2021-06-04 14:05:45,816 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.10 (default, Feb 26 2021, 18:47:35) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: Tesla V100-SXM2-32GB CUDA_HOME: /usr/local/cuda NVCC: Build cuda_11.0_bu.TC445_37.28540450_0 GCC: gcc (Ubuntu 5.4.0-6ubuntu1~16.04.12) 5.4.0 20160609 PyTorch: 1.7.0 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v1.6.0 (Git Hash 5ef631a030a6f73131c77892041042805a06064f) - OpenMP 201511 (a.k.a. OpenMP 4.5) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 10.2 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75 - CuDNN 7.6.5 - Magma 2.5.2 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_VULKAN_WRAPPER -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-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, 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=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, TorchVision: 0.8.1 OpenCV: 4.5.1 MMCV: 1.3.5 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 11.0 MMAction2: 0.14.0+9e425a7 ------------------------------------------------------------ 2021-06-04 14:05:45,817 - mmaction - INFO - Distributed training: True 2021-06-04 14:05:46,110 - mmaction - INFO - Config: optimizer = dict(type='SGD', lr=0.0075, momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) lr_config = dict(policy='step', step=[40, 80]) total_epochs = 100 checkpoint_config = dict(interval=1) log_config = dict(interval=20, hooks=[dict(type='TextLoggerHook')]) dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] model = dict( type='Recognizer2D', backbone=dict(type='timm.swin_base_patch4_window7_224', pretrained=True), cls_head=dict( type='TSNHead', num_classes=400, in_channels=1024, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.4, init_std=0.01), train_cfg=None, test_cfg=dict(average_clips=None)) dataset_type = 'VideoDataset' data_root = 'data/kinetics400/videos_train_cvdf_320p' data_root_val = 'data/kinetics400/videos_val_cvdf_320p' ann_file_train = 'data/kinetics400/kinetics400_train_list_videos.txt' ann_file_val = 'data/kinetics400/kinetics400_val_list_videos.txt' ann_file_test = 'data/kinetics400/kinetics400_val_list_videos.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) train_pipeline = [ dict(type='DecordInit'), dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=3), dict(type='DecordDecode'), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), 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='DecordInit'), dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=3, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Flip', flip_ratio=0), 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='DecordInit'), dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=25, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='TenCrop', crop_size=224), dict(type='Flip', flip_ratio=0), 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=24, workers_per_gpu=6, test_dataloader=dict(videos_per_gpu=4), train=dict( type='VideoDataset', ann_file='data/kinetics400/kinetics400_train_list_videos.txt', data_prefix='data/kinetics400/videos_train_cvdf_320p', pipeline=[ dict(type='DecordInit'), dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=3), dict(type='DecordDecode'), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), 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='VideoDataset', ann_file='data/kinetics400/kinetics400_val_list_videos.txt', data_prefix='data/kinetics400/videos_val_cvdf_320p', pipeline=[ dict(type='DecordInit'), dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=3, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Flip', flip_ratio=0), 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='VideoDataset', ann_file='data/kinetics400/kinetics400_val_list_videos.txt', data_prefix='data/kinetics400/videos_val_cvdf_320p', pipeline=[ dict(type='DecordInit'), dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=25, test_mode=True), dict(type='DecordDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='TenCrop', crop_size=224), dict(type='Flip', flip_ratio=0), 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/tsn_swin_transformer_video_320p_1x1x3_100e_kinetics400_rgb/' gpu_ids = range(0, 1) omnisource = False module_hooks = [] 2021-06-04 14:05:49,942 - mmaction - INFO - Start running, host: user@user-SYS-4029GP-TVRT, work_dir: /ssd/zhangyiyang/mmaction2/work_dirs/tsn_swin_transformer_video_320p_1x1x3_100e_kinetics400_rgb 2021-06-04 14:05:49,942 - mmaction - INFO - workflow: [('train', 1)], max: 100 epochs 2021-06-04 14:06:37,709 - mmaction - INFO - Epoch [1][20/1243] lr: 7.500e-03, eta: 3 days, 10:25:40, time: 2.388, data_time: 1.358, memory: 18352, top1_acc: 0.0047, top5_acc: 0.0234, loss_cls: 5.9820, loss: 5.9820, grad_norm: 2.4430 2021-06-04 14:06:56,392 - mmaction - INFO - Epoch [1][40/1243] lr: 7.500e-03, eta: 2 days, 9:20:06, time: 0.934, data_time: 0.001, memory: 18352, top1_acc: 0.0195, top5_acc: 0.0596, loss_cls: 5.8537, loss: 5.8537, grad_norm: 2.1715 2021-06-04 14:07:15,780 - mmaction - INFO - Epoch [1][60/1243] lr: 7.500e-03, eta: 2 days, 1:21:52, time: 0.969, data_time: 0.001, memory: 18352, top1_acc: 0.0669, top5_acc: 0.1688, loss_cls: 5.5173, loss: 5.5173, grad_norm: 3.3849 2021-06-04 14:07:34,110 - mmaction - INFO - Epoch [1][80/1243] lr: 7.500e-03, eta: 1 day, 20:55:29, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.1372, top5_acc: 0.3268, loss_cls: 4.6997, loss: 4.6997, grad_norm: 5.1522 2021-06-04 14:07:52,510 - mmaction - INFO - Epoch [1][100/1243] lr: 7.500e-03, eta: 1 day, 18:17:04, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.2065, top5_acc: 0.4266, loss_cls: 4.0573, loss: 4.0573, grad_norm: 8.0476 2021-06-04 14:08:10,962 - mmaction - INFO - Epoch [1][120/1243] lr: 7.500e-03, eta: 1 day, 16:32:07, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.2549, top5_acc: 0.5029, loss_cls: 3.5798, loss: 3.5798, grad_norm: 6.2919 2021-06-04 14:08:29,373 - mmaction - INFO - Epoch [1][140/1243] lr: 7.500e-03, eta: 1 day, 15:16:08, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.3094, top5_acc: 0.5794, loss_cls: 3.2168, loss: 3.2168, grad_norm: 6.6324 2021-06-04 14:08:47,727 - mmaction - INFO - Epoch [1][160/1243] lr: 7.500e-03, eta: 1 day, 14:18:52, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.3378, top5_acc: 0.5964, loss_cls: 3.0711, loss: 3.0711, grad_norm: 7.4536 2021-06-04 14:09:06,526 - mmaction - INFO - Epoch [1][180/1243] lr: 7.500e-03, eta: 1 day, 13:39:04, time: 0.940, data_time: 0.001, memory: 18352, top1_acc: 0.3581, top5_acc: 0.6339, loss_cls: 2.9077, loss: 2.9077, grad_norm: 6.8494 2021-06-04 14:09:24,872 - mmaction - INFO - Epoch [1][200/1243] lr: 7.500e-03, eta: 1 day, 13:02:35, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.3831, top5_acc: 0.6503, loss_cls: 2.7467, loss: 2.7467, grad_norm: 6.1455 2021-06-04 14:09:43,297 - mmaction - INFO - Epoch [1][220/1243] lr: 7.500e-03, eta: 1 day, 12:33:27, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.3924, top5_acc: 0.6711, loss_cls: 2.6848, loss: 2.6848, grad_norm: 6.5901 2021-06-04 14:10:01,710 - mmaction - INFO - Epoch [1][240/1243] lr: 7.500e-03, eta: 1 day, 12:08:50, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.4130, top5_acc: 0.6781, loss_cls: 2.6142, loss: 2.6142, grad_norm: 7.8456 2021-06-04 14:10:20,092 - mmaction - INFO - Epoch [1][260/1243] lr: 7.500e-03, eta: 1 day, 11:47:53, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.4102, top5_acc: 0.6781, loss_cls: 2.5801, loss: 2.5801, grad_norm: 6.6996 2021-06-04 14:10:38,494 - mmaction - INFO - Epoch [1][280/1243] lr: 7.500e-03, eta: 1 day, 11:30:04, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.4352, top5_acc: 0.7102, loss_cls: 2.4580, loss: 2.4580, grad_norm: 6.9257 2021-06-04 14:10:57,228 - mmaction - INFO - Epoch [1][300/1243] lr: 7.500e-03, eta: 1 day, 11:16:42, time: 0.936, data_time: 0.000, memory: 18352, top1_acc: 0.4453, top5_acc: 0.7070, loss_cls: 2.4154, loss: 2.4154, grad_norm: 5.7976 2021-06-04 14:11:15,998 - mmaction - INFO - Epoch [1][320/1243] lr: 7.500e-03, eta: 1 day, 11:05:16, time: 0.938, data_time: 0.001, memory: 18352, top1_acc: 0.4456, top5_acc: 0.7164, loss_cls: 2.3823, loss: 2.3823, grad_norm: 6.4897 2021-06-04 14:11:34,836 - mmaction - INFO - Epoch [1][340/1243] lr: 7.500e-03, eta: 1 day, 10:55:38, time: 0.942, data_time: 0.013, memory: 18352, top1_acc: 0.4607, top5_acc: 0.7292, loss_cls: 2.3094, loss: 2.3094, grad_norm: 6.4258 2021-06-04 14:11:53,922 - mmaction - INFO - Epoch [1][360/1243] lr: 7.500e-03, eta: 1 day, 10:48:22, time: 0.954, data_time: 0.001, memory: 18352, top1_acc: 0.4531, top5_acc: 0.7135, loss_cls: 2.4014, loss: 2.4014, grad_norm: 6.4419 2021-06-04 14:12:12,343 - mmaction - INFO - Epoch [1][380/1243] lr: 7.500e-03, eta: 1 day, 10:38:18, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.4849, top5_acc: 0.7380, loss_cls: 2.2740, loss: 2.2740, grad_norm: 6.1390 2021-06-04 14:12:32,154 - mmaction - INFO - Epoch [1][400/1243] lr: 7.500e-03, eta: 1 day, 10:36:22, time: 0.991, data_time: 0.048, memory: 18352, top1_acc: 0.4826, top5_acc: 0.7383, loss_cls: 2.2143, loss: 2.2143, grad_norm: 5.5387 2021-06-04 14:12:51,267 - mmaction - INFO - Epoch [1][420/1243] lr: 7.500e-03, eta: 1 day, 10:31:05, time: 0.955, data_time: 0.000, memory: 18352, top1_acc: 0.4857, top5_acc: 0.7339, loss_cls: 2.2286, loss: 2.2286, grad_norm: 5.8511 2021-06-04 14:13:09,659 - mmaction - INFO - Epoch [1][440/1243] lr: 7.500e-03, eta: 1 day, 10:22:55, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.4813, top5_acc: 0.7427, loss_cls: 2.2345, loss: 2.2345, grad_norm: 5.9360 2021-06-04 14:13:29,210 - mmaction - INFO - Epoch [1][460/1243] lr: 7.500e-03, eta: 1 day, 10:20:39, time: 0.978, data_time: 0.005, memory: 18352, top1_acc: 0.4815, top5_acc: 0.7422, loss_cls: 2.2118, loss: 2.2118, grad_norm: 5.6467 2021-06-04 14:13:48,131 - mmaction - INFO - Epoch [1][480/1243] lr: 7.500e-03, eta: 1 day, 10:15:47, time: 0.945, data_time: 0.000, memory: 18352, top1_acc: 0.4901, top5_acc: 0.7453, loss_cls: 2.1527, loss: 2.1527, grad_norm: 5.4550 2021-06-04 14:14:06,523 - mmaction - INFO - Epoch [1][500/1243] lr: 7.500e-03, eta: 1 day, 10:09:07, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.4951, top5_acc: 0.7451, loss_cls: 2.1857, loss: 2.1857, grad_norm: 5.9373 2021-06-04 14:14:25,963 - mmaction - INFO - Epoch [1][520/1243] lr: 7.500e-03, eta: 1 day, 10:07:04, time: 0.971, data_time: 0.001, memory: 18352, top1_acc: 0.5023, top5_acc: 0.7591, loss_cls: 2.1534, loss: 2.1534, grad_norm: 6.6655 2021-06-04 14:14:44,917 - mmaction - INFO - Epoch [1][540/1243] lr: 7.500e-03, eta: 1 day, 10:03:22, time: 0.948, data_time: 0.002, memory: 18352, top1_acc: 0.4831, top5_acc: 0.7461, loss_cls: 2.1985, loss: 2.1985, grad_norm: 5.8688 2021-06-04 14:15:03,744 - mmaction - INFO - Epoch [1][560/1243] lr: 7.500e-03, eta: 1 day, 9:59:26, time: 0.942, data_time: 0.001, memory: 18352, top1_acc: 0.5034, top5_acc: 0.7565, loss_cls: 2.1326, loss: 2.1326, grad_norm: 6.5091 2021-06-04 14:15:23,057 - mmaction - INFO - Epoch [1][580/1243] lr: 7.500e-03, eta: 1 day, 9:57:29, time: 0.966, data_time: 0.001, memory: 18352, top1_acc: 0.4974, top5_acc: 0.7534, loss_cls: 2.1541, loss: 2.1541, grad_norm: 6.9995 2021-06-04 14:15:42,165 - mmaction - INFO - Epoch [1][600/1243] lr: 7.500e-03, eta: 1 day, 9:54:54, time: 0.955, data_time: 0.000, memory: 18352, top1_acc: 0.4956, top5_acc: 0.7422, loss_cls: 2.2159, loss: 2.2159, grad_norm: 6.8708 2021-06-04 14:16:01,798 - mmaction - INFO - Epoch [1][620/1243] lr: 7.500e-03, eta: 1 day, 9:54:13, time: 0.982, data_time: 0.000, memory: 18352, top1_acc: 0.4948, top5_acc: 0.7635, loss_cls: 2.1120, loss: 2.1120, grad_norm: 7.1585 2021-06-04 14:16:20,258 - mmaction - INFO - Epoch [1][640/1243] lr: 7.500e-03, eta: 1 day, 9:49:46, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.4906, top5_acc: 0.7372, loss_cls: 2.2051, loss: 2.2051, grad_norm: 6.0723 2021-06-04 14:16:39,803 - mmaction - INFO - Epoch [1][660/1243] lr: 7.500e-03, eta: 1 day, 9:48:58, time: 0.977, data_time: 0.000, memory: 18352, top1_acc: 0.4917, top5_acc: 0.7464, loss_cls: 2.1411, loss: 2.1411, grad_norm: 7.6048 2021-06-04 14:16:58,835 - mmaction - INFO - Epoch [1][680/1243] lr: 7.500e-03, eta: 1 day, 9:46:37, time: 0.951, data_time: 0.001, memory: 18352, top1_acc: 0.4870, top5_acc: 0.7349, loss_cls: 2.1924, loss: 2.1924, grad_norm: 6.5583 2021-06-04 14:17:17,768 - mmaction - INFO - Epoch [1][700/1243] lr: 7.500e-03, eta: 1 day, 9:44:08, time: 0.947, data_time: 0.001, memory: 18352, top1_acc: 0.5073, top5_acc: 0.7448, loss_cls: 2.1134, loss: 2.1134, grad_norm: 7.0719 2021-06-04 14:17:38,055 - mmaction - INFO - Epoch [1][720/1243] lr: 7.500e-03, eta: 1 day, 9:45:35, time: 1.014, data_time: 0.017, memory: 18352, top1_acc: 0.4974, top5_acc: 0.7487, loss_cls: 2.1810, loss: 2.1810, grad_norm: 6.9581 2021-06-04 14:17:56,460 - mmaction - INFO - Epoch [1][740/1243] lr: 7.500e-03, eta: 1 day, 9:41:43, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.4557, top5_acc: 0.7128, loss_cls: 2.3560, loss: 2.3560, grad_norm: 8.8448 2021-06-04 14:18:14,849 - mmaction - INFO - Epoch [1][760/1243] lr: 7.500e-03, eta: 1 day, 9:38:04, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.4852, top5_acc: 0.7323, loss_cls: 2.2311, loss: 2.2311, grad_norm: 6.3875 2021-06-04 14:18:33,466 - mmaction - INFO - Epoch [1][780/1243] lr: 7.500e-03, eta: 1 day, 9:35:00, time: 0.928, data_time: 0.000, memory: 18352, top1_acc: 0.5036, top5_acc: 0.7523, loss_cls: 2.1372, loss: 2.1372, grad_norm: 5.9189 2021-06-04 14:18:52,597 - mmaction - INFO - Epoch [1][800/1243] lr: 7.500e-03, eta: 1 day, 9:33:38, time: 0.959, data_time: 0.003, memory: 18352, top1_acc: 0.5148, top5_acc: 0.7672, loss_cls: 2.0617, loss: 2.0617, grad_norm: 5.4809 2021-06-04 14:19:11,044 - mmaction - INFO - Epoch [1][820/1243] lr: 7.500e-03, eta: 1 day, 9:30:29, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.4766, top5_acc: 0.7167, loss_cls: 2.2875, loss: 2.2875, grad_norm: 7.8696 2021-06-04 14:19:29,813 - mmaction - INFO - Epoch [1][840/1243] lr: 7.500e-03, eta: 1 day, 9:28:18, time: 0.939, data_time: 0.001, memory: 18352, top1_acc: 0.4948, top5_acc: 0.7419, loss_cls: 2.1863, loss: 2.1863, grad_norm: 6.4370 2021-06-04 14:19:49,094 - mmaction - INFO - Epoch [1][860/1243] lr: 7.500e-03, eta: 1 day, 9:27:24, time: 0.964, data_time: 0.001, memory: 18352, top1_acc: 0.5008, top5_acc: 0.7510, loss_cls: 2.1293, loss: 2.1293, grad_norm: 5.8444 2021-06-04 14:20:08,383 - mmaction - INFO - Epoch [1][880/1243] lr: 7.500e-03, eta: 1 day, 9:26:34, time: 0.965, data_time: 0.001, memory: 18352, top1_acc: 0.5013, top5_acc: 0.7557, loss_cls: 2.1187, loss: 2.1187, grad_norm: 6.4893 2021-06-04 14:20:27,055 - mmaction - INFO - Epoch [1][900/1243] lr: 7.500e-03, eta: 1 day, 9:24:20, time: 0.934, data_time: 0.000, memory: 18352, top1_acc: 0.5182, top5_acc: 0.7586, loss_cls: 2.0812, loss: 2.0812, grad_norm: 5.9032 2021-06-04 14:20:45,843 - mmaction - INFO - Epoch [1][920/1243] lr: 7.500e-03, eta: 1 day, 9:22:24, time: 0.939, data_time: 0.000, memory: 18352, top1_acc: 0.5198, top5_acc: 0.7742, loss_cls: 2.0145, loss: 2.0145, grad_norm: 6.1750 2021-06-04 14:21:04,639 - mmaction - INFO - Epoch [1][940/1243] lr: 7.500e-03, eta: 1 day, 9:20:36, time: 0.940, data_time: 0.001, memory: 18352, top1_acc: 0.5242, top5_acc: 0.7703, loss_cls: 2.0244, loss: 2.0244, grad_norm: 5.5088 2021-06-04 14:21:24,170 - mmaction - INFO - Epoch [1][960/1243] lr: 7.500e-03, eta: 1 day, 9:20:23, time: 0.975, data_time: 0.001, memory: 18352, top1_acc: 0.5091, top5_acc: 0.7646, loss_cls: 2.0588, loss: 2.0588, grad_norm: 5.5117 2021-06-04 14:21:43,954 - mmaction - INFO - Epoch [1][980/1243] lr: 7.500e-03, eta: 1 day, 9:20:46, time: 0.990, data_time: 0.002, memory: 18352, top1_acc: 0.5169, top5_acc: 0.7602, loss_cls: 2.0662, loss: 2.0662, grad_norm: 6.3695 2021-06-04 14:22:02,884 - mmaction - INFO - Epoch [1][1000/1243] lr: 7.500e-03, eta: 1 day, 9:19:21, time: 0.947, data_time: 0.001, memory: 18352, top1_acc: 0.5362, top5_acc: 0.7794, loss_cls: 1.9731, loss: 1.9731, grad_norm: 5.7077 2021-06-04 14:22:21,575 - mmaction - INFO - Epoch [1][1020/1243] lr: 7.500e-03, eta: 1 day, 9:17:29, time: 0.935, data_time: 0.000, memory: 18352, top1_acc: 0.5320, top5_acc: 0.7740, loss_cls: 1.9857, loss: 1.9857, grad_norm: 6.0660 2021-06-04 14:22:40,099 - mmaction - INFO - Epoch [1][1040/1243] lr: 7.500e-03, eta: 1 day, 9:15:20, time: 0.926, data_time: 0.001, memory: 18352, top1_acc: 0.5188, top5_acc: 0.7622, loss_cls: 2.0592, loss: 2.0592, grad_norm: 6.2418 2021-06-04 14:22:58,531 - mmaction - INFO - Epoch [1][1060/1243] lr: 7.500e-03, eta: 1 day, 9:13:06, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.5281, top5_acc: 0.7815, loss_cls: 1.9718, loss: 1.9718, grad_norm: 5.9718 2021-06-04 14:23:17,667 - mmaction - INFO - Epoch [1][1080/1243] lr: 7.500e-03, eta: 1 day, 9:12:15, time: 0.957, data_time: 0.000, memory: 18352, top1_acc: 0.5159, top5_acc: 0.7661, loss_cls: 2.0525, loss: 2.0525, grad_norm: 8.0997 2021-06-04 14:23:36,964 - mmaction - INFO - Epoch [1][1100/1243] lr: 7.500e-03, eta: 1 day, 9:11:43, time: 0.964, data_time: 0.000, memory: 18352, top1_acc: 0.5154, top5_acc: 0.7628, loss_cls: 2.0652, loss: 2.0652, grad_norm: 7.0571 2021-06-04 14:23:55,517 - mmaction - INFO - Epoch [1][1120/1243] lr: 7.500e-03, eta: 1 day, 9:09:50, time: 0.928, data_time: 0.001, memory: 18352, top1_acc: 0.5185, top5_acc: 0.7628, loss_cls: 2.0470, loss: 2.0470, grad_norm: 5.4708 2021-06-04 14:24:13,884 - mmaction - INFO - Epoch [1][1140/1243] lr: 7.500e-03, eta: 1 day, 9:07:42, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.5188, top5_acc: 0.7661, loss_cls: 2.0341, loss: 2.0341, grad_norm: 5.6374 2021-06-04 14:24:33,520 - mmaction - INFO - Epoch [1][1160/1243] lr: 7.500e-03, eta: 1 day, 9:07:47, time: 0.980, data_time: 0.000, memory: 18352, top1_acc: 0.5250, top5_acc: 0.7781, loss_cls: 2.0207, loss: 2.0207, grad_norm: 5.6004 2021-06-04 14:24:52,055 - mmaction - INFO - Epoch [1][1180/1243] lr: 7.500e-03, eta: 1 day, 9:06:03, time: 0.928, data_time: 0.003, memory: 18352, top1_acc: 0.5318, top5_acc: 0.7680, loss_cls: 1.9788, loss: 1.9788, grad_norm: 6.5228 2021-06-04 14:25:11,170 - mmaction - INFO - Epoch [1][1200/1243] lr: 7.500e-03, eta: 1 day, 9:05:19, time: 0.956, data_time: 0.001, memory: 18352, top1_acc: 0.5401, top5_acc: 0.7839, loss_cls: 1.9479, loss: 1.9479, grad_norm: 5.6793 2021-06-04 14:25:29,578 - mmaction - INFO - Epoch [1][1220/1243] lr: 7.500e-03, eta: 1 day, 9:03:23, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.5417, top5_acc: 0.7708, loss_cls: 2.0190, loss: 2.0190, grad_norm: 5.4870 2021-06-04 14:25:47,755 - mmaction - INFO - Epoch [1][1240/1243] lr: 7.500e-03, eta: 1 day, 9:01:11, time: 0.910, data_time: 0.002, memory: 18352, top1_acc: 0.5344, top5_acc: 0.7844, loss_cls: 1.9989, loss: 1.9989, grad_norm: 5.9504 2021-06-04 14:28:11,413 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 14:28:12,117 - mmaction - INFO - top1_acc 0.6137 top5_acc 0.8464 2021-06-04 14:28:12,117 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 14:28:12,143 - mmaction - INFO - mean_acc 0.6135 2021-06-04 14:28:13,305 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_1.pth. 2021-06-04 14:28:13,305 - mmaction - INFO - Best top1_acc is 0.6137 at 1 epoch. 2021-06-04 14:28:13,312 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-06-04 14:28:14,391 - mmaction - INFO - Epoch(val) [1][104] top1_acc: 0.6137, top5_acc: 0.8464, mean_class_accuracy: 0.6135 2021-06-04 14:29:00,298 - mmaction - INFO - Epoch [2][20/1243] lr: 7.500e-03, eta: 1 day, 9:39:16, time: 2.295, data_time: 1.372, memory: 18352, top1_acc: 0.5383, top5_acc: 0.7904, loss_cls: 1.9177, loss: 1.9177, grad_norm: 6.1524 2021-06-04 14:29:18,684 - mmaction - INFO - Epoch [2][40/1243] lr: 7.500e-03, eta: 1 day, 9:36:51, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.5544, top5_acc: 0.7896, loss_cls: 1.8953, loss: 1.8953, grad_norm: 5.6343 2021-06-04 14:29:37,088 - mmaction - INFO - Epoch [2][60/1243] lr: 7.500e-03, eta: 1 day, 9:34:30, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.5521, top5_acc: 0.7880, loss_cls: 1.8773, loss: 1.8773, grad_norm: 5.8130 2021-06-04 14:29:55,540 - mmaction - INFO - Epoch [2][80/1243] lr: 7.500e-03, eta: 1 day, 9:32:20, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.5453, top5_acc: 0.7789, loss_cls: 1.9285, loss: 1.9285, grad_norm: 5.9639 2021-06-04 14:30:14,026 - mmaction - INFO - Epoch [2][100/1243] lr: 7.500e-03, eta: 1 day, 9:30:14, time: 0.924, data_time: 0.000, memory: 18352, top1_acc: 0.5474, top5_acc: 0.7880, loss_cls: 1.9204, loss: 1.9204, grad_norm: 6.2900 2021-06-04 14:30:32,403 - mmaction - INFO - Epoch [2][120/1243] lr: 7.500e-03, eta: 1 day, 9:28:03, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.5453, top5_acc: 0.7919, loss_cls: 1.9061, loss: 1.9061, grad_norm: 5.3303 2021-06-04 14:30:51,764 - mmaction - INFO - Epoch [2][140/1243] lr: 7.500e-03, eta: 1 day, 9:27:21, time: 0.968, data_time: 0.001, memory: 18352, top1_acc: 0.5539, top5_acc: 0.7951, loss_cls: 1.8681, loss: 1.8681, grad_norm: 5.5804 2021-06-04 14:31:10,441 - mmaction - INFO - Epoch [2][160/1243] lr: 7.500e-03, eta: 1 day, 9:25:42, time: 0.934, data_time: 0.001, memory: 18352, top1_acc: 0.5505, top5_acc: 0.7893, loss_cls: 1.8915, loss: 1.8915, grad_norm: 6.0991 2021-06-04 14:31:28,937 - mmaction - INFO - Epoch [2][180/1243] lr: 7.500e-03, eta: 1 day, 9:23:47, time: 0.924, data_time: 0.008, memory: 18352, top1_acc: 0.5422, top5_acc: 0.7789, loss_cls: 1.9327, loss: 1.9327, grad_norm: 5.5688 2021-06-04 14:31:48,299 - mmaction - INFO - Epoch [2][200/1243] lr: 7.500e-03, eta: 1 day, 9:23:12, time: 0.969, data_time: 0.052, memory: 18352, top1_acc: 0.5484, top5_acc: 0.7901, loss_cls: 1.8631, loss: 1.8631, grad_norm: 6.1014 2021-06-04 14:32:06,654 - mmaction - INFO - Epoch [2][220/1243] lr: 7.500e-03, eta: 1 day, 9:21:09, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.5323, top5_acc: 0.7841, loss_cls: 1.9714, loss: 1.9714, grad_norm: 7.1161 2021-06-04 14:32:26,020 - mmaction - INFO - Epoch [2][240/1243] lr: 7.500e-03, eta: 1 day, 9:20:34, time: 0.968, data_time: 0.053, memory: 18352, top1_acc: 0.5221, top5_acc: 0.7672, loss_cls: 2.0537, loss: 2.0537, grad_norm: 6.0670 2021-06-04 14:32:44,773 - mmaction - INFO - Epoch [2][260/1243] lr: 7.500e-03, eta: 1 day, 9:19:10, time: 0.938, data_time: 0.001, memory: 18352, top1_acc: 0.5339, top5_acc: 0.7747, loss_cls: 1.9816, loss: 1.9816, grad_norm: 5.2786 2021-06-04 14:33:03,779 - mmaction - INFO - Epoch [2][280/1243] lr: 7.500e-03, eta: 1 day, 9:18:08, time: 0.951, data_time: 0.001, memory: 18352, top1_acc: 0.5612, top5_acc: 0.7956, loss_cls: 1.8708, loss: 1.8708, grad_norm: 5.2948 2021-06-04 14:33:22,131 - mmaction - INFO - Epoch [2][300/1243] lr: 7.500e-03, eta: 1 day, 9:16:13, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.5445, top5_acc: 0.7906, loss_cls: 1.8806, loss: 1.8806, grad_norm: 5.8012 2021-06-04 14:33:41,839 - mmaction - INFO - Epoch [2][320/1243] lr: 7.500e-03, eta: 1 day, 9:16:10, time: 0.986, data_time: 0.002, memory: 18352, top1_acc: 0.5385, top5_acc: 0.7839, loss_cls: 1.9167, loss: 1.9167, grad_norm: 6.1790 2021-06-04 14:34:00,360 - mmaction - INFO - Epoch [2][340/1243] lr: 7.500e-03, eta: 1 day, 9:14:34, time: 0.927, data_time: 0.001, memory: 18352, top1_acc: 0.5641, top5_acc: 0.7969, loss_cls: 1.8520, loss: 1.8520, grad_norm: 5.6835 2021-06-04 14:34:18,996 - mmaction - INFO - Epoch [2][360/1243] lr: 7.500e-03, eta: 1 day, 9:13:08, time: 0.932, data_time: 0.000, memory: 18352, top1_acc: 0.5617, top5_acc: 0.7854, loss_cls: 1.8720, loss: 1.8720, grad_norm: 5.8906 2021-06-04 14:34:37,693 - mmaction - INFO - Epoch [2][380/1243] lr: 7.500e-03, eta: 1 day, 9:11:47, time: 0.934, data_time: 0.000, memory: 18352, top1_acc: 0.5370, top5_acc: 0.7872, loss_cls: 1.9333, loss: 1.9333, grad_norm: 6.7198 2021-06-04 14:34:56,458 - mmaction - INFO - Epoch [2][400/1243] lr: 7.500e-03, eta: 1 day, 9:10:36, time: 0.939, data_time: 0.001, memory: 18352, top1_acc: 0.5526, top5_acc: 0.7826, loss_cls: 1.9192, loss: 1.9192, grad_norm: 6.1499 2021-06-04 14:35:14,784 - mmaction - INFO - Epoch [2][420/1243] lr: 7.500e-03, eta: 1 day, 9:08:51, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.5443, top5_acc: 0.7742, loss_cls: 1.9621, loss: 1.9621, grad_norm: 6.4389 2021-06-04 14:35:33,151 - mmaction - INFO - Epoch [2][440/1243] lr: 7.500e-03, eta: 1 day, 9:07:10, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.5549, top5_acc: 0.7859, loss_cls: 1.8915, loss: 1.8915, grad_norm: 5.6352 2021-06-04 14:35:51,522 - mmaction - INFO - Epoch [2][460/1243] lr: 7.500e-03, eta: 1 day, 9:05:35, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.5685, top5_acc: 0.8023, loss_cls: 1.8227, loss: 1.8227, grad_norm: 5.5008 2021-06-04 14:36:10,193 - mmaction - INFO - Epoch [2][480/1243] lr: 7.500e-03, eta: 1 day, 9:04:21, time: 0.933, data_time: 0.000, memory: 18352, top1_acc: 0.5503, top5_acc: 0.7810, loss_cls: 1.9023, loss: 1.9023, grad_norm: 5.9744 2021-06-04 14:36:29,188 - mmaction - INFO - Epoch [2][500/1243] lr: 7.500e-03, eta: 1 day, 9:03:31, time: 0.949, data_time: 0.001, memory: 18352, top1_acc: 0.5516, top5_acc: 0.7875, loss_cls: 1.8832, loss: 1.8832, grad_norm: 5.5363 2021-06-04 14:36:48,648 - mmaction - INFO - Epoch [2][520/1243] lr: 7.500e-03, eta: 1 day, 9:03:14, time: 0.973, data_time: 0.001, memory: 18352, top1_acc: 0.5568, top5_acc: 0.7888, loss_cls: 1.8653, loss: 1.8653, grad_norm: 5.6835 2021-06-04 14:37:07,386 - mmaction - INFO - Epoch [2][540/1243] lr: 7.500e-03, eta: 1 day, 9:02:08, time: 0.938, data_time: 0.001, memory: 18352, top1_acc: 0.5526, top5_acc: 0.7911, loss_cls: 1.8783, loss: 1.8783, grad_norm: 6.3181 2021-06-04 14:37:26,253 - mmaction - INFO - Epoch [2][560/1243] lr: 7.500e-03, eta: 1 day, 9:01:12, time: 0.943, data_time: 0.026, memory: 18352, top1_acc: 0.5599, top5_acc: 0.8029, loss_cls: 1.8575, loss: 1.8575, grad_norm: 5.2272 2021-06-04 14:37:44,949 - mmaction - INFO - Epoch [2][580/1243] lr: 7.500e-03, eta: 1 day, 9:00:04, time: 0.934, data_time: 0.018, memory: 18352, top1_acc: 0.5534, top5_acc: 0.7896, loss_cls: 1.8912, loss: 1.8912, grad_norm: 5.3883 2021-06-04 14:38:04,021 - mmaction - INFO - Epoch [2][600/1243] lr: 7.500e-03, eta: 1 day, 8:59:23, time: 0.954, data_time: 0.039, memory: 18352, top1_acc: 0.5591, top5_acc: 0.7945, loss_cls: 1.8519, loss: 1.8519, grad_norm: 5.4892 2021-06-04 14:38:22,344 - mmaction - INFO - Epoch [2][620/1243] lr: 7.500e-03, eta: 1 day, 8:57:52, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.5617, top5_acc: 0.8023, loss_cls: 1.8284, loss: 1.8284, grad_norm: 6.0034 2021-06-04 14:38:41,242 - mmaction - INFO - Epoch [2][640/1243] lr: 7.500e-03, eta: 1 day, 8:57:02, time: 0.945, data_time: 0.008, memory: 18352, top1_acc: 0.5646, top5_acc: 0.7930, loss_cls: 1.8531, loss: 1.8531, grad_norm: 5.4194 2021-06-04 14:39:00,000 - mmaction - INFO - Epoch [2][660/1243] lr: 7.500e-03, eta: 1 day, 8:56:02, time: 0.938, data_time: 0.020, memory: 18352, top1_acc: 0.5466, top5_acc: 0.7948, loss_cls: 1.8764, loss: 1.8764, grad_norm: 5.8258 2021-06-04 14:39:18,975 - mmaction - INFO - Epoch [2][680/1243] lr: 7.500e-03, eta: 1 day, 8:55:17, time: 0.949, data_time: 0.033, memory: 18352, top1_acc: 0.5747, top5_acc: 0.8042, loss_cls: 1.8187, loss: 1.8187, grad_norm: 5.7313 2021-06-04 14:39:37,424 - mmaction - INFO - Epoch [2][700/1243] lr: 7.500e-03, eta: 1 day, 8:54:01, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.5563, top5_acc: 0.7867, loss_cls: 1.8982, loss: 1.8982, grad_norm: 5.5621 2021-06-04 14:39:55,776 - mmaction - INFO - Epoch [2][720/1243] lr: 7.500e-03, eta: 1 day, 8:52:37, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.5609, top5_acc: 0.7966, loss_cls: 1.8388, loss: 1.8388, grad_norm: 5.3392 2021-06-04 14:40:15,196 - mmaction - INFO - Epoch [2][740/1243] lr: 7.500e-03, eta: 1 day, 8:52:23, time: 0.972, data_time: 0.002, memory: 18352, top1_acc: 0.5727, top5_acc: 0.8031, loss_cls: 1.8118, loss: 1.8118, grad_norm: 5.2023 2021-06-04 14:40:33,667 - mmaction - INFO - Epoch [2][760/1243] lr: 7.500e-03, eta: 1 day, 8:51:10, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.5625, top5_acc: 0.7971, loss_cls: 1.8300, loss: 1.8300, grad_norm: 5.2956 2021-06-04 14:40:53,318 - mmaction - INFO - Epoch [2][780/1243] lr: 7.500e-03, eta: 1 day, 8:51:09, time: 0.982, data_time: 0.023, memory: 18352, top1_acc: 0.5651, top5_acc: 0.7964, loss_cls: 1.8227, loss: 1.8227, grad_norm: 6.1753 2021-06-04 14:41:12,371 - mmaction - INFO - Epoch [2][800/1243] lr: 7.500e-03, eta: 1 day, 8:50:33, time: 0.953, data_time: 0.001, memory: 18352, top1_acc: 0.5638, top5_acc: 0.7937, loss_cls: 1.8330, loss: 1.8330, grad_norm: 5.5345 2021-06-04 14:41:31,594 - mmaction - INFO - Epoch [2][820/1243] lr: 7.500e-03, eta: 1 day, 8:50:06, time: 0.961, data_time: 0.001, memory: 18352, top1_acc: 0.5833, top5_acc: 0.8060, loss_cls: 1.7664, loss: 1.7664, grad_norm: 5.3941 2021-06-04 14:41:50,927 - mmaction - INFO - Epoch [2][840/1243] lr: 7.500e-03, eta: 1 day, 8:49:45, time: 0.966, data_time: 0.001, memory: 18352, top1_acc: 0.5799, top5_acc: 0.8122, loss_cls: 1.7855, loss: 1.7855, grad_norm: 5.2147 2021-06-04 14:42:09,376 - mmaction - INFO - Epoch [2][860/1243] lr: 7.500e-03, eta: 1 day, 8:48:35, time: 0.923, data_time: 0.002, memory: 18352, top1_acc: 0.5750, top5_acc: 0.7982, loss_cls: 1.7987, loss: 1.7987, grad_norm: 5.4760 2021-06-04 14:42:27,802 - mmaction - INFO - Epoch [2][880/1243] lr: 7.500e-03, eta: 1 day, 8:47:24, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.5594, top5_acc: 0.7948, loss_cls: 1.8563, loss: 1.8563, grad_norm: 5.5958 2021-06-04 14:42:46,536 - mmaction - INFO - Epoch [2][900/1243] lr: 7.500e-03, eta: 1 day, 8:46:30, time: 0.936, data_time: 0.000, memory: 18352, top1_acc: 0.5609, top5_acc: 0.8065, loss_cls: 1.8015, loss: 1.8015, grad_norm: 5.4960 2021-06-04 14:43:04,877 - mmaction - INFO - Epoch [2][920/1243] lr: 7.500e-03, eta: 1 day, 8:45:16, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.5781, top5_acc: 0.8044, loss_cls: 1.8011, loss: 1.8011, grad_norm: 6.0575 2021-06-04 14:43:24,014 - mmaction - INFO - Epoch [2][940/1243] lr: 7.500e-03, eta: 1 day, 8:44:48, time: 0.957, data_time: 0.034, memory: 18352, top1_acc: 0.5698, top5_acc: 0.8023, loss_cls: 1.7978, loss: 1.7978, grad_norm: 5.9096 2021-06-04 14:43:43,741 - mmaction - INFO - Epoch [2][960/1243] lr: 7.500e-03, eta: 1 day, 8:44:51, time: 0.986, data_time: 0.064, memory: 18352, top1_acc: 0.5711, top5_acc: 0.7974, loss_cls: 1.8235, loss: 1.8235, grad_norm: 5.5181 2021-06-04 14:44:03,594 - mmaction - INFO - Epoch [2][980/1243] lr: 7.500e-03, eta: 1 day, 8:45:02, time: 0.993, data_time: 0.050, memory: 18352, top1_acc: 0.5721, top5_acc: 0.8039, loss_cls: 1.8246, loss: 1.8246, grad_norm: 5.9771 2021-06-04 14:44:22,662 - mmaction - INFO - Epoch [2][1000/1243] lr: 7.500e-03, eta: 1 day, 8:44:29, time: 0.954, data_time: 0.035, memory: 18352, top1_acc: 0.5784, top5_acc: 0.8096, loss_cls: 1.7930, loss: 1.7930, grad_norm: 5.2988 2021-06-04 14:44:41,218 - mmaction - INFO - Epoch [2][1020/1243] lr: 7.500e-03, eta: 1 day, 8:43:28, time: 0.927, data_time: 0.010, memory: 18352, top1_acc: 0.5635, top5_acc: 0.7888, loss_cls: 1.8641, loss: 1.8641, grad_norm: 6.1369 2021-06-04 14:45:00,103 - mmaction - INFO - Epoch [2][1040/1243] lr: 7.500e-03, eta: 1 day, 8:42:45, time: 0.943, data_time: 0.005, memory: 18352, top1_acc: 0.5680, top5_acc: 0.8008, loss_cls: 1.8104, loss: 1.8104, grad_norm: 5.0283 2021-06-04 14:45:19,303 - mmaction - INFO - Epoch [2][1060/1243] lr: 7.500e-03, eta: 1 day, 8:42:22, time: 0.962, data_time: 0.002, memory: 18352, top1_acc: 0.5768, top5_acc: 0.8023, loss_cls: 1.8053, loss: 1.8053, grad_norm: 5.1162 2021-06-04 14:45:38,787 - mmaction - INFO - Epoch [2][1080/1243] lr: 7.500e-03, eta: 1 day, 8:42:12, time: 0.974, data_time: 0.000, memory: 18352, top1_acc: 0.5596, top5_acc: 0.7943, loss_cls: 1.8279, loss: 1.8279, grad_norm: 5.5818 2021-06-04 14:45:57,181 - mmaction - INFO - Epoch [2][1100/1243] lr: 7.500e-03, eta: 1 day, 8:41:05, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.5742, top5_acc: 0.8057, loss_cls: 1.7905, loss: 1.7905, grad_norm: 5.8634 2021-06-04 14:46:16,729 - mmaction - INFO - Epoch [2][1120/1243] lr: 7.500e-03, eta: 1 day, 8:40:59, time: 0.977, data_time: 0.016, memory: 18352, top1_acc: 0.5703, top5_acc: 0.8060, loss_cls: 1.8033, loss: 1.8033, grad_norm: 5.0557 2021-06-04 14:46:35,118 - mmaction - INFO - Epoch [2][1140/1243] lr: 7.500e-03, eta: 1 day, 8:39:53, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.5721, top5_acc: 0.8049, loss_cls: 1.7909, loss: 1.7909, grad_norm: 5.3649 2021-06-04 14:46:54,037 - mmaction - INFO - Epoch [2][1160/1243] lr: 7.500e-03, eta: 1 day, 8:39:15, time: 0.946, data_time: 0.030, memory: 18352, top1_acc: 0.5784, top5_acc: 0.8065, loss_cls: 1.7336, loss: 1.7336, grad_norm: 5.5191 2021-06-04 14:47:13,190 - mmaction - INFO - Epoch [2][1180/1243] lr: 7.500e-03, eta: 1 day, 8:38:49, time: 0.958, data_time: 0.001, memory: 18352, top1_acc: 0.5786, top5_acc: 0.8122, loss_cls: 1.7439, loss: 1.7439, grad_norm: 5.0500 2021-06-04 14:47:33,101 - mmaction - INFO - Epoch [2][1200/1243] lr: 7.500e-03, eta: 1 day, 8:39:01, time: 0.996, data_time: 0.000, memory: 18352, top1_acc: 0.5896, top5_acc: 0.8068, loss_cls: 1.7338, loss: 1.7338, grad_norm: 5.4005 2021-06-04 14:47:52,456 - mmaction - INFO - Epoch [2][1220/1243] lr: 7.500e-03, eta: 1 day, 8:38:45, time: 0.967, data_time: 0.000, memory: 18352, top1_acc: 0.5750, top5_acc: 0.8070, loss_cls: 1.7930, loss: 1.7930, grad_norm: 4.8452 2021-06-04 14:48:10,661 - mmaction - INFO - Epoch [2][1240/1243] lr: 7.500e-03, eta: 1 day, 8:37:32, time: 0.911, data_time: 0.001, memory: 18352, top1_acc: 0.5789, top5_acc: 0.8076, loss_cls: 1.7554, loss: 1.7554, grad_norm: 5.5819 2021-06-04 14:50:33,761 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 14:50:34,437 - mmaction - INFO - top1_acc 0.6580 top5_acc 0.8736 2021-06-04 14:50:34,437 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 14:50:34,464 - mmaction - INFO - mean_acc 0.6581 2021-06-04 14:50:35,698 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-06-04 14:50:35,698 - mmaction - INFO - Best top1_acc is 0.6580 at 2 epoch. 2021-06-04 14:50:35,705 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-06-04 14:50:36,783 - mmaction - INFO - Epoch(val) [2][104] top1_acc: 0.6580, top5_acc: 0.8736, mean_class_accuracy: 0.6581 2021-06-04 14:51:21,315 - mmaction - INFO - Epoch [3][20/1243] lr: 7.500e-03, eta: 1 day, 8:55:16, time: 2.226, data_time: 1.314, memory: 18352, top1_acc: 0.5977, top5_acc: 0.8089, loss_cls: 1.7142, loss: 1.7142, grad_norm: 5.0320 2021-06-04 14:51:39,608 - mmaction - INFO - Epoch [3][40/1243] lr: 7.500e-03, eta: 1 day, 8:53:59, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.5820, top5_acc: 0.8221, loss_cls: 1.6950, loss: 1.6950, grad_norm: 5.0758 2021-06-04 14:51:58,005 - mmaction - INFO - Epoch [3][60/1243] lr: 7.500e-03, eta: 1 day, 8:52:50, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.5883, top5_acc: 0.8237, loss_cls: 1.6948, loss: 1.6948, grad_norm: 5.0784 2021-06-04 14:52:16,319 - mmaction - INFO - Epoch [3][80/1243] lr: 7.500e-03, eta: 1 day, 8:51:38, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.5961, top5_acc: 0.8203, loss_cls: 1.6858, loss: 1.6858, grad_norm: 4.7867 2021-06-04 14:52:34,657 - mmaction - INFO - Epoch [3][100/1243] lr: 7.500e-03, eta: 1 day, 8:50:26, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.5917, top5_acc: 0.8216, loss_cls: 1.6781, loss: 1.6781, grad_norm: 4.7831 2021-06-04 14:52:53,031 - mmaction - INFO - Epoch [3][120/1243] lr: 7.500e-03, eta: 1 day, 8:49:17, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.5938, top5_acc: 0.8237, loss_cls: 1.6764, loss: 1.6764, grad_norm: 4.9407 2021-06-04 14:53:11,355 - mmaction - INFO - Epoch [3][140/1243] lr: 7.500e-03, eta: 1 day, 8:48:07, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.5875, top5_acc: 0.8154, loss_cls: 1.6874, loss: 1.6874, grad_norm: 5.8144 2021-06-04 14:53:29,661 - mmaction - INFO - Epoch [3][160/1243] lr: 7.500e-03, eta: 1 day, 8:46:58, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.5833, top5_acc: 0.8102, loss_cls: 1.7304, loss: 1.7304, grad_norm: 5.2131 2021-06-04 14:53:47,940 - mmaction - INFO - Epoch [3][180/1243] lr: 7.500e-03, eta: 1 day, 8:45:46, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.5810, top5_acc: 0.8031, loss_cls: 1.7412, loss: 1.7412, grad_norm: 4.7051 2021-06-04 14:54:06,324 - mmaction - INFO - Epoch [3][200/1243] lr: 7.500e-03, eta: 1 day, 8:44:41, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.5867, top5_acc: 0.8172, loss_cls: 1.7093, loss: 1.7093, grad_norm: 4.9181 2021-06-04 14:54:24,696 - mmaction - INFO - Epoch [3][220/1243] lr: 7.500e-03, eta: 1 day, 8:43:36, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.5794, top5_acc: 0.8081, loss_cls: 1.7401, loss: 1.7401, grad_norm: 5.3064 2021-06-04 14:54:43,340 - mmaction - INFO - Epoch [3][240/1243] lr: 7.500e-03, eta: 1 day, 8:42:44, time: 0.933, data_time: 0.001, memory: 18352, top1_acc: 0.5896, top5_acc: 0.8198, loss_cls: 1.6996, loss: 1.6996, grad_norm: 4.6546 2021-06-04 14:55:01,666 - mmaction - INFO - Epoch [3][260/1243] lr: 7.500e-03, eta: 1 day, 8:41:39, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.5883, top5_acc: 0.8193, loss_cls: 1.6785, loss: 1.6785, grad_norm: 4.7355 2021-06-04 14:55:19,993 - mmaction - INFO - Epoch [3][280/1243] lr: 7.500e-03, eta: 1 day, 8:40:33, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.5891, top5_acc: 0.8096, loss_cls: 1.7377, loss: 1.7377, grad_norm: 5.2729 2021-06-04 14:55:38,386 - mmaction - INFO - Epoch [3][300/1243] lr: 7.500e-03, eta: 1 day, 8:39:32, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6044, top5_acc: 0.8180, loss_cls: 1.6613, loss: 1.6613, grad_norm: 5.0598 2021-06-04 14:55:56,745 - mmaction - INFO - Epoch [3][320/1243] lr: 7.500e-03, eta: 1 day, 8:38:30, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.5727, top5_acc: 0.8026, loss_cls: 1.7642, loss: 1.7642, grad_norm: 5.4169 2021-06-04 14:56:15,109 - mmaction - INFO - Epoch [3][340/1243] lr: 7.500e-03, eta: 1 day, 8:37:28, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.5977, top5_acc: 0.8174, loss_cls: 1.6927, loss: 1.6927, grad_norm: 4.8975 2021-06-04 14:56:33,532 - mmaction - INFO - Epoch [3][360/1243] lr: 7.500e-03, eta: 1 day, 8:36:30, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6068, top5_acc: 0.8229, loss_cls: 1.6512, loss: 1.6512, grad_norm: 4.9683 2021-06-04 14:56:52,094 - mmaction - INFO - Epoch [3][380/1243] lr: 7.500e-03, eta: 1 day, 8:35:38, time: 0.928, data_time: 0.001, memory: 18352, top1_acc: 0.6062, top5_acc: 0.8190, loss_cls: 1.6778, loss: 1.6778, grad_norm: 5.1406 2021-06-04 14:57:10,946 - mmaction - INFO - Epoch [3][400/1243] lr: 7.500e-03, eta: 1 day, 8:34:59, time: 0.943, data_time: 0.001, memory: 18352, top1_acc: 0.5849, top5_acc: 0.8120, loss_cls: 1.7205, loss: 1.7205, grad_norm: 5.0865 2021-06-04 14:57:29,302 - mmaction - INFO - Epoch [3][420/1243] lr: 7.500e-03, eta: 1 day, 8:33:59, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.5930, top5_acc: 0.8172, loss_cls: 1.7118, loss: 1.7118, grad_norm: 5.0323 2021-06-04 14:57:48,694 - mmaction - INFO - Epoch [3][440/1243] lr: 7.500e-03, eta: 1 day, 8:33:43, time: 0.970, data_time: 0.001, memory: 18352, top1_acc: 0.5911, top5_acc: 0.8182, loss_cls: 1.6920, loss: 1.6920, grad_norm: 4.8347 2021-06-04 14:58:07,410 - mmaction - INFO - Epoch [3][460/1243] lr: 7.500e-03, eta: 1 day, 8:32:58, time: 0.935, data_time: 0.000, memory: 18352, top1_acc: 0.5927, top5_acc: 0.8156, loss_cls: 1.7061, loss: 1.7061, grad_norm: 4.8214 2021-06-04 14:58:25,735 - mmaction - INFO - Epoch [3][480/1243] lr: 7.500e-03, eta: 1 day, 8:31:59, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.5922, top5_acc: 0.8273, loss_cls: 1.6494, loss: 1.6494, grad_norm: 5.0385 2021-06-04 14:58:44,113 - mmaction - INFO - Epoch [3][500/1243] lr: 7.500e-03, eta: 1 day, 8:31:02, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.5956, top5_acc: 0.8167, loss_cls: 1.6649, loss: 1.6649, grad_norm: 4.6671 2021-06-04 14:59:02,469 - mmaction - INFO - Epoch [3][520/1243] lr: 7.500e-03, eta: 1 day, 8:30:05, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6057, top5_acc: 0.8219, loss_cls: 1.6192, loss: 1.6192, grad_norm: 4.7294 2021-06-04 14:59:20,863 - mmaction - INFO - Epoch [3][540/1243] lr: 7.500e-03, eta: 1 day, 8:29:09, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6036, top5_acc: 0.8258, loss_cls: 1.6557, loss: 1.6557, grad_norm: 4.8294 2021-06-04 14:59:39,215 - mmaction - INFO - Epoch [3][560/1243] lr: 7.500e-03, eta: 1 day, 8:28:13, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.5883, top5_acc: 0.8208, loss_cls: 1.6930, loss: 1.6930, grad_norm: 5.2448 2021-06-04 14:59:57,596 - mmaction - INFO - Epoch [3][580/1243] lr: 7.500e-03, eta: 1 day, 8:27:18, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.5990, top5_acc: 0.8193, loss_cls: 1.6757, loss: 1.6757, grad_norm: 4.7939 2021-06-04 15:00:16,020 - mmaction - INFO - Epoch [3][600/1243] lr: 7.500e-03, eta: 1 day, 8:26:25, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6076, top5_acc: 0.8255, loss_cls: 1.6555, loss: 1.6555, grad_norm: 4.7766 2021-06-04 15:00:34,320 - mmaction - INFO - Epoch [3][620/1243] lr: 7.500e-03, eta: 1 day, 8:25:28, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.5945, top5_acc: 0.8148, loss_cls: 1.6971, loss: 1.6971, grad_norm: 4.6650 2021-06-04 15:00:52,711 - mmaction - INFO - Epoch [3][640/1243] lr: 7.500e-03, eta: 1 day, 8:24:35, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6107, top5_acc: 0.8320, loss_cls: 1.6084, loss: 1.6084, grad_norm: 5.1552 2021-06-04 15:01:11,052 - mmaction - INFO - Epoch [3][660/1243] lr: 7.500e-03, eta: 1 day, 8:23:40, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.5935, top5_acc: 0.8133, loss_cls: 1.6960, loss: 1.6960, grad_norm: 4.8872 2021-06-04 15:01:30,014 - mmaction - INFO - Epoch [3][680/1243] lr: 7.500e-03, eta: 1 day, 8:23:10, time: 0.948, data_time: 0.001, memory: 18352, top1_acc: 0.5898, top5_acc: 0.8089, loss_cls: 1.7107, loss: 1.7107, grad_norm: 4.8676 2021-06-04 15:01:48,693 - mmaction - INFO - Epoch [3][700/1243] lr: 7.500e-03, eta: 1 day, 8:22:30, time: 0.935, data_time: 0.001, memory: 18352, top1_acc: 0.6117, top5_acc: 0.8271, loss_cls: 1.6356, loss: 1.6356, grad_norm: 4.8334 2021-06-04 15:02:07,626 - mmaction - INFO - Epoch [3][720/1243] lr: 7.500e-03, eta: 1 day, 8:21:58, time: 0.946, data_time: 0.000, memory: 18352, top1_acc: 0.5958, top5_acc: 0.8214, loss_cls: 1.6626, loss: 1.6626, grad_norm: 5.7627 2021-06-04 15:02:25,972 - mmaction - INFO - Epoch [3][740/1243] lr: 7.500e-03, eta: 1 day, 8:21:06, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.5828, top5_acc: 0.8102, loss_cls: 1.7298, loss: 1.7298, grad_norm: 5.3661 2021-06-04 15:02:44,329 - mmaction - INFO - Epoch [3][760/1243] lr: 7.500e-03, eta: 1 day, 8:20:13, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.5862, top5_acc: 0.8120, loss_cls: 1.7180, loss: 1.7180, grad_norm: 5.2049 2021-06-04 15:03:02,705 - mmaction - INFO - Epoch [3][780/1243] lr: 7.500e-03, eta: 1 day, 8:19:22, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.5880, top5_acc: 0.8135, loss_cls: 1.7161, loss: 1.7161, grad_norm: 5.0282 2021-06-04 15:03:21,075 - mmaction - INFO - Epoch [3][800/1243] lr: 7.500e-03, eta: 1 day, 8:18:31, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6120, top5_acc: 0.8250, loss_cls: 1.6336, loss: 1.6336, grad_norm: 5.0430 2021-06-04 15:03:39,488 - mmaction - INFO - Epoch [3][820/1243] lr: 7.500e-03, eta: 1 day, 8:17:42, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.5846, top5_acc: 0.8115, loss_cls: 1.7287, loss: 1.7287, grad_norm: 5.4246 2021-06-04 15:03:57,875 - mmaction - INFO - Epoch [3][840/1243] lr: 7.500e-03, eta: 1 day, 8:16:53, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.5919, top5_acc: 0.8237, loss_cls: 1.6983, loss: 1.6983, grad_norm: 5.0331 2021-06-04 15:04:16,278 - mmaction - INFO - Epoch [3][860/1243] lr: 7.500e-03, eta: 1 day, 8:16:05, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6005, top5_acc: 0.8206, loss_cls: 1.6779, loss: 1.6779, grad_norm: 4.8493 2021-06-04 15:04:34,569 - mmaction - INFO - Epoch [3][880/1243] lr: 7.500e-03, eta: 1 day, 8:15:12, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6044, top5_acc: 0.8148, loss_cls: 1.6767, loss: 1.6767, grad_norm: 5.0394 2021-06-04 15:04:52,912 - mmaction - INFO - Epoch [3][900/1243] lr: 7.500e-03, eta: 1 day, 8:14:23, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.5951, top5_acc: 0.8169, loss_cls: 1.6945, loss: 1.6945, grad_norm: 5.2429 2021-06-04 15:05:11,245 - mmaction - INFO - Epoch [3][920/1243] lr: 7.500e-03, eta: 1 day, 8:13:32, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.5896, top5_acc: 0.8185, loss_cls: 1.7031, loss: 1.7031, grad_norm: 9.3529 2021-06-04 15:05:29,540 - mmaction - INFO - Epoch [3][940/1243] lr: 7.500e-03, eta: 1 day, 8:12:42, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.5760, top5_acc: 0.8073, loss_cls: 1.7573, loss: 1.7573, grad_norm: 5.5919 2021-06-04 15:05:47,807 - mmaction - INFO - Epoch [3][960/1243] lr: 7.500e-03, eta: 1 day, 8:11:50, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.5893, top5_acc: 0.8125, loss_cls: 1.7153, loss: 1.7153, grad_norm: 5.4055 2021-06-04 15:06:06,153 - mmaction - INFO - Epoch [3][980/1243] lr: 7.500e-03, eta: 1 day, 8:11:02, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.5904, top5_acc: 0.8104, loss_cls: 1.7336, loss: 1.7336, grad_norm: 5.1214 2021-06-04 15:06:24,510 - mmaction - INFO - Epoch [3][1000/1243] lr: 7.500e-03, eta: 1 day, 8:10:14, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.5831, top5_acc: 0.8102, loss_cls: 1.7290, loss: 1.7290, grad_norm: 4.8383 2021-06-04 15:06:42,810 - mmaction - INFO - Epoch [3][1020/1243] lr: 7.500e-03, eta: 1 day, 8:09:25, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.5849, top5_acc: 0.8180, loss_cls: 1.7107, loss: 1.7107, grad_norm: 5.6225 2021-06-04 15:07:01,164 - mmaction - INFO - Epoch [3][1040/1243] lr: 7.500e-03, eta: 1 day, 8:08:38, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.5909, top5_acc: 0.8195, loss_cls: 1.6848, loss: 1.6848, grad_norm: 5.4635 2021-06-04 15:07:19,529 - mmaction - INFO - Epoch [3][1060/1243] lr: 7.500e-03, eta: 1 day, 8:07:51, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.5919, top5_acc: 0.8141, loss_cls: 1.6900, loss: 1.6900, grad_norm: 4.8404 2021-06-04 15:07:37,828 - mmaction - INFO - Epoch [3][1080/1243] lr: 7.500e-03, eta: 1 day, 8:07:04, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.5935, top5_acc: 0.8250, loss_cls: 1.6870, loss: 1.6870, grad_norm: 7.8580 2021-06-04 15:07:56,096 - mmaction - INFO - Epoch [3][1100/1243] lr: 7.500e-03, eta: 1 day, 8:06:15, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.5693, top5_acc: 0.8000, loss_cls: 1.7935, loss: 1.7935, grad_norm: 5.9304 2021-06-04 15:08:14,310 - mmaction - INFO - Epoch [3][1120/1243] lr: 7.500e-03, eta: 1 day, 8:05:24, time: 0.910, data_time: 0.000, memory: 18352, top1_acc: 0.5638, top5_acc: 0.8029, loss_cls: 1.8013, loss: 1.8013, grad_norm: 5.4604 2021-06-04 15:08:32,677 - mmaction - INFO - Epoch [3][1140/1243] lr: 7.500e-03, eta: 1 day, 8:04:39, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.5917, top5_acc: 0.8096, loss_cls: 1.7172, loss: 1.7172, grad_norm: 5.3245 2021-06-04 15:08:50,985 - mmaction - INFO - Epoch [3][1160/1243] lr: 7.500e-03, eta: 1 day, 8:03:52, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.5875, top5_acc: 0.8161, loss_cls: 1.7180, loss: 1.7180, grad_norm: 5.4327 2021-06-04 15:09:09,249 - mmaction - INFO - Epoch [3][1180/1243] lr: 7.500e-03, eta: 1 day, 8:03:05, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.5789, top5_acc: 0.8052, loss_cls: 1.7656, loss: 1.7656, grad_norm: 5.2123 2021-06-04 15:09:27,588 - mmaction - INFO - Epoch [3][1200/1243] lr: 7.500e-03, eta: 1 day, 8:02:19, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.5977, top5_acc: 0.8151, loss_cls: 1.6959, loss: 1.6959, grad_norm: 5.4125 2021-06-04 15:09:45,882 - mmaction - INFO - Epoch [3][1220/1243] lr: 7.500e-03, eta: 1 day, 8:01:33, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.5870, top5_acc: 0.8133, loss_cls: 1.7091, loss: 1.7091, grad_norm: 5.7197 2021-06-04 15:10:03,964 - mmaction - INFO - Epoch [3][1240/1243] lr: 7.500e-03, eta: 1 day, 8:00:41, time: 0.905, data_time: 0.001, memory: 18352, top1_acc: 0.5953, top5_acc: 0.8143, loss_cls: 1.7109, loss: 1.7109, grad_norm: 5.3573 2021-06-04 15:12:27,258 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 15:12:27,920 - mmaction - INFO - top1_acc 0.6701 top5_acc 0.8812 2021-06-04 15:12:27,921 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 15:12:27,943 - mmaction - INFO - mean_acc 0.6701 2021-06-04 15:12:29,139 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_3.pth. 2021-06-04 15:12:29,140 - mmaction - INFO - Best top1_acc is 0.6701 at 3 epoch. 2021-06-04 15:12:29,147 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-06-04 15:12:30,198 - mmaction - INFO - Epoch(val) [3][104] top1_acc: 0.6701, top5_acc: 0.8812, mean_class_accuracy: 0.6701 2021-06-04 15:13:14,313 - mmaction - INFO - Epoch [4][20/1243] lr: 7.500e-03, eta: 1 day, 8:12:10, time: 2.205, data_time: 1.299, memory: 18352, top1_acc: 0.6102, top5_acc: 0.8206, loss_cls: 1.6549, loss: 1.6549, grad_norm: 5.3118 2021-06-04 15:13:32,690 - mmaction - INFO - Epoch [4][40/1243] lr: 7.500e-03, eta: 1 day, 8:11:23, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.5966, top5_acc: 0.8203, loss_cls: 1.6450, loss: 1.6450, grad_norm: 5.2220 2021-06-04 15:13:50,989 - mmaction - INFO - Epoch [4][60/1243] lr: 7.500e-03, eta: 1 day, 8:10:35, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6047, top5_acc: 0.8203, loss_cls: 1.6373, loss: 1.6373, grad_norm: 5.1516 2021-06-04 15:14:09,278 - mmaction - INFO - Epoch [4][80/1243] lr: 7.500e-03, eta: 1 day, 8:09:46, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.5961, top5_acc: 0.8190, loss_cls: 1.6709, loss: 1.6709, grad_norm: 5.8342 2021-06-04 15:14:27,621 - mmaction - INFO - Epoch [4][100/1243] lr: 7.500e-03, eta: 1 day, 8:08:59, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.5990, top5_acc: 0.8156, loss_cls: 1.6731, loss: 1.6731, grad_norm: 5.2991 2021-06-04 15:14:46,038 - mmaction - INFO - Epoch [4][120/1243] lr: 7.500e-03, eta: 1 day, 8:08:15, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.5852, top5_acc: 0.8138, loss_cls: 1.7085, loss: 1.7085, grad_norm: 4.8447 2021-06-04 15:15:05,017 - mmaction - INFO - Epoch [4][140/1243] lr: 7.500e-03, eta: 1 day, 8:07:48, time: 0.948, data_time: 0.000, memory: 18352, top1_acc: 0.6141, top5_acc: 0.8227, loss_cls: 1.6264, loss: 1.6264, grad_norm: 4.8252 2021-06-04 15:15:23,424 - mmaction - INFO - Epoch [4][160/1243] lr: 7.500e-03, eta: 1 day, 8:07:04, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.6055, top5_acc: 0.8234, loss_cls: 1.6351, loss: 1.6351, grad_norm: 4.9482 2021-06-04 15:15:42,124 - mmaction - INFO - Epoch [4][180/1243] lr: 7.500e-03, eta: 1 day, 8:06:30, time: 0.935, data_time: 0.001, memory: 18352, top1_acc: 0.6154, top5_acc: 0.8281, loss_cls: 1.6245, loss: 1.6245, grad_norm: 4.9634 2021-06-04 15:16:00,549 - mmaction - INFO - Epoch [4][200/1243] lr: 7.500e-03, eta: 1 day, 8:05:47, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6023, top5_acc: 0.8268, loss_cls: 1.6549, loss: 1.6549, grad_norm: 4.7942 2021-06-04 15:16:18,885 - mmaction - INFO - Epoch [4][220/1243] lr: 7.500e-03, eta: 1 day, 8:05:01, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6169, top5_acc: 0.8339, loss_cls: 1.5692, loss: 1.5692, grad_norm: 4.5677 2021-06-04 15:16:37,279 - mmaction - INFO - Epoch [4][240/1243] lr: 7.500e-03, eta: 1 day, 8:04:18, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6055, top5_acc: 0.8216, loss_cls: 1.6304, loss: 1.6304, grad_norm: 5.2993 2021-06-04 15:16:55,643 - mmaction - INFO - Epoch [4][260/1243] lr: 7.500e-03, eta: 1 day, 8:03:34, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6109, top5_acc: 0.8232, loss_cls: 1.6161, loss: 1.6161, grad_norm: 4.7364 2021-06-04 15:17:14,890 - mmaction - INFO - Epoch [4][280/1243] lr: 7.500e-03, eta: 1 day, 8:03:16, time: 0.961, data_time: 0.000, memory: 18352, top1_acc: 0.5961, top5_acc: 0.8096, loss_cls: 1.6775, loss: 1.6775, grad_norm: 4.5871 2021-06-04 15:17:34,260 - mmaction - INFO - Epoch [4][300/1243] lr: 7.500e-03, eta: 1 day, 8:03:02, time: 0.969, data_time: 0.002, memory: 18352, top1_acc: 0.6161, top5_acc: 0.8424, loss_cls: 1.5653, loss: 1.5653, grad_norm: 4.6320 2021-06-04 15:17:52,582 - mmaction - INFO - Epoch [4][320/1243] lr: 7.500e-03, eta: 1 day, 8:02:17, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6026, top5_acc: 0.8216, loss_cls: 1.6236, loss: 1.6236, grad_norm: 4.7363 2021-06-04 15:18:10,979 - mmaction - INFO - Epoch [4][340/1243] lr: 7.500e-03, eta: 1 day, 8:01:35, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6122, top5_acc: 0.8305, loss_cls: 1.5803, loss: 1.5803, grad_norm: 4.8070 2021-06-04 15:18:29,372 - mmaction - INFO - Epoch [4][360/1243] lr: 7.500e-03, eta: 1 day, 8:00:53, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.6182, top5_acc: 0.8310, loss_cls: 1.5592, loss: 1.5592, grad_norm: 4.4447 2021-06-04 15:18:47,751 - mmaction - INFO - Epoch [4][380/1243] lr: 7.500e-03, eta: 1 day, 8:00:10, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6078, top5_acc: 0.8297, loss_cls: 1.6282, loss: 1.6282, grad_norm: 4.8995 2021-06-04 15:19:06,110 - mmaction - INFO - Epoch [4][400/1243] lr: 7.500e-03, eta: 1 day, 7:59:28, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6070, top5_acc: 0.8219, loss_cls: 1.6529, loss: 1.6529, grad_norm: 4.8725 2021-06-04 15:19:25,020 - mmaction - INFO - Epoch [4][420/1243] lr: 7.500e-03, eta: 1 day, 7:59:01, time: 0.946, data_time: 0.001, memory: 18352, top1_acc: 0.6130, top5_acc: 0.8273, loss_cls: 1.6087, loss: 1.6087, grad_norm: 4.6116 2021-06-04 15:19:44,094 - mmaction - INFO - Epoch [4][440/1243] lr: 7.500e-03, eta: 1 day, 7:58:39, time: 0.954, data_time: 0.000, memory: 18352, top1_acc: 0.6182, top5_acc: 0.8315, loss_cls: 1.5864, loss: 1.5864, grad_norm: 4.7054 2021-06-04 15:20:02,414 - mmaction - INFO - Epoch [4][460/1243] lr: 7.500e-03, eta: 1 day, 7:57:56, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6081, top5_acc: 0.8201, loss_cls: 1.6477, loss: 1.6477, grad_norm: 4.7003 2021-06-04 15:20:20,825 - mmaction - INFO - Epoch [4][480/1243] lr: 7.500e-03, eta: 1 day, 7:57:15, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.6036, top5_acc: 0.8352, loss_cls: 1.6067, loss: 1.6067, grad_norm: 4.8631 2021-06-04 15:20:39,621 - mmaction - INFO - Epoch [4][500/1243] lr: 7.500e-03, eta: 1 day, 7:56:46, time: 0.940, data_time: 0.001, memory: 18352, top1_acc: 0.6055, top5_acc: 0.8276, loss_cls: 1.6209, loss: 1.6209, grad_norm: 5.0254 2021-06-04 15:20:58,724 - mmaction - INFO - Epoch [4][520/1243] lr: 7.500e-03, eta: 1 day, 7:56:25, time: 0.956, data_time: 0.001, memory: 18352, top1_acc: 0.6151, top5_acc: 0.8305, loss_cls: 1.5891, loss: 1.5891, grad_norm: 4.8642 2021-06-04 15:21:17,976 - mmaction - INFO - Epoch [4][540/1243] lr: 7.500e-03, eta: 1 day, 7:56:08, time: 0.962, data_time: 0.001, memory: 18352, top1_acc: 0.6138, top5_acc: 0.8341, loss_cls: 1.6048, loss: 1.6048, grad_norm: 4.7198 2021-06-04 15:21:36,308 - mmaction - INFO - Epoch [4][560/1243] lr: 7.500e-03, eta: 1 day, 7:55:26, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6232, top5_acc: 0.8297, loss_cls: 1.5842, loss: 1.5842, grad_norm: 4.4746 2021-06-04 15:21:54,607 - mmaction - INFO - Epoch [4][580/1243] lr: 7.500e-03, eta: 1 day, 7:54:43, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6138, top5_acc: 0.8326, loss_cls: 1.5809, loss: 1.5809, grad_norm: 4.6411 2021-06-04 15:22:13,459 - mmaction - INFO - Epoch [4][600/1243] lr: 7.500e-03, eta: 1 day, 7:54:16, time: 0.943, data_time: 0.001, memory: 18352, top1_acc: 0.6057, top5_acc: 0.8284, loss_cls: 1.6356, loss: 1.6356, grad_norm: 4.9365 2021-06-04 15:22:32,292 - mmaction - INFO - Epoch [4][620/1243] lr: 7.500e-03, eta: 1 day, 7:53:48, time: 0.941, data_time: 0.001, memory: 18352, top1_acc: 0.6133, top5_acc: 0.8172, loss_cls: 1.6297, loss: 1.6297, grad_norm: 4.9271 2021-06-04 15:22:51,675 - mmaction - INFO - Epoch [4][640/1243] lr: 7.500e-03, eta: 1 day, 7:53:36, time: 0.969, data_time: 0.001, memory: 18352, top1_acc: 0.6141, top5_acc: 0.8435, loss_cls: 1.5397, loss: 1.5397, grad_norm: 4.6487 2021-06-04 15:23:10,488 - mmaction - INFO - Epoch [4][660/1243] lr: 7.500e-03, eta: 1 day, 7:53:07, time: 0.941, data_time: 0.001, memory: 18352, top1_acc: 0.6232, top5_acc: 0.8372, loss_cls: 1.5594, loss: 1.5594, grad_norm: 4.7698 2021-06-04 15:23:29,414 - mmaction - INFO - Epoch [4][680/1243] lr: 7.500e-03, eta: 1 day, 7:52:42, time: 0.945, data_time: 0.000, memory: 18352, top1_acc: 0.6042, top5_acc: 0.8294, loss_cls: 1.6263, loss: 1.6263, grad_norm: 4.9058 2021-06-04 15:23:48,143 - mmaction - INFO - Epoch [4][700/1243] lr: 7.500e-03, eta: 1 day, 7:52:12, time: 0.937, data_time: 0.001, memory: 18352, top1_acc: 0.6224, top5_acc: 0.8297, loss_cls: 1.5800, loss: 1.5800, grad_norm: 4.8211 2021-06-04 15:24:06,474 - mmaction - INFO - Epoch [4][720/1243] lr: 7.500e-03, eta: 1 day, 7:51:31, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6125, top5_acc: 0.8253, loss_cls: 1.5915, loss: 1.5915, grad_norm: 4.8066 2021-06-04 15:24:24,927 - mmaction - INFO - Epoch [4][740/1243] lr: 7.500e-03, eta: 1 day, 7:50:53, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6229, top5_acc: 0.8378, loss_cls: 1.5416, loss: 1.5416, grad_norm: 5.1914 2021-06-04 15:24:43,458 - mmaction - INFO - Epoch [4][760/1243] lr: 7.500e-03, eta: 1 day, 7:50:18, time: 0.927, data_time: 0.001, memory: 18352, top1_acc: 0.6154, top5_acc: 0.8305, loss_cls: 1.5938, loss: 1.5938, grad_norm: 4.5494 2021-06-04 15:25:02,302 - mmaction - INFO - Epoch [4][780/1243] lr: 7.500e-03, eta: 1 day, 7:49:51, time: 0.942, data_time: 0.000, memory: 18352, top1_acc: 0.6047, top5_acc: 0.8276, loss_cls: 1.6134, loss: 1.6134, grad_norm: 4.7525 2021-06-04 15:25:20,678 - mmaction - INFO - Epoch [4][800/1243] lr: 7.500e-03, eta: 1 day, 7:49:12, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6247, top5_acc: 0.8336, loss_cls: 1.5769, loss: 1.5769, grad_norm: 4.7010 2021-06-04 15:25:39,019 - mmaction - INFO - Epoch [4][820/1243] lr: 7.500e-03, eta: 1 day, 7:48:32, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6055, top5_acc: 0.8185, loss_cls: 1.6194, loss: 1.6194, grad_norm: 4.5894 2021-06-04 15:25:57,396 - mmaction - INFO - Epoch [4][840/1243] lr: 7.500e-03, eta: 1 day, 7:47:53, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6229, top5_acc: 0.8365, loss_cls: 1.5642, loss: 1.5642, grad_norm: 4.5993 2021-06-04 15:26:15,791 - mmaction - INFO - Epoch [4][860/1243] lr: 7.500e-03, eta: 1 day, 7:47:15, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6057, top5_acc: 0.8260, loss_cls: 1.6549, loss: 1.6549, grad_norm: 4.8807 2021-06-04 15:26:35,695 - mmaction - INFO - Epoch [4][880/1243] lr: 7.500e-03, eta: 1 day, 7:47:17, time: 0.995, data_time: 0.001, memory: 18352, top1_acc: 0.6188, top5_acc: 0.8268, loss_cls: 1.5973, loss: 1.5973, grad_norm: 4.7118 2021-06-04 15:26:53,997 - mmaction - INFO - Epoch [4][900/1243] lr: 7.500e-03, eta: 1 day, 7:46:36, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6062, top5_acc: 0.8250, loss_cls: 1.6420, loss: 1.6420, grad_norm: 5.1599 2021-06-04 15:27:12,373 - mmaction - INFO - Epoch [4][920/1243] lr: 7.500e-03, eta: 1 day, 7:45:58, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6151, top5_acc: 0.8258, loss_cls: 1.6188, loss: 1.6188, grad_norm: 5.1295 2021-06-04 15:27:30,658 - mmaction - INFO - Epoch [4][940/1243] lr: 7.500e-03, eta: 1 day, 7:45:18, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6102, top5_acc: 0.8224, loss_cls: 1.6171, loss: 1.6171, grad_norm: 4.5679 2021-06-04 15:27:48,991 - mmaction - INFO - Epoch [4][960/1243] lr: 7.500e-03, eta: 1 day, 7:44:38, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6151, top5_acc: 0.8313, loss_cls: 1.6138, loss: 1.6138, grad_norm: 4.8339 2021-06-04 15:28:08,417 - mmaction - INFO - Epoch [4][980/1243] lr: 7.500e-03, eta: 1 day, 7:44:28, time: 0.972, data_time: 0.002, memory: 18352, top1_acc: 0.6115, top5_acc: 0.8331, loss_cls: 1.5984, loss: 1.5984, grad_norm: 5.0485 2021-06-04 15:28:27,522 - mmaction - INFO - Epoch [4][1000/1243] lr: 7.500e-03, eta: 1 day, 7:44:08, time: 0.955, data_time: 0.000, memory: 18352, top1_acc: 0.6120, top5_acc: 0.8281, loss_cls: 1.6027, loss: 1.6027, grad_norm: 4.7183 2021-06-04 15:28:45,893 - mmaction - INFO - Epoch [4][1020/1243] lr: 7.500e-03, eta: 1 day, 7:43:31, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6339, top5_acc: 0.8482, loss_cls: 1.4979, loss: 1.4979, grad_norm: 4.8088 2021-06-04 15:29:05,332 - mmaction - INFO - Epoch [4][1040/1243] lr: 7.500e-03, eta: 1 day, 7:43:20, time: 0.972, data_time: 0.001, memory: 18352, top1_acc: 0.6112, top5_acc: 0.8305, loss_cls: 1.5988, loss: 1.5988, grad_norm: 4.6764 2021-06-04 15:29:23,657 - mmaction - INFO - Epoch [4][1060/1243] lr: 7.500e-03, eta: 1 day, 7:42:41, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.5966, top5_acc: 0.8240, loss_cls: 1.6553, loss: 1.6553, grad_norm: 4.6364 2021-06-04 15:29:42,369 - mmaction - INFO - Epoch [4][1080/1243] lr: 7.500e-03, eta: 1 day, 7:42:12, time: 0.936, data_time: 0.001, memory: 18352, top1_acc: 0.5927, top5_acc: 0.8133, loss_cls: 1.6899, loss: 1.6899, grad_norm: 5.0251 2021-06-04 15:30:02,347 - mmaction - INFO - Epoch [4][1100/1243] lr: 7.500e-03, eta: 1 day, 7:42:15, time: 0.998, data_time: 0.000, memory: 18352, top1_acc: 0.6245, top5_acc: 0.8341, loss_cls: 1.5902, loss: 1.5902, grad_norm: 4.8398 2021-06-04 15:30:20,687 - mmaction - INFO - Epoch [4][1120/1243] lr: 7.500e-03, eta: 1 day, 7:41:37, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6115, top5_acc: 0.8323, loss_cls: 1.5953, loss: 1.5953, grad_norm: 5.0104 2021-06-04 15:30:39,526 - mmaction - INFO - Epoch [4][1140/1243] lr: 7.500e-03, eta: 1 day, 7:41:11, time: 0.943, data_time: 0.001, memory: 18352, top1_acc: 0.6216, top5_acc: 0.8438, loss_cls: 1.5359, loss: 1.5359, grad_norm: 4.6396 2021-06-04 15:30:58,325 - mmaction - INFO - Epoch [4][1160/1243] lr: 7.500e-03, eta: 1 day, 7:40:45, time: 0.940, data_time: 0.001, memory: 18352, top1_acc: 0.6083, top5_acc: 0.8320, loss_cls: 1.6076, loss: 1.6076, grad_norm: 5.0182 2021-06-04 15:31:17,053 - mmaction - INFO - Epoch [4][1180/1243] lr: 7.500e-03, eta: 1 day, 7:40:16, time: 0.936, data_time: 0.001, memory: 18352, top1_acc: 0.6143, top5_acc: 0.8284, loss_cls: 1.6020, loss: 1.6020, grad_norm: 4.7002 2021-06-04 15:31:35,508 - mmaction - INFO - Epoch [4][1200/1243] lr: 7.500e-03, eta: 1 day, 7:39:42, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.6161, top5_acc: 0.8328, loss_cls: 1.6021, loss: 1.6021, grad_norm: 4.6293 2021-06-04 15:31:55,270 - mmaction - INFO - Epoch [4][1220/1243] lr: 7.500e-03, eta: 1 day, 7:39:39, time: 0.988, data_time: 0.001, memory: 18352, top1_acc: 0.6159, top5_acc: 0.8336, loss_cls: 1.5842, loss: 1.5842, grad_norm: 4.8992 2021-06-04 15:32:13,471 - mmaction - INFO - Epoch [4][1240/1243] lr: 7.500e-03, eta: 1 day, 7:38:58, time: 0.910, data_time: 0.001, memory: 18352, top1_acc: 0.6135, top5_acc: 0.8253, loss_cls: 1.6245, loss: 1.6245, grad_norm: 8.0012 2021-06-04 15:34:36,482 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 15:34:37,144 - mmaction - INFO - top1_acc 0.6640 top5_acc 0.8760 2021-06-04 15:34:37,144 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 15:34:37,169 - mmaction - INFO - mean_acc 0.6640 2021-06-04 15:34:37,174 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-06-04 15:34:38,265 - mmaction - INFO - Epoch(val) [4][104] top1_acc: 0.6640, top5_acc: 0.8760, mean_class_accuracy: 0.6640 2021-06-04 15:35:23,036 - mmaction - INFO - Epoch [5][20/1243] lr: 7.500e-03, eta: 1 day, 7:47:41, time: 2.238, data_time: 1.330, memory: 18352, top1_acc: 0.5990, top5_acc: 0.8286, loss_cls: 1.6284, loss: 1.6284, grad_norm: 5.1389 2021-06-04 15:35:41,309 - mmaction - INFO - Epoch [5][40/1243] lr: 7.500e-03, eta: 1 day, 7:47:00, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.6062, top5_acc: 0.8286, loss_cls: 1.6029, loss: 1.6029, grad_norm: 5.0890 2021-06-04 15:35:59,580 - mmaction - INFO - Epoch [5][60/1243] lr: 7.500e-03, eta: 1 day, 7:46:19, time: 0.914, data_time: 0.002, memory: 18352, top1_acc: 0.6198, top5_acc: 0.8404, loss_cls: 1.5571, loss: 1.5571, grad_norm: 5.4234 2021-06-04 15:36:17,895 - mmaction - INFO - Epoch [5][80/1243] lr: 7.500e-03, eta: 1 day, 7:45:40, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6258, top5_acc: 0.8398, loss_cls: 1.5491, loss: 1.5491, grad_norm: 4.8650 2021-06-04 15:36:36,210 - mmaction - INFO - Epoch [5][100/1243] lr: 7.500e-03, eta: 1 day, 7:45:00, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6279, top5_acc: 0.8333, loss_cls: 1.5455, loss: 1.5455, grad_norm: 4.8535 2021-06-04 15:36:54,529 - mmaction - INFO - Epoch [5][120/1243] lr: 7.500e-03, eta: 1 day, 7:44:21, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6060, top5_acc: 0.8284, loss_cls: 1.5924, loss: 1.5924, grad_norm: 5.1852 2021-06-04 15:37:12,771 - mmaction - INFO - Epoch [5][140/1243] lr: 7.500e-03, eta: 1 day, 7:43:40, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.6107, top5_acc: 0.8271, loss_cls: 1.5806, loss: 1.5806, grad_norm: 5.3054 2021-06-04 15:37:31,120 - mmaction - INFO - Epoch [5][160/1243] lr: 7.500e-03, eta: 1 day, 7:43:02, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6284, top5_acc: 0.8378, loss_cls: 1.5624, loss: 1.5624, grad_norm: 4.9802 2021-06-04 15:37:49,467 - mmaction - INFO - Epoch [5][180/1243] lr: 7.500e-03, eta: 1 day, 7:42:24, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6281, top5_acc: 0.8367, loss_cls: 1.5193, loss: 1.5193, grad_norm: 5.5282 2021-06-04 15:38:07,804 - mmaction - INFO - Epoch [5][200/1243] lr: 7.500e-03, eta: 1 day, 7:41:46, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6281, top5_acc: 0.8359, loss_cls: 1.5434, loss: 1.5434, grad_norm: 5.0460 2021-06-04 15:38:26,169 - mmaction - INFO - Epoch [5][220/1243] lr: 7.500e-03, eta: 1 day, 7:41:09, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6005, top5_acc: 0.8253, loss_cls: 1.6201, loss: 1.6201, grad_norm: 5.4023 2021-06-04 15:38:44,452 - mmaction - INFO - Epoch [5][240/1243] lr: 7.500e-03, eta: 1 day, 7:40:29, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.6130, top5_acc: 0.8341, loss_cls: 1.5740, loss: 1.5740, grad_norm: 4.8870 2021-06-04 15:39:02,755 - mmaction - INFO - Epoch [5][260/1243] lr: 7.500e-03, eta: 1 day, 7:39:51, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.6203, top5_acc: 0.8284, loss_cls: 1.5752, loss: 1.5752, grad_norm: 5.3442 2021-06-04 15:39:21,014 - mmaction - INFO - Epoch [5][280/1243] lr: 7.500e-03, eta: 1 day, 7:39:11, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.6161, top5_acc: 0.8349, loss_cls: 1.5751, loss: 1.5751, grad_norm: 5.2411 2021-06-04 15:39:39,321 - mmaction - INFO - Epoch [5][300/1243] lr: 7.500e-03, eta: 1 day, 7:38:34, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.6109, top5_acc: 0.8250, loss_cls: 1.6304, loss: 1.6304, grad_norm: 5.0510 2021-06-04 15:39:57,596 - mmaction - INFO - Epoch [5][320/1243] lr: 7.500e-03, eta: 1 day, 7:37:55, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6237, top5_acc: 0.8432, loss_cls: 1.5298, loss: 1.5298, grad_norm: 4.6925 2021-06-04 15:40:15,913 - mmaction - INFO - Epoch [5][340/1243] lr: 7.500e-03, eta: 1 day, 7:37:17, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6180, top5_acc: 0.8323, loss_cls: 1.5604, loss: 1.5604, grad_norm: 5.0843 2021-06-04 15:40:34,228 - mmaction - INFO - Epoch [5][360/1243] lr: 7.500e-03, eta: 1 day, 7:36:40, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6167, top5_acc: 0.8430, loss_cls: 1.5517, loss: 1.5517, grad_norm: 5.2814 2021-06-04 15:40:52,496 - mmaction - INFO - Epoch [5][380/1243] lr: 7.500e-03, eta: 1 day, 7:36:02, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.6229, top5_acc: 0.8331, loss_cls: 1.5828, loss: 1.5828, grad_norm: 4.9638 2021-06-04 15:41:10,788 - mmaction - INFO - Epoch [5][400/1243] lr: 7.500e-03, eta: 1 day, 7:35:24, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6240, top5_acc: 0.8320, loss_cls: 1.5610, loss: 1.5610, grad_norm: 5.0562 2021-06-04 15:41:29,125 - mmaction - INFO - Epoch [5][420/1243] lr: 7.500e-03, eta: 1 day, 7:34:48, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6109, top5_acc: 0.8234, loss_cls: 1.6310, loss: 1.6310, grad_norm: 6.1616 2021-06-04 15:41:47,485 - mmaction - INFO - Epoch [5][440/1243] lr: 7.500e-03, eta: 1 day, 7:34:11, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6258, top5_acc: 0.8365, loss_cls: 1.5464, loss: 1.5464, grad_norm: 5.7163 2021-06-04 15:42:05,769 - mmaction - INFO - Epoch [5][460/1243] lr: 7.500e-03, eta: 1 day, 7:33:34, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.6034, top5_acc: 0.8273, loss_cls: 1.6074, loss: 1.6074, grad_norm: 5.5553 2021-06-04 15:42:24,108 - mmaction - INFO - Epoch [5][480/1243] lr: 7.500e-03, eta: 1 day, 7:32:59, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6122, top5_acc: 0.8333, loss_cls: 1.6039, loss: 1.6039, grad_norm: 5.2943 2021-06-04 15:42:42,416 - mmaction - INFO - Epoch [5][500/1243] lr: 7.500e-03, eta: 1 day, 7:32:22, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6141, top5_acc: 0.8255, loss_cls: 1.6106, loss: 1.6106, grad_norm: 5.0101 2021-06-04 15:43:00,800 - mmaction - INFO - Epoch [5][520/1243] lr: 7.500e-03, eta: 1 day, 7:31:47, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6221, top5_acc: 0.8263, loss_cls: 1.5946, loss: 1.5946, grad_norm: 5.0240 2021-06-04 15:43:19,066 - mmaction - INFO - Epoch [5][540/1243] lr: 7.500e-03, eta: 1 day, 7:31:10, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.6193, top5_acc: 0.8362, loss_cls: 1.5528, loss: 1.5528, grad_norm: 5.0446 2021-06-04 15:43:37,378 - mmaction - INFO - Epoch [5][560/1243] lr: 7.500e-03, eta: 1 day, 7:30:34, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6258, top5_acc: 0.8268, loss_cls: 1.5777, loss: 1.5777, grad_norm: 4.8742 2021-06-04 15:43:55,716 - mmaction - INFO - Epoch [5][580/1243] lr: 7.500e-03, eta: 1 day, 7:29:58, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.5992, top5_acc: 0.8203, loss_cls: 1.6476, loss: 1.6476, grad_norm: 5.1193 2021-06-04 15:44:14,670 - mmaction - INFO - Epoch [5][600/1243] lr: 7.500e-03, eta: 1 day, 7:29:36, time: 0.948, data_time: 0.001, memory: 18352, top1_acc: 0.6193, top5_acc: 0.8396, loss_cls: 1.5498, loss: 1.5498, grad_norm: 5.6599 2021-06-04 15:44:33,562 - mmaction - INFO - Epoch [5][620/1243] lr: 7.500e-03, eta: 1 day, 7:29:13, time: 0.944, data_time: 0.000, memory: 18352, top1_acc: 0.5924, top5_acc: 0.8229, loss_cls: 1.6527, loss: 1.6527, grad_norm: 5.2924 2021-06-04 15:44:51,829 - mmaction - INFO - Epoch [5][640/1243] lr: 7.500e-03, eta: 1 day, 7:28:36, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6367, top5_acc: 0.8445, loss_cls: 1.5207, loss: 1.5207, grad_norm: 4.7350 2021-06-04 15:45:10,095 - mmaction - INFO - Epoch [5][660/1243] lr: 7.500e-03, eta: 1 day, 7:27:59, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.6154, top5_acc: 0.8281, loss_cls: 1.5857, loss: 1.5857, grad_norm: 4.8257 2021-06-04 15:45:28,435 - mmaction - INFO - Epoch [5][680/1243] lr: 7.500e-03, eta: 1 day, 7:27:25, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6060, top5_acc: 0.8336, loss_cls: 1.5891, loss: 1.5891, grad_norm: 5.2746 2021-06-04 15:45:46,783 - mmaction - INFO - Epoch [5][700/1243] lr: 7.500e-03, eta: 1 day, 7:26:50, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6229, top5_acc: 0.8357, loss_cls: 1.5557, loss: 1.5557, grad_norm: 5.3948 2021-06-04 15:46:05,099 - mmaction - INFO - Epoch [5][720/1243] lr: 7.500e-03, eta: 1 day, 7:26:15, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6083, top5_acc: 0.8273, loss_cls: 1.6078, loss: 1.6078, grad_norm: 5.3583 2021-06-04 15:46:23,441 - mmaction - INFO - Epoch [5][740/1243] lr: 7.500e-03, eta: 1 day, 7:25:40, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6229, top5_acc: 0.8240, loss_cls: 1.5974, loss: 1.5974, grad_norm: 5.6619 2021-06-04 15:46:41,740 - mmaction - INFO - Epoch [5][760/1243] lr: 7.500e-03, eta: 1 day, 7:25:05, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6122, top5_acc: 0.8297, loss_cls: 1.5918, loss: 1.5918, grad_norm: 5.1112 2021-06-04 15:47:00,114 - mmaction - INFO - Epoch [5][780/1243] lr: 7.500e-03, eta: 1 day, 7:24:31, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6177, top5_acc: 0.8266, loss_cls: 1.5818, loss: 1.5818, grad_norm: 4.8208 2021-06-04 15:47:18,408 - mmaction - INFO - Epoch [5][800/1243] lr: 7.500e-03, eta: 1 day, 7:23:56, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6341, top5_acc: 0.8466, loss_cls: 1.4900, loss: 1.4900, grad_norm: 4.7359 2021-06-04 15:47:36,707 - mmaction - INFO - Epoch [5][820/1243] lr: 7.500e-03, eta: 1 day, 7:23:21, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6208, top5_acc: 0.8357, loss_cls: 1.5544, loss: 1.5544, grad_norm: 5.7795 2021-06-04 15:47:54,972 - mmaction - INFO - Epoch [5][840/1243] lr: 7.500e-03, eta: 1 day, 7:22:46, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.6156, top5_acc: 0.8286, loss_cls: 1.6076, loss: 1.6076, grad_norm: 5.0145 2021-06-04 15:48:13,374 - mmaction - INFO - Epoch [5][860/1243] lr: 7.500e-03, eta: 1 day, 7:22:13, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6076, top5_acc: 0.8333, loss_cls: 1.5786, loss: 1.5786, grad_norm: 4.8547 2021-06-04 15:48:31,700 - mmaction - INFO - Epoch [5][880/1243] lr: 7.500e-03, eta: 1 day, 7:21:39, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6154, top5_acc: 0.8271, loss_cls: 1.6242, loss: 1.6242, grad_norm: 5.9249 2021-06-04 15:48:50,018 - mmaction - INFO - Epoch [5][900/1243] lr: 7.500e-03, eta: 1 day, 7:21:05, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6169, top5_acc: 0.8341, loss_cls: 1.5704, loss: 1.5704, grad_norm: 5.0622 2021-06-04 15:49:08,336 - mmaction - INFO - Epoch [5][920/1243] lr: 7.500e-03, eta: 1 day, 7:20:31, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6096, top5_acc: 0.8281, loss_cls: 1.6038, loss: 1.6038, grad_norm: 6.1450 2021-06-04 15:49:26,684 - mmaction - INFO - Epoch [5][940/1243] lr: 7.500e-03, eta: 1 day, 7:19:58, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6062, top5_acc: 0.8315, loss_cls: 1.6136, loss: 1.6136, grad_norm: 5.1060 2021-06-04 15:49:45,022 - mmaction - INFO - Epoch [5][960/1243] lr: 7.500e-03, eta: 1 day, 7:19:24, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6135, top5_acc: 0.8349, loss_cls: 1.5943, loss: 1.5943, grad_norm: 4.8075 2021-06-04 15:50:03,343 - mmaction - INFO - Epoch [5][980/1243] lr: 7.500e-03, eta: 1 day, 7:18:51, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.5995, top5_acc: 0.8240, loss_cls: 1.6328, loss: 1.6328, grad_norm: 5.3855 2021-06-04 15:50:21,611 - mmaction - INFO - Epoch [5][1000/1243] lr: 7.500e-03, eta: 1 day, 7:18:16, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.6128, top5_acc: 0.8333, loss_cls: 1.6067, loss: 1.6067, grad_norm: 4.9827 2021-06-04 15:50:39,979 - mmaction - INFO - Epoch [5][1020/1243] lr: 7.500e-03, eta: 1 day, 7:17:44, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6221, top5_acc: 0.8352, loss_cls: 1.5487, loss: 1.5487, grad_norm: 4.8616 2021-06-04 15:50:58,299 - mmaction - INFO - Epoch [5][1040/1243] lr: 7.500e-03, eta: 1 day, 7:17:10, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6255, top5_acc: 0.8367, loss_cls: 1.5330, loss: 1.5330, grad_norm: 5.4700 2021-06-04 15:51:16,828 - mmaction - INFO - Epoch [5][1060/1243] lr: 7.500e-03, eta: 1 day, 7:16:41, time: 0.926, data_time: 0.000, memory: 18352, top1_acc: 0.6102, top5_acc: 0.8346, loss_cls: 1.5826, loss: 1.5826, grad_norm: 5.2335 2021-06-04 15:51:35,652 - mmaction - INFO - Epoch [5][1080/1243] lr: 7.500e-03, eta: 1 day, 7:16:18, time: 0.941, data_time: 0.000, memory: 18352, top1_acc: 0.6198, top5_acc: 0.8258, loss_cls: 1.5640, loss: 1.5640, grad_norm: 5.6072 2021-06-04 15:51:53,950 - mmaction - INFO - Epoch [5][1100/1243] lr: 7.500e-03, eta: 1 day, 7:15:44, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6276, top5_acc: 0.8372, loss_cls: 1.5473, loss: 1.5473, grad_norm: 5.1623 2021-06-04 15:52:12,242 - mmaction - INFO - Epoch [5][1120/1243] lr: 7.500e-03, eta: 1 day, 7:15:11, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.6128, top5_acc: 0.8255, loss_cls: 1.6152, loss: 1.6152, grad_norm: 5.1151 2021-06-04 15:52:30,591 - mmaction - INFO - Epoch [5][1140/1243] lr: 7.500e-03, eta: 1 day, 7:14:39, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6263, top5_acc: 0.8318, loss_cls: 1.5740, loss: 1.5740, grad_norm: 4.8762 2021-06-04 15:52:48,869 - mmaction - INFO - Epoch [5][1160/1243] lr: 7.500e-03, eta: 1 day, 7:14:05, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6070, top5_acc: 0.8276, loss_cls: 1.6194, loss: 1.6194, grad_norm: 5.8970 2021-06-04 15:53:07,253 - mmaction - INFO - Epoch [5][1180/1243] lr: 7.500e-03, eta: 1 day, 7:13:33, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6138, top5_acc: 0.8359, loss_cls: 1.5909, loss: 1.5909, grad_norm: 4.7760 2021-06-04 15:53:25,608 - mmaction - INFO - Epoch [5][1200/1243] lr: 7.500e-03, eta: 1 day, 7:13:01, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6333, top5_acc: 0.8380, loss_cls: 1.5326, loss: 1.5326, grad_norm: 4.9453 2021-06-04 15:53:43,969 - mmaction - INFO - Epoch [5][1220/1243] lr: 7.500e-03, eta: 1 day, 7:12:30, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6242, top5_acc: 0.8378, loss_cls: 1.5583, loss: 1.5583, grad_norm: 5.8253 2021-06-04 15:54:02,084 - mmaction - INFO - Epoch [5][1240/1243] lr: 7.500e-03, eta: 1 day, 7:11:53, time: 0.906, data_time: 0.001, memory: 18352, top1_acc: 0.6049, top5_acc: 0.8227, loss_cls: 1.6549, loss: 1.6549, grad_norm: 5.1085 2021-06-04 15:56:25,531 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 15:56:26,183 - mmaction - INFO - top1_acc 0.6909 top5_acc 0.8920 2021-06-04 15:56:26,183 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 15:56:26,208 - mmaction - INFO - mean_acc 0.6909 2021-06-04 15:56:27,411 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_5.pth. 2021-06-04 15:56:27,411 - mmaction - INFO - Best top1_acc is 0.6909 at 5 epoch. 2021-06-04 15:56:27,418 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-06-04 15:56:28,458 - mmaction - INFO - Epoch(val) [5][104] top1_acc: 0.6909, top5_acc: 0.8920, mean_class_accuracy: 0.6909 2021-06-04 15:57:13,796 - mmaction - INFO - Epoch [6][20/1243] lr: 7.500e-03, eta: 1 day, 7:18:56, time: 2.267, data_time: 1.358, memory: 18352, top1_acc: 0.6336, top5_acc: 0.8466, loss_cls: 1.4858, loss: 1.4858, grad_norm: 4.8876 2021-06-04 15:57:32,019 - mmaction - INFO - Epoch [6][40/1243] lr: 7.500e-03, eta: 1 day, 7:18:20, time: 0.911, data_time: 0.000, memory: 18352, top1_acc: 0.6229, top5_acc: 0.8258, loss_cls: 1.5696, loss: 1.5696, grad_norm: 4.7785 2021-06-04 15:57:50,332 - mmaction - INFO - Epoch [6][60/1243] lr: 7.500e-03, eta: 1 day, 7:17:46, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6341, top5_acc: 0.8391, loss_cls: 1.5168, loss: 1.5168, grad_norm: 4.9154 2021-06-04 15:58:08,572 - mmaction - INFO - Epoch [6][80/1243] lr: 7.500e-03, eta: 1 day, 7:17:11, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.6349, top5_acc: 0.8409, loss_cls: 1.5048, loss: 1.5048, grad_norm: 5.3226 2021-06-04 15:58:26,779 - mmaction - INFO - Epoch [6][100/1243] lr: 7.500e-03, eta: 1 day, 7:16:36, time: 0.911, data_time: 0.001, memory: 18352, top1_acc: 0.6367, top5_acc: 0.8432, loss_cls: 1.4819, loss: 1.4819, grad_norm: 5.3735 2021-06-04 15:58:45,132 - mmaction - INFO - Epoch [6][120/1243] lr: 7.500e-03, eta: 1 day, 7:16:03, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6214, top5_acc: 0.8503, loss_cls: 1.5124, loss: 1.5124, grad_norm: 5.3739 2021-06-04 15:59:03,482 - mmaction - INFO - Epoch [6][140/1243] lr: 7.500e-03, eta: 1 day, 7:15:30, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6318, top5_acc: 0.8464, loss_cls: 1.4825, loss: 1.4825, grad_norm: 5.7735 2021-06-04 15:59:21,765 - mmaction - INFO - Epoch [6][160/1243] lr: 7.500e-03, eta: 1 day, 7:14:56, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.6143, top5_acc: 0.8375, loss_cls: 1.5802, loss: 1.5802, grad_norm: 5.2470 2021-06-04 15:59:40,062 - mmaction - INFO - Epoch [6][180/1243] lr: 7.500e-03, eta: 1 day, 7:14:23, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6148, top5_acc: 0.8370, loss_cls: 1.5590, loss: 1.5590, grad_norm: 5.0381 2021-06-04 15:59:58,371 - mmaction - INFO - Epoch [6][200/1243] lr: 7.500e-03, eta: 1 day, 7:13:50, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6240, top5_acc: 0.8352, loss_cls: 1.5416, loss: 1.5416, grad_norm: 4.8752 2021-06-04 16:00:16,733 - mmaction - INFO - Epoch [6][220/1243] lr: 7.500e-03, eta: 1 day, 7:13:18, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6263, top5_acc: 0.8424, loss_cls: 1.5096, loss: 1.5096, grad_norm: 5.0632 2021-06-04 16:00:35,030 - mmaction - INFO - Epoch [6][240/1243] lr: 7.500e-03, eta: 1 day, 7:12:44, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6151, top5_acc: 0.8299, loss_cls: 1.5862, loss: 1.5862, grad_norm: 5.3056 2021-06-04 16:00:53,361 - mmaction - INFO - Epoch [6][260/1243] lr: 7.500e-03, eta: 1 day, 7:12:11, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6130, top5_acc: 0.8326, loss_cls: 1.5680, loss: 1.5680, grad_norm: 6.6526 2021-06-04 16:01:11,752 - mmaction - INFO - Epoch [6][280/1243] lr: 7.500e-03, eta: 1 day, 7:11:40, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.6151, top5_acc: 0.8193, loss_cls: 1.6097, loss: 1.6097, grad_norm: 5.5107 2021-06-04 16:01:30,105 - mmaction - INFO - Epoch [6][300/1243] lr: 7.500e-03, eta: 1 day, 7:11:08, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6323, top5_acc: 0.8406, loss_cls: 1.5150, loss: 1.5150, grad_norm: 5.1762 2021-06-04 16:01:48,588 - mmaction - INFO - Epoch [6][320/1243] lr: 7.500e-03, eta: 1 day, 7:10:39, time: 0.925, data_time: 0.011, memory: 18352, top1_acc: 0.6096, top5_acc: 0.8216, loss_cls: 1.6241, loss: 1.6241, grad_norm: 6.3646 2021-06-04 16:02:06,889 - mmaction - INFO - Epoch [6][340/1243] lr: 7.500e-03, eta: 1 day, 7:10:06, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6130, top5_acc: 0.8315, loss_cls: 1.5821, loss: 1.5821, grad_norm: 5.2563 2021-06-04 16:02:25,162 - mmaction - INFO - Epoch [6][360/1243] lr: 7.500e-03, eta: 1 day, 7:09:33, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6013, top5_acc: 0.8323, loss_cls: 1.5938, loss: 1.5938, grad_norm: 4.9997 2021-06-04 16:02:43,456 - mmaction - INFO - Epoch [6][380/1243] lr: 7.500e-03, eta: 1 day, 7:09:00, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6346, top5_acc: 0.8365, loss_cls: 1.5179, loss: 1.5179, grad_norm: 4.8836 2021-06-04 16:03:01,842 - mmaction - INFO - Epoch [6][400/1243] lr: 7.500e-03, eta: 1 day, 7:08:29, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6224, top5_acc: 0.8375, loss_cls: 1.5416, loss: 1.5416, grad_norm: 5.0409 2021-06-04 16:03:20,164 - mmaction - INFO - Epoch [6][420/1243] lr: 7.500e-03, eta: 1 day, 7:07:57, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6133, top5_acc: 0.8253, loss_cls: 1.6048, loss: 1.6048, grad_norm: 5.1416 2021-06-04 16:03:38,383 - mmaction - INFO - Epoch [6][440/1243] lr: 7.500e-03, eta: 1 day, 7:07:24, time: 0.912, data_time: 0.002, memory: 18352, top1_acc: 0.6211, top5_acc: 0.8266, loss_cls: 1.5840, loss: 1.5840, grad_norm: 5.9016 2021-06-04 16:03:56,664 - mmaction - INFO - Epoch [6][460/1243] lr: 7.500e-03, eta: 1 day, 7:06:51, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6245, top5_acc: 0.8326, loss_cls: 1.5788, loss: 1.5788, grad_norm: 5.6146 2021-06-04 16:04:14,950 - mmaction - INFO - Epoch [6][480/1243] lr: 7.500e-03, eta: 1 day, 7:06:19, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6346, top5_acc: 0.8456, loss_cls: 1.4863, loss: 1.4863, grad_norm: 4.9462 2021-06-04 16:04:33,295 - mmaction - INFO - Epoch [6][500/1243] lr: 7.500e-03, eta: 1 day, 7:05:47, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6299, top5_acc: 0.8391, loss_cls: 1.5166, loss: 1.5166, grad_norm: 4.8112 2021-06-04 16:04:51,631 - mmaction - INFO - Epoch [6][520/1243] lr: 7.500e-03, eta: 1 day, 7:05:16, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6357, top5_acc: 0.8411, loss_cls: 1.5008, loss: 1.5008, grad_norm: 4.8345 2021-06-04 16:05:09,920 - mmaction - INFO - Epoch [6][540/1243] lr: 7.500e-03, eta: 1 day, 7:04:44, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6172, top5_acc: 0.8271, loss_cls: 1.5974, loss: 1.5974, grad_norm: 5.2685 2021-06-04 16:05:28,264 - mmaction - INFO - Epoch [6][560/1243] lr: 7.500e-03, eta: 1 day, 7:04:13, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6276, top5_acc: 0.8385, loss_cls: 1.5125, loss: 1.5125, grad_norm: 4.9587 2021-06-04 16:05:46,540 - mmaction - INFO - Epoch [6][580/1243] lr: 7.500e-03, eta: 1 day, 7:03:41, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6211, top5_acc: 0.8393, loss_cls: 1.5372, loss: 1.5372, grad_norm: 5.8272 2021-06-04 16:06:04,836 - mmaction - INFO - Epoch [6][600/1243] lr: 7.500e-03, eta: 1 day, 7:03:09, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6221, top5_acc: 0.8365, loss_cls: 1.5709, loss: 1.5709, grad_norm: 4.8826 2021-06-04 16:06:23,110 - mmaction - INFO - Epoch [6][620/1243] lr: 7.500e-03, eta: 1 day, 7:02:37, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6302, top5_acc: 0.8461, loss_cls: 1.5043, loss: 1.5043, grad_norm: 4.9633 2021-06-04 16:06:41,494 - mmaction - INFO - Epoch [6][640/1243] lr: 7.500e-03, eta: 1 day, 7:02:07, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6206, top5_acc: 0.8352, loss_cls: 1.5685, loss: 1.5685, grad_norm: 4.7424 2021-06-04 16:06:59,907 - mmaction - INFO - Epoch [6][660/1243] lr: 7.500e-03, eta: 1 day, 7:01:37, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6312, top5_acc: 0.8411, loss_cls: 1.5099, loss: 1.5099, grad_norm: 4.7906 2021-06-04 16:07:18,225 - mmaction - INFO - Epoch [6][680/1243] lr: 7.500e-03, eta: 1 day, 7:01:06, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6271, top5_acc: 0.8320, loss_cls: 1.5702, loss: 1.5702, grad_norm: 4.8308 2021-06-04 16:07:36,553 - mmaction - INFO - Epoch [6][700/1243] lr: 7.500e-03, eta: 1 day, 7:00:36, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6289, top5_acc: 0.8438, loss_cls: 1.4902, loss: 1.4902, grad_norm: 5.1719 2021-06-04 16:07:54,876 - mmaction - INFO - Epoch [6][720/1243] lr: 7.500e-03, eta: 1 day, 7:00:05, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6307, top5_acc: 0.8393, loss_cls: 1.5202, loss: 1.5202, grad_norm: 5.0674 2021-06-04 16:08:13,178 - mmaction - INFO - Epoch [6][740/1243] lr: 7.500e-03, eta: 1 day, 6:59:34, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6094, top5_acc: 0.8266, loss_cls: 1.5948, loss: 1.5948, grad_norm: 4.7587 2021-06-04 16:08:31,459 - mmaction - INFO - Epoch [6][760/1243] lr: 7.500e-03, eta: 1 day, 6:59:02, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6253, top5_acc: 0.8393, loss_cls: 1.5175, loss: 1.5175, grad_norm: 4.5905 2021-06-04 16:08:49,788 - mmaction - INFO - Epoch [6][780/1243] lr: 7.500e-03, eta: 1 day, 6:58:32, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6326, top5_acc: 0.8393, loss_cls: 1.5032, loss: 1.5032, grad_norm: 4.6690 2021-06-04 16:09:08,105 - mmaction - INFO - Epoch [6][800/1243] lr: 7.500e-03, eta: 1 day, 6:58:01, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6388, top5_acc: 0.8536, loss_cls: 1.4251, loss: 1.4251, grad_norm: 4.7404 2021-06-04 16:09:26,554 - mmaction - INFO - Epoch [6][820/1243] lr: 7.500e-03, eta: 1 day, 6:57:33, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.6339, top5_acc: 0.8362, loss_cls: 1.5341, loss: 1.5341, grad_norm: 4.7314 2021-06-04 16:09:44,881 - mmaction - INFO - Epoch [6][840/1243] lr: 7.500e-03, eta: 1 day, 6:57:02, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6266, top5_acc: 0.8362, loss_cls: 1.5577, loss: 1.5577, grad_norm: 5.2035 2021-06-04 16:10:03,174 - mmaction - INFO - Epoch [6][860/1243] lr: 7.500e-03, eta: 1 day, 6:56:32, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6172, top5_acc: 0.8333, loss_cls: 1.5791, loss: 1.5791, grad_norm: 5.1251 2021-06-04 16:10:21,529 - mmaction - INFO - Epoch [6][880/1243] lr: 7.500e-03, eta: 1 day, 6:56:02, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6177, top5_acc: 0.8271, loss_cls: 1.5989, loss: 1.5989, grad_norm: 4.8598 2021-06-04 16:10:40,012 - mmaction - INFO - Epoch [6][900/1243] lr: 7.500e-03, eta: 1 day, 6:55:34, time: 0.924, data_time: 0.000, memory: 18352, top1_acc: 0.6336, top5_acc: 0.8492, loss_cls: 1.4979, loss: 1.4979, grad_norm: 4.8578 2021-06-04 16:10:58,402 - mmaction - INFO - Epoch [6][920/1243] lr: 7.500e-03, eta: 1 day, 6:55:05, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6242, top5_acc: 0.8250, loss_cls: 1.5698, loss: 1.5698, grad_norm: 4.8492 2021-06-04 16:11:16,668 - mmaction - INFO - Epoch [6][940/1243] lr: 7.500e-03, eta: 1 day, 6:54:34, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6284, top5_acc: 0.8313, loss_cls: 1.5527, loss: 1.5527, grad_norm: 4.8828 2021-06-04 16:11:35,093 - mmaction - INFO - Epoch [6][960/1243] lr: 7.500e-03, eta: 1 day, 6:54:06, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.6266, top5_acc: 0.8422, loss_cls: 1.4978, loss: 1.4978, grad_norm: 4.7611 2021-06-04 16:11:53,659 - mmaction - INFO - Epoch [6][980/1243] lr: 7.500e-03, eta: 1 day, 6:53:39, time: 0.927, data_time: 0.000, memory: 18352, top1_acc: 0.6250, top5_acc: 0.8289, loss_cls: 1.5560, loss: 1.5560, grad_norm: 5.4309 2021-06-04 16:12:11,987 - mmaction - INFO - Epoch [6][1000/1243] lr: 7.500e-03, eta: 1 day, 6:53:10, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6328, top5_acc: 0.8346, loss_cls: 1.5411, loss: 1.5411, grad_norm: 4.9597 2021-06-04 16:12:30,327 - mmaction - INFO - Epoch [6][1020/1243] lr: 7.500e-03, eta: 1 day, 6:52:40, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6417, top5_acc: 0.8453, loss_cls: 1.4765, loss: 1.4765, grad_norm: 4.7839 2021-06-04 16:12:48,641 - mmaction - INFO - Epoch [6][1040/1243] lr: 7.500e-03, eta: 1 day, 6:52:11, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6164, top5_acc: 0.8372, loss_cls: 1.5495, loss: 1.5495, grad_norm: 5.5882 2021-06-04 16:13:06,978 - mmaction - INFO - Epoch [6][1060/1243] lr: 7.500e-03, eta: 1 day, 6:51:41, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6312, top5_acc: 0.8372, loss_cls: 1.5421, loss: 1.5421, grad_norm: 5.1651 2021-06-04 16:13:25,303 - mmaction - INFO - Epoch [6][1080/1243] lr: 7.500e-03, eta: 1 day, 6:51:11, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6440, top5_acc: 0.8417, loss_cls: 1.4911, loss: 1.4911, grad_norm: 4.6311 2021-06-04 16:13:43,672 - mmaction - INFO - Epoch [6][1100/1243] lr: 7.500e-03, eta: 1 day, 6:50:42, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6240, top5_acc: 0.8289, loss_cls: 1.5695, loss: 1.5695, grad_norm: 5.1253 2021-06-04 16:14:02,032 - mmaction - INFO - Epoch [6][1120/1243] lr: 7.500e-03, eta: 1 day, 6:50:13, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6255, top5_acc: 0.8443, loss_cls: 1.5054, loss: 1.5054, grad_norm: 5.4155 2021-06-04 16:14:20,393 - mmaction - INFO - Epoch [6][1140/1243] lr: 7.500e-03, eta: 1 day, 6:49:45, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6195, top5_acc: 0.8365, loss_cls: 1.5620, loss: 1.5620, grad_norm: 4.8632 2021-06-04 16:14:38,717 - mmaction - INFO - Epoch [6][1160/1243] lr: 7.500e-03, eta: 1 day, 6:49:15, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6151, top5_acc: 0.8268, loss_cls: 1.6029, loss: 1.6029, grad_norm: 5.0317 2021-06-04 16:14:56,966 - mmaction - INFO - Epoch [6][1180/1243] lr: 7.500e-03, eta: 1 day, 6:48:45, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.6318, top5_acc: 0.8380, loss_cls: 1.5538, loss: 1.5538, grad_norm: 5.3756 2021-06-04 16:15:15,315 - mmaction - INFO - Epoch [6][1200/1243] lr: 7.500e-03, eta: 1 day, 6:48:16, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6055, top5_acc: 0.8232, loss_cls: 1.6422, loss: 1.6422, grad_norm: 4.8072 2021-06-04 16:15:33,647 - mmaction - INFO - Epoch [6][1220/1243] lr: 7.500e-03, eta: 1 day, 6:47:47, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6263, top5_acc: 0.8286, loss_cls: 1.5482, loss: 1.5482, grad_norm: 4.4571 2021-06-04 16:15:51,789 - mmaction - INFO - Epoch [6][1240/1243] lr: 7.500e-03, eta: 1 day, 6:47:15, time: 0.907, data_time: 0.001, memory: 18352, top1_acc: 0.6224, top5_acc: 0.8396, loss_cls: 1.5429, loss: 1.5429, grad_norm: 4.7064 2021-06-04 16:18:14,197 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 16:18:14,864 - mmaction - INFO - top1_acc 0.6903 top5_acc 0.8935 2021-06-04 16:18:14,864 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 16:18:14,887 - mmaction - INFO - mean_acc 0.6903 2021-06-04 16:18:14,892 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-06-04 16:18:16,015 - mmaction - INFO - Epoch(val) [6][104] top1_acc: 0.6903, top5_acc: 0.8935, mean_class_accuracy: 0.6903 2021-06-04 16:19:01,765 - mmaction - INFO - Epoch [7][20/1243] lr: 7.500e-03, eta: 1 day, 6:53:07, time: 2.287, data_time: 1.353, memory: 18352, top1_acc: 0.6544, top5_acc: 0.8526, loss_cls: 1.3977, loss: 1.3977, grad_norm: 4.6965 2021-06-04 16:19:20,231 - mmaction - INFO - Epoch [7][40/1243] lr: 7.500e-03, eta: 1 day, 6:52:39, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.6419, top5_acc: 0.8484, loss_cls: 1.4416, loss: 1.4416, grad_norm: 4.8334 2021-06-04 16:19:38,697 - mmaction - INFO - Epoch [7][60/1243] lr: 7.500e-03, eta: 1 day, 6:52:11, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.6406, top5_acc: 0.8456, loss_cls: 1.4871, loss: 1.4871, grad_norm: 4.9178 2021-06-04 16:19:57,005 - mmaction - INFO - Epoch [7][80/1243] lr: 7.500e-03, eta: 1 day, 6:51:41, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6375, top5_acc: 0.8443, loss_cls: 1.4977, loss: 1.4977, grad_norm: 4.6886 2021-06-04 16:20:15,428 - mmaction - INFO - Epoch [7][100/1243] lr: 7.500e-03, eta: 1 day, 6:51:12, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6589, top5_acc: 0.8599, loss_cls: 1.4053, loss: 1.4053, grad_norm: 6.1222 2021-06-04 16:20:33,800 - mmaction - INFO - Epoch [7][120/1243] lr: 7.500e-03, eta: 1 day, 6:50:43, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.6391, top5_acc: 0.8487, loss_cls: 1.4706, loss: 1.4706, grad_norm: 5.0611 2021-06-04 16:20:52,158 - mmaction - INFO - Epoch [7][140/1243] lr: 7.500e-03, eta: 1 day, 6:50:14, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6263, top5_acc: 0.8445, loss_cls: 1.5160, loss: 1.5160, grad_norm: 5.0609 2021-06-04 16:21:10,422 - mmaction - INFO - Epoch [7][160/1243] lr: 7.500e-03, eta: 1 day, 6:49:43, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6424, top5_acc: 0.8456, loss_cls: 1.4782, loss: 1.4782, grad_norm: 5.0095 2021-06-04 16:21:28,768 - mmaction - INFO - Epoch [7][180/1243] lr: 7.500e-03, eta: 1 day, 6:49:14, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6471, top5_acc: 0.8518, loss_cls: 1.4496, loss: 1.4496, grad_norm: 4.6503 2021-06-04 16:21:47,162 - mmaction - INFO - Epoch [7][200/1243] lr: 7.500e-03, eta: 1 day, 6:48:45, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6299, top5_acc: 0.8391, loss_cls: 1.5097, loss: 1.5097, grad_norm: 5.2576 2021-06-04 16:22:05,907 - mmaction - INFO - Epoch [7][220/1243] lr: 7.500e-03, eta: 1 day, 6:48:22, time: 0.937, data_time: 0.000, memory: 18352, top1_acc: 0.6409, top5_acc: 0.8479, loss_cls: 1.4759, loss: 1.4759, grad_norm: 5.2217 2021-06-04 16:22:24,670 - mmaction - INFO - Epoch [7][240/1243] lr: 7.500e-03, eta: 1 day, 6:47:59, time: 0.937, data_time: 0.000, memory: 18352, top1_acc: 0.6242, top5_acc: 0.8385, loss_cls: 1.5345, loss: 1.5345, grad_norm: 5.0117 2021-06-04 16:22:44,680 - mmaction - INFO - Epoch [7][260/1243] lr: 7.500e-03, eta: 1 day, 6:47:55, time: 1.001, data_time: 0.088, memory: 18352, top1_acc: 0.6156, top5_acc: 0.8435, loss_cls: 1.5219, loss: 1.5219, grad_norm: 5.1424 2021-06-04 16:23:04,133 - mmaction - INFO - Epoch [7][280/1243] lr: 7.500e-03, eta: 1 day, 6:47:43, time: 0.973, data_time: 0.060, memory: 18352, top1_acc: 0.6474, top5_acc: 0.8477, loss_cls: 1.4593, loss: 1.4593, grad_norm: 4.6362 2021-06-04 16:23:22,436 - mmaction - INFO - Epoch [7][300/1243] lr: 7.500e-03, eta: 1 day, 6:47:13, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6487, top5_acc: 0.8523, loss_cls: 1.4255, loss: 1.4255, grad_norm: 5.5176 2021-06-04 16:23:41,596 - mmaction - INFO - Epoch [7][320/1243] lr: 7.500e-03, eta: 1 day, 6:46:56, time: 0.958, data_time: 0.048, memory: 18352, top1_acc: 0.6245, top5_acc: 0.8406, loss_cls: 1.5196, loss: 1.5196, grad_norm: 5.5966 2021-06-04 16:24:00,273 - mmaction - INFO - Epoch [7][340/1243] lr: 7.500e-03, eta: 1 day, 6:46:32, time: 0.934, data_time: 0.020, memory: 18352, top1_acc: 0.6260, top5_acc: 0.8445, loss_cls: 1.5176, loss: 1.5176, grad_norm: 4.7728 2021-06-04 16:24:18,551 - mmaction - INFO - Epoch [7][360/1243] lr: 7.500e-03, eta: 1 day, 6:46:02, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6234, top5_acc: 0.8427, loss_cls: 1.5352, loss: 1.5352, grad_norm: 4.5954 2021-06-04 16:24:36,963 - mmaction - INFO - Epoch [7][380/1243] lr: 7.500e-03, eta: 1 day, 6:45:33, time: 0.920, data_time: 0.007, memory: 18352, top1_acc: 0.6521, top5_acc: 0.8453, loss_cls: 1.4440, loss: 1.4440, grad_norm: 4.5934 2021-06-04 16:24:55,322 - mmaction - INFO - Epoch [7][400/1243] lr: 7.500e-03, eta: 1 day, 6:45:05, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6375, top5_acc: 0.8396, loss_cls: 1.4891, loss: 1.4891, grad_norm: 4.8793 2021-06-04 16:25:14,338 - mmaction - INFO - Epoch [7][420/1243] lr: 7.500e-03, eta: 1 day, 6:44:46, time: 0.951, data_time: 0.037, memory: 18352, top1_acc: 0.6255, top5_acc: 0.8388, loss_cls: 1.5317, loss: 1.5317, grad_norm: 17.1813 2021-06-04 16:25:32,701 - mmaction - INFO - Epoch [7][440/1243] lr: 7.500e-03, eta: 1 day, 6:44:17, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6214, top5_acc: 0.8318, loss_cls: 1.6132, loss: 1.6132, grad_norm: 5.1570 2021-06-04 16:25:51,055 - mmaction - INFO - Epoch [7][460/1243] lr: 7.500e-03, eta: 1 day, 6:43:48, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6164, top5_acc: 0.8333, loss_cls: 1.5549, loss: 1.5549, grad_norm: 5.0475 2021-06-04 16:26:09,445 - mmaction - INFO - Epoch [7][480/1243] lr: 7.500e-03, eta: 1 day, 6:43:20, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6201, top5_acc: 0.8323, loss_cls: 1.5603, loss: 1.5603, grad_norm: 5.4263 2021-06-04 16:26:28,137 - mmaction - INFO - Epoch [7][500/1243] lr: 7.500e-03, eta: 1 day, 6:42:57, time: 0.935, data_time: 0.001, memory: 18352, top1_acc: 0.6312, top5_acc: 0.8464, loss_cls: 1.4945, loss: 1.4945, grad_norm: 4.9736 2021-06-04 16:26:46,527 - mmaction - INFO - Epoch [7][520/1243] lr: 7.500e-03, eta: 1 day, 6:42:29, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6253, top5_acc: 0.8365, loss_cls: 1.5162, loss: 1.5162, grad_norm: 4.9395 2021-06-04 16:27:06,018 - mmaction - INFO - Epoch [7][540/1243] lr: 7.500e-03, eta: 1 day, 6:42:16, time: 0.973, data_time: 0.000, memory: 18352, top1_acc: 0.6372, top5_acc: 0.8448, loss_cls: 1.4680, loss: 1.4680, grad_norm: 4.8335 2021-06-04 16:27:24,379 - mmaction - INFO - Epoch [7][560/1243] lr: 7.500e-03, eta: 1 day, 6:41:48, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.6312, top5_acc: 0.8458, loss_cls: 1.4985, loss: 1.4985, grad_norm: 5.0781 2021-06-04 16:27:42,647 - mmaction - INFO - Epoch [7][580/1243] lr: 7.500e-03, eta: 1 day, 6:41:18, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6297, top5_acc: 0.8396, loss_cls: 1.5391, loss: 1.5391, grad_norm: 4.7534 2021-06-04 16:28:02,052 - mmaction - INFO - Epoch [7][600/1243] lr: 7.500e-03, eta: 1 day, 6:41:05, time: 0.970, data_time: 0.001, memory: 18352, top1_acc: 0.6375, top5_acc: 0.8456, loss_cls: 1.5006, loss: 1.5006, grad_norm: 4.8163 2021-06-04 16:28:20,389 - mmaction - INFO - Epoch [7][620/1243] lr: 7.500e-03, eta: 1 day, 6:40:37, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6185, top5_acc: 0.8344, loss_cls: 1.5998, loss: 1.5998, grad_norm: 6.1608 2021-06-04 16:28:38,911 - mmaction - INFO - Epoch [7][640/1243] lr: 7.500e-03, eta: 1 day, 6:40:11, time: 0.926, data_time: 0.000, memory: 18352, top1_acc: 0.6297, top5_acc: 0.8461, loss_cls: 1.5055, loss: 1.5055, grad_norm: 5.0649 2021-06-04 16:28:57,659 - mmaction - INFO - Epoch [7][660/1243] lr: 7.500e-03, eta: 1 day, 6:39:48, time: 0.936, data_time: 0.001, memory: 18352, top1_acc: 0.6380, top5_acc: 0.8383, loss_cls: 1.5147, loss: 1.5147, grad_norm: 4.4904 2021-06-04 16:29:16,165 - mmaction - INFO - Epoch [7][680/1243] lr: 7.500e-03, eta: 1 day, 6:39:22, time: 0.926, data_time: 0.001, memory: 18352, top1_acc: 0.6240, top5_acc: 0.8401, loss_cls: 1.5322, loss: 1.5322, grad_norm: 4.8681 2021-06-04 16:29:34,499 - mmaction - INFO - Epoch [7][700/1243] lr: 7.500e-03, eta: 1 day, 6:38:53, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6326, top5_acc: 0.8445, loss_cls: 1.4823, loss: 1.4823, grad_norm: 5.7006 2021-06-04 16:29:52,942 - mmaction - INFO - Epoch [7][720/1243] lr: 7.500e-03, eta: 1 day, 6:38:27, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.6266, top5_acc: 0.8375, loss_cls: 1.5155, loss: 1.5155, grad_norm: 4.9300 2021-06-04 16:30:11,243 - mmaction - INFO - Epoch [7][740/1243] lr: 7.500e-03, eta: 1 day, 6:37:58, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6380, top5_acc: 0.8432, loss_cls: 1.4811, loss: 1.4811, grad_norm: 4.4993 2021-06-04 16:30:29,593 - mmaction - INFO - Epoch [7][760/1243] lr: 7.500e-03, eta: 1 day, 6:37:29, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6305, top5_acc: 0.8497, loss_cls: 1.4786, loss: 1.4786, grad_norm: 5.0363 2021-06-04 16:30:47,885 - mmaction - INFO - Epoch [7][780/1243] lr: 7.500e-03, eta: 1 day, 6:37:01, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.6375, top5_acc: 0.8477, loss_cls: 1.4831, loss: 1.4831, grad_norm: 5.4181 2021-06-04 16:31:06,201 - mmaction - INFO - Epoch [7][800/1243] lr: 7.500e-03, eta: 1 day, 6:36:32, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6172, top5_acc: 0.8211, loss_cls: 1.6009, loss: 1.6009, grad_norm: 6.1667 2021-06-04 16:31:24,514 - mmaction - INFO - Epoch [7][820/1243] lr: 7.500e-03, eta: 1 day, 6:36:04, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6203, top5_acc: 0.8367, loss_cls: 1.5538, loss: 1.5538, grad_norm: 5.6147 2021-06-04 16:31:42,828 - mmaction - INFO - Epoch [7][840/1243] lr: 7.500e-03, eta: 1 day, 6:35:35, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6372, top5_acc: 0.8388, loss_cls: 1.4943, loss: 1.4943, grad_norm: 4.8746 2021-06-04 16:32:02,048 - mmaction - INFO - Epoch [7][860/1243] lr: 7.500e-03, eta: 1 day, 6:35:19, time: 0.961, data_time: 0.000, memory: 18352, top1_acc: 0.6208, top5_acc: 0.8372, loss_cls: 1.5387, loss: 1.5387, grad_norm: 4.6585 2021-06-04 16:32:20,420 - mmaction - INFO - Epoch [7][880/1243] lr: 7.500e-03, eta: 1 day, 6:34:52, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6328, top5_acc: 0.8352, loss_cls: 1.5298, loss: 1.5298, grad_norm: 4.4972 2021-06-04 16:32:38,699 - mmaction - INFO - Epoch [7][900/1243] lr: 7.500e-03, eta: 1 day, 6:34:23, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.6258, top5_acc: 0.8396, loss_cls: 1.5628, loss: 1.5628, grad_norm: 4.9699 2021-06-04 16:32:56,984 - mmaction - INFO - Epoch [7][920/1243] lr: 7.500e-03, eta: 1 day, 6:33:54, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.6279, top5_acc: 0.8307, loss_cls: 1.5784, loss: 1.5784, grad_norm: 4.6011 2021-06-04 16:33:15,299 - mmaction - INFO - Epoch [7][940/1243] lr: 7.500e-03, eta: 1 day, 6:33:26, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6312, top5_acc: 0.8313, loss_cls: 1.5262, loss: 1.5262, grad_norm: 4.4951 2021-06-04 16:33:33,619 - mmaction - INFO - Epoch [7][960/1243] lr: 7.500e-03, eta: 1 day, 6:32:58, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6352, top5_acc: 0.8424, loss_cls: 1.4972, loss: 1.4972, grad_norm: 4.6266 2021-06-04 16:33:52,049 - mmaction - INFO - Epoch [7][980/1243] lr: 7.500e-03, eta: 1 day, 6:32:31, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.6518, top5_acc: 0.8560, loss_cls: 1.4385, loss: 1.4385, grad_norm: 4.6329 2021-06-04 16:34:10,415 - mmaction - INFO - Epoch [7][1000/1243] lr: 7.500e-03, eta: 1 day, 6:32:04, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6284, top5_acc: 0.8487, loss_cls: 1.4952, loss: 1.4952, grad_norm: 4.7576 2021-06-04 16:34:28,762 - mmaction - INFO - Epoch [7][1020/1243] lr: 7.500e-03, eta: 1 day, 6:31:36, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6411, top5_acc: 0.8445, loss_cls: 1.4898, loss: 1.4898, grad_norm: 4.5206 2021-06-04 16:34:47,502 - mmaction - INFO - Epoch [7][1040/1243] lr: 7.500e-03, eta: 1 day, 6:31:14, time: 0.936, data_time: 0.001, memory: 18352, top1_acc: 0.6289, top5_acc: 0.8430, loss_cls: 1.5142, loss: 1.5142, grad_norm: 5.0572 2021-06-04 16:35:05,941 - mmaction - INFO - Epoch [7][1060/1243] lr: 7.500e-03, eta: 1 day, 6:30:48, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6292, top5_acc: 0.8378, loss_cls: 1.5254, loss: 1.5254, grad_norm: 4.8600 2021-06-04 16:35:24,232 - mmaction - INFO - Epoch [7][1080/1243] lr: 7.500e-03, eta: 1 day, 6:30:20, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6367, top5_acc: 0.8544, loss_cls: 1.4711, loss: 1.4711, grad_norm: 4.7312 2021-06-04 16:35:42,525 - mmaction - INFO - Epoch [7][1100/1243] lr: 7.500e-03, eta: 1 day, 6:29:51, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6370, top5_acc: 0.8448, loss_cls: 1.5048, loss: 1.5048, grad_norm: 4.6731 2021-06-04 16:36:00,849 - mmaction - INFO - Epoch [7][1120/1243] lr: 7.500e-03, eta: 1 day, 6:29:24, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6247, top5_acc: 0.8352, loss_cls: 1.5528, loss: 1.5528, grad_norm: 4.7898 2021-06-04 16:36:19,238 - mmaction - INFO - Epoch [7][1140/1243] lr: 7.500e-03, eta: 1 day, 6:28:57, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6370, top5_acc: 0.8359, loss_cls: 1.5167, loss: 1.5167, grad_norm: 6.8927 2021-06-04 16:36:37,624 - mmaction - INFO - Epoch [7][1160/1243] lr: 7.500e-03, eta: 1 day, 6:28:30, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6190, top5_acc: 0.8336, loss_cls: 1.5751, loss: 1.5751, grad_norm: 5.1983 2021-06-04 16:36:57,676 - mmaction - INFO - Epoch [7][1180/1243] lr: 7.500e-03, eta: 1 day, 6:28:26, time: 1.003, data_time: 0.093, memory: 18352, top1_acc: 0.6315, top5_acc: 0.8383, loss_cls: 1.5261, loss: 1.5261, grad_norm: 4.8025 2021-06-04 16:37:16,039 - mmaction - INFO - Epoch [7][1200/1243] lr: 7.500e-03, eta: 1 day, 6:27:58, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6193, top5_acc: 0.8344, loss_cls: 1.5759, loss: 1.5759, grad_norm: 4.8315 2021-06-04 16:37:34,371 - mmaction - INFO - Epoch [7][1220/1243] lr: 7.500e-03, eta: 1 day, 6:27:31, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6404, top5_acc: 0.8401, loss_cls: 1.5084, loss: 1.5084, grad_norm: 4.7253 2021-06-04 16:37:52,493 - mmaction - INFO - Epoch [7][1240/1243] lr: 7.500e-03, eta: 1 day, 6:27:01, time: 0.906, data_time: 0.001, memory: 18352, top1_acc: 0.6302, top5_acc: 0.8385, loss_cls: 1.5239, loss: 1.5239, grad_norm: 4.6534 2021-06-04 16:40:15,471 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 16:40:16,117 - mmaction - INFO - top1_acc 0.6979 top5_acc 0.8956 2021-06-04 16:40:16,117 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 16:40:16,141 - mmaction - INFO - mean_acc 0.6979 2021-06-04 16:40:17,330 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_7.pth. 2021-06-04 16:40:17,330 - mmaction - INFO - Best top1_acc is 0.6979 at 7 epoch. 2021-06-04 16:40:17,337 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-06-04 16:40:18,367 - mmaction - INFO - Epoch(val) [7][104] top1_acc: 0.6979, top5_acc: 0.8956, mean_class_accuracy: 0.6979 2021-06-04 16:41:02,489 - mmaction - INFO - Epoch [8][20/1243] lr: 7.500e-03, eta: 1 day, 6:31:35, time: 2.205, data_time: 1.297, memory: 18352, top1_acc: 0.6414, top5_acc: 0.8404, loss_cls: 1.4797, loss: 1.4797, grad_norm: 4.6533 2021-06-04 16:41:20,723 - mmaction - INFO - Epoch [8][40/1243] lr: 7.500e-03, eta: 1 day, 6:31:05, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.6393, top5_acc: 0.8391, loss_cls: 1.4860, loss: 1.4860, grad_norm: 4.5472 2021-06-04 16:41:39,064 - mmaction - INFO - Epoch [8][60/1243] lr: 7.500e-03, eta: 1 day, 6:30:37, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6573, top5_acc: 0.8602, loss_cls: 1.4015, loss: 1.4015, grad_norm: 4.3434 2021-06-04 16:41:57,674 - mmaction - INFO - Epoch [8][80/1243] lr: 7.500e-03, eta: 1 day, 6:30:13, time: 0.930, data_time: 0.001, memory: 18352, top1_acc: 0.6344, top5_acc: 0.8464, loss_cls: 1.4821, loss: 1.4821, grad_norm: 4.6092 2021-06-04 16:42:15,884 - mmaction - INFO - Epoch [8][100/1243] lr: 7.500e-03, eta: 1 day, 6:29:44, time: 0.911, data_time: 0.001, memory: 18352, top1_acc: 0.6521, top5_acc: 0.8607, loss_cls: 1.4132, loss: 1.4132, grad_norm: 4.8688 2021-06-04 16:42:34,205 - mmaction - INFO - Epoch [8][120/1243] lr: 7.500e-03, eta: 1 day, 6:29:16, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6508, top5_acc: 0.8477, loss_cls: 1.4352, loss: 1.4352, grad_norm: 4.6502 2021-06-04 16:42:53,527 - mmaction - INFO - Epoch [8][140/1243] lr: 7.500e-03, eta: 1 day, 6:29:01, time: 0.966, data_time: 0.056, memory: 18352, top1_acc: 0.6487, top5_acc: 0.8547, loss_cls: 1.4202, loss: 1.4202, grad_norm: 4.4952 2021-06-04 16:43:11,777 - mmaction - INFO - Epoch [8][160/1243] lr: 7.500e-03, eta: 1 day, 6:28:32, time: 0.911, data_time: 0.000, memory: 18352, top1_acc: 0.6484, top5_acc: 0.8479, loss_cls: 1.4421, loss: 1.4421, grad_norm: 4.5298 2021-06-04 16:43:30,048 - mmaction - INFO - Epoch [8][180/1243] lr: 7.500e-03, eta: 1 day, 6:28:03, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6443, top5_acc: 0.8430, loss_cls: 1.4727, loss: 1.4727, grad_norm: 4.7512 2021-06-04 16:43:48,768 - mmaction - INFO - Epoch [8][200/1243] lr: 7.500e-03, eta: 1 day, 6:27:40, time: 0.936, data_time: 0.024, memory: 18352, top1_acc: 0.6497, top5_acc: 0.8471, loss_cls: 1.4370, loss: 1.4370, grad_norm: 4.6753 2021-06-04 16:44:07,543 - mmaction - INFO - Epoch [8][220/1243] lr: 7.500e-03, eta: 1 day, 6:27:18, time: 0.938, data_time: 0.025, memory: 18352, top1_acc: 0.6451, top5_acc: 0.8461, loss_cls: 1.4496, loss: 1.4496, grad_norm: 5.3819 2021-06-04 16:44:26,268 - mmaction - INFO - Epoch [8][240/1243] lr: 7.500e-03, eta: 1 day, 6:26:56, time: 0.936, data_time: 0.024, memory: 18352, top1_acc: 0.6456, top5_acc: 0.8513, loss_cls: 1.4481, loss: 1.4481, grad_norm: 4.7243 2021-06-04 16:44:44,660 - mmaction - INFO - Epoch [8][260/1243] lr: 7.500e-03, eta: 1 day, 6:26:29, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6292, top5_acc: 0.8414, loss_cls: 1.4939, loss: 1.4939, grad_norm: 4.8632 2021-06-04 16:45:03,038 - mmaction - INFO - Epoch [8][280/1243] lr: 7.500e-03, eta: 1 day, 6:26:02, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6398, top5_acc: 0.8555, loss_cls: 1.4435, loss: 1.4435, grad_norm: 4.8868 2021-06-04 16:45:21,715 - mmaction - INFO - Epoch [8][300/1243] lr: 7.500e-03, eta: 1 day, 6:25:39, time: 0.933, data_time: 0.019, memory: 18352, top1_acc: 0.6474, top5_acc: 0.8568, loss_cls: 1.4001, loss: 1.4001, grad_norm: 4.9007 2021-06-04 16:45:39,986 - mmaction - INFO - Epoch [8][320/1243] lr: 7.500e-03, eta: 1 day, 6:25:10, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.6503, top5_acc: 0.8497, loss_cls: 1.4293, loss: 1.4293, grad_norm: 5.2042 2021-06-04 16:45:58,235 - mmaction - INFO - Epoch [8][340/1243] lr: 7.500e-03, eta: 1 day, 6:24:42, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.6352, top5_acc: 0.8414, loss_cls: 1.5005, loss: 1.5005, grad_norm: 5.1998 2021-06-04 16:46:16,540 - mmaction - INFO - Epoch [8][360/1243] lr: 7.500e-03, eta: 1 day, 6:24:14, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6471, top5_acc: 0.8471, loss_cls: 1.4461, loss: 1.4461, grad_norm: 4.8976 2021-06-04 16:46:34,923 - mmaction - INFO - Epoch [8][380/1243] lr: 7.500e-03, eta: 1 day, 6:23:47, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6641, top5_acc: 0.8557, loss_cls: 1.3972, loss: 1.3972, grad_norm: 6.0235 2021-06-04 16:46:53,222 - mmaction - INFO - Epoch [8][400/1243] lr: 7.500e-03, eta: 1 day, 6:23:19, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6141, top5_acc: 0.8284, loss_cls: 1.6012, loss: 1.6012, grad_norm: 6.2386 2021-06-04 16:47:11,546 - mmaction - INFO - Epoch [8][420/1243] lr: 7.500e-03, eta: 1 day, 6:22:52, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6245, top5_acc: 0.8430, loss_cls: 1.5245, loss: 1.5245, grad_norm: 5.2637 2021-06-04 16:47:30,061 - mmaction - INFO - Epoch [8][440/1243] lr: 7.500e-03, eta: 1 day, 6:22:27, time: 0.926, data_time: 0.000, memory: 18352, top1_acc: 0.6331, top5_acc: 0.8383, loss_cls: 1.4988, loss: 1.4988, grad_norm: 4.9212 2021-06-04 16:47:49,321 - mmaction - INFO - Epoch [8][460/1243] lr: 7.500e-03, eta: 1 day, 6:22:11, time: 0.962, data_time: 0.000, memory: 18352, top1_acc: 0.6315, top5_acc: 0.8339, loss_cls: 1.5299, loss: 1.5299, grad_norm: 5.3474 2021-06-04 16:48:08,747 - mmaction - INFO - Epoch [8][480/1243] lr: 7.500e-03, eta: 1 day, 6:21:58, time: 0.972, data_time: 0.001, memory: 18352, top1_acc: 0.6352, top5_acc: 0.8359, loss_cls: 1.5192, loss: 1.5192, grad_norm: 5.2128 2021-06-04 16:48:27,139 - mmaction - INFO - Epoch [8][500/1243] lr: 7.500e-03, eta: 1 day, 6:21:31, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6367, top5_acc: 0.8453, loss_cls: 1.4890, loss: 1.4890, grad_norm: 4.7036 2021-06-04 16:48:45,458 - mmaction - INFO - Epoch [8][520/1243] lr: 7.500e-03, eta: 1 day, 6:21:04, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6336, top5_acc: 0.8427, loss_cls: 1.4795, loss: 1.4795, grad_norm: 5.0423 2021-06-04 16:49:04,189 - mmaction - INFO - Epoch [8][540/1243] lr: 7.500e-03, eta: 1 day, 6:20:42, time: 0.936, data_time: 0.001, memory: 18352, top1_acc: 0.6445, top5_acc: 0.8586, loss_cls: 1.4318, loss: 1.4318, grad_norm: 5.1744 2021-06-04 16:49:22,487 - mmaction - INFO - Epoch [8][560/1243] lr: 7.500e-03, eta: 1 day, 6:20:14, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6393, top5_acc: 0.8391, loss_cls: 1.5116, loss: 1.5116, grad_norm: 4.7156 2021-06-04 16:49:40,776 - mmaction - INFO - Epoch [8][580/1243] lr: 7.500e-03, eta: 1 day, 6:19:46, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6357, top5_acc: 0.8497, loss_cls: 1.4875, loss: 1.4875, grad_norm: 5.4454 2021-06-04 16:49:59,161 - mmaction - INFO - Epoch [8][600/1243] lr: 7.500e-03, eta: 1 day, 6:19:20, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6359, top5_acc: 0.8557, loss_cls: 1.4417, loss: 1.4417, grad_norm: 5.3131 2021-06-04 16:50:17,577 - mmaction - INFO - Epoch [8][620/1243] lr: 7.500e-03, eta: 1 day, 6:18:54, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6281, top5_acc: 0.8419, loss_cls: 1.5106, loss: 1.5106, grad_norm: 5.8224 2021-06-04 16:50:36,002 - mmaction - INFO - Epoch [8][640/1243] lr: 7.500e-03, eta: 1 day, 6:18:28, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6190, top5_acc: 0.8333, loss_cls: 1.5395, loss: 1.5395, grad_norm: 5.9129 2021-06-04 16:50:54,304 - mmaction - INFO - Epoch [8][660/1243] lr: 7.500e-03, eta: 1 day, 6:18:01, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6289, top5_acc: 0.8375, loss_cls: 1.5206, loss: 1.5206, grad_norm: 5.1672 2021-06-04 16:51:12,640 - mmaction - INFO - Epoch [8][680/1243] lr: 7.500e-03, eta: 1 day, 6:17:34, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6417, top5_acc: 0.8391, loss_cls: 1.4984, loss: 1.4984, grad_norm: 4.6171 2021-06-04 16:51:30,994 - mmaction - INFO - Epoch [8][700/1243] lr: 7.500e-03, eta: 1 day, 6:17:07, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6513, top5_acc: 0.8534, loss_cls: 1.4062, loss: 1.4062, grad_norm: 5.1690 2021-06-04 16:51:49,364 - mmaction - INFO - Epoch [8][720/1243] lr: 7.500e-03, eta: 1 day, 6:16:41, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6427, top5_acc: 0.8417, loss_cls: 1.4889, loss: 1.4889, grad_norm: 7.5728 2021-06-04 16:52:07,942 - mmaction - INFO - Epoch [8][740/1243] lr: 7.500e-03, eta: 1 day, 6:16:17, time: 0.929, data_time: 0.013, memory: 18352, top1_acc: 0.6258, top5_acc: 0.8297, loss_cls: 1.5693, loss: 1.5693, grad_norm: 5.3725 2021-06-04 16:52:26,936 - mmaction - INFO - Epoch [8][760/1243] lr: 7.500e-03, eta: 1 day, 6:15:58, time: 0.949, data_time: 0.033, memory: 18352, top1_acc: 0.6073, top5_acc: 0.8250, loss_cls: 1.6332, loss: 1.6332, grad_norm: 7.5344 2021-06-04 16:52:47,055 - mmaction - INFO - Epoch [8][780/1243] lr: 7.500e-03, eta: 1 day, 6:15:53, time: 1.005, data_time: 0.094, memory: 18352, top1_acc: 0.5729, top5_acc: 0.7982, loss_cls: 1.8365, loss: 1.8365, grad_norm: 5.7940 2021-06-04 16:53:05,387 - mmaction - INFO - Epoch [8][800/1243] lr: 7.500e-03, eta: 1 day, 6:15:27, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6419, top5_acc: 0.8482, loss_cls: 1.4913, loss: 1.4913, grad_norm: 4.9926 2021-06-04 16:53:23,812 - mmaction - INFO - Epoch [8][820/1243] lr: 7.500e-03, eta: 1 day, 6:15:01, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.6349, top5_acc: 0.8536, loss_cls: 1.4747, loss: 1.4747, grad_norm: 5.3534 2021-06-04 16:53:42,167 - mmaction - INFO - Epoch [8][840/1243] lr: 7.500e-03, eta: 1 day, 6:14:34, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6422, top5_acc: 0.8510, loss_cls: 1.4603, loss: 1.4603, grad_norm: 5.0455 2021-06-04 16:54:00,508 - mmaction - INFO - Epoch [8][860/1243] lr: 7.500e-03, eta: 1 day, 6:14:08, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6401, top5_acc: 0.8466, loss_cls: 1.4884, loss: 1.4884, grad_norm: 5.9762 2021-06-04 16:54:20,291 - mmaction - INFO - Epoch [8][880/1243] lr: 7.500e-03, eta: 1 day, 6:13:59, time: 0.989, data_time: 0.039, memory: 18352, top1_acc: 0.6255, top5_acc: 0.8302, loss_cls: 1.5458, loss: 1.5458, grad_norm: 5.7265 2021-06-04 16:54:39,485 - mmaction - INFO - Epoch [8][900/1243] lr: 7.500e-03, eta: 1 day, 6:13:42, time: 0.959, data_time: 0.012, memory: 18352, top1_acc: 0.6323, top5_acc: 0.8362, loss_cls: 1.5253, loss: 1.5253, grad_norm: 6.0403 2021-06-04 16:54:58,405 - mmaction - INFO - Epoch [8][920/1243] lr: 7.500e-03, eta: 1 day, 6:13:22, time: 0.946, data_time: 0.001, memory: 18352, top1_acc: 0.6310, top5_acc: 0.8432, loss_cls: 1.5127, loss: 1.5127, grad_norm: 5.6973 2021-06-04 16:55:17,649 - mmaction - INFO - Epoch [8][940/1243] lr: 7.500e-03, eta: 1 day, 6:13:06, time: 0.961, data_time: 0.001, memory: 18352, top1_acc: 0.6279, top5_acc: 0.8383, loss_cls: 1.5187, loss: 1.5187, grad_norm: 5.3648 2021-06-04 16:55:35,991 - mmaction - INFO - Epoch [8][960/1243] lr: 7.500e-03, eta: 1 day, 6:12:40, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.6354, top5_acc: 0.8352, loss_cls: 1.5112, loss: 1.5112, grad_norm: 5.3658 2021-06-04 16:55:54,337 - mmaction - INFO - Epoch [8][980/1243] lr: 7.500e-03, eta: 1 day, 6:12:14, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6271, top5_acc: 0.8508, loss_cls: 1.4838, loss: 1.4838, grad_norm: 4.8353 2021-06-04 16:56:13,127 - mmaction - INFO - Epoch [8][1000/1243] lr: 7.500e-03, eta: 1 day, 6:11:53, time: 0.940, data_time: 0.001, memory: 18352, top1_acc: 0.6258, top5_acc: 0.8417, loss_cls: 1.5315, loss: 1.5315, grad_norm: 4.6338 2021-06-04 16:56:32,492 - mmaction - INFO - Epoch [8][1020/1243] lr: 7.500e-03, eta: 1 day, 6:11:38, time: 0.968, data_time: 0.000, memory: 18352, top1_acc: 0.6414, top5_acc: 0.8453, loss_cls: 1.4790, loss: 1.4790, grad_norm: 5.2687 2021-06-04 16:56:50,824 - mmaction - INFO - Epoch [8][1040/1243] lr: 7.500e-03, eta: 1 day, 6:11:12, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6529, top5_acc: 0.8495, loss_cls: 1.4398, loss: 1.4398, grad_norm: 4.8015 2021-06-04 16:57:09,221 - mmaction - INFO - Epoch [8][1060/1243] lr: 7.500e-03, eta: 1 day, 6:10:46, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6419, top5_acc: 0.8487, loss_cls: 1.4787, loss: 1.4787, grad_norm: 4.6818 2021-06-04 16:57:27,734 - mmaction - INFO - Epoch [8][1080/1243] lr: 7.500e-03, eta: 1 day, 6:10:22, time: 0.925, data_time: 0.000, memory: 18352, top1_acc: 0.6315, top5_acc: 0.8404, loss_cls: 1.5407, loss: 1.5407, grad_norm: 4.9182 2021-06-04 16:57:47,475 - mmaction - INFO - Epoch [8][1100/1243] lr: 7.500e-03, eta: 1 day, 6:10:12, time: 0.986, data_time: 0.001, memory: 18352, top1_acc: 0.6315, top5_acc: 0.8372, loss_cls: 1.5353, loss: 1.5353, grad_norm: 4.8023 2021-06-04 16:58:06,852 - mmaction - INFO - Epoch [8][1120/1243] lr: 7.500e-03, eta: 1 day, 6:09:57, time: 0.969, data_time: 0.001, memory: 18352, top1_acc: 0.6370, top5_acc: 0.8443, loss_cls: 1.4828, loss: 1.4828, grad_norm: 4.3985 2021-06-04 16:58:25,523 - mmaction - INFO - Epoch [8][1140/1243] lr: 7.500e-03, eta: 1 day, 6:09:35, time: 0.934, data_time: 0.001, memory: 18352, top1_acc: 0.6529, top5_acc: 0.8531, loss_cls: 1.4054, loss: 1.4054, grad_norm: 4.6006 2021-06-04 16:58:44,575 - mmaction - INFO - Epoch [8][1160/1243] lr: 7.500e-03, eta: 1 day, 6:09:17, time: 0.953, data_time: 0.001, memory: 18352, top1_acc: 0.6435, top5_acc: 0.8495, loss_cls: 1.4637, loss: 1.4637, grad_norm: 4.5087 2021-06-04 16:59:02,881 - mmaction - INFO - Epoch [8][1180/1243] lr: 7.500e-03, eta: 1 day, 6:08:50, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6451, top5_acc: 0.8427, loss_cls: 1.4760, loss: 1.4760, grad_norm: 4.9043 2021-06-04 16:59:21,259 - mmaction - INFO - Epoch [8][1200/1243] lr: 7.500e-03, eta: 1 day, 6:08:24, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6539, top5_acc: 0.8542, loss_cls: 1.4133, loss: 1.4133, grad_norm: 5.0913 2021-06-04 16:59:39,633 - mmaction - INFO - Epoch [8][1220/1243] lr: 7.500e-03, eta: 1 day, 6:07:59, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6536, top5_acc: 0.8482, loss_cls: 1.4469, loss: 1.4469, grad_norm: 4.7549 2021-06-04 16:59:57,739 - mmaction - INFO - Epoch [8][1240/1243] lr: 7.500e-03, eta: 1 day, 6:07:30, time: 0.905, data_time: 0.001, memory: 18352, top1_acc: 0.6331, top5_acc: 0.8367, loss_cls: 1.5414, loss: 1.5414, grad_norm: 4.6184 2021-06-04 17:02:21,043 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 17:02:21,701 - mmaction - INFO - top1_acc 0.6996 top5_acc 0.8961 2021-06-04 17:02:21,701 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 17:02:21,725 - mmaction - INFO - mean_acc 0.6996 2021-06-04 17:02:22,930 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2021-06-04 17:02:22,930 - mmaction - INFO - Best top1_acc is 0.6996 at 8 epoch. 2021-06-04 17:02:22,937 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-06-04 17:02:23,988 - mmaction - INFO - Epoch(val) [8][104] top1_acc: 0.6996, top5_acc: 0.8961, mean_class_accuracy: 0.6996 2021-06-04 17:03:09,289 - mmaction - INFO - Epoch [9][20/1243] lr: 7.500e-03, eta: 1 day, 6:11:37, time: 2.265, data_time: 1.358, memory: 18352, top1_acc: 0.6414, top5_acc: 0.8510, loss_cls: 1.4492, loss: 1.4492, grad_norm: 4.4958 2021-06-04 17:03:28,097 - mmaction - INFO - Epoch [9][40/1243] lr: 7.500e-03, eta: 1 day, 6:11:16, time: 0.940, data_time: 0.030, memory: 18352, top1_acc: 0.6513, top5_acc: 0.8495, loss_cls: 1.4279, loss: 1.4279, grad_norm: 4.6161 2021-06-04 17:03:47,276 - mmaction - INFO - Epoch [9][60/1243] lr: 7.500e-03, eta: 1 day, 6:10:59, time: 0.960, data_time: 0.049, memory: 18352, top1_acc: 0.6451, top5_acc: 0.8521, loss_cls: 1.4425, loss: 1.4425, grad_norm: 4.5412 2021-06-04 17:04:05,918 - mmaction - INFO - Epoch [9][80/1243] lr: 7.500e-03, eta: 1 day, 6:10:36, time: 0.932, data_time: 0.018, memory: 18352, top1_acc: 0.6427, top5_acc: 0.8518, loss_cls: 1.4258, loss: 1.4258, grad_norm: 4.4592 2021-06-04 17:04:24,594 - mmaction - INFO - Epoch [9][100/1243] lr: 7.500e-03, eta: 1 day, 6:10:13, time: 0.934, data_time: 0.020, memory: 18352, top1_acc: 0.6508, top5_acc: 0.8505, loss_cls: 1.4283, loss: 1.4283, grad_norm: 4.8405 2021-06-04 17:04:42,965 - mmaction - INFO - Epoch [9][120/1243] lr: 7.500e-03, eta: 1 day, 6:09:46, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6531, top5_acc: 0.8560, loss_cls: 1.4053, loss: 1.4053, grad_norm: 4.8504 2021-06-04 17:05:02,836 - mmaction - INFO - Epoch [9][140/1243] lr: 7.500e-03, eta: 1 day, 6:09:37, time: 0.993, data_time: 0.082, memory: 18352, top1_acc: 0.6378, top5_acc: 0.8544, loss_cls: 1.4209, loss: 1.4209, grad_norm: 4.6807 2021-06-04 17:05:21,098 - mmaction - INFO - Epoch [9][160/1243] lr: 7.500e-03, eta: 1 day, 6:09:10, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6542, top5_acc: 0.8591, loss_cls: 1.4144, loss: 1.4144, grad_norm: 5.1296 2021-06-04 17:05:39,479 - mmaction - INFO - Epoch [9][180/1243] lr: 7.500e-03, eta: 1 day, 6:08:43, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6521, top5_acc: 0.8461, loss_cls: 1.4519, loss: 1.4519, grad_norm: 4.6683 2021-06-04 17:05:57,804 - mmaction - INFO - Epoch [9][200/1243] lr: 7.500e-03, eta: 1 day, 6:08:17, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6479, top5_acc: 0.8536, loss_cls: 1.4455, loss: 1.4455, grad_norm: 5.3370 2021-06-04 17:06:16,265 - mmaction - INFO - Epoch [9][220/1243] lr: 7.500e-03, eta: 1 day, 6:07:52, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.6602, top5_acc: 0.8435, loss_cls: 1.4282, loss: 1.4282, grad_norm: 4.8280 2021-06-04 17:06:34,784 - mmaction - INFO - Epoch [9][240/1243] lr: 7.500e-03, eta: 1 day, 6:07:27, time: 0.926, data_time: 0.000, memory: 18352, top1_acc: 0.6521, top5_acc: 0.8438, loss_cls: 1.4412, loss: 1.4412, grad_norm: 5.4461 2021-06-04 17:06:54,124 - mmaction - INFO - Epoch [9][260/1243] lr: 7.500e-03, eta: 1 day, 6:07:12, time: 0.967, data_time: 0.001, memory: 18352, top1_acc: 0.6505, top5_acc: 0.8445, loss_cls: 1.4651, loss: 1.4651, grad_norm: 4.9162 2021-06-04 17:07:12,502 - mmaction - INFO - Epoch [9][280/1243] lr: 7.500e-03, eta: 1 day, 6:06:46, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6326, top5_acc: 0.8422, loss_cls: 1.4716, loss: 1.4716, grad_norm: 4.8586 2021-06-04 17:07:31,032 - mmaction - INFO - Epoch [9][300/1243] lr: 7.500e-03, eta: 1 day, 6:06:22, time: 0.927, data_time: 0.001, memory: 18352, top1_acc: 0.6487, top5_acc: 0.8544, loss_cls: 1.4413, loss: 1.4413, grad_norm: 4.6406 2021-06-04 17:07:50,698 - mmaction - INFO - Epoch [9][320/1243] lr: 7.500e-03, eta: 1 day, 6:06:10, time: 0.984, data_time: 0.001, memory: 18352, top1_acc: 0.6453, top5_acc: 0.8482, loss_cls: 1.4548, loss: 1.4548, grad_norm: 4.6117 2021-06-04 17:08:09,614 - mmaction - INFO - Epoch [9][340/1243] lr: 7.500e-03, eta: 1 day, 6:05:50, time: 0.946, data_time: 0.000, memory: 18352, top1_acc: 0.6534, top5_acc: 0.8549, loss_cls: 1.4137, loss: 1.4137, grad_norm: 4.8223 2021-06-04 17:08:28,036 - mmaction - INFO - Epoch [9][360/1243] lr: 7.500e-03, eta: 1 day, 6:05:25, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.6438, top5_acc: 0.8456, loss_cls: 1.4682, loss: 1.4682, grad_norm: 4.6738 2021-06-04 17:08:47,374 - mmaction - INFO - Epoch [9][380/1243] lr: 7.500e-03, eta: 1 day, 6:05:09, time: 0.967, data_time: 0.001, memory: 18352, top1_acc: 0.6583, top5_acc: 0.8654, loss_cls: 1.3598, loss: 1.3598, grad_norm: 4.5825 2021-06-04 17:09:05,758 - mmaction - INFO - Epoch [9][400/1243] lr: 7.500e-03, eta: 1 day, 6:04:43, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6500, top5_acc: 0.8552, loss_cls: 1.4183, loss: 1.4183, grad_norm: 4.9107 2021-06-04 17:09:25,064 - mmaction - INFO - Epoch [9][420/1243] lr: 7.500e-03, eta: 1 day, 6:04:28, time: 0.965, data_time: 0.001, memory: 18352, top1_acc: 0.6536, top5_acc: 0.8505, loss_cls: 1.4489, loss: 1.4489, grad_norm: 5.9884 2021-06-04 17:09:43,493 - mmaction - INFO - Epoch [9][440/1243] lr: 7.500e-03, eta: 1 day, 6:04:02, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6505, top5_acc: 0.8453, loss_cls: 1.4724, loss: 1.4724, grad_norm: 6.4264 2021-06-04 17:10:02,260 - mmaction - INFO - Epoch [9][460/1243] lr: 7.500e-03, eta: 1 day, 6:03:41, time: 0.939, data_time: 0.001, memory: 18352, top1_acc: 0.6245, top5_acc: 0.8362, loss_cls: 1.5241, loss: 1.5241, grad_norm: 5.0430 2021-06-04 17:10:21,447 - mmaction - INFO - Epoch [9][480/1243] lr: 7.500e-03, eta: 1 day, 6:03:24, time: 0.959, data_time: 0.000, memory: 18352, top1_acc: 0.6531, top5_acc: 0.8534, loss_cls: 1.4334, loss: 1.4334, grad_norm: 5.0521 2021-06-04 17:10:40,883 - mmaction - INFO - Epoch [9][500/1243] lr: 7.500e-03, eta: 1 day, 6:03:09, time: 0.972, data_time: 0.001, memory: 18352, top1_acc: 0.6552, top5_acc: 0.8635, loss_cls: 1.3854, loss: 1.3854, grad_norm: 4.9442 2021-06-04 17:11:00,377 - mmaction - INFO - Epoch [9][520/1243] lr: 7.500e-03, eta: 1 day, 6:02:56, time: 0.975, data_time: 0.000, memory: 18352, top1_acc: 0.6401, top5_acc: 0.8448, loss_cls: 1.4977, loss: 1.4977, grad_norm: 5.3937 2021-06-04 17:11:18,935 - mmaction - INFO - Epoch [9][540/1243] lr: 7.500e-03, eta: 1 day, 6:02:32, time: 0.928, data_time: 0.000, memory: 18352, top1_acc: 0.6385, top5_acc: 0.8531, loss_cls: 1.4278, loss: 1.4278, grad_norm: 5.1186 2021-06-04 17:11:37,950 - mmaction - INFO - Epoch [9][560/1243] lr: 7.500e-03, eta: 1 day, 6:02:13, time: 0.951, data_time: 0.000, memory: 18352, top1_acc: 0.6388, top5_acc: 0.8471, loss_cls: 1.4752, loss: 1.4752, grad_norm: 5.1574 2021-06-04 17:11:56,218 - mmaction - INFO - Epoch [9][580/1243] lr: 7.500e-03, eta: 1 day, 6:01:46, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6490, top5_acc: 0.8474, loss_cls: 1.4297, loss: 1.4297, grad_norm: 4.9184 2021-06-04 17:12:15,173 - mmaction - INFO - Epoch [9][600/1243] lr: 7.500e-03, eta: 1 day, 6:01:26, time: 0.948, data_time: 0.000, memory: 18352, top1_acc: 0.6406, top5_acc: 0.8492, loss_cls: 1.4409, loss: 1.4409, grad_norm: 4.7977 2021-06-04 17:12:34,492 - mmaction - INFO - Epoch [9][620/1243] lr: 7.500e-03, eta: 1 day, 6:01:11, time: 0.965, data_time: 0.000, memory: 18352, top1_acc: 0.6391, top5_acc: 0.8456, loss_cls: 1.4797, loss: 1.4797, grad_norm: 5.4157 2021-06-04 17:12:52,903 - mmaction - INFO - Epoch [9][640/1243] lr: 7.500e-03, eta: 1 day, 6:00:45, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6422, top5_acc: 0.8513, loss_cls: 1.4263, loss: 1.4263, grad_norm: 5.3794 2021-06-04 17:13:11,271 - mmaction - INFO - Epoch [9][660/1243] lr: 7.500e-03, eta: 1 day, 6:00:20, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6555, top5_acc: 0.8573, loss_cls: 1.3957, loss: 1.3957, grad_norm: 6.0182 2021-06-04 17:13:30,370 - mmaction - INFO - Epoch [9][680/1243] lr: 7.500e-03, eta: 1 day, 6:00:02, time: 0.954, data_time: 0.000, memory: 18352, top1_acc: 0.6398, top5_acc: 0.8388, loss_cls: 1.4616, loss: 1.4616, grad_norm: 5.1473 2021-06-04 17:13:49,899 - mmaction - INFO - Epoch [9][700/1243] lr: 7.500e-03, eta: 1 day, 5:59:48, time: 0.976, data_time: 0.001, memory: 18352, top1_acc: 0.6414, top5_acc: 0.8391, loss_cls: 1.4694, loss: 1.4694, grad_norm: 4.5157 2021-06-04 17:14:09,434 - mmaction - INFO - Epoch [9][720/1243] lr: 7.500e-03, eta: 1 day, 5:59:35, time: 0.977, data_time: 0.001, memory: 18352, top1_acc: 0.6349, top5_acc: 0.8523, loss_cls: 1.4707, loss: 1.4707, grad_norm: 4.9549 2021-06-04 17:14:28,210 - mmaction - INFO - Epoch [9][740/1243] lr: 7.500e-03, eta: 1 day, 5:59:13, time: 0.938, data_time: 0.000, memory: 18352, top1_acc: 0.6456, top5_acc: 0.8492, loss_cls: 1.4511, loss: 1.4511, grad_norm: 4.8140 2021-06-04 17:14:47,673 - mmaction - INFO - Epoch [9][760/1243] lr: 7.500e-03, eta: 1 day, 5:58:59, time: 0.974, data_time: 0.001, memory: 18352, top1_acc: 0.6430, top5_acc: 0.8479, loss_cls: 1.4431, loss: 1.4431, grad_norm: 5.4945 2021-06-04 17:15:06,217 - mmaction - INFO - Epoch [9][780/1243] lr: 7.500e-03, eta: 1 day, 5:58:36, time: 0.927, data_time: 0.000, memory: 18352, top1_acc: 0.6346, top5_acc: 0.8424, loss_cls: 1.5249, loss: 1.5249, grad_norm: 5.0507 2021-06-04 17:15:24,898 - mmaction - INFO - Epoch [9][800/1243] lr: 7.500e-03, eta: 1 day, 5:58:13, time: 0.934, data_time: 0.001, memory: 18352, top1_acc: 0.6344, top5_acc: 0.8349, loss_cls: 1.5124, loss: 1.5124, grad_norm: 4.6312 2021-06-04 17:15:44,457 - mmaction - INFO - Epoch [9][820/1243] lr: 7.500e-03, eta: 1 day, 5:58:00, time: 0.978, data_time: 0.001, memory: 18352, top1_acc: 0.6375, top5_acc: 0.8484, loss_cls: 1.4430, loss: 1.4430, grad_norm: 4.6362 2021-06-04 17:16:03,352 - mmaction - INFO - Epoch [9][840/1243] lr: 7.500e-03, eta: 1 day, 5:57:40, time: 0.944, data_time: 0.001, memory: 18352, top1_acc: 0.6391, top5_acc: 0.8474, loss_cls: 1.4687, loss: 1.4687, grad_norm: 4.7973 2021-06-04 17:16:21,771 - mmaction - INFO - Epoch [9][860/1243] lr: 7.500e-03, eta: 1 day, 5:57:15, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6284, top5_acc: 0.8518, loss_cls: 1.4887, loss: 1.4887, grad_norm: 4.6109 2021-06-04 17:16:41,702 - mmaction - INFO - Epoch [9][880/1243] lr: 7.500e-03, eta: 1 day, 5:57:05, time: 0.998, data_time: 0.001, memory: 18352, top1_acc: 0.6432, top5_acc: 0.8445, loss_cls: 1.4537, loss: 1.4537, grad_norm: 4.6576 2021-06-04 17:17:00,405 - mmaction - INFO - Epoch [9][900/1243] lr: 7.500e-03, eta: 1 day, 5:56:43, time: 0.935, data_time: 0.000, memory: 18352, top1_acc: 0.6370, top5_acc: 0.8500, loss_cls: 1.4800, loss: 1.4800, grad_norm: 4.5027 2021-06-04 17:17:18,929 - mmaction - INFO - Epoch [9][920/1243] lr: 7.500e-03, eta: 1 day, 5:56:19, time: 0.925, data_time: 0.000, memory: 18352, top1_acc: 0.6586, top5_acc: 0.8549, loss_cls: 1.4079, loss: 1.4079, grad_norm: 4.7235 2021-06-04 17:17:37,310 - mmaction - INFO - Epoch [9][940/1243] lr: 7.500e-03, eta: 1 day, 5:55:54, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.6430, top5_acc: 0.8557, loss_cls: 1.4278, loss: 1.4278, grad_norm: 5.1015 2021-06-04 17:17:57,066 - mmaction - INFO - Epoch [9][960/1243] lr: 7.500e-03, eta: 1 day, 5:55:43, time: 0.987, data_time: 0.001, memory: 18352, top1_acc: 0.6422, top5_acc: 0.8451, loss_cls: 1.4708, loss: 1.4708, grad_norm: 4.8559 2021-06-04 17:18:15,578 - mmaction - INFO - Epoch [9][980/1243] lr: 7.500e-03, eta: 1 day, 5:55:19, time: 0.926, data_time: 0.001, memory: 18352, top1_acc: 0.6570, top5_acc: 0.8523, loss_cls: 1.4098, loss: 1.4098, grad_norm: 4.7296 2021-06-04 17:18:34,398 - mmaction - INFO - Epoch [9][1000/1243] lr: 7.500e-03, eta: 1 day, 5:54:58, time: 0.940, data_time: 0.000, memory: 18352, top1_acc: 0.6581, top5_acc: 0.8464, loss_cls: 1.4326, loss: 1.4326, grad_norm: 4.8236 2021-06-04 17:18:53,697 - mmaction - INFO - Epoch [9][1020/1243] lr: 7.500e-03, eta: 1 day, 5:54:42, time: 0.965, data_time: 0.001, memory: 18352, top1_acc: 0.6443, top5_acc: 0.8492, loss_cls: 1.4396, loss: 1.4396, grad_norm: 4.5007 2021-06-04 17:19:12,077 - mmaction - INFO - Epoch [9][1040/1243] lr: 7.500e-03, eta: 1 day, 5:54:16, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6294, top5_acc: 0.8510, loss_cls: 1.4764, loss: 1.4764, grad_norm: 4.7890 2021-06-04 17:19:30,385 - mmaction - INFO - Epoch [9][1060/1243] lr: 7.500e-03, eta: 1 day, 5:53:50, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.6487, top5_acc: 0.8435, loss_cls: 1.4545, loss: 1.4545, grad_norm: 4.6447 2021-06-04 17:19:48,729 - mmaction - INFO - Epoch [9][1080/1243] lr: 7.500e-03, eta: 1 day, 5:53:24, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6677, top5_acc: 0.8628, loss_cls: 1.3417, loss: 1.3417, grad_norm: 4.7412 2021-06-04 17:20:07,052 - mmaction - INFO - Epoch [9][1100/1243] lr: 7.500e-03, eta: 1 day, 5:52:58, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6422, top5_acc: 0.8536, loss_cls: 1.4459, loss: 1.4459, grad_norm: 4.9708 2021-06-04 17:20:25,891 - mmaction - INFO - Epoch [9][1120/1243] lr: 7.500e-03, eta: 1 day, 5:52:38, time: 0.941, data_time: 0.000, memory: 18352, top1_acc: 0.6596, top5_acc: 0.8568, loss_cls: 1.4249, loss: 1.4249, grad_norm: 4.9082 2021-06-04 17:20:45,710 - mmaction - INFO - Epoch [9][1140/1243] lr: 7.500e-03, eta: 1 day, 5:52:27, time: 0.991, data_time: 0.002, memory: 18352, top1_acc: 0.6453, top5_acc: 0.8495, loss_cls: 1.4760, loss: 1.4760, grad_norm: 4.5119 2021-06-04 17:21:04,928 - mmaction - INFO - Epoch [9][1160/1243] lr: 7.500e-03, eta: 1 day, 5:52:11, time: 0.962, data_time: 0.001, memory: 18352, top1_acc: 0.6565, top5_acc: 0.8599, loss_cls: 1.3873, loss: 1.3873, grad_norm: 4.3615 2021-06-04 17:21:24,285 - mmaction - INFO - Epoch [9][1180/1243] lr: 7.500e-03, eta: 1 day, 5:51:55, time: 0.968, data_time: 0.000, memory: 18352, top1_acc: 0.6656, top5_acc: 0.8513, loss_cls: 1.4042, loss: 1.4042, grad_norm: 4.5300 2021-06-04 17:21:42,948 - mmaction - INFO - Epoch [9][1200/1243] lr: 7.500e-03, eta: 1 day, 5:51:33, time: 0.933, data_time: 0.000, memory: 18352, top1_acc: 0.6453, top5_acc: 0.8448, loss_cls: 1.4544, loss: 1.4544, grad_norm: 5.0277 2021-06-04 17:22:02,212 - mmaction - INFO - Epoch [9][1220/1243] lr: 7.500e-03, eta: 1 day, 5:51:16, time: 0.963, data_time: 0.000, memory: 18352, top1_acc: 0.6477, top5_acc: 0.8411, loss_cls: 1.4634, loss: 1.4634, grad_norm: 4.8629 2021-06-04 17:22:20,366 - mmaction - INFO - Epoch [9][1240/1243] lr: 7.500e-03, eta: 1 day, 5:50:49, time: 0.908, data_time: 0.001, memory: 18352, top1_acc: 0.6458, top5_acc: 0.8510, loss_cls: 1.4336, loss: 1.4336, grad_norm: 4.5916 2021-06-04 17:24:42,815 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 17:24:43,464 - mmaction - INFO - top1_acc 0.7077 top5_acc 0.9006 2021-06-04 17:24:43,464 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 17:24:43,493 - mmaction - INFO - mean_acc 0.7077 2021-06-04 17:24:44,712 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_9.pth. 2021-06-04 17:24:44,712 - mmaction - INFO - Best top1_acc is 0.7077 at 9 epoch. 2021-06-04 17:24:44,719 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-06-04 17:24:45,775 - mmaction - INFO - Epoch(val) [9][104] top1_acc: 0.7077, top5_acc: 0.9006, mean_class_accuracy: 0.7077 2021-06-04 17:25:29,664 - mmaction - INFO - Epoch [10][20/1243] lr: 7.500e-03, eta: 1 day, 5:54:09, time: 2.193, data_time: 1.282, memory: 18352, top1_acc: 0.6562, top5_acc: 0.8620, loss_cls: 1.3716, loss: 1.3716, grad_norm: 4.5818 2021-06-04 17:25:47,988 - mmaction - INFO - Epoch [10][40/1243] lr: 7.500e-03, eta: 1 day, 5:53:43, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.6661, top5_acc: 0.8609, loss_cls: 1.3594, loss: 1.3594, grad_norm: 4.6849 2021-06-04 17:26:06,615 - mmaction - INFO - Epoch [10][60/1243] lr: 7.500e-03, eta: 1 day, 5:53:20, time: 0.931, data_time: 0.014, memory: 18352, top1_acc: 0.6612, top5_acc: 0.8518, loss_cls: 1.3937, loss: 1.3937, grad_norm: 5.3341 2021-06-04 17:26:25,545 - mmaction - INFO - Epoch [10][80/1243] lr: 7.500e-03, eta: 1 day, 5:53:00, time: 0.946, data_time: 0.032, memory: 18352, top1_acc: 0.6552, top5_acc: 0.8547, loss_cls: 1.4085, loss: 1.4085, grad_norm: 4.6027 2021-06-04 17:26:43,917 - mmaction - INFO - Epoch [10][100/1243] lr: 7.500e-03, eta: 1 day, 5:52:34, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6807, top5_acc: 0.8724, loss_cls: 1.3020, loss: 1.3020, grad_norm: 4.5846 2021-06-04 17:27:02,315 - mmaction - INFO - Epoch [10][120/1243] lr: 7.500e-03, eta: 1 day, 5:52:09, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6531, top5_acc: 0.8544, loss_cls: 1.4184, loss: 1.4184, grad_norm: 5.6829 2021-06-04 17:27:21,992 - mmaction - INFO - Epoch [10][140/1243] lr: 7.500e-03, eta: 1 day, 5:51:56, time: 0.984, data_time: 0.069, memory: 18352, top1_acc: 0.6573, top5_acc: 0.8549, loss_cls: 1.3994, loss: 1.3994, grad_norm: 5.7088 2021-06-04 17:27:41,184 - mmaction - INFO - Epoch [10][160/1243] lr: 7.500e-03, eta: 1 day, 5:51:39, time: 0.960, data_time: 0.048, memory: 18352, top1_acc: 0.6503, top5_acc: 0.8586, loss_cls: 1.4060, loss: 1.4060, grad_norm: 5.2816 2021-06-04 17:28:00,350 - mmaction - INFO - Epoch [10][180/1243] lr: 7.500e-03, eta: 1 day, 5:51:21, time: 0.958, data_time: 0.043, memory: 18352, top1_acc: 0.6466, top5_acc: 0.8599, loss_cls: 1.3854, loss: 1.3854, grad_norm: 5.3511 2021-06-04 17:28:19,768 - mmaction - INFO - Epoch [10][200/1243] lr: 7.500e-03, eta: 1 day, 5:51:06, time: 0.971, data_time: 0.060, memory: 18352, top1_acc: 0.6607, top5_acc: 0.8583, loss_cls: 1.3750, loss: 1.3750, grad_norm: 4.9427 2021-06-04 17:28:38,134 - mmaction - INFO - Epoch [10][220/1243] lr: 7.500e-03, eta: 1 day, 5:50:40, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6516, top5_acc: 0.8500, loss_cls: 1.4060, loss: 1.4060, grad_norm: 5.0627 2021-06-04 17:28:56,739 - mmaction - INFO - Epoch [10][240/1243] lr: 7.500e-03, eta: 1 day, 5:50:17, time: 0.931, data_time: 0.001, memory: 18352, top1_acc: 0.6651, top5_acc: 0.8633, loss_cls: 1.3766, loss: 1.3766, grad_norm: 5.0803 2021-06-04 17:29:15,277 - mmaction - INFO - Epoch [10][260/1243] lr: 7.500e-03, eta: 1 day, 5:49:53, time: 0.927, data_time: 0.001, memory: 18352, top1_acc: 0.6471, top5_acc: 0.8513, loss_cls: 1.4374, loss: 1.4374, grad_norm: 4.8544 2021-06-04 17:29:33,723 - mmaction - INFO - Epoch [10][280/1243] lr: 7.500e-03, eta: 1 day, 5:49:28, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6484, top5_acc: 0.8484, loss_cls: 1.4145, loss: 1.4145, grad_norm: 4.6475 2021-06-04 17:29:52,079 - mmaction - INFO - Epoch [10][300/1243] lr: 7.500e-03, eta: 1 day, 5:49:02, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.6513, top5_acc: 0.8500, loss_cls: 1.4148, loss: 1.4148, grad_norm: 5.0552 2021-06-04 17:30:11,088 - mmaction - INFO - Epoch [10][320/1243] lr: 7.500e-03, eta: 1 day, 5:48:43, time: 0.951, data_time: 0.001, memory: 18352, top1_acc: 0.6596, top5_acc: 0.8591, loss_cls: 1.3821, loss: 1.3821, grad_norm: 4.6348 2021-06-04 17:30:29,940 - mmaction - INFO - Epoch [10][340/1243] lr: 7.500e-03, eta: 1 day, 5:48:22, time: 0.942, data_time: 0.000, memory: 18352, top1_acc: 0.6594, top5_acc: 0.8573, loss_cls: 1.3947, loss: 1.3947, grad_norm: 4.6506 2021-06-04 17:30:48,557 - mmaction - INFO - Epoch [10][360/1243] lr: 7.500e-03, eta: 1 day, 5:47:59, time: 0.931, data_time: 0.001, memory: 18352, top1_acc: 0.6542, top5_acc: 0.8669, loss_cls: 1.3786, loss: 1.3786, grad_norm: 5.0174 2021-06-04 17:31:07,685 - mmaction - INFO - Epoch [10][380/1243] lr: 7.500e-03, eta: 1 day, 5:47:41, time: 0.957, data_time: 0.001, memory: 18352, top1_acc: 0.6477, top5_acc: 0.8565, loss_cls: 1.4183, loss: 1.4183, grad_norm: 5.0146 2021-06-04 17:31:26,041 - mmaction - INFO - Epoch [10][400/1243] lr: 7.500e-03, eta: 1 day, 5:47:16, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6445, top5_acc: 0.8516, loss_cls: 1.4316, loss: 1.4316, grad_norm: 4.9923 2021-06-04 17:31:44,439 - mmaction - INFO - Epoch [10][420/1243] lr: 7.500e-03, eta: 1 day, 5:46:51, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.6562, top5_acc: 0.8664, loss_cls: 1.3849, loss: 1.3849, grad_norm: 4.6305 2021-06-04 17:32:04,113 - mmaction - INFO - Epoch [10][440/1243] lr: 7.500e-03, eta: 1 day, 5:46:38, time: 0.984, data_time: 0.001, memory: 18352, top1_acc: 0.6542, top5_acc: 0.8523, loss_cls: 1.4284, loss: 1.4284, grad_norm: 5.2178 2021-06-04 17:32:22,524 - mmaction - INFO - Epoch [10][460/1243] lr: 7.500e-03, eta: 1 day, 5:46:13, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6482, top5_acc: 0.8549, loss_cls: 1.4072, loss: 1.4072, grad_norm: 4.5379 2021-06-04 17:32:40,935 - mmaction - INFO - Epoch [10][480/1243] lr: 7.500e-03, eta: 1 day, 5:45:48, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6599, top5_acc: 0.8547, loss_cls: 1.3620, loss: 1.3620, grad_norm: 4.5977 2021-06-04 17:32:59,319 - mmaction - INFO - Epoch [10][500/1243] lr: 7.500e-03, eta: 1 day, 5:45:23, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.6401, top5_acc: 0.8539, loss_cls: 1.4315, loss: 1.4315, grad_norm: 4.6161 2021-06-04 17:33:18,015 - mmaction - INFO - Epoch [10][520/1243] lr: 7.500e-03, eta: 1 day, 5:45:00, time: 0.935, data_time: 0.001, memory: 18352, top1_acc: 0.6573, top5_acc: 0.8536, loss_cls: 1.4100, loss: 1.4100, grad_norm: 4.5001 2021-06-04 17:33:36,958 - mmaction - INFO - Epoch [10][540/1243] lr: 7.500e-03, eta: 1 day, 5:44:41, time: 0.947, data_time: 0.001, memory: 18352, top1_acc: 0.6289, top5_acc: 0.8443, loss_cls: 1.5084, loss: 1.5084, grad_norm: 7.0601 2021-06-04 17:33:55,694 - mmaction - INFO - Epoch [10][560/1243] lr: 7.500e-03, eta: 1 day, 5:44:19, time: 0.937, data_time: 0.001, memory: 18352, top1_acc: 0.6393, top5_acc: 0.8409, loss_cls: 1.5086, loss: 1.5086, grad_norm: 4.8517 2021-06-04 17:34:14,913 - mmaction - INFO - Epoch [10][580/1243] lr: 7.500e-03, eta: 1 day, 5:44:02, time: 0.961, data_time: 0.000, memory: 18352, top1_acc: 0.6508, top5_acc: 0.8497, loss_cls: 1.4581, loss: 1.4581, grad_norm: 4.6335 2021-06-04 17:34:33,325 - mmaction - INFO - Epoch [10][600/1243] lr: 7.500e-03, eta: 1 day, 5:43:37, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.6487, top5_acc: 0.8453, loss_cls: 1.4263, loss: 1.4263, grad_norm: 4.7349 2021-06-04 17:34:51,768 - mmaction - INFO - Epoch [10][620/1243] lr: 7.500e-03, eta: 1 day, 5:43:12, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.6555, top5_acc: 0.8635, loss_cls: 1.3757, loss: 1.3757, grad_norm: 4.8249 2021-06-04 17:35:10,198 - mmaction - INFO - Epoch [10][640/1243] lr: 7.500e-03, eta: 1 day, 5:42:48, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6641, top5_acc: 0.8607, loss_cls: 1.3651, loss: 1.3651, grad_norm: 5.0684 2021-06-04 17:35:28,625 - mmaction - INFO - Epoch [10][660/1243] lr: 7.500e-03, eta: 1 day, 5:42:23, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6440, top5_acc: 0.8466, loss_cls: 1.4616, loss: 1.4616, grad_norm: 5.1712 2021-06-04 17:35:47,466 - mmaction - INFO - Epoch [10][680/1243] lr: 7.500e-03, eta: 1 day, 5:42:02, time: 0.942, data_time: 0.001, memory: 18352, top1_acc: 0.6422, top5_acc: 0.8474, loss_cls: 1.4728, loss: 1.4728, grad_norm: 4.5797 2021-06-04 17:36:06,116 - mmaction - INFO - Epoch [10][700/1243] lr: 7.500e-03, eta: 1 day, 5:41:40, time: 0.932, data_time: 0.001, memory: 18352, top1_acc: 0.6448, top5_acc: 0.8529, loss_cls: 1.4299, loss: 1.4299, grad_norm: 4.6313 2021-06-04 17:36:24,614 - mmaction - INFO - Epoch [10][720/1243] lr: 7.500e-03, eta: 1 day, 5:41:16, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.6422, top5_acc: 0.8490, loss_cls: 1.4591, loss: 1.4591, grad_norm: 5.4006 2021-06-04 17:36:43,599 - mmaction - INFO - Epoch [10][740/1243] lr: 7.500e-03, eta: 1 day, 5:40:56, time: 0.949, data_time: 0.000, memory: 18352, top1_acc: 0.6385, top5_acc: 0.8396, loss_cls: 1.4840, loss: 1.4840, grad_norm: 4.7180 2021-06-04 17:37:02,610 - mmaction - INFO - Epoch [10][760/1243] lr: 7.500e-03, eta: 1 day, 5:40:37, time: 0.950, data_time: 0.001, memory: 18352, top1_acc: 0.6513, top5_acc: 0.8445, loss_cls: 1.4514, loss: 1.4514, grad_norm: 4.6539 2021-06-04 17:37:21,202 - mmaction - INFO - Epoch [10][780/1243] lr: 7.500e-03, eta: 1 day, 5:40:14, time: 0.931, data_time: 0.001, memory: 18352, top1_acc: 0.6471, top5_acc: 0.8469, loss_cls: 1.4464, loss: 1.4464, grad_norm: 4.4599 2021-06-04 17:37:39,593 - mmaction - INFO - Epoch [10][800/1243] lr: 7.500e-03, eta: 1 day, 5:39:49, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6521, top5_acc: 0.8622, loss_cls: 1.3846, loss: 1.3846, grad_norm: 5.4615 2021-06-04 17:37:58,772 - mmaction - INFO - Epoch [10][820/1243] lr: 7.500e-03, eta: 1 day, 5:39:32, time: 0.959, data_time: 0.001, memory: 18352, top1_acc: 0.6508, top5_acc: 0.8641, loss_cls: 1.4163, loss: 1.4163, grad_norm: 4.8565 2021-06-04 17:38:17,915 - mmaction - INFO - Epoch [10][840/1243] lr: 7.500e-03, eta: 1 day, 5:39:14, time: 0.958, data_time: 0.001, memory: 18352, top1_acc: 0.6487, top5_acc: 0.8531, loss_cls: 1.4240, loss: 1.4240, grad_norm: 4.6213 2021-06-04 17:38:36,798 - mmaction - INFO - Epoch [10][860/1243] lr: 7.500e-03, eta: 1 day, 5:38:54, time: 0.944, data_time: 0.001, memory: 18352, top1_acc: 0.6453, top5_acc: 0.8404, loss_cls: 1.4722, loss: 1.4722, grad_norm: 4.3113 2021-06-04 17:38:55,572 - mmaction - INFO - Epoch [10][880/1243] lr: 7.500e-03, eta: 1 day, 5:38:32, time: 0.938, data_time: 0.001, memory: 18352, top1_acc: 0.6591, top5_acc: 0.8604, loss_cls: 1.3537, loss: 1.3537, grad_norm: 8.9343 2021-06-04 17:39:14,415 - mmaction - INFO - Epoch [10][900/1243] lr: 7.500e-03, eta: 1 day, 5:38:12, time: 0.942, data_time: 0.001, memory: 18352, top1_acc: 0.6247, top5_acc: 0.8411, loss_cls: 1.5053, loss: 1.5053, grad_norm: 4.8628 2021-06-04 17:39:32,866 - mmaction - INFO - Epoch [10][920/1243] lr: 7.500e-03, eta: 1 day, 5:37:48, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.6385, top5_acc: 0.8352, loss_cls: 1.5131, loss: 1.5131, grad_norm: 4.7280 2021-06-04 17:39:51,263 - mmaction - INFO - Epoch [10][940/1243] lr: 7.500e-03, eta: 1 day, 5:37:23, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6529, top5_acc: 0.8555, loss_cls: 1.4256, loss: 1.4256, grad_norm: 4.4411 2021-06-04 17:40:10,836 - mmaction - INFO - Epoch [10][960/1243] lr: 7.500e-03, eta: 1 day, 5:37:09, time: 0.979, data_time: 0.001, memory: 18352, top1_acc: 0.6424, top5_acc: 0.8500, loss_cls: 1.4553, loss: 1.4553, grad_norm: 4.4958 2021-06-04 17:40:29,180 - mmaction - INFO - Epoch [10][980/1243] lr: 7.500e-03, eta: 1 day, 5:36:44, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6604, top5_acc: 0.8557, loss_cls: 1.3603, loss: 1.3603, grad_norm: 4.5805 2021-06-04 17:40:47,620 - mmaction - INFO - Epoch [10][1000/1243] lr: 7.500e-03, eta: 1 day, 5:36:19, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6409, top5_acc: 0.8534, loss_cls: 1.4394, loss: 1.4394, grad_norm: 4.6975 2021-06-04 17:41:06,595 - mmaction - INFO - Epoch [10][1020/1243] lr: 7.500e-03, eta: 1 day, 5:36:00, time: 0.949, data_time: 0.001, memory: 18352, top1_acc: 0.6333, top5_acc: 0.8409, loss_cls: 1.5059, loss: 1.5059, grad_norm: 4.5218 2021-06-04 17:41:25,391 - mmaction - INFO - Epoch [10][1040/1243] lr: 7.500e-03, eta: 1 day, 5:35:39, time: 0.940, data_time: 0.001, memory: 18352, top1_acc: 0.6432, top5_acc: 0.8464, loss_cls: 1.4576, loss: 1.4576, grad_norm: 4.8596 2021-06-04 17:41:43,946 - mmaction - INFO - Epoch [10][1060/1243] lr: 7.500e-03, eta: 1 day, 5:35:16, time: 0.928, data_time: 0.000, memory: 18352, top1_acc: 0.6576, top5_acc: 0.8586, loss_cls: 1.4096, loss: 1.4096, grad_norm: 4.6395 2021-06-04 17:42:03,081 - mmaction - INFO - Epoch [10][1080/1243] lr: 7.500e-03, eta: 1 day, 5:34:58, time: 0.957, data_time: 0.001, memory: 18352, top1_acc: 0.6633, top5_acc: 0.8609, loss_cls: 1.3692, loss: 1.3692, grad_norm: 4.6045 2021-06-04 17:42:22,346 - mmaction - INFO - Epoch [10][1100/1243] lr: 7.500e-03, eta: 1 day, 5:34:41, time: 0.963, data_time: 0.000, memory: 18352, top1_acc: 0.6617, top5_acc: 0.8492, loss_cls: 1.4071, loss: 1.4071, grad_norm: 4.3045 2021-06-04 17:42:40,668 - mmaction - INFO - Epoch [10][1120/1243] lr: 7.500e-03, eta: 1 day, 5:34:16, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6557, top5_acc: 0.8609, loss_cls: 1.3636, loss: 1.3636, grad_norm: 4.4416 2021-06-04 17:42:59,114 - mmaction - INFO - Epoch [10][1140/1243] lr: 7.500e-03, eta: 1 day, 5:33:52, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6583, top5_acc: 0.8568, loss_cls: 1.4157, loss: 1.4157, grad_norm: 4.3438 2021-06-04 17:43:17,494 - mmaction - INFO - Epoch [10][1160/1243] lr: 7.500e-03, eta: 1 day, 5:33:27, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.6620, top5_acc: 0.8555, loss_cls: 1.3965, loss: 1.3965, grad_norm: 4.2896 2021-06-04 17:43:36,912 - mmaction - INFO - Epoch [10][1180/1243] lr: 7.500e-03, eta: 1 day, 5:33:12, time: 0.971, data_time: 0.000, memory: 18352, top1_acc: 0.6430, top5_acc: 0.8477, loss_cls: 1.4699, loss: 1.4699, grad_norm: 4.7984 2021-06-04 17:43:56,041 - mmaction - INFO - Epoch [10][1200/1243] lr: 7.500e-03, eta: 1 day, 5:32:54, time: 0.956, data_time: 0.001, memory: 18352, top1_acc: 0.6651, top5_acc: 0.8516, loss_cls: 1.4005, loss: 1.4005, grad_norm: 4.3335 2021-06-04 17:44:14,364 - mmaction - INFO - Epoch [10][1220/1243] lr: 7.500e-03, eta: 1 day, 5:32:29, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6547, top5_acc: 0.8628, loss_cls: 1.3846, loss: 1.3846, grad_norm: 4.3307 2021-06-04 17:44:32,487 - mmaction - INFO - Epoch [10][1240/1243] lr: 7.500e-03, eta: 1 day, 5:32:02, time: 0.907, data_time: 0.001, memory: 18352, top1_acc: 0.6599, top5_acc: 0.8620, loss_cls: 1.4039, loss: 1.4039, grad_norm: 4.7038 2021-06-04 17:46:55,278 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 17:46:55,937 - mmaction - INFO - top1_acc 0.7118 top5_acc 0.9017 2021-06-04 17:46:55,937 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 17:46:55,960 - mmaction - INFO - mean_acc 0.7117 2021-06-04 17:46:57,232 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2021-06-04 17:46:57,232 - mmaction - INFO - Best top1_acc is 0.7118 at 10 epoch. 2021-06-04 17:46:57,248 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-06-04 17:46:58,299 - mmaction - INFO - Epoch(val) [10][104] top1_acc: 0.7118, top5_acc: 0.9017, mean_class_accuracy: 0.7117 2021-06-04 17:47:42,572 - mmaction - INFO - Epoch [11][20/1243] lr: 7.500e-03, eta: 1 day, 5:35:01, time: 2.213, data_time: 1.300, memory: 18352, top1_acc: 0.6651, top5_acc: 0.8609, loss_cls: 1.3571, loss: 1.3571, grad_norm: 4.4435 2021-06-04 17:48:00,870 - mmaction - INFO - Epoch [11][40/1243] lr: 7.500e-03, eta: 1 day, 5:34:36, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6531, top5_acc: 0.8570, loss_cls: 1.3994, loss: 1.3994, grad_norm: 4.4432 2021-06-04 17:48:19,218 - mmaction - INFO - Epoch [11][60/1243] lr: 7.500e-03, eta: 1 day, 5:34:10, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6555, top5_acc: 0.8539, loss_cls: 1.3660, loss: 1.3660, grad_norm: 4.5728 2021-06-04 17:48:37,501 - mmaction - INFO - Epoch [11][80/1243] lr: 7.500e-03, eta: 1 day, 5:33:44, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6656, top5_acc: 0.8688, loss_cls: 1.3298, loss: 1.3298, grad_norm: 5.2781 2021-06-04 17:48:55,864 - mmaction - INFO - Epoch [11][100/1243] lr: 7.500e-03, eta: 1 day, 5:33:19, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6672, top5_acc: 0.8680, loss_cls: 1.3263, loss: 1.3263, grad_norm: 4.8163 2021-06-04 17:49:14,313 - mmaction - INFO - Epoch [11][120/1243] lr: 7.500e-03, eta: 1 day, 5:32:55, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.6622, top5_acc: 0.8628, loss_cls: 1.3646, loss: 1.3646, grad_norm: 4.6021 2021-06-04 17:49:33,351 - mmaction - INFO - Epoch [11][140/1243] lr: 7.500e-03, eta: 1 day, 5:32:36, time: 0.952, data_time: 0.001, memory: 18352, top1_acc: 0.6609, top5_acc: 0.8508, loss_cls: 1.3963, loss: 1.3963, grad_norm: 4.5875 2021-06-04 17:49:52,188 - mmaction - INFO - Epoch [11][160/1243] lr: 7.500e-03, eta: 1 day, 5:32:15, time: 0.941, data_time: 0.000, memory: 18352, top1_acc: 0.6661, top5_acc: 0.8544, loss_cls: 1.3840, loss: 1.3840, grad_norm: 5.6718 2021-06-04 17:50:10,620 - mmaction - INFO - Epoch [11][180/1243] lr: 7.500e-03, eta: 1 day, 5:31:51, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6581, top5_acc: 0.8529, loss_cls: 1.4436, loss: 1.4436, grad_norm: 5.4402 2021-06-04 17:50:28,919 - mmaction - INFO - Epoch [11][200/1243] lr: 7.500e-03, eta: 1 day, 5:31:25, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6560, top5_acc: 0.8562, loss_cls: 1.3762, loss: 1.3762, grad_norm: 4.6696 2021-06-04 17:50:47,306 - mmaction - INFO - Epoch [11][220/1243] lr: 7.500e-03, eta: 1 day, 5:31:00, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6630, top5_acc: 0.8521, loss_cls: 1.4010, loss: 1.4010, grad_norm: 4.4132 2021-06-04 17:51:05,648 - mmaction - INFO - Epoch [11][240/1243] lr: 7.500e-03, eta: 1 day, 5:30:35, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.6477, top5_acc: 0.8651, loss_cls: 1.3911, loss: 1.3911, grad_norm: 4.5422 2021-06-04 17:51:25,322 - mmaction - INFO - Epoch [11][260/1243] lr: 7.500e-03, eta: 1 day, 5:30:22, time: 0.984, data_time: 0.000, memory: 18352, top1_acc: 0.6685, top5_acc: 0.8695, loss_cls: 1.3290, loss: 1.3290, grad_norm: 4.9660 2021-06-04 17:51:44,635 - mmaction - INFO - Epoch [11][280/1243] lr: 7.500e-03, eta: 1 day, 5:30:05, time: 0.965, data_time: 0.000, memory: 18352, top1_acc: 0.6602, top5_acc: 0.8607, loss_cls: 1.3849, loss: 1.3849, grad_norm: 4.6384 2021-06-04 17:52:02,990 - mmaction - INFO - Epoch [11][300/1243] lr: 7.500e-03, eta: 1 day, 5:29:40, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6570, top5_acc: 0.8536, loss_cls: 1.3783, loss: 1.3783, grad_norm: 5.0108 2021-06-04 17:52:21,363 - mmaction - INFO - Epoch [11][320/1243] lr: 7.500e-03, eta: 1 day, 5:29:16, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6339, top5_acc: 0.8484, loss_cls: 1.4727, loss: 1.4727, grad_norm: 5.4582 2021-06-04 17:52:40,151 - mmaction - INFO - Epoch [11][340/1243] lr: 7.500e-03, eta: 1 day, 5:28:54, time: 0.940, data_time: 0.001, memory: 18352, top1_acc: 0.6552, top5_acc: 0.8523, loss_cls: 1.4061, loss: 1.4061, grad_norm: 4.6082 2021-06-04 17:52:58,517 - mmaction - INFO - Epoch [11][360/1243] lr: 7.500e-03, eta: 1 day, 5:28:29, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6604, top5_acc: 0.8549, loss_cls: 1.4016, loss: 1.4016, grad_norm: 4.8082 2021-06-04 17:53:17,347 - mmaction - INFO - Epoch [11][380/1243] lr: 7.500e-03, eta: 1 day, 5:28:09, time: 0.942, data_time: 0.001, memory: 18352, top1_acc: 0.6562, top5_acc: 0.8589, loss_cls: 1.3781, loss: 1.3781, grad_norm: 5.0045 2021-06-04 17:53:35,716 - mmaction - INFO - Epoch [11][400/1243] lr: 7.500e-03, eta: 1 day, 5:27:44, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6638, top5_acc: 0.8562, loss_cls: 1.3812, loss: 1.3812, grad_norm: 5.1150 2021-06-04 17:53:54,080 - mmaction - INFO - Epoch [11][420/1243] lr: 7.500e-03, eta: 1 day, 5:27:19, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6562, top5_acc: 0.8513, loss_cls: 1.3985, loss: 1.3985, grad_norm: 5.2391 2021-06-04 17:54:12,432 - mmaction - INFO - Epoch [11][440/1243] lr: 7.500e-03, eta: 1 day, 5:26:54, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.6492, top5_acc: 0.8549, loss_cls: 1.4158, loss: 1.4158, grad_norm: 5.0952 2021-06-04 17:54:30,759 - mmaction - INFO - Epoch [11][460/1243] lr: 7.500e-03, eta: 1 day, 5:26:29, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6385, top5_acc: 0.8453, loss_cls: 1.4674, loss: 1.4674, grad_norm: 4.6628 2021-06-04 17:54:50,180 - mmaction - INFO - Epoch [11][480/1243] lr: 7.500e-03, eta: 1 day, 5:26:14, time: 0.972, data_time: 0.001, memory: 18352, top1_acc: 0.6547, top5_acc: 0.8510, loss_cls: 1.4139, loss: 1.4139, grad_norm: 4.6341 2021-06-04 17:55:09,123 - mmaction - INFO - Epoch [11][500/1243] lr: 7.500e-03, eta: 1 day, 5:25:54, time: 0.947, data_time: 0.000, memory: 18352, top1_acc: 0.6562, top5_acc: 0.8620, loss_cls: 1.3781, loss: 1.3781, grad_norm: 5.0064 2021-06-04 17:55:28,239 - mmaction - INFO - Epoch [11][520/1243] lr: 7.500e-03, eta: 1 day, 5:25:35, time: 0.955, data_time: 0.000, memory: 18352, top1_acc: 0.6523, top5_acc: 0.8555, loss_cls: 1.4083, loss: 1.4083, grad_norm: 4.7301 2021-06-04 17:55:47,438 - mmaction - INFO - Epoch [11][540/1243] lr: 7.500e-03, eta: 1 day, 5:25:18, time: 0.960, data_time: 0.001, memory: 18352, top1_acc: 0.6711, top5_acc: 0.8622, loss_cls: 1.3447, loss: 1.3447, grad_norm: 4.7020 2021-06-04 17:56:05,767 - mmaction - INFO - Epoch [11][560/1243] lr: 7.500e-03, eta: 1 day, 5:24:53, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6591, top5_acc: 0.8570, loss_cls: 1.3965, loss: 1.3965, grad_norm: 4.7924 2021-06-04 17:56:24,192 - mmaction - INFO - Epoch [11][580/1243] lr: 7.500e-03, eta: 1 day, 5:24:29, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.6729, top5_acc: 0.8693, loss_cls: 1.3304, loss: 1.3304, grad_norm: 5.1484 2021-06-04 17:56:42,583 - mmaction - INFO - Epoch [11][600/1243] lr: 7.500e-03, eta: 1 day, 5:24:04, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6557, top5_acc: 0.8503, loss_cls: 1.4079, loss: 1.4079, grad_norm: 4.5780 2021-06-04 17:57:02,531 - mmaction - INFO - Epoch [11][620/1243] lr: 7.500e-03, eta: 1 day, 5:23:53, time: 0.998, data_time: 0.001, memory: 18352, top1_acc: 0.6508, top5_acc: 0.8576, loss_cls: 1.3936, loss: 1.3936, grad_norm: 5.3500 2021-06-04 17:57:21,800 - mmaction - INFO - Epoch [11][640/1243] lr: 7.500e-03, eta: 1 day, 5:23:36, time: 0.963, data_time: 0.000, memory: 18352, top1_acc: 0.6549, top5_acc: 0.8539, loss_cls: 1.3935, loss: 1.3935, grad_norm: 4.6454 2021-06-04 17:57:41,311 - mmaction - INFO - Epoch [11][660/1243] lr: 7.500e-03, eta: 1 day, 5:23:21, time: 0.976, data_time: 0.001, memory: 18352, top1_acc: 0.6552, top5_acc: 0.8586, loss_cls: 1.4014, loss: 1.4014, grad_norm: 4.9857 2021-06-04 17:58:00,591 - mmaction - INFO - Epoch [11][680/1243] lr: 7.500e-03, eta: 1 day, 5:23:04, time: 0.963, data_time: 0.000, memory: 18352, top1_acc: 0.6432, top5_acc: 0.8526, loss_cls: 1.4320, loss: 1.4320, grad_norm: 4.7352 2021-06-04 17:58:19,173 - mmaction - INFO - Epoch [11][700/1243] lr: 7.500e-03, eta: 1 day, 5:22:41, time: 0.929, data_time: 0.001, memory: 18352, top1_acc: 0.6594, top5_acc: 0.8602, loss_cls: 1.3814, loss: 1.3814, grad_norm: 4.5003 2021-06-04 17:58:38,717 - mmaction - INFO - Epoch [11][720/1243] lr: 7.500e-03, eta: 1 day, 5:22:27, time: 0.977, data_time: 0.001, memory: 18352, top1_acc: 0.6573, top5_acc: 0.8622, loss_cls: 1.3508, loss: 1.3508, grad_norm: 4.6289 2021-06-04 17:58:57,425 - mmaction - INFO - Epoch [11][740/1243] lr: 7.500e-03, eta: 1 day, 5:22:05, time: 0.936, data_time: 0.001, memory: 18352, top1_acc: 0.6693, top5_acc: 0.8651, loss_cls: 1.3487, loss: 1.3487, grad_norm: 4.6602 2021-06-04 17:59:15,792 - mmaction - INFO - Epoch [11][760/1243] lr: 7.500e-03, eta: 1 day, 5:21:40, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6596, top5_acc: 0.8630, loss_cls: 1.3658, loss: 1.3658, grad_norm: 4.5580 2021-06-04 17:59:34,170 - mmaction - INFO - Epoch [11][780/1243] lr: 7.500e-03, eta: 1 day, 5:21:16, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6646, top5_acc: 0.8659, loss_cls: 1.3277, loss: 1.3277, grad_norm: 4.5165 2021-06-04 17:59:52,560 - mmaction - INFO - Epoch [11][800/1243] lr: 7.500e-03, eta: 1 day, 5:20:52, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6508, top5_acc: 0.8510, loss_cls: 1.4486, loss: 1.4486, grad_norm: 4.7507 2021-06-04 18:00:10,925 - mmaction - INFO - Epoch [11][820/1243] lr: 7.500e-03, eta: 1 day, 5:20:27, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.6602, top5_acc: 0.8661, loss_cls: 1.3726, loss: 1.3726, grad_norm: 4.5275 2021-06-04 18:00:29,236 - mmaction - INFO - Epoch [11][840/1243] lr: 7.500e-03, eta: 1 day, 5:20:02, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6474, top5_acc: 0.8445, loss_cls: 1.4375, loss: 1.4375, grad_norm: 4.7665 2021-06-04 18:00:47,874 - mmaction - INFO - Epoch [11][860/1243] lr: 7.500e-03, eta: 1 day, 5:19:40, time: 0.932, data_time: 0.001, memory: 18352, top1_acc: 0.6570, top5_acc: 0.8617, loss_cls: 1.3747, loss: 1.3747, grad_norm: 4.7055 2021-06-04 18:01:06,238 - mmaction - INFO - Epoch [11][880/1243] lr: 7.500e-03, eta: 1 day, 5:19:15, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6516, top5_acc: 0.8552, loss_cls: 1.4052, loss: 1.4052, grad_norm: 4.8703 2021-06-04 18:01:24,809 - mmaction - INFO - Epoch [11][900/1243] lr: 7.500e-03, eta: 1 day, 5:18:53, time: 0.928, data_time: 0.000, memory: 18352, top1_acc: 0.6536, top5_acc: 0.8536, loss_cls: 1.4025, loss: 1.4025, grad_norm: 4.5138 2021-06-04 18:01:43,183 - mmaction - INFO - Epoch [11][920/1243] lr: 7.500e-03, eta: 1 day, 5:18:28, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6667, top5_acc: 0.8568, loss_cls: 1.3930, loss: 1.3930, grad_norm: 4.6303 2021-06-04 18:02:02,408 - mmaction - INFO - Epoch [11][940/1243] lr: 7.500e-03, eta: 1 day, 5:18:11, time: 0.961, data_time: 0.000, memory: 18352, top1_acc: 0.6495, top5_acc: 0.8599, loss_cls: 1.4119, loss: 1.4119, grad_norm: 4.8710 2021-06-04 18:02:21,250 - mmaction - INFO - Epoch [11][960/1243] lr: 7.500e-03, eta: 1 day, 5:17:50, time: 0.941, data_time: 0.001, memory: 18352, top1_acc: 0.6583, top5_acc: 0.8469, loss_cls: 1.4005, loss: 1.4005, grad_norm: 4.6011 2021-06-04 18:02:40,682 - mmaction - INFO - Epoch [11][980/1243] lr: 7.500e-03, eta: 1 day, 5:17:35, time: 0.973, data_time: 0.001, memory: 18352, top1_acc: 0.6719, top5_acc: 0.8667, loss_cls: 1.2912, loss: 1.2912, grad_norm: 4.5263 2021-06-04 18:02:59,683 - mmaction - INFO - Epoch [11][1000/1243] lr: 7.500e-03, eta: 1 day, 5:17:16, time: 0.950, data_time: 0.000, memory: 18352, top1_acc: 0.6552, top5_acc: 0.8531, loss_cls: 1.3908, loss: 1.3908, grad_norm: 4.6976 2021-06-04 18:03:18,982 - mmaction - INFO - Epoch [11][1020/1243] lr: 7.500e-03, eta: 1 day, 5:16:59, time: 0.965, data_time: 0.001, memory: 18352, top1_acc: 0.6591, top5_acc: 0.8544, loss_cls: 1.3824, loss: 1.3824, grad_norm: 4.8504 2021-06-04 18:03:37,468 - mmaction - INFO - Epoch [11][1040/1243] lr: 7.500e-03, eta: 1 day, 5:16:36, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.6648, top5_acc: 0.8667, loss_cls: 1.3488, loss: 1.3488, grad_norm: 4.8414 2021-06-04 18:03:57,648 - mmaction - INFO - Epoch [11][1060/1243] lr: 7.500e-03, eta: 1 day, 5:16:26, time: 1.009, data_time: 0.001, memory: 18352, top1_acc: 0.6448, top5_acc: 0.8492, loss_cls: 1.4187, loss: 1.4187, grad_norm: 4.7673 2021-06-04 18:04:16,159 - mmaction - INFO - Epoch [11][1080/1243] lr: 7.500e-03, eta: 1 day, 5:16:03, time: 0.926, data_time: 0.001, memory: 18352, top1_acc: 0.6701, top5_acc: 0.8617, loss_cls: 1.3650, loss: 1.3650, grad_norm: 4.5530 2021-06-04 18:04:34,551 - mmaction - INFO - Epoch [11][1100/1243] lr: 7.500e-03, eta: 1 day, 5:15:39, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6651, top5_acc: 0.8555, loss_cls: 1.4012, loss: 1.4012, grad_norm: 4.3812 2021-06-04 18:04:52,928 - mmaction - INFO - Epoch [11][1120/1243] lr: 7.500e-03, eta: 1 day, 5:15:14, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6706, top5_acc: 0.8576, loss_cls: 1.3782, loss: 1.3782, grad_norm: 4.2335 2021-06-04 18:05:11,298 - mmaction - INFO - Epoch [11][1140/1243] lr: 7.500e-03, eta: 1 day, 5:14:50, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6703, top5_acc: 0.8667, loss_cls: 1.3436, loss: 1.3436, grad_norm: 4.4761 2021-06-04 18:05:29,662 - mmaction - INFO - Epoch [11][1160/1243] lr: 7.500e-03, eta: 1 day, 5:14:26, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6628, top5_acc: 0.8562, loss_cls: 1.3991, loss: 1.3991, grad_norm: 4.6487 2021-06-04 18:05:48,036 - mmaction - INFO - Epoch [11][1180/1243] lr: 7.500e-03, eta: 1 day, 5:14:02, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6682, top5_acc: 0.8602, loss_cls: 1.3384, loss: 1.3384, grad_norm: 4.1711 2021-06-04 18:06:06,464 - mmaction - INFO - Epoch [11][1200/1243] lr: 7.500e-03, eta: 1 day, 5:13:38, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.6578, top5_acc: 0.8510, loss_cls: 1.3822, loss: 1.3822, grad_norm: 4.4969 2021-06-04 18:06:25,889 - mmaction - INFO - Epoch [11][1220/1243] lr: 7.500e-03, eta: 1 day, 5:13:22, time: 0.971, data_time: 0.000, memory: 18352, top1_acc: 0.6669, top5_acc: 0.8664, loss_cls: 1.3767, loss: 1.3767, grad_norm: 4.5735 2021-06-04 18:06:44,140 - mmaction - INFO - Epoch [11][1240/1243] lr: 7.500e-03, eta: 1 day, 5:12:57, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.6690, top5_acc: 0.8732, loss_cls: 1.3148, loss: 1.3148, grad_norm: 5.1738 2021-06-04 18:09:07,221 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 18:09:07,866 - mmaction - INFO - top1_acc 0.7148 top5_acc 0.9015 2021-06-04 18:09:07,867 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 18:09:07,889 - mmaction - INFO - mean_acc 0.7148 2021-06-04 18:09:09,087 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_11.pth. 2021-06-04 18:09:09,087 - mmaction - INFO - Best top1_acc is 0.7148 at 11 epoch. 2021-06-04 18:09:09,097 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-06-04 18:09:10,179 - mmaction - INFO - Epoch(val) [11][104] top1_acc: 0.7148, top5_acc: 0.9015, mean_class_accuracy: 0.7148 2021-06-04 18:09:54,669 - mmaction - INFO - Epoch [12][20/1243] lr: 7.500e-03, eta: 1 day, 5:15:38, time: 2.224, data_time: 1.309, memory: 18352, top1_acc: 0.6685, top5_acc: 0.8638, loss_cls: 1.3584, loss: 1.3584, grad_norm: 5.0219 2021-06-04 18:10:13,088 - mmaction - INFO - Epoch [12][40/1243] lr: 7.500e-03, eta: 1 day, 5:15:14, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6727, top5_acc: 0.8570, loss_cls: 1.3969, loss: 1.3969, grad_norm: 4.8113 2021-06-04 18:10:31,455 - mmaction - INFO - Epoch [12][60/1243] lr: 7.500e-03, eta: 1 day, 5:14:49, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6625, top5_acc: 0.8633, loss_cls: 1.3415, loss: 1.3415, grad_norm: 4.9669 2021-06-04 18:10:49,865 - mmaction - INFO - Epoch [12][80/1243] lr: 7.500e-03, eta: 1 day, 5:14:25, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6732, top5_acc: 0.8693, loss_cls: 1.3146, loss: 1.3146, grad_norm: 4.6201 2021-06-04 18:11:08,288 - mmaction - INFO - Epoch [12][100/1243] lr: 7.500e-03, eta: 1 day, 5:14:01, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6771, top5_acc: 0.8703, loss_cls: 1.3010, loss: 1.3010, grad_norm: 4.5524 2021-06-04 18:11:27,284 - mmaction - INFO - Epoch [12][120/1243] lr: 7.500e-03, eta: 1 day, 5:13:41, time: 0.950, data_time: 0.001, memory: 18352, top1_acc: 0.6599, top5_acc: 0.8505, loss_cls: 1.3876, loss: 1.3876, grad_norm: 4.8259 2021-06-04 18:11:46,346 - mmaction - INFO - Epoch [12][140/1243] lr: 7.500e-03, eta: 1 day, 5:13:23, time: 0.953, data_time: 0.001, memory: 18352, top1_acc: 0.6797, top5_acc: 0.8737, loss_cls: 1.2706, loss: 1.2706, grad_norm: 4.5983 2021-06-04 18:12:04,885 - mmaction - INFO - Epoch [12][160/1243] lr: 7.500e-03, eta: 1 day, 5:12:59, time: 0.926, data_time: 0.000, memory: 18352, top1_acc: 0.6698, top5_acc: 0.8732, loss_cls: 1.3172, loss: 1.3172, grad_norm: 5.1984 2021-06-04 18:12:23,305 - mmaction - INFO - Epoch [12][180/1243] lr: 7.500e-03, eta: 1 day, 5:12:35, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6674, top5_acc: 0.8578, loss_cls: 1.3730, loss: 1.3730, grad_norm: 4.6131 2021-06-04 18:12:42,748 - mmaction - INFO - Epoch [12][200/1243] lr: 7.500e-03, eta: 1 day, 5:12:20, time: 0.972, data_time: 0.000, memory: 18352, top1_acc: 0.6609, top5_acc: 0.8539, loss_cls: 1.3731, loss: 1.3731, grad_norm: 4.4568 2021-06-04 18:13:01,103 - mmaction - INFO - Epoch [12][220/1243] lr: 7.500e-03, eta: 1 day, 5:11:55, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6708, top5_acc: 0.8628, loss_cls: 1.3399, loss: 1.3399, grad_norm: 4.9495 2021-06-04 18:13:19,441 - mmaction - INFO - Epoch [12][240/1243] lr: 7.500e-03, eta: 1 day, 5:11:30, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6659, top5_acc: 0.8594, loss_cls: 1.3605, loss: 1.3605, grad_norm: 4.3375 2021-06-04 18:13:38,745 - mmaction - INFO - Epoch [12][260/1243] lr: 7.500e-03, eta: 1 day, 5:11:13, time: 0.965, data_time: 0.001, memory: 18352, top1_acc: 0.6609, top5_acc: 0.8620, loss_cls: 1.3617, loss: 1.3617, grad_norm: 5.1677 2021-06-04 18:13:57,135 - mmaction - INFO - Epoch [12][280/1243] lr: 7.500e-03, eta: 1 day, 5:10:49, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6687, top5_acc: 0.8701, loss_cls: 1.3226, loss: 1.3226, grad_norm: 4.8669 2021-06-04 18:14:15,541 - mmaction - INFO - Epoch [12][300/1243] lr: 7.500e-03, eta: 1 day, 5:10:25, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6609, top5_acc: 0.8596, loss_cls: 1.3611, loss: 1.3611, grad_norm: 4.7250 2021-06-04 18:14:34,168 - mmaction - INFO - Epoch [12][320/1243] lr: 7.500e-03, eta: 1 day, 5:10:03, time: 0.930, data_time: 0.000, memory: 18352, top1_acc: 0.6664, top5_acc: 0.8576, loss_cls: 1.3460, loss: 1.3460, grad_norm: 4.5652 2021-06-04 18:14:52,606 - mmaction - INFO - Epoch [12][340/1243] lr: 7.500e-03, eta: 1 day, 5:09:39, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6654, top5_acc: 0.8589, loss_cls: 1.3348, loss: 1.3348, grad_norm: 4.8301 2021-06-04 18:15:12,455 - mmaction - INFO - Epoch [12][360/1243] lr: 7.500e-03, eta: 1 day, 5:09:27, time: 0.993, data_time: 0.001, memory: 18352, top1_acc: 0.6677, top5_acc: 0.8651, loss_cls: 1.3497, loss: 1.3497, grad_norm: 4.4135 2021-06-04 18:15:30,846 - mmaction - INFO - Epoch [12][380/1243] lr: 7.500e-03, eta: 1 day, 5:09:02, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6810, top5_acc: 0.8690, loss_cls: 1.3077, loss: 1.3077, grad_norm: 4.4298 2021-06-04 18:15:49,331 - mmaction - INFO - Epoch [12][400/1243] lr: 7.500e-03, eta: 1 day, 5:08:39, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.6714, top5_acc: 0.8721, loss_cls: 1.3240, loss: 1.3240, grad_norm: 4.7926 2021-06-04 18:16:09,376 - mmaction - INFO - Epoch [12][420/1243] lr: 7.500e-03, eta: 1 day, 5:08:28, time: 1.002, data_time: 0.000, memory: 18352, top1_acc: 0.6500, top5_acc: 0.8591, loss_cls: 1.3924, loss: 1.3924, grad_norm: 4.4967 2021-06-04 18:16:27,800 - mmaction - INFO - Epoch [12][440/1243] lr: 7.500e-03, eta: 1 day, 5:08:04, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.6768, top5_acc: 0.8625, loss_cls: 1.3373, loss: 1.3373, grad_norm: 4.4410 2021-06-04 18:16:46,214 - mmaction - INFO - Epoch [12][460/1243] lr: 7.500e-03, eta: 1 day, 5:07:40, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.6747, top5_acc: 0.8604, loss_cls: 1.3430, loss: 1.3430, grad_norm: 4.5757 2021-06-04 18:17:05,312 - mmaction - INFO - Epoch [12][480/1243] lr: 7.500e-03, eta: 1 day, 5:07:22, time: 0.954, data_time: 0.000, memory: 18352, top1_acc: 0.6753, top5_acc: 0.8672, loss_cls: 1.3112, loss: 1.3112, grad_norm: 4.3576 2021-06-04 18:17:23,667 - mmaction - INFO - Epoch [12][500/1243] lr: 7.500e-03, eta: 1 day, 5:06:57, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6685, top5_acc: 0.8638, loss_cls: 1.3165, loss: 1.3165, grad_norm: 4.6962 2021-06-04 18:17:42,040 - mmaction - INFO - Epoch [12][520/1243] lr: 7.500e-03, eta: 1 day, 5:06:33, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6591, top5_acc: 0.8518, loss_cls: 1.3670, loss: 1.3670, grad_norm: 4.4994 2021-06-04 18:18:00,438 - mmaction - INFO - Epoch [12][540/1243] lr: 7.500e-03, eta: 1 day, 5:06:09, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6562, top5_acc: 0.8659, loss_cls: 1.3424, loss: 1.3424, grad_norm: 4.7432 2021-06-04 18:18:18,753 - mmaction - INFO - Epoch [12][560/1243] lr: 7.500e-03, eta: 1 day, 5:05:45, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6747, top5_acc: 0.8648, loss_cls: 1.3224, loss: 1.3224, grad_norm: 4.9301 2021-06-04 18:18:38,031 - mmaction - INFO - Epoch [12][580/1243] lr: 7.500e-03, eta: 1 day, 5:05:27, time: 0.964, data_time: 0.001, memory: 18352, top1_acc: 0.6797, top5_acc: 0.8664, loss_cls: 1.3078, loss: 1.3078, grad_norm: 4.6830 2021-06-04 18:18:56,519 - mmaction - INFO - Epoch [12][600/1243] lr: 7.500e-03, eta: 1 day, 5:05:04, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.6615, top5_acc: 0.8604, loss_cls: 1.3724, loss: 1.3724, grad_norm: 5.2609 2021-06-04 18:19:14,893 - mmaction - INFO - Epoch [12][620/1243] lr: 7.500e-03, eta: 1 day, 5:04:40, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6583, top5_acc: 0.8594, loss_cls: 1.3590, loss: 1.3590, grad_norm: 4.4142 2021-06-04 18:19:33,280 - mmaction - INFO - Epoch [12][640/1243] lr: 7.500e-03, eta: 1 day, 5:04:16, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6734, top5_acc: 0.8643, loss_cls: 1.3231, loss: 1.3231, grad_norm: 4.6190 2021-06-04 18:19:51,634 - mmaction - INFO - Epoch [12][660/1243] lr: 7.500e-03, eta: 1 day, 5:03:52, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6664, top5_acc: 0.8669, loss_cls: 1.3357, loss: 1.3357, grad_norm: 4.7671 2021-06-04 18:20:09,953 - mmaction - INFO - Epoch [12][680/1243] lr: 7.500e-03, eta: 1 day, 5:03:27, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6646, top5_acc: 0.8607, loss_cls: 1.3790, loss: 1.3790, grad_norm: 4.9134 2021-06-04 18:20:28,834 - mmaction - INFO - Epoch [12][700/1243] lr: 7.500e-03, eta: 1 day, 5:03:07, time: 0.944, data_time: 0.001, memory: 18352, top1_acc: 0.6729, top5_acc: 0.8674, loss_cls: 1.3143, loss: 1.3143, grad_norm: 5.3157 2021-06-04 18:20:48,550 - mmaction - INFO - Epoch [12][720/1243] lr: 7.500e-03, eta: 1 day, 5:02:53, time: 0.986, data_time: 0.000, memory: 18352, top1_acc: 0.6539, top5_acc: 0.8513, loss_cls: 1.4083, loss: 1.4083, grad_norm: 4.8450 2021-06-04 18:21:07,381 - mmaction - INFO - Epoch [12][740/1243] lr: 7.500e-03, eta: 1 day, 5:02:33, time: 0.941, data_time: 0.000, memory: 18352, top1_acc: 0.6589, top5_acc: 0.8534, loss_cls: 1.3814, loss: 1.3814, grad_norm: 4.8816 2021-06-04 18:21:26,128 - mmaction - INFO - Epoch [12][760/1243] lr: 7.500e-03, eta: 1 day, 5:02:12, time: 0.937, data_time: 0.001, memory: 18352, top1_acc: 0.6583, top5_acc: 0.8591, loss_cls: 1.3752, loss: 1.3752, grad_norm: 4.8815 2021-06-04 18:21:44,852 - mmaction - INFO - Epoch [12][780/1243] lr: 7.500e-03, eta: 1 day, 5:01:50, time: 0.936, data_time: 0.001, memory: 18352, top1_acc: 0.6633, top5_acc: 0.8669, loss_cls: 1.3402, loss: 1.3402, grad_norm: 4.6271 2021-06-04 18:22:03,925 - mmaction - INFO - Epoch [12][800/1243] lr: 7.500e-03, eta: 1 day, 5:01:32, time: 0.954, data_time: 0.001, memory: 18352, top1_acc: 0.6510, top5_acc: 0.8492, loss_cls: 1.4391, loss: 1.4391, grad_norm: 5.4439 2021-06-04 18:22:22,803 - mmaction - INFO - Epoch [12][820/1243] lr: 7.500e-03, eta: 1 day, 5:01:11, time: 0.943, data_time: 0.000, memory: 18352, top1_acc: 0.6570, top5_acc: 0.8630, loss_cls: 1.3607, loss: 1.3607, grad_norm: 5.1293 2021-06-04 18:22:41,494 - mmaction - INFO - Epoch [12][840/1243] lr: 7.500e-03, eta: 1 day, 5:00:50, time: 0.936, data_time: 0.002, memory: 18352, top1_acc: 0.6638, top5_acc: 0.8581, loss_cls: 1.3447, loss: 1.3447, grad_norm: 5.1394 2021-06-04 18:23:01,176 - mmaction - INFO - Epoch [12][860/1243] lr: 7.500e-03, eta: 1 day, 5:00:36, time: 0.984, data_time: 0.000, memory: 18352, top1_acc: 0.6638, top5_acc: 0.8688, loss_cls: 1.3303, loss: 1.3303, grad_norm: 5.4200 2021-06-04 18:23:20,139 - mmaction - INFO - Epoch [12][880/1243] lr: 7.500e-03, eta: 1 day, 5:00:16, time: 0.948, data_time: 0.001, memory: 18352, top1_acc: 0.6695, top5_acc: 0.8596, loss_cls: 1.3563, loss: 1.3563, grad_norm: 4.8882 2021-06-04 18:23:39,142 - mmaction - INFO - Epoch [12][900/1243] lr: 7.500e-03, eta: 1 day, 4:59:57, time: 0.951, data_time: 0.001, memory: 18352, top1_acc: 0.6612, top5_acc: 0.8570, loss_cls: 1.3701, loss: 1.3701, grad_norm: 4.7603 2021-06-04 18:23:58,701 - mmaction - INFO - Epoch [12][920/1243] lr: 7.500e-03, eta: 1 day, 4:59:42, time: 0.978, data_time: 0.000, memory: 18352, top1_acc: 0.6669, top5_acc: 0.8625, loss_cls: 1.3479, loss: 1.3479, grad_norm: 4.6402 2021-06-04 18:24:17,341 - mmaction - INFO - Epoch [12][940/1243] lr: 7.500e-03, eta: 1 day, 4:59:20, time: 0.932, data_time: 0.001, memory: 18352, top1_acc: 0.6609, top5_acc: 0.8560, loss_cls: 1.3489, loss: 1.3489, grad_norm: 4.8811 2021-06-04 18:24:35,867 - mmaction - INFO - Epoch [12][960/1243] lr: 7.500e-03, eta: 1 day, 4:58:57, time: 0.926, data_time: 0.001, memory: 18352, top1_acc: 0.6711, top5_acc: 0.8589, loss_cls: 1.3602, loss: 1.3602, grad_norm: 4.6435 2021-06-04 18:24:54,181 - mmaction - INFO - Epoch [12][980/1243] lr: 7.500e-03, eta: 1 day, 4:58:33, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6695, top5_acc: 0.8690, loss_cls: 1.3135, loss: 1.3135, grad_norm: 4.6045 2021-06-04 18:25:12,557 - mmaction - INFO - Epoch [12][1000/1243] lr: 7.500e-03, eta: 1 day, 4:58:09, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6667, top5_acc: 0.8586, loss_cls: 1.3636, loss: 1.3636, grad_norm: 5.4145 2021-06-04 18:25:30,932 - mmaction - INFO - Epoch [12][1020/1243] lr: 7.500e-03, eta: 1 day, 4:57:45, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.6706, top5_acc: 0.8539, loss_cls: 1.3699, loss: 1.3699, grad_norm: 5.3856 2021-06-04 18:25:49,333 - mmaction - INFO - Epoch [12][1040/1243] lr: 7.500e-03, eta: 1 day, 4:57:21, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6568, top5_acc: 0.8542, loss_cls: 1.4208, loss: 1.4208, grad_norm: 5.5005 2021-06-04 18:26:07,741 - mmaction - INFO - Epoch [12][1060/1243] lr: 7.500e-03, eta: 1 day, 4:56:58, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6568, top5_acc: 0.8513, loss_cls: 1.4052, loss: 1.4052, grad_norm: 4.7910 2021-06-04 18:26:26,189 - mmaction - INFO - Epoch [12][1080/1243] lr: 7.500e-03, eta: 1 day, 4:56:35, time: 0.924, data_time: 0.002, memory: 18352, top1_acc: 0.6633, top5_acc: 0.8609, loss_cls: 1.3457, loss: 1.3457, grad_norm: 4.8786 2021-06-04 18:26:45,049 - mmaction - INFO - Epoch [12][1100/1243] lr: 7.500e-03, eta: 1 day, 4:56:14, time: 0.942, data_time: 0.000, memory: 18352, top1_acc: 0.6578, top5_acc: 0.8523, loss_cls: 1.3990, loss: 1.3990, grad_norm: 5.2559 2021-06-04 18:27:03,642 - mmaction - INFO - Epoch [12][1120/1243] lr: 7.500e-03, eta: 1 day, 4:55:52, time: 0.931, data_time: 0.001, memory: 18352, top1_acc: 0.6599, top5_acc: 0.8677, loss_cls: 1.3420, loss: 1.3420, grad_norm: 4.6395 2021-06-04 18:27:23,056 - mmaction - INFO - Epoch [12][1140/1243] lr: 7.500e-03, eta: 1 day, 4:55:36, time: 0.971, data_time: 0.000, memory: 18352, top1_acc: 0.6651, top5_acc: 0.8643, loss_cls: 1.3502, loss: 1.3502, grad_norm: 5.0005 2021-06-04 18:27:41,474 - mmaction - INFO - Epoch [12][1160/1243] lr: 7.500e-03, eta: 1 day, 4:55:13, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.6552, top5_acc: 0.8612, loss_cls: 1.3987, loss: 1.3987, grad_norm: 4.9763 2021-06-04 18:28:01,094 - mmaction - INFO - Epoch [12][1180/1243] lr: 7.500e-03, eta: 1 day, 4:54:58, time: 0.981, data_time: 0.000, memory: 18352, top1_acc: 0.6544, top5_acc: 0.8497, loss_cls: 1.4475, loss: 1.4475, grad_norm: 4.5943 2021-06-04 18:28:19,628 - mmaction - INFO - Epoch [12][1200/1243] lr: 7.500e-03, eta: 1 day, 4:54:35, time: 0.926, data_time: 0.000, memory: 18352, top1_acc: 0.6654, top5_acc: 0.8654, loss_cls: 1.3514, loss: 1.3514, grad_norm: 4.7761 2021-06-04 18:28:38,026 - mmaction - INFO - Epoch [12][1220/1243] lr: 7.500e-03, eta: 1 day, 4:54:12, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6773, top5_acc: 0.8768, loss_cls: 1.2991, loss: 1.2991, grad_norm: 4.5775 2021-06-04 18:28:56,198 - mmaction - INFO - Epoch [12][1240/1243] lr: 7.500e-03, eta: 1 day, 4:53:46, time: 0.909, data_time: 0.001, memory: 18352, top1_acc: 0.6607, top5_acc: 0.8562, loss_cls: 1.3882, loss: 1.3882, grad_norm: 5.1177 2021-06-04 18:31:18,580 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 18:31:19,228 - mmaction - INFO - top1_acc 0.7145 top5_acc 0.9008 2021-06-04 18:31:19,229 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 18:31:19,252 - mmaction - INFO - mean_acc 0.7146 2021-06-04 18:31:19,256 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-06-04 18:31:20,344 - mmaction - INFO - Epoch(val) [12][104] top1_acc: 0.7145, top5_acc: 0.9008, mean_class_accuracy: 0.7146 2021-06-04 18:32:05,242 - mmaction - INFO - Epoch [13][20/1243] lr: 7.500e-03, eta: 1 day, 4:56:13, time: 2.244, data_time: 1.333, memory: 18352, top1_acc: 0.6833, top5_acc: 0.8674, loss_cls: 1.3090, loss: 1.3090, grad_norm: 5.2538 2021-06-04 18:32:23,539 - mmaction - INFO - Epoch [13][40/1243] lr: 7.500e-03, eta: 1 day, 4:55:49, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6771, top5_acc: 0.8698, loss_cls: 1.3198, loss: 1.3198, grad_norm: 4.3881 2021-06-04 18:32:41,844 - mmaction - INFO - Epoch [13][60/1243] lr: 7.500e-03, eta: 1 day, 4:55:24, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6701, top5_acc: 0.8576, loss_cls: 1.3471, loss: 1.3471, grad_norm: 4.6866 2021-06-04 18:33:00,167 - mmaction - INFO - Epoch [13][80/1243] lr: 7.500e-03, eta: 1 day, 4:55:00, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6648, top5_acc: 0.8531, loss_cls: 1.3714, loss: 1.3714, grad_norm: 4.6222 2021-06-04 18:33:18,497 - mmaction - INFO - Epoch [13][100/1243] lr: 7.500e-03, eta: 1 day, 4:54:35, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6651, top5_acc: 0.8648, loss_cls: 1.3248, loss: 1.3248, grad_norm: 4.8239 2021-06-04 18:33:36,850 - mmaction - INFO - Epoch [13][120/1243] lr: 7.500e-03, eta: 1 day, 4:54:11, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6747, top5_acc: 0.8703, loss_cls: 1.3100, loss: 1.3100, grad_norm: 4.6603 2021-06-04 18:33:55,212 - mmaction - INFO - Epoch [13][140/1243] lr: 7.500e-03, eta: 1 day, 4:53:47, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6734, top5_acc: 0.8560, loss_cls: 1.3720, loss: 1.3720, grad_norm: 4.5558 2021-06-04 18:34:14,637 - mmaction - INFO - Epoch [13][160/1243] lr: 7.500e-03, eta: 1 day, 4:53:31, time: 0.971, data_time: 0.001, memory: 18352, top1_acc: 0.6591, top5_acc: 0.8534, loss_cls: 1.3756, loss: 1.3756, grad_norm: 4.4399 2021-06-04 18:34:32,951 - mmaction - INFO - Epoch [13][180/1243] lr: 7.500e-03, eta: 1 day, 4:53:07, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6615, top5_acc: 0.8620, loss_cls: 1.3424, loss: 1.3424, grad_norm: 4.6357 2021-06-04 18:34:51,278 - mmaction - INFO - Epoch [13][200/1243] lr: 7.500e-03, eta: 1 day, 4:52:42, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6607, top5_acc: 0.8755, loss_cls: 1.2876, loss: 1.2876, grad_norm: 4.5629 2021-06-04 18:35:09,644 - mmaction - INFO - Epoch [13][220/1243] lr: 7.500e-03, eta: 1 day, 4:52:19, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6740, top5_acc: 0.8646, loss_cls: 1.3026, loss: 1.3026, grad_norm: 4.6963 2021-06-04 18:35:28,127 - mmaction - INFO - Epoch [13][240/1243] lr: 7.500e-03, eta: 1 day, 4:51:55, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.6617, top5_acc: 0.8672, loss_cls: 1.3572, loss: 1.3572, grad_norm: 4.9507 2021-06-04 18:35:46,542 - mmaction - INFO - Epoch [13][260/1243] lr: 7.500e-03, eta: 1 day, 4:51:32, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6818, top5_acc: 0.8695, loss_cls: 1.3278, loss: 1.3278, grad_norm: 4.6215 2021-06-04 18:36:05,010 - mmaction - INFO - Epoch [13][280/1243] lr: 7.500e-03, eta: 1 day, 4:51:09, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.6625, top5_acc: 0.8599, loss_cls: 1.3571, loss: 1.3571, grad_norm: 4.9575 2021-06-04 18:36:23,276 - mmaction - INFO - Epoch [13][300/1243] lr: 7.500e-03, eta: 1 day, 4:50:44, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.6742, top5_acc: 0.8638, loss_cls: 1.3383, loss: 1.3383, grad_norm: 4.6873 2021-06-04 18:36:41,641 - mmaction - INFO - Epoch [13][320/1243] lr: 7.500e-03, eta: 1 day, 4:50:20, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6701, top5_acc: 0.8667, loss_cls: 1.3301, loss: 1.3301, grad_norm: 5.1982 2021-06-04 18:37:00,048 - mmaction - INFO - Epoch [13][340/1243] lr: 7.500e-03, eta: 1 day, 4:49:57, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.6781, top5_acc: 0.8706, loss_cls: 1.3069, loss: 1.3069, grad_norm: 4.5895 2021-06-04 18:37:18,468 - mmaction - INFO - Epoch [13][360/1243] lr: 7.500e-03, eta: 1 day, 4:49:33, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6641, top5_acc: 0.8547, loss_cls: 1.3658, loss: 1.3658, grad_norm: 4.8026 2021-06-04 18:37:36,851 - mmaction - INFO - Epoch [13][380/1243] lr: 7.500e-03, eta: 1 day, 4:49:10, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6714, top5_acc: 0.8609, loss_cls: 1.3533, loss: 1.3533, grad_norm: 5.0582 2021-06-04 18:37:55,225 - mmaction - INFO - Epoch [13][400/1243] lr: 7.500e-03, eta: 1 day, 4:48:46, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6690, top5_acc: 0.8698, loss_cls: 1.3176, loss: 1.3176, grad_norm: 4.7263 2021-06-04 18:38:13,596 - mmaction - INFO - Epoch [13][420/1243] lr: 7.500e-03, eta: 1 day, 4:48:22, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6831, top5_acc: 0.8698, loss_cls: 1.2975, loss: 1.2975, grad_norm: 4.6965 2021-06-04 18:38:32,002 - mmaction - INFO - Epoch [13][440/1243] lr: 7.500e-03, eta: 1 day, 4:47:59, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.6693, top5_acc: 0.8596, loss_cls: 1.3615, loss: 1.3615, grad_norm: 4.7332 2021-06-04 18:38:50,440 - mmaction - INFO - Epoch [13][460/1243] lr: 7.500e-03, eta: 1 day, 4:47:35, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6667, top5_acc: 0.8638, loss_cls: 1.3416, loss: 1.3416, grad_norm: 5.0734 2021-06-04 18:39:08,853 - mmaction - INFO - Epoch [13][480/1243] lr: 7.500e-03, eta: 1 day, 4:47:12, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6667, top5_acc: 0.8612, loss_cls: 1.3315, loss: 1.3315, grad_norm: 4.6695 2021-06-04 18:39:27,276 - mmaction - INFO - Epoch [13][500/1243] lr: 7.500e-03, eta: 1 day, 4:46:49, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6693, top5_acc: 0.8625, loss_cls: 1.3425, loss: 1.3425, grad_norm: 4.7223 2021-06-04 18:39:45,625 - mmaction - INFO - Epoch [13][520/1243] lr: 7.500e-03, eta: 1 day, 4:46:25, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6747, top5_acc: 0.8612, loss_cls: 1.3458, loss: 1.3458, grad_norm: 5.2493 2021-06-04 18:40:04,059 - mmaction - INFO - Epoch [13][540/1243] lr: 7.500e-03, eta: 1 day, 4:46:01, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.6677, top5_acc: 0.8620, loss_cls: 1.3374, loss: 1.3374, grad_norm: 4.7241 2021-06-04 18:40:22,411 - mmaction - INFO - Epoch [13][560/1243] lr: 7.500e-03, eta: 1 day, 4:45:38, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6719, top5_acc: 0.8633, loss_cls: 1.3284, loss: 1.3284, grad_norm: 5.0115 2021-06-04 18:40:40,753 - mmaction - INFO - Epoch [13][580/1243] lr: 7.500e-03, eta: 1 day, 4:45:14, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6654, top5_acc: 0.8674, loss_cls: 1.3527, loss: 1.3527, grad_norm: 5.1125 2021-06-04 18:40:59,148 - mmaction - INFO - Epoch [13][600/1243] lr: 7.500e-03, eta: 1 day, 4:44:50, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6701, top5_acc: 0.8612, loss_cls: 1.3350, loss: 1.3350, grad_norm: 4.5768 2021-06-04 18:41:17,869 - mmaction - INFO - Epoch [13][620/1243] lr: 7.500e-03, eta: 1 day, 4:44:29, time: 0.936, data_time: 0.000, memory: 18352, top1_acc: 0.6721, top5_acc: 0.8703, loss_cls: 1.3210, loss: 1.3210, grad_norm: 4.5101 2021-06-04 18:41:36,565 - mmaction - INFO - Epoch [13][640/1243] lr: 7.500e-03, eta: 1 day, 4:44:08, time: 0.935, data_time: 0.001, memory: 18352, top1_acc: 0.6773, top5_acc: 0.8706, loss_cls: 1.2801, loss: 1.2801, grad_norm: 4.5423 2021-06-04 18:41:54,907 - mmaction - INFO - Epoch [13][660/1243] lr: 7.500e-03, eta: 1 day, 4:43:44, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6753, top5_acc: 0.8625, loss_cls: 1.3141, loss: 1.3141, grad_norm: 4.8050 2021-06-04 18:42:14,084 - mmaction - INFO - Epoch [13][680/1243] lr: 7.500e-03, eta: 1 day, 4:43:26, time: 0.958, data_time: 0.000, memory: 18352, top1_acc: 0.6698, top5_acc: 0.8680, loss_cls: 1.3137, loss: 1.3137, grad_norm: 4.6673 2021-06-04 18:42:32,452 - mmaction - INFO - Epoch [13][700/1243] lr: 7.500e-03, eta: 1 day, 4:43:03, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.6687, top5_acc: 0.8661, loss_cls: 1.3224, loss: 1.3224, grad_norm: 4.5891 2021-06-04 18:42:50,841 - mmaction - INFO - Epoch [13][720/1243] lr: 7.500e-03, eta: 1 day, 4:42:39, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6734, top5_acc: 0.8591, loss_cls: 1.3566, loss: 1.3566, grad_norm: 4.8489 2021-06-04 18:43:09,406 - mmaction - INFO - Epoch [13][740/1243] lr: 7.500e-03, eta: 1 day, 4:42:17, time: 0.928, data_time: 0.001, memory: 18352, top1_acc: 0.6771, top5_acc: 0.8690, loss_cls: 1.3286, loss: 1.3286, grad_norm: 4.7807 2021-06-04 18:43:28,900 - mmaction - INFO - Epoch [13][760/1243] lr: 7.500e-03, eta: 1 day, 4:42:01, time: 0.976, data_time: 0.001, memory: 18352, top1_acc: 0.6661, top5_acc: 0.8648, loss_cls: 1.3508, loss: 1.3508, grad_norm: 5.2888 2021-06-04 18:43:47,322 - mmaction - INFO - Epoch [13][780/1243] lr: 7.500e-03, eta: 1 day, 4:41:38, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.6750, top5_acc: 0.8766, loss_cls: 1.2738, loss: 1.2738, grad_norm: 4.4722 2021-06-04 18:44:05,757 - mmaction - INFO - Epoch [13][800/1243] lr: 7.500e-03, eta: 1 day, 4:41:15, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6706, top5_acc: 0.8633, loss_cls: 1.3310, loss: 1.3310, grad_norm: 4.8511 2021-06-04 18:44:24,152 - mmaction - INFO - Epoch [13][820/1243] lr: 7.500e-03, eta: 1 day, 4:40:52, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6648, top5_acc: 0.8628, loss_cls: 1.3601, loss: 1.3601, grad_norm: 4.5633 2021-06-04 18:44:42,612 - mmaction - INFO - Epoch [13][840/1243] lr: 7.500e-03, eta: 1 day, 4:40:29, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.6656, top5_acc: 0.8680, loss_cls: 1.3520, loss: 1.3520, grad_norm: 4.6641 2021-06-04 18:45:00,994 - mmaction - INFO - Epoch [13][860/1243] lr: 7.500e-03, eta: 1 day, 4:40:05, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6654, top5_acc: 0.8638, loss_cls: 1.3614, loss: 1.3614, grad_norm: 4.5184 2021-06-04 18:45:19,390 - mmaction - INFO - Epoch [13][880/1243] lr: 7.500e-03, eta: 1 day, 4:39:42, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6747, top5_acc: 0.8641, loss_cls: 1.2980, loss: 1.2980, grad_norm: 4.7332 2021-06-04 18:45:37,800 - mmaction - INFO - Epoch [13][900/1243] lr: 7.500e-03, eta: 1 day, 4:39:19, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6724, top5_acc: 0.8615, loss_cls: 1.3268, loss: 1.3268, grad_norm: 4.4627 2021-06-04 18:45:56,205 - mmaction - INFO - Epoch [13][920/1243] lr: 7.500e-03, eta: 1 day, 4:38:55, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6677, top5_acc: 0.8734, loss_cls: 1.3303, loss: 1.3303, grad_norm: 4.5069 2021-06-04 18:46:14,624 - mmaction - INFO - Epoch [13][940/1243] lr: 7.500e-03, eta: 1 day, 4:38:32, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.6674, top5_acc: 0.8672, loss_cls: 1.3323, loss: 1.3323, grad_norm: 4.5322 2021-06-04 18:46:32,986 - mmaction - INFO - Epoch [13][960/1243] lr: 7.500e-03, eta: 1 day, 4:38:09, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6792, top5_acc: 0.8721, loss_cls: 1.2911, loss: 1.2911, grad_norm: 4.2860 2021-06-04 18:46:51,370 - mmaction - INFO - Epoch [13][980/1243] lr: 7.500e-03, eta: 1 day, 4:37:46, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6654, top5_acc: 0.8586, loss_cls: 1.3823, loss: 1.3823, grad_norm: 5.0182 2021-06-04 18:47:10,372 - mmaction - INFO - Epoch [13][1000/1243] lr: 7.500e-03, eta: 1 day, 4:37:26, time: 0.950, data_time: 0.028, memory: 18352, top1_acc: 0.6745, top5_acc: 0.8693, loss_cls: 1.3196, loss: 1.3196, grad_norm: 4.7362 2021-06-04 18:47:29,451 - mmaction - INFO - Epoch [13][1020/1243] lr: 7.500e-03, eta: 1 day, 4:37:08, time: 0.954, data_time: 0.039, memory: 18352, top1_acc: 0.6721, top5_acc: 0.8674, loss_cls: 1.3396, loss: 1.3396, grad_norm: 4.5643 2021-06-04 18:47:47,872 - mmaction - INFO - Epoch [13][1040/1243] lr: 7.500e-03, eta: 1 day, 4:36:45, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6724, top5_acc: 0.8706, loss_cls: 1.3009, loss: 1.3009, grad_norm: 4.6901 2021-06-04 18:48:06,254 - mmaction - INFO - Epoch [13][1060/1243] lr: 7.500e-03, eta: 1 day, 4:36:21, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6727, top5_acc: 0.8674, loss_cls: 1.3270, loss: 1.3270, grad_norm: 5.2379 2021-06-04 18:48:24,635 - mmaction - INFO - Epoch [13][1080/1243] lr: 7.500e-03, eta: 1 day, 4:35:58, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6607, top5_acc: 0.8615, loss_cls: 1.3678, loss: 1.3678, grad_norm: 4.9212 2021-06-04 18:48:43,069 - mmaction - INFO - Epoch [13][1100/1243] lr: 7.500e-03, eta: 1 day, 4:35:35, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.6693, top5_acc: 0.8586, loss_cls: 1.3768, loss: 1.3768, grad_norm: 4.8146 2021-06-04 18:49:01,556 - mmaction - INFO - Epoch [13][1120/1243] lr: 7.500e-03, eta: 1 day, 4:35:13, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.6695, top5_acc: 0.8596, loss_cls: 1.3424, loss: 1.3424, grad_norm: 4.5726 2021-06-04 18:49:19,940 - mmaction - INFO - Epoch [13][1140/1243] lr: 7.500e-03, eta: 1 day, 4:34:49, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6628, top5_acc: 0.8630, loss_cls: 1.3732, loss: 1.3732, grad_norm: 4.7186 2021-06-04 18:49:38,571 - mmaction - INFO - Epoch [13][1160/1243] lr: 7.500e-03, eta: 1 day, 4:34:28, time: 0.932, data_time: 0.008, memory: 18352, top1_acc: 0.6740, top5_acc: 0.8617, loss_cls: 1.3409, loss: 1.3409, grad_norm: 5.1905 2021-06-04 18:49:57,894 - mmaction - INFO - Epoch [13][1180/1243] lr: 7.500e-03, eta: 1 day, 4:34:11, time: 0.966, data_time: 0.000, memory: 18352, top1_acc: 0.6628, top5_acc: 0.8630, loss_cls: 1.3577, loss: 1.3577, grad_norm: 4.6371 2021-06-04 18:50:16,317 - mmaction - INFO - Epoch [13][1200/1243] lr: 7.500e-03, eta: 1 day, 4:33:48, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6573, top5_acc: 0.8599, loss_cls: 1.3720, loss: 1.3720, grad_norm: 4.7818 2021-06-04 18:50:34,765 - mmaction - INFO - Epoch [13][1220/1243] lr: 7.500e-03, eta: 1 day, 4:33:25, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.6555, top5_acc: 0.8555, loss_cls: 1.4074, loss: 1.4074, grad_norm: 4.4866 2021-06-04 18:50:52,907 - mmaction - INFO - Epoch [13][1240/1243] lr: 7.500e-03, eta: 1 day, 4:33:00, time: 0.907, data_time: 0.000, memory: 18352, top1_acc: 0.6706, top5_acc: 0.8646, loss_cls: 1.3414, loss: 1.3414, grad_norm: 4.8331 2021-06-04 18:53:16,171 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 18:53:16,854 - mmaction - INFO - top1_acc 0.7134 top5_acc 0.9007 2021-06-04 18:53:16,854 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 18:53:16,878 - mmaction - INFO - mean_acc 0.7133 2021-06-04 18:53:16,883 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-06-04 18:53:17,977 - mmaction - INFO - Epoch(val) [13][104] top1_acc: 0.7134, top5_acc: 0.9007, mean_class_accuracy: 0.7133 2021-06-04 18:54:02,712 - mmaction - INFO - Epoch [14][20/1243] lr: 7.500e-03, eta: 1 day, 4:35:11, time: 2.236, data_time: 1.326, memory: 18352, top1_acc: 0.6734, top5_acc: 0.8628, loss_cls: 1.3082, loss: 1.3082, grad_norm: 4.4505 2021-06-04 18:54:21,284 - mmaction - INFO - Epoch [14][40/1243] lr: 7.500e-03, eta: 1 day, 4:34:49, time: 0.929, data_time: 0.001, memory: 18352, top1_acc: 0.6745, top5_acc: 0.8615, loss_cls: 1.3231, loss: 1.3231, grad_norm: 4.4206 2021-06-04 18:54:40,921 - mmaction - INFO - Epoch [14][60/1243] lr: 7.500e-03, eta: 1 day, 4:34:34, time: 0.982, data_time: 0.000, memory: 18352, top1_acc: 0.6940, top5_acc: 0.8747, loss_cls: 1.2481, loss: 1.2481, grad_norm: 4.8520 2021-06-04 18:54:59,243 - mmaction - INFO - Epoch [14][80/1243] lr: 7.500e-03, eta: 1 day, 4:34:10, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6875, top5_acc: 0.8719, loss_cls: 1.2531, loss: 1.2531, grad_norm: 4.5206 2021-06-04 18:55:17,632 - mmaction - INFO - Epoch [14][100/1243] lr: 7.500e-03, eta: 1 day, 4:33:47, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6737, top5_acc: 0.8706, loss_cls: 1.2920, loss: 1.2920, grad_norm: 4.5587 2021-06-04 18:55:35,981 - mmaction - INFO - Epoch [14][120/1243] lr: 7.500e-03, eta: 1 day, 4:33:24, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6682, top5_acc: 0.8727, loss_cls: 1.3205, loss: 1.3205, grad_norm: 4.7836 2021-06-04 18:55:54,350 - mmaction - INFO - Epoch [14][140/1243] lr: 7.500e-03, eta: 1 day, 4:33:00, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6750, top5_acc: 0.8737, loss_cls: 1.2803, loss: 1.2803, grad_norm: 4.9774 2021-06-04 18:56:12,722 - mmaction - INFO - Epoch [14][160/1243] lr: 7.500e-03, eta: 1 day, 4:32:37, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6734, top5_acc: 0.8695, loss_cls: 1.3236, loss: 1.3236, grad_norm: 4.8733 2021-06-04 18:56:31,039 - mmaction - INFO - Epoch [14][180/1243] lr: 7.500e-03, eta: 1 day, 4:32:13, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6724, top5_acc: 0.8721, loss_cls: 1.3276, loss: 1.3276, grad_norm: 5.2605 2021-06-04 18:56:49,463 - mmaction - INFO - Epoch [14][200/1243] lr: 7.500e-03, eta: 1 day, 4:31:50, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6661, top5_acc: 0.8635, loss_cls: 1.3495, loss: 1.3495, grad_norm: 4.8150 2021-06-04 18:57:07,855 - mmaction - INFO - Epoch [14][220/1243] lr: 7.500e-03, eta: 1 day, 4:31:27, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6667, top5_acc: 0.8701, loss_cls: 1.3279, loss: 1.3279, grad_norm: 5.1101 2021-06-04 18:57:26,256 - mmaction - INFO - Epoch [14][240/1243] lr: 7.500e-03, eta: 1 day, 4:31:03, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6562, top5_acc: 0.8573, loss_cls: 1.3671, loss: 1.3671, grad_norm: 4.6596 2021-06-04 18:57:44,636 - mmaction - INFO - Epoch [14][260/1243] lr: 7.500e-03, eta: 1 day, 4:30:40, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6750, top5_acc: 0.8630, loss_cls: 1.3157, loss: 1.3157, grad_norm: 4.3641 2021-06-04 18:58:03,068 - mmaction - INFO - Epoch [14][280/1243] lr: 7.500e-03, eta: 1 day, 4:30:17, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6719, top5_acc: 0.8706, loss_cls: 1.3210, loss: 1.3210, grad_norm: 4.5876 2021-06-04 18:58:21,561 - mmaction - INFO - Epoch [14][300/1243] lr: 7.500e-03, eta: 1 day, 4:29:55, time: 0.924, data_time: 0.000, memory: 18352, top1_acc: 0.6779, top5_acc: 0.8773, loss_cls: 1.2804, loss: 1.2804, grad_norm: 4.4990 2021-06-04 18:58:39,952 - mmaction - INFO - Epoch [14][320/1243] lr: 7.500e-03, eta: 1 day, 4:29:31, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6706, top5_acc: 0.8672, loss_cls: 1.3149, loss: 1.3149, grad_norm: 4.4457 2021-06-04 18:58:58,323 - mmaction - INFO - Epoch [14][340/1243] lr: 7.500e-03, eta: 1 day, 4:29:08, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6784, top5_acc: 0.8690, loss_cls: 1.3175, loss: 1.3175, grad_norm: 4.4624 2021-06-04 18:59:16,696 - mmaction - INFO - Epoch [14][360/1243] lr: 7.500e-03, eta: 1 day, 4:28:45, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6680, top5_acc: 0.8661, loss_cls: 1.3082, loss: 1.3082, grad_norm: 4.7468 2021-06-04 18:59:35,133 - mmaction - INFO - Epoch [14][380/1243] lr: 7.500e-03, eta: 1 day, 4:28:22, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6680, top5_acc: 0.8583, loss_cls: 1.3574, loss: 1.3574, grad_norm: 4.4070 2021-06-04 18:59:53,611 - mmaction - INFO - Epoch [14][400/1243] lr: 7.500e-03, eta: 1 day, 4:27:59, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.6643, top5_acc: 0.8648, loss_cls: 1.3338, loss: 1.3338, grad_norm: 5.1684 2021-06-04 19:00:12,024 - mmaction - INFO - Epoch [14][420/1243] lr: 7.500e-03, eta: 1 day, 4:27:37, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6763, top5_acc: 0.8727, loss_cls: 1.2870, loss: 1.2870, grad_norm: 4.5667 2021-06-04 19:00:30,404 - mmaction - INFO - Epoch [14][440/1243] lr: 7.500e-03, eta: 1 day, 4:27:13, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6836, top5_acc: 0.8727, loss_cls: 1.2723, loss: 1.2723, grad_norm: 4.6784 2021-06-04 19:00:48,840 - mmaction - INFO - Epoch [14][460/1243] lr: 7.500e-03, eta: 1 day, 4:26:50, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.6852, top5_acc: 0.8784, loss_cls: 1.2707, loss: 1.2707, grad_norm: 4.5344 2021-06-04 19:01:07,330 - mmaction - INFO - Epoch [14][480/1243] lr: 7.500e-03, eta: 1 day, 4:26:28, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.6708, top5_acc: 0.8641, loss_cls: 1.3487, loss: 1.3487, grad_norm: 4.9592 2021-06-04 19:01:25,797 - mmaction - INFO - Epoch [14][500/1243] lr: 7.500e-03, eta: 1 day, 4:26:05, time: 0.924, data_time: 0.000, memory: 18352, top1_acc: 0.6810, top5_acc: 0.8667, loss_cls: 1.2793, loss: 1.2793, grad_norm: 4.4631 2021-06-04 19:01:44,237 - mmaction - INFO - Epoch [14][520/1243] lr: 7.500e-03, eta: 1 day, 4:25:43, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.6620, top5_acc: 0.8612, loss_cls: 1.3445, loss: 1.3445, grad_norm: 4.5362 2021-06-04 19:02:02,637 - mmaction - INFO - Epoch [14][540/1243] lr: 7.500e-03, eta: 1 day, 4:25:20, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.6724, top5_acc: 0.8630, loss_cls: 1.2933, loss: 1.2933, grad_norm: 4.4605 2021-06-04 19:02:21,094 - mmaction - INFO - Epoch [14][560/1243] lr: 7.500e-03, eta: 1 day, 4:24:57, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.6872, top5_acc: 0.8753, loss_cls: 1.2637, loss: 1.2637, grad_norm: 4.3429 2021-06-04 19:02:39,515 - mmaction - INFO - Epoch [14][580/1243] lr: 7.500e-03, eta: 1 day, 4:24:34, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.6828, top5_acc: 0.8729, loss_cls: 1.2715, loss: 1.2715, grad_norm: 4.7009 2021-06-04 19:02:57,958 - mmaction - INFO - Epoch [14][600/1243] lr: 7.500e-03, eta: 1 day, 4:24:11, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6737, top5_acc: 0.8617, loss_cls: 1.3184, loss: 1.3184, grad_norm: 4.5458 2021-06-04 19:03:16,351 - mmaction - INFO - Epoch [14][620/1243] lr: 7.500e-03, eta: 1 day, 4:23:48, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6836, top5_acc: 0.8688, loss_cls: 1.2846, loss: 1.2846, grad_norm: 4.6096 2021-06-04 19:03:34,777 - mmaction - INFO - Epoch [14][640/1243] lr: 7.500e-03, eta: 1 day, 4:23:26, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6669, top5_acc: 0.8661, loss_cls: 1.3359, loss: 1.3359, grad_norm: 4.7557 2021-06-04 19:03:53,169 - mmaction - INFO - Epoch [14][660/1243] lr: 7.500e-03, eta: 1 day, 4:23:03, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6708, top5_acc: 0.8669, loss_cls: 1.3346, loss: 1.3346, grad_norm: 4.6721 2021-06-04 19:04:11,602 - mmaction - INFO - Epoch [14][680/1243] lr: 7.500e-03, eta: 1 day, 4:22:40, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6714, top5_acc: 0.8612, loss_cls: 1.3623, loss: 1.3623, grad_norm: 4.6135 2021-06-04 19:04:30,027 - mmaction - INFO - Epoch [14][700/1243] lr: 7.500e-03, eta: 1 day, 4:22:17, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6648, top5_acc: 0.8750, loss_cls: 1.3038, loss: 1.3038, grad_norm: 4.7481 2021-06-04 19:04:48,618 - mmaction - INFO - Epoch [14][720/1243] lr: 7.500e-03, eta: 1 day, 4:21:55, time: 0.930, data_time: 0.001, memory: 18352, top1_acc: 0.6776, top5_acc: 0.8716, loss_cls: 1.2997, loss: 1.2997, grad_norm: 4.5969 2021-06-04 19:05:07,008 - mmaction - INFO - Epoch [14][740/1243] lr: 7.500e-03, eta: 1 day, 4:21:32, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6768, top5_acc: 0.8630, loss_cls: 1.3289, loss: 1.3289, grad_norm: 4.9060 2021-06-04 19:05:25,496 - mmaction - INFO - Epoch [14][760/1243] lr: 7.500e-03, eta: 1 day, 4:21:10, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.6695, top5_acc: 0.8661, loss_cls: 1.3470, loss: 1.3470, grad_norm: 4.5962 2021-06-04 19:05:43,906 - mmaction - INFO - Epoch [14][780/1243] lr: 7.500e-03, eta: 1 day, 4:20:47, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6943, top5_acc: 0.8807, loss_cls: 1.2440, loss: 1.2440, grad_norm: 4.1981 2021-06-04 19:06:02,368 - mmaction - INFO - Epoch [14][800/1243] lr: 7.500e-03, eta: 1 day, 4:20:25, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.6896, top5_acc: 0.8755, loss_cls: 1.2605, loss: 1.2605, grad_norm: 4.6130 2021-06-04 19:06:20,842 - mmaction - INFO - Epoch [14][820/1243] lr: 7.500e-03, eta: 1 day, 4:20:02, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.6727, top5_acc: 0.8659, loss_cls: 1.3047, loss: 1.3047, grad_norm: 4.7147 2021-06-04 19:06:39,286 - mmaction - INFO - Epoch [14][840/1243] lr: 7.500e-03, eta: 1 day, 4:19:40, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.6690, top5_acc: 0.8695, loss_cls: 1.2991, loss: 1.2991, grad_norm: 4.7002 2021-06-04 19:06:57,751 - mmaction - INFO - Epoch [14][860/1243] lr: 7.500e-03, eta: 1 day, 4:19:17, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.6661, top5_acc: 0.8602, loss_cls: 1.3249, loss: 1.3249, grad_norm: 5.0283 2021-06-04 19:07:16,250 - mmaction - INFO - Epoch [14][880/1243] lr: 7.500e-03, eta: 1 day, 4:18:55, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.6648, top5_acc: 0.8641, loss_cls: 1.3664, loss: 1.3664, grad_norm: 4.5555 2021-06-04 19:07:34,669 - mmaction - INFO - Epoch [14][900/1243] lr: 7.500e-03, eta: 1 day, 4:18:32, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6797, top5_acc: 0.8701, loss_cls: 1.2976, loss: 1.2976, grad_norm: 4.3300 2021-06-04 19:07:53,092 - mmaction - INFO - Epoch [14][920/1243] lr: 7.500e-03, eta: 1 day, 4:18:10, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6672, top5_acc: 0.8703, loss_cls: 1.3344, loss: 1.3344, grad_norm: 4.6764 2021-06-04 19:08:11,517 - mmaction - INFO - Epoch [14][940/1243] lr: 7.500e-03, eta: 1 day, 4:17:47, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6734, top5_acc: 0.8643, loss_cls: 1.3008, loss: 1.3008, grad_norm: 4.4020 2021-06-04 19:08:30,026 - mmaction - INFO - Epoch [14][960/1243] lr: 7.500e-03, eta: 1 day, 4:17:25, time: 0.926, data_time: 0.001, memory: 18352, top1_acc: 0.6747, top5_acc: 0.8643, loss_cls: 1.3070, loss: 1.3070, grad_norm: 4.4223 2021-06-04 19:08:48,426 - mmaction - INFO - Epoch [14][980/1243] lr: 7.500e-03, eta: 1 day, 4:17:02, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.6721, top5_acc: 0.8654, loss_cls: 1.3206, loss: 1.3206, grad_norm: 4.6011 2021-06-04 19:09:06,849 - mmaction - INFO - Epoch [14][1000/1243] lr: 7.500e-03, eta: 1 day, 4:16:40, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6719, top5_acc: 0.8737, loss_cls: 1.3270, loss: 1.3270, grad_norm: 4.7318 2021-06-04 19:09:25,315 - mmaction - INFO - Epoch [14][1020/1243] lr: 7.500e-03, eta: 1 day, 4:16:17, time: 0.924, data_time: 0.002, memory: 18352, top1_acc: 0.6802, top5_acc: 0.8628, loss_cls: 1.3169, loss: 1.3169, grad_norm: 4.7324 2021-06-04 19:09:43,677 - mmaction - INFO - Epoch [14][1040/1243] lr: 7.500e-03, eta: 1 day, 4:15:54, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6763, top5_acc: 0.8648, loss_cls: 1.2975, loss: 1.2975, grad_norm: 4.6119 2021-06-04 19:10:02,034 - mmaction - INFO - Epoch [14][1060/1243] lr: 7.500e-03, eta: 1 day, 4:15:31, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6690, top5_acc: 0.8669, loss_cls: 1.3351, loss: 1.3351, grad_norm: 4.8937 2021-06-04 19:10:20,426 - mmaction - INFO - Epoch [14][1080/1243] lr: 7.500e-03, eta: 1 day, 4:15:08, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6708, top5_acc: 0.8685, loss_cls: 1.3194, loss: 1.3194, grad_norm: 4.6883 2021-06-04 19:10:38,828 - mmaction - INFO - Epoch [14][1100/1243] lr: 7.500e-03, eta: 1 day, 4:14:46, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6768, top5_acc: 0.8688, loss_cls: 1.3294, loss: 1.3294, grad_norm: 5.1298 2021-06-04 19:10:57,346 - mmaction - INFO - Epoch [14][1120/1243] lr: 7.500e-03, eta: 1 day, 4:14:24, time: 0.926, data_time: 0.001, memory: 18352, top1_acc: 0.6573, top5_acc: 0.8576, loss_cls: 1.3777, loss: 1.3777, grad_norm: 4.6705 2021-06-04 19:11:15,758 - mmaction - INFO - Epoch [14][1140/1243] lr: 7.500e-03, eta: 1 day, 4:14:01, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.6760, top5_acc: 0.8742, loss_cls: 1.2935, loss: 1.2935, grad_norm: 4.4074 2021-06-04 19:11:34,203 - mmaction - INFO - Epoch [14][1160/1243] lr: 7.500e-03, eta: 1 day, 4:13:39, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.6753, top5_acc: 0.8654, loss_cls: 1.3295, loss: 1.3295, grad_norm: 4.5890 2021-06-04 19:11:52,674 - mmaction - INFO - Epoch [14][1180/1243] lr: 7.500e-03, eta: 1 day, 4:13:16, time: 0.924, data_time: 0.002, memory: 18352, top1_acc: 0.6768, top5_acc: 0.8648, loss_cls: 1.3371, loss: 1.3371, grad_norm: 4.4353 2021-06-04 19:12:10,980 - mmaction - INFO - Epoch [14][1200/1243] lr: 7.500e-03, eta: 1 day, 4:12:53, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6682, top5_acc: 0.8646, loss_cls: 1.3154, loss: 1.3154, grad_norm: 4.5365 2021-06-04 19:12:29,350 - mmaction - INFO - Epoch [14][1220/1243] lr: 7.500e-03, eta: 1 day, 4:12:30, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6784, top5_acc: 0.8693, loss_cls: 1.3092, loss: 1.3092, grad_norm: 4.5625 2021-06-04 19:12:47,520 - mmaction - INFO - Epoch [14][1240/1243] lr: 7.500e-03, eta: 1 day, 4:12:06, time: 0.909, data_time: 0.001, memory: 18352, top1_acc: 0.6706, top5_acc: 0.8753, loss_cls: 1.2882, loss: 1.2882, grad_norm: 4.6183 2021-06-04 19:15:09,478 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 19:15:10,125 - mmaction - INFO - top1_acc 0.7193 top5_acc 0.9057 2021-06-04 19:15:10,125 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 19:15:10,147 - mmaction - INFO - mean_acc 0.7192 2021-06-04 19:15:11,318 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. 2021-06-04 19:15:11,319 - mmaction - INFO - Best top1_acc is 0.7193 at 14 epoch. 2021-06-04 19:15:11,325 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-06-04 19:15:12,355 - mmaction - INFO - Epoch(val) [14][104] top1_acc: 0.7193, top5_acc: 0.9057, mean_class_accuracy: 0.7192 2021-06-04 19:15:56,318 - mmaction - INFO - Epoch [15][20/1243] lr: 7.500e-03, eta: 1 day, 4:14:00, time: 2.197, data_time: 1.288, memory: 18352, top1_acc: 0.6971, top5_acc: 0.8846, loss_cls: 1.2228, loss: 1.2228, grad_norm: 4.5856 2021-06-04 19:16:14,628 - mmaction - INFO - Epoch [15][40/1243] lr: 7.500e-03, eta: 1 day, 4:13:37, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.6794, top5_acc: 0.8708, loss_cls: 1.2780, loss: 1.2780, grad_norm: 4.3310 2021-06-04 19:16:33,026 - mmaction - INFO - Epoch [15][60/1243] lr: 7.500e-03, eta: 1 day, 4:13:14, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6826, top5_acc: 0.8719, loss_cls: 1.2752, loss: 1.2752, grad_norm: 4.6876 2021-06-04 19:16:51,400 - mmaction - INFO - Epoch [15][80/1243] lr: 7.500e-03, eta: 1 day, 4:12:51, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6758, top5_acc: 0.8755, loss_cls: 1.2797, loss: 1.2797, grad_norm: 4.4523 2021-06-04 19:17:09,800 - mmaction - INFO - Epoch [15][100/1243] lr: 7.500e-03, eta: 1 day, 4:12:28, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6799, top5_acc: 0.8680, loss_cls: 1.2897, loss: 1.2897, grad_norm: 4.2847 2021-06-04 19:17:28,164 - mmaction - INFO - Epoch [15][120/1243] lr: 7.500e-03, eta: 1 day, 4:12:05, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6940, top5_acc: 0.8781, loss_cls: 1.2559, loss: 1.2559, grad_norm: 4.4813 2021-06-04 19:17:46,540 - mmaction - INFO - Epoch [15][140/1243] lr: 7.500e-03, eta: 1 day, 4:11:42, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.6786, top5_acc: 0.8708, loss_cls: 1.2642, loss: 1.2642, grad_norm: 4.8521 2021-06-04 19:18:04,818 - mmaction - INFO - Epoch [15][160/1243] lr: 7.500e-03, eta: 1 day, 4:11:19, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6930, top5_acc: 0.8721, loss_cls: 1.2507, loss: 1.2507, grad_norm: 4.6008 2021-06-04 19:18:23,148 - mmaction - INFO - Epoch [15][180/1243] lr: 7.500e-03, eta: 1 day, 4:10:56, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6911, top5_acc: 0.8781, loss_cls: 1.2325, loss: 1.2325, grad_norm: 4.5854 2021-06-04 19:18:41,499 - mmaction - INFO - Epoch [15][200/1243] lr: 7.500e-03, eta: 1 day, 4:10:32, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6768, top5_acc: 0.8706, loss_cls: 1.3035, loss: 1.3035, grad_norm: 4.4276 2021-06-04 19:18:59,815 - mmaction - INFO - Epoch [15][220/1243] lr: 7.500e-03, eta: 1 day, 4:10:09, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.6661, top5_acc: 0.8635, loss_cls: 1.3354, loss: 1.3354, grad_norm: 4.6480 2021-06-04 19:19:18,123 - mmaction - INFO - Epoch [15][240/1243] lr: 7.500e-03, eta: 1 day, 4:09:46, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6919, top5_acc: 0.8799, loss_cls: 1.2116, loss: 1.2116, grad_norm: 4.3643 2021-06-04 19:19:36,499 - mmaction - INFO - Epoch [15][260/1243] lr: 7.500e-03, eta: 1 day, 4:09:23, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.6865, top5_acc: 0.8737, loss_cls: 1.2772, loss: 1.2772, grad_norm: 4.3947 2021-06-04 19:19:54,823 - mmaction - INFO - Epoch [15][280/1243] lr: 7.500e-03, eta: 1 day, 4:09:00, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6844, top5_acc: 0.8698, loss_cls: 1.3000, loss: 1.3000, grad_norm: 4.6122 2021-06-04 19:20:13,161 - mmaction - INFO - Epoch [15][300/1243] lr: 7.500e-03, eta: 1 day, 4:08:37, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6961, top5_acc: 0.8747, loss_cls: 1.2336, loss: 1.2336, grad_norm: 4.6318 2021-06-04 19:20:31,499 - mmaction - INFO - Epoch [15][320/1243] lr: 7.500e-03, eta: 1 day, 4:08:14, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6867, top5_acc: 0.8753, loss_cls: 1.2601, loss: 1.2601, grad_norm: 4.4545 2021-06-04 19:20:49,960 - mmaction - INFO - Epoch [15][340/1243] lr: 7.500e-03, eta: 1 day, 4:07:52, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.6911, top5_acc: 0.8779, loss_cls: 1.2242, loss: 1.2242, grad_norm: 4.3388 2021-06-04 19:21:08,300 - mmaction - INFO - Epoch [15][360/1243] lr: 7.500e-03, eta: 1 day, 4:07:29, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6961, top5_acc: 0.8729, loss_cls: 1.2638, loss: 1.2638, grad_norm: 4.8322 2021-06-04 19:21:26,655 - mmaction - INFO - Epoch [15][380/1243] lr: 7.500e-03, eta: 1 day, 4:07:06, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6849, top5_acc: 0.8690, loss_cls: 1.2962, loss: 1.2962, grad_norm: 4.7818 2021-06-04 19:21:44,970 - mmaction - INFO - Epoch [15][400/1243] lr: 7.500e-03, eta: 1 day, 4:06:43, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6797, top5_acc: 0.8734, loss_cls: 1.2663, loss: 1.2663, grad_norm: 4.4173 2021-06-04 19:22:03,314 - mmaction - INFO - Epoch [15][420/1243] lr: 7.500e-03, eta: 1 day, 4:06:20, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6849, top5_acc: 0.8706, loss_cls: 1.2768, loss: 1.2768, grad_norm: 4.5858 2021-06-04 19:22:21,727 - mmaction - INFO - Epoch [15][440/1243] lr: 7.500e-03, eta: 1 day, 4:05:57, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.6867, top5_acc: 0.8779, loss_cls: 1.2629, loss: 1.2629, grad_norm: 4.8147 2021-06-04 19:22:40,088 - mmaction - INFO - Epoch [15][460/1243] lr: 7.500e-03, eta: 1 day, 4:05:34, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6755, top5_acc: 0.8609, loss_cls: 1.2951, loss: 1.2951, grad_norm: 4.4807 2021-06-04 19:22:58,466 - mmaction - INFO - Epoch [15][480/1243] lr: 7.500e-03, eta: 1 day, 4:05:12, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6914, top5_acc: 0.8867, loss_cls: 1.1732, loss: 1.1732, grad_norm: 4.3918 2021-06-04 19:23:16,895 - mmaction - INFO - Epoch [15][500/1243] lr: 7.500e-03, eta: 1 day, 4:04:49, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6818, top5_acc: 0.8646, loss_cls: 1.2947, loss: 1.2947, grad_norm: 6.4305 2021-06-04 19:23:35,230 - mmaction - INFO - Epoch [15][520/1243] lr: 7.500e-03, eta: 1 day, 4:04:26, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6760, top5_acc: 0.8630, loss_cls: 1.3165, loss: 1.3165, grad_norm: 4.4938 2021-06-04 19:23:53,702 - mmaction - INFO - Epoch [15][540/1243] lr: 7.500e-03, eta: 1 day, 4:04:04, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.6719, top5_acc: 0.8635, loss_cls: 1.3348, loss: 1.3348, grad_norm: 4.3893 2021-06-04 19:24:12,014 - mmaction - INFO - Epoch [15][560/1243] lr: 7.500e-03, eta: 1 day, 4:03:41, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6687, top5_acc: 0.8706, loss_cls: 1.3268, loss: 1.3268, grad_norm: 4.3090 2021-06-04 19:24:30,345 - mmaction - INFO - Epoch [15][580/1243] lr: 7.500e-03, eta: 1 day, 4:03:18, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6789, top5_acc: 0.8703, loss_cls: 1.2731, loss: 1.2731, grad_norm: 4.4299 2021-06-04 19:24:48,692 - mmaction - INFO - Epoch [15][600/1243] lr: 7.500e-03, eta: 1 day, 4:02:55, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6680, top5_acc: 0.8638, loss_cls: 1.3081, loss: 1.3081, grad_norm: 4.6270 2021-06-04 19:25:07,098 - mmaction - INFO - Epoch [15][620/1243] lr: 7.500e-03, eta: 1 day, 4:02:33, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.6615, top5_acc: 0.8664, loss_cls: 1.3308, loss: 1.3308, grad_norm: 4.4435 2021-06-04 19:25:25,431 - mmaction - INFO - Epoch [15][640/1243] lr: 7.500e-03, eta: 1 day, 4:02:10, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6609, top5_acc: 0.8693, loss_cls: 1.3296, loss: 1.3296, grad_norm: 4.6447 2021-06-04 19:25:43,757 - mmaction - INFO - Epoch [15][660/1243] lr: 7.500e-03, eta: 1 day, 4:01:47, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6755, top5_acc: 0.8669, loss_cls: 1.2995, loss: 1.2995, grad_norm: 4.4381 2021-06-04 19:26:02,143 - mmaction - INFO - Epoch [15][680/1243] lr: 7.500e-03, eta: 1 day, 4:01:24, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6831, top5_acc: 0.8716, loss_cls: 1.2805, loss: 1.2805, grad_norm: 4.4563 2021-06-04 19:26:20,532 - mmaction - INFO - Epoch [15][700/1243] lr: 7.500e-03, eta: 1 day, 4:01:02, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6836, top5_acc: 0.8727, loss_cls: 1.2792, loss: 1.2792, grad_norm: 4.4310 2021-06-04 19:26:38,892 - mmaction - INFO - Epoch [15][720/1243] lr: 7.500e-03, eta: 1 day, 4:00:39, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6961, top5_acc: 0.8721, loss_cls: 1.2355, loss: 1.2355, grad_norm: 4.3909 2021-06-04 19:26:57,222 - mmaction - INFO - Epoch [15][740/1243] lr: 7.500e-03, eta: 1 day, 4:00:16, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6813, top5_acc: 0.8714, loss_cls: 1.2757, loss: 1.2757, grad_norm: 4.7181 2021-06-04 19:27:15,605 - mmaction - INFO - Epoch [15][760/1243] lr: 7.500e-03, eta: 1 day, 3:59:53, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6813, top5_acc: 0.8701, loss_cls: 1.2818, loss: 1.2818, grad_norm: 4.3787 2021-06-04 19:27:33,907 - mmaction - INFO - Epoch [15][780/1243] lr: 7.500e-03, eta: 1 day, 3:59:31, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6693, top5_acc: 0.8680, loss_cls: 1.3189, loss: 1.3189, grad_norm: 4.6026 2021-06-04 19:27:52,297 - mmaction - INFO - Epoch [15][800/1243] lr: 7.500e-03, eta: 1 day, 3:59:08, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6747, top5_acc: 0.8674, loss_cls: 1.3105, loss: 1.3105, grad_norm: 4.3522 2021-06-04 19:28:10,623 - mmaction - INFO - Epoch [15][820/1243] lr: 7.500e-03, eta: 1 day, 3:58:45, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6784, top5_acc: 0.8745, loss_cls: 1.2666, loss: 1.2666, grad_norm: 4.6045 2021-06-04 19:28:28,974 - mmaction - INFO - Epoch [15][840/1243] lr: 7.500e-03, eta: 1 day, 3:58:22, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6745, top5_acc: 0.8706, loss_cls: 1.2983, loss: 1.2983, grad_norm: 4.2919 2021-06-04 19:28:47,276 - mmaction - INFO - Epoch [15][860/1243] lr: 7.500e-03, eta: 1 day, 3:57:59, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6766, top5_acc: 0.8599, loss_cls: 1.3401, loss: 1.3401, grad_norm: 4.6279 2021-06-04 19:29:05,585 - mmaction - INFO - Epoch [15][880/1243] lr: 7.500e-03, eta: 1 day, 3:57:36, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6693, top5_acc: 0.8628, loss_cls: 1.3349, loss: 1.3349, grad_norm: 4.6109 2021-06-04 19:29:23,902 - mmaction - INFO - Epoch [15][900/1243] lr: 7.500e-03, eta: 1 day, 3:57:14, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6753, top5_acc: 0.8656, loss_cls: 1.2958, loss: 1.2958, grad_norm: 4.3525 2021-06-04 19:29:42,350 - mmaction - INFO - Epoch [15][920/1243] lr: 7.500e-03, eta: 1 day, 3:56:51, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.6784, top5_acc: 0.8734, loss_cls: 1.2926, loss: 1.2926, grad_norm: 4.4876 2021-06-04 19:30:00,832 - mmaction - INFO - Epoch [15][940/1243] lr: 7.500e-03, eta: 1 day, 3:56:30, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.6862, top5_acc: 0.8792, loss_cls: 1.2541, loss: 1.2541, grad_norm: 4.5786 2021-06-04 19:30:19,154 - mmaction - INFO - Epoch [15][960/1243] lr: 7.500e-03, eta: 1 day, 3:56:07, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6805, top5_acc: 0.8674, loss_cls: 1.2951, loss: 1.2951, grad_norm: 4.5847 2021-06-04 19:30:37,526 - mmaction - INFO - Epoch [15][980/1243] lr: 7.500e-03, eta: 1 day, 3:55:44, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6846, top5_acc: 0.8807, loss_cls: 1.2405, loss: 1.2405, grad_norm: 4.2174 2021-06-04 19:30:55,837 - mmaction - INFO - Epoch [15][1000/1243] lr: 7.500e-03, eta: 1 day, 3:55:21, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6820, top5_acc: 0.8773, loss_cls: 1.2336, loss: 1.2336, grad_norm: 4.4122 2021-06-04 19:31:14,121 - mmaction - INFO - Epoch [15][1020/1243] lr: 7.500e-03, eta: 1 day, 3:54:58, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6885, top5_acc: 0.8708, loss_cls: 1.2713, loss: 1.2713, grad_norm: 4.5723 2021-06-04 19:31:32,439 - mmaction - INFO - Epoch [15][1040/1243] lr: 7.500e-03, eta: 1 day, 3:54:36, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6750, top5_acc: 0.8771, loss_cls: 1.2927, loss: 1.2927, grad_norm: 4.4503 2021-06-04 19:31:50,844 - mmaction - INFO - Epoch [15][1060/1243] lr: 7.500e-03, eta: 1 day, 3:54:13, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.6854, top5_acc: 0.8773, loss_cls: 1.2412, loss: 1.2412, grad_norm: 4.3602 2021-06-04 19:32:09,201 - mmaction - INFO - Epoch [15][1080/1243] lr: 7.500e-03, eta: 1 day, 3:53:51, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6701, top5_acc: 0.8773, loss_cls: 1.2849, loss: 1.2849, grad_norm: 4.6238 2021-06-04 19:32:27,559 - mmaction - INFO - Epoch [15][1100/1243] lr: 7.500e-03, eta: 1 day, 3:53:28, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6737, top5_acc: 0.8701, loss_cls: 1.3113, loss: 1.3113, grad_norm: 4.4699 2021-06-04 19:32:45,849 - mmaction - INFO - Epoch [15][1120/1243] lr: 7.500e-03, eta: 1 day, 3:53:05, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6867, top5_acc: 0.8688, loss_cls: 1.2980, loss: 1.2980, grad_norm: 4.6011 2021-06-04 19:33:04,222 - mmaction - INFO - Epoch [15][1140/1243] lr: 7.500e-03, eta: 1 day, 3:52:43, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6810, top5_acc: 0.8737, loss_cls: 1.2958, loss: 1.2958, grad_norm: 4.3944 2021-06-04 19:33:22,604 - mmaction - INFO - Epoch [15][1160/1243] lr: 7.500e-03, eta: 1 day, 3:52:20, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.6721, top5_acc: 0.8760, loss_cls: 1.3180, loss: 1.3180, grad_norm: 4.8200 2021-06-04 19:33:40,972 - mmaction - INFO - Epoch [15][1180/1243] lr: 7.500e-03, eta: 1 day, 3:51:58, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6547, top5_acc: 0.8664, loss_cls: 1.3246, loss: 1.3246, grad_norm: 4.5730 2021-06-04 19:33:59,361 - mmaction - INFO - Epoch [15][1200/1243] lr: 7.500e-03, eta: 1 day, 3:51:35, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6677, top5_acc: 0.8630, loss_cls: 1.3432, loss: 1.3432, grad_norm: 4.4817 2021-06-04 19:34:17,655 - mmaction - INFO - Epoch [15][1220/1243] lr: 7.500e-03, eta: 1 day, 3:51:13, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6810, top5_acc: 0.8661, loss_cls: 1.3080, loss: 1.3080, grad_norm: 4.3587 2021-06-04 19:34:35,712 - mmaction - INFO - Epoch [15][1240/1243] lr: 7.500e-03, eta: 1 day, 3:50:49, time: 0.904, data_time: 0.001, memory: 18352, top1_acc: 0.6711, top5_acc: 0.8721, loss_cls: 1.3240, loss: 1.3240, grad_norm: 4.5905 2021-06-04 19:36:59,183 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 19:36:59,862 - mmaction - INFO - top1_acc 0.7219 top5_acc 0.9065 2021-06-04 19:36:59,862 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 19:36:59,886 - mmaction - INFO - mean_acc 0.7219 2021-06-04 19:37:01,111 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_15.pth. 2021-06-04 19:37:01,112 - mmaction - INFO - Best top1_acc is 0.7219 at 15 epoch. 2021-06-04 19:37:01,118 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-06-04 19:37:02,157 - mmaction - INFO - Epoch(val) [15][104] top1_acc: 0.7219, top5_acc: 0.9065, mean_class_accuracy: 0.7219 2021-06-04 19:37:48,115 - mmaction - INFO - Epoch [16][20/1243] lr: 7.500e-03, eta: 1 day, 3:52:43, time: 2.297, data_time: 1.384, memory: 18352, top1_acc: 0.6802, top5_acc: 0.8760, loss_cls: 1.2727, loss: 1.2727, grad_norm: 4.5273 2021-06-04 19:38:06,390 - mmaction - INFO - Epoch [16][40/1243] lr: 7.500e-03, eta: 1 day, 3:52:20, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6987, top5_acc: 0.8784, loss_cls: 1.1989, loss: 1.1989, grad_norm: 4.8778 2021-06-04 19:38:24,726 - mmaction - INFO - Epoch [16][60/1243] lr: 7.500e-03, eta: 1 day, 3:51:57, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6906, top5_acc: 0.8742, loss_cls: 1.2474, loss: 1.2474, grad_norm: 4.7475 2021-06-04 19:38:43,033 - mmaction - INFO - Epoch [16][80/1243] lr: 7.500e-03, eta: 1 day, 3:51:35, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6935, top5_acc: 0.8841, loss_cls: 1.2252, loss: 1.2252, grad_norm: 4.5194 2021-06-04 19:39:01,310 - mmaction - INFO - Epoch [16][100/1243] lr: 7.500e-03, eta: 1 day, 3:51:11, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6732, top5_acc: 0.8609, loss_cls: 1.3198, loss: 1.3198, grad_norm: 4.5227 2021-06-04 19:39:19,615 - mmaction - INFO - Epoch [16][120/1243] lr: 7.500e-03, eta: 1 day, 3:50:49, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6997, top5_acc: 0.8818, loss_cls: 1.2074, loss: 1.2074, grad_norm: 4.3400 2021-06-04 19:39:37,935 - mmaction - INFO - Epoch [16][140/1243] lr: 7.500e-03, eta: 1 day, 3:50:26, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7031, top5_acc: 0.8797, loss_cls: 1.1965, loss: 1.1965, grad_norm: 4.3724 2021-06-04 19:39:56,230 - mmaction - INFO - Epoch [16][160/1243] lr: 7.500e-03, eta: 1 day, 3:50:03, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6932, top5_acc: 0.8693, loss_cls: 1.2605, loss: 1.2605, grad_norm: 4.3341 2021-06-04 19:40:14,600 - mmaction - INFO - Epoch [16][180/1243] lr: 7.500e-03, eta: 1 day, 3:49:40, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6974, top5_acc: 0.8797, loss_cls: 1.2112, loss: 1.2112, grad_norm: 4.3345 2021-06-04 19:40:32,984 - mmaction - INFO - Epoch [16][200/1243] lr: 7.500e-03, eta: 1 day, 3:49:18, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7023, top5_acc: 0.8826, loss_cls: 1.1974, loss: 1.1974, grad_norm: 4.5029 2021-06-04 19:40:51,273 - mmaction - INFO - Epoch [16][220/1243] lr: 7.500e-03, eta: 1 day, 3:48:55, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6802, top5_acc: 0.8719, loss_cls: 1.2658, loss: 1.2658, grad_norm: 4.4858 2021-06-04 19:41:09,585 - mmaction - INFO - Epoch [16][240/1243] lr: 7.500e-03, eta: 1 day, 3:48:32, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6828, top5_acc: 0.8760, loss_cls: 1.2619, loss: 1.2619, grad_norm: 4.5028 2021-06-04 19:41:27,966 - mmaction - INFO - Epoch [16][260/1243] lr: 7.500e-03, eta: 1 day, 3:48:10, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6766, top5_acc: 0.8737, loss_cls: 1.2836, loss: 1.2836, grad_norm: 4.6603 2021-06-04 19:41:46,290 - mmaction - INFO - Epoch [16][280/1243] lr: 7.500e-03, eta: 1 day, 3:47:47, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6729, top5_acc: 0.8763, loss_cls: 1.2695, loss: 1.2695, grad_norm: 4.4498 2021-06-04 19:42:04,587 - mmaction - INFO - Epoch [16][300/1243] lr: 7.500e-03, eta: 1 day, 3:47:24, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6865, top5_acc: 0.8799, loss_cls: 1.2492, loss: 1.2492, grad_norm: 4.5244 2021-06-04 19:42:22,884 - mmaction - INFO - Epoch [16][320/1243] lr: 7.500e-03, eta: 1 day, 3:47:01, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6883, top5_acc: 0.8708, loss_cls: 1.2678, loss: 1.2678, grad_norm: 4.4531 2021-06-04 19:42:41,240 - mmaction - INFO - Epoch [16][340/1243] lr: 7.500e-03, eta: 1 day, 3:46:39, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7031, top5_acc: 0.8872, loss_cls: 1.1912, loss: 1.1912, grad_norm: 4.2838 2021-06-04 19:42:59,551 - mmaction - INFO - Epoch [16][360/1243] lr: 7.500e-03, eta: 1 day, 3:46:16, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6937, top5_acc: 0.8802, loss_cls: 1.2035, loss: 1.2035, grad_norm: 4.6852 2021-06-04 19:43:17,882 - mmaction - INFO - Epoch [16][380/1243] lr: 7.500e-03, eta: 1 day, 3:45:53, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6893, top5_acc: 0.8766, loss_cls: 1.2488, loss: 1.2488, grad_norm: 4.9197 2021-06-04 19:43:36,203 - mmaction - INFO - Epoch [16][400/1243] lr: 7.500e-03, eta: 1 day, 3:45:31, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6802, top5_acc: 0.8620, loss_cls: 1.3128, loss: 1.3128, grad_norm: 4.5609 2021-06-04 19:43:54,526 - mmaction - INFO - Epoch [16][420/1243] lr: 7.500e-03, eta: 1 day, 3:45:08, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6867, top5_acc: 0.8823, loss_cls: 1.2259, loss: 1.2259, grad_norm: 4.4209 2021-06-04 19:44:12,837 - mmaction - INFO - Epoch [16][440/1243] lr: 7.500e-03, eta: 1 day, 3:44:45, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6854, top5_acc: 0.8763, loss_cls: 1.2616, loss: 1.2616, grad_norm: 4.6244 2021-06-04 19:44:31,282 - mmaction - INFO - Epoch [16][460/1243] lr: 7.500e-03, eta: 1 day, 3:44:23, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6810, top5_acc: 0.8742, loss_cls: 1.2934, loss: 1.2934, grad_norm: 4.5710 2021-06-04 19:44:49,602 - mmaction - INFO - Epoch [16][480/1243] lr: 7.500e-03, eta: 1 day, 3:44:01, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6948, top5_acc: 0.8742, loss_cls: 1.2562, loss: 1.2562, grad_norm: 4.6313 2021-06-04 19:45:07,857 - mmaction - INFO - Epoch [16][500/1243] lr: 7.500e-03, eta: 1 day, 3:43:38, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.6753, top5_acc: 0.8750, loss_cls: 1.2540, loss: 1.2540, grad_norm: 4.3932 2021-06-04 19:45:26,180 - mmaction - INFO - Epoch [16][520/1243] lr: 7.500e-03, eta: 1 day, 3:43:15, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6891, top5_acc: 0.8703, loss_cls: 1.2691, loss: 1.2691, grad_norm: 4.5895 2021-06-04 19:45:44,456 - mmaction - INFO - Epoch [16][540/1243] lr: 7.500e-03, eta: 1 day, 3:42:52, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6818, top5_acc: 0.8755, loss_cls: 1.2560, loss: 1.2560, grad_norm: 4.4256 2021-06-04 19:46:02,759 - mmaction - INFO - Epoch [16][560/1243] lr: 7.500e-03, eta: 1 day, 3:42:29, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6693, top5_acc: 0.8654, loss_cls: 1.3305, loss: 1.3305, grad_norm: 4.5810 2021-06-04 19:46:21,059 - mmaction - INFO - Epoch [16][580/1243] lr: 7.500e-03, eta: 1 day, 3:42:07, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6922, top5_acc: 0.8766, loss_cls: 1.2389, loss: 1.2389, grad_norm: 4.5705 2021-06-04 19:46:39,432 - mmaction - INFO - Epoch [16][600/1243] lr: 7.500e-03, eta: 1 day, 3:41:44, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.6919, top5_acc: 0.8799, loss_cls: 1.2436, loss: 1.2436, grad_norm: 4.4022 2021-06-04 19:46:57,788 - mmaction - INFO - Epoch [16][620/1243] lr: 7.500e-03, eta: 1 day, 3:41:22, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6799, top5_acc: 0.8685, loss_cls: 1.2586, loss: 1.2586, grad_norm: 4.5711 2021-06-04 19:47:16,111 - mmaction - INFO - Epoch [16][640/1243] lr: 7.500e-03, eta: 1 day, 3:40:59, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6961, top5_acc: 0.8891, loss_cls: 1.1848, loss: 1.1848, grad_norm: 4.4264 2021-06-04 19:47:34,460 - mmaction - INFO - Epoch [16][660/1243] lr: 7.500e-03, eta: 1 day, 3:40:37, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6846, top5_acc: 0.8758, loss_cls: 1.2471, loss: 1.2471, grad_norm: 4.6222 2021-06-04 19:47:52,730 - mmaction - INFO - Epoch [16][680/1243] lr: 7.500e-03, eta: 1 day, 3:40:14, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6859, top5_acc: 0.8711, loss_cls: 1.2463, loss: 1.2463, grad_norm: 4.4915 2021-06-04 19:48:11,103 - mmaction - INFO - Epoch [16][700/1243] lr: 7.500e-03, eta: 1 day, 3:39:52, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6859, top5_acc: 0.8727, loss_cls: 1.2560, loss: 1.2560, grad_norm: 4.4723 2021-06-04 19:48:29,446 - mmaction - INFO - Epoch [16][720/1243] lr: 7.500e-03, eta: 1 day, 3:39:30, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6818, top5_acc: 0.8747, loss_cls: 1.2662, loss: 1.2662, grad_norm: 4.5495 2021-06-04 19:48:47,821 - mmaction - INFO - Epoch [16][740/1243] lr: 7.500e-03, eta: 1 day, 3:39:07, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6820, top5_acc: 0.8674, loss_cls: 1.3109, loss: 1.3109, grad_norm: 4.4189 2021-06-04 19:49:06,122 - mmaction - INFO - Epoch [16][760/1243] lr: 7.500e-03, eta: 1 day, 3:38:45, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6961, top5_acc: 0.8734, loss_cls: 1.2653, loss: 1.2653, grad_norm: 4.2889 2021-06-04 19:49:24,402 - mmaction - INFO - Epoch [16][780/1243] lr: 7.500e-03, eta: 1 day, 3:38:22, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6904, top5_acc: 0.8753, loss_cls: 1.2655, loss: 1.2655, grad_norm: 4.9297 2021-06-04 19:49:42,720 - mmaction - INFO - Epoch [16][800/1243] lr: 7.500e-03, eta: 1 day, 3:37:59, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6896, top5_acc: 0.8695, loss_cls: 1.2627, loss: 1.2627, grad_norm: 4.4230 2021-06-04 19:50:01,018 - mmaction - INFO - Epoch [16][820/1243] lr: 7.500e-03, eta: 1 day, 3:37:37, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6734, top5_acc: 0.8758, loss_cls: 1.3002, loss: 1.3002, grad_norm: 4.4770 2021-06-04 19:50:19,292 - mmaction - INFO - Epoch [16][840/1243] lr: 7.500e-03, eta: 1 day, 3:37:14, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6844, top5_acc: 0.8729, loss_cls: 1.2672, loss: 1.2672, grad_norm: 4.4268 2021-06-04 19:50:37,646 - mmaction - INFO - Epoch [16][860/1243] lr: 7.500e-03, eta: 1 day, 3:36:52, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6781, top5_acc: 0.8641, loss_cls: 1.2945, loss: 1.2945, grad_norm: 4.3277 2021-06-04 19:50:56,029 - mmaction - INFO - Epoch [16][880/1243] lr: 7.500e-03, eta: 1 day, 3:36:30, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6784, top5_acc: 0.8638, loss_cls: 1.2948, loss: 1.2948, grad_norm: 4.4787 2021-06-04 19:51:14,363 - mmaction - INFO - Epoch [16][900/1243] lr: 7.500e-03, eta: 1 day, 3:36:07, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6862, top5_acc: 0.8685, loss_cls: 1.2619, loss: 1.2619, grad_norm: 4.3953 2021-06-04 19:51:32,703 - mmaction - INFO - Epoch [16][920/1243] lr: 7.500e-03, eta: 1 day, 3:35:45, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6721, top5_acc: 0.8690, loss_cls: 1.2936, loss: 1.2936, grad_norm: 4.5436 2021-06-04 19:51:50,992 - mmaction - INFO - Epoch [16][940/1243] lr: 7.500e-03, eta: 1 day, 3:35:22, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6792, top5_acc: 0.8753, loss_cls: 1.2983, loss: 1.2983, grad_norm: 4.4250 2021-06-04 19:52:09,288 - mmaction - INFO - Epoch [16][960/1243] lr: 7.500e-03, eta: 1 day, 3:35:00, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.6857, top5_acc: 0.8651, loss_cls: 1.2774, loss: 1.2774, grad_norm: 4.3631 2021-06-04 19:52:27,609 - mmaction - INFO - Epoch [16][980/1243] lr: 7.500e-03, eta: 1 day, 3:34:37, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.6758, top5_acc: 0.8706, loss_cls: 1.2893, loss: 1.2893, grad_norm: 4.4216 2021-06-04 19:52:45,885 - mmaction - INFO - Epoch [16][1000/1243] lr: 7.500e-03, eta: 1 day, 3:34:15, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.6937, top5_acc: 0.8784, loss_cls: 1.2271, loss: 1.2271, grad_norm: 4.5678 2021-06-04 19:53:04,232 - mmaction - INFO - Epoch [16][1020/1243] lr: 7.500e-03, eta: 1 day, 3:33:52, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6664, top5_acc: 0.8615, loss_cls: 1.3518, loss: 1.3518, grad_norm: 4.6439 2021-06-04 19:53:22,639 - mmaction - INFO - Epoch [16][1040/1243] lr: 7.500e-03, eta: 1 day, 3:33:30, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.6862, top5_acc: 0.8727, loss_cls: 1.2888, loss: 1.2888, grad_norm: 4.4173 2021-06-04 19:53:41,033 - mmaction - INFO - Epoch [16][1060/1243] lr: 7.500e-03, eta: 1 day, 3:33:08, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6896, top5_acc: 0.8776, loss_cls: 1.2345, loss: 1.2345, grad_norm: 4.2154 2021-06-04 19:53:59,446 - mmaction - INFO - Epoch [16][1080/1243] lr: 7.500e-03, eta: 1 day, 3:32:46, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6773, top5_acc: 0.8737, loss_cls: 1.3003, loss: 1.3003, grad_norm: 4.5394 2021-06-04 19:54:17,780 - mmaction - INFO - Epoch [16][1100/1243] lr: 7.500e-03, eta: 1 day, 3:32:24, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6914, top5_acc: 0.8682, loss_cls: 1.2718, loss: 1.2718, grad_norm: 4.4893 2021-06-04 19:54:36,032 - mmaction - INFO - Epoch [16][1120/1243] lr: 7.500e-03, eta: 1 day, 3:32:01, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.6919, top5_acc: 0.8727, loss_cls: 1.2335, loss: 1.2335, grad_norm: 4.4173 2021-06-04 19:54:54,299 - mmaction - INFO - Epoch [16][1140/1243] lr: 7.500e-03, eta: 1 day, 3:31:39, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.6846, top5_acc: 0.8724, loss_cls: 1.2855, loss: 1.2855, grad_norm: 4.7753 2021-06-04 19:55:12,592 - mmaction - INFO - Epoch [16][1160/1243] lr: 7.500e-03, eta: 1 day, 3:31:16, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6935, top5_acc: 0.8753, loss_cls: 1.2534, loss: 1.2534, grad_norm: 4.5438 2021-06-04 19:55:30,873 - mmaction - INFO - Epoch [16][1180/1243] lr: 7.500e-03, eta: 1 day, 3:30:54, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6792, top5_acc: 0.8698, loss_cls: 1.2984, loss: 1.2984, grad_norm: 4.5759 2021-06-04 19:55:49,271 - mmaction - INFO - Epoch [16][1200/1243] lr: 7.500e-03, eta: 1 day, 3:30:32, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6831, top5_acc: 0.8701, loss_cls: 1.2669, loss: 1.2669, grad_norm: 4.5458 2021-06-04 19:56:07,481 - mmaction - INFO - Epoch [16][1220/1243] lr: 7.500e-03, eta: 1 day, 3:30:09, time: 0.912, data_time: 0.002, memory: 18352, top1_acc: 0.6849, top5_acc: 0.8753, loss_cls: 1.2545, loss: 1.2545, grad_norm: 4.4137 2021-06-04 19:56:25,568 - mmaction - INFO - Epoch [16][1240/1243] lr: 7.500e-03, eta: 1 day, 3:29:45, time: 0.904, data_time: 0.000, memory: 18352, top1_acc: 0.6831, top5_acc: 0.8711, loss_cls: 1.2830, loss: 1.2830, grad_norm: 4.5110 2021-06-04 19:58:48,441 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 19:58:49,104 - mmaction - INFO - top1_acc 0.7242 top5_acc 0.9071 2021-06-04 19:58:49,104 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 19:58:49,128 - mmaction - INFO - mean_acc 0.7241 2021-06-04 19:58:50,326 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_16.pth. 2021-06-04 19:58:50,326 - mmaction - INFO - Best top1_acc is 0.7242 at 16 epoch. 2021-06-04 19:58:50,333 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-06-04 19:58:51,361 - mmaction - INFO - Epoch(val) [16][104] top1_acc: 0.7242, top5_acc: 0.9071, mean_class_accuracy: 0.7241 2021-06-04 19:59:36,350 - mmaction - INFO - Epoch [17][20/1243] lr: 7.500e-03, eta: 1 day, 3:31:25, time: 2.249, data_time: 1.342, memory: 18352, top1_acc: 0.6943, top5_acc: 0.8734, loss_cls: 1.2452, loss: 1.2452, grad_norm: 4.5206 2021-06-04 19:59:54,704 - mmaction - INFO - Epoch [17][40/1243] lr: 7.500e-03, eta: 1 day, 3:31:03, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6753, top5_acc: 0.8758, loss_cls: 1.2540, loss: 1.2540, grad_norm: 4.5047 2021-06-04 20:00:12,965 - mmaction - INFO - Epoch [17][60/1243] lr: 7.500e-03, eta: 1 day, 3:30:40, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.6956, top5_acc: 0.8721, loss_cls: 1.2032, loss: 1.2032, grad_norm: 4.4614 2021-06-04 20:00:31,257 - mmaction - INFO - Epoch [17][80/1243] lr: 7.500e-03, eta: 1 day, 3:30:17, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6867, top5_acc: 0.8763, loss_cls: 1.2306, loss: 1.2306, grad_norm: 4.3435 2021-06-04 20:00:49,567 - mmaction - INFO - Epoch [17][100/1243] lr: 7.500e-03, eta: 1 day, 3:29:55, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7000, top5_acc: 0.8857, loss_cls: 1.1693, loss: 1.1693, grad_norm: 4.5374 2021-06-04 20:01:07,879 - mmaction - INFO - Epoch [17][120/1243] lr: 7.500e-03, eta: 1 day, 3:29:32, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6888, top5_acc: 0.8664, loss_cls: 1.2746, loss: 1.2746, grad_norm: 4.5443 2021-06-04 20:01:26,202 - mmaction - INFO - Epoch [17][140/1243] lr: 7.500e-03, eta: 1 day, 3:29:10, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6904, top5_acc: 0.8773, loss_cls: 1.2245, loss: 1.2245, grad_norm: 4.4483 2021-06-04 20:01:44,500 - mmaction - INFO - Epoch [17][160/1243] lr: 7.500e-03, eta: 1 day, 3:28:48, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6883, top5_acc: 0.8815, loss_cls: 1.2226, loss: 1.2226, grad_norm: 4.7168 2021-06-04 20:02:02,772 - mmaction - INFO - Epoch [17][180/1243] lr: 7.500e-03, eta: 1 day, 3:28:25, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7008, top5_acc: 0.8703, loss_cls: 1.2326, loss: 1.2326, grad_norm: 4.5265 2021-06-04 20:02:21,098 - mmaction - INFO - Epoch [17][200/1243] lr: 7.500e-03, eta: 1 day, 3:28:03, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6893, top5_acc: 0.8740, loss_cls: 1.2356, loss: 1.2356, grad_norm: 4.3888 2021-06-04 20:02:39,358 - mmaction - INFO - Epoch [17][220/1243] lr: 7.500e-03, eta: 1 day, 3:27:40, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.6854, top5_acc: 0.8773, loss_cls: 1.2310, loss: 1.2310, grad_norm: 4.8483 2021-06-04 20:02:57,694 - mmaction - INFO - Epoch [17][240/1243] lr: 7.500e-03, eta: 1 day, 3:27:18, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6846, top5_acc: 0.8792, loss_cls: 1.2230, loss: 1.2230, grad_norm: 4.7540 2021-06-04 20:03:16,030 - mmaction - INFO - Epoch [17][260/1243] lr: 7.500e-03, eta: 1 day, 3:26:55, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6974, top5_acc: 0.8714, loss_cls: 1.2218, loss: 1.2218, grad_norm: 4.9192 2021-06-04 20:03:34,479 - mmaction - INFO - Epoch [17][280/1243] lr: 7.500e-03, eta: 1 day, 3:26:34, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.7039, top5_acc: 0.8753, loss_cls: 1.2268, loss: 1.2268, grad_norm: 4.3596 2021-06-04 20:03:52,846 - mmaction - INFO - Epoch [17][300/1243] lr: 7.500e-03, eta: 1 day, 3:26:11, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6891, top5_acc: 0.8711, loss_cls: 1.2726, loss: 1.2726, grad_norm: 5.2931 2021-06-04 20:04:11,126 - mmaction - INFO - Epoch [17][320/1243] lr: 7.500e-03, eta: 1 day, 3:25:49, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6906, top5_acc: 0.8823, loss_cls: 1.2363, loss: 1.2363, grad_norm: 4.8962 2021-06-04 20:04:29,458 - mmaction - INFO - Epoch [17][340/1243] lr: 7.500e-03, eta: 1 day, 3:25:27, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6797, top5_acc: 0.8690, loss_cls: 1.2777, loss: 1.2777, grad_norm: 4.3471 2021-06-04 20:04:47,761 - mmaction - INFO - Epoch [17][360/1243] lr: 7.500e-03, eta: 1 day, 3:25:04, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6872, top5_acc: 0.8771, loss_cls: 1.2503, loss: 1.2503, grad_norm: 4.9871 2021-06-04 20:05:06,062 - mmaction - INFO - Epoch [17][380/1243] lr: 7.500e-03, eta: 1 day, 3:24:42, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6841, top5_acc: 0.8758, loss_cls: 1.2298, loss: 1.2298, grad_norm: 4.7665 2021-06-04 20:05:24,327 - mmaction - INFO - Epoch [17][400/1243] lr: 7.500e-03, eta: 1 day, 3:24:19, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.6826, top5_acc: 0.8724, loss_cls: 1.2524, loss: 1.2524, grad_norm: 4.6231 2021-06-04 20:05:42,588 - mmaction - INFO - Epoch [17][420/1243] lr: 7.500e-03, eta: 1 day, 3:23:57, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.6966, top5_acc: 0.8862, loss_cls: 1.2167, loss: 1.2167, grad_norm: 4.4647 2021-06-04 20:06:00,946 - mmaction - INFO - Epoch [17][440/1243] lr: 7.500e-03, eta: 1 day, 3:23:34, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6940, top5_acc: 0.8750, loss_cls: 1.2404, loss: 1.2404, grad_norm: 4.6825 2021-06-04 20:06:19,276 - mmaction - INFO - Epoch [17][460/1243] lr: 7.500e-03, eta: 1 day, 3:23:12, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6815, top5_acc: 0.8826, loss_cls: 1.2475, loss: 1.2475, grad_norm: 4.9525 2021-06-04 20:06:37,616 - mmaction - INFO - Epoch [17][480/1243] lr: 7.500e-03, eta: 1 day, 3:22:50, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6789, top5_acc: 0.8648, loss_cls: 1.2922, loss: 1.2922, grad_norm: 4.4462 2021-06-04 20:06:56,008 - mmaction - INFO - Epoch [17][500/1243] lr: 7.500e-03, eta: 1 day, 3:22:28, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6901, top5_acc: 0.8742, loss_cls: 1.2602, loss: 1.2602, grad_norm: 4.5138 2021-06-04 20:07:14,311 - mmaction - INFO - Epoch [17][520/1243] lr: 7.500e-03, eta: 1 day, 3:22:06, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6789, top5_acc: 0.8711, loss_cls: 1.2717, loss: 1.2717, grad_norm: 4.6812 2021-06-04 20:07:32,584 - mmaction - INFO - Epoch [17][540/1243] lr: 7.500e-03, eta: 1 day, 3:21:43, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6979, top5_acc: 0.8878, loss_cls: 1.2104, loss: 1.2104, grad_norm: 4.4656 2021-06-04 20:07:50,844 - mmaction - INFO - Epoch [17][560/1243] lr: 7.500e-03, eta: 1 day, 3:21:21, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.6932, top5_acc: 0.8810, loss_cls: 1.2227, loss: 1.2227, grad_norm: 4.6353 2021-06-04 20:08:09,201 - mmaction - INFO - Epoch [17][580/1243] lr: 7.500e-03, eta: 1 day, 3:20:59, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6945, top5_acc: 0.8820, loss_cls: 1.2297, loss: 1.2297, grad_norm: 4.4435 2021-06-04 20:08:27,544 - mmaction - INFO - Epoch [17][600/1243] lr: 7.500e-03, eta: 1 day, 3:20:37, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6964, top5_acc: 0.8792, loss_cls: 1.2178, loss: 1.2178, grad_norm: 4.4626 2021-06-04 20:08:45,846 - mmaction - INFO - Epoch [17][620/1243] lr: 7.500e-03, eta: 1 day, 3:20:14, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6841, top5_acc: 0.8737, loss_cls: 1.2691, loss: 1.2691, grad_norm: 4.7015 2021-06-04 20:09:04,111 - mmaction - INFO - Epoch [17][640/1243] lr: 7.500e-03, eta: 1 day, 3:19:52, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.6753, top5_acc: 0.8701, loss_cls: 1.2875, loss: 1.2875, grad_norm: 4.4102 2021-06-04 20:09:22,407 - mmaction - INFO - Epoch [17][660/1243] lr: 7.500e-03, eta: 1 day, 3:19:29, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7057, top5_acc: 0.8849, loss_cls: 1.1796, loss: 1.1796, grad_norm: 4.8238 2021-06-04 20:09:40,699 - mmaction - INFO - Epoch [17][680/1243] lr: 7.500e-03, eta: 1 day, 3:19:07, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6917, top5_acc: 0.8797, loss_cls: 1.2132, loss: 1.2132, grad_norm: 4.4287 2021-06-04 20:09:58,969 - mmaction - INFO - Epoch [17][700/1243] lr: 7.500e-03, eta: 1 day, 3:18:45, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7034, top5_acc: 0.8792, loss_cls: 1.2194, loss: 1.2194, grad_norm: 4.4910 2021-06-04 20:10:17,294 - mmaction - INFO - Epoch [17][720/1243] lr: 7.500e-03, eta: 1 day, 3:18:22, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6891, top5_acc: 0.8620, loss_cls: 1.2947, loss: 1.2947, grad_norm: 4.9816 2021-06-04 20:10:35,634 - mmaction - INFO - Epoch [17][740/1243] lr: 7.500e-03, eta: 1 day, 3:18:00, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6742, top5_acc: 0.8677, loss_cls: 1.2934, loss: 1.2934, grad_norm: 4.6978 2021-06-04 20:10:53,972 - mmaction - INFO - Epoch [17][760/1243] lr: 7.500e-03, eta: 1 day, 3:17:38, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6669, top5_acc: 0.8672, loss_cls: 1.3153, loss: 1.3153, grad_norm: 5.2005 2021-06-04 20:11:12,238 - mmaction - INFO - Epoch [17][780/1243] lr: 7.500e-03, eta: 1 day, 3:17:16, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.6740, top5_acc: 0.8674, loss_cls: 1.3045, loss: 1.3045, grad_norm: 4.5587 2021-06-04 20:11:30,561 - mmaction - INFO - Epoch [17][800/1243] lr: 7.500e-03, eta: 1 day, 3:16:54, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6872, top5_acc: 0.8771, loss_cls: 1.2212, loss: 1.2212, grad_norm: 4.4544 2021-06-04 20:11:48,875 - mmaction - INFO - Epoch [17][820/1243] lr: 7.500e-03, eta: 1 day, 3:16:32, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6815, top5_acc: 0.8706, loss_cls: 1.2651, loss: 1.2651, grad_norm: 4.9260 2021-06-04 20:12:07,266 - mmaction - INFO - Epoch [17][840/1243] lr: 7.500e-03, eta: 1 day, 3:16:10, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6789, top5_acc: 0.8727, loss_cls: 1.2825, loss: 1.2825, grad_norm: 4.8102 2021-06-04 20:12:25,574 - mmaction - INFO - Epoch [17][860/1243] lr: 7.500e-03, eta: 1 day, 3:15:48, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6852, top5_acc: 0.8763, loss_cls: 1.2530, loss: 1.2530, grad_norm: 4.5956 2021-06-04 20:12:43,962 - mmaction - INFO - Epoch [17][880/1243] lr: 7.500e-03, eta: 1 day, 3:15:26, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6904, top5_acc: 0.8701, loss_cls: 1.2589, loss: 1.2589, grad_norm: 4.6251 2021-06-04 20:13:02,325 - mmaction - INFO - Epoch [17][900/1243] lr: 7.500e-03, eta: 1 day, 3:15:04, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6823, top5_acc: 0.8740, loss_cls: 1.2687, loss: 1.2687, grad_norm: 4.6114 2021-06-04 20:13:20,664 - mmaction - INFO - Epoch [17][920/1243] lr: 7.500e-03, eta: 1 day, 3:14:42, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6932, top5_acc: 0.8768, loss_cls: 1.2425, loss: 1.2425, grad_norm: 4.8854 2021-06-04 20:13:38,993 - mmaction - INFO - Epoch [17][940/1243] lr: 7.500e-03, eta: 1 day, 3:14:20, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.6839, top5_acc: 0.8745, loss_cls: 1.2723, loss: 1.2723, grad_norm: 4.7420 2021-06-04 20:13:57,246 - mmaction - INFO - Epoch [17][960/1243] lr: 7.500e-03, eta: 1 day, 3:13:57, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.6935, top5_acc: 0.8750, loss_cls: 1.2570, loss: 1.2570, grad_norm: 4.6559 2021-06-04 20:14:15,518 - mmaction - INFO - Epoch [17][980/1243] lr: 7.500e-03, eta: 1 day, 3:13:35, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.6833, top5_acc: 0.8724, loss_cls: 1.2952, loss: 1.2952, grad_norm: 4.9790 2021-06-04 20:14:33,908 - mmaction - INFO - Epoch [17][1000/1243] lr: 7.500e-03, eta: 1 day, 3:13:13, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6906, top5_acc: 0.8734, loss_cls: 1.2589, loss: 1.2589, grad_norm: 5.5127 2021-06-04 20:14:52,274 - mmaction - INFO - Epoch [17][1020/1243] lr: 7.500e-03, eta: 1 day, 3:12:51, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6854, top5_acc: 0.8716, loss_cls: 1.2864, loss: 1.2864, grad_norm: 4.8281 2021-06-04 20:15:10,701 - mmaction - INFO - Epoch [17][1040/1243] lr: 7.500e-03, eta: 1 day, 3:12:30, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6794, top5_acc: 0.8742, loss_cls: 1.2698, loss: 1.2698, grad_norm: 4.5754 2021-06-04 20:15:29,032 - mmaction - INFO - Epoch [17][1060/1243] lr: 7.500e-03, eta: 1 day, 3:12:08, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6674, top5_acc: 0.8716, loss_cls: 1.3000, loss: 1.3000, grad_norm: 5.2822 2021-06-04 20:15:47,374 - mmaction - INFO - Epoch [17][1080/1243] lr: 7.500e-03, eta: 1 day, 3:11:46, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6937, top5_acc: 0.8766, loss_cls: 1.2404, loss: 1.2404, grad_norm: 4.6208 2021-06-04 20:16:05,649 - mmaction - INFO - Epoch [17][1100/1243] lr: 7.500e-03, eta: 1 day, 3:11:24, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6935, top5_acc: 0.8779, loss_cls: 1.2528, loss: 1.2528, grad_norm: 4.4353 2021-06-04 20:16:24,021 - mmaction - INFO - Epoch [17][1120/1243] lr: 7.500e-03, eta: 1 day, 3:11:02, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6703, top5_acc: 0.8630, loss_cls: 1.3004, loss: 1.3004, grad_norm: 4.9776 2021-06-04 20:16:42,314 - mmaction - INFO - Epoch [17][1140/1243] lr: 7.500e-03, eta: 1 day, 3:10:40, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6727, top5_acc: 0.8719, loss_cls: 1.2855, loss: 1.2855, grad_norm: 5.6106 2021-06-04 20:17:00,648 - mmaction - INFO - Epoch [17][1160/1243] lr: 7.500e-03, eta: 1 day, 3:10:18, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6711, top5_acc: 0.8656, loss_cls: 1.3068, loss: 1.3068, grad_norm: 4.6547 2021-06-04 20:17:18,943 - mmaction - INFO - Epoch [17][1180/1243] lr: 7.500e-03, eta: 1 day, 3:09:55, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6789, top5_acc: 0.8690, loss_cls: 1.3045, loss: 1.3045, grad_norm: 4.6739 2021-06-04 20:17:37,272 - mmaction - INFO - Epoch [17][1200/1243] lr: 7.500e-03, eta: 1 day, 3:09:34, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.6742, top5_acc: 0.8724, loss_cls: 1.2720, loss: 1.2720, grad_norm: 4.7095 2021-06-04 20:17:55,487 - mmaction - INFO - Epoch [17][1220/1243] lr: 7.500e-03, eta: 1 day, 3:09:11, time: 0.910, data_time: 0.001, memory: 18352, top1_acc: 0.6831, top5_acc: 0.8727, loss_cls: 1.2730, loss: 1.2730, grad_norm: 4.7596 2021-06-04 20:18:13,515 - mmaction - INFO - Epoch [17][1240/1243] lr: 7.500e-03, eta: 1 day, 3:08:48, time: 0.902, data_time: 0.001, memory: 18352, top1_acc: 0.6745, top5_acc: 0.8721, loss_cls: 1.3025, loss: 1.3025, grad_norm: 4.7550 2021-06-04 20:20:37,718 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 20:20:38,375 - mmaction - INFO - top1_acc 0.7196 top5_acc 0.9068 2021-06-04 20:20:38,375 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 20:20:38,399 - mmaction - INFO - mean_acc 0.7196 2021-06-04 20:20:38,404 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-06-04 20:20:39,506 - mmaction - INFO - Epoch(val) [17][104] top1_acc: 0.7196, top5_acc: 0.9068, mean_class_accuracy: 0.7196 2021-06-04 20:21:24,122 - mmaction - INFO - Epoch [18][20/1243] lr: 7.500e-03, eta: 1 day, 3:10:17, time: 2.230, data_time: 1.321, memory: 18352, top1_acc: 0.7010, top5_acc: 0.8760, loss_cls: 1.2245, loss: 1.2245, grad_norm: 4.4512 2021-06-04 20:21:42,595 - mmaction - INFO - Epoch [18][40/1243] lr: 7.500e-03, eta: 1 day, 3:09:56, time: 0.924, data_time: 0.012, memory: 18352, top1_acc: 0.6885, top5_acc: 0.8753, loss_cls: 1.2220, loss: 1.2220, grad_norm: 5.5382 2021-06-04 20:22:00,845 - mmaction - INFO - Epoch [18][60/1243] lr: 7.500e-03, eta: 1 day, 3:09:33, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.6880, top5_acc: 0.8719, loss_cls: 1.2374, loss: 1.2374, grad_norm: 5.0389 2021-06-04 20:22:19,264 - mmaction - INFO - Epoch [18][80/1243] lr: 7.500e-03, eta: 1 day, 3:09:12, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7000, top5_acc: 0.8836, loss_cls: 1.2075, loss: 1.2075, grad_norm: 4.7625 2021-06-04 20:22:37,549 - mmaction - INFO - Epoch [18][100/1243] lr: 7.500e-03, eta: 1 day, 3:08:50, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6893, top5_acc: 0.8792, loss_cls: 1.2429, loss: 1.2429, grad_norm: 4.8652 2021-06-04 20:22:55,726 - mmaction - INFO - Epoch [18][120/1243] lr: 7.500e-03, eta: 1 day, 3:08:27, time: 0.909, data_time: 0.000, memory: 18352, top1_acc: 0.6784, top5_acc: 0.8760, loss_cls: 1.2626, loss: 1.2626, grad_norm: 4.8718 2021-06-04 20:23:14,049 - mmaction - INFO - Epoch [18][140/1243] lr: 7.500e-03, eta: 1 day, 3:08:05, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6779, top5_acc: 0.8706, loss_cls: 1.2778, loss: 1.2778, grad_norm: 5.0013 2021-06-04 20:23:32,406 - mmaction - INFO - Epoch [18][160/1243] lr: 7.500e-03, eta: 1 day, 3:07:43, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6839, top5_acc: 0.8750, loss_cls: 1.2708, loss: 1.2708, grad_norm: 4.7172 2021-06-04 20:23:50,684 - mmaction - INFO - Epoch [18][180/1243] lr: 7.500e-03, eta: 1 day, 3:07:20, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6833, top5_acc: 0.8690, loss_cls: 1.2932, loss: 1.2932, grad_norm: 4.4508 2021-06-04 20:24:08,998 - mmaction - INFO - Epoch [18][200/1243] lr: 7.500e-03, eta: 1 day, 3:06:58, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6862, top5_acc: 0.8703, loss_cls: 1.2985, loss: 1.2985, grad_norm: 4.8829 2021-06-04 20:24:27,354 - mmaction - INFO - Epoch [18][220/1243] lr: 7.500e-03, eta: 1 day, 3:06:36, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7010, top5_acc: 0.8844, loss_cls: 1.1983, loss: 1.1983, grad_norm: 4.5130 2021-06-04 20:24:45,681 - mmaction - INFO - Epoch [18][240/1243] lr: 7.500e-03, eta: 1 day, 3:06:15, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7029, top5_acc: 0.8911, loss_cls: 1.1565, loss: 1.1565, grad_norm: 5.1003 2021-06-04 20:25:04,009 - mmaction - INFO - Epoch [18][260/1243] lr: 7.500e-03, eta: 1 day, 3:05:52, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6820, top5_acc: 0.8716, loss_cls: 1.2613, loss: 1.2613, grad_norm: 4.8582 2021-06-04 20:25:22,370 - mmaction - INFO - Epoch [18][280/1243] lr: 7.500e-03, eta: 1 day, 3:05:31, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6940, top5_acc: 0.8779, loss_cls: 1.2022, loss: 1.2022, grad_norm: 5.4043 2021-06-04 20:25:40,646 - mmaction - INFO - Epoch [18][300/1243] lr: 7.500e-03, eta: 1 day, 3:05:08, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.6857, top5_acc: 0.8701, loss_cls: 1.2716, loss: 1.2716, grad_norm: 4.7334 2021-06-04 20:25:58,964 - mmaction - INFO - Epoch [18][320/1243] lr: 7.500e-03, eta: 1 day, 3:04:46, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6893, top5_acc: 0.8760, loss_cls: 1.2426, loss: 1.2426, grad_norm: 4.4479 2021-06-04 20:26:17,307 - mmaction - INFO - Epoch [18][340/1243] lr: 7.500e-03, eta: 1 day, 3:04:24, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6969, top5_acc: 0.8732, loss_cls: 1.2495, loss: 1.2495, grad_norm: 4.9966 2021-06-04 20:26:35,654 - mmaction - INFO - Epoch [18][360/1243] lr: 7.500e-03, eta: 1 day, 3:04:03, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6940, top5_acc: 0.8815, loss_cls: 1.1897, loss: 1.1897, grad_norm: 4.4215 2021-06-04 20:26:53,898 - mmaction - INFO - Epoch [18][380/1243] lr: 7.500e-03, eta: 1 day, 3:03:40, time: 0.913, data_time: 0.002, memory: 18352, top1_acc: 0.6852, top5_acc: 0.8714, loss_cls: 1.2956, loss: 1.2956, grad_norm: 4.9259 2021-06-04 20:27:12,171 - mmaction - INFO - Epoch [18][400/1243] lr: 7.500e-03, eta: 1 day, 3:03:18, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6815, top5_acc: 0.8786, loss_cls: 1.2447, loss: 1.2447, grad_norm: 4.7759 2021-06-04 20:27:30,444 - mmaction - INFO - Epoch [18][420/1243] lr: 7.500e-03, eta: 1 day, 3:02:56, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6878, top5_acc: 0.8776, loss_cls: 1.2420, loss: 1.2420, grad_norm: 4.7757 2021-06-04 20:27:48,747 - mmaction - INFO - Epoch [18][440/1243] lr: 7.500e-03, eta: 1 day, 3:02:34, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6885, top5_acc: 0.8745, loss_cls: 1.2391, loss: 1.2391, grad_norm: 4.6258 2021-06-04 20:28:07,084 - mmaction - INFO - Epoch [18][460/1243] lr: 7.500e-03, eta: 1 day, 3:02:12, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6958, top5_acc: 0.8839, loss_cls: 1.2071, loss: 1.2071, grad_norm: 4.6955 2021-06-04 20:28:25,458 - mmaction - INFO - Epoch [18][480/1243] lr: 7.500e-03, eta: 1 day, 3:01:50, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6708, top5_acc: 0.8740, loss_cls: 1.2776, loss: 1.2776, grad_norm: 4.9370 2021-06-04 20:28:43,777 - mmaction - INFO - Epoch [18][500/1243] lr: 7.500e-03, eta: 1 day, 3:01:28, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6740, top5_acc: 0.8672, loss_cls: 1.2941, loss: 1.2941, grad_norm: 4.6154 2021-06-04 20:29:02,075 - mmaction - INFO - Epoch [18][520/1243] lr: 7.500e-03, eta: 1 day, 3:01:06, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6927, top5_acc: 0.8729, loss_cls: 1.2352, loss: 1.2352, grad_norm: 5.0445 2021-06-04 20:29:20,355 - mmaction - INFO - Epoch [18][540/1243] lr: 7.500e-03, eta: 1 day, 3:00:44, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6857, top5_acc: 0.8807, loss_cls: 1.2419, loss: 1.2419, grad_norm: 4.7808 2021-06-04 20:29:38,749 - mmaction - INFO - Epoch [18][560/1243] lr: 7.500e-03, eta: 1 day, 3:00:22, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6826, top5_acc: 0.8721, loss_cls: 1.2695, loss: 1.2695, grad_norm: 4.5607 2021-06-04 20:29:57,094 - mmaction - INFO - Epoch [18][580/1243] lr: 7.500e-03, eta: 1 day, 3:00:01, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6703, top5_acc: 0.8674, loss_cls: 1.3042, loss: 1.3042, grad_norm: 4.6454 2021-06-04 20:30:15,437 - mmaction - INFO - Epoch [18][600/1243] lr: 7.500e-03, eta: 1 day, 2:59:39, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6953, top5_acc: 0.8802, loss_cls: 1.2282, loss: 1.2282, grad_norm: 4.5611 2021-06-04 20:30:33,842 - mmaction - INFO - Epoch [18][620/1243] lr: 7.500e-03, eta: 1 day, 2:59:17, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.6885, top5_acc: 0.8698, loss_cls: 1.2552, loss: 1.2552, grad_norm: 5.3803 2021-06-04 20:30:52,115 - mmaction - INFO - Epoch [18][640/1243] lr: 7.500e-03, eta: 1 day, 2:58:55, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7057, top5_acc: 0.8836, loss_cls: 1.1953, loss: 1.1953, grad_norm: 4.5505 2021-06-04 20:31:10,463 - mmaction - INFO - Epoch [18][660/1243] lr: 7.500e-03, eta: 1 day, 2:58:33, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6755, top5_acc: 0.8724, loss_cls: 1.2781, loss: 1.2781, grad_norm: 5.3627 2021-06-04 20:31:28,732 - mmaction - INFO - Epoch [18][680/1243] lr: 7.500e-03, eta: 1 day, 2:58:11, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.6703, top5_acc: 0.8698, loss_cls: 1.3006, loss: 1.3006, grad_norm: 4.6856 2021-06-04 20:31:46,980 - mmaction - INFO - Epoch [18][700/1243] lr: 7.500e-03, eta: 1 day, 2:57:49, time: 0.913, data_time: 0.002, memory: 18352, top1_acc: 0.6943, top5_acc: 0.8833, loss_cls: 1.2232, loss: 1.2232, grad_norm: 4.6379 2021-06-04 20:32:05,288 - mmaction - INFO - Epoch [18][720/1243] lr: 7.500e-03, eta: 1 day, 2:57:27, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6883, top5_acc: 0.8766, loss_cls: 1.2599, loss: 1.2599, grad_norm: 4.7357 2021-06-04 20:32:23,672 - mmaction - INFO - Epoch [18][740/1243] lr: 7.500e-03, eta: 1 day, 2:57:05, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6721, top5_acc: 0.8680, loss_cls: 1.2988, loss: 1.2988, grad_norm: 5.3878 2021-06-04 20:32:42,027 - mmaction - INFO - Epoch [18][760/1243] lr: 7.500e-03, eta: 1 day, 2:56:44, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.6891, top5_acc: 0.8693, loss_cls: 1.2760, loss: 1.2760, grad_norm: 4.6013 2021-06-04 20:33:00,380 - mmaction - INFO - Epoch [18][780/1243] lr: 7.500e-03, eta: 1 day, 2:56:22, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6794, top5_acc: 0.8674, loss_cls: 1.2962, loss: 1.2962, grad_norm: 4.6139 2021-06-04 20:33:18,662 - mmaction - INFO - Epoch [18][800/1243] lr: 7.500e-03, eta: 1 day, 2:56:00, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6875, top5_acc: 0.8745, loss_cls: 1.2655, loss: 1.2655, grad_norm: 4.8721 2021-06-04 20:33:36,987 - mmaction - INFO - Epoch [18][820/1243] lr: 7.500e-03, eta: 1 day, 2:55:38, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6875, top5_acc: 0.8615, loss_cls: 1.2810, loss: 1.2810, grad_norm: 4.7254 2021-06-04 20:33:55,280 - mmaction - INFO - Epoch [18][840/1243] lr: 7.500e-03, eta: 1 day, 2:55:16, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6797, top5_acc: 0.8773, loss_cls: 1.2540, loss: 1.2540, grad_norm: 5.0158 2021-06-04 20:34:13,635 - mmaction - INFO - Epoch [18][860/1243] lr: 7.500e-03, eta: 1 day, 2:54:55, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6734, top5_acc: 0.8641, loss_cls: 1.2760, loss: 1.2760, grad_norm: 4.7168 2021-06-04 20:34:31,971 - mmaction - INFO - Epoch [18][880/1243] lr: 7.500e-03, eta: 1 day, 2:54:33, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6896, top5_acc: 0.8755, loss_cls: 1.2468, loss: 1.2468, grad_norm: 4.7690 2021-06-04 20:34:50,341 - mmaction - INFO - Epoch [18][900/1243] lr: 7.500e-03, eta: 1 day, 2:54:11, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6831, top5_acc: 0.8805, loss_cls: 1.2429, loss: 1.2429, grad_norm: 4.7663 2021-06-04 20:35:08,659 - mmaction - INFO - Epoch [18][920/1243] lr: 7.500e-03, eta: 1 day, 2:53:49, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6885, top5_acc: 0.8737, loss_cls: 1.2526, loss: 1.2526, grad_norm: 4.4661 2021-06-04 20:35:26,981 - mmaction - INFO - Epoch [18][940/1243] lr: 7.500e-03, eta: 1 day, 2:53:28, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6948, top5_acc: 0.8823, loss_cls: 1.2307, loss: 1.2307, grad_norm: 4.4488 2021-06-04 20:35:45,397 - mmaction - INFO - Epoch [18][960/1243] lr: 7.500e-03, eta: 1 day, 2:53:06, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6896, top5_acc: 0.8721, loss_cls: 1.2576, loss: 1.2576, grad_norm: 4.6367 2021-06-04 20:36:03,801 - mmaction - INFO - Epoch [18][980/1243] lr: 7.500e-03, eta: 1 day, 2:52:45, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6904, top5_acc: 0.8805, loss_cls: 1.1956, loss: 1.1956, grad_norm: 4.6956 2021-06-04 20:36:22,162 - mmaction - INFO - Epoch [18][1000/1243] lr: 7.500e-03, eta: 1 day, 2:52:23, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6797, top5_acc: 0.8695, loss_cls: 1.2930, loss: 1.2930, grad_norm: 4.5170 2021-06-04 20:36:40,468 - mmaction - INFO - Epoch [18][1020/1243] lr: 7.500e-03, eta: 1 day, 2:52:01, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6828, top5_acc: 0.8703, loss_cls: 1.2702, loss: 1.2702, grad_norm: 4.4547 2021-06-04 20:36:58,770 - mmaction - INFO - Epoch [18][1040/1243] lr: 7.500e-03, eta: 1 day, 2:51:39, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6836, top5_acc: 0.8755, loss_cls: 1.2578, loss: 1.2578, grad_norm: 4.6737 2021-06-04 20:37:17,011 - mmaction - INFO - Epoch [18][1060/1243] lr: 7.500e-03, eta: 1 day, 2:51:17, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.6948, top5_acc: 0.8776, loss_cls: 1.2504, loss: 1.2504, grad_norm: 4.6161 2021-06-04 20:37:35,399 - mmaction - INFO - Epoch [18][1080/1243] lr: 7.500e-03, eta: 1 day, 2:50:56, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6815, top5_acc: 0.8688, loss_cls: 1.2893, loss: 1.2893, grad_norm: 4.7717 2021-06-04 20:37:53,676 - mmaction - INFO - Epoch [18][1100/1243] lr: 7.500e-03, eta: 1 day, 2:50:34, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.6893, top5_acc: 0.8758, loss_cls: 1.2312, loss: 1.2312, grad_norm: 4.3808 2021-06-04 20:38:11,983 - mmaction - INFO - Epoch [18][1120/1243] lr: 7.500e-03, eta: 1 day, 2:50:12, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6870, top5_acc: 0.8745, loss_cls: 1.2745, loss: 1.2745, grad_norm: 4.8736 2021-06-04 20:38:30,314 - mmaction - INFO - Epoch [18][1140/1243] lr: 7.500e-03, eta: 1 day, 2:49:50, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6911, top5_acc: 0.8740, loss_cls: 1.2492, loss: 1.2492, grad_norm: 6.0455 2021-06-04 20:38:48,587 - mmaction - INFO - Epoch [18][1160/1243] lr: 7.500e-03, eta: 1 day, 2:49:29, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6906, top5_acc: 0.8664, loss_cls: 1.2887, loss: 1.2887, grad_norm: 5.3976 2021-06-04 20:39:06,908 - mmaction - INFO - Epoch [18][1180/1243] lr: 7.500e-03, eta: 1 day, 2:49:07, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6763, top5_acc: 0.8695, loss_cls: 1.3177, loss: 1.3177, grad_norm: 4.7180 2021-06-04 20:39:25,253 - mmaction - INFO - Epoch [18][1200/1243] lr: 7.500e-03, eta: 1 day, 2:48:45, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6906, top5_acc: 0.8734, loss_cls: 1.2671, loss: 1.2671, grad_norm: 4.6932 2021-06-04 20:39:43,643 - mmaction - INFO - Epoch [18][1220/1243] lr: 7.500e-03, eta: 1 day, 2:48:24, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.6818, top5_acc: 0.8672, loss_cls: 1.2937, loss: 1.2937, grad_norm: 5.1028 2021-06-04 20:40:01,710 - mmaction - INFO - Epoch [18][1240/1243] lr: 7.500e-03, eta: 1 day, 2:48:01, time: 0.904, data_time: 0.001, memory: 18352, top1_acc: 0.6831, top5_acc: 0.8701, loss_cls: 1.2841, loss: 1.2841, grad_norm: 5.0894 2021-06-04 20:42:24,885 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 20:42:25,531 - mmaction - INFO - top1_acc 0.7240 top5_acc 0.9055 2021-06-04 20:42:25,531 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 20:42:25,553 - mmaction - INFO - mean_acc 0.7239 2021-06-04 20:42:25,557 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-06-04 20:42:26,659 - mmaction - INFO - Epoch(val) [18][104] top1_acc: 0.7240, top5_acc: 0.9055, mean_class_accuracy: 0.7239 2021-06-04 20:43:10,798 - mmaction - INFO - Epoch [19][20/1243] lr: 7.500e-03, eta: 1 day, 2:49:21, time: 2.207, data_time: 1.295, memory: 18352, top1_acc: 0.6826, top5_acc: 0.8773, loss_cls: 1.2466, loss: 1.2466, grad_norm: 4.8010 2021-06-04 20:43:29,170 - mmaction - INFO - Epoch [19][40/1243] lr: 7.500e-03, eta: 1 day, 2:48:59, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6937, top5_acc: 0.8794, loss_cls: 1.2242, loss: 1.2242, grad_norm: 4.4856 2021-06-04 20:43:47,556 - mmaction - INFO - Epoch [19][60/1243] lr: 7.500e-03, eta: 1 day, 2:48:38, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7023, top5_acc: 0.8844, loss_cls: 1.1851, loss: 1.1851, grad_norm: 4.5929 2021-06-04 20:44:05,881 - mmaction - INFO - Epoch [19][80/1243] lr: 7.500e-03, eta: 1 day, 2:48:16, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7016, top5_acc: 0.8828, loss_cls: 1.2157, loss: 1.2157, grad_norm: 4.4454 2021-06-04 20:44:24,213 - mmaction - INFO - Epoch [19][100/1243] lr: 7.500e-03, eta: 1 day, 2:47:54, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6992, top5_acc: 0.8792, loss_cls: 1.2031, loss: 1.2031, grad_norm: 4.5276 2021-06-04 20:44:42,477 - mmaction - INFO - Epoch [19][120/1243] lr: 7.500e-03, eta: 1 day, 2:47:32, time: 0.915, data_time: 0.003, memory: 18352, top1_acc: 0.6982, top5_acc: 0.8880, loss_cls: 1.1873, loss: 1.1873, grad_norm: 4.6057 2021-06-04 20:45:00,760 - mmaction - INFO - Epoch [19][140/1243] lr: 7.500e-03, eta: 1 day, 2:47:10, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7031, top5_acc: 0.8867, loss_cls: 1.1700, loss: 1.1700, grad_norm: 4.8301 2021-06-04 20:45:19,135 - mmaction - INFO - Epoch [19][160/1243] lr: 7.500e-03, eta: 1 day, 2:46:49, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7057, top5_acc: 0.8867, loss_cls: 1.1784, loss: 1.1784, grad_norm: 4.8666 2021-06-04 20:45:37,439 - mmaction - INFO - Epoch [19][180/1243] lr: 7.500e-03, eta: 1 day, 2:46:27, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6953, top5_acc: 0.8836, loss_cls: 1.1872, loss: 1.1872, grad_norm: 4.4759 2021-06-04 20:45:55,796 - mmaction - INFO - Epoch [19][200/1243] lr: 7.500e-03, eta: 1 day, 2:46:05, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7026, top5_acc: 0.8768, loss_cls: 1.2208, loss: 1.2208, grad_norm: 4.8556 2021-06-04 20:46:14,171 - mmaction - INFO - Epoch [19][220/1243] lr: 7.500e-03, eta: 1 day, 2:45:44, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6914, top5_acc: 0.8773, loss_cls: 1.2200, loss: 1.2200, grad_norm: 4.6591 2021-06-04 20:46:32,504 - mmaction - INFO - Epoch [19][240/1243] lr: 7.500e-03, eta: 1 day, 2:45:22, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6961, top5_acc: 0.8755, loss_cls: 1.2391, loss: 1.2391, grad_norm: 4.6568 2021-06-04 20:46:50,818 - mmaction - INFO - Epoch [19][260/1243] lr: 7.500e-03, eta: 1 day, 2:45:00, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7044, top5_acc: 0.8859, loss_cls: 1.1851, loss: 1.1851, grad_norm: 4.7168 2021-06-04 20:47:09,181 - mmaction - INFO - Epoch [19][280/1243] lr: 7.500e-03, eta: 1 day, 2:44:39, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6961, top5_acc: 0.8755, loss_cls: 1.2343, loss: 1.2343, grad_norm: 5.0217 2021-06-04 20:47:27,446 - mmaction - INFO - Epoch [19][300/1243] lr: 7.500e-03, eta: 1 day, 2:44:17, time: 0.914, data_time: 0.002, memory: 18352, top1_acc: 0.6945, top5_acc: 0.8872, loss_cls: 1.2084, loss: 1.2084, grad_norm: 4.5184 2021-06-04 20:47:45,825 - mmaction - INFO - Epoch [19][320/1243] lr: 7.500e-03, eta: 1 day, 2:43:55, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7049, top5_acc: 0.8833, loss_cls: 1.1731, loss: 1.1731, grad_norm: 4.6207 2021-06-04 20:48:04,212 - mmaction - INFO - Epoch [19][340/1243] lr: 7.500e-03, eta: 1 day, 2:43:34, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7026, top5_acc: 0.8789, loss_cls: 1.2095, loss: 1.2095, grad_norm: 4.3390 2021-06-04 20:48:22,618 - mmaction - INFO - Epoch [19][360/1243] lr: 7.500e-03, eta: 1 day, 2:43:12, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.6828, top5_acc: 0.8716, loss_cls: 1.2574, loss: 1.2574, grad_norm: 4.5869 2021-06-04 20:48:40,989 - mmaction - INFO - Epoch [19][380/1243] lr: 7.500e-03, eta: 1 day, 2:42:51, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6969, top5_acc: 0.8810, loss_cls: 1.2059, loss: 1.2059, grad_norm: 4.9591 2021-06-04 20:48:59,384 - mmaction - INFO - Epoch [19][400/1243] lr: 7.500e-03, eta: 1 day, 2:42:30, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6953, top5_acc: 0.8828, loss_cls: 1.2190, loss: 1.2190, grad_norm: 5.0206 2021-06-04 20:49:17,662 - mmaction - INFO - Epoch [19][420/1243] lr: 7.500e-03, eta: 1 day, 2:42:08, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6839, top5_acc: 0.8792, loss_cls: 1.2323, loss: 1.2323, grad_norm: 4.8420 2021-06-04 20:49:36,057 - mmaction - INFO - Epoch [19][440/1243] lr: 7.500e-03, eta: 1 day, 2:41:46, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6924, top5_acc: 0.8849, loss_cls: 1.2025, loss: 1.2025, grad_norm: 4.6152 2021-06-04 20:49:54,453 - mmaction - INFO - Epoch [19][460/1243] lr: 7.500e-03, eta: 1 day, 2:41:25, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7021, top5_acc: 0.8786, loss_cls: 1.2287, loss: 1.2287, grad_norm: 4.6337 2021-06-04 20:50:12,899 - mmaction - INFO - Epoch [19][480/1243] lr: 7.500e-03, eta: 1 day, 2:41:04, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6833, top5_acc: 0.8742, loss_cls: 1.2608, loss: 1.2608, grad_norm: 4.6962 2021-06-04 20:50:31,176 - mmaction - INFO - Epoch [19][500/1243] lr: 7.500e-03, eta: 1 day, 2:40:42, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6969, top5_acc: 0.8799, loss_cls: 1.1961, loss: 1.1961, grad_norm: 4.7750 2021-06-04 20:50:49,635 - mmaction - INFO - Epoch [19][520/1243] lr: 7.500e-03, eta: 1 day, 2:40:21, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.6898, top5_acc: 0.8766, loss_cls: 1.2510, loss: 1.2510, grad_norm: 4.7607 2021-06-04 20:51:08,016 - mmaction - INFO - Epoch [19][540/1243] lr: 7.500e-03, eta: 1 day, 2:39:59, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6974, top5_acc: 0.8854, loss_cls: 1.1823, loss: 1.1823, grad_norm: 4.5376 2021-06-04 20:51:26,407 - mmaction - INFO - Epoch [19][560/1243] lr: 7.500e-03, eta: 1 day, 2:39:38, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.6883, top5_acc: 0.8747, loss_cls: 1.2177, loss: 1.2177, grad_norm: 4.6432 2021-06-04 20:51:44,792 - mmaction - INFO - Epoch [19][580/1243] lr: 7.500e-03, eta: 1 day, 2:39:17, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6823, top5_acc: 0.8753, loss_cls: 1.2693, loss: 1.2693, grad_norm: 4.9435 2021-06-04 20:52:03,245 - mmaction - INFO - Epoch [19][600/1243] lr: 7.500e-03, eta: 1 day, 2:38:56, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.6958, top5_acc: 0.8831, loss_cls: 1.2186, loss: 1.2186, grad_norm: 4.4584 2021-06-04 20:52:21,658 - mmaction - INFO - Epoch [19][620/1243] lr: 7.500e-03, eta: 1 day, 2:38:34, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7005, top5_acc: 0.8914, loss_cls: 1.1796, loss: 1.1796, grad_norm: 4.5843 2021-06-04 20:52:40,177 - mmaction - INFO - Epoch [19][640/1243] lr: 7.500e-03, eta: 1 day, 2:38:14, time: 0.926, data_time: 0.001, memory: 18352, top1_acc: 0.6875, top5_acc: 0.8609, loss_cls: 1.2982, loss: 1.2982, grad_norm: 4.8068 2021-06-04 20:52:58,517 - mmaction - INFO - Epoch [19][660/1243] lr: 7.500e-03, eta: 1 day, 2:37:52, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6961, top5_acc: 0.8805, loss_cls: 1.2240, loss: 1.2240, grad_norm: 4.5999 2021-06-04 20:53:16,885 - mmaction - INFO - Epoch [19][680/1243] lr: 7.500e-03, eta: 1 day, 2:37:31, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7065, top5_acc: 0.8792, loss_cls: 1.1859, loss: 1.1859, grad_norm: 5.0555 2021-06-04 20:53:35,177 - mmaction - INFO - Epoch [19][700/1243] lr: 7.500e-03, eta: 1 day, 2:37:09, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6839, top5_acc: 0.8724, loss_cls: 1.2613, loss: 1.2613, grad_norm: 4.7713 2021-06-04 20:53:53,565 - mmaction - INFO - Epoch [19][720/1243] lr: 7.500e-03, eta: 1 day, 2:36:48, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6872, top5_acc: 0.8711, loss_cls: 1.2579, loss: 1.2579, grad_norm: 4.6488 2021-06-04 20:54:11,972 - mmaction - INFO - Epoch [19][740/1243] lr: 7.500e-03, eta: 1 day, 2:36:26, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.6948, top5_acc: 0.8794, loss_cls: 1.2159, loss: 1.2159, grad_norm: 4.9791 2021-06-04 20:54:30,340 - mmaction - INFO - Epoch [19][760/1243] lr: 7.500e-03, eta: 1 day, 2:36:05, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6911, top5_acc: 0.8773, loss_cls: 1.2250, loss: 1.2250, grad_norm: 5.3415 2021-06-04 20:54:48,765 - mmaction - INFO - Epoch [19][780/1243] lr: 7.500e-03, eta: 1 day, 2:35:44, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6906, top5_acc: 0.8820, loss_cls: 1.2037, loss: 1.2037, grad_norm: 4.8879 2021-06-04 20:55:07,150 - mmaction - INFO - Epoch [19][800/1243] lr: 7.500e-03, eta: 1 day, 2:35:22, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6826, top5_acc: 0.8698, loss_cls: 1.2591, loss: 1.2591, grad_norm: 4.6727 2021-06-04 20:55:25,498 - mmaction - INFO - Epoch [19][820/1243] lr: 7.500e-03, eta: 1 day, 2:35:01, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6948, top5_acc: 0.8703, loss_cls: 1.2557, loss: 1.2557, grad_norm: 4.8509 2021-06-04 20:55:43,952 - mmaction - INFO - Epoch [19][840/1243] lr: 7.500e-03, eta: 1 day, 2:34:40, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.6807, top5_acc: 0.8734, loss_cls: 1.2439, loss: 1.2439, grad_norm: 4.6175 2021-06-04 20:56:02,330 - mmaction - INFO - Epoch [19][860/1243] lr: 7.500e-03, eta: 1 day, 2:34:19, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6875, top5_acc: 0.8672, loss_cls: 1.2897, loss: 1.2897, grad_norm: 5.0727 2021-06-04 20:56:20,688 - mmaction - INFO - Epoch [19][880/1243] lr: 7.500e-03, eta: 1 day, 2:33:57, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6956, top5_acc: 0.8799, loss_cls: 1.2199, loss: 1.2199, grad_norm: 4.9140 2021-06-04 20:56:39,070 - mmaction - INFO - Epoch [19][900/1243] lr: 7.500e-03, eta: 1 day, 2:33:36, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6813, top5_acc: 0.8685, loss_cls: 1.2892, loss: 1.2892, grad_norm: 4.8094 2021-06-04 20:56:57,498 - mmaction - INFO - Epoch [19][920/1243] lr: 7.500e-03, eta: 1 day, 2:33:15, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6924, top5_acc: 0.8776, loss_cls: 1.2381, loss: 1.2381, grad_norm: 4.8468 2021-06-04 20:57:15,910 - mmaction - INFO - Epoch [19][940/1243] lr: 7.500e-03, eta: 1 day, 2:32:54, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6896, top5_acc: 0.8719, loss_cls: 1.2563, loss: 1.2563, grad_norm: 5.0380 2021-06-04 20:57:34,247 - mmaction - INFO - Epoch [19][960/1243] lr: 7.500e-03, eta: 1 day, 2:32:32, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6979, top5_acc: 0.8857, loss_cls: 1.2075, loss: 1.2075, grad_norm: 5.2004 2021-06-04 20:57:52,579 - mmaction - INFO - Epoch [19][980/1243] lr: 7.500e-03, eta: 1 day, 2:32:11, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6914, top5_acc: 0.8786, loss_cls: 1.2389, loss: 1.2389, grad_norm: 4.7518 2021-06-04 20:58:11,008 - mmaction - INFO - Epoch [19][1000/1243] lr: 7.500e-03, eta: 1 day, 2:31:50, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6964, top5_acc: 0.8792, loss_cls: 1.2032, loss: 1.2032, grad_norm: 4.8521 2021-06-04 20:58:29,358 - mmaction - INFO - Epoch [19][1020/1243] lr: 7.500e-03, eta: 1 day, 2:31:28, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6857, top5_acc: 0.8661, loss_cls: 1.2879, loss: 1.2879, grad_norm: 4.6501 2021-06-04 20:58:47,753 - mmaction - INFO - Epoch [19][1040/1243] lr: 7.500e-03, eta: 1 day, 2:31:07, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6828, top5_acc: 0.8724, loss_cls: 1.2732, loss: 1.2732, grad_norm: 5.0619 2021-06-04 20:59:06,125 - mmaction - INFO - Epoch [19][1060/1243] lr: 7.500e-03, eta: 1 day, 2:30:46, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.6911, top5_acc: 0.8724, loss_cls: 1.2364, loss: 1.2364, grad_norm: 5.3779 2021-06-04 20:59:24,569 - mmaction - INFO - Epoch [19][1080/1243] lr: 7.500e-03, eta: 1 day, 2:30:25, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.6904, top5_acc: 0.8721, loss_cls: 1.2519, loss: 1.2519, grad_norm: 5.1320 2021-06-04 20:59:42,911 - mmaction - INFO - Epoch [19][1100/1243] lr: 7.500e-03, eta: 1 day, 2:30:03, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6841, top5_acc: 0.8776, loss_cls: 1.2665, loss: 1.2665, grad_norm: 4.7244 2021-06-04 21:00:01,267 - mmaction - INFO - Epoch [19][1120/1243] lr: 7.500e-03, eta: 1 day, 2:29:42, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6906, top5_acc: 0.8732, loss_cls: 1.2462, loss: 1.2462, grad_norm: 4.5374 2021-06-04 21:00:19,646 - mmaction - INFO - Epoch [19][1140/1243] lr: 7.500e-03, eta: 1 day, 2:29:21, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6898, top5_acc: 0.8727, loss_cls: 1.2396, loss: 1.2396, grad_norm: 5.4110 2021-06-04 21:00:38,109 - mmaction - INFO - Epoch [19][1160/1243] lr: 7.500e-03, eta: 1 day, 2:29:00, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.6857, top5_acc: 0.8807, loss_cls: 1.2399, loss: 1.2399, grad_norm: 5.0869 2021-06-04 21:00:56,457 - mmaction - INFO - Epoch [19][1180/1243] lr: 7.500e-03, eta: 1 day, 2:28:38, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6974, top5_acc: 0.8763, loss_cls: 1.2264, loss: 1.2264, grad_norm: 6.2488 2021-06-04 21:01:14,788 - mmaction - INFO - Epoch [19][1200/1243] lr: 7.500e-03, eta: 1 day, 2:28:17, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.6771, top5_acc: 0.8677, loss_cls: 1.2820, loss: 1.2820, grad_norm: 4.9398 2021-06-04 21:01:33,259 - mmaction - INFO - Epoch [19][1220/1243] lr: 7.500e-03, eta: 1 day, 2:27:56, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.6734, top5_acc: 0.8695, loss_cls: 1.2956, loss: 1.2956, grad_norm: 5.7858 2021-06-04 21:01:51,539 - mmaction - INFO - Epoch [19][1240/1243] lr: 7.500e-03, eta: 1 day, 2:27:34, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.6878, top5_acc: 0.8727, loss_cls: 1.2467, loss: 1.2467, grad_norm: 4.9764 2021-06-04 21:04:15,671 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 21:04:16,323 - mmaction - INFO - top1_acc 0.7197 top5_acc 0.9058 2021-06-04 21:04:16,324 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 21:04:16,346 - mmaction - INFO - mean_acc 0.7197 2021-06-04 21:04:16,351 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-06-04 21:04:17,450 - mmaction - INFO - Epoch(val) [19][104] top1_acc: 0.7197, top5_acc: 0.9058, mean_class_accuracy: 0.7197 2021-06-04 21:05:01,912 - mmaction - INFO - Epoch [20][20/1243] lr: 7.500e-03, eta: 1 day, 2:28:49, time: 2.223, data_time: 1.303, memory: 18352, top1_acc: 0.6896, top5_acc: 0.8688, loss_cls: 1.2483, loss: 1.2483, grad_norm: 5.1571 2021-06-04 21:05:20,260 - mmaction - INFO - Epoch [20][40/1243] lr: 7.500e-03, eta: 1 day, 2:28:28, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7036, top5_acc: 0.8781, loss_cls: 1.2283, loss: 1.2283, grad_norm: 4.7550 2021-06-04 21:05:38,586 - mmaction - INFO - Epoch [20][60/1243] lr: 7.500e-03, eta: 1 day, 2:28:06, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7039, top5_acc: 0.8831, loss_cls: 1.1919, loss: 1.1919, grad_norm: 4.7128 2021-06-04 21:05:56,996 - mmaction - INFO - Epoch [20][80/1243] lr: 7.500e-03, eta: 1 day, 2:27:45, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7057, top5_acc: 0.8826, loss_cls: 1.1769, loss: 1.1769, grad_norm: 4.5206 2021-06-04 21:06:15,355 - mmaction - INFO - Epoch [20][100/1243] lr: 7.500e-03, eta: 1 day, 2:27:24, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6875, top5_acc: 0.8781, loss_cls: 1.2264, loss: 1.2264, grad_norm: 4.9359 2021-06-04 21:06:33,762 - mmaction - INFO - Epoch [20][120/1243] lr: 7.500e-03, eta: 1 day, 2:27:02, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6932, top5_acc: 0.8789, loss_cls: 1.2001, loss: 1.2001, grad_norm: 5.5157 2021-06-04 21:06:52,203 - mmaction - INFO - Epoch [20][140/1243] lr: 7.500e-03, eta: 1 day, 2:26:41, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6841, top5_acc: 0.8766, loss_cls: 1.2526, loss: 1.2526, grad_norm: 4.8167 2021-06-04 21:07:10,612 - mmaction - INFO - Epoch [20][160/1243] lr: 7.500e-03, eta: 1 day, 2:26:20, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6810, top5_acc: 0.8737, loss_cls: 1.2809, loss: 1.2809, grad_norm: 4.7974 2021-06-04 21:07:28,965 - mmaction - INFO - Epoch [20][180/1243] lr: 7.500e-03, eta: 1 day, 2:25:59, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6862, top5_acc: 0.8690, loss_cls: 1.2549, loss: 1.2549, grad_norm: 4.9397 2021-06-04 21:07:47,324 - mmaction - INFO - Epoch [20][200/1243] lr: 7.500e-03, eta: 1 day, 2:25:37, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6898, top5_acc: 0.8846, loss_cls: 1.2016, loss: 1.2016, grad_norm: 4.7343 2021-06-04 21:08:05,693 - mmaction - INFO - Epoch [20][220/1243] lr: 7.500e-03, eta: 1 day, 2:25:16, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7078, top5_acc: 0.8849, loss_cls: 1.1594, loss: 1.1594, grad_norm: 4.6644 2021-06-04 21:08:24,074 - mmaction - INFO - Epoch [20][240/1243] lr: 7.500e-03, eta: 1 day, 2:24:55, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6969, top5_acc: 0.8854, loss_cls: 1.1919, loss: 1.1919, grad_norm: 4.7524 2021-06-04 21:08:42,522 - mmaction - INFO - Epoch [20][260/1243] lr: 7.500e-03, eta: 1 day, 2:24:34, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.6958, top5_acc: 0.8839, loss_cls: 1.2258, loss: 1.2258, grad_norm: 4.8668 2021-06-04 21:09:00,930 - mmaction - INFO - Epoch [20][280/1243] lr: 7.500e-03, eta: 1 day, 2:24:13, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6911, top5_acc: 0.8742, loss_cls: 1.2706, loss: 1.2706, grad_norm: 5.0383 2021-06-04 21:09:19,327 - mmaction - INFO - Epoch [20][300/1243] lr: 7.500e-03, eta: 1 day, 2:23:51, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7010, top5_acc: 0.8839, loss_cls: 1.1890, loss: 1.1890, grad_norm: 4.8311 2021-06-04 21:09:37,680 - mmaction - INFO - Epoch [20][320/1243] lr: 7.500e-03, eta: 1 day, 2:23:30, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6922, top5_acc: 0.8805, loss_cls: 1.2201, loss: 1.2201, grad_norm: 5.0486 2021-06-04 21:09:56,035 - mmaction - INFO - Epoch [20][340/1243] lr: 7.500e-03, eta: 1 day, 2:23:09, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6937, top5_acc: 0.8862, loss_cls: 1.1832, loss: 1.1832, grad_norm: 5.0230 2021-06-04 21:10:14,424 - mmaction - INFO - Epoch [20][360/1243] lr: 7.500e-03, eta: 1 day, 2:22:48, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7000, top5_acc: 0.8820, loss_cls: 1.1863, loss: 1.1863, grad_norm: 4.8949 2021-06-04 21:10:32,793 - mmaction - INFO - Epoch [20][380/1243] lr: 7.500e-03, eta: 1 day, 2:22:26, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7107, top5_acc: 0.8844, loss_cls: 1.1618, loss: 1.1618, grad_norm: 5.0560 2021-06-04 21:10:51,204 - mmaction - INFO - Epoch [20][400/1243] lr: 7.500e-03, eta: 1 day, 2:22:05, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6987, top5_acc: 0.8779, loss_cls: 1.2137, loss: 1.2137, grad_norm: 4.6119 2021-06-04 21:11:09,637 - mmaction - INFO - Epoch [20][420/1243] lr: 7.500e-03, eta: 1 day, 2:21:44, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6982, top5_acc: 0.8867, loss_cls: 1.1988, loss: 1.1988, grad_norm: 5.1621 2021-06-04 21:11:28,045 - mmaction - INFO - Epoch [20][440/1243] lr: 7.500e-03, eta: 1 day, 2:21:23, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6826, top5_acc: 0.8719, loss_cls: 1.2845, loss: 1.2845, grad_norm: 5.6514 2021-06-04 21:11:46,453 - mmaction - INFO - Epoch [20][460/1243] lr: 7.500e-03, eta: 1 day, 2:21:02, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.6854, top5_acc: 0.8734, loss_cls: 1.2524, loss: 1.2524, grad_norm: 4.5942 2021-06-04 21:12:04,934 - mmaction - INFO - Epoch [20][480/1243] lr: 7.500e-03, eta: 1 day, 2:20:41, time: 0.924, data_time: 0.000, memory: 18352, top1_acc: 0.7018, top5_acc: 0.8836, loss_cls: 1.1949, loss: 1.1949, grad_norm: 4.5688 2021-06-04 21:12:23,326 - mmaction - INFO - Epoch [20][500/1243] lr: 7.500e-03, eta: 1 day, 2:20:20, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6914, top5_acc: 0.8799, loss_cls: 1.2296, loss: 1.2296, grad_norm: 4.7772 2021-06-04 21:12:41,762 - mmaction - INFO - Epoch [20][520/1243] lr: 7.500e-03, eta: 1 day, 2:19:59, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6896, top5_acc: 0.8708, loss_cls: 1.2615, loss: 1.2615, grad_norm: 5.0162 2021-06-04 21:13:00,153 - mmaction - INFO - Epoch [20][540/1243] lr: 7.500e-03, eta: 1 day, 2:19:38, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7047, top5_acc: 0.8906, loss_cls: 1.1620, loss: 1.1620, grad_norm: 4.5833 2021-06-04 21:13:18,559 - mmaction - INFO - Epoch [20][560/1243] lr: 7.500e-03, eta: 1 day, 2:19:17, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6870, top5_acc: 0.8810, loss_cls: 1.2310, loss: 1.2310, grad_norm: 4.7331 2021-06-04 21:13:36,935 - mmaction - INFO - Epoch [20][580/1243] lr: 7.500e-03, eta: 1 day, 2:18:56, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6839, top5_acc: 0.8753, loss_cls: 1.2621, loss: 1.2621, grad_norm: 4.6351 2021-06-04 21:13:55,379 - mmaction - INFO - Epoch [20][600/1243] lr: 7.500e-03, eta: 1 day, 2:18:35, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.6911, top5_acc: 0.8797, loss_cls: 1.2284, loss: 1.2284, grad_norm: 4.9466 2021-06-04 21:14:13,734 - mmaction - INFO - Epoch [20][620/1243] lr: 7.500e-03, eta: 1 day, 2:18:13, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6982, top5_acc: 0.8846, loss_cls: 1.1854, loss: 1.1854, grad_norm: 4.6882 2021-06-04 21:14:32,104 - mmaction - INFO - Epoch [20][640/1243] lr: 7.500e-03, eta: 1 day, 2:17:52, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6948, top5_acc: 0.8867, loss_cls: 1.1947, loss: 1.1947, grad_norm: 4.7348 2021-06-04 21:14:50,462 - mmaction - INFO - Epoch [20][660/1243] lr: 7.500e-03, eta: 1 day, 2:17:31, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6763, top5_acc: 0.8685, loss_cls: 1.2851, loss: 1.2851, grad_norm: 4.7234 2021-06-04 21:15:08,859 - mmaction - INFO - Epoch [20][680/1243] lr: 7.500e-03, eta: 1 day, 2:17:10, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6859, top5_acc: 0.8836, loss_cls: 1.2537, loss: 1.2537, grad_norm: 4.8699 2021-06-04 21:15:27,279 - mmaction - INFO - Epoch [20][700/1243] lr: 7.500e-03, eta: 1 day, 2:16:49, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.6813, top5_acc: 0.8781, loss_cls: 1.2741, loss: 1.2741, grad_norm: 4.6591 2021-06-04 21:15:45,753 - mmaction - INFO - Epoch [20][720/1243] lr: 7.500e-03, eta: 1 day, 2:16:28, time: 0.924, data_time: 0.002, memory: 18352, top1_acc: 0.6953, top5_acc: 0.8763, loss_cls: 1.2460, loss: 1.2460, grad_norm: 4.6735 2021-06-04 21:16:04,115 - mmaction - INFO - Epoch [20][740/1243] lr: 7.500e-03, eta: 1 day, 2:16:07, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6932, top5_acc: 0.8846, loss_cls: 1.2102, loss: 1.2102, grad_norm: 4.9520 2021-06-04 21:16:22,474 - mmaction - INFO - Epoch [20][760/1243] lr: 7.500e-03, eta: 1 day, 2:15:45, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6911, top5_acc: 0.8711, loss_cls: 1.2631, loss: 1.2631, grad_norm: 4.5028 2021-06-04 21:16:40,809 - mmaction - INFO - Epoch [20][780/1243] lr: 7.500e-03, eta: 1 day, 2:15:24, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6799, top5_acc: 0.8797, loss_cls: 1.2569, loss: 1.2569, grad_norm: 4.7939 2021-06-04 21:16:59,213 - mmaction - INFO - Epoch [20][800/1243] lr: 7.500e-03, eta: 1 day, 2:15:03, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.6971, top5_acc: 0.8849, loss_cls: 1.1876, loss: 1.1876, grad_norm: 4.4362 2021-06-04 21:17:17,587 - mmaction - INFO - Epoch [20][820/1243] lr: 7.500e-03, eta: 1 day, 2:14:42, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6937, top5_acc: 0.8695, loss_cls: 1.2304, loss: 1.2304, grad_norm: 4.8416 2021-06-04 21:17:35,862 - mmaction - INFO - Epoch [20][840/1243] lr: 7.500e-03, eta: 1 day, 2:14:20, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.6979, top5_acc: 0.8870, loss_cls: 1.2020, loss: 1.2020, grad_norm: 4.5103 2021-06-04 21:17:54,319 - mmaction - INFO - Epoch [20][860/1243] lr: 7.500e-03, eta: 1 day, 2:14:00, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.6953, top5_acc: 0.8815, loss_cls: 1.2262, loss: 1.2262, grad_norm: 4.7421 2021-06-04 21:18:12,734 - mmaction - INFO - Epoch [20][880/1243] lr: 7.500e-03, eta: 1 day, 2:13:39, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7031, top5_acc: 0.8818, loss_cls: 1.1912, loss: 1.1912, grad_norm: 4.5992 2021-06-04 21:18:31,186 - mmaction - INFO - Epoch [20][900/1243] lr: 7.500e-03, eta: 1 day, 2:13:18, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.6906, top5_acc: 0.8714, loss_cls: 1.2616, loss: 1.2616, grad_norm: 4.8947 2021-06-04 21:18:49,586 - mmaction - INFO - Epoch [20][920/1243] lr: 7.500e-03, eta: 1 day, 2:12:57, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7003, top5_acc: 0.8820, loss_cls: 1.1981, loss: 1.1981, grad_norm: 4.8718 2021-06-04 21:19:07,995 - mmaction - INFO - Epoch [20][940/1243] lr: 7.500e-03, eta: 1 day, 2:12:36, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6948, top5_acc: 0.8828, loss_cls: 1.2158, loss: 1.2158, grad_norm: 4.5380 2021-06-04 21:19:26,465 - mmaction - INFO - Epoch [20][960/1243] lr: 7.500e-03, eta: 1 day, 2:12:15, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.6917, top5_acc: 0.8812, loss_cls: 1.2107, loss: 1.2107, grad_norm: 4.7145 2021-06-04 21:19:44,940 - mmaction - INFO - Epoch [20][980/1243] lr: 7.500e-03, eta: 1 day, 2:11:54, time: 0.924, data_time: 0.002, memory: 18352, top1_acc: 0.6859, top5_acc: 0.8797, loss_cls: 1.2282, loss: 1.2282, grad_norm: 4.7628 2021-06-04 21:20:03,444 - mmaction - INFO - Epoch [20][1000/1243] lr: 7.500e-03, eta: 1 day, 2:11:34, time: 0.926, data_time: 0.001, memory: 18352, top1_acc: 0.6872, top5_acc: 0.8820, loss_cls: 1.2163, loss: 1.2163, grad_norm: 4.7810 2021-06-04 21:20:21,794 - mmaction - INFO - Epoch [20][1020/1243] lr: 7.500e-03, eta: 1 day, 2:11:12, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6805, top5_acc: 0.8750, loss_cls: 1.2636, loss: 1.2636, grad_norm: 4.6382 2021-06-04 21:20:40,220 - mmaction - INFO - Epoch [20][1040/1243] lr: 7.500e-03, eta: 1 day, 2:10:51, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6815, top5_acc: 0.8734, loss_cls: 1.2528, loss: 1.2528, grad_norm: 4.9834 2021-06-04 21:20:58,699 - mmaction - INFO - Epoch [20][1060/1243] lr: 7.500e-03, eta: 1 day, 2:10:31, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.6940, top5_acc: 0.8719, loss_cls: 1.2549, loss: 1.2549, grad_norm: 4.5426 2021-06-04 21:21:17,133 - mmaction - INFO - Epoch [20][1080/1243] lr: 7.500e-03, eta: 1 day, 2:10:10, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6935, top5_acc: 0.8789, loss_cls: 1.2115, loss: 1.2115, grad_norm: 4.6997 2021-06-04 21:21:35,553 - mmaction - INFO - Epoch [20][1100/1243] lr: 7.500e-03, eta: 1 day, 2:09:49, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6992, top5_acc: 0.8807, loss_cls: 1.2328, loss: 1.2328, grad_norm: 4.5213 2021-06-04 21:21:53,871 - mmaction - INFO - Epoch [20][1120/1243] lr: 7.500e-03, eta: 1 day, 2:09:28, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.6833, top5_acc: 0.8721, loss_cls: 1.2726, loss: 1.2726, grad_norm: 4.7561 2021-06-04 21:22:12,334 - mmaction - INFO - Epoch [20][1140/1243] lr: 7.500e-03, eta: 1 day, 2:09:07, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.6948, top5_acc: 0.8802, loss_cls: 1.2209, loss: 1.2209, grad_norm: 4.7339 2021-06-04 21:22:30,815 - mmaction - INFO - Epoch [20][1160/1243] lr: 7.500e-03, eta: 1 day, 2:08:46, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.6911, top5_acc: 0.8771, loss_cls: 1.2516, loss: 1.2516, grad_norm: 4.6008 2021-06-04 21:22:49,243 - mmaction - INFO - Epoch [20][1180/1243] lr: 7.500e-03, eta: 1 day, 2:08:25, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6826, top5_acc: 0.8768, loss_cls: 1.2481, loss: 1.2481, grad_norm: 5.0748 2021-06-04 21:23:07,737 - mmaction - INFO - Epoch [20][1200/1243] lr: 7.500e-03, eta: 1 day, 2:08:05, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.6844, top5_acc: 0.8727, loss_cls: 1.2730, loss: 1.2730, grad_norm: 4.9735 2021-06-04 21:23:26,115 - mmaction - INFO - Epoch [20][1220/1243] lr: 7.500e-03, eta: 1 day, 2:07:44, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6844, top5_acc: 0.8737, loss_cls: 1.2582, loss: 1.2582, grad_norm: 4.5999 2021-06-04 21:23:44,281 - mmaction - INFO - Epoch [20][1240/1243] lr: 7.500e-03, eta: 1 day, 2:07:22, time: 0.908, data_time: 0.000, memory: 18352, top1_acc: 0.6917, top5_acc: 0.8750, loss_cls: 1.2614, loss: 1.2614, grad_norm: 4.7617 2021-06-04 21:26:09,043 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 21:26:09,703 - mmaction - INFO - top1_acc 0.7217 top5_acc 0.9045 2021-06-04 21:26:09,703 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 21:26:09,726 - mmaction - INFO - mean_acc 0.7217 2021-06-04 21:26:09,731 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-06-04 21:26:10,856 - mmaction - INFO - Epoch(val) [20][104] top1_acc: 0.7217, top5_acc: 0.9045, mean_class_accuracy: 0.7217 2021-06-04 21:26:55,727 - mmaction - INFO - Epoch [21][20/1243] lr: 7.500e-03, eta: 1 day, 2:08:32, time: 2.242, data_time: 1.249, memory: 18352, top1_acc: 0.7057, top5_acc: 0.8784, loss_cls: 1.2135, loss: 1.2135, grad_norm: 4.4208 2021-06-04 21:27:14,030 - mmaction - INFO - Epoch [21][40/1243] lr: 7.500e-03, eta: 1 day, 2:08:11, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.7078, top5_acc: 0.8891, loss_cls: 1.1557, loss: 1.1557, grad_norm: 4.3834 2021-06-04 21:27:32,365 - mmaction - INFO - Epoch [21][60/1243] lr: 7.500e-03, eta: 1 day, 2:07:50, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7044, top5_acc: 0.8841, loss_cls: 1.1965, loss: 1.1965, grad_norm: 4.6634 2021-06-04 21:27:50,692 - mmaction - INFO - Epoch [21][80/1243] lr: 7.500e-03, eta: 1 day, 2:07:28, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7141, top5_acc: 0.8852, loss_cls: 1.1492, loss: 1.1492, grad_norm: 4.4352 2021-06-04 21:28:09,017 - mmaction - INFO - Epoch [21][100/1243] lr: 7.500e-03, eta: 1 day, 2:07:07, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7036, top5_acc: 0.8799, loss_cls: 1.1770, loss: 1.1770, grad_norm: 4.6627 2021-06-04 21:28:27,424 - mmaction - INFO - Epoch [21][120/1243] lr: 7.500e-03, eta: 1 day, 2:06:46, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.7010, top5_acc: 0.8742, loss_cls: 1.2191, loss: 1.2191, grad_norm: 4.7052 2021-06-04 21:28:45,903 - mmaction - INFO - Epoch [21][140/1243] lr: 7.500e-03, eta: 1 day, 2:06:25, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.6966, top5_acc: 0.8826, loss_cls: 1.2029, loss: 1.2029, grad_norm: 4.6202 2021-06-04 21:29:04,253 - mmaction - INFO - Epoch [21][160/1243] lr: 7.500e-03, eta: 1 day, 2:06:04, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7034, top5_acc: 0.8883, loss_cls: 1.1674, loss: 1.1674, grad_norm: 4.4754 2021-06-04 21:29:22,672 - mmaction - INFO - Epoch [21][180/1243] lr: 7.500e-03, eta: 1 day, 2:05:43, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7003, top5_acc: 0.8779, loss_cls: 1.1847, loss: 1.1847, grad_norm: 4.9038 2021-06-04 21:29:41,052 - mmaction - INFO - Epoch [21][200/1243] lr: 7.500e-03, eta: 1 day, 2:05:22, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7081, top5_acc: 0.8867, loss_cls: 1.1525, loss: 1.1525, grad_norm: 4.7796 2021-06-04 21:29:59,474 - mmaction - INFO - Epoch [21][220/1243] lr: 7.500e-03, eta: 1 day, 2:05:01, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.7013, top5_acc: 0.8794, loss_cls: 1.2036, loss: 1.2036, grad_norm: 4.8237 2021-06-04 21:30:17,886 - mmaction - INFO - Epoch [21][240/1243] lr: 7.500e-03, eta: 1 day, 2:04:40, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.7068, top5_acc: 0.8885, loss_cls: 1.1470, loss: 1.1470, grad_norm: 4.4946 2021-06-04 21:30:36,286 - mmaction - INFO - Epoch [21][260/1243] lr: 7.500e-03, eta: 1 day, 2:04:19, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6990, top5_acc: 0.8839, loss_cls: 1.1971, loss: 1.1971, grad_norm: 4.9930 2021-06-04 21:30:54,690 - mmaction - INFO - Epoch [21][280/1243] lr: 7.500e-03, eta: 1 day, 2:03:58, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6901, top5_acc: 0.8773, loss_cls: 1.2276, loss: 1.2276, grad_norm: 4.8474 2021-06-04 21:31:12,991 - mmaction - INFO - Epoch [21][300/1243] lr: 7.500e-03, eta: 1 day, 2:03:37, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6995, top5_acc: 0.8820, loss_cls: 1.1791, loss: 1.1791, grad_norm: 4.4895 2021-06-04 21:31:31,353 - mmaction - INFO - Epoch [21][320/1243] lr: 7.500e-03, eta: 1 day, 2:03:16, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7120, top5_acc: 0.8870, loss_cls: 1.1620, loss: 1.1620, grad_norm: 4.4876 2021-06-04 21:31:49,838 - mmaction - INFO - Epoch [21][340/1243] lr: 7.500e-03, eta: 1 day, 2:02:55, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.6909, top5_acc: 0.8805, loss_cls: 1.2042, loss: 1.2042, grad_norm: 4.7655 2021-06-04 21:32:08,194 - mmaction - INFO - Epoch [21][360/1243] lr: 7.500e-03, eta: 1 day, 2:02:34, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6914, top5_acc: 0.8807, loss_cls: 1.2079, loss: 1.2079, grad_norm: 5.0759 2021-06-04 21:32:26,639 - mmaction - INFO - Epoch [21][380/1243] lr: 7.500e-03, eta: 1 day, 2:02:13, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.7091, top5_acc: 0.8841, loss_cls: 1.1698, loss: 1.1698, grad_norm: 4.7947 2021-06-04 21:32:45,066 - mmaction - INFO - Epoch [21][400/1243] lr: 7.500e-03, eta: 1 day, 2:01:52, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6846, top5_acc: 0.8701, loss_cls: 1.2480, loss: 1.2480, grad_norm: 4.8653 2021-06-04 21:33:03,524 - mmaction - INFO - Epoch [21][420/1243] lr: 7.500e-03, eta: 1 day, 2:01:31, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.6896, top5_acc: 0.8784, loss_cls: 1.2083, loss: 1.2083, grad_norm: 4.8525 2021-06-04 21:33:21,896 - mmaction - INFO - Epoch [21][440/1243] lr: 7.500e-03, eta: 1 day, 2:01:10, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7125, top5_acc: 0.8896, loss_cls: 1.1419, loss: 1.1419, grad_norm: 4.7575 2021-06-04 21:33:40,278 - mmaction - INFO - Epoch [21][460/1243] lr: 7.500e-03, eta: 1 day, 2:00:49, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6966, top5_acc: 0.8833, loss_cls: 1.2056, loss: 1.2056, grad_norm: 4.8793 2021-06-04 21:33:58,686 - mmaction - INFO - Epoch [21][480/1243] lr: 7.500e-03, eta: 1 day, 2:00:28, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.6958, top5_acc: 0.8833, loss_cls: 1.2106, loss: 1.2106, grad_norm: 5.4929 2021-06-04 21:34:17,075 - mmaction - INFO - Epoch [21][500/1243] lr: 7.500e-03, eta: 1 day, 2:00:07, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7018, top5_acc: 0.8852, loss_cls: 1.2059, loss: 1.2059, grad_norm: 4.8485 2021-06-04 21:34:35,548 - mmaction - INFO - Epoch [21][520/1243] lr: 7.500e-03, eta: 1 day, 1:59:47, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.7122, top5_acc: 0.8867, loss_cls: 1.1585, loss: 1.1585, grad_norm: 4.7234 2021-06-04 21:34:53,980 - mmaction - INFO - Epoch [21][540/1243] lr: 7.500e-03, eta: 1 day, 1:59:26, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6990, top5_acc: 0.8833, loss_cls: 1.1747, loss: 1.1747, grad_norm: 4.7157 2021-06-04 21:35:12,355 - mmaction - INFO - Epoch [21][560/1243] lr: 7.500e-03, eta: 1 day, 1:59:05, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7156, top5_acc: 0.8854, loss_cls: 1.1667, loss: 1.1667, grad_norm: 4.7274 2021-06-04 21:35:30,709 - mmaction - INFO - Epoch [21][580/1243] lr: 7.500e-03, eta: 1 day, 1:58:43, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7052, top5_acc: 0.8841, loss_cls: 1.1962, loss: 1.1962, grad_norm: 4.6227 2021-06-04 21:35:49,112 - mmaction - INFO - Epoch [21][600/1243] lr: 7.500e-03, eta: 1 day, 1:58:23, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6930, top5_acc: 0.8820, loss_cls: 1.2131, loss: 1.2131, grad_norm: 4.5465 2021-06-04 21:36:07,557 - mmaction - INFO - Epoch [21][620/1243] lr: 7.500e-03, eta: 1 day, 1:58:02, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.7068, top5_acc: 0.8859, loss_cls: 1.1943, loss: 1.1943, grad_norm: 4.7537 2021-06-04 21:36:25,916 - mmaction - INFO - Epoch [21][640/1243] lr: 7.500e-03, eta: 1 day, 1:57:41, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6898, top5_acc: 0.8797, loss_cls: 1.2181, loss: 1.2181, grad_norm: 4.4991 2021-06-04 21:36:44,301 - mmaction - INFO - Epoch [21][660/1243] lr: 7.500e-03, eta: 1 day, 1:57:20, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6935, top5_acc: 0.8766, loss_cls: 1.2242, loss: 1.2242, grad_norm: 4.9392 2021-06-04 21:37:02,724 - mmaction - INFO - Epoch [21][680/1243] lr: 7.500e-03, eta: 1 day, 1:56:59, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7096, top5_acc: 0.8815, loss_cls: 1.1828, loss: 1.1828, grad_norm: 4.7496 2021-06-04 21:37:21,060 - mmaction - INFO - Epoch [21][700/1243] lr: 7.500e-03, eta: 1 day, 1:56:38, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6951, top5_acc: 0.8810, loss_cls: 1.2062, loss: 1.2062, grad_norm: 4.8964 2021-06-04 21:37:39,427 - mmaction - INFO - Epoch [21][720/1243] lr: 7.500e-03, eta: 1 day, 1:56:17, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6854, top5_acc: 0.8734, loss_cls: 1.2711, loss: 1.2711, grad_norm: 4.6247 2021-06-04 21:37:57,824 - mmaction - INFO - Epoch [21][740/1243] lr: 7.500e-03, eta: 1 day, 1:55:56, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.7063, top5_acc: 0.8818, loss_cls: 1.1707, loss: 1.1707, grad_norm: 4.6426 2021-06-04 21:38:16,174 - mmaction - INFO - Epoch [21][760/1243] lr: 7.500e-03, eta: 1 day, 1:55:35, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7031, top5_acc: 0.8794, loss_cls: 1.2184, loss: 1.2184, grad_norm: 4.9132 2021-06-04 21:38:34,609 - mmaction - INFO - Epoch [21][780/1243] lr: 7.500e-03, eta: 1 day, 1:55:14, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6930, top5_acc: 0.8763, loss_cls: 1.2319, loss: 1.2319, grad_norm: 4.7871 2021-06-04 21:38:53,012 - mmaction - INFO - Epoch [21][800/1243] lr: 7.500e-03, eta: 1 day, 1:54:53, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7060, top5_acc: 0.8823, loss_cls: 1.1683, loss: 1.1683, grad_norm: 4.6788 2021-06-04 21:39:11,448 - mmaction - INFO - Epoch [21][820/1243] lr: 7.500e-03, eta: 1 day, 1:54:32, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7008, top5_acc: 0.8826, loss_cls: 1.1874, loss: 1.1874, grad_norm: 4.8141 2021-06-04 21:39:29,852 - mmaction - INFO - Epoch [21][840/1243] lr: 7.500e-03, eta: 1 day, 1:54:11, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6911, top5_acc: 0.8776, loss_cls: 1.2573, loss: 1.2573, grad_norm: 5.7017 2021-06-04 21:39:48,204 - mmaction - INFO - Epoch [21][860/1243] lr: 7.500e-03, eta: 1 day, 1:53:50, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6922, top5_acc: 0.8750, loss_cls: 1.2208, loss: 1.2208, grad_norm: 4.8559 2021-06-04 21:40:06,643 - mmaction - INFO - Epoch [21][880/1243] lr: 7.500e-03, eta: 1 day, 1:53:30, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6979, top5_acc: 0.8841, loss_cls: 1.1887, loss: 1.1887, grad_norm: 4.8929 2021-06-04 21:40:25,062 - mmaction - INFO - Epoch [21][900/1243] lr: 7.500e-03, eta: 1 day, 1:53:09, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7083, top5_acc: 0.8844, loss_cls: 1.1704, loss: 1.1704, grad_norm: 4.9766 2021-06-04 21:40:43,445 - mmaction - INFO - Epoch [21][920/1243] lr: 7.500e-03, eta: 1 day, 1:52:48, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6818, top5_acc: 0.8862, loss_cls: 1.2361, loss: 1.2361, grad_norm: 4.8572 2021-06-04 21:41:01,884 - mmaction - INFO - Epoch [21][940/1243] lr: 7.500e-03, eta: 1 day, 1:52:27, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6971, top5_acc: 0.8828, loss_cls: 1.2063, loss: 1.2063, grad_norm: 4.8734 2021-06-04 21:41:20,241 - mmaction - INFO - Epoch [21][960/1243] lr: 7.500e-03, eta: 1 day, 1:52:06, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6927, top5_acc: 0.8794, loss_cls: 1.1860, loss: 1.1860, grad_norm: 4.7618 2021-06-04 21:41:38,583 - mmaction - INFO - Epoch [21][980/1243] lr: 7.500e-03, eta: 1 day, 1:51:45, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7073, top5_acc: 0.8854, loss_cls: 1.1619, loss: 1.1619, grad_norm: 4.9108 2021-06-04 21:41:56,947 - mmaction - INFO - Epoch [21][1000/1243] lr: 7.500e-03, eta: 1 day, 1:51:24, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6958, top5_acc: 0.8904, loss_cls: 1.1681, loss: 1.1681, grad_norm: 5.1259 2021-06-04 21:42:15,330 - mmaction - INFO - Epoch [21][1020/1243] lr: 7.500e-03, eta: 1 day, 1:51:03, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6979, top5_acc: 0.8852, loss_cls: 1.1799, loss: 1.1799, grad_norm: 4.6445 2021-06-04 21:42:33,742 - mmaction - INFO - Epoch [21][1040/1243] lr: 7.500e-03, eta: 1 day, 1:50:42, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6896, top5_acc: 0.8776, loss_cls: 1.2490, loss: 1.2490, grad_norm: 4.6128 2021-06-04 21:42:52,150 - mmaction - INFO - Epoch [21][1060/1243] lr: 7.500e-03, eta: 1 day, 1:50:21, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6951, top5_acc: 0.8794, loss_cls: 1.2344, loss: 1.2344, grad_norm: 4.4873 2021-06-04 21:43:10,583 - mmaction - INFO - Epoch [21][1080/1243] lr: 7.500e-03, eta: 1 day, 1:50:01, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.6888, top5_acc: 0.8779, loss_cls: 1.2293, loss: 1.2293, grad_norm: 4.6595 2021-06-04 21:43:28,959 - mmaction - INFO - Epoch [21][1100/1243] lr: 7.500e-03, eta: 1 day, 1:49:40, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7180, top5_acc: 0.8846, loss_cls: 1.1477, loss: 1.1477, grad_norm: 4.6734 2021-06-04 21:43:47,379 - mmaction - INFO - Epoch [21][1120/1243] lr: 7.500e-03, eta: 1 day, 1:49:19, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7036, top5_acc: 0.8859, loss_cls: 1.1747, loss: 1.1747, grad_norm: 5.1228 2021-06-04 21:44:05,761 - mmaction - INFO - Epoch [21][1140/1243] lr: 7.500e-03, eta: 1 day, 1:48:58, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6898, top5_acc: 0.8747, loss_cls: 1.2592, loss: 1.2592, grad_norm: 5.2939 2021-06-04 21:44:24,171 - mmaction - INFO - Epoch [21][1160/1243] lr: 7.500e-03, eta: 1 day, 1:48:37, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6940, top5_acc: 0.8802, loss_cls: 1.2095, loss: 1.2095, grad_norm: 4.9011 2021-06-04 21:44:42,570 - mmaction - INFO - Epoch [21][1180/1243] lr: 7.500e-03, eta: 1 day, 1:48:16, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6982, top5_acc: 0.8805, loss_cls: 1.2122, loss: 1.2122, grad_norm: 6.1137 2021-06-04 21:45:00,978 - mmaction - INFO - Epoch [21][1200/1243] lr: 7.500e-03, eta: 1 day, 1:47:56, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6841, top5_acc: 0.8667, loss_cls: 1.2716, loss: 1.2716, grad_norm: 4.9386 2021-06-04 21:45:19,309 - mmaction - INFO - Epoch [21][1220/1243] lr: 7.500e-03, eta: 1 day, 1:47:35, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6958, top5_acc: 0.8833, loss_cls: 1.2578, loss: 1.2578, grad_norm: 5.1100 2021-06-04 21:45:37,464 - mmaction - INFO - Epoch [21][1240/1243] lr: 7.500e-03, eta: 1 day, 1:47:13, time: 0.907, data_time: 0.001, memory: 18352, top1_acc: 0.6846, top5_acc: 0.8703, loss_cls: 1.2658, loss: 1.2658, grad_norm: 5.4740 2021-06-04 21:48:01,009 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 21:48:01,668 - mmaction - INFO - top1_acc 0.7225 top5_acc 0.9028 2021-06-04 21:48:01,668 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 21:48:01,692 - mmaction - INFO - mean_acc 0.7224 2021-06-04 21:48:01,696 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-06-04 21:48:02,804 - mmaction - INFO - Epoch(val) [21][104] top1_acc: 0.7225, top5_acc: 0.9028, mean_class_accuracy: 0.7224 2021-06-04 21:48:48,129 - mmaction - INFO - Epoch [22][20/1243] lr: 7.500e-03, eta: 1 day, 1:48:20, time: 2.265, data_time: 1.352, memory: 18352, top1_acc: 0.6935, top5_acc: 0.8826, loss_cls: 1.1989, loss: 1.1989, grad_norm: 4.8840 2021-06-04 21:49:06,408 - mmaction - INFO - Epoch [22][40/1243] lr: 7.500e-03, eta: 1 day, 1:47:58, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.7094, top5_acc: 0.8849, loss_cls: 1.1766, loss: 1.1766, grad_norm: 4.6442 2021-06-04 21:49:24,744 - mmaction - INFO - Epoch [22][60/1243] lr: 7.500e-03, eta: 1 day, 1:47:37, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7073, top5_acc: 0.8875, loss_cls: 1.1492, loss: 1.1492, grad_norm: 5.1597 2021-06-04 21:49:43,042 - mmaction - INFO - Epoch [22][80/1243] lr: 7.500e-03, eta: 1 day, 1:47:16, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7057, top5_acc: 0.8839, loss_cls: 1.1676, loss: 1.1676, grad_norm: 4.7951 2021-06-04 21:50:01,433 - mmaction - INFO - Epoch [22][100/1243] lr: 7.500e-03, eta: 1 day, 1:46:55, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7005, top5_acc: 0.8810, loss_cls: 1.1972, loss: 1.1972, grad_norm: 4.7965 2021-06-04 21:50:19,846 - mmaction - INFO - Epoch [22][120/1243] lr: 7.500e-03, eta: 1 day, 1:46:34, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.7000, top5_acc: 0.8807, loss_cls: 1.1848, loss: 1.1848, grad_norm: 4.6587 2021-06-04 21:50:38,287 - mmaction - INFO - Epoch [22][140/1243] lr: 7.500e-03, eta: 1 day, 1:46:13, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6997, top5_acc: 0.8789, loss_cls: 1.2184, loss: 1.2184, grad_norm: 5.8322 2021-06-04 21:50:56,669 - mmaction - INFO - Epoch [22][160/1243] lr: 7.500e-03, eta: 1 day, 1:45:52, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7154, top5_acc: 0.8815, loss_cls: 1.1500, loss: 1.1500, grad_norm: 4.7271 2021-06-04 21:51:15,066 - mmaction - INFO - Epoch [22][180/1243] lr: 7.500e-03, eta: 1 day, 1:45:32, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7031, top5_acc: 0.8849, loss_cls: 1.2060, loss: 1.2060, grad_norm: 5.4027 2021-06-04 21:51:33,468 - mmaction - INFO - Epoch [22][200/1243] lr: 7.500e-03, eta: 1 day, 1:45:11, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.7094, top5_acc: 0.8862, loss_cls: 1.1428, loss: 1.1428, grad_norm: 5.3651 2021-06-04 21:51:51,873 - mmaction - INFO - Epoch [22][220/1243] lr: 7.500e-03, eta: 1 day, 1:44:50, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7013, top5_acc: 0.8771, loss_cls: 1.2138, loss: 1.2138, grad_norm: 5.2835 2021-06-04 21:52:10,323 - mmaction - INFO - Epoch [22][240/1243] lr: 7.500e-03, eta: 1 day, 1:44:29, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.7021, top5_acc: 0.8781, loss_cls: 1.2054, loss: 1.2054, grad_norm: 5.3246 2021-06-04 21:52:28,765 - mmaction - INFO - Epoch [22][260/1243] lr: 7.500e-03, eta: 1 day, 1:44:09, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6891, top5_acc: 0.8620, loss_cls: 1.2769, loss: 1.2769, grad_norm: 5.6289 2021-06-04 21:52:47,136 - mmaction - INFO - Epoch [22][280/1243] lr: 7.500e-03, eta: 1 day, 1:43:48, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6945, top5_acc: 0.8792, loss_cls: 1.2204, loss: 1.2204, grad_norm: 5.1504 2021-06-04 21:53:05,521 - mmaction - INFO - Epoch [22][300/1243] lr: 7.500e-03, eta: 1 day, 1:43:27, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6964, top5_acc: 0.8786, loss_cls: 1.2171, loss: 1.2171, grad_norm: 5.0305 2021-06-04 21:53:23,966 - mmaction - INFO - Epoch [22][320/1243] lr: 7.500e-03, eta: 1 day, 1:43:06, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7026, top5_acc: 0.8898, loss_cls: 1.1699, loss: 1.1699, grad_norm: 4.9881 2021-06-04 21:53:42,409 - mmaction - INFO - Epoch [22][340/1243] lr: 7.500e-03, eta: 1 day, 1:42:45, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7120, top5_acc: 0.8810, loss_cls: 1.1608, loss: 1.1608, grad_norm: 4.5800 2021-06-04 21:54:00,845 - mmaction - INFO - Epoch [22][360/1243] lr: 7.500e-03, eta: 1 day, 1:42:25, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6857, top5_acc: 0.8763, loss_cls: 1.2215, loss: 1.2215, grad_norm: 4.8260 2021-06-04 21:54:19,211 - mmaction - INFO - Epoch [22][380/1243] lr: 7.500e-03, eta: 1 day, 1:42:04, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6969, top5_acc: 0.8818, loss_cls: 1.2257, loss: 1.2257, grad_norm: 5.0075 2021-06-04 21:54:37,626 - mmaction - INFO - Epoch [22][400/1243] lr: 7.500e-03, eta: 1 day, 1:41:43, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7026, top5_acc: 0.8797, loss_cls: 1.1837, loss: 1.1837, grad_norm: 5.0934 2021-06-04 21:54:56,111 - mmaction - INFO - Epoch [22][420/1243] lr: 7.500e-03, eta: 1 day, 1:41:22, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.7115, top5_acc: 0.8885, loss_cls: 1.1677, loss: 1.1677, grad_norm: 4.9974 2021-06-04 21:55:14,497 - mmaction - INFO - Epoch [22][440/1243] lr: 7.500e-03, eta: 1 day, 1:41:02, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7008, top5_acc: 0.8797, loss_cls: 1.2038, loss: 1.2038, grad_norm: 4.7790 2021-06-04 21:55:32,983 - mmaction - INFO - Epoch [22][460/1243] lr: 7.500e-03, eta: 1 day, 1:40:41, time: 0.924, data_time: 0.000, memory: 18352, top1_acc: 0.6971, top5_acc: 0.8823, loss_cls: 1.2154, loss: 1.2154, grad_norm: 4.9626 2021-06-04 21:55:51,434 - mmaction - INFO - Epoch [22][480/1243] lr: 7.500e-03, eta: 1 day, 1:40:20, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.6969, top5_acc: 0.8833, loss_cls: 1.2068, loss: 1.2068, grad_norm: 5.0489 2021-06-04 21:56:09,872 - mmaction - INFO - Epoch [22][500/1243] lr: 7.500e-03, eta: 1 day, 1:40:00, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7005, top5_acc: 0.8891, loss_cls: 1.1910, loss: 1.1910, grad_norm: 4.6359 2021-06-04 21:56:28,309 - mmaction - INFO - Epoch [22][520/1243] lr: 7.500e-03, eta: 1 day, 1:39:39, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6966, top5_acc: 0.8667, loss_cls: 1.2391, loss: 1.2391, grad_norm: 4.8596 2021-06-04 21:56:46,743 - mmaction - INFO - Epoch [22][540/1243] lr: 7.500e-03, eta: 1 day, 1:39:18, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.6914, top5_acc: 0.8773, loss_cls: 1.2477, loss: 1.2477, grad_norm: 5.5184 2021-06-04 21:57:05,193 - mmaction - INFO - Epoch [22][560/1243] lr: 7.500e-03, eta: 1 day, 1:38:58, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.6969, top5_acc: 0.8794, loss_cls: 1.2024, loss: 1.2024, grad_norm: 4.8670 2021-06-04 21:57:23,637 - mmaction - INFO - Epoch [22][580/1243] lr: 7.500e-03, eta: 1 day, 1:38:37, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.6984, top5_acc: 0.8706, loss_cls: 1.2356, loss: 1.2356, grad_norm: 4.8944 2021-06-04 21:57:42,071 - mmaction - INFO - Epoch [22][600/1243] lr: 7.500e-03, eta: 1 day, 1:38:16, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.6930, top5_acc: 0.8747, loss_cls: 1.2376, loss: 1.2376, grad_norm: 4.8168 2021-06-04 21:58:00,532 - mmaction - INFO - Epoch [22][620/1243] lr: 7.500e-03, eta: 1 day, 1:37:56, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.7010, top5_acc: 0.8891, loss_cls: 1.1625, loss: 1.1625, grad_norm: 4.8400 2021-06-04 21:58:19,041 - mmaction - INFO - Epoch [22][640/1243] lr: 7.500e-03, eta: 1 day, 1:37:35, time: 0.924, data_time: 0.000, memory: 18352, top1_acc: 0.6935, top5_acc: 0.8781, loss_cls: 1.2081, loss: 1.2081, grad_norm: 5.0469 2021-06-04 21:58:37,467 - mmaction - INFO - Epoch [22][660/1243] lr: 7.500e-03, eta: 1 day, 1:37:15, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.6935, top5_acc: 0.8786, loss_cls: 1.2120, loss: 1.2120, grad_norm: 4.6583 2021-06-04 21:58:55,884 - mmaction - INFO - Epoch [22][680/1243] lr: 7.500e-03, eta: 1 day, 1:36:54, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.7036, top5_acc: 0.8839, loss_cls: 1.1821, loss: 1.1821, grad_norm: 4.9484 2021-06-04 21:59:14,347 - mmaction - INFO - Epoch [22][700/1243] lr: 7.500e-03, eta: 1 day, 1:36:33, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.7000, top5_acc: 0.8805, loss_cls: 1.1823, loss: 1.1823, grad_norm: 5.5006 2021-06-04 21:59:32,808 - mmaction - INFO - Epoch [22][720/1243] lr: 7.500e-03, eta: 1 day, 1:36:13, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.6841, top5_acc: 0.8711, loss_cls: 1.2579, loss: 1.2579, grad_norm: 5.3126 2021-06-04 21:59:51,191 - mmaction - INFO - Epoch [22][740/1243] lr: 7.500e-03, eta: 1 day, 1:35:52, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6893, top5_acc: 0.8737, loss_cls: 1.2404, loss: 1.2404, grad_norm: 4.9370 2021-06-04 22:00:09,626 - mmaction - INFO - Epoch [22][760/1243] lr: 7.500e-03, eta: 1 day, 1:35:32, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.6789, top5_acc: 0.8737, loss_cls: 1.2662, loss: 1.2662, grad_norm: 5.2765 2021-06-04 22:00:28,020 - mmaction - INFO - Epoch [22][780/1243] lr: 7.500e-03, eta: 1 day, 1:35:11, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6943, top5_acc: 0.8781, loss_cls: 1.2142, loss: 1.2142, grad_norm: 6.7782 2021-06-04 22:00:46,421 - mmaction - INFO - Epoch [22][800/1243] lr: 7.500e-03, eta: 1 day, 1:34:50, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6846, top5_acc: 0.8703, loss_cls: 1.2700, loss: 1.2700, grad_norm: 5.2123 2021-06-04 22:01:04,871 - mmaction - INFO - Epoch [22][820/1243] lr: 7.500e-03, eta: 1 day, 1:34:29, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.6987, top5_acc: 0.8859, loss_cls: 1.1873, loss: 1.1873, grad_norm: 5.1636 2021-06-04 22:01:23,285 - mmaction - INFO - Epoch [22][840/1243] lr: 7.500e-03, eta: 1 day, 1:34:09, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6966, top5_acc: 0.8862, loss_cls: 1.1915, loss: 1.1915, grad_norm: 5.3226 2021-06-04 22:01:41,643 - mmaction - INFO - Epoch [22][860/1243] lr: 7.500e-03, eta: 1 day, 1:33:48, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6865, top5_acc: 0.8755, loss_cls: 1.2543, loss: 1.2543, grad_norm: 5.4212 2021-06-04 22:02:00,013 - mmaction - INFO - Epoch [22][880/1243] lr: 7.500e-03, eta: 1 day, 1:33:27, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6958, top5_acc: 0.8776, loss_cls: 1.2262, loss: 1.2262, grad_norm: 4.8964 2021-06-04 22:02:18,413 - mmaction - INFO - Epoch [22][900/1243] lr: 7.500e-03, eta: 1 day, 1:33:06, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6799, top5_acc: 0.8779, loss_cls: 1.2476, loss: 1.2476, grad_norm: 4.6922 2021-06-04 22:02:36,856 - mmaction - INFO - Epoch [22][920/1243] lr: 7.500e-03, eta: 1 day, 1:32:46, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6948, top5_acc: 0.8872, loss_cls: 1.1872, loss: 1.1872, grad_norm: 4.7927 2021-06-04 22:02:55,217 - mmaction - INFO - Epoch [22][940/1243] lr: 7.500e-03, eta: 1 day, 1:32:25, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6893, top5_acc: 0.8823, loss_cls: 1.2074, loss: 1.2074, grad_norm: 4.9389 2021-06-04 22:03:13,584 - mmaction - INFO - Epoch [22][960/1243] lr: 7.500e-03, eta: 1 day, 1:32:04, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6857, top5_acc: 0.8833, loss_cls: 1.2387, loss: 1.2387, grad_norm: 4.9411 2021-06-04 22:03:31,950 - mmaction - INFO - Epoch [22][980/1243] lr: 7.500e-03, eta: 1 day, 1:31:43, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6880, top5_acc: 0.8815, loss_cls: 1.2333, loss: 1.2333, grad_norm: 5.3058 2021-06-04 22:03:50,407 - mmaction - INFO - Epoch [22][1000/1243] lr: 7.500e-03, eta: 1 day, 1:31:22, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7003, top5_acc: 0.8862, loss_cls: 1.1833, loss: 1.1833, grad_norm: 4.5647 2021-06-04 22:04:08,797 - mmaction - INFO - Epoch [22][1020/1243] lr: 7.500e-03, eta: 1 day, 1:31:02, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6867, top5_acc: 0.8758, loss_cls: 1.2277, loss: 1.2277, grad_norm: 4.9858 2021-06-04 22:04:27,202 - mmaction - INFO - Epoch [22][1040/1243] lr: 7.500e-03, eta: 1 day, 1:30:41, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6885, top5_acc: 0.8742, loss_cls: 1.2486, loss: 1.2486, grad_norm: 5.1886 2021-06-04 22:04:45,585 - mmaction - INFO - Epoch [22][1060/1243] lr: 7.500e-03, eta: 1 day, 1:30:20, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6966, top5_acc: 0.8888, loss_cls: 1.1886, loss: 1.1886, grad_norm: 4.9779 2021-06-04 22:05:03,971 - mmaction - INFO - Epoch [22][1080/1243] lr: 7.500e-03, eta: 1 day, 1:30:00, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6833, top5_acc: 0.8719, loss_cls: 1.2606, loss: 1.2606, grad_norm: 4.7101 2021-06-04 22:05:22,384 - mmaction - INFO - Epoch [22][1100/1243] lr: 7.500e-03, eta: 1 day, 1:29:39, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.6904, top5_acc: 0.8794, loss_cls: 1.2140, loss: 1.2140, grad_norm: 4.9121 2021-06-04 22:05:40,747 - mmaction - INFO - Epoch [22][1120/1243] lr: 7.500e-03, eta: 1 day, 1:29:18, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7094, top5_acc: 0.8938, loss_cls: 1.1310, loss: 1.1310, grad_norm: 5.1762 2021-06-04 22:05:59,133 - mmaction - INFO - Epoch [22][1140/1243] lr: 7.500e-03, eta: 1 day, 1:28:57, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6958, top5_acc: 0.8781, loss_cls: 1.2251, loss: 1.2251, grad_norm: 4.8386 2021-06-04 22:06:17,457 - mmaction - INFO - Epoch [22][1160/1243] lr: 7.500e-03, eta: 1 day, 1:28:36, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6943, top5_acc: 0.8789, loss_cls: 1.2366, loss: 1.2366, grad_norm: 5.1289 2021-06-04 22:06:35,901 - mmaction - INFO - Epoch [22][1180/1243] lr: 7.500e-03, eta: 1 day, 1:28:16, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.6820, top5_acc: 0.8693, loss_cls: 1.2713, loss: 1.2713, grad_norm: 4.8494 2021-06-04 22:06:54,292 - mmaction - INFO - Epoch [22][1200/1243] lr: 7.500e-03, eta: 1 day, 1:27:55, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6953, top5_acc: 0.8810, loss_cls: 1.1936, loss: 1.1936, grad_norm: 4.8730 2021-06-04 22:07:12,743 - mmaction - INFO - Epoch [22][1220/1243] lr: 7.500e-03, eta: 1 day, 1:27:34, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.6870, top5_acc: 0.8755, loss_cls: 1.2444, loss: 1.2444, grad_norm: 4.6857 2021-06-04 22:07:30,894 - mmaction - INFO - Epoch [22][1240/1243] lr: 7.500e-03, eta: 1 day, 1:27:13, time: 0.909, data_time: 0.001, memory: 18352, top1_acc: 0.6961, top5_acc: 0.8820, loss_cls: 1.2287, loss: 1.2287, grad_norm: 4.6739 2021-06-04 22:09:53,696 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 22:09:54,336 - mmaction - INFO - top1_acc 0.7217 top5_acc 0.9085 2021-06-04 22:09:54,337 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 22:09:54,360 - mmaction - INFO - mean_acc 0.7217 2021-06-04 22:09:54,364 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-06-04 22:09:55,469 - mmaction - INFO - Epoch(val) [22][104] top1_acc: 0.7217, top5_acc: 0.9085, mean_class_accuracy: 0.7217 2021-06-04 22:10:40,410 - mmaction - INFO - Epoch [23][20/1243] lr: 7.500e-03, eta: 1 day, 1:28:13, time: 2.247, data_time: 1.335, memory: 18352, top1_acc: 0.6924, top5_acc: 0.8857, loss_cls: 1.2020, loss: 1.2020, grad_norm: 4.9726 2021-06-04 22:10:58,762 - mmaction - INFO - Epoch [23][40/1243] lr: 7.500e-03, eta: 1 day, 1:27:52, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7164, top5_acc: 0.8870, loss_cls: 1.1286, loss: 1.1286, grad_norm: 4.5886 2021-06-04 22:11:17,130 - mmaction - INFO - Epoch [23][60/1243] lr: 7.500e-03, eta: 1 day, 1:27:32, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7023, top5_acc: 0.8826, loss_cls: 1.1742, loss: 1.1742, grad_norm: 5.2110 2021-06-04 22:11:35,448 - mmaction - INFO - Epoch [23][80/1243] lr: 7.500e-03, eta: 1 day, 1:27:11, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7016, top5_acc: 0.8922, loss_cls: 1.1503, loss: 1.1503, grad_norm: 4.8469 2021-06-04 22:11:53,738 - mmaction - INFO - Epoch [23][100/1243] lr: 7.500e-03, eta: 1 day, 1:26:49, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6974, top5_acc: 0.8799, loss_cls: 1.2079, loss: 1.2079, grad_norm: 7.9508 2021-06-04 22:12:12,141 - mmaction - INFO - Epoch [23][120/1243] lr: 7.500e-03, eta: 1 day, 1:26:29, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6883, top5_acc: 0.8729, loss_cls: 1.2530, loss: 1.2530, grad_norm: 5.3222 2021-06-04 22:12:30,461 - mmaction - INFO - Epoch [23][140/1243] lr: 7.500e-03, eta: 1 day, 1:26:08, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.6977, top5_acc: 0.8786, loss_cls: 1.2177, loss: 1.2177, grad_norm: 5.2702 2021-06-04 22:12:48,844 - mmaction - INFO - Epoch [23][160/1243] lr: 7.500e-03, eta: 1 day, 1:25:47, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7057, top5_acc: 0.8810, loss_cls: 1.2092, loss: 1.2092, grad_norm: 5.1484 2021-06-04 22:13:07,212 - mmaction - INFO - Epoch [23][180/1243] lr: 7.500e-03, eta: 1 day, 1:25:26, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6898, top5_acc: 0.8768, loss_cls: 1.2271, loss: 1.2271, grad_norm: 5.0736 2021-06-04 22:13:25,611 - mmaction - INFO - Epoch [23][200/1243] lr: 7.500e-03, eta: 1 day, 1:25:05, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6964, top5_acc: 0.8742, loss_cls: 1.2336, loss: 1.2336, grad_norm: 5.0245 2021-06-04 22:13:44,008 - mmaction - INFO - Epoch [23][220/1243] lr: 7.500e-03, eta: 1 day, 1:24:45, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7063, top5_acc: 0.8818, loss_cls: 1.1916, loss: 1.1916, grad_norm: 4.7128 2021-06-04 22:14:02,390 - mmaction - INFO - Epoch [23][240/1243] lr: 7.500e-03, eta: 1 day, 1:24:24, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.7010, top5_acc: 0.8823, loss_cls: 1.1890, loss: 1.1890, grad_norm: 4.7102 2021-06-04 22:14:20,686 - mmaction - INFO - Epoch [23][260/1243] lr: 7.500e-03, eta: 1 day, 1:24:03, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6859, top5_acc: 0.8698, loss_cls: 1.2611, loss: 1.2611, grad_norm: 5.2159 2021-06-04 22:14:39,099 - mmaction - INFO - Epoch [23][280/1243] lr: 7.500e-03, eta: 1 day, 1:23:42, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7049, top5_acc: 0.8846, loss_cls: 1.1753, loss: 1.1753, grad_norm: 4.9673 2021-06-04 22:14:57,420 - mmaction - INFO - Epoch [23][300/1243] lr: 7.500e-03, eta: 1 day, 1:23:21, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6961, top5_acc: 0.8745, loss_cls: 1.2241, loss: 1.2241, grad_norm: 5.5629 2021-06-04 22:15:15,690 - mmaction - INFO - Epoch [23][320/1243] lr: 7.500e-03, eta: 1 day, 1:23:00, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.6992, top5_acc: 0.8807, loss_cls: 1.2114, loss: 1.2114, grad_norm: 4.8238 2021-06-04 22:15:34,039 - mmaction - INFO - Epoch [23][340/1243] lr: 7.500e-03, eta: 1 day, 1:22:39, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7016, top5_acc: 0.8841, loss_cls: 1.1844, loss: 1.1844, grad_norm: 5.1354 2021-06-04 22:15:52,403 - mmaction - INFO - Epoch [23][360/1243] lr: 7.500e-03, eta: 1 day, 1:22:18, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.7055, top5_acc: 0.8852, loss_cls: 1.1907, loss: 1.1907, grad_norm: 4.7572 2021-06-04 22:16:10,727 - mmaction - INFO - Epoch [23][380/1243] lr: 7.500e-03, eta: 1 day, 1:21:57, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7073, top5_acc: 0.8880, loss_cls: 1.1719, loss: 1.1719, grad_norm: 5.0779 2021-06-04 22:16:29,001 - mmaction - INFO - Epoch [23][400/1243] lr: 7.500e-03, eta: 1 day, 1:21:36, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6859, top5_acc: 0.8755, loss_cls: 1.2340, loss: 1.2340, grad_norm: 4.8330 2021-06-04 22:16:47,304 - mmaction - INFO - Epoch [23][420/1243] lr: 7.500e-03, eta: 1 day, 1:21:15, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7013, top5_acc: 0.8826, loss_cls: 1.1883, loss: 1.1883, grad_norm: 4.8439 2021-06-04 22:17:05,588 - mmaction - INFO - Epoch [23][440/1243] lr: 7.500e-03, eta: 1 day, 1:20:54, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7060, top5_acc: 0.8883, loss_cls: 1.1355, loss: 1.1355, grad_norm: 4.8964 2021-06-04 22:17:23,877 - mmaction - INFO - Epoch [23][460/1243] lr: 7.500e-03, eta: 1 day, 1:20:33, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6969, top5_acc: 0.8849, loss_cls: 1.1935, loss: 1.1935, grad_norm: 4.9229 2021-06-04 22:17:42,222 - mmaction - INFO - Epoch [23][480/1243] lr: 7.500e-03, eta: 1 day, 1:20:12, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6966, top5_acc: 0.8753, loss_cls: 1.2031, loss: 1.2031, grad_norm: 5.0701 2021-06-04 22:18:00,643 - mmaction - INFO - Epoch [23][500/1243] lr: 7.500e-03, eta: 1 day, 1:19:51, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.6862, top5_acc: 0.8831, loss_cls: 1.2180, loss: 1.2180, grad_norm: 4.8863 2021-06-04 22:18:18,985 - mmaction - INFO - Epoch [23][520/1243] lr: 7.500e-03, eta: 1 day, 1:19:31, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7112, top5_acc: 0.8820, loss_cls: 1.1777, loss: 1.1777, grad_norm: 4.8565 2021-06-04 22:18:37,315 - mmaction - INFO - Epoch [23][540/1243] lr: 7.500e-03, eta: 1 day, 1:19:10, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6995, top5_acc: 0.8805, loss_cls: 1.2197, loss: 1.2197, grad_norm: 4.8417 2021-06-04 22:18:55,764 - mmaction - INFO - Epoch [23][560/1243] lr: 7.500e-03, eta: 1 day, 1:18:49, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6984, top5_acc: 0.8701, loss_cls: 1.2363, loss: 1.2363, grad_norm: 4.6763 2021-06-04 22:19:14,158 - mmaction - INFO - Epoch [23][580/1243] lr: 7.500e-03, eta: 1 day, 1:18:28, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6987, top5_acc: 0.8789, loss_cls: 1.2003, loss: 1.2003, grad_norm: 4.5341 2021-06-04 22:19:32,445 - mmaction - INFO - Epoch [23][600/1243] lr: 7.500e-03, eta: 1 day, 1:18:07, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6896, top5_acc: 0.8799, loss_cls: 1.2177, loss: 1.2177, grad_norm: 5.0436 2021-06-04 22:19:50,784 - mmaction - INFO - Epoch [23][620/1243] lr: 7.500e-03, eta: 1 day, 1:17:47, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6943, top5_acc: 0.8805, loss_cls: 1.2236, loss: 1.2236, grad_norm: 4.6814 2021-06-04 22:20:09,142 - mmaction - INFO - Epoch [23][640/1243] lr: 7.500e-03, eta: 1 day, 1:17:26, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7091, top5_acc: 0.8854, loss_cls: 1.1955, loss: 1.1955, grad_norm: 4.7849 2021-06-04 22:20:27,497 - mmaction - INFO - Epoch [23][660/1243] lr: 7.500e-03, eta: 1 day, 1:17:05, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6865, top5_acc: 0.8789, loss_cls: 1.2397, loss: 1.2397, grad_norm: 4.7423 2021-06-04 22:20:45,875 - mmaction - INFO - Epoch [23][680/1243] lr: 7.500e-03, eta: 1 day, 1:16:44, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6888, top5_acc: 0.8812, loss_cls: 1.2246, loss: 1.2246, grad_norm: 4.9080 2021-06-04 22:21:04,273 - mmaction - INFO - Epoch [23][700/1243] lr: 7.500e-03, eta: 1 day, 1:16:24, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.6974, top5_acc: 0.8828, loss_cls: 1.2028, loss: 1.2028, grad_norm: 4.5978 2021-06-04 22:21:22,639 - mmaction - INFO - Epoch [23][720/1243] lr: 7.500e-03, eta: 1 day, 1:16:03, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7057, top5_acc: 0.8820, loss_cls: 1.1886, loss: 1.1886, grad_norm: 4.5941 2021-06-04 22:21:40,987 - mmaction - INFO - Epoch [23][740/1243] lr: 7.500e-03, eta: 1 day, 1:15:42, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7188, top5_acc: 0.8888, loss_cls: 1.1364, loss: 1.1364, grad_norm: 4.4993 2021-06-04 22:21:59,306 - mmaction - INFO - Epoch [23][760/1243] lr: 7.500e-03, eta: 1 day, 1:15:21, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.7076, top5_acc: 0.8828, loss_cls: 1.1569, loss: 1.1569, grad_norm: 4.9514 2021-06-04 22:22:17,597 - mmaction - INFO - Epoch [23][780/1243] lr: 7.500e-03, eta: 1 day, 1:15:00, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6896, top5_acc: 0.8828, loss_cls: 1.2183, loss: 1.2183, grad_norm: 4.7131 2021-06-04 22:22:35,952 - mmaction - INFO - Epoch [23][800/1243] lr: 7.500e-03, eta: 1 day, 1:14:39, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7086, top5_acc: 0.8820, loss_cls: 1.1578, loss: 1.1578, grad_norm: 4.5339 2021-06-04 22:22:54,290 - mmaction - INFO - Epoch [23][820/1243] lr: 7.500e-03, eta: 1 day, 1:14:18, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7107, top5_acc: 0.8875, loss_cls: 1.1537, loss: 1.1537, grad_norm: 4.6732 2021-06-04 22:23:12,599 - mmaction - INFO - Epoch [23][840/1243] lr: 7.500e-03, eta: 1 day, 1:13:58, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6974, top5_acc: 0.8865, loss_cls: 1.1866, loss: 1.1866, grad_norm: 4.7675 2021-06-04 22:23:30,861 - mmaction - INFO - Epoch [23][860/1243] lr: 7.500e-03, eta: 1 day, 1:13:37, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7016, top5_acc: 0.8919, loss_cls: 1.1536, loss: 1.1536, grad_norm: 4.7388 2021-06-04 22:23:49,165 - mmaction - INFO - Epoch [23][880/1243] lr: 7.500e-03, eta: 1 day, 1:13:16, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7005, top5_acc: 0.8781, loss_cls: 1.1689, loss: 1.1689, grad_norm: 4.7215 2021-06-04 22:24:07,478 - mmaction - INFO - Epoch [23][900/1243] lr: 7.500e-03, eta: 1 day, 1:12:55, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7010, top5_acc: 0.8794, loss_cls: 1.1788, loss: 1.1788, grad_norm: 4.6371 2021-06-04 22:24:25,811 - mmaction - INFO - Epoch [23][920/1243] lr: 7.500e-03, eta: 1 day, 1:12:34, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7003, top5_acc: 0.8750, loss_cls: 1.2223, loss: 1.2223, grad_norm: 4.4505 2021-06-04 22:24:44,124 - mmaction - INFO - Epoch [23][940/1243] lr: 7.500e-03, eta: 1 day, 1:12:13, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6979, top5_acc: 0.8859, loss_cls: 1.2022, loss: 1.2022, grad_norm: 4.8165 2021-06-04 22:25:02,451 - mmaction - INFO - Epoch [23][960/1243] lr: 7.500e-03, eta: 1 day, 1:11:52, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6943, top5_acc: 0.8763, loss_cls: 1.2290, loss: 1.2290, grad_norm: 4.5170 2021-06-04 22:25:20,803 - mmaction - INFO - Epoch [23][980/1243] lr: 7.500e-03, eta: 1 day, 1:11:31, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7154, top5_acc: 0.8904, loss_cls: 1.1320, loss: 1.1320, grad_norm: 4.6869 2021-06-04 22:25:39,166 - mmaction - INFO - Epoch [23][1000/1243] lr: 7.500e-03, eta: 1 day, 1:11:11, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7073, top5_acc: 0.8823, loss_cls: 1.1863, loss: 1.1863, grad_norm: 4.7137 2021-06-04 22:25:57,567 - mmaction - INFO - Epoch [23][1020/1243] lr: 7.500e-03, eta: 1 day, 1:10:50, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6977, top5_acc: 0.8734, loss_cls: 1.2430, loss: 1.2430, grad_norm: 4.8241 2021-06-04 22:26:15,912 - mmaction - INFO - Epoch [23][1040/1243] lr: 7.500e-03, eta: 1 day, 1:10:29, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7005, top5_acc: 0.8742, loss_cls: 1.2093, loss: 1.2093, grad_norm: 6.0191 2021-06-04 22:26:34,230 - mmaction - INFO - Epoch [23][1060/1243] lr: 7.500e-03, eta: 1 day, 1:10:08, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6779, top5_acc: 0.8724, loss_cls: 1.2990, loss: 1.2990, grad_norm: 5.0701 2021-06-04 22:26:52,576 - mmaction - INFO - Epoch [23][1080/1243] lr: 7.500e-03, eta: 1 day, 1:09:48, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.6971, top5_acc: 0.8810, loss_cls: 1.2131, loss: 1.2131, grad_norm: 4.7106 2021-06-04 22:27:10,849 - mmaction - INFO - Epoch [23][1100/1243] lr: 7.500e-03, eta: 1 day, 1:09:27, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.6956, top5_acc: 0.8828, loss_cls: 1.2079, loss: 1.2079, grad_norm: 4.8309 2021-06-04 22:27:29,205 - mmaction - INFO - Epoch [23][1120/1243] lr: 7.500e-03, eta: 1 day, 1:09:06, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7052, top5_acc: 0.8872, loss_cls: 1.1677, loss: 1.1677, grad_norm: 5.1375 2021-06-04 22:27:47,519 - mmaction - INFO - Epoch [23][1140/1243] lr: 7.500e-03, eta: 1 day, 1:08:45, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7042, top5_acc: 0.8820, loss_cls: 1.1992, loss: 1.1992, grad_norm: 4.8758 2021-06-04 22:28:05,827 - mmaction - INFO - Epoch [23][1160/1243] lr: 7.500e-03, eta: 1 day, 1:08:24, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6911, top5_acc: 0.8750, loss_cls: 1.2314, loss: 1.2314, grad_norm: 4.8743 2021-06-04 22:28:24,168 - mmaction - INFO - Epoch [23][1180/1243] lr: 7.500e-03, eta: 1 day, 1:08:03, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6896, top5_acc: 0.8927, loss_cls: 1.1978, loss: 1.1978, grad_norm: 4.9142 2021-06-04 22:28:42,527 - mmaction - INFO - Epoch [23][1200/1243] lr: 7.500e-03, eta: 1 day, 1:07:43, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6987, top5_acc: 0.8766, loss_cls: 1.2179, loss: 1.2179, grad_norm: 4.5734 2021-06-04 22:29:00,926 - mmaction - INFO - Epoch [23][1220/1243] lr: 7.500e-03, eta: 1 day, 1:07:22, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6891, top5_acc: 0.8779, loss_cls: 1.2483, loss: 1.2483, grad_norm: 4.6748 2021-06-04 22:29:19,029 - mmaction - INFO - Epoch [23][1240/1243] lr: 7.500e-03, eta: 1 day, 1:07:01, time: 0.906, data_time: 0.001, memory: 18352, top1_acc: 0.7036, top5_acc: 0.8807, loss_cls: 1.1884, loss: 1.1884, grad_norm: 4.6392 2021-06-04 22:31:43,200 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 22:31:43,848 - mmaction - INFO - top1_acc 0.7261 top5_acc 0.9070 2021-06-04 22:31:43,848 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 22:31:43,872 - mmaction - INFO - mean_acc 0.7260 2021-06-04 22:31:45,061 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_23.pth. 2021-06-04 22:31:45,062 - mmaction - INFO - Best top1_acc is 0.7261 at 23 epoch. 2021-06-04 22:31:45,068 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-06-04 22:31:46,098 - mmaction - INFO - Epoch(val) [23][104] top1_acc: 0.7261, top5_acc: 0.9070, mean_class_accuracy: 0.7260 2021-06-04 22:32:30,531 - mmaction - INFO - Epoch [24][20/1243] lr: 7.500e-03, eta: 1 day, 1:07:55, time: 2.221, data_time: 1.313, memory: 18352, top1_acc: 0.7156, top5_acc: 0.8945, loss_cls: 1.1087, loss: 1.1087, grad_norm: 4.6113 2021-06-04 22:32:48,870 - mmaction - INFO - Epoch [24][40/1243] lr: 7.500e-03, eta: 1 day, 1:07:34, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7188, top5_acc: 0.8971, loss_cls: 1.1047, loss: 1.1047, grad_norm: 4.5451 2021-06-04 22:33:07,224 - mmaction - INFO - Epoch [24][60/1243] lr: 7.500e-03, eta: 1 day, 1:07:13, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7232, top5_acc: 0.8820, loss_cls: 1.1302, loss: 1.1302, grad_norm: 4.4833 2021-06-04 22:33:25,549 - mmaction - INFO - Epoch [24][80/1243] lr: 7.500e-03, eta: 1 day, 1:06:52, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7128, top5_acc: 0.8865, loss_cls: 1.1412, loss: 1.1412, grad_norm: 4.8451 2021-06-04 22:33:43,858 - mmaction - INFO - Epoch [24][100/1243] lr: 7.500e-03, eta: 1 day, 1:06:31, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7190, top5_acc: 0.8951, loss_cls: 1.0944, loss: 1.0944, grad_norm: 4.7046 2021-06-04 22:34:02,168 - mmaction - INFO - Epoch [24][120/1243] lr: 7.500e-03, eta: 1 day, 1:06:11, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.7013, top5_acc: 0.8779, loss_cls: 1.1849, loss: 1.1849, grad_norm: 5.2622 2021-06-04 22:34:20,540 - mmaction - INFO - Epoch [24][140/1243] lr: 7.500e-03, eta: 1 day, 1:05:50, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7146, top5_acc: 0.8919, loss_cls: 1.1199, loss: 1.1199, grad_norm: 4.7127 2021-06-04 22:34:38,906 - mmaction - INFO - Epoch [24][160/1243] lr: 7.500e-03, eta: 1 day, 1:05:29, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7089, top5_acc: 0.8870, loss_cls: 1.1396, loss: 1.1396, grad_norm: 5.0981 2021-06-04 22:34:57,198 - mmaction - INFO - Epoch [24][180/1243] lr: 7.500e-03, eta: 1 day, 1:05:08, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7073, top5_acc: 0.8888, loss_cls: 1.1709, loss: 1.1709, grad_norm: 5.0547 2021-06-04 22:35:15,481 - mmaction - INFO - Epoch [24][200/1243] lr: 7.500e-03, eta: 1 day, 1:04:47, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7128, top5_acc: 0.8888, loss_cls: 1.1715, loss: 1.1715, grad_norm: 4.7633 2021-06-04 22:35:33,850 - mmaction - INFO - Epoch [24][220/1243] lr: 7.500e-03, eta: 1 day, 1:04:27, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7023, top5_acc: 0.8844, loss_cls: 1.1600, loss: 1.1600, grad_norm: 4.8856 2021-06-04 22:35:52,176 - mmaction - INFO - Epoch [24][240/1243] lr: 7.500e-03, eta: 1 day, 1:04:06, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7016, top5_acc: 0.8846, loss_cls: 1.1808, loss: 1.1808, grad_norm: 5.1331 2021-06-04 22:36:10,441 - mmaction - INFO - Epoch [24][260/1243] lr: 7.500e-03, eta: 1 day, 1:03:45, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.6971, top5_acc: 0.8792, loss_cls: 1.2251, loss: 1.2251, grad_norm: 5.9756 2021-06-04 22:36:28,824 - mmaction - INFO - Epoch [24][280/1243] lr: 7.500e-03, eta: 1 day, 1:03:24, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7089, top5_acc: 0.8763, loss_cls: 1.1839, loss: 1.1839, grad_norm: 4.8252 2021-06-04 22:36:47,089 - mmaction - INFO - Epoch [24][300/1243] lr: 7.500e-03, eta: 1 day, 1:03:03, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6937, top5_acc: 0.8810, loss_cls: 1.2227, loss: 1.2227, grad_norm: 5.2872 2021-06-04 22:37:05,414 - mmaction - INFO - Epoch [24][320/1243] lr: 7.500e-03, eta: 1 day, 1:02:42, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7008, top5_acc: 0.8826, loss_cls: 1.1700, loss: 1.1700, grad_norm: 4.7066 2021-06-04 22:37:23,658 - mmaction - INFO - Epoch [24][340/1243] lr: 7.500e-03, eta: 1 day, 1:02:21, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7094, top5_acc: 0.8841, loss_cls: 1.1609, loss: 1.1609, grad_norm: 4.6885 2021-06-04 22:37:42,028 - mmaction - INFO - Epoch [24][360/1243] lr: 7.500e-03, eta: 1 day, 1:02:00, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6945, top5_acc: 0.8857, loss_cls: 1.1795, loss: 1.1795, grad_norm: 5.2490 2021-06-04 22:38:00,342 - mmaction - INFO - Epoch [24][380/1243] lr: 7.500e-03, eta: 1 day, 1:01:40, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.6984, top5_acc: 0.8839, loss_cls: 1.1952, loss: 1.1952, grad_norm: 5.2363 2021-06-04 22:38:18,669 - mmaction - INFO - Epoch [24][400/1243] lr: 7.500e-03, eta: 1 day, 1:01:19, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7063, top5_acc: 0.8812, loss_cls: 1.1743, loss: 1.1743, grad_norm: 4.9445 2021-06-04 22:38:37,022 - mmaction - INFO - Epoch [24][420/1243] lr: 7.500e-03, eta: 1 day, 1:00:58, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6922, top5_acc: 0.8797, loss_cls: 1.2232, loss: 1.2232, grad_norm: 4.9056 2021-06-04 22:38:55,273 - mmaction - INFO - Epoch [24][440/1243] lr: 7.500e-03, eta: 1 day, 1:00:37, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.7138, top5_acc: 0.8854, loss_cls: 1.1228, loss: 1.1228, grad_norm: 4.8218 2021-06-04 22:39:13,553 - mmaction - INFO - Epoch [24][460/1243] lr: 7.500e-03, eta: 1 day, 1:00:16, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7031, top5_acc: 0.8753, loss_cls: 1.1947, loss: 1.1947, grad_norm: 5.1570 2021-06-04 22:39:31,855 - mmaction - INFO - Epoch [24][480/1243] lr: 7.500e-03, eta: 1 day, 0:59:55, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7159, top5_acc: 0.8940, loss_cls: 1.1069, loss: 1.1069, grad_norm: 5.4413 2021-06-04 22:39:50,264 - mmaction - INFO - Epoch [24][500/1243] lr: 7.500e-03, eta: 1 day, 0:59:35, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7086, top5_acc: 0.8924, loss_cls: 1.1587, loss: 1.1587, grad_norm: 5.1173 2021-06-04 22:40:08,564 - mmaction - INFO - Epoch [24][520/1243] lr: 7.500e-03, eta: 1 day, 0:59:14, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7013, top5_acc: 0.8828, loss_cls: 1.1720, loss: 1.1720, grad_norm: 5.1242 2021-06-04 22:40:26,876 - mmaction - INFO - Epoch [24][540/1243] lr: 7.500e-03, eta: 1 day, 0:58:53, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7029, top5_acc: 0.8815, loss_cls: 1.1739, loss: 1.1739, grad_norm: 4.7674 2021-06-04 22:40:45,173 - mmaction - INFO - Epoch [24][560/1243] lr: 7.500e-03, eta: 1 day, 0:58:32, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7060, top5_acc: 0.8841, loss_cls: 1.1764, loss: 1.1764, grad_norm: 4.8696 2021-06-04 22:41:03,504 - mmaction - INFO - Epoch [24][580/1243] lr: 7.500e-03, eta: 1 day, 0:58:12, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.6943, top5_acc: 0.8823, loss_cls: 1.2069, loss: 1.2069, grad_norm: 4.8546 2021-06-04 22:41:21,829 - mmaction - INFO - Epoch [24][600/1243] lr: 7.500e-03, eta: 1 day, 0:57:51, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7010, top5_acc: 0.8904, loss_cls: 1.1745, loss: 1.1745, grad_norm: 5.0507 2021-06-04 22:41:40,108 - mmaction - INFO - Epoch [24][620/1243] lr: 7.500e-03, eta: 1 day, 0:57:30, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7083, top5_acc: 0.8823, loss_cls: 1.1602, loss: 1.1602, grad_norm: 4.8347 2021-06-04 22:41:58,462 - mmaction - INFO - Epoch [24][640/1243] lr: 7.500e-03, eta: 1 day, 0:57:09, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7102, top5_acc: 0.8828, loss_cls: 1.1540, loss: 1.1540, grad_norm: 4.7238 2021-06-04 22:42:16,749 - mmaction - INFO - Epoch [24][660/1243] lr: 7.500e-03, eta: 1 day, 0:56:48, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7026, top5_acc: 0.8820, loss_cls: 1.1953, loss: 1.1953, grad_norm: 5.1075 2021-06-04 22:42:34,972 - mmaction - INFO - Epoch [24][680/1243] lr: 7.500e-03, eta: 1 day, 0:56:27, time: 0.911, data_time: 0.001, memory: 18352, top1_acc: 0.7031, top5_acc: 0.8846, loss_cls: 1.1580, loss: 1.1580, grad_norm: 4.4203 2021-06-04 22:42:53,262 - mmaction - INFO - Epoch [24][700/1243] lr: 7.500e-03, eta: 1 day, 0:56:06, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7016, top5_acc: 0.8833, loss_cls: 1.1675, loss: 1.1675, grad_norm: 4.9568 2021-06-04 22:43:11,579 - mmaction - INFO - Epoch [24][720/1243] lr: 7.500e-03, eta: 1 day, 0:55:46, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6948, top5_acc: 0.8846, loss_cls: 1.2042, loss: 1.2042, grad_norm: 4.8239 2021-06-04 22:43:29,887 - mmaction - INFO - Epoch [24][740/1243] lr: 7.500e-03, eta: 1 day, 0:55:25, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6948, top5_acc: 0.8789, loss_cls: 1.2179, loss: 1.2179, grad_norm: 5.0225 2021-06-04 22:43:48,276 - mmaction - INFO - Epoch [24][760/1243] lr: 7.500e-03, eta: 1 day, 0:55:04, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7052, top5_acc: 0.8826, loss_cls: 1.1817, loss: 1.1817, grad_norm: 4.9082 2021-06-04 22:44:06,695 - mmaction - INFO - Epoch [24][780/1243] lr: 7.500e-03, eta: 1 day, 0:54:44, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7016, top5_acc: 0.8805, loss_cls: 1.1904, loss: 1.1904, grad_norm: 4.7404 2021-06-04 22:44:25,067 - mmaction - INFO - Epoch [24][800/1243] lr: 7.500e-03, eta: 1 day, 0:54:23, time: 0.920, data_time: 0.003, memory: 18352, top1_acc: 0.6940, top5_acc: 0.8867, loss_cls: 1.1916, loss: 1.1916, grad_norm: 5.0201 2021-06-04 22:44:43,373 - mmaction - INFO - Epoch [24][820/1243] lr: 7.500e-03, eta: 1 day, 0:54:02, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.7023, top5_acc: 0.8815, loss_cls: 1.1748, loss: 1.1748, grad_norm: 4.6359 2021-06-04 22:45:01,708 - mmaction - INFO - Epoch [24][840/1243] lr: 7.500e-03, eta: 1 day, 0:53:42, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6943, top5_acc: 0.8810, loss_cls: 1.2047, loss: 1.2047, grad_norm: 4.8046 2021-06-04 22:45:20,069 - mmaction - INFO - Epoch [24][860/1243] lr: 7.500e-03, eta: 1 day, 0:53:21, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7104, top5_acc: 0.8878, loss_cls: 1.1441, loss: 1.1441, grad_norm: 4.7303 2021-06-04 22:45:38,330 - mmaction - INFO - Epoch [24][880/1243] lr: 7.500e-03, eta: 1 day, 0:53:00, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7146, top5_acc: 0.8893, loss_cls: 1.1514, loss: 1.1514, grad_norm: 4.6824 2021-06-04 22:45:56,637 - mmaction - INFO - Epoch [24][900/1243] lr: 7.500e-03, eta: 1 day, 0:52:39, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6932, top5_acc: 0.8721, loss_cls: 1.2279, loss: 1.2279, grad_norm: 5.3962 2021-06-04 22:46:15,029 - mmaction - INFO - Epoch [24][920/1243] lr: 7.500e-03, eta: 1 day, 0:52:19, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7018, top5_acc: 0.8815, loss_cls: 1.1782, loss: 1.1782, grad_norm: 4.8416 2021-06-04 22:46:33,405 - mmaction - INFO - Epoch [24][940/1243] lr: 7.500e-03, eta: 1 day, 0:51:58, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7070, top5_acc: 0.8841, loss_cls: 1.1660, loss: 1.1660, grad_norm: 4.5650 2021-06-04 22:46:51,724 - mmaction - INFO - Epoch [24][960/1243] lr: 7.500e-03, eta: 1 day, 0:51:38, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7008, top5_acc: 0.8891, loss_cls: 1.1742, loss: 1.1742, grad_norm: 5.0018 2021-06-04 22:47:10,031 - mmaction - INFO - Epoch [24][980/1243] lr: 7.500e-03, eta: 1 day, 0:51:17, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6987, top5_acc: 0.8740, loss_cls: 1.2130, loss: 1.2130, grad_norm: 5.1214 2021-06-04 22:47:28,414 - mmaction - INFO - Epoch [24][1000/1243] lr: 7.500e-03, eta: 1 day, 0:50:56, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6956, top5_acc: 0.8818, loss_cls: 1.2022, loss: 1.2022, grad_norm: 4.7954 2021-06-04 22:47:46,679 - mmaction - INFO - Epoch [24][1020/1243] lr: 7.500e-03, eta: 1 day, 0:50:35, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7099, top5_acc: 0.8810, loss_cls: 1.1552, loss: 1.1552, grad_norm: 4.9761 2021-06-04 22:48:04,976 - mmaction - INFO - Epoch [24][1040/1243] lr: 7.500e-03, eta: 1 day, 0:50:15, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6961, top5_acc: 0.8815, loss_cls: 1.1787, loss: 1.1787, grad_norm: 5.2531 2021-06-04 22:48:23,252 - mmaction - INFO - Epoch [24][1060/1243] lr: 7.500e-03, eta: 1 day, 0:49:54, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.6974, top5_acc: 0.8758, loss_cls: 1.2190, loss: 1.2190, grad_norm: 4.8221 2021-06-04 22:48:41,605 - mmaction - INFO - Epoch [24][1080/1243] lr: 7.500e-03, eta: 1 day, 0:49:33, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7112, top5_acc: 0.8878, loss_cls: 1.1572, loss: 1.1572, grad_norm: 4.8055 2021-06-04 22:49:00,041 - mmaction - INFO - Epoch [24][1100/1243] lr: 7.500e-03, eta: 1 day, 0:49:13, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.6984, top5_acc: 0.8828, loss_cls: 1.1964, loss: 1.1964, grad_norm: 5.6656 2021-06-04 22:49:18,307 - mmaction - INFO - Epoch [24][1120/1243] lr: 7.500e-03, eta: 1 day, 0:48:52, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6906, top5_acc: 0.8805, loss_cls: 1.2241, loss: 1.2241, grad_norm: 4.8452 2021-06-04 22:49:36,631 - mmaction - INFO - Epoch [24][1140/1243] lr: 7.500e-03, eta: 1 day, 0:48:31, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7036, top5_acc: 0.8880, loss_cls: 1.1932, loss: 1.1932, grad_norm: 4.7594 2021-06-04 22:49:54,922 - mmaction - INFO - Epoch [24][1160/1243] lr: 7.500e-03, eta: 1 day, 0:48:11, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7021, top5_acc: 0.8779, loss_cls: 1.2068, loss: 1.2068, grad_norm: 4.8410 2021-06-04 22:50:13,265 - mmaction - INFO - Epoch [24][1180/1243] lr: 7.500e-03, eta: 1 day, 0:47:50, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7008, top5_acc: 0.8805, loss_cls: 1.1806, loss: 1.1806, grad_norm: 4.6853 2021-06-04 22:50:31,598 - mmaction - INFO - Epoch [24][1200/1243] lr: 7.500e-03, eta: 1 day, 0:47:29, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7052, top5_acc: 0.8810, loss_cls: 1.1775, loss: 1.1775, grad_norm: 5.0837 2021-06-04 22:50:49,934 - mmaction - INFO - Epoch [24][1220/1243] lr: 7.500e-03, eta: 1 day, 0:47:09, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7044, top5_acc: 0.8823, loss_cls: 1.1773, loss: 1.1773, grad_norm: 4.8308 2021-06-04 22:51:08,037 - mmaction - INFO - Epoch [24][1240/1243] lr: 7.500e-03, eta: 1 day, 0:46:47, time: 0.905, data_time: 0.001, memory: 18352, top1_acc: 0.6943, top5_acc: 0.8789, loss_cls: 1.2092, loss: 1.2092, grad_norm: 4.7005 2021-06-04 22:53:31,025 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 22:53:31,703 - mmaction - INFO - top1_acc 0.7226 top5_acc 0.9029 2021-06-04 22:53:31,704 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 22:53:31,745 - mmaction - INFO - mean_acc 0.7225 2021-06-04 22:53:31,751 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-06-04 22:53:32,882 - mmaction - INFO - Epoch(val) [24][104] top1_acc: 0.7226, top5_acc: 0.9029, mean_class_accuracy: 0.7225 2021-06-04 22:54:17,722 - mmaction - INFO - Epoch [25][20/1243] lr: 7.500e-03, eta: 1 day, 0:47:39, time: 2.242, data_time: 1.300, memory: 18352, top1_acc: 0.7177, top5_acc: 0.8898, loss_cls: 1.1316, loss: 1.1316, grad_norm: 4.7350 2021-06-04 22:54:35,999 - mmaction - INFO - Epoch [25][40/1243] lr: 7.500e-03, eta: 1 day, 0:47:18, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7237, top5_acc: 0.8888, loss_cls: 1.1089, loss: 1.1089, grad_norm: 4.5772 2021-06-04 22:54:54,289 - mmaction - INFO - Epoch [25][60/1243] lr: 7.500e-03, eta: 1 day, 0:46:57, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7211, top5_acc: 0.8917, loss_cls: 1.1243, loss: 1.1243, grad_norm: 4.6145 2021-06-04 22:55:12,578 - mmaction - INFO - Epoch [25][80/1243] lr: 7.500e-03, eta: 1 day, 0:46:36, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7117, top5_acc: 0.8922, loss_cls: 1.1344, loss: 1.1344, grad_norm: 4.8303 2021-06-04 22:55:30,867 - mmaction - INFO - Epoch [25][100/1243] lr: 7.500e-03, eta: 1 day, 0:46:15, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6974, top5_acc: 0.8846, loss_cls: 1.1780, loss: 1.1780, grad_norm: 4.7295 2021-06-04 22:55:49,133 - mmaction - INFO - Epoch [25][120/1243] lr: 7.500e-03, eta: 1 day, 0:45:54, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7159, top5_acc: 0.8938, loss_cls: 1.1276, loss: 1.1276, grad_norm: 4.6965 2021-06-04 22:56:07,453 - mmaction - INFO - Epoch [25][140/1243] lr: 7.500e-03, eta: 1 day, 0:45:34, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7188, top5_acc: 0.8953, loss_cls: 1.1181, loss: 1.1181, grad_norm: 4.9858 2021-06-04 22:56:25,733 - mmaction - INFO - Epoch [25][160/1243] lr: 7.500e-03, eta: 1 day, 0:45:13, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7083, top5_acc: 0.8810, loss_cls: 1.1694, loss: 1.1694, grad_norm: 4.8037 2021-06-04 22:56:44,064 - mmaction - INFO - Epoch [25][180/1243] lr: 7.500e-03, eta: 1 day, 0:44:52, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7091, top5_acc: 0.8857, loss_cls: 1.1701, loss: 1.1701, grad_norm: 4.6836 2021-06-04 22:57:02,379 - mmaction - INFO - Epoch [25][200/1243] lr: 7.500e-03, eta: 1 day, 0:44:32, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7034, top5_acc: 0.8878, loss_cls: 1.1600, loss: 1.1600, grad_norm: 4.9117 2021-06-04 22:57:20,674 - mmaction - INFO - Epoch [25][220/1243] lr: 7.500e-03, eta: 1 day, 0:44:11, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7258, top5_acc: 0.8948, loss_cls: 1.1128, loss: 1.1128, grad_norm: 4.7376 2021-06-04 22:57:39,014 - mmaction - INFO - Epoch [25][240/1243] lr: 7.500e-03, eta: 1 day, 0:43:50, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7122, top5_acc: 0.8906, loss_cls: 1.1519, loss: 1.1519, grad_norm: 4.8963 2021-06-04 22:57:57,351 - mmaction - INFO - Epoch [25][260/1243] lr: 7.500e-03, eta: 1 day, 0:43:29, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7138, top5_acc: 0.8904, loss_cls: 1.1171, loss: 1.1171, grad_norm: 4.8706 2021-06-04 22:58:15,695 - mmaction - INFO - Epoch [25][280/1243] lr: 7.500e-03, eta: 1 day, 0:43:09, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7086, top5_acc: 0.8781, loss_cls: 1.1678, loss: 1.1678, grad_norm: 4.9216 2021-06-04 22:58:34,044 - mmaction - INFO - Epoch [25][300/1243] lr: 7.500e-03, eta: 1 day, 0:42:48, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7135, top5_acc: 0.8906, loss_cls: 1.1387, loss: 1.1387, grad_norm: 5.1599 2021-06-04 22:58:52,349 - mmaction - INFO - Epoch [25][320/1243] lr: 7.500e-03, eta: 1 day, 0:42:27, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6964, top5_acc: 0.8831, loss_cls: 1.1813, loss: 1.1813, grad_norm: 4.9998 2021-06-04 22:59:10,648 - mmaction - INFO - Epoch [25][340/1243] lr: 7.500e-03, eta: 1 day, 0:42:07, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7096, top5_acc: 0.8930, loss_cls: 1.1225, loss: 1.1225, grad_norm: 5.1845 2021-06-04 22:59:28,977 - mmaction - INFO - Epoch [25][360/1243] lr: 7.500e-03, eta: 1 day, 0:41:46, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7034, top5_acc: 0.8917, loss_cls: 1.1676, loss: 1.1676, grad_norm: 5.3386 2021-06-04 22:59:47,273 - mmaction - INFO - Epoch [25][380/1243] lr: 7.500e-03, eta: 1 day, 0:41:25, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7034, top5_acc: 0.8906, loss_cls: 1.1716, loss: 1.1716, grad_norm: 5.0793 2021-06-04 23:00:05,625 - mmaction - INFO - Epoch [25][400/1243] lr: 7.500e-03, eta: 1 day, 0:41:05, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7177, top5_acc: 0.8927, loss_cls: 1.1380, loss: 1.1380, grad_norm: 4.9538 2021-06-04 23:00:23,939 - mmaction - INFO - Epoch [25][420/1243] lr: 7.500e-03, eta: 1 day, 0:40:44, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7003, top5_acc: 0.8823, loss_cls: 1.1759, loss: 1.1759, grad_norm: 4.8144 2021-06-04 23:00:42,218 - mmaction - INFO - Epoch [25][440/1243] lr: 7.500e-03, eta: 1 day, 0:40:23, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.7076, top5_acc: 0.8802, loss_cls: 1.2123, loss: 1.2123, grad_norm: 5.0104 2021-06-04 23:01:00,561 - mmaction - INFO - Epoch [25][460/1243] lr: 7.500e-03, eta: 1 day, 0:40:03, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7029, top5_acc: 0.8859, loss_cls: 1.1770, loss: 1.1770, grad_norm: 4.8730 2021-06-04 23:01:18,889 - mmaction - INFO - Epoch [25][480/1243] lr: 7.500e-03, eta: 1 day, 0:39:42, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7081, top5_acc: 0.8833, loss_cls: 1.1745, loss: 1.1745, grad_norm: 5.1365 2021-06-04 23:01:37,212 - mmaction - INFO - Epoch [25][500/1243] lr: 7.500e-03, eta: 1 day, 0:39:21, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.7039, top5_acc: 0.8802, loss_cls: 1.2041, loss: 1.2041, grad_norm: 5.0445 2021-06-04 23:01:55,588 - mmaction - INFO - Epoch [25][520/1243] lr: 7.500e-03, eta: 1 day, 0:39:01, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7042, top5_acc: 0.8831, loss_cls: 1.1601, loss: 1.1601, grad_norm: 5.0500 2021-06-04 23:02:13,925 - mmaction - INFO - Epoch [25][540/1243] lr: 7.500e-03, eta: 1 day, 0:38:40, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7044, top5_acc: 0.8906, loss_cls: 1.1502, loss: 1.1502, grad_norm: 4.8423 2021-06-04 23:02:32,300 - mmaction - INFO - Epoch [25][560/1243] lr: 7.500e-03, eta: 1 day, 0:38:20, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7190, top5_acc: 0.8859, loss_cls: 1.1430, loss: 1.1430, grad_norm: 4.8619 2021-06-04 23:02:50,583 - mmaction - INFO - Epoch [25][580/1243] lr: 7.500e-03, eta: 1 day, 0:37:59, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7055, top5_acc: 0.8792, loss_cls: 1.1783, loss: 1.1783, grad_norm: 5.0984 2021-06-04 23:03:08,905 - mmaction - INFO - Epoch [25][600/1243] lr: 7.500e-03, eta: 1 day, 0:37:38, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7055, top5_acc: 0.8844, loss_cls: 1.1792, loss: 1.1792, grad_norm: 4.7760 2021-06-04 23:03:27,272 - mmaction - INFO - Epoch [25][620/1243] lr: 7.500e-03, eta: 1 day, 0:37:18, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6982, top5_acc: 0.8857, loss_cls: 1.1770, loss: 1.1770, grad_norm: 4.8139 2021-06-04 23:03:45,574 - mmaction - INFO - Epoch [25][640/1243] lr: 7.500e-03, eta: 1 day, 0:36:57, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7052, top5_acc: 0.8958, loss_cls: 1.1394, loss: 1.1394, grad_norm: 4.8556 2021-06-04 23:04:03,881 - mmaction - INFO - Epoch [25][660/1243] lr: 7.500e-03, eta: 1 day, 0:36:36, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7115, top5_acc: 0.8862, loss_cls: 1.1576, loss: 1.1576, grad_norm: 5.9502 2021-06-04 23:04:22,187 - mmaction - INFO - Epoch [25][680/1243] lr: 7.500e-03, eta: 1 day, 0:36:16, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6909, top5_acc: 0.8734, loss_cls: 1.2351, loss: 1.2351, grad_norm: 5.7158 2021-06-04 23:04:40,467 - mmaction - INFO - Epoch [25][700/1243] lr: 7.500e-03, eta: 1 day, 0:35:55, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6927, top5_acc: 0.8789, loss_cls: 1.2085, loss: 1.2085, grad_norm: 5.1533 2021-06-04 23:04:58,841 - mmaction - INFO - Epoch [25][720/1243] lr: 7.500e-03, eta: 1 day, 0:35:35, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7042, top5_acc: 0.8854, loss_cls: 1.1868, loss: 1.1868, grad_norm: 5.3149 2021-06-04 23:05:17,201 - mmaction - INFO - Epoch [25][740/1243] lr: 7.500e-03, eta: 1 day, 0:35:14, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7070, top5_acc: 0.8870, loss_cls: 1.1600, loss: 1.1600, grad_norm: 5.1153 2021-06-04 23:05:35,553 - mmaction - INFO - Epoch [25][760/1243] lr: 7.500e-03, eta: 1 day, 0:34:53, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7117, top5_acc: 0.8818, loss_cls: 1.1670, loss: 1.1670, grad_norm: 5.2152 2021-06-04 23:05:54,012 - mmaction - INFO - Epoch [25][780/1243] lr: 7.500e-03, eta: 1 day, 0:34:33, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.6990, top5_acc: 0.8766, loss_cls: 1.2134, loss: 1.2134, grad_norm: 4.9460 2021-06-04 23:06:12,371 - mmaction - INFO - Epoch [25][800/1243] lr: 7.500e-03, eta: 1 day, 0:34:13, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6924, top5_acc: 0.8823, loss_cls: 1.2125, loss: 1.2125, grad_norm: 5.7255 2021-06-04 23:06:30,718 - mmaction - INFO - Epoch [25][820/1243] lr: 7.500e-03, eta: 1 day, 0:33:52, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6971, top5_acc: 0.8776, loss_cls: 1.1919, loss: 1.1919, grad_norm: 4.6842 2021-06-04 23:06:49,135 - mmaction - INFO - Epoch [25][840/1243] lr: 7.500e-03, eta: 1 day, 0:33:32, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6956, top5_acc: 0.8802, loss_cls: 1.2274, loss: 1.2274, grad_norm: 5.1134 2021-06-04 23:07:07,470 - mmaction - INFO - Epoch [25][860/1243] lr: 7.500e-03, eta: 1 day, 0:33:11, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7000, top5_acc: 0.8852, loss_cls: 1.1703, loss: 1.1703, grad_norm: 4.7655 2021-06-04 23:07:25,720 - mmaction - INFO - Epoch [25][880/1243] lr: 7.500e-03, eta: 1 day, 0:32:51, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7047, top5_acc: 0.8841, loss_cls: 1.1707, loss: 1.1707, grad_norm: 4.7775 2021-06-04 23:07:44,016 - mmaction - INFO - Epoch [25][900/1243] lr: 7.500e-03, eta: 1 day, 0:32:30, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6961, top5_acc: 0.8883, loss_cls: 1.1722, loss: 1.1722, grad_norm: 4.9834 2021-06-04 23:08:02,311 - mmaction - INFO - Epoch [25][920/1243] lr: 7.500e-03, eta: 1 day, 0:32:09, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7047, top5_acc: 0.8766, loss_cls: 1.1868, loss: 1.1868, grad_norm: 5.0939 2021-06-04 23:08:20,622 - mmaction - INFO - Epoch [25][940/1243] lr: 7.500e-03, eta: 1 day, 0:31:48, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6953, top5_acc: 0.8859, loss_cls: 1.2000, loss: 1.2000, grad_norm: 4.8135 2021-06-04 23:08:38,995 - mmaction - INFO - Epoch [25][960/1243] lr: 7.500e-03, eta: 1 day, 0:31:28, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7167, top5_acc: 0.8898, loss_cls: 1.1261, loss: 1.1261, grad_norm: 4.8516 2021-06-04 23:08:57,258 - mmaction - INFO - Epoch [25][980/1243] lr: 7.500e-03, eta: 1 day, 0:31:07, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7021, top5_acc: 0.8818, loss_cls: 1.1962, loss: 1.1962, grad_norm: 4.9637 2021-06-04 23:09:15,651 - mmaction - INFO - Epoch [25][1000/1243] lr: 7.500e-03, eta: 1 day, 0:30:47, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7008, top5_acc: 0.8815, loss_cls: 1.1681, loss: 1.1681, grad_norm: 4.6524 2021-06-04 23:09:33,999 - mmaction - INFO - Epoch [25][1020/1243] lr: 7.500e-03, eta: 1 day, 0:30:26, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6982, top5_acc: 0.8833, loss_cls: 1.2032, loss: 1.2032, grad_norm: 4.8947 2021-06-04 23:09:52,321 - mmaction - INFO - Epoch [25][1040/1243] lr: 7.500e-03, eta: 1 day, 0:30:06, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6919, top5_acc: 0.8742, loss_cls: 1.2246, loss: 1.2246, grad_norm: 4.7497 2021-06-04 23:10:10,651 - mmaction - INFO - Epoch [25][1060/1243] lr: 7.500e-03, eta: 1 day, 0:29:45, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7023, top5_acc: 0.8766, loss_cls: 1.2043, loss: 1.2043, grad_norm: 4.5785 2021-06-04 23:10:28,965 - mmaction - INFO - Epoch [25][1080/1243] lr: 7.500e-03, eta: 1 day, 0:29:25, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7125, top5_acc: 0.8844, loss_cls: 1.1606, loss: 1.1606, grad_norm: 5.0062 2021-06-04 23:10:47,267 - mmaction - INFO - Epoch [25][1100/1243] lr: 7.500e-03, eta: 1 day, 0:29:04, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7063, top5_acc: 0.8857, loss_cls: 1.1558, loss: 1.1558, grad_norm: 4.7503 2021-06-04 23:11:05,615 - mmaction - INFO - Epoch [25][1120/1243] lr: 7.500e-03, eta: 1 day, 0:28:44, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6932, top5_acc: 0.8880, loss_cls: 1.1997, loss: 1.1997, grad_norm: 5.2157 2021-06-04 23:11:23,891 - mmaction - INFO - Epoch [25][1140/1243] lr: 7.500e-03, eta: 1 day, 0:28:23, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7044, top5_acc: 0.8849, loss_cls: 1.1913, loss: 1.1913, grad_norm: 5.0358 2021-06-04 23:11:42,157 - mmaction - INFO - Epoch [25][1160/1243] lr: 7.500e-03, eta: 1 day, 0:28:02, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7021, top5_acc: 0.8849, loss_cls: 1.1919, loss: 1.1919, grad_norm: 5.1489 2021-06-04 23:12:00,513 - mmaction - INFO - Epoch [25][1180/1243] lr: 7.500e-03, eta: 1 day, 0:27:42, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6930, top5_acc: 0.8742, loss_cls: 1.2076, loss: 1.2076, grad_norm: 4.9662 2021-06-04 23:12:18,860 - mmaction - INFO - Epoch [25][1200/1243] lr: 7.500e-03, eta: 1 day, 0:27:21, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7026, top5_acc: 0.8844, loss_cls: 1.1963, loss: 1.1963, grad_norm: 5.0177 2021-06-04 23:12:37,221 - mmaction - INFO - Epoch [25][1220/1243] lr: 7.500e-03, eta: 1 day, 0:27:01, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7148, top5_acc: 0.8857, loss_cls: 1.1364, loss: 1.1364, grad_norm: 5.0721 2021-06-04 23:12:55,288 - mmaction - INFO - Epoch [25][1240/1243] lr: 7.500e-03, eta: 1 day, 0:26:39, time: 0.904, data_time: 0.001, memory: 18352, top1_acc: 0.6979, top5_acc: 0.8753, loss_cls: 1.2077, loss: 1.2077, grad_norm: 5.4822 2021-06-04 23:15:18,433 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 23:15:19,080 - mmaction - INFO - top1_acc 0.7215 top5_acc 0.9018 2021-06-04 23:15:19,080 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 23:15:19,104 - mmaction - INFO - mean_acc 0.7214 2021-06-04 23:15:19,109 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-06-04 23:15:20,214 - mmaction - INFO - Epoch(val) [25][104] top1_acc: 0.7215, top5_acc: 0.9018, mean_class_accuracy: 0.7214 2021-06-04 23:16:04,809 - mmaction - INFO - Epoch [26][20/1243] lr: 7.500e-03, eta: 1 day, 0:27:26, time: 2.229, data_time: 1.318, memory: 18352, top1_acc: 0.7068, top5_acc: 0.8924, loss_cls: 1.1499, loss: 1.1499, grad_norm: 5.1722 2021-06-04 23:16:23,080 - mmaction - INFO - Epoch [26][40/1243] lr: 7.500e-03, eta: 1 day, 0:27:06, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6997, top5_acc: 0.8924, loss_cls: 1.1595, loss: 1.1595, grad_norm: 6.2762 2021-06-04 23:16:41,394 - mmaction - INFO - Epoch [26][60/1243] lr: 7.500e-03, eta: 1 day, 0:26:45, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7044, top5_acc: 0.8820, loss_cls: 1.1906, loss: 1.1906, grad_norm: 4.9081 2021-06-04 23:16:59,755 - mmaction - INFO - Epoch [26][80/1243] lr: 7.500e-03, eta: 1 day, 0:26:24, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7081, top5_acc: 0.8888, loss_cls: 1.1538, loss: 1.1538, grad_norm: 4.9762 2021-06-04 23:17:18,014 - mmaction - INFO - Epoch [26][100/1243] lr: 7.500e-03, eta: 1 day, 0:26:04, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7063, top5_acc: 0.8854, loss_cls: 1.1614, loss: 1.1614, grad_norm: 4.9308 2021-06-04 23:17:36,286 - mmaction - INFO - Epoch [26][120/1243] lr: 7.500e-03, eta: 1 day, 0:25:43, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7052, top5_acc: 0.8852, loss_cls: 1.1905, loss: 1.1905, grad_norm: 4.8010 2021-06-04 23:17:54,604 - mmaction - INFO - Epoch [26][140/1243] lr: 7.500e-03, eta: 1 day, 0:25:22, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6930, top5_acc: 0.8802, loss_cls: 1.1979, loss: 1.1979, grad_norm: 5.2357 2021-06-04 23:18:13,050 - mmaction - INFO - Epoch [26][160/1243] lr: 7.500e-03, eta: 1 day, 0:25:02, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7073, top5_acc: 0.8815, loss_cls: 1.1790, loss: 1.1790, grad_norm: 5.0067 2021-06-04 23:18:31,420 - mmaction - INFO - Epoch [26][180/1243] lr: 7.500e-03, eta: 1 day, 0:24:42, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7216, top5_acc: 0.8930, loss_cls: 1.1238, loss: 1.1238, grad_norm: 4.9383 2021-06-04 23:18:49,795 - mmaction - INFO - Epoch [26][200/1243] lr: 7.500e-03, eta: 1 day, 0:24:21, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7021, top5_acc: 0.8878, loss_cls: 1.1737, loss: 1.1737, grad_norm: 5.4788 2021-06-04 23:19:08,059 - mmaction - INFO - Epoch [26][220/1243] lr: 7.500e-03, eta: 1 day, 0:24:01, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7104, top5_acc: 0.8846, loss_cls: 1.1514, loss: 1.1514, grad_norm: 5.2429 2021-06-04 23:19:26,339 - mmaction - INFO - Epoch [26][240/1243] lr: 7.500e-03, eta: 1 day, 0:23:40, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7029, top5_acc: 0.8823, loss_cls: 1.1829, loss: 1.1829, grad_norm: 5.2254 2021-06-04 23:19:44,714 - mmaction - INFO - Epoch [26][260/1243] lr: 7.500e-03, eta: 1 day, 0:23:19, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7023, top5_acc: 0.8883, loss_cls: 1.1873, loss: 1.1873, grad_norm: 5.4201 2021-06-04 23:20:03,056 - mmaction - INFO - Epoch [26][280/1243] lr: 7.500e-03, eta: 1 day, 0:22:59, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7156, top5_acc: 0.8982, loss_cls: 1.1170, loss: 1.1170, grad_norm: 5.2119 2021-06-04 23:20:21,345 - mmaction - INFO - Epoch [26][300/1243] lr: 7.500e-03, eta: 1 day, 0:22:38, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6974, top5_acc: 0.8763, loss_cls: 1.2028, loss: 1.2028, grad_norm: 6.5035 2021-06-04 23:20:39,643 - mmaction - INFO - Epoch [26][320/1243] lr: 7.500e-03, eta: 1 day, 0:22:18, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6841, top5_acc: 0.8776, loss_cls: 1.2538, loss: 1.2538, grad_norm: 5.9775 2021-06-04 23:20:57,945 - mmaction - INFO - Epoch [26][340/1243] lr: 7.500e-03, eta: 1 day, 0:21:57, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7083, top5_acc: 0.8865, loss_cls: 1.1606, loss: 1.1606, grad_norm: 5.3680 2021-06-04 23:21:16,246 - mmaction - INFO - Epoch [26][360/1243] lr: 7.500e-03, eta: 1 day, 0:21:36, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6888, top5_acc: 0.8732, loss_cls: 1.2511, loss: 1.2511, grad_norm: 5.4968 2021-06-04 23:21:34,561 - mmaction - INFO - Epoch [26][380/1243] lr: 7.500e-03, eta: 1 day, 0:21:16, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6964, top5_acc: 0.8792, loss_cls: 1.2020, loss: 1.2020, grad_norm: 5.9776 2021-06-04 23:21:52,928 - mmaction - INFO - Epoch [26][400/1243] lr: 7.500e-03, eta: 1 day, 0:20:55, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7008, top5_acc: 0.8810, loss_cls: 1.2005, loss: 1.2005, grad_norm: 5.5807 2021-06-04 23:22:11,202 - mmaction - INFO - Epoch [26][420/1243] lr: 7.500e-03, eta: 1 day, 0:20:35, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7021, top5_acc: 0.8826, loss_cls: 1.2141, loss: 1.2141, grad_norm: 5.2577 2021-06-04 23:22:29,481 - mmaction - INFO - Epoch [26][440/1243] lr: 7.500e-03, eta: 1 day, 0:20:14, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7060, top5_acc: 0.8849, loss_cls: 1.1601, loss: 1.1601, grad_norm: 4.8418 2021-06-04 23:22:47,711 - mmaction - INFO - Epoch [26][460/1243] lr: 7.500e-03, eta: 1 day, 0:19:53, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.7057, top5_acc: 0.8870, loss_cls: 1.1636, loss: 1.1636, grad_norm: 5.0914 2021-06-04 23:23:06,035 - mmaction - INFO - Epoch [26][480/1243] lr: 7.500e-03, eta: 1 day, 0:19:33, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7117, top5_acc: 0.8862, loss_cls: 1.1555, loss: 1.1555, grad_norm: 5.1487 2021-06-04 23:23:24,363 - mmaction - INFO - Epoch [26][500/1243] lr: 7.500e-03, eta: 1 day, 0:19:12, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6909, top5_acc: 0.8810, loss_cls: 1.2152, loss: 1.2152, grad_norm: 5.6555 2021-06-04 23:23:42,710 - mmaction - INFO - Epoch [26][520/1243] lr: 7.500e-03, eta: 1 day, 0:18:52, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6828, top5_acc: 0.8776, loss_cls: 1.2480, loss: 1.2480, grad_norm: 5.3922 2021-06-04 23:24:01,002 - mmaction - INFO - Epoch [26][540/1243] lr: 7.500e-03, eta: 1 day, 0:18:31, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.6953, top5_acc: 0.8792, loss_cls: 1.2006, loss: 1.2006, grad_norm: 5.4026 2021-06-04 23:24:19,314 - mmaction - INFO - Epoch [26][560/1243] lr: 7.500e-03, eta: 1 day, 0:18:10, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.7065, top5_acc: 0.8839, loss_cls: 1.1856, loss: 1.1856, grad_norm: 5.5586 2021-06-04 23:24:37,690 - mmaction - INFO - Epoch [26][580/1243] lr: 7.500e-03, eta: 1 day, 0:17:50, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6896, top5_acc: 0.8760, loss_cls: 1.2182, loss: 1.2182, grad_norm: 5.1410 2021-06-04 23:24:56,050 - mmaction - INFO - Epoch [26][600/1243] lr: 7.500e-03, eta: 1 day, 0:17:30, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6943, top5_acc: 0.8799, loss_cls: 1.2016, loss: 1.2016, grad_norm: 5.8870 2021-06-04 23:25:14,364 - mmaction - INFO - Epoch [26][620/1243] lr: 7.500e-03, eta: 1 day, 0:17:09, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6799, top5_acc: 0.8760, loss_cls: 1.2646, loss: 1.2646, grad_norm: 5.5668 2021-06-04 23:25:32,691 - mmaction - INFO - Epoch [26][640/1243] lr: 7.500e-03, eta: 1 day, 0:16:49, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7073, top5_acc: 0.8784, loss_cls: 1.2040, loss: 1.2040, grad_norm: 4.8847 2021-06-04 23:25:50,942 - mmaction - INFO - Epoch [26][660/1243] lr: 7.500e-03, eta: 1 day, 0:16:28, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7057, top5_acc: 0.8891, loss_cls: 1.1485, loss: 1.1485, grad_norm: 5.2433 2021-06-04 23:26:09,258 - mmaction - INFO - Epoch [26][680/1243] lr: 7.500e-03, eta: 1 day, 0:16:07, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6969, top5_acc: 0.8826, loss_cls: 1.1970, loss: 1.1970, grad_norm: 5.1564 2021-06-04 23:26:27,627 - mmaction - INFO - Epoch [26][700/1243] lr: 7.500e-03, eta: 1 day, 0:15:47, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7078, top5_acc: 0.8888, loss_cls: 1.1532, loss: 1.1532, grad_norm: 5.5189 2021-06-04 23:26:45,906 - mmaction - INFO - Epoch [26][720/1243] lr: 7.500e-03, eta: 1 day, 0:15:26, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.6937, top5_acc: 0.8763, loss_cls: 1.2440, loss: 1.2440, grad_norm: 5.1961 2021-06-04 23:27:04,239 - mmaction - INFO - Epoch [26][740/1243] lr: 7.500e-03, eta: 1 day, 0:15:06, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6893, top5_acc: 0.8737, loss_cls: 1.2594, loss: 1.2594, grad_norm: 5.6436 2021-06-04 23:27:22,594 - mmaction - INFO - Epoch [26][760/1243] lr: 7.500e-03, eta: 1 day, 0:14:45, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6893, top5_acc: 0.8659, loss_cls: 1.2764, loss: 1.2764, grad_norm: 5.1794 2021-06-04 23:27:40,975 - mmaction - INFO - Epoch [26][780/1243] lr: 7.500e-03, eta: 1 day, 0:14:25, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7008, top5_acc: 0.8794, loss_cls: 1.2031, loss: 1.2031, grad_norm: 5.0571 2021-06-04 23:27:59,360 - mmaction - INFO - Epoch [26][800/1243] lr: 7.500e-03, eta: 1 day, 0:14:05, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7089, top5_acc: 0.8872, loss_cls: 1.1420, loss: 1.1420, grad_norm: 6.4084 2021-06-04 23:28:17,687 - mmaction - INFO - Epoch [26][820/1243] lr: 7.500e-03, eta: 1 day, 0:13:44, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6922, top5_acc: 0.8802, loss_cls: 1.2301, loss: 1.2301, grad_norm: 5.1902 2021-06-04 23:28:36,048 - mmaction - INFO - Epoch [26][840/1243] lr: 7.500e-03, eta: 1 day, 0:13:24, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7143, top5_acc: 0.8898, loss_cls: 1.1318, loss: 1.1318, grad_norm: 4.7984 2021-06-04 23:28:54,419 - mmaction - INFO - Epoch [26][860/1243] lr: 7.500e-03, eta: 1 day, 0:13:04, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6911, top5_acc: 0.8716, loss_cls: 1.2680, loss: 1.2680, grad_norm: 5.2299 2021-06-04 23:29:12,678 - mmaction - INFO - Epoch [26][880/1243] lr: 7.500e-03, eta: 1 day, 0:12:43, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7188, top5_acc: 0.8951, loss_cls: 1.1387, loss: 1.1387, grad_norm: 5.4746 2021-06-04 23:29:31,059 - mmaction - INFO - Epoch [26][900/1243] lr: 7.500e-03, eta: 1 day, 0:12:23, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6937, top5_acc: 0.8784, loss_cls: 1.2141, loss: 1.2141, grad_norm: 7.5567 2021-06-04 23:29:49,453 - mmaction - INFO - Epoch [26][920/1243] lr: 7.500e-03, eta: 1 day, 0:12:02, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6948, top5_acc: 0.8794, loss_cls: 1.2242, loss: 1.2242, grad_norm: 5.2069 2021-06-04 23:30:07,884 - mmaction - INFO - Epoch [26][940/1243] lr: 7.500e-03, eta: 1 day, 0:11:42, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7003, top5_acc: 0.8833, loss_cls: 1.2024, loss: 1.2024, grad_norm: 5.0869 2021-06-04 23:30:26,245 - mmaction - INFO - Epoch [26][960/1243] lr: 7.500e-03, eta: 1 day, 0:11:22, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6974, top5_acc: 0.8841, loss_cls: 1.1899, loss: 1.1899, grad_norm: 5.7880 2021-06-04 23:30:44,600 - mmaction - INFO - Epoch [26][980/1243] lr: 7.500e-03, eta: 1 day, 0:11:01, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6701, top5_acc: 0.8724, loss_cls: 1.2844, loss: 1.2844, grad_norm: 5.8208 2021-06-04 23:31:02,899 - mmaction - INFO - Epoch [26][1000/1243] lr: 7.500e-03, eta: 1 day, 0:10:41, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6911, top5_acc: 0.8745, loss_cls: 1.2522, loss: 1.2522, grad_norm: 5.4862 2021-06-04 23:31:21,285 - mmaction - INFO - Epoch [26][1020/1243] lr: 7.500e-03, eta: 1 day, 0:10:21, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6786, top5_acc: 0.8760, loss_cls: 1.2598, loss: 1.2598, grad_norm: 4.9963 2021-06-04 23:31:39,731 - mmaction - INFO - Epoch [26][1040/1243] lr: 7.500e-03, eta: 1 day, 0:10:01, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6852, top5_acc: 0.8771, loss_cls: 1.2570, loss: 1.2570, grad_norm: 5.0496 2021-06-04 23:31:58,042 - mmaction - INFO - Epoch [26][1060/1243] lr: 7.500e-03, eta: 1 day, 0:09:40, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6924, top5_acc: 0.8833, loss_cls: 1.1993, loss: 1.1993, grad_norm: 5.2347 2021-06-04 23:32:16,401 - mmaction - INFO - Epoch [26][1080/1243] lr: 7.500e-03, eta: 1 day, 0:09:20, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7089, top5_acc: 0.8857, loss_cls: 1.1525, loss: 1.1525, grad_norm: 5.1425 2021-06-04 23:32:34,864 - mmaction - INFO - Epoch [26][1100/1243] lr: 7.500e-03, eta: 1 day, 0:09:00, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.7005, top5_acc: 0.8740, loss_cls: 1.2279, loss: 1.2279, grad_norm: 5.6167 2021-06-04 23:32:53,159 - mmaction - INFO - Epoch [26][1120/1243] lr: 7.500e-03, eta: 1 day, 0:08:39, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.6859, top5_acc: 0.8794, loss_cls: 1.2353, loss: 1.2353, grad_norm: 5.0368 2021-06-04 23:33:11,489 - mmaction - INFO - Epoch [26][1140/1243] lr: 7.500e-03, eta: 1 day, 0:08:19, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6945, top5_acc: 0.8846, loss_cls: 1.2155, loss: 1.2155, grad_norm: 5.3409 2021-06-04 23:33:29,835 - mmaction - INFO - Epoch [26][1160/1243] lr: 7.500e-03, eta: 1 day, 0:07:58, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7052, top5_acc: 0.8799, loss_cls: 1.1982, loss: 1.1982, grad_norm: 5.6514 2021-06-04 23:33:48,165 - mmaction - INFO - Epoch [26][1180/1243] lr: 7.500e-03, eta: 1 day, 0:07:38, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7031, top5_acc: 0.8766, loss_cls: 1.2290, loss: 1.2290, grad_norm: 5.4406 2021-06-04 23:34:06,515 - mmaction - INFO - Epoch [26][1200/1243] lr: 7.500e-03, eta: 1 day, 0:07:18, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7052, top5_acc: 0.8880, loss_cls: 1.1788, loss: 1.1788, grad_norm: 5.4371 2021-06-04 23:34:24,920 - mmaction - INFO - Epoch [26][1220/1243] lr: 7.500e-03, eta: 1 day, 0:06:57, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6836, top5_acc: 0.8789, loss_cls: 1.2451, loss: 1.2451, grad_norm: 5.3478 2021-06-04 23:34:43,043 - mmaction - INFO - Epoch [26][1240/1243] lr: 7.500e-03, eta: 1 day, 0:06:36, time: 0.907, data_time: 0.001, memory: 18352, top1_acc: 0.6958, top5_acc: 0.8818, loss_cls: 1.1854, loss: 1.1854, grad_norm: 5.8001 2021-06-04 23:37:05,610 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 23:37:06,262 - mmaction - INFO - top1_acc 0.7130 top5_acc 0.8988 2021-06-04 23:37:06,262 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 23:37:06,286 - mmaction - INFO - mean_acc 0.7129 2021-06-04 23:37:06,291 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-06-04 23:37:07,394 - mmaction - INFO - Epoch(val) [26][104] top1_acc: 0.7130, top5_acc: 0.8988, mean_class_accuracy: 0.7129 2021-06-04 23:37:51,589 - mmaction - INFO - Epoch [27][20/1243] lr: 7.500e-03, eta: 1 day, 0:07:19, time: 2.209, data_time: 1.264, memory: 18352, top1_acc: 0.7141, top5_acc: 0.8919, loss_cls: 1.1496, loss: 1.1496, grad_norm: 4.9629 2021-06-04 23:38:09,970 - mmaction - INFO - Epoch [27][40/1243] lr: 7.500e-03, eta: 1 day, 0:06:58, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7151, top5_acc: 0.8917, loss_cls: 1.1312, loss: 1.1312, grad_norm: 5.4761 2021-06-04 23:38:28,601 - mmaction - INFO - Epoch [27][60/1243] lr: 7.500e-03, eta: 1 day, 0:06:39, time: 0.932, data_time: 0.001, memory: 18352, top1_acc: 0.7068, top5_acc: 0.8862, loss_cls: 1.1950, loss: 1.1950, grad_norm: 5.4349 2021-06-04 23:38:46,921 - mmaction - INFO - Epoch [27][80/1243] lr: 7.500e-03, eta: 1 day, 0:06:18, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7063, top5_acc: 0.8841, loss_cls: 1.1767, loss: 1.1767, grad_norm: 5.1923 2021-06-04 23:39:05,222 - mmaction - INFO - Epoch [27][100/1243] lr: 7.500e-03, eta: 1 day, 0:05:58, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7156, top5_acc: 0.8852, loss_cls: 1.1587, loss: 1.1587, grad_norm: 4.8611 2021-06-04 23:39:23,549 - mmaction - INFO - Epoch [27][120/1243] lr: 7.500e-03, eta: 1 day, 0:05:37, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7003, top5_acc: 0.8758, loss_cls: 1.2266, loss: 1.2266, grad_norm: 7.9093 2021-06-04 23:39:41,851 - mmaction - INFO - Epoch [27][140/1243] lr: 7.500e-03, eta: 1 day, 0:05:17, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6760, top5_acc: 0.8630, loss_cls: 1.3209, loss: 1.3209, grad_norm: 5.9517 2021-06-04 23:40:00,202 - mmaction - INFO - Epoch [27][160/1243] lr: 7.500e-03, eta: 1 day, 0:04:56, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6839, top5_acc: 0.8844, loss_cls: 1.2388, loss: 1.2388, grad_norm: 5.1709 2021-06-04 23:40:18,525 - mmaction - INFO - Epoch [27][180/1243] lr: 7.500e-03, eta: 1 day, 0:04:36, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7013, top5_acc: 0.8826, loss_cls: 1.1886, loss: 1.1886, grad_norm: 5.3035 2021-06-04 23:40:36,877 - mmaction - INFO - Epoch [27][200/1243] lr: 7.500e-03, eta: 1 day, 0:04:15, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7109, top5_acc: 0.8862, loss_cls: 1.1355, loss: 1.1355, grad_norm: 4.9598 2021-06-04 23:40:55,181 - mmaction - INFO - Epoch [27][220/1243] lr: 7.500e-03, eta: 1 day, 0:03:55, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7008, top5_acc: 0.8740, loss_cls: 1.2153, loss: 1.2153, grad_norm: 5.3336 2021-06-04 23:41:13,559 - mmaction - INFO - Epoch [27][240/1243] lr: 7.500e-03, eta: 1 day, 0:03:35, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7026, top5_acc: 0.8768, loss_cls: 1.1889, loss: 1.1889, grad_norm: 5.2873 2021-06-04 23:41:31,897 - mmaction - INFO - Epoch [27][260/1243] lr: 7.500e-03, eta: 1 day, 0:03:14, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6862, top5_acc: 0.8755, loss_cls: 1.2481, loss: 1.2481, grad_norm: 5.5222 2021-06-04 23:41:50,382 - mmaction - INFO - Epoch [27][280/1243] lr: 7.500e-03, eta: 1 day, 0:02:54, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.7063, top5_acc: 0.8823, loss_cls: 1.1745, loss: 1.1745, grad_norm: 4.8840 2021-06-04 23:42:08,804 - mmaction - INFO - Epoch [27][300/1243] lr: 7.500e-03, eta: 1 day, 0:02:34, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.6990, top5_acc: 0.8844, loss_cls: 1.1718, loss: 1.1718, grad_norm: 4.8102 2021-06-04 23:42:27,188 - mmaction - INFO - Epoch [27][320/1243] lr: 7.500e-03, eta: 1 day, 0:02:14, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7143, top5_acc: 0.8865, loss_cls: 1.1431, loss: 1.1431, grad_norm: 6.1133 2021-06-04 23:42:45,643 - mmaction - INFO - Epoch [27][340/1243] lr: 7.500e-03, eta: 1 day, 0:01:54, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7021, top5_acc: 0.8831, loss_cls: 1.1695, loss: 1.1695, grad_norm: 5.6240 2021-06-04 23:43:04,019 - mmaction - INFO - Epoch [27][360/1243] lr: 7.500e-03, eta: 1 day, 0:01:33, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6867, top5_acc: 0.8760, loss_cls: 1.2314, loss: 1.2314, grad_norm: 5.8054 2021-06-04 23:43:22,468 - mmaction - INFO - Epoch [27][380/1243] lr: 7.500e-03, eta: 1 day, 0:01:13, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6924, top5_acc: 0.8732, loss_cls: 1.2286, loss: 1.2286, grad_norm: 4.9033 2021-06-04 23:43:40,919 - mmaction - INFO - Epoch [27][400/1243] lr: 7.500e-03, eta: 1 day, 0:00:53, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7107, top5_acc: 0.8953, loss_cls: 1.1198, loss: 1.1198, grad_norm: 5.0423 2021-06-04 23:43:59,352 - mmaction - INFO - Epoch [27][420/1243] lr: 7.500e-03, eta: 1 day, 0:00:33, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7068, top5_acc: 0.8870, loss_cls: 1.1571, loss: 1.1571, grad_norm: 5.1968 2021-06-04 23:44:17,738 - mmaction - INFO - Epoch [27][440/1243] lr: 7.500e-03, eta: 1 day, 0:00:13, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6979, top5_acc: 0.8839, loss_cls: 1.2019, loss: 1.2019, grad_norm: 5.2543 2021-06-04 23:44:36,161 - mmaction - INFO - Epoch [27][460/1243] lr: 7.500e-03, eta: 23:59:53, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6969, top5_acc: 0.8789, loss_cls: 1.2107, loss: 1.2107, grad_norm: 6.4227 2021-06-04 23:44:54,565 - mmaction - INFO - Epoch [27][480/1243] lr: 7.500e-03, eta: 23:59:32, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6961, top5_acc: 0.8854, loss_cls: 1.2127, loss: 1.2127, grad_norm: 5.3395 2021-06-04 23:45:12,917 - mmaction - INFO - Epoch [27][500/1243] lr: 7.500e-03, eta: 23:59:12, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6984, top5_acc: 0.8844, loss_cls: 1.1762, loss: 1.1762, grad_norm: 5.4544 2021-06-04 23:45:31,345 - mmaction - INFO - Epoch [27][520/1243] lr: 7.500e-03, eta: 23:58:52, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6805, top5_acc: 0.8732, loss_cls: 1.2734, loss: 1.2734, grad_norm: 5.6210 2021-06-04 23:45:49,732 - mmaction - INFO - Epoch [27][540/1243] lr: 7.500e-03, eta: 23:58:32, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7063, top5_acc: 0.8841, loss_cls: 1.1715, loss: 1.1715, grad_norm: 5.1785 2021-06-04 23:46:08,078 - mmaction - INFO - Epoch [27][560/1243] lr: 7.500e-03, eta: 23:58:11, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7044, top5_acc: 0.8828, loss_cls: 1.1907, loss: 1.1907, grad_norm: 5.1666 2021-06-04 23:46:26,411 - mmaction - INFO - Epoch [27][580/1243] lr: 7.500e-03, eta: 23:57:51, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6849, top5_acc: 0.8792, loss_cls: 1.2461, loss: 1.2461, grad_norm: 5.4087 2021-06-04 23:46:44,737 - mmaction - INFO - Epoch [27][600/1243] lr: 7.500e-03, eta: 23:57:31, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6956, top5_acc: 0.8841, loss_cls: 1.1820, loss: 1.1820, grad_norm: 5.1744 2021-06-04 23:47:03,114 - mmaction - INFO - Epoch [27][620/1243] lr: 7.500e-03, eta: 23:57:10, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7044, top5_acc: 0.8805, loss_cls: 1.1818, loss: 1.1818, grad_norm: 4.8736 2021-06-04 23:47:21,444 - mmaction - INFO - Epoch [27][640/1243] lr: 7.500e-03, eta: 23:56:50, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6964, top5_acc: 0.8812, loss_cls: 1.2011, loss: 1.2011, grad_norm: 5.0262 2021-06-04 23:47:39,829 - mmaction - INFO - Epoch [27][660/1243] lr: 7.500e-03, eta: 23:56:30, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6979, top5_acc: 0.8826, loss_cls: 1.2064, loss: 1.2064, grad_norm: 5.3465 2021-06-04 23:47:58,252 - mmaction - INFO - Epoch [27][680/1243] lr: 7.500e-03, eta: 23:56:09, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7091, top5_acc: 0.8826, loss_cls: 1.1792, loss: 1.1792, grad_norm: 4.9777 2021-06-04 23:48:16,560 - mmaction - INFO - Epoch [27][700/1243] lr: 7.500e-03, eta: 23:55:49, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.6997, top5_acc: 0.8737, loss_cls: 1.1977, loss: 1.1977, grad_norm: 4.9369 2021-06-04 23:48:34,969 - mmaction - INFO - Epoch [27][720/1243] lr: 7.500e-03, eta: 23:55:29, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7010, top5_acc: 0.8878, loss_cls: 1.1789, loss: 1.1789, grad_norm: 5.1104 2021-06-04 23:48:53,296 - mmaction - INFO - Epoch [27][740/1243] lr: 7.500e-03, eta: 23:55:08, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7047, top5_acc: 0.8799, loss_cls: 1.1826, loss: 1.1826, grad_norm: 4.7958 2021-06-04 23:49:11,654 - mmaction - INFO - Epoch [27][760/1243] lr: 7.500e-03, eta: 23:54:48, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7047, top5_acc: 0.8919, loss_cls: 1.1270, loss: 1.1270, grad_norm: 5.0880 2021-06-04 23:49:30,113 - mmaction - INFO - Epoch [27][780/1243] lr: 7.500e-03, eta: 23:54:28, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.6997, top5_acc: 0.8786, loss_cls: 1.1871, loss: 1.1871, grad_norm: 5.0121 2021-06-04 23:49:48,507 - mmaction - INFO - Epoch [27][800/1243] lr: 7.500e-03, eta: 23:54:08, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7049, top5_acc: 0.8911, loss_cls: 1.1431, loss: 1.1431, grad_norm: 5.1913 2021-06-04 23:50:06,904 - mmaction - INFO - Epoch [27][820/1243] lr: 7.500e-03, eta: 23:53:48, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7177, top5_acc: 0.8865, loss_cls: 1.1547, loss: 1.1547, grad_norm: 4.6855 2021-06-04 23:50:25,220 - mmaction - INFO - Epoch [27][840/1243] lr: 7.500e-03, eta: 23:53:27, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7034, top5_acc: 0.8865, loss_cls: 1.1829, loss: 1.1829, grad_norm: 4.7072 2021-06-04 23:50:43,508 - mmaction - INFO - Epoch [27][860/1243] lr: 7.500e-03, eta: 23:53:07, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7063, top5_acc: 0.8880, loss_cls: 1.1897, loss: 1.1897, grad_norm: 4.7347 2021-06-04 23:51:01,829 - mmaction - INFO - Epoch [27][880/1243] lr: 7.500e-03, eta: 23:52:47, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7091, top5_acc: 0.8896, loss_cls: 1.1595, loss: 1.1595, grad_norm: 4.7630 2021-06-04 23:51:20,283 - mmaction - INFO - Epoch [27][900/1243] lr: 7.500e-03, eta: 23:52:26, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7013, top5_acc: 0.8859, loss_cls: 1.1861, loss: 1.1861, grad_norm: 4.7335 2021-06-04 23:51:38,724 - mmaction - INFO - Epoch [27][920/1243] lr: 7.500e-03, eta: 23:52:06, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7021, top5_acc: 0.8846, loss_cls: 1.1808, loss: 1.1808, grad_norm: 4.8904 2021-06-04 23:51:57,225 - mmaction - INFO - Epoch [27][940/1243] lr: 7.500e-03, eta: 23:51:47, time: 0.924, data_time: 0.000, memory: 18352, top1_acc: 0.7107, top5_acc: 0.8815, loss_cls: 1.1592, loss: 1.1592, grad_norm: 4.7542 2021-06-04 23:52:15,625 - mmaction - INFO - Epoch [27][960/1243] lr: 7.500e-03, eta: 23:51:26, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7083, top5_acc: 0.8826, loss_cls: 1.1605, loss: 1.1605, grad_norm: 4.9469 2021-06-04 23:52:34,002 - mmaction - INFO - Epoch [27][980/1243] lr: 7.500e-03, eta: 23:51:06, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6951, top5_acc: 0.8818, loss_cls: 1.1836, loss: 1.1836, grad_norm: 5.4778 2021-06-04 23:52:52,398 - mmaction - INFO - Epoch [27][1000/1243] lr: 7.500e-03, eta: 23:50:46, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7169, top5_acc: 0.8922, loss_cls: 1.1313, loss: 1.1313, grad_norm: 4.8567 2021-06-04 23:53:10,786 - mmaction - INFO - Epoch [27][1020/1243] lr: 7.500e-03, eta: 23:50:26, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6951, top5_acc: 0.8753, loss_cls: 1.2427, loss: 1.2427, grad_norm: 6.0492 2021-06-04 23:53:29,195 - mmaction - INFO - Epoch [27][1040/1243] lr: 7.500e-03, eta: 23:50:06, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7018, top5_acc: 0.8836, loss_cls: 1.2030, loss: 1.2030, grad_norm: 5.2354 2021-06-04 23:53:47,594 - mmaction - INFO - Epoch [27][1060/1243] lr: 7.500e-03, eta: 23:49:46, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6833, top5_acc: 0.8742, loss_cls: 1.2347, loss: 1.2347, grad_norm: 5.0557 2021-06-04 23:54:05,988 - mmaction - INFO - Epoch [27][1080/1243] lr: 7.500e-03, eta: 23:49:25, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7086, top5_acc: 0.8846, loss_cls: 1.1784, loss: 1.1784, grad_norm: 4.8102 2021-06-04 23:54:24,485 - mmaction - INFO - Epoch [27][1100/1243] lr: 7.500e-03, eta: 23:49:05, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.6956, top5_acc: 0.8841, loss_cls: 1.2110, loss: 1.2110, grad_norm: 5.5265 2021-06-04 23:54:42,931 - mmaction - INFO - Epoch [27][1120/1243] lr: 7.500e-03, eta: 23:48:45, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7068, top5_acc: 0.8893, loss_cls: 1.1914, loss: 1.1914, grad_norm: 5.1647 2021-06-04 23:55:01,362 - mmaction - INFO - Epoch [27][1140/1243] lr: 7.500e-03, eta: 23:48:25, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7182, top5_acc: 0.8919, loss_cls: 1.1088, loss: 1.1088, grad_norm: 4.9182 2021-06-04 23:55:19,750 - mmaction - INFO - Epoch [27][1160/1243] lr: 7.500e-03, eta: 23:48:05, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6961, top5_acc: 0.8839, loss_cls: 1.1891, loss: 1.1891, grad_norm: 4.9993 2021-06-04 23:55:38,151 - mmaction - INFO - Epoch [27][1180/1243] lr: 7.500e-03, eta: 23:47:45, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7089, top5_acc: 0.8865, loss_cls: 1.1511, loss: 1.1511, grad_norm: 5.0958 2021-06-04 23:55:56,538 - mmaction - INFO - Epoch [27][1200/1243] lr: 7.500e-03, eta: 23:47:25, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7063, top5_acc: 0.8773, loss_cls: 1.1987, loss: 1.1987, grad_norm: 4.6907 2021-06-04 23:56:14,920 - mmaction - INFO - Epoch [27][1220/1243] lr: 7.500e-03, eta: 23:47:05, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7052, top5_acc: 0.8906, loss_cls: 1.1779, loss: 1.1779, grad_norm: 4.8907 2021-06-04 23:56:33,003 - mmaction - INFO - Epoch [27][1240/1243] lr: 7.500e-03, eta: 23:46:44, time: 0.905, data_time: 0.001, memory: 18352, top1_acc: 0.7063, top5_acc: 0.8815, loss_cls: 1.1698, loss: 1.1698, grad_norm: 5.0519 2021-06-04 23:58:55,789 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-04 23:58:56,450 - mmaction - INFO - top1_acc 0.7248 top5_acc 0.9058 2021-06-04 23:58:56,450 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-04 23:58:56,473 - mmaction - INFO - mean_acc 0.7247 2021-06-04 23:58:56,478 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-06-04 23:58:57,599 - mmaction - INFO - Epoch(val) [27][104] top1_acc: 0.7248, top5_acc: 0.9058, mean_class_accuracy: 0.7247 2021-06-04 23:59:42,848 - mmaction - INFO - Epoch [28][20/1243] lr: 7.500e-03, eta: 23:47:26, time: 2.262, data_time: 1.278, memory: 18352, top1_acc: 0.7240, top5_acc: 0.8979, loss_cls: 1.0831, loss: 1.0831, grad_norm: 4.7999 2021-06-05 00:00:01,190 - mmaction - INFO - Epoch [28][40/1243] lr: 7.500e-03, eta: 23:47:05, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7185, top5_acc: 0.8927, loss_cls: 1.1101, loss: 1.1101, grad_norm: 4.8863 2021-06-05 00:00:19,619 - mmaction - INFO - Epoch [28][60/1243] lr: 7.500e-03, eta: 23:46:45, time: 0.923, data_time: 0.002, memory: 18352, top1_acc: 0.7180, top5_acc: 0.8935, loss_cls: 1.1121, loss: 1.1121, grad_norm: 4.8823 2021-06-05 00:00:37,974 - mmaction - INFO - Epoch [28][80/1243] lr: 7.500e-03, eta: 23:46:25, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7232, top5_acc: 0.8898, loss_cls: 1.1136, loss: 1.1136, grad_norm: 5.4127 2021-06-05 00:00:56,288 - mmaction - INFO - Epoch [28][100/1243] lr: 7.500e-03, eta: 23:46:04, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7117, top5_acc: 0.8823, loss_cls: 1.1585, loss: 1.1585, grad_norm: 5.4923 2021-06-05 00:01:14,563 - mmaction - INFO - Epoch [28][120/1243] lr: 7.500e-03, eta: 23:45:44, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7063, top5_acc: 0.8888, loss_cls: 1.1344, loss: 1.1344, grad_norm: 4.7981 2021-06-05 00:01:32,962 - mmaction - INFO - Epoch [28][140/1243] lr: 7.500e-03, eta: 23:45:24, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7060, top5_acc: 0.8872, loss_cls: 1.1529, loss: 1.1529, grad_norm: 5.0637 2021-06-05 00:01:51,342 - mmaction - INFO - Epoch [28][160/1243] lr: 7.500e-03, eta: 23:45:04, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7039, top5_acc: 0.8846, loss_cls: 1.1924, loss: 1.1924, grad_norm: 4.9365 2021-06-05 00:02:09,719 - mmaction - INFO - Epoch [28][180/1243] lr: 7.500e-03, eta: 23:44:43, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7076, top5_acc: 0.8901, loss_cls: 1.1573, loss: 1.1573, grad_norm: 4.8858 2021-06-05 00:02:28,137 - mmaction - INFO - Epoch [28][200/1243] lr: 7.500e-03, eta: 23:44:23, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7169, top5_acc: 0.8865, loss_cls: 1.1283, loss: 1.1283, grad_norm: 4.8038 2021-06-05 00:02:46,604 - mmaction - INFO - Epoch [28][220/1243] lr: 7.500e-03, eta: 23:44:03, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7174, top5_acc: 0.8927, loss_cls: 1.1147, loss: 1.1147, grad_norm: 4.7640 2021-06-05 00:03:04,949 - mmaction - INFO - Epoch [28][240/1243] lr: 7.500e-03, eta: 23:43:43, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7073, top5_acc: 0.8878, loss_cls: 1.1664, loss: 1.1664, grad_norm: 5.1124 2021-06-05 00:03:23,295 - mmaction - INFO - Epoch [28][260/1243] lr: 7.500e-03, eta: 23:43:23, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7115, top5_acc: 0.8924, loss_cls: 1.1228, loss: 1.1228, grad_norm: 5.0625 2021-06-05 00:03:41,614 - mmaction - INFO - Epoch [28][280/1243] lr: 7.500e-03, eta: 23:43:02, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7034, top5_acc: 0.8789, loss_cls: 1.1927, loss: 1.1927, grad_norm: 5.1614 2021-06-05 00:03:59,966 - mmaction - INFO - Epoch [28][300/1243] lr: 7.500e-03, eta: 23:42:42, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7107, top5_acc: 0.8867, loss_cls: 1.1432, loss: 1.1432, grad_norm: 4.7378 2021-06-05 00:04:18,414 - mmaction - INFO - Epoch [28][320/1243] lr: 7.500e-03, eta: 23:42:22, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.7180, top5_acc: 0.8823, loss_cls: 1.1572, loss: 1.1572, grad_norm: 4.8025 2021-06-05 00:04:36,929 - mmaction - INFO - Epoch [28][340/1243] lr: 7.500e-03, eta: 23:42:02, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.7214, top5_acc: 0.8943, loss_cls: 1.1058, loss: 1.1058, grad_norm: 5.1783 2021-06-05 00:04:55,295 - mmaction - INFO - Epoch [28][360/1243] lr: 7.500e-03, eta: 23:41:42, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7036, top5_acc: 0.8904, loss_cls: 1.1511, loss: 1.1511, grad_norm: 4.9876 2021-06-05 00:05:13,709 - mmaction - INFO - Epoch [28][380/1243] lr: 7.500e-03, eta: 23:41:22, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7159, top5_acc: 0.8984, loss_cls: 1.0962, loss: 1.0962, grad_norm: 5.0737 2021-06-05 00:05:32,047 - mmaction - INFO - Epoch [28][400/1243] lr: 7.500e-03, eta: 23:41:01, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6995, top5_acc: 0.8779, loss_cls: 1.2041, loss: 1.2041, grad_norm: 6.9114 2021-06-05 00:05:50,380 - mmaction - INFO - Epoch [28][420/1243] lr: 7.500e-03, eta: 23:40:41, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6919, top5_acc: 0.8737, loss_cls: 1.2498, loss: 1.2498, grad_norm: 5.8988 2021-06-05 00:06:08,706 - mmaction - INFO - Epoch [28][440/1243] lr: 7.500e-03, eta: 23:40:21, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7034, top5_acc: 0.8904, loss_cls: 1.1946, loss: 1.1946, grad_norm: 5.6653 2021-06-05 00:06:27,099 - mmaction - INFO - Epoch [28][460/1243] lr: 7.500e-03, eta: 23:40:01, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7138, top5_acc: 0.8846, loss_cls: 1.1317, loss: 1.1317, grad_norm: 5.0889 2021-06-05 00:06:45,508 - mmaction - INFO - Epoch [28][480/1243] lr: 7.500e-03, eta: 23:39:41, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7102, top5_acc: 0.8846, loss_cls: 1.1553, loss: 1.1553, grad_norm: 4.8696 2021-06-05 00:07:03,846 - mmaction - INFO - Epoch [28][500/1243] lr: 7.500e-03, eta: 23:39:20, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7060, top5_acc: 0.8815, loss_cls: 1.1820, loss: 1.1820, grad_norm: 5.1233 2021-06-05 00:07:22,256 - mmaction - INFO - Epoch [28][520/1243] lr: 7.500e-03, eta: 23:39:00, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7000, top5_acc: 0.8839, loss_cls: 1.2184, loss: 1.2184, grad_norm: 5.4121 2021-06-05 00:07:40,658 - mmaction - INFO - Epoch [28][540/1243] lr: 7.500e-03, eta: 23:38:40, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7068, top5_acc: 0.8956, loss_cls: 1.1210, loss: 1.1210, grad_norm: 5.0177 2021-06-05 00:07:59,048 - mmaction - INFO - Epoch [28][560/1243] lr: 7.500e-03, eta: 23:38:20, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6893, top5_acc: 0.8768, loss_cls: 1.2350, loss: 1.2350, grad_norm: 4.8725 2021-06-05 00:08:17,464 - mmaction - INFO - Epoch [28][580/1243] lr: 7.500e-03, eta: 23:38:00, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7203, top5_acc: 0.8964, loss_cls: 1.1277, loss: 1.1277, grad_norm: 5.1124 2021-06-05 00:08:35,816 - mmaction - INFO - Epoch [28][600/1243] lr: 7.500e-03, eta: 23:37:40, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.7063, top5_acc: 0.8826, loss_cls: 1.1666, loss: 1.1666, grad_norm: 5.3451 2021-06-05 00:08:54,262 - mmaction - INFO - Epoch [28][620/1243] lr: 7.500e-03, eta: 23:37:20, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.6990, top5_acc: 0.8844, loss_cls: 1.1709, loss: 1.1709, grad_norm: 4.9987 2021-06-05 00:09:12,641 - mmaction - INFO - Epoch [28][640/1243] lr: 7.500e-03, eta: 23:36:59, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7099, top5_acc: 0.8857, loss_cls: 1.1591, loss: 1.1591, grad_norm: 4.9915 2021-06-05 00:09:31,033 - mmaction - INFO - Epoch [28][660/1243] lr: 7.500e-03, eta: 23:36:39, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7167, top5_acc: 0.8888, loss_cls: 1.1422, loss: 1.1422, grad_norm: 5.3794 2021-06-05 00:09:49,433 - mmaction - INFO - Epoch [28][680/1243] lr: 7.500e-03, eta: 23:36:19, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7057, top5_acc: 0.8878, loss_cls: 1.1626, loss: 1.1626, grad_norm: 5.0707 2021-06-05 00:10:07,802 - mmaction - INFO - Epoch [28][700/1243] lr: 7.500e-03, eta: 23:35:59, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7065, top5_acc: 0.8859, loss_cls: 1.1813, loss: 1.1813, grad_norm: 4.9541 2021-06-05 00:10:26,158 - mmaction - INFO - Epoch [28][720/1243] lr: 7.500e-03, eta: 23:35:39, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7055, top5_acc: 0.8870, loss_cls: 1.1560, loss: 1.1560, grad_norm: 4.9282 2021-06-05 00:10:44,535 - mmaction - INFO - Epoch [28][740/1243] lr: 7.500e-03, eta: 23:35:19, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6815, top5_acc: 0.8753, loss_cls: 1.2539, loss: 1.2539, grad_norm: 7.9494 2021-06-05 00:11:02,967 - mmaction - INFO - Epoch [28][760/1243] lr: 7.500e-03, eta: 23:34:58, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6880, top5_acc: 0.8810, loss_cls: 1.2354, loss: 1.2354, grad_norm: 5.7171 2021-06-05 00:11:21,422 - mmaction - INFO - Epoch [28][780/1243] lr: 7.500e-03, eta: 23:34:38, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6924, top5_acc: 0.8776, loss_cls: 1.2078, loss: 1.2078, grad_norm: 6.0147 2021-06-05 00:11:39,798 - mmaction - INFO - Epoch [28][800/1243] lr: 7.500e-03, eta: 23:34:18, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7016, top5_acc: 0.8849, loss_cls: 1.1898, loss: 1.1898, grad_norm: 5.2767 2021-06-05 00:11:58,230 - mmaction - INFO - Epoch [28][820/1243] lr: 7.500e-03, eta: 23:33:58, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7023, top5_acc: 0.8779, loss_cls: 1.2028, loss: 1.2028, grad_norm: 4.9959 2021-06-05 00:12:16,626 - mmaction - INFO - Epoch [28][840/1243] lr: 7.500e-03, eta: 23:33:38, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.6977, top5_acc: 0.8797, loss_cls: 1.2076, loss: 1.2076, grad_norm: 5.0457 2021-06-05 00:12:35,008 - mmaction - INFO - Epoch [28][860/1243] lr: 7.500e-03, eta: 23:33:18, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6995, top5_acc: 0.8786, loss_cls: 1.2110, loss: 1.2110, grad_norm: 5.5876 2021-06-05 00:12:53,358 - mmaction - INFO - Epoch [28][880/1243] lr: 7.500e-03, eta: 23:32:58, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7091, top5_acc: 0.8865, loss_cls: 1.1641, loss: 1.1641, grad_norm: 4.9850 2021-06-05 00:13:11,822 - mmaction - INFO - Epoch [28][900/1243] lr: 7.500e-03, eta: 23:32:38, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.6974, top5_acc: 0.8810, loss_cls: 1.1994, loss: 1.1994, grad_norm: 5.0320 2021-06-05 00:13:30,228 - mmaction - INFO - Epoch [28][920/1243] lr: 7.500e-03, eta: 23:32:18, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7055, top5_acc: 0.8891, loss_cls: 1.1545, loss: 1.1545, grad_norm: 4.8116 2021-06-05 00:13:48,576 - mmaction - INFO - Epoch [28][940/1243] lr: 7.500e-03, eta: 23:31:58, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7068, top5_acc: 0.8737, loss_cls: 1.2229, loss: 1.2229, grad_norm: 5.0473 2021-06-05 00:14:06,971 - mmaction - INFO - Epoch [28][960/1243] lr: 7.500e-03, eta: 23:31:38, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7013, top5_acc: 0.8909, loss_cls: 1.1616, loss: 1.1616, grad_norm: 5.4355 2021-06-05 00:14:25,384 - mmaction - INFO - Epoch [28][980/1243] lr: 7.500e-03, eta: 23:31:17, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7076, top5_acc: 0.8859, loss_cls: 1.1624, loss: 1.1624, grad_norm: 5.0276 2021-06-05 00:14:43,834 - mmaction - INFO - Epoch [28][1000/1243] lr: 7.500e-03, eta: 23:30:58, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.6919, top5_acc: 0.8779, loss_cls: 1.1980, loss: 1.1980, grad_norm: 5.7127 2021-06-05 00:15:02,187 - mmaction - INFO - Epoch [28][1020/1243] lr: 7.500e-03, eta: 23:30:37, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6966, top5_acc: 0.8807, loss_cls: 1.1984, loss: 1.1984, grad_norm: 5.7642 2021-06-05 00:15:20,578 - mmaction - INFO - Epoch [28][1040/1243] lr: 7.500e-03, eta: 23:30:17, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7159, top5_acc: 0.8917, loss_cls: 1.1622, loss: 1.1622, grad_norm: 5.2478 2021-06-05 00:15:38,966 - mmaction - INFO - Epoch [28][1060/1243] lr: 7.500e-03, eta: 23:29:57, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6859, top5_acc: 0.8807, loss_cls: 1.2309, loss: 1.2309, grad_norm: 5.5209 2021-06-05 00:15:57,374 - mmaction - INFO - Epoch [28][1080/1243] lr: 7.500e-03, eta: 23:29:37, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7070, top5_acc: 0.8893, loss_cls: 1.1545, loss: 1.1545, grad_norm: 5.1728 2021-06-05 00:16:15,796 - mmaction - INFO - Epoch [28][1100/1243] lr: 7.500e-03, eta: 23:29:17, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.7068, top5_acc: 0.8823, loss_cls: 1.1786, loss: 1.1786, grad_norm: 5.0127 2021-06-05 00:16:34,122 - mmaction - INFO - Epoch [28][1120/1243] lr: 7.500e-03, eta: 23:28:57, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7029, top5_acc: 0.8875, loss_cls: 1.1740, loss: 1.1740, grad_norm: 5.1882 2021-06-05 00:16:52,501 - mmaction - INFO - Epoch [28][1140/1243] lr: 7.500e-03, eta: 23:28:37, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7073, top5_acc: 0.8792, loss_cls: 1.2159, loss: 1.2159, grad_norm: 5.2133 2021-06-05 00:17:10,900 - mmaction - INFO - Epoch [28][1160/1243] lr: 7.500e-03, eta: 23:28:17, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.6924, top5_acc: 0.8747, loss_cls: 1.2558, loss: 1.2558, grad_norm: 4.9879 2021-06-05 00:17:29,448 - mmaction - INFO - Epoch [28][1180/1243] lr: 7.500e-03, eta: 23:27:57, time: 0.928, data_time: 0.001, memory: 18352, top1_acc: 0.6979, top5_acc: 0.8779, loss_cls: 1.2178, loss: 1.2178, grad_norm: 5.5173 2021-06-05 00:17:47,866 - mmaction - INFO - Epoch [28][1200/1243] lr: 7.500e-03, eta: 23:27:37, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.6945, top5_acc: 0.8839, loss_cls: 1.1692, loss: 1.1692, grad_norm: 5.1465 2021-06-05 00:18:06,327 - mmaction - INFO - Epoch [28][1220/1243] lr: 7.500e-03, eta: 23:27:17, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.6901, top5_acc: 0.8812, loss_cls: 1.2050, loss: 1.2050, grad_norm: 5.7156 2021-06-05 00:18:24,591 - mmaction - INFO - Epoch [28][1240/1243] lr: 7.500e-03, eta: 23:26:57, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7055, top5_acc: 0.8870, loss_cls: 1.1828, loss: 1.1828, grad_norm: 4.8576 2021-06-05 00:20:47,763 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 00:20:48,405 - mmaction - INFO - top1_acc 0.7198 top5_acc 0.9025 2021-06-05 00:20:48,405 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 00:20:48,428 - mmaction - INFO - mean_acc 0.7198 2021-06-05 00:20:48,432 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-06-05 00:20:49,527 - mmaction - INFO - Epoch(val) [28][104] top1_acc: 0.7198, top5_acc: 0.9025, mean_class_accuracy: 0.7198 2021-06-05 00:21:34,205 - mmaction - INFO - Epoch [29][20/1243] lr: 7.500e-03, eta: 23:27:34, time: 2.233, data_time: 1.319, memory: 18352, top1_acc: 0.7232, top5_acc: 0.8997, loss_cls: 1.1009, loss: 1.1009, grad_norm: 5.0009 2021-06-05 00:21:52,663 - mmaction - INFO - Epoch [29][40/1243] lr: 7.500e-03, eta: 23:27:14, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7323, top5_acc: 0.8958, loss_cls: 1.1070, loss: 1.1070, grad_norm: 4.9565 2021-06-05 00:22:11,017 - mmaction - INFO - Epoch [29][60/1243] lr: 7.500e-03, eta: 23:26:54, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7198, top5_acc: 0.8867, loss_cls: 1.1212, loss: 1.1212, grad_norm: 5.5360 2021-06-05 00:22:29,357 - mmaction - INFO - Epoch [29][80/1243] lr: 7.500e-03, eta: 23:26:33, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7068, top5_acc: 0.8846, loss_cls: 1.1701, loss: 1.1701, grad_norm: 5.4388 2021-06-05 00:22:47,694 - mmaction - INFO - Epoch [29][100/1243] lr: 7.500e-03, eta: 23:26:13, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7221, top5_acc: 0.8870, loss_cls: 1.1303, loss: 1.1303, grad_norm: 5.2471 2021-06-05 00:23:06,059 - mmaction - INFO - Epoch [29][120/1243] lr: 7.500e-03, eta: 23:25:53, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7044, top5_acc: 0.8935, loss_cls: 1.1618, loss: 1.1618, grad_norm: 5.5807 2021-06-05 00:23:24,481 - mmaction - INFO - Epoch [29][140/1243] lr: 7.500e-03, eta: 23:25:33, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7141, top5_acc: 0.8862, loss_cls: 1.1324, loss: 1.1324, grad_norm: 5.7978 2021-06-05 00:23:42,822 - mmaction - INFO - Epoch [29][160/1243] lr: 7.500e-03, eta: 23:25:13, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7042, top5_acc: 0.8833, loss_cls: 1.1644, loss: 1.1644, grad_norm: 5.2007 2021-06-05 00:24:01,189 - mmaction - INFO - Epoch [29][180/1243] lr: 7.500e-03, eta: 23:24:53, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7029, top5_acc: 0.8862, loss_cls: 1.1544, loss: 1.1544, grad_norm: 5.0798 2021-06-05 00:24:19,578 - mmaction - INFO - Epoch [29][200/1243] lr: 7.500e-03, eta: 23:24:32, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7214, top5_acc: 0.8924, loss_cls: 1.1140, loss: 1.1140, grad_norm: 4.8885 2021-06-05 00:24:37,965 - mmaction - INFO - Epoch [29][220/1243] lr: 7.500e-03, eta: 23:24:12, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7143, top5_acc: 0.8815, loss_cls: 1.1683, loss: 1.1683, grad_norm: 5.2979 2021-06-05 00:24:56,352 - mmaction - INFO - Epoch [29][240/1243] lr: 7.500e-03, eta: 23:23:52, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6997, top5_acc: 0.8802, loss_cls: 1.1838, loss: 1.1838, grad_norm: 5.4791 2021-06-05 00:25:14,777 - mmaction - INFO - Epoch [29][260/1243] lr: 7.500e-03, eta: 23:23:32, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7112, top5_acc: 0.8852, loss_cls: 1.1775, loss: 1.1775, grad_norm: 5.2062 2021-06-05 00:25:33,152 - mmaction - INFO - Epoch [29][280/1243] lr: 7.500e-03, eta: 23:23:12, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7021, top5_acc: 0.8885, loss_cls: 1.1626, loss: 1.1626, grad_norm: 5.3151 2021-06-05 00:25:51,534 - mmaction - INFO - Epoch [29][300/1243] lr: 7.500e-03, eta: 23:22:52, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7049, top5_acc: 0.8818, loss_cls: 1.2043, loss: 1.2043, grad_norm: 5.9195 2021-06-05 00:26:09,937 - mmaction - INFO - Epoch [29][320/1243] lr: 7.500e-03, eta: 23:22:32, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6974, top5_acc: 0.8810, loss_cls: 1.2013, loss: 1.2013, grad_norm: 5.8986 2021-06-05 00:26:28,386 - mmaction - INFO - Epoch [29][340/1243] lr: 7.500e-03, eta: 23:22:12, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7109, top5_acc: 0.8919, loss_cls: 1.1410, loss: 1.1410, grad_norm: 5.4733 2021-06-05 00:26:46,725 - mmaction - INFO - Epoch [29][360/1243] lr: 7.500e-03, eta: 23:21:52, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7107, top5_acc: 0.8794, loss_cls: 1.1853, loss: 1.1853, grad_norm: 5.0033 2021-06-05 00:27:05,163 - mmaction - INFO - Epoch [29][380/1243] lr: 7.500e-03, eta: 23:21:32, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.6990, top5_acc: 0.8891, loss_cls: 1.1591, loss: 1.1591, grad_norm: 5.1909 2021-06-05 00:27:23,547 - mmaction - INFO - Epoch [29][400/1243] lr: 7.500e-03, eta: 23:21:12, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7086, top5_acc: 0.8872, loss_cls: 1.1414, loss: 1.1414, grad_norm: 5.1606 2021-06-05 00:27:41,891 - mmaction - INFO - Epoch [29][420/1243] lr: 7.500e-03, eta: 23:20:51, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6995, top5_acc: 0.8867, loss_cls: 1.1780, loss: 1.1780, grad_norm: 5.2141 2021-06-05 00:28:00,150 - mmaction - INFO - Epoch [29][440/1243] lr: 7.500e-03, eta: 23:20:31, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7029, top5_acc: 0.8852, loss_cls: 1.1636, loss: 1.1636, grad_norm: 5.0396 2021-06-05 00:28:18,524 - mmaction - INFO - Epoch [29][460/1243] lr: 7.500e-03, eta: 23:20:11, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7242, top5_acc: 0.8930, loss_cls: 1.1294, loss: 1.1294, grad_norm: 5.0616 2021-06-05 00:28:36,969 - mmaction - INFO - Epoch [29][480/1243] lr: 7.500e-03, eta: 23:19:51, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.7099, top5_acc: 0.8893, loss_cls: 1.1494, loss: 1.1494, grad_norm: 5.1326 2021-06-05 00:28:55,366 - mmaction - INFO - Epoch [29][500/1243] lr: 7.500e-03, eta: 23:19:31, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7047, top5_acc: 0.8885, loss_cls: 1.1522, loss: 1.1522, grad_norm: 5.9469 2021-06-05 00:29:13,740 - mmaction - INFO - Epoch [29][520/1243] lr: 7.500e-03, eta: 23:19:11, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7010, top5_acc: 0.8891, loss_cls: 1.2042, loss: 1.2042, grad_norm: 5.5302 2021-06-05 00:29:32,120 - mmaction - INFO - Epoch [29][540/1243] lr: 7.500e-03, eta: 23:18:51, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7086, top5_acc: 0.8862, loss_cls: 1.1366, loss: 1.1366, grad_norm: 5.2609 2021-06-05 00:29:50,464 - mmaction - INFO - Epoch [29][560/1243] lr: 7.500e-03, eta: 23:18:30, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7107, top5_acc: 0.8846, loss_cls: 1.1344, loss: 1.1344, grad_norm: 5.1369 2021-06-05 00:30:08,871 - mmaction - INFO - Epoch [29][580/1243] lr: 7.500e-03, eta: 23:18:10, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7073, top5_acc: 0.8938, loss_cls: 1.1584, loss: 1.1584, grad_norm: 5.3685 2021-06-05 00:30:27,290 - mmaction - INFO - Epoch [29][600/1243] lr: 7.500e-03, eta: 23:17:50, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7081, top5_acc: 0.8885, loss_cls: 1.1449, loss: 1.1449, grad_norm: 5.2050 2021-06-05 00:30:45,733 - mmaction - INFO - Epoch [29][620/1243] lr: 7.500e-03, eta: 23:17:30, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7000, top5_acc: 0.8797, loss_cls: 1.1794, loss: 1.1794, grad_norm: 5.2321 2021-06-05 00:31:04,098 - mmaction - INFO - Epoch [29][640/1243] lr: 7.500e-03, eta: 23:17:10, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7044, top5_acc: 0.8828, loss_cls: 1.1731, loss: 1.1731, grad_norm: 5.0952 2021-06-05 00:31:22,522 - mmaction - INFO - Epoch [29][660/1243] lr: 7.500e-03, eta: 23:16:50, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7049, top5_acc: 0.8831, loss_cls: 1.1808, loss: 1.1808, grad_norm: 5.2355 2021-06-05 00:31:41,036 - mmaction - INFO - Epoch [29][680/1243] lr: 7.500e-03, eta: 23:16:31, time: 0.925, data_time: 0.000, memory: 18352, top1_acc: 0.6893, top5_acc: 0.8831, loss_cls: 1.1981, loss: 1.1981, grad_norm: 5.6640 2021-06-05 00:31:59,492 - mmaction - INFO - Epoch [29][700/1243] lr: 7.500e-03, eta: 23:16:11, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7036, top5_acc: 0.8867, loss_cls: 1.1735, loss: 1.1735, grad_norm: 5.3364 2021-06-05 00:32:17,907 - mmaction - INFO - Epoch [29][720/1243] lr: 7.500e-03, eta: 23:15:51, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.7143, top5_acc: 0.8914, loss_cls: 1.1299, loss: 1.1299, grad_norm: 5.1776 2021-06-05 00:32:36,391 - mmaction - INFO - Epoch [29][740/1243] lr: 7.500e-03, eta: 23:15:31, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.7122, top5_acc: 0.8904, loss_cls: 1.1235, loss: 1.1235, grad_norm: 5.1845 2021-06-05 00:32:54,670 - mmaction - INFO - Epoch [29][760/1243] lr: 7.500e-03, eta: 23:15:10, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7128, top5_acc: 0.8859, loss_cls: 1.1747, loss: 1.1747, grad_norm: 4.9137 2021-06-05 00:33:13,030 - mmaction - INFO - Epoch [29][780/1243] lr: 7.500e-03, eta: 23:14:50, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7005, top5_acc: 0.8854, loss_cls: 1.1921, loss: 1.1921, grad_norm: 5.5906 2021-06-05 00:33:31,413 - mmaction - INFO - Epoch [29][800/1243] lr: 7.500e-03, eta: 23:14:30, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7047, top5_acc: 0.8807, loss_cls: 1.1942, loss: 1.1942, grad_norm: 5.7718 2021-06-05 00:33:49,726 - mmaction - INFO - Epoch [29][820/1243] lr: 7.500e-03, eta: 23:14:10, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7133, top5_acc: 0.8875, loss_cls: 1.1697, loss: 1.1697, grad_norm: 5.0679 2021-06-05 00:34:08,145 - mmaction - INFO - Epoch [29][840/1243] lr: 7.500e-03, eta: 23:13:50, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6911, top5_acc: 0.8802, loss_cls: 1.2236, loss: 1.2236, grad_norm: 5.7923 2021-06-05 00:34:26,507 - mmaction - INFO - Epoch [29][860/1243] lr: 7.500e-03, eta: 23:13:30, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7036, top5_acc: 0.8802, loss_cls: 1.1773, loss: 1.1773, grad_norm: 5.3762 2021-06-05 00:34:44,921 - mmaction - INFO - Epoch [29][880/1243] lr: 7.500e-03, eta: 23:13:10, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6930, top5_acc: 0.8805, loss_cls: 1.2145, loss: 1.2145, grad_norm: 5.3799 2021-06-05 00:35:03,274 - mmaction - INFO - Epoch [29][900/1243] lr: 7.500e-03, eta: 23:12:50, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7031, top5_acc: 0.8820, loss_cls: 1.1778, loss: 1.1778, grad_norm: 5.6533 2021-06-05 00:35:21,782 - mmaction - INFO - Epoch [29][920/1243] lr: 7.500e-03, eta: 23:12:30, time: 0.926, data_time: 0.002, memory: 18352, top1_acc: 0.6969, top5_acc: 0.8826, loss_cls: 1.1997, loss: 1.1997, grad_norm: 5.4657 2021-06-05 00:35:40,193 - mmaction - INFO - Epoch [29][940/1243] lr: 7.500e-03, eta: 23:12:10, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7065, top5_acc: 0.8771, loss_cls: 1.1868, loss: 1.1868, grad_norm: 5.6253 2021-06-05 00:35:58,630 - mmaction - INFO - Epoch [29][960/1243] lr: 7.500e-03, eta: 23:11:50, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.7026, top5_acc: 0.8768, loss_cls: 1.1964, loss: 1.1964, grad_norm: 5.2503 2021-06-05 00:36:17,038 - mmaction - INFO - Epoch [29][980/1243] lr: 7.500e-03, eta: 23:11:30, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7023, top5_acc: 0.8888, loss_cls: 1.1627, loss: 1.1627, grad_norm: 5.0724 2021-06-05 00:36:35,512 - mmaction - INFO - Epoch [29][1000/1243] lr: 7.500e-03, eta: 23:11:10, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.7091, top5_acc: 0.8849, loss_cls: 1.1554, loss: 1.1554, grad_norm: 5.3643 2021-06-05 00:36:53,888 - mmaction - INFO - Epoch [29][1020/1243] lr: 7.500e-03, eta: 23:10:50, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6958, top5_acc: 0.8750, loss_cls: 1.2174, loss: 1.2174, grad_norm: 5.2053 2021-06-05 00:37:12,304 - mmaction - INFO - Epoch [29][1040/1243] lr: 7.500e-03, eta: 23:10:30, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7026, top5_acc: 0.8862, loss_cls: 1.1789, loss: 1.1789, grad_norm: 5.0414 2021-06-05 00:37:30,714 - mmaction - INFO - Epoch [29][1060/1243] lr: 7.500e-03, eta: 23:10:10, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7052, top5_acc: 0.8878, loss_cls: 1.1690, loss: 1.1690, grad_norm: 6.3670 2021-06-05 00:37:49,127 - mmaction - INFO - Epoch [29][1080/1243] lr: 7.500e-03, eta: 23:09:50, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6977, top5_acc: 0.8846, loss_cls: 1.1760, loss: 1.1760, grad_norm: 5.6505 2021-06-05 00:38:07,484 - mmaction - INFO - Epoch [29][1100/1243] lr: 7.500e-03, eta: 23:09:30, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6867, top5_acc: 0.8841, loss_cls: 1.2054, loss: 1.2054, grad_norm: 5.8460 2021-06-05 00:38:25,858 - mmaction - INFO - Epoch [29][1120/1243] lr: 7.500e-03, eta: 23:09:10, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6823, top5_acc: 0.8669, loss_cls: 1.2637, loss: 1.2637, grad_norm: 5.4153 2021-06-05 00:38:44,251 - mmaction - INFO - Epoch [29][1140/1243] lr: 7.500e-03, eta: 23:08:50, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.7010, top5_acc: 0.8885, loss_cls: 1.1604, loss: 1.1604, grad_norm: 4.9524 2021-06-05 00:39:02,660 - mmaction - INFO - Epoch [29][1160/1243] lr: 7.500e-03, eta: 23:08:30, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7081, top5_acc: 0.8943, loss_cls: 1.1387, loss: 1.1387, grad_norm: 5.0665 2021-06-05 00:39:21,090 - mmaction - INFO - Epoch [29][1180/1243] lr: 7.500e-03, eta: 23:08:10, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6914, top5_acc: 0.8870, loss_cls: 1.1809, loss: 1.1809, grad_norm: 5.0416 2021-06-05 00:39:39,501 - mmaction - INFO - Epoch [29][1200/1243] lr: 7.500e-03, eta: 23:07:50, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.7086, top5_acc: 0.8841, loss_cls: 1.1469, loss: 1.1469, grad_norm: 5.1758 2021-06-05 00:39:57,916 - mmaction - INFO - Epoch [29][1220/1243] lr: 7.500e-03, eta: 23:07:30, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7086, top5_acc: 0.8909, loss_cls: 1.1344, loss: 1.1344, grad_norm: 5.2218 2021-06-05 00:40:16,045 - mmaction - INFO - Epoch [29][1240/1243] lr: 7.500e-03, eta: 23:07:10, time: 0.908, data_time: 0.002, memory: 18352, top1_acc: 0.7094, top5_acc: 0.8844, loss_cls: 1.1517, loss: 1.1517, grad_norm: 4.8404 2021-06-05 00:42:39,729 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 00:42:40,381 - mmaction - INFO - top1_acc 0.7156 top5_acc 0.8998 2021-06-05 00:42:40,381 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 00:42:40,403 - mmaction - INFO - mean_acc 0.7155 2021-06-05 00:42:40,408 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-06-05 00:42:41,521 - mmaction - INFO - Epoch(val) [29][104] top1_acc: 0.7156, top5_acc: 0.8998, mean_class_accuracy: 0.7155 2021-06-05 00:43:26,084 - mmaction - INFO - Epoch [30][20/1243] lr: 7.500e-03, eta: 23:07:44, time: 2.228, data_time: 1.268, memory: 18352, top1_acc: 0.7135, top5_acc: 0.8964, loss_cls: 1.1279, loss: 1.1279, grad_norm: 4.7666 2021-06-05 00:43:44,497 - mmaction - INFO - Epoch [30][40/1243] lr: 7.500e-03, eta: 23:07:24, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7169, top5_acc: 0.8901, loss_cls: 1.1512, loss: 1.1512, grad_norm: 5.0275 2021-06-05 00:44:02,846 - mmaction - INFO - Epoch [30][60/1243] lr: 7.500e-03, eta: 23:07:04, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7141, top5_acc: 0.8964, loss_cls: 1.1028, loss: 1.1028, grad_norm: 5.1858 2021-06-05 00:44:21,201 - mmaction - INFO - Epoch [30][80/1243] lr: 7.500e-03, eta: 23:06:44, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7305, top5_acc: 0.8966, loss_cls: 1.0768, loss: 1.0768, grad_norm: 5.5144 2021-06-05 00:44:39,577 - mmaction - INFO - Epoch [30][100/1243] lr: 7.500e-03, eta: 23:06:24, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7198, top5_acc: 0.8893, loss_cls: 1.1290, loss: 1.1290, grad_norm: 5.5293 2021-06-05 00:44:57,895 - mmaction - INFO - Epoch [30][120/1243] lr: 7.500e-03, eta: 23:06:03, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7161, top5_acc: 0.8862, loss_cls: 1.1377, loss: 1.1377, grad_norm: 5.1460 2021-06-05 00:45:16,314 - mmaction - INFO - Epoch [30][140/1243] lr: 7.500e-03, eta: 23:05:43, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7177, top5_acc: 0.8828, loss_cls: 1.1268, loss: 1.1268, grad_norm: 5.1187 2021-06-05 00:45:34,712 - mmaction - INFO - Epoch [30][160/1243] lr: 7.500e-03, eta: 23:05:23, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7135, top5_acc: 0.8935, loss_cls: 1.1298, loss: 1.1298, grad_norm: 5.2042 2021-06-05 00:45:53,100 - mmaction - INFO - Epoch [30][180/1243] lr: 7.500e-03, eta: 23:05:03, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7188, top5_acc: 0.8927, loss_cls: 1.0959, loss: 1.0959, grad_norm: 5.6459 2021-06-05 00:46:11,530 - mmaction - INFO - Epoch [30][200/1243] lr: 7.500e-03, eta: 23:04:43, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7112, top5_acc: 0.8872, loss_cls: 1.1474, loss: 1.1474, grad_norm: 5.8943 2021-06-05 00:46:29,945 - mmaction - INFO - Epoch [30][220/1243] lr: 7.500e-03, eta: 23:04:23, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7154, top5_acc: 0.8893, loss_cls: 1.1324, loss: 1.1324, grad_norm: 5.0805 2021-06-05 00:46:48,373 - mmaction - INFO - Epoch [30][240/1243] lr: 7.500e-03, eta: 23:04:03, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7188, top5_acc: 0.8932, loss_cls: 1.1122, loss: 1.1122, grad_norm: 5.0803 2021-06-05 00:47:06,762 - mmaction - INFO - Epoch [30][260/1243] lr: 7.500e-03, eta: 23:03:43, time: 0.921, data_time: 0.003, memory: 18352, top1_acc: 0.7034, top5_acc: 0.8797, loss_cls: 1.1835, loss: 1.1835, grad_norm: 8.7779 2021-06-05 00:47:25,199 - mmaction - INFO - Epoch [30][280/1243] lr: 7.500e-03, eta: 23:03:23, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.6878, top5_acc: 0.8708, loss_cls: 1.2734, loss: 1.2734, grad_norm: 6.2774 2021-06-05 00:47:43,644 - mmaction - INFO - Epoch [30][300/1243] lr: 7.500e-03, eta: 23:03:04, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7141, top5_acc: 0.8846, loss_cls: 1.1633, loss: 1.1633, grad_norm: 5.7384 2021-06-05 00:48:02,045 - mmaction - INFO - Epoch [30][320/1243] lr: 7.500e-03, eta: 23:02:44, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6927, top5_acc: 0.8773, loss_cls: 1.2128, loss: 1.2128, grad_norm: 5.5723 2021-06-05 00:48:20,479 - mmaction - INFO - Epoch [30][340/1243] lr: 7.500e-03, eta: 23:02:24, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.7104, top5_acc: 0.8857, loss_cls: 1.1540, loss: 1.1540, grad_norm: 5.5179 2021-06-05 00:48:38,956 - mmaction - INFO - Epoch [30][360/1243] lr: 7.500e-03, eta: 23:02:04, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.7003, top5_acc: 0.8846, loss_cls: 1.1922, loss: 1.1922, grad_norm: 5.3192 2021-06-05 00:48:57,290 - mmaction - INFO - Epoch [30][380/1243] lr: 7.500e-03, eta: 23:01:44, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7044, top5_acc: 0.8828, loss_cls: 1.2037, loss: 1.2037, grad_norm: 5.3960 2021-06-05 00:49:15,671 - mmaction - INFO - Epoch [30][400/1243] lr: 7.500e-03, eta: 23:01:24, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7060, top5_acc: 0.8818, loss_cls: 1.1901, loss: 1.1901, grad_norm: 5.7313 2021-06-05 00:49:34,013 - mmaction - INFO - Epoch [30][420/1243] lr: 7.500e-03, eta: 23:01:03, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7083, top5_acc: 0.8844, loss_cls: 1.1466, loss: 1.1466, grad_norm: 5.7024 2021-06-05 00:49:52,327 - mmaction - INFO - Epoch [30][440/1243] lr: 7.500e-03, eta: 23:00:43, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7073, top5_acc: 0.8875, loss_cls: 1.1436, loss: 1.1436, grad_norm: 5.3483 2021-06-05 00:50:10,659 - mmaction - INFO - Epoch [30][460/1243] lr: 7.500e-03, eta: 23:00:23, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7109, top5_acc: 0.8807, loss_cls: 1.1811, loss: 1.1811, grad_norm: 5.9584 2021-06-05 00:50:28,965 - mmaction - INFO - Epoch [30][480/1243] lr: 7.500e-03, eta: 23:00:03, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.6995, top5_acc: 0.8867, loss_cls: 1.1971, loss: 1.1971, grad_norm: 5.5409 2021-06-05 00:50:47,313 - mmaction - INFO - Epoch [30][500/1243] lr: 7.500e-03, eta: 22:59:43, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.6930, top5_acc: 0.8766, loss_cls: 1.2150, loss: 1.2150, grad_norm: 5.5825 2021-06-05 00:51:05,705 - mmaction - INFO - Epoch [30][520/1243] lr: 7.500e-03, eta: 22:59:23, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7042, top5_acc: 0.8826, loss_cls: 1.1756, loss: 1.1756, grad_norm: 6.2523 2021-06-05 00:51:24,122 - mmaction - INFO - Epoch [30][540/1243] lr: 7.500e-03, eta: 22:59:03, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7008, top5_acc: 0.8789, loss_cls: 1.2015, loss: 1.2015, grad_norm: 5.2731 2021-06-05 00:51:42,541 - mmaction - INFO - Epoch [30][560/1243] lr: 7.500e-03, eta: 22:58:43, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.6961, top5_acc: 0.8857, loss_cls: 1.2077, loss: 1.2077, grad_norm: 5.5705 2021-06-05 00:52:00,973 - mmaction - INFO - Epoch [30][580/1243] lr: 7.500e-03, eta: 22:58:23, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7193, top5_acc: 0.8924, loss_cls: 1.1000, loss: 1.1000, grad_norm: 5.1285 2021-06-05 00:52:19,347 - mmaction - INFO - Epoch [30][600/1243] lr: 7.500e-03, eta: 22:58:03, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.6992, top5_acc: 0.8867, loss_cls: 1.1831, loss: 1.1831, grad_norm: 5.2459 2021-06-05 00:52:37,749 - mmaction - INFO - Epoch [30][620/1243] lr: 7.500e-03, eta: 22:57:43, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7086, top5_acc: 0.8867, loss_cls: 1.1573, loss: 1.1573, grad_norm: 5.1052 2021-06-05 00:52:56,123 - mmaction - INFO - Epoch [30][640/1243] lr: 7.500e-03, eta: 22:57:23, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7094, top5_acc: 0.8880, loss_cls: 1.1529, loss: 1.1529, grad_norm: 5.3873 2021-06-05 00:53:14,500 - mmaction - INFO - Epoch [30][660/1243] lr: 7.500e-03, eta: 22:57:03, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7216, top5_acc: 0.8865, loss_cls: 1.1201, loss: 1.1201, grad_norm: 5.1929 2021-06-05 00:53:32,888 - mmaction - INFO - Epoch [30][680/1243] lr: 7.500e-03, eta: 22:56:43, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6995, top5_acc: 0.8823, loss_cls: 1.1983, loss: 1.1983, grad_norm: 5.4501 2021-06-05 00:53:51,205 - mmaction - INFO - Epoch [30][700/1243] lr: 7.500e-03, eta: 22:56:23, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6891, top5_acc: 0.8755, loss_cls: 1.2402, loss: 1.2402, grad_norm: 5.2120 2021-06-05 00:54:09,563 - mmaction - INFO - Epoch [30][720/1243] lr: 7.500e-03, eta: 22:56:03, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6956, top5_acc: 0.8904, loss_cls: 1.1700, loss: 1.1700, grad_norm: 5.9602 2021-06-05 00:54:28,048 - mmaction - INFO - Epoch [30][740/1243] lr: 7.500e-03, eta: 22:55:43, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.7107, top5_acc: 0.8880, loss_cls: 1.1388, loss: 1.1388, grad_norm: 5.2386 2021-06-05 00:54:46,321 - mmaction - INFO - Epoch [30][760/1243] lr: 7.500e-03, eta: 22:55:23, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7190, top5_acc: 0.8839, loss_cls: 1.1496, loss: 1.1496, grad_norm: 5.3711 2021-06-05 00:55:04,857 - mmaction - INFO - Epoch [30][780/1243] lr: 7.500e-03, eta: 22:55:03, time: 0.927, data_time: 0.000, memory: 18352, top1_acc: 0.7070, top5_acc: 0.8797, loss_cls: 1.1638, loss: 1.1638, grad_norm: 5.1125 2021-06-05 00:55:23,232 - mmaction - INFO - Epoch [30][800/1243] lr: 7.500e-03, eta: 22:54:43, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6984, top5_acc: 0.8826, loss_cls: 1.2034, loss: 1.2034, grad_norm: 5.2123 2021-06-05 00:55:41,530 - mmaction - INFO - Epoch [30][820/1243] lr: 7.500e-03, eta: 22:54:23, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7042, top5_acc: 0.8812, loss_cls: 1.1815, loss: 1.1815, grad_norm: 5.4150 2021-06-05 00:55:59,928 - mmaction - INFO - Epoch [30][840/1243] lr: 7.500e-03, eta: 22:54:03, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7055, top5_acc: 0.8919, loss_cls: 1.1575, loss: 1.1575, grad_norm: 5.2755 2021-06-05 00:56:18,239 - mmaction - INFO - Epoch [30][860/1243] lr: 7.500e-03, eta: 22:53:43, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7159, top5_acc: 0.8846, loss_cls: 1.1417, loss: 1.1417, grad_norm: 5.3175 2021-06-05 00:56:36,574 - mmaction - INFO - Epoch [30][880/1243] lr: 7.500e-03, eta: 22:53:22, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7049, top5_acc: 0.8849, loss_cls: 1.1828, loss: 1.1828, grad_norm: 6.6783 2021-06-05 00:56:54,887 - mmaction - INFO - Epoch [30][900/1243] lr: 7.500e-03, eta: 22:53:02, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.6901, top5_acc: 0.8732, loss_cls: 1.2577, loss: 1.2577, grad_norm: 5.7059 2021-06-05 00:57:13,279 - mmaction - INFO - Epoch [30][920/1243] lr: 7.500e-03, eta: 22:52:42, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7031, top5_acc: 0.8794, loss_cls: 1.2193, loss: 1.2193, grad_norm: 5.2604 2021-06-05 00:57:31,567 - mmaction - INFO - Epoch [30][940/1243] lr: 7.500e-03, eta: 22:52:22, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7120, top5_acc: 0.8867, loss_cls: 1.1278, loss: 1.1278, grad_norm: 5.0015 2021-06-05 00:57:49,964 - mmaction - INFO - Epoch [30][960/1243] lr: 7.500e-03, eta: 22:52:02, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7044, top5_acc: 0.8909, loss_cls: 1.1646, loss: 1.1646, grad_norm: 5.1427 2021-06-05 00:58:08,323 - mmaction - INFO - Epoch [30][980/1243] lr: 7.500e-03, eta: 22:51:42, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7065, top5_acc: 0.8826, loss_cls: 1.1943, loss: 1.1943, grad_norm: 5.1499 2021-06-05 00:58:26,643 - mmaction - INFO - Epoch [30][1000/1243] lr: 7.500e-03, eta: 22:51:22, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7034, top5_acc: 0.8896, loss_cls: 1.1533, loss: 1.1533, grad_norm: 5.1741 2021-06-05 00:58:44,949 - mmaction - INFO - Epoch [30][1020/1243] lr: 7.500e-03, eta: 22:51:02, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7070, top5_acc: 0.8898, loss_cls: 1.1432, loss: 1.1432, grad_norm: 4.9510 2021-06-05 00:59:03,240 - mmaction - INFO - Epoch [30][1040/1243] lr: 7.500e-03, eta: 22:50:42, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6977, top5_acc: 0.8781, loss_cls: 1.2049, loss: 1.2049, grad_norm: 5.1489 2021-06-05 00:59:21,614 - mmaction - INFO - Epoch [30][1060/1243] lr: 7.500e-03, eta: 22:50:22, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6875, top5_acc: 0.8784, loss_cls: 1.2361, loss: 1.2361, grad_norm: 5.3856 2021-06-05 00:59:40,024 - mmaction - INFO - Epoch [30][1080/1243] lr: 7.500e-03, eta: 22:50:02, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.6961, top5_acc: 0.8763, loss_cls: 1.1992, loss: 1.1992, grad_norm: 5.0099 2021-06-05 00:59:58,476 - mmaction - INFO - Epoch [30][1100/1243] lr: 7.500e-03, eta: 22:49:42, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7154, top5_acc: 0.8919, loss_cls: 1.1148, loss: 1.1148, grad_norm: 4.9971 2021-06-05 01:00:16,835 - mmaction - INFO - Epoch [30][1120/1243] lr: 7.500e-03, eta: 22:49:22, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.7099, top5_acc: 0.8880, loss_cls: 1.1210, loss: 1.1210, grad_norm: 4.9704 2021-06-05 01:00:35,098 - mmaction - INFO - Epoch [30][1140/1243] lr: 7.500e-03, eta: 22:49:02, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7026, top5_acc: 0.8857, loss_cls: 1.1683, loss: 1.1683, grad_norm: 5.1114 2021-06-05 01:00:53,439 - mmaction - INFO - Epoch [30][1160/1243] lr: 7.500e-03, eta: 22:48:41, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7143, top5_acc: 0.8878, loss_cls: 1.1265, loss: 1.1265, grad_norm: 5.0694 2021-06-05 01:01:11,848 - mmaction - INFO - Epoch [30][1180/1243] lr: 7.500e-03, eta: 22:48:22, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.7206, top5_acc: 0.8911, loss_cls: 1.1458, loss: 1.1458, grad_norm: 4.9734 2021-06-05 01:01:30,251 - mmaction - INFO - Epoch [30][1200/1243] lr: 7.500e-03, eta: 22:48:02, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7180, top5_acc: 0.8893, loss_cls: 1.1335, loss: 1.1335, grad_norm: 4.9800 2021-06-05 01:01:48,592 - mmaction - INFO - Epoch [30][1220/1243] lr: 7.500e-03, eta: 22:47:42, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7044, top5_acc: 0.8875, loss_cls: 1.1713, loss: 1.1713, grad_norm: 5.1282 2021-06-05 01:02:06,642 - mmaction - INFO - Epoch [30][1240/1243] lr: 7.500e-03, eta: 22:47:21, time: 0.904, data_time: 0.002, memory: 18352, top1_acc: 0.7057, top5_acc: 0.8781, loss_cls: 1.1757, loss: 1.1757, grad_norm: 5.0466 2021-06-05 01:04:29,009 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 01:04:29,656 - mmaction - INFO - top1_acc 0.7194 top5_acc 0.9040 2021-06-05 01:04:29,656 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 01:04:29,680 - mmaction - INFO - mean_acc 0.7193 2021-06-05 01:04:29,684 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-06-05 01:04:30,798 - mmaction - INFO - Epoch(val) [30][104] top1_acc: 0.7194, top5_acc: 0.9040, mean_class_accuracy: 0.7193 2021-06-05 01:05:15,408 - mmaction - INFO - Epoch [31][20/1243] lr: 7.500e-03, eta: 22:47:53, time: 2.230, data_time: 1.314, memory: 18352, top1_acc: 0.7208, top5_acc: 0.8846, loss_cls: 1.1347, loss: 1.1347, grad_norm: 4.9244 2021-06-05 01:05:33,731 - mmaction - INFO - Epoch [31][40/1243] lr: 7.500e-03, eta: 22:47:32, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7203, top5_acc: 0.8938, loss_cls: 1.0956, loss: 1.0956, grad_norm: 5.2340 2021-06-05 01:05:52,013 - mmaction - INFO - Epoch [31][60/1243] lr: 7.500e-03, eta: 22:47:12, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7247, top5_acc: 0.9042, loss_cls: 1.0543, loss: 1.0543, grad_norm: 5.2240 2021-06-05 01:06:10,315 - mmaction - INFO - Epoch [31][80/1243] lr: 7.500e-03, eta: 22:46:52, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7154, top5_acc: 0.8870, loss_cls: 1.1067, loss: 1.1067, grad_norm: 5.3357 2021-06-05 01:06:28,623 - mmaction - INFO - Epoch [31][100/1243] lr: 7.500e-03, eta: 22:46:32, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7190, top5_acc: 0.8891, loss_cls: 1.1202, loss: 1.1202, grad_norm: 5.3845 2021-06-05 01:06:46,996 - mmaction - INFO - Epoch [31][120/1243] lr: 7.500e-03, eta: 22:46:12, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7211, top5_acc: 0.8927, loss_cls: 1.1007, loss: 1.1007, grad_norm: 5.7091 2021-06-05 01:07:05,266 - mmaction - INFO - Epoch [31][140/1243] lr: 7.500e-03, eta: 22:45:52, time: 0.914, data_time: 0.002, memory: 18352, top1_acc: 0.7023, top5_acc: 0.8878, loss_cls: 1.1543, loss: 1.1543, grad_norm: 5.2447 2021-06-05 01:07:23,558 - mmaction - INFO - Epoch [31][160/1243] lr: 7.500e-03, eta: 22:45:31, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.7234, top5_acc: 0.8898, loss_cls: 1.1292, loss: 1.1292, grad_norm: 5.3060 2021-06-05 01:07:41,867 - mmaction - INFO - Epoch [31][180/1243] lr: 7.500e-03, eta: 22:45:11, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7214, top5_acc: 0.8901, loss_cls: 1.1131, loss: 1.1131, grad_norm: 4.9705 2021-06-05 01:08:00,203 - mmaction - INFO - Epoch [31][200/1243] lr: 7.500e-03, eta: 22:44:51, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7104, top5_acc: 0.8867, loss_cls: 1.1542, loss: 1.1542, grad_norm: 6.4065 2021-06-05 01:08:18,581 - mmaction - INFO - Epoch [31][220/1243] lr: 7.500e-03, eta: 22:44:31, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7052, top5_acc: 0.8857, loss_cls: 1.1553, loss: 1.1553, grad_norm: 5.0970 2021-06-05 01:08:36,867 - mmaction - INFO - Epoch [31][240/1243] lr: 7.500e-03, eta: 22:44:11, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6990, top5_acc: 0.8852, loss_cls: 1.1658, loss: 1.1658, grad_norm: 5.7597 2021-06-05 01:08:55,160 - mmaction - INFO - Epoch [31][260/1243] lr: 7.500e-03, eta: 22:43:51, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7068, top5_acc: 0.8896, loss_cls: 1.1455, loss: 1.1455, grad_norm: 5.5958 2021-06-05 01:09:13,520 - mmaction - INFO - Epoch [31][280/1243] lr: 7.500e-03, eta: 22:43:31, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6979, top5_acc: 0.8893, loss_cls: 1.1607, loss: 1.1607, grad_norm: 5.8982 2021-06-05 01:09:31,875 - mmaction - INFO - Epoch [31][300/1243] lr: 7.500e-03, eta: 22:43:11, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7161, top5_acc: 0.8917, loss_cls: 1.1352, loss: 1.1352, grad_norm: 6.3212 2021-06-05 01:09:50,210 - mmaction - INFO - Epoch [31][320/1243] lr: 7.500e-03, eta: 22:42:51, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7055, top5_acc: 0.8831, loss_cls: 1.1720, loss: 1.1720, grad_norm: 5.8832 2021-06-05 01:10:08,625 - mmaction - INFO - Epoch [31][340/1243] lr: 7.500e-03, eta: 22:42:31, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7031, top5_acc: 0.8878, loss_cls: 1.1705, loss: 1.1705, grad_norm: 5.9815 2021-06-05 01:10:26,944 - mmaction - INFO - Epoch [31][360/1243] lr: 7.500e-03, eta: 22:42:11, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7125, top5_acc: 0.8867, loss_cls: 1.1635, loss: 1.1635, grad_norm: 5.4851 2021-06-05 01:10:45,282 - mmaction - INFO - Epoch [31][380/1243] lr: 7.500e-03, eta: 22:41:50, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7076, top5_acc: 0.8911, loss_cls: 1.1402, loss: 1.1402, grad_norm: 5.1456 2021-06-05 01:11:03,578 - mmaction - INFO - Epoch [31][400/1243] lr: 7.500e-03, eta: 22:41:30, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7109, top5_acc: 0.8836, loss_cls: 1.1631, loss: 1.1631, grad_norm: 5.0886 2021-06-05 01:11:21,943 - mmaction - INFO - Epoch [31][420/1243] lr: 7.500e-03, eta: 22:41:10, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6997, top5_acc: 0.8818, loss_cls: 1.1943, loss: 1.1943, grad_norm: 4.9457 2021-06-05 01:11:40,336 - mmaction - INFO - Epoch [31][440/1243] lr: 7.500e-03, eta: 22:40:50, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7232, top5_acc: 0.8914, loss_cls: 1.1017, loss: 1.1017, grad_norm: 5.2988 2021-06-05 01:11:58,636 - mmaction - INFO - Epoch [31][460/1243] lr: 7.500e-03, eta: 22:40:30, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7086, top5_acc: 0.8820, loss_cls: 1.1614, loss: 1.1614, grad_norm: 5.0987 2021-06-05 01:12:16,947 - mmaction - INFO - Epoch [31][480/1243] lr: 7.500e-03, eta: 22:40:10, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7016, top5_acc: 0.8836, loss_cls: 1.1941, loss: 1.1941, grad_norm: 5.3970 2021-06-05 01:12:35,395 - mmaction - INFO - Epoch [31][500/1243] lr: 7.500e-03, eta: 22:39:50, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7185, top5_acc: 0.8880, loss_cls: 1.1385, loss: 1.1385, grad_norm: 5.4851 2021-06-05 01:12:53,778 - mmaction - INFO - Epoch [31][520/1243] lr: 7.500e-03, eta: 22:39:30, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7044, top5_acc: 0.8859, loss_cls: 1.1838, loss: 1.1838, grad_norm: 5.0380 2021-06-05 01:13:12,122 - mmaction - INFO - Epoch [31][540/1243] lr: 7.500e-03, eta: 22:39:10, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7135, top5_acc: 0.8885, loss_cls: 1.1433, loss: 1.1433, grad_norm: 5.0027 2021-06-05 01:13:30,407 - mmaction - INFO - Epoch [31][560/1243] lr: 7.500e-03, eta: 22:38:50, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.7146, top5_acc: 0.8904, loss_cls: 1.1321, loss: 1.1321, grad_norm: 5.5753 2021-06-05 01:13:48,756 - mmaction - INFO - Epoch [31][580/1243] lr: 7.500e-03, eta: 22:38:30, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7138, top5_acc: 0.8909, loss_cls: 1.1344, loss: 1.1344, grad_norm: 5.6246 2021-06-05 01:14:07,100 - mmaction - INFO - Epoch [31][600/1243] lr: 7.500e-03, eta: 22:38:10, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7068, top5_acc: 0.8828, loss_cls: 1.1935, loss: 1.1935, grad_norm: 5.0219 2021-06-05 01:14:25,393 - mmaction - INFO - Epoch [31][620/1243] lr: 7.500e-03, eta: 22:37:50, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7044, top5_acc: 0.8883, loss_cls: 1.1694, loss: 1.1694, grad_norm: 5.3234 2021-06-05 01:14:43,722 - mmaction - INFO - Epoch [31][640/1243] lr: 7.500e-03, eta: 22:37:30, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7086, top5_acc: 0.8958, loss_cls: 1.1189, loss: 1.1189, grad_norm: 5.3509 2021-06-05 01:15:02,004 - mmaction - INFO - Epoch [31][660/1243] lr: 7.500e-03, eta: 22:37:10, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7138, top5_acc: 0.8969, loss_cls: 1.1003, loss: 1.1003, grad_norm: 5.2463 2021-06-05 01:15:20,377 - mmaction - INFO - Epoch [31][680/1243] lr: 7.500e-03, eta: 22:36:50, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7133, top5_acc: 0.8938, loss_cls: 1.1540, loss: 1.1540, grad_norm: 5.3258 2021-06-05 01:15:38,685 - mmaction - INFO - Epoch [31][700/1243] lr: 7.500e-03, eta: 22:36:29, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.7109, top5_acc: 0.8922, loss_cls: 1.1343, loss: 1.1343, grad_norm: 5.1092 2021-06-05 01:15:57,072 - mmaction - INFO - Epoch [31][720/1243] lr: 7.500e-03, eta: 22:36:09, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7008, top5_acc: 0.8883, loss_cls: 1.1605, loss: 1.1605, grad_norm: 5.0454 2021-06-05 01:16:15,313 - mmaction - INFO - Epoch [31][740/1243] lr: 7.500e-03, eta: 22:35:49, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.6937, top5_acc: 0.8818, loss_cls: 1.1900, loss: 1.1900, grad_norm: 5.2483 2021-06-05 01:16:33,670 - mmaction - INFO - Epoch [31][760/1243] lr: 7.500e-03, eta: 22:35:29, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7148, top5_acc: 0.8914, loss_cls: 1.1341, loss: 1.1341, grad_norm: 5.5324 2021-06-05 01:16:51,977 - mmaction - INFO - Epoch [31][780/1243] lr: 7.500e-03, eta: 22:35:09, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.7039, top5_acc: 0.8932, loss_cls: 1.1445, loss: 1.1445, grad_norm: 5.2159 2021-06-05 01:17:10,340 - mmaction - INFO - Epoch [31][800/1243] lr: 7.500e-03, eta: 22:34:49, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7125, top5_acc: 0.8917, loss_cls: 1.1389, loss: 1.1389, grad_norm: 5.1500 2021-06-05 01:17:28,750 - mmaction - INFO - Epoch [31][820/1243] lr: 7.500e-03, eta: 22:34:29, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7247, top5_acc: 0.8951, loss_cls: 1.0820, loss: 1.0820, grad_norm: 4.9424 2021-06-05 01:17:47,036 - mmaction - INFO - Epoch [31][840/1243] lr: 7.500e-03, eta: 22:34:09, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7138, top5_acc: 0.8854, loss_cls: 1.1311, loss: 1.1311, grad_norm: 5.7375 2021-06-05 01:18:05,341 - mmaction - INFO - Epoch [31][860/1243] lr: 7.500e-03, eta: 22:33:49, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6937, top5_acc: 0.8839, loss_cls: 1.1961, loss: 1.1961, grad_norm: 5.1864 2021-06-05 01:18:23,585 - mmaction - INFO - Epoch [31][880/1243] lr: 7.500e-03, eta: 22:33:29, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.7242, top5_acc: 0.8953, loss_cls: 1.1040, loss: 1.1040, grad_norm: 5.2776 2021-06-05 01:18:41,894 - mmaction - INFO - Epoch [31][900/1243] lr: 7.500e-03, eta: 22:33:09, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7047, top5_acc: 0.8831, loss_cls: 1.1851, loss: 1.1851, grad_norm: 5.4509 2021-06-05 01:19:00,247 - mmaction - INFO - Epoch [31][920/1243] lr: 7.500e-03, eta: 22:32:49, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7099, top5_acc: 0.8909, loss_cls: 1.1592, loss: 1.1592, grad_norm: 5.5593 2021-06-05 01:19:18,619 - mmaction - INFO - Epoch [31][940/1243] lr: 7.500e-03, eta: 22:32:29, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7047, top5_acc: 0.8865, loss_cls: 1.1625, loss: 1.1625, grad_norm: 5.4397 2021-06-05 01:19:36,947 - mmaction - INFO - Epoch [31][960/1243] lr: 7.500e-03, eta: 22:32:09, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7018, top5_acc: 0.8872, loss_cls: 1.1616, loss: 1.1616, grad_norm: 5.2660 2021-06-05 01:19:55,260 - mmaction - INFO - Epoch [31][980/1243] lr: 7.500e-03, eta: 22:31:49, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7076, top5_acc: 0.8922, loss_cls: 1.1491, loss: 1.1491, grad_norm: 5.6309 2021-06-05 01:20:13,615 - mmaction - INFO - Epoch [31][1000/1243] lr: 7.500e-03, eta: 22:31:29, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7146, top5_acc: 0.8938, loss_cls: 1.0975, loss: 1.0975, grad_norm: 5.0258 2021-06-05 01:20:31,889 - mmaction - INFO - Epoch [31][1020/1243] lr: 7.500e-03, eta: 22:31:08, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7102, top5_acc: 0.8833, loss_cls: 1.1591, loss: 1.1591, grad_norm: 5.2838 2021-06-05 01:20:50,241 - mmaction - INFO - Epoch [31][1040/1243] lr: 7.500e-03, eta: 22:30:48, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7237, top5_acc: 0.8922, loss_cls: 1.1285, loss: 1.1285, grad_norm: 5.3108 2021-06-05 01:21:08,610 - mmaction - INFO - Epoch [31][1060/1243] lr: 7.500e-03, eta: 22:30:29, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7143, top5_acc: 0.8896, loss_cls: 1.1430, loss: 1.1430, grad_norm: 5.1201 2021-06-05 01:21:27,026 - mmaction - INFO - Epoch [31][1080/1243] lr: 7.500e-03, eta: 22:30:09, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7279, top5_acc: 0.8987, loss_cls: 1.0948, loss: 1.0948, grad_norm: 5.3298 2021-06-05 01:21:45,454 - mmaction - INFO - Epoch [31][1100/1243] lr: 7.500e-03, eta: 22:29:49, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7057, top5_acc: 0.8883, loss_cls: 1.1646, loss: 1.1646, grad_norm: 5.5812 2021-06-05 01:22:03,855 - mmaction - INFO - Epoch [31][1120/1243] lr: 7.500e-03, eta: 22:29:29, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7159, top5_acc: 0.8909, loss_cls: 1.1306, loss: 1.1306, grad_norm: 5.7208 2021-06-05 01:22:22,145 - mmaction - INFO - Epoch [31][1140/1243] lr: 7.500e-03, eta: 22:29:09, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6995, top5_acc: 0.8865, loss_cls: 1.1840, loss: 1.1840, grad_norm: 5.4830 2021-06-05 01:22:40,478 - mmaction - INFO - Epoch [31][1160/1243] lr: 7.500e-03, eta: 22:28:49, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7138, top5_acc: 0.8911, loss_cls: 1.1403, loss: 1.1403, grad_norm: 5.7496 2021-06-05 01:22:58,832 - mmaction - INFO - Epoch [31][1180/1243] lr: 7.500e-03, eta: 22:28:29, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7081, top5_acc: 0.8810, loss_cls: 1.1708, loss: 1.1708, grad_norm: 5.3484 2021-06-05 01:23:17,196 - mmaction - INFO - Epoch [31][1200/1243] lr: 7.500e-03, eta: 22:28:09, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7107, top5_acc: 0.8865, loss_cls: 1.1684, loss: 1.1684, grad_norm: 5.4205 2021-06-05 01:23:35,554 - mmaction - INFO - Epoch [31][1220/1243] lr: 7.500e-03, eta: 22:27:49, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7099, top5_acc: 0.8823, loss_cls: 1.1638, loss: 1.1638, grad_norm: 5.2408 2021-06-05 01:23:53,639 - mmaction - INFO - Epoch [31][1240/1243] lr: 7.500e-03, eta: 22:27:28, time: 0.905, data_time: 0.001, memory: 18352, top1_acc: 0.7156, top5_acc: 0.8901, loss_cls: 1.1280, loss: 1.1280, grad_norm: 5.2264 2021-06-05 01:26:16,068 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 01:26:16,736 - mmaction - INFO - top1_acc 0.7159 top5_acc 0.9011 2021-06-05 01:26:16,736 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 01:26:16,764 - mmaction - INFO - mean_acc 0.7157 2021-06-05 01:26:16,769 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-06-05 01:26:17,966 - mmaction - INFO - Epoch(val) [31][104] top1_acc: 0.7159, top5_acc: 0.9011, mean_class_accuracy: 0.7157 2021-06-05 01:27:02,958 - mmaction - INFO - Epoch [32][20/1243] lr: 7.500e-03, eta: 22:27:59, time: 2.248, data_time: 1.336, memory: 18352, top1_acc: 0.7206, top5_acc: 0.8891, loss_cls: 1.1200, loss: 1.1200, grad_norm: 5.2057 2021-06-05 01:27:21,250 - mmaction - INFO - Epoch [32][40/1243] lr: 7.500e-03, eta: 22:27:38, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7141, top5_acc: 0.8974, loss_cls: 1.1079, loss: 1.1079, grad_norm: 5.3144 2021-06-05 01:27:39,494 - mmaction - INFO - Epoch [32][60/1243] lr: 7.500e-03, eta: 22:27:18, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7188, top5_acc: 0.8888, loss_cls: 1.1200, loss: 1.1200, grad_norm: 5.1450 2021-06-05 01:27:57,811 - mmaction - INFO - Epoch [32][80/1243] lr: 7.500e-03, eta: 22:26:58, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7190, top5_acc: 0.8885, loss_cls: 1.1319, loss: 1.1319, grad_norm: 5.5192 2021-06-05 01:28:16,172 - mmaction - INFO - Epoch [32][100/1243] lr: 7.500e-03, eta: 22:26:38, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7016, top5_acc: 0.8924, loss_cls: 1.1298, loss: 1.1298, grad_norm: 5.4073 2021-06-05 01:28:34,424 - mmaction - INFO - Epoch [32][120/1243] lr: 7.500e-03, eta: 22:26:18, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7164, top5_acc: 0.8904, loss_cls: 1.1356, loss: 1.1356, grad_norm: 5.9080 2021-06-05 01:28:52,686 - mmaction - INFO - Epoch [32][140/1243] lr: 7.500e-03, eta: 22:25:58, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7190, top5_acc: 0.8945, loss_cls: 1.1261, loss: 1.1261, grad_norm: 5.3634 2021-06-05 01:29:10,988 - mmaction - INFO - Epoch [32][160/1243] lr: 7.500e-03, eta: 22:25:38, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7195, top5_acc: 0.8909, loss_cls: 1.1333, loss: 1.1333, grad_norm: 5.3929 2021-06-05 01:29:29,333 - mmaction - INFO - Epoch [32][180/1243] lr: 7.500e-03, eta: 22:25:18, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7096, top5_acc: 0.8844, loss_cls: 1.1627, loss: 1.1627, grad_norm: 5.4845 2021-06-05 01:29:47,609 - mmaction - INFO - Epoch [32][200/1243] lr: 7.500e-03, eta: 22:24:57, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7232, top5_acc: 0.8945, loss_cls: 1.0909, loss: 1.0909, grad_norm: 5.0986 2021-06-05 01:30:05,872 - mmaction - INFO - Epoch [32][220/1243] lr: 7.500e-03, eta: 22:24:37, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7237, top5_acc: 0.9005, loss_cls: 1.0740, loss: 1.0740, grad_norm: 5.0809 2021-06-05 01:30:24,199 - mmaction - INFO - Epoch [32][240/1243] lr: 7.500e-03, eta: 22:24:17, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7229, top5_acc: 0.8914, loss_cls: 1.1006, loss: 1.1006, grad_norm: 4.9550 2021-06-05 01:30:42,533 - mmaction - INFO - Epoch [32][260/1243] lr: 7.500e-03, eta: 22:23:57, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7094, top5_acc: 0.8898, loss_cls: 1.1145, loss: 1.1145, grad_norm: 5.1588 2021-06-05 01:31:00,963 - mmaction - INFO - Epoch [32][280/1243] lr: 7.500e-03, eta: 22:23:37, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7148, top5_acc: 0.8995, loss_cls: 1.0861, loss: 1.0861, grad_norm: 5.3295 2021-06-05 01:31:19,259 - mmaction - INFO - Epoch [32][300/1243] lr: 7.500e-03, eta: 22:23:17, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7167, top5_acc: 0.8898, loss_cls: 1.1108, loss: 1.1108, grad_norm: 5.1897 2021-06-05 01:31:37,658 - mmaction - INFO - Epoch [32][320/1243] lr: 7.500e-03, eta: 22:22:57, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7263, top5_acc: 0.8938, loss_cls: 1.0957, loss: 1.0957, grad_norm: 5.0751 2021-06-05 01:31:55,977 - mmaction - INFO - Epoch [32][340/1243] lr: 7.500e-03, eta: 22:22:37, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7250, top5_acc: 0.8964, loss_cls: 1.0993, loss: 1.0993, grad_norm: 5.0744 2021-06-05 01:32:14,363 - mmaction - INFO - Epoch [32][360/1243] lr: 7.500e-03, eta: 22:22:18, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7182, top5_acc: 0.8922, loss_cls: 1.1081, loss: 1.1081, grad_norm: 5.3681 2021-06-05 01:32:32,688 - mmaction - INFO - Epoch [32][380/1243] lr: 7.500e-03, eta: 22:21:57, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7151, top5_acc: 0.8872, loss_cls: 1.1466, loss: 1.1466, grad_norm: 5.2708 2021-06-05 01:32:50,975 - mmaction - INFO - Epoch [32][400/1243] lr: 7.500e-03, eta: 22:21:37, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.7221, top5_acc: 0.8870, loss_cls: 1.1284, loss: 1.1284, grad_norm: 5.1936 2021-06-05 01:33:09,317 - mmaction - INFO - Epoch [32][420/1243] lr: 7.500e-03, eta: 22:21:17, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7154, top5_acc: 0.8888, loss_cls: 1.1489, loss: 1.1489, grad_norm: 5.2214 2021-06-05 01:33:27,579 - mmaction - INFO - Epoch [32][440/1243] lr: 7.500e-03, eta: 22:20:57, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7214, top5_acc: 0.8938, loss_cls: 1.1031, loss: 1.1031, grad_norm: 5.0570 2021-06-05 01:33:45,951 - mmaction - INFO - Epoch [32][460/1243] lr: 7.500e-03, eta: 22:20:37, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7052, top5_acc: 0.8896, loss_cls: 1.1384, loss: 1.1384, grad_norm: 5.2709 2021-06-05 01:34:04,360 - mmaction - INFO - Epoch [32][480/1243] lr: 7.500e-03, eta: 22:20:17, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7073, top5_acc: 0.8901, loss_cls: 1.1615, loss: 1.1615, grad_norm: 5.3798 2021-06-05 01:34:22,671 - mmaction - INFO - Epoch [32][500/1243] lr: 7.500e-03, eta: 22:19:57, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7167, top5_acc: 0.8909, loss_cls: 1.1346, loss: 1.1346, grad_norm: 5.9811 2021-06-05 01:34:41,026 - mmaction - INFO - Epoch [32][520/1243] lr: 7.500e-03, eta: 22:19:37, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7099, top5_acc: 0.8846, loss_cls: 1.1793, loss: 1.1793, grad_norm: 5.3015 2021-06-05 01:34:59,385 - mmaction - INFO - Epoch [32][540/1243] lr: 7.500e-03, eta: 22:19:17, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7177, top5_acc: 0.8919, loss_cls: 1.1262, loss: 1.1262, grad_norm: 5.1118 2021-06-05 01:35:17,700 - mmaction - INFO - Epoch [32][560/1243] lr: 7.500e-03, eta: 22:18:57, time: 0.917, data_time: 0.003, memory: 18352, top1_acc: 0.7102, top5_acc: 0.8771, loss_cls: 1.1727, loss: 1.1727, grad_norm: 5.5813 2021-06-05 01:35:36,001 - mmaction - INFO - Epoch [32][580/1243] lr: 7.500e-03, eta: 22:18:37, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7107, top5_acc: 0.8828, loss_cls: 1.1488, loss: 1.1488, grad_norm: 4.9824 2021-06-05 01:35:54,294 - mmaction - INFO - Epoch [32][600/1243] lr: 7.500e-03, eta: 22:18:17, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7089, top5_acc: 0.8883, loss_cls: 1.1592, loss: 1.1592, grad_norm: 5.2561 2021-06-05 01:36:12,638 - mmaction - INFO - Epoch [32][620/1243] lr: 7.500e-03, eta: 22:17:57, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7068, top5_acc: 0.8784, loss_cls: 1.1838, loss: 1.1838, grad_norm: 5.9365 2021-06-05 01:36:30,991 - mmaction - INFO - Epoch [32][640/1243] lr: 7.500e-03, eta: 22:17:37, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7167, top5_acc: 0.8901, loss_cls: 1.1256, loss: 1.1256, grad_norm: 5.1903 2021-06-05 01:36:49,374 - mmaction - INFO - Epoch [32][660/1243] lr: 7.500e-03, eta: 22:17:17, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7120, top5_acc: 0.8935, loss_cls: 1.1453, loss: 1.1453, grad_norm: 5.2117 2021-06-05 01:37:07,742 - mmaction - INFO - Epoch [32][680/1243] lr: 7.500e-03, eta: 22:16:58, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7083, top5_acc: 0.8846, loss_cls: 1.1544, loss: 1.1544, grad_norm: 5.7010 2021-06-05 01:37:26,123 - mmaction - INFO - Epoch [32][700/1243] lr: 7.500e-03, eta: 22:16:38, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7185, top5_acc: 0.8953, loss_cls: 1.1218, loss: 1.1218, grad_norm: 5.2859 2021-06-05 01:37:44,399 - mmaction - INFO - Epoch [32][720/1243] lr: 7.500e-03, eta: 22:16:18, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.7070, top5_acc: 0.8865, loss_cls: 1.1782, loss: 1.1782, grad_norm: 5.5445 2021-06-05 01:38:02,736 - mmaction - INFO - Epoch [32][740/1243] lr: 7.500e-03, eta: 22:15:58, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7156, top5_acc: 0.8930, loss_cls: 1.1145, loss: 1.1145, grad_norm: 5.6444 2021-06-05 01:38:21,014 - mmaction - INFO - Epoch [32][760/1243] lr: 7.500e-03, eta: 22:15:37, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7172, top5_acc: 0.8875, loss_cls: 1.1595, loss: 1.1595, grad_norm: 5.5350 2021-06-05 01:38:39,343 - mmaction - INFO - Epoch [32][780/1243] lr: 7.500e-03, eta: 22:15:17, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7034, top5_acc: 0.8792, loss_cls: 1.2047, loss: 1.2047, grad_norm: 5.2476 2021-06-05 01:38:57,676 - mmaction - INFO - Epoch [32][800/1243] lr: 7.500e-03, eta: 22:14:58, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7102, top5_acc: 0.8948, loss_cls: 1.1250, loss: 1.1250, grad_norm: 5.3728 2021-06-05 01:39:15,990 - mmaction - INFO - Epoch [32][820/1243] lr: 7.500e-03, eta: 22:14:37, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7167, top5_acc: 0.8896, loss_cls: 1.1362, loss: 1.1362, grad_norm: 5.0710 2021-06-05 01:39:34,380 - mmaction - INFO - Epoch [32][840/1243] lr: 7.500e-03, eta: 22:14:18, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.7039, top5_acc: 0.8854, loss_cls: 1.1799, loss: 1.1799, grad_norm: 5.5197 2021-06-05 01:39:52,673 - mmaction - INFO - Epoch [32][860/1243] lr: 7.500e-03, eta: 22:13:58, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7128, top5_acc: 0.8906, loss_cls: 1.1408, loss: 1.1408, grad_norm: 5.2230 2021-06-05 01:40:10,943 - mmaction - INFO - Epoch [32][880/1243] lr: 7.500e-03, eta: 22:13:37, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7068, top5_acc: 0.8852, loss_cls: 1.1570, loss: 1.1570, grad_norm: 5.2578 2021-06-05 01:40:29,329 - mmaction - INFO - Epoch [32][900/1243] lr: 7.500e-03, eta: 22:13:18, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7044, top5_acc: 0.8932, loss_cls: 1.1369, loss: 1.1369, grad_norm: 4.9885 2021-06-05 01:40:47,701 - mmaction - INFO - Epoch [32][920/1243] lr: 7.500e-03, eta: 22:12:58, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7117, top5_acc: 0.8893, loss_cls: 1.1425, loss: 1.1425, grad_norm: 5.2861 2021-06-05 01:41:06,054 - mmaction - INFO - Epoch [32][940/1243] lr: 7.500e-03, eta: 22:12:38, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.7076, top5_acc: 0.8935, loss_cls: 1.1322, loss: 1.1322, grad_norm: 5.1927 2021-06-05 01:41:24,332 - mmaction - INFO - Epoch [32][960/1243] lr: 7.500e-03, eta: 22:12:18, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7138, top5_acc: 0.8938, loss_cls: 1.1268, loss: 1.1268, grad_norm: 5.4236 2021-06-05 01:41:42,746 - mmaction - INFO - Epoch [32][980/1243] lr: 7.500e-03, eta: 22:11:58, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7070, top5_acc: 0.8927, loss_cls: 1.1586, loss: 1.1586, grad_norm: 5.5280 2021-06-05 01:42:01,094 - mmaction - INFO - Epoch [32][1000/1243] lr: 7.500e-03, eta: 22:11:38, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.7003, top5_acc: 0.8865, loss_cls: 1.1858, loss: 1.1858, grad_norm: 5.6071 2021-06-05 01:42:19,374 - mmaction - INFO - Epoch [32][1020/1243] lr: 7.500e-03, eta: 22:11:18, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7073, top5_acc: 0.8867, loss_cls: 1.1748, loss: 1.1748, grad_norm: 5.3478 2021-06-05 01:42:37,716 - mmaction - INFO - Epoch [32][1040/1243] lr: 7.500e-03, eta: 22:10:58, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7094, top5_acc: 0.8932, loss_cls: 1.1452, loss: 1.1452, grad_norm: 5.0373 2021-06-05 01:42:56,074 - mmaction - INFO - Epoch [32][1060/1243] lr: 7.500e-03, eta: 22:10:38, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6974, top5_acc: 0.8810, loss_cls: 1.2147, loss: 1.2147, grad_norm: 5.1839 2021-06-05 01:43:14,397 - mmaction - INFO - Epoch [32][1080/1243] lr: 7.500e-03, eta: 22:10:18, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7206, top5_acc: 0.8927, loss_cls: 1.1002, loss: 1.1002, grad_norm: 4.9022 2021-06-05 01:43:32,782 - mmaction - INFO - Epoch [32][1100/1243] lr: 7.500e-03, eta: 22:09:58, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7029, top5_acc: 0.8823, loss_cls: 1.1630, loss: 1.1630, grad_norm: 4.8909 2021-06-05 01:43:51,127 - mmaction - INFO - Epoch [32][1120/1243] lr: 7.500e-03, eta: 22:09:38, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7078, top5_acc: 0.8792, loss_cls: 1.1750, loss: 1.1750, grad_norm: 4.9523 2021-06-05 01:44:09,400 - mmaction - INFO - Epoch [32][1140/1243] lr: 7.500e-03, eta: 22:09:18, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7167, top5_acc: 0.8865, loss_cls: 1.1327, loss: 1.1327, grad_norm: 5.2882 2021-06-05 01:44:27,739 - mmaction - INFO - Epoch [32][1160/1243] lr: 7.500e-03, eta: 22:08:58, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7044, top5_acc: 0.8891, loss_cls: 1.1765, loss: 1.1765, grad_norm: 5.5236 2021-06-05 01:44:46,081 - mmaction - INFO - Epoch [32][1180/1243] lr: 7.500e-03, eta: 22:08:38, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7052, top5_acc: 0.8833, loss_cls: 1.1895, loss: 1.1895, grad_norm: 5.4648 2021-06-05 01:45:04,390 - mmaction - INFO - Epoch [32][1200/1243] lr: 7.500e-03, eta: 22:08:18, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7148, top5_acc: 0.8844, loss_cls: 1.1533, loss: 1.1533, grad_norm: 5.2814 2021-06-05 01:45:22,757 - mmaction - INFO - Epoch [32][1220/1243] lr: 7.500e-03, eta: 22:07:59, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7047, top5_acc: 0.8812, loss_cls: 1.1687, loss: 1.1687, grad_norm: 5.6961 2021-06-05 01:45:40,845 - mmaction - INFO - Epoch [32][1240/1243] lr: 7.500e-03, eta: 22:07:38, time: 0.905, data_time: 0.001, memory: 18352, top1_acc: 0.6974, top5_acc: 0.8815, loss_cls: 1.1788, loss: 1.1788, grad_norm: 5.2895 2021-06-05 01:48:04,214 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 01:48:04,876 - mmaction - INFO - top1_acc 0.7163 top5_acc 0.8999 2021-06-05 01:48:04,876 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 01:48:04,898 - mmaction - INFO - mean_acc 0.7163 2021-06-05 01:48:04,903 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-06-05 01:48:06,014 - mmaction - INFO - Epoch(val) [32][104] top1_acc: 0.7163, top5_acc: 0.8999, mean_class_accuracy: 0.7163 2021-06-05 01:48:50,570 - mmaction - INFO - Epoch [33][20/1243] lr: 7.500e-03, eta: 22:08:05, time: 2.227, data_time: 1.308, memory: 18352, top1_acc: 0.7180, top5_acc: 0.8935, loss_cls: 1.1127, loss: 1.1127, grad_norm: 5.2575 2021-06-05 01:49:08,814 - mmaction - INFO - Epoch [33][40/1243] lr: 7.500e-03, eta: 22:07:45, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.7258, top5_acc: 0.8935, loss_cls: 1.0996, loss: 1.0996, grad_norm: 5.7179 2021-06-05 01:49:27,131 - mmaction - INFO - Epoch [33][60/1243] lr: 7.500e-03, eta: 22:07:25, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7154, top5_acc: 0.8969, loss_cls: 1.1148, loss: 1.1148, grad_norm: 5.2977 2021-06-05 01:49:45,423 - mmaction - INFO - Epoch [33][80/1243] lr: 7.500e-03, eta: 22:07:05, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7271, top5_acc: 0.8984, loss_cls: 1.0874, loss: 1.0874, grad_norm: 5.2039 2021-06-05 01:50:03,691 - mmaction - INFO - Epoch [33][100/1243] lr: 7.500e-03, eta: 22:06:45, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7185, top5_acc: 0.8911, loss_cls: 1.1109, loss: 1.1109, grad_norm: 4.9842 2021-06-05 01:50:21,976 - mmaction - INFO - Epoch [33][120/1243] lr: 7.500e-03, eta: 22:06:25, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7411, top5_acc: 0.9047, loss_cls: 1.0539, loss: 1.0539, grad_norm: 5.0265 2021-06-05 01:50:40,299 - mmaction - INFO - Epoch [33][140/1243] lr: 7.500e-03, eta: 22:06:04, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7273, top5_acc: 0.9013, loss_cls: 1.0831, loss: 1.0831, grad_norm: 5.4154 2021-06-05 01:50:58,561 - mmaction - INFO - Epoch [33][160/1243] lr: 7.500e-03, eta: 22:05:44, time: 0.914, data_time: 0.002, memory: 18352, top1_acc: 0.7180, top5_acc: 0.8930, loss_cls: 1.1093, loss: 1.1093, grad_norm: 5.3458 2021-06-05 01:51:16,804 - mmaction - INFO - Epoch [33][180/1243] lr: 7.500e-03, eta: 22:05:24, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7083, top5_acc: 0.8977, loss_cls: 1.1258, loss: 1.1258, grad_norm: 4.9886 2021-06-05 01:51:35,074 - mmaction - INFO - Epoch [33][200/1243] lr: 7.500e-03, eta: 22:05:04, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7182, top5_acc: 0.8938, loss_cls: 1.1389, loss: 1.1389, grad_norm: 5.1634 2021-06-05 01:51:53,457 - mmaction - INFO - Epoch [33][220/1243] lr: 7.500e-03, eta: 22:04:44, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7208, top5_acc: 0.8953, loss_cls: 1.0971, loss: 1.0971, grad_norm: 5.0752 2021-06-05 01:52:11,808 - mmaction - INFO - Epoch [33][240/1243] lr: 7.500e-03, eta: 22:04:24, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7216, top5_acc: 0.8956, loss_cls: 1.1006, loss: 1.1006, grad_norm: 5.0151 2021-06-05 01:52:30,084 - mmaction - INFO - Epoch [33][260/1243] lr: 7.500e-03, eta: 22:04:04, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7268, top5_acc: 0.9018, loss_cls: 1.0745, loss: 1.0745, grad_norm: 5.1728 2021-06-05 01:52:48,411 - mmaction - INFO - Epoch [33][280/1243] lr: 7.500e-03, eta: 22:03:44, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7281, top5_acc: 0.8995, loss_cls: 1.0517, loss: 1.0517, grad_norm: 5.4200 2021-06-05 01:53:06,678 - mmaction - INFO - Epoch [33][300/1243] lr: 7.500e-03, eta: 22:03:24, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7435, top5_acc: 0.9010, loss_cls: 1.0474, loss: 1.0474, grad_norm: 5.1065 2021-06-05 01:53:24,999 - mmaction - INFO - Epoch [33][320/1243] lr: 7.500e-03, eta: 22:03:04, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7216, top5_acc: 0.8953, loss_cls: 1.0825, loss: 1.0825, grad_norm: 5.9162 2021-06-05 01:53:43,365 - mmaction - INFO - Epoch [33][340/1243] lr: 7.500e-03, eta: 22:02:44, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7190, top5_acc: 0.8893, loss_cls: 1.1185, loss: 1.1185, grad_norm: 4.9633 2021-06-05 01:54:01,715 - mmaction - INFO - Epoch [33][360/1243] lr: 7.500e-03, eta: 22:02:24, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7247, top5_acc: 0.8932, loss_cls: 1.0814, loss: 1.0814, grad_norm: 5.0168 2021-06-05 01:54:20,023 - mmaction - INFO - Epoch [33][380/1243] lr: 7.500e-03, eta: 22:02:04, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7297, top5_acc: 0.8987, loss_cls: 1.0557, loss: 1.0557, grad_norm: 5.1837 2021-06-05 01:54:38,274 - mmaction - INFO - Epoch [33][400/1243] lr: 7.500e-03, eta: 22:01:44, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7284, top5_acc: 0.8992, loss_cls: 1.0684, loss: 1.0684, grad_norm: 5.6879 2021-06-05 01:54:56,549 - mmaction - INFO - Epoch [33][420/1243] lr: 7.500e-03, eta: 22:01:24, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7190, top5_acc: 0.8932, loss_cls: 1.1275, loss: 1.1275, grad_norm: 5.4579 2021-06-05 01:55:14,998 - mmaction - INFO - Epoch [33][440/1243] lr: 7.500e-03, eta: 22:01:05, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7193, top5_acc: 0.8896, loss_cls: 1.1309, loss: 1.1309, grad_norm: 5.3028 2021-06-05 01:55:33,240 - mmaction - INFO - Epoch [33][460/1243] lr: 7.500e-03, eta: 22:00:44, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.7089, top5_acc: 0.8909, loss_cls: 1.1507, loss: 1.1507, grad_norm: 5.3566 2021-06-05 01:55:51,491 - mmaction - INFO - Epoch [33][480/1243] lr: 7.500e-03, eta: 22:00:24, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7219, top5_acc: 0.8922, loss_cls: 1.1125, loss: 1.1125, grad_norm: 5.1093 2021-06-05 01:56:09,826 - mmaction - INFO - Epoch [33][500/1243] lr: 7.500e-03, eta: 22:00:04, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7057, top5_acc: 0.8849, loss_cls: 1.1642, loss: 1.1642, grad_norm: 5.2873 2021-06-05 01:56:28,126 - mmaction - INFO - Epoch [33][520/1243] lr: 7.500e-03, eta: 21:59:44, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7258, top5_acc: 0.8932, loss_cls: 1.0972, loss: 1.0972, grad_norm: 5.1794 2021-06-05 01:56:46,470 - mmaction - INFO - Epoch [33][540/1243] lr: 7.500e-03, eta: 21:59:24, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7060, top5_acc: 0.8857, loss_cls: 1.1532, loss: 1.1532, grad_norm: 5.4444 2021-06-05 01:57:04,731 - mmaction - INFO - Epoch [33][560/1243] lr: 7.500e-03, eta: 21:59:04, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7130, top5_acc: 0.8878, loss_cls: 1.1488, loss: 1.1488, grad_norm: 5.9653 2021-06-05 01:57:23,033 - mmaction - INFO - Epoch [33][580/1243] lr: 7.500e-03, eta: 21:58:44, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7122, top5_acc: 0.8852, loss_cls: 1.1362, loss: 1.1362, grad_norm: 5.4811 2021-06-05 01:57:41,318 - mmaction - INFO - Epoch [33][600/1243] lr: 7.500e-03, eta: 21:58:24, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7070, top5_acc: 0.8828, loss_cls: 1.1591, loss: 1.1591, grad_norm: 6.0158 2021-06-05 01:57:59,657 - mmaction - INFO - Epoch [33][620/1243] lr: 7.500e-03, eta: 21:58:04, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.7180, top5_acc: 0.8904, loss_cls: 1.1262, loss: 1.1262, grad_norm: 5.0641 2021-06-05 01:58:17,949 - mmaction - INFO - Epoch [33][640/1243] lr: 7.500e-03, eta: 21:57:44, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7089, top5_acc: 0.8849, loss_cls: 1.1653, loss: 1.1653, grad_norm: 5.2592 2021-06-05 01:58:36,252 - mmaction - INFO - Epoch [33][660/1243] lr: 7.500e-03, eta: 21:57:24, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7130, top5_acc: 0.8904, loss_cls: 1.1256, loss: 1.1256, grad_norm: 5.2284 2021-06-05 01:58:54,587 - mmaction - INFO - Epoch [33][680/1243] lr: 7.500e-03, eta: 21:57:05, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7167, top5_acc: 0.8865, loss_cls: 1.1226, loss: 1.1226, grad_norm: 5.3082 2021-06-05 01:59:12,911 - mmaction - INFO - Epoch [33][700/1243] lr: 7.500e-03, eta: 21:56:45, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7195, top5_acc: 0.8875, loss_cls: 1.1368, loss: 1.1368, grad_norm: 5.1279 2021-06-05 01:59:31,267 - mmaction - INFO - Epoch [33][720/1243] lr: 7.500e-03, eta: 21:56:25, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7125, top5_acc: 0.8880, loss_cls: 1.1425, loss: 1.1425, grad_norm: 5.1322 2021-06-05 01:59:49,597 - mmaction - INFO - Epoch [33][740/1243] lr: 7.500e-03, eta: 21:56:05, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7122, top5_acc: 0.8859, loss_cls: 1.1219, loss: 1.1219, grad_norm: 5.6937 2021-06-05 02:00:07,914 - mmaction - INFO - Epoch [33][760/1243] lr: 7.500e-03, eta: 21:55:45, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7229, top5_acc: 0.8906, loss_cls: 1.1262, loss: 1.1262, grad_norm: 4.9586 2021-06-05 02:00:26,126 - mmaction - INFO - Epoch [33][780/1243] lr: 7.500e-03, eta: 21:55:25, time: 0.911, data_time: 0.001, memory: 18352, top1_acc: 0.7146, top5_acc: 0.8971, loss_cls: 1.1125, loss: 1.1125, grad_norm: 5.2452 2021-06-05 02:00:44,504 - mmaction - INFO - Epoch [33][800/1243] lr: 7.500e-03, eta: 21:55:05, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7172, top5_acc: 0.8951, loss_cls: 1.1005, loss: 1.1005, grad_norm: 4.9056 2021-06-05 02:01:02,805 - mmaction - INFO - Epoch [33][820/1243] lr: 7.500e-03, eta: 21:54:45, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7117, top5_acc: 0.8839, loss_cls: 1.1362, loss: 1.1362, grad_norm: 5.1218 2021-06-05 02:01:21,161 - mmaction - INFO - Epoch [33][840/1243] lr: 7.500e-03, eta: 21:54:25, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7229, top5_acc: 0.8891, loss_cls: 1.1091, loss: 1.1091, grad_norm: 5.0033 2021-06-05 02:01:39,406 - mmaction - INFO - Epoch [33][860/1243] lr: 7.500e-03, eta: 21:54:05, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.7083, top5_acc: 0.8930, loss_cls: 1.1358, loss: 1.1358, grad_norm: 5.0550 2021-06-05 02:01:57,704 - mmaction - INFO - Epoch [33][880/1243] lr: 7.500e-03, eta: 21:53:45, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7159, top5_acc: 0.8833, loss_cls: 1.1521, loss: 1.1521, grad_norm: 4.8620 2021-06-05 02:02:15,984 - mmaction - INFO - Epoch [33][900/1243] lr: 7.500e-03, eta: 21:53:25, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7169, top5_acc: 0.8971, loss_cls: 1.0815, loss: 1.0815, grad_norm: 5.0306 2021-06-05 02:02:34,243 - mmaction - INFO - Epoch [33][920/1243] lr: 7.500e-03, eta: 21:53:05, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.7148, top5_acc: 0.8951, loss_cls: 1.1213, loss: 1.1213, grad_norm: 5.6602 2021-06-05 02:02:52,554 - mmaction - INFO - Epoch [33][940/1243] lr: 7.500e-03, eta: 21:52:45, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7036, top5_acc: 0.8828, loss_cls: 1.1936, loss: 1.1936, grad_norm: 6.5145 2021-06-05 02:03:10,912 - mmaction - INFO - Epoch [33][960/1243] lr: 7.500e-03, eta: 21:52:25, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7039, top5_acc: 0.8870, loss_cls: 1.1617, loss: 1.1617, grad_norm: 5.4989 2021-06-05 02:03:29,198 - mmaction - INFO - Epoch [33][980/1243] lr: 7.500e-03, eta: 21:52:05, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7057, top5_acc: 0.8878, loss_cls: 1.1548, loss: 1.1548, grad_norm: 5.3752 2021-06-05 02:03:47,568 - mmaction - INFO - Epoch [33][1000/1243] lr: 7.500e-03, eta: 21:51:45, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7120, top5_acc: 0.8885, loss_cls: 1.1180, loss: 1.1180, grad_norm: 5.2962 2021-06-05 02:04:05,854 - mmaction - INFO - Epoch [33][1020/1243] lr: 7.500e-03, eta: 21:51:25, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.7247, top5_acc: 0.8904, loss_cls: 1.1198, loss: 1.1198, grad_norm: 5.3491 2021-06-05 02:04:24,069 - mmaction - INFO - Epoch [33][1040/1243] lr: 7.500e-03, eta: 21:51:05, time: 0.911, data_time: 0.001, memory: 18352, top1_acc: 0.6940, top5_acc: 0.8773, loss_cls: 1.2243, loss: 1.2243, grad_norm: 5.1673 2021-06-05 02:04:42,441 - mmaction - INFO - Epoch [33][1060/1243] lr: 7.500e-03, eta: 21:50:45, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7174, top5_acc: 0.8870, loss_cls: 1.1468, loss: 1.1468, grad_norm: 5.4276 2021-06-05 02:05:00,746 - mmaction - INFO - Epoch [33][1080/1243] lr: 7.500e-03, eta: 21:50:25, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7138, top5_acc: 0.8940, loss_cls: 1.1250, loss: 1.1250, grad_norm: 5.2797 2021-06-05 02:05:19,106 - mmaction - INFO - Epoch [33][1100/1243] lr: 7.500e-03, eta: 21:50:06, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7138, top5_acc: 0.8945, loss_cls: 1.1386, loss: 1.1386, grad_norm: 5.1076 2021-06-05 02:05:37,444 - mmaction - INFO - Epoch [33][1120/1243] lr: 7.500e-03, eta: 21:49:46, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7047, top5_acc: 0.8818, loss_cls: 1.1714, loss: 1.1714, grad_norm: 4.8823 2021-06-05 02:05:55,819 - mmaction - INFO - Epoch [33][1140/1243] lr: 7.500e-03, eta: 21:49:26, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7167, top5_acc: 0.8940, loss_cls: 1.1072, loss: 1.1072, grad_norm: 5.5470 2021-06-05 02:06:14,108 - mmaction - INFO - Epoch [33][1160/1243] lr: 7.500e-03, eta: 21:49:06, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.6992, top5_acc: 0.8826, loss_cls: 1.1821, loss: 1.1821, grad_norm: 5.2693 2021-06-05 02:06:32,385 - mmaction - INFO - Epoch [33][1180/1243] lr: 7.500e-03, eta: 21:48:46, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7174, top5_acc: 0.8917, loss_cls: 1.1391, loss: 1.1391, grad_norm: 5.2357 2021-06-05 02:06:50,680 - mmaction - INFO - Epoch [33][1200/1243] lr: 7.500e-03, eta: 21:48:26, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7026, top5_acc: 0.8859, loss_cls: 1.1651, loss: 1.1651, grad_norm: 5.2160 2021-06-05 02:07:09,106 - mmaction - INFO - Epoch [33][1220/1243] lr: 7.500e-03, eta: 21:48:06, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7286, top5_acc: 0.8984, loss_cls: 1.0703, loss: 1.0703, grad_norm: 4.9856 2021-06-05 02:07:27,154 - mmaction - INFO - Epoch [33][1240/1243] lr: 7.500e-03, eta: 21:47:46, time: 0.903, data_time: 0.001, memory: 18352, top1_acc: 0.7083, top5_acc: 0.8891, loss_cls: 1.1456, loss: 1.1456, grad_norm: 5.1251 2021-06-05 02:09:49,559 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 02:09:50,234 - mmaction - INFO - top1_acc 0.7147 top5_acc 0.8982 2021-06-05 02:09:50,234 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 02:09:50,259 - mmaction - INFO - mean_acc 0.7147 2021-06-05 02:09:50,264 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-06-05 02:09:51,453 - mmaction - INFO - Epoch(val) [33][104] top1_acc: 0.7147, top5_acc: 0.8982, mean_class_accuracy: 0.7147 2021-06-05 02:10:35,926 - mmaction - INFO - Epoch [34][20/1243] lr: 7.500e-03, eta: 21:48:10, time: 2.223, data_time: 1.310, memory: 18352, top1_acc: 0.7315, top5_acc: 0.9021, loss_cls: 1.0468, loss: 1.0468, grad_norm: 4.9195 2021-06-05 02:10:54,275 - mmaction - INFO - Epoch [34][40/1243] lr: 7.500e-03, eta: 21:47:50, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7326, top5_acc: 0.9052, loss_cls: 1.0572, loss: 1.0572, grad_norm: 5.2227 2021-06-05 02:11:12,534 - mmaction - INFO - Epoch [34][60/1243] lr: 7.500e-03, eta: 21:47:30, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7260, top5_acc: 0.8977, loss_cls: 1.0666, loss: 1.0666, grad_norm: 4.8131 2021-06-05 02:11:30,774 - mmaction - INFO - Epoch [34][80/1243] lr: 7.500e-03, eta: 21:47:10, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.7365, top5_acc: 0.8987, loss_cls: 1.0496, loss: 1.0496, grad_norm: 5.2263 2021-06-05 02:11:49,111 - mmaction - INFO - Epoch [34][100/1243] lr: 7.500e-03, eta: 21:46:50, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7245, top5_acc: 0.8951, loss_cls: 1.0973, loss: 1.0973, grad_norm: 5.2858 2021-06-05 02:12:07,455 - mmaction - INFO - Epoch [34][120/1243] lr: 7.500e-03, eta: 21:46:31, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7333, top5_acc: 0.9021, loss_cls: 1.0422, loss: 1.0422, grad_norm: 5.2186 2021-06-05 02:12:25,691 - mmaction - INFO - Epoch [34][140/1243] lr: 7.500e-03, eta: 21:46:10, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.7169, top5_acc: 0.8971, loss_cls: 1.0925, loss: 1.0925, grad_norm: 5.1499 2021-06-05 02:12:43,968 - mmaction - INFO - Epoch [34][160/1243] lr: 7.500e-03, eta: 21:45:50, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7365, top5_acc: 0.8919, loss_cls: 1.0750, loss: 1.0750, grad_norm: 5.1737 2021-06-05 02:13:02,225 - mmaction - INFO - Epoch [34][180/1243] lr: 7.500e-03, eta: 21:45:30, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.7109, top5_acc: 0.8878, loss_cls: 1.1304, loss: 1.1304, grad_norm: 5.0847 2021-06-05 02:13:20,528 - mmaction - INFO - Epoch [34][200/1243] lr: 7.500e-03, eta: 21:45:10, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7273, top5_acc: 0.9023, loss_cls: 1.0795, loss: 1.0795, grad_norm: 5.1714 2021-06-05 02:13:38,823 - mmaction - INFO - Epoch [34][220/1243] lr: 7.500e-03, eta: 21:44:50, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7279, top5_acc: 0.8904, loss_cls: 1.0824, loss: 1.0824, grad_norm: 5.2027 2021-06-05 02:13:57,204 - mmaction - INFO - Epoch [34][240/1243] lr: 7.500e-03, eta: 21:44:31, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7211, top5_acc: 0.8932, loss_cls: 1.0858, loss: 1.0858, grad_norm: 5.3006 2021-06-05 02:14:15,486 - mmaction - INFO - Epoch [34][260/1243] lr: 7.500e-03, eta: 21:44:11, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.7224, top5_acc: 0.8953, loss_cls: 1.0991, loss: 1.0991, grad_norm: 5.3018 2021-06-05 02:14:33,753 - mmaction - INFO - Epoch [34][280/1243] lr: 7.500e-03, eta: 21:43:51, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7234, top5_acc: 0.9026, loss_cls: 1.0680, loss: 1.0680, grad_norm: 5.2965 2021-06-05 02:14:52,065 - mmaction - INFO - Epoch [34][300/1243] lr: 7.500e-03, eta: 21:43:31, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7193, top5_acc: 0.8961, loss_cls: 1.0967, loss: 1.0967, grad_norm: 5.0973 2021-06-05 02:15:10,345 - mmaction - INFO - Epoch [34][320/1243] lr: 7.500e-03, eta: 21:43:11, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7089, top5_acc: 0.8948, loss_cls: 1.1239, loss: 1.1239, grad_norm: 5.2694 2021-06-05 02:15:28,625 - mmaction - INFO - Epoch [34][340/1243] lr: 7.500e-03, eta: 21:42:51, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7260, top5_acc: 0.8995, loss_cls: 1.0458, loss: 1.0458, grad_norm: 4.9365 2021-06-05 02:15:46,943 - mmaction - INFO - Epoch [34][360/1243] lr: 7.500e-03, eta: 21:42:31, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7258, top5_acc: 0.9047, loss_cls: 1.0589, loss: 1.0589, grad_norm: 4.9516 2021-06-05 02:16:05,293 - mmaction - INFO - Epoch [34][380/1243] lr: 7.500e-03, eta: 21:42:11, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7227, top5_acc: 0.8974, loss_cls: 1.0774, loss: 1.0774, grad_norm: 4.9044 2021-06-05 02:16:23,580 - mmaction - INFO - Epoch [34][400/1243] lr: 7.500e-03, eta: 21:41:51, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7180, top5_acc: 0.8904, loss_cls: 1.1100, loss: 1.1100, grad_norm: 5.1850 2021-06-05 02:16:41,912 - mmaction - INFO - Epoch [34][420/1243] lr: 7.500e-03, eta: 21:41:31, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7177, top5_acc: 0.8945, loss_cls: 1.1017, loss: 1.1017, grad_norm: 5.7572 2021-06-05 02:17:00,296 - mmaction - INFO - Epoch [34][440/1243] lr: 7.500e-03, eta: 21:41:11, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7138, top5_acc: 0.8896, loss_cls: 1.1273, loss: 1.1273, grad_norm: 5.2608 2021-06-05 02:17:18,621 - mmaction - INFO - Epoch [34][460/1243] lr: 7.500e-03, eta: 21:40:51, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7185, top5_acc: 0.8914, loss_cls: 1.1237, loss: 1.1237, grad_norm: 5.2576 2021-06-05 02:17:36,922 - mmaction - INFO - Epoch [34][480/1243] lr: 7.500e-03, eta: 21:40:31, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7273, top5_acc: 0.8990, loss_cls: 1.0868, loss: 1.0868, grad_norm: 5.2107 2021-06-05 02:17:55,231 - mmaction - INFO - Epoch [34][500/1243] lr: 7.500e-03, eta: 21:40:12, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7068, top5_acc: 0.8846, loss_cls: 1.1832, loss: 1.1832, grad_norm: 5.3863 2021-06-05 02:18:13,593 - mmaction - INFO - Epoch [34][520/1243] lr: 7.500e-03, eta: 21:39:52, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7172, top5_acc: 0.8875, loss_cls: 1.1270, loss: 1.1270, grad_norm: 5.7473 2021-06-05 02:18:31,931 - mmaction - INFO - Epoch [34][540/1243] lr: 7.500e-03, eta: 21:39:32, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7255, top5_acc: 0.8909, loss_cls: 1.1071, loss: 1.1071, grad_norm: 5.2102 2021-06-05 02:18:50,338 - mmaction - INFO - Epoch [34][560/1243] lr: 7.500e-03, eta: 21:39:12, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7159, top5_acc: 0.8857, loss_cls: 1.1398, loss: 1.1398, grad_norm: 5.5684 2021-06-05 02:19:08,750 - mmaction - INFO - Epoch [34][580/1243] lr: 7.500e-03, eta: 21:38:52, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7159, top5_acc: 0.8977, loss_cls: 1.1028, loss: 1.1028, grad_norm: 5.3463 2021-06-05 02:19:27,127 - mmaction - INFO - Epoch [34][600/1243] lr: 7.500e-03, eta: 21:38:33, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7044, top5_acc: 0.8740, loss_cls: 1.1983, loss: 1.1983, grad_norm: 5.3750 2021-06-05 02:19:45,421 - mmaction - INFO - Epoch [34][620/1243] lr: 7.500e-03, eta: 21:38:13, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7185, top5_acc: 0.8919, loss_cls: 1.1106, loss: 1.1106, grad_norm: 5.3416 2021-06-05 02:20:03,748 - mmaction - INFO - Epoch [34][640/1243] lr: 7.500e-03, eta: 21:37:53, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7130, top5_acc: 0.8979, loss_cls: 1.1056, loss: 1.1056, grad_norm: 5.3672 2021-06-05 02:20:22,081 - mmaction - INFO - Epoch [34][660/1243] lr: 7.500e-03, eta: 21:37:33, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7180, top5_acc: 0.8865, loss_cls: 1.1120, loss: 1.1120, grad_norm: 5.2398 2021-06-05 02:20:40,385 - mmaction - INFO - Epoch [34][680/1243] lr: 7.500e-03, eta: 21:37:13, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.7177, top5_acc: 0.8870, loss_cls: 1.1220, loss: 1.1220, grad_norm: 5.4896 2021-06-05 02:20:58,627 - mmaction - INFO - Epoch [34][700/1243] lr: 7.500e-03, eta: 21:36:53, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.7190, top5_acc: 0.8875, loss_cls: 1.1367, loss: 1.1367, grad_norm: 5.4078 2021-06-05 02:21:16,922 - mmaction - INFO - Epoch [34][720/1243] lr: 7.500e-03, eta: 21:36:33, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7154, top5_acc: 0.8940, loss_cls: 1.1032, loss: 1.1032, grad_norm: 5.1321 2021-06-05 02:21:35,266 - mmaction - INFO - Epoch [34][740/1243] lr: 7.500e-03, eta: 21:36:13, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7266, top5_acc: 0.8987, loss_cls: 1.0946, loss: 1.0946, grad_norm: 5.7301 2021-06-05 02:21:53,596 - mmaction - INFO - Epoch [34][760/1243] lr: 7.500e-03, eta: 21:35:53, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.7042, top5_acc: 0.8859, loss_cls: 1.1718, loss: 1.1718, grad_norm: 5.1855 2021-06-05 02:22:11,941 - mmaction - INFO - Epoch [34][780/1243] lr: 7.500e-03, eta: 21:35:33, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7211, top5_acc: 0.8919, loss_cls: 1.1075, loss: 1.1075, grad_norm: 5.3535 2021-06-05 02:22:30,325 - mmaction - INFO - Epoch [34][800/1243] lr: 7.500e-03, eta: 21:35:14, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.7099, top5_acc: 0.8872, loss_cls: 1.1719, loss: 1.1719, grad_norm: 5.0709 2021-06-05 02:22:48,602 - mmaction - INFO - Epoch [34][820/1243] lr: 7.500e-03, eta: 21:34:54, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7292, top5_acc: 0.8935, loss_cls: 1.0891, loss: 1.0891, grad_norm: 5.8126 2021-06-05 02:23:06,945 - mmaction - INFO - Epoch [34][840/1243] lr: 7.500e-03, eta: 21:34:34, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7091, top5_acc: 0.8831, loss_cls: 1.1475, loss: 1.1475, grad_norm: 5.6033 2021-06-05 02:23:25,331 - mmaction - INFO - Epoch [34][860/1243] lr: 7.500e-03, eta: 21:34:14, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7018, top5_acc: 0.8938, loss_cls: 1.1594, loss: 1.1594, grad_norm: 5.0053 2021-06-05 02:23:43,613 - mmaction - INFO - Epoch [34][880/1243] lr: 7.500e-03, eta: 21:33:54, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7193, top5_acc: 0.8935, loss_cls: 1.1175, loss: 1.1175, grad_norm: 5.3506 2021-06-05 02:24:02,041 - mmaction - INFO - Epoch [34][900/1243] lr: 7.500e-03, eta: 21:33:35, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.7185, top5_acc: 0.8852, loss_cls: 1.1333, loss: 1.1333, grad_norm: 5.1646 2021-06-05 02:24:20,404 - mmaction - INFO - Epoch [34][920/1243] lr: 7.500e-03, eta: 21:33:15, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7130, top5_acc: 0.8839, loss_cls: 1.1327, loss: 1.1327, grad_norm: 5.1708 2021-06-05 02:24:38,738 - mmaction - INFO - Epoch [34][940/1243] lr: 7.500e-03, eta: 21:32:55, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7159, top5_acc: 0.8958, loss_cls: 1.1100, loss: 1.1100, grad_norm: 5.4594 2021-06-05 02:24:57,083 - mmaction - INFO - Epoch [34][960/1243] lr: 7.500e-03, eta: 21:32:35, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7154, top5_acc: 0.8922, loss_cls: 1.1370, loss: 1.1370, grad_norm: 5.3768 2021-06-05 02:25:15,417 - mmaction - INFO - Epoch [34][980/1243] lr: 7.500e-03, eta: 21:32:15, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.7148, top5_acc: 0.8865, loss_cls: 1.1353, loss: 1.1353, grad_norm: 5.2482 2021-06-05 02:25:33,736 - mmaction - INFO - Epoch [34][1000/1243] lr: 7.500e-03, eta: 21:31:55, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7055, top5_acc: 0.8880, loss_cls: 1.1760, loss: 1.1760, grad_norm: 5.6079 2021-06-05 02:25:52,093 - mmaction - INFO - Epoch [34][1020/1243] lr: 7.500e-03, eta: 21:31:36, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6997, top5_acc: 0.8841, loss_cls: 1.1651, loss: 1.1651, grad_norm: 5.6085 2021-06-05 02:26:10,385 - mmaction - INFO - Epoch [34][1040/1243] lr: 7.500e-03, eta: 21:31:16, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7008, top5_acc: 0.8872, loss_cls: 1.1714, loss: 1.1714, grad_norm: 6.0415 2021-06-05 02:26:28,713 - mmaction - INFO - Epoch [34][1060/1243] lr: 7.500e-03, eta: 21:30:56, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7044, top5_acc: 0.8901, loss_cls: 1.1398, loss: 1.1398, grad_norm: 6.8545 2021-06-05 02:26:47,097 - mmaction - INFO - Epoch [34][1080/1243] lr: 7.500e-03, eta: 21:30:36, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6878, top5_acc: 0.8714, loss_cls: 1.2493, loss: 1.2493, grad_norm: 6.4828 2021-06-05 02:27:05,431 - mmaction - INFO - Epoch [34][1100/1243] lr: 7.500e-03, eta: 21:30:16, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6893, top5_acc: 0.8820, loss_cls: 1.2338, loss: 1.2338, grad_norm: 5.4505 2021-06-05 02:27:23,712 - mmaction - INFO - Epoch [34][1120/1243] lr: 7.500e-03, eta: 21:29:56, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7107, top5_acc: 0.8945, loss_cls: 1.1345, loss: 1.1345, grad_norm: 5.4393 2021-06-05 02:27:42,027 - mmaction - INFO - Epoch [34][1140/1243] lr: 7.500e-03, eta: 21:29:37, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7115, top5_acc: 0.8948, loss_cls: 1.1331, loss: 1.1331, grad_norm: 5.6347 2021-06-05 02:28:00,318 - mmaction - INFO - Epoch [34][1160/1243] lr: 7.500e-03, eta: 21:29:17, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.7055, top5_acc: 0.8880, loss_cls: 1.1477, loss: 1.1477, grad_norm: 5.8389 2021-06-05 02:28:18,694 - mmaction - INFO - Epoch [34][1180/1243] lr: 7.500e-03, eta: 21:28:57, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7161, top5_acc: 0.8956, loss_cls: 1.1285, loss: 1.1285, grad_norm: 5.6081 2021-06-05 02:28:37,018 - mmaction - INFO - Epoch [34][1200/1243] lr: 7.500e-03, eta: 21:28:37, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7109, top5_acc: 0.8914, loss_cls: 1.1396, loss: 1.1396, grad_norm: 5.4912 2021-06-05 02:28:55,389 - mmaction - INFO - Epoch [34][1220/1243] lr: 7.500e-03, eta: 21:28:17, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7159, top5_acc: 0.8820, loss_cls: 1.1627, loss: 1.1627, grad_norm: 5.3310 2021-06-05 02:29:13,486 - mmaction - INFO - Epoch [34][1240/1243] lr: 7.500e-03, eta: 21:27:57, time: 0.906, data_time: 0.001, memory: 18352, top1_acc: 0.7164, top5_acc: 0.8922, loss_cls: 1.1403, loss: 1.1403, grad_norm: 5.2447 2021-06-05 02:31:37,586 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 02:31:38,240 - mmaction - INFO - top1_acc 0.7160 top5_acc 0.8959 2021-06-05 02:31:38,240 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 02:31:38,264 - mmaction - INFO - mean_acc 0.7159 2021-06-05 02:31:38,269 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-06-05 02:31:39,374 - mmaction - INFO - Epoch(val) [34][104] top1_acc: 0.7160, top5_acc: 0.8959, mean_class_accuracy: 0.7159 2021-06-05 02:32:23,386 - mmaction - INFO - Epoch [35][20/1243] lr: 7.500e-03, eta: 21:28:19, time: 2.200, data_time: 1.257, memory: 18352, top1_acc: 0.7263, top5_acc: 0.8964, loss_cls: 1.1063, loss: 1.1063, grad_norm: 5.2310 2021-06-05 02:32:41,665 - mmaction - INFO - Epoch [35][40/1243] lr: 7.500e-03, eta: 21:27:59, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7302, top5_acc: 0.8956, loss_cls: 1.0860, loss: 1.0860, grad_norm: 5.0568 2021-06-05 02:32:59,998 - mmaction - INFO - Epoch [35][60/1243] lr: 7.500e-03, eta: 21:27:39, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7276, top5_acc: 0.8932, loss_cls: 1.0831, loss: 1.0831, grad_norm: 5.4733 2021-06-05 02:33:18,273 - mmaction - INFO - Epoch [35][80/1243] lr: 7.500e-03, eta: 21:27:19, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7177, top5_acc: 0.8932, loss_cls: 1.1197, loss: 1.1197, grad_norm: 5.2083 2021-06-05 02:33:36,608 - mmaction - INFO - Epoch [35][100/1243] lr: 7.500e-03, eta: 21:26:59, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7276, top5_acc: 0.9029, loss_cls: 1.0689, loss: 1.0689, grad_norm: 5.2010 2021-06-05 02:33:54,941 - mmaction - INFO - Epoch [35][120/1243] lr: 7.500e-03, eta: 21:26:39, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7216, top5_acc: 0.8938, loss_cls: 1.1128, loss: 1.1128, grad_norm: 4.9843 2021-06-05 02:34:13,243 - mmaction - INFO - Epoch [35][140/1243] lr: 7.500e-03, eta: 21:26:19, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7245, top5_acc: 0.9016, loss_cls: 1.0608, loss: 1.0608, grad_norm: 5.6447 2021-06-05 02:34:31,628 - mmaction - INFO - Epoch [35][160/1243] lr: 7.500e-03, eta: 21:26:00, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7341, top5_acc: 0.8948, loss_cls: 1.0746, loss: 1.0746, grad_norm: 4.9251 2021-06-05 02:34:50,024 - mmaction - INFO - Epoch [35][180/1243] lr: 7.500e-03, eta: 21:25:40, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7260, top5_acc: 0.9013, loss_cls: 1.0593, loss: 1.0593, grad_norm: 5.1083 2021-06-05 02:35:08,448 - mmaction - INFO - Epoch [35][200/1243] lr: 7.500e-03, eta: 21:25:20, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7255, top5_acc: 0.8995, loss_cls: 1.0843, loss: 1.0843, grad_norm: 5.2169 2021-06-05 02:35:26,719 - mmaction - INFO - Epoch [35][220/1243] lr: 7.500e-03, eta: 21:25:00, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7255, top5_acc: 0.8922, loss_cls: 1.0973, loss: 1.0973, grad_norm: 5.0608 2021-06-05 02:35:45,077 - mmaction - INFO - Epoch [35][240/1243] lr: 7.500e-03, eta: 21:24:40, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7271, top5_acc: 0.8945, loss_cls: 1.0752, loss: 1.0752, grad_norm: 4.8444 2021-06-05 02:36:03,454 - mmaction - INFO - Epoch [35][260/1243] lr: 7.500e-03, eta: 21:24:21, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7229, top5_acc: 0.8893, loss_cls: 1.0966, loss: 1.0966, grad_norm: 5.1014 2021-06-05 02:36:21,801 - mmaction - INFO - Epoch [35][280/1243] lr: 7.500e-03, eta: 21:24:01, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7146, top5_acc: 0.8867, loss_cls: 1.1501, loss: 1.1501, grad_norm: 6.1007 2021-06-05 02:36:40,218 - mmaction - INFO - Epoch [35][300/1243] lr: 7.500e-03, eta: 21:23:41, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7167, top5_acc: 0.8958, loss_cls: 1.1045, loss: 1.1045, grad_norm: 5.7920 2021-06-05 02:36:58,574 - mmaction - INFO - Epoch [35][320/1243] lr: 7.500e-03, eta: 21:23:21, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.7133, top5_acc: 0.8867, loss_cls: 1.1510, loss: 1.1510, grad_norm: 6.2242 2021-06-05 02:37:16,974 - mmaction - INFO - Epoch [35][340/1243] lr: 7.500e-03, eta: 21:23:02, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7099, top5_acc: 0.8807, loss_cls: 1.1770, loss: 1.1770, grad_norm: 5.3151 2021-06-05 02:37:35,337 - mmaction - INFO - Epoch [35][360/1243] lr: 7.500e-03, eta: 21:22:42, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7232, top5_acc: 0.8951, loss_cls: 1.0726, loss: 1.0726, grad_norm: 5.0642 2021-06-05 02:37:53,702 - mmaction - INFO - Epoch [35][380/1243] lr: 7.500e-03, eta: 21:22:22, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7297, top5_acc: 0.8922, loss_cls: 1.0932, loss: 1.0932, grad_norm: 5.6220 2021-06-05 02:38:12,021 - mmaction - INFO - Epoch [35][400/1243] lr: 7.500e-03, eta: 21:22:02, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7167, top5_acc: 0.8807, loss_cls: 1.1617, loss: 1.1617, grad_norm: 5.5531 2021-06-05 02:38:30,324 - mmaction - INFO - Epoch [35][420/1243] lr: 7.500e-03, eta: 21:21:43, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7174, top5_acc: 0.8826, loss_cls: 1.1434, loss: 1.1434, grad_norm: 5.5932 2021-06-05 02:38:48,671 - mmaction - INFO - Epoch [35][440/1243] lr: 7.500e-03, eta: 21:21:23, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7104, top5_acc: 0.8852, loss_cls: 1.1393, loss: 1.1393, grad_norm: 5.6664 2021-06-05 02:39:07,002 - mmaction - INFO - Epoch [35][460/1243] lr: 7.500e-03, eta: 21:21:03, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7294, top5_acc: 0.8927, loss_cls: 1.0856, loss: 1.0856, grad_norm: 5.9770 2021-06-05 02:39:25,356 - mmaction - INFO - Epoch [35][480/1243] lr: 7.500e-03, eta: 21:20:43, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7263, top5_acc: 0.8909, loss_cls: 1.1126, loss: 1.1126, grad_norm: 5.6686 2021-06-05 02:39:43,696 - mmaction - INFO - Epoch [35][500/1243] lr: 7.500e-03, eta: 21:20:23, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.7128, top5_acc: 0.8857, loss_cls: 1.1365, loss: 1.1365, grad_norm: 5.3475 2021-06-05 02:40:02,069 - mmaction - INFO - Epoch [35][520/1243] lr: 7.500e-03, eta: 21:20:04, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7141, top5_acc: 0.8909, loss_cls: 1.0952, loss: 1.0952, grad_norm: 5.4967 2021-06-05 02:40:20,422 - mmaction - INFO - Epoch [35][540/1243] lr: 7.500e-03, eta: 21:19:44, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7260, top5_acc: 0.8906, loss_cls: 1.0956, loss: 1.0956, grad_norm: 5.2520 2021-06-05 02:40:38,776 - mmaction - INFO - Epoch [35][560/1243] lr: 7.500e-03, eta: 21:19:24, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7323, top5_acc: 0.8984, loss_cls: 1.0815, loss: 1.0815, grad_norm: 5.4235 2021-06-05 02:40:57,191 - mmaction - INFO - Epoch [35][580/1243] lr: 7.500e-03, eta: 21:19:04, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7172, top5_acc: 0.8964, loss_cls: 1.0916, loss: 1.0916, grad_norm: 5.4626 2021-06-05 02:41:15,574 - mmaction - INFO - Epoch [35][600/1243] lr: 7.500e-03, eta: 21:18:45, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7169, top5_acc: 0.8961, loss_cls: 1.1001, loss: 1.1001, grad_norm: 5.5539 2021-06-05 02:41:33,971 - mmaction - INFO - Epoch [35][620/1243] lr: 7.500e-03, eta: 21:18:25, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7094, top5_acc: 0.8872, loss_cls: 1.1514, loss: 1.1514, grad_norm: 5.6400 2021-06-05 02:41:52,393 - mmaction - INFO - Epoch [35][640/1243] lr: 7.500e-03, eta: 21:18:05, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7227, top5_acc: 0.8938, loss_cls: 1.1096, loss: 1.1096, grad_norm: 5.5431 2021-06-05 02:42:10,777 - mmaction - INFO - Epoch [35][660/1243] lr: 7.500e-03, eta: 21:17:46, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7073, top5_acc: 0.8904, loss_cls: 1.1458, loss: 1.1458, grad_norm: 5.3021 2021-06-05 02:42:29,128 - mmaction - INFO - Epoch [35][680/1243] lr: 7.500e-03, eta: 21:17:26, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7214, top5_acc: 0.8992, loss_cls: 1.1033, loss: 1.1033, grad_norm: 5.2654 2021-06-05 02:42:47,540 - mmaction - INFO - Epoch [35][700/1243] lr: 7.500e-03, eta: 21:17:06, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.7289, top5_acc: 0.8997, loss_cls: 1.0546, loss: 1.0546, grad_norm: 5.3028 2021-06-05 02:43:05,891 - mmaction - INFO - Epoch [35][720/1243] lr: 7.500e-03, eta: 21:16:46, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7193, top5_acc: 0.8940, loss_cls: 1.1185, loss: 1.1185, grad_norm: 5.1827 2021-06-05 02:43:24,307 - mmaction - INFO - Epoch [35][740/1243] lr: 7.500e-03, eta: 21:16:27, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7211, top5_acc: 0.8987, loss_cls: 1.0841, loss: 1.0841, grad_norm: 5.5039 2021-06-05 02:43:42,677 - mmaction - INFO - Epoch [35][760/1243] lr: 7.500e-03, eta: 21:16:07, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7099, top5_acc: 0.8891, loss_cls: 1.1118, loss: 1.1118, grad_norm: 5.2798 2021-06-05 02:44:01,006 - mmaction - INFO - Epoch [35][780/1243] lr: 7.500e-03, eta: 21:15:47, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7182, top5_acc: 0.8898, loss_cls: 1.1117, loss: 1.1117, grad_norm: 4.9793 2021-06-05 02:44:19,366 - mmaction - INFO - Epoch [35][800/1243] lr: 7.500e-03, eta: 21:15:27, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7151, top5_acc: 0.9010, loss_cls: 1.1283, loss: 1.1283, grad_norm: 5.3219 2021-06-05 02:44:37,683 - mmaction - INFO - Epoch [35][820/1243] lr: 7.500e-03, eta: 21:15:08, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7224, top5_acc: 0.8987, loss_cls: 1.0884, loss: 1.0884, grad_norm: 5.0350 2021-06-05 02:44:56,075 - mmaction - INFO - Epoch [35][840/1243] lr: 7.500e-03, eta: 21:14:48, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7198, top5_acc: 0.8974, loss_cls: 1.0949, loss: 1.0949, grad_norm: 5.6536 2021-06-05 02:45:14,374 - mmaction - INFO - Epoch [35][860/1243] lr: 7.500e-03, eta: 21:14:28, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7169, top5_acc: 0.8924, loss_cls: 1.1120, loss: 1.1120, grad_norm: 5.3312 2021-06-05 02:45:32,691 - mmaction - INFO - Epoch [35][880/1243] lr: 7.500e-03, eta: 21:14:08, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7146, top5_acc: 0.8904, loss_cls: 1.1341, loss: 1.1341, grad_norm: 5.6848 2021-06-05 02:45:51,086 - mmaction - INFO - Epoch [35][900/1243] lr: 7.500e-03, eta: 21:13:49, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7172, top5_acc: 0.8924, loss_cls: 1.1271, loss: 1.1271, grad_norm: 5.5352 2021-06-05 02:46:09,541 - mmaction - INFO - Epoch [35][920/1243] lr: 7.500e-03, eta: 21:13:29, time: 0.924, data_time: 0.002, memory: 18352, top1_acc: 0.7151, top5_acc: 0.8935, loss_cls: 1.1308, loss: 1.1308, grad_norm: 6.0514 2021-06-05 02:46:27,937 - mmaction - INFO - Epoch [35][940/1243] lr: 7.500e-03, eta: 21:13:09, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7227, top5_acc: 0.8964, loss_cls: 1.1082, loss: 1.1082, grad_norm: 5.7278 2021-06-05 02:46:46,292 - mmaction - INFO - Epoch [35][960/1243] lr: 7.500e-03, eta: 21:12:50, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7052, top5_acc: 0.8867, loss_cls: 1.1686, loss: 1.1686, grad_norm: 5.9971 2021-06-05 02:47:04,655 - mmaction - INFO - Epoch [35][980/1243] lr: 7.500e-03, eta: 21:12:30, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6958, top5_acc: 0.8844, loss_cls: 1.1807, loss: 1.1807, grad_norm: 6.3585 2021-06-05 02:47:23,020 - mmaction - INFO - Epoch [35][1000/1243] lr: 7.500e-03, eta: 21:12:10, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7026, top5_acc: 0.8820, loss_cls: 1.1779, loss: 1.1779, grad_norm: 5.4197 2021-06-05 02:47:41,360 - mmaction - INFO - Epoch [35][1020/1243] lr: 7.500e-03, eta: 21:11:50, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.6977, top5_acc: 0.8820, loss_cls: 1.1768, loss: 1.1768, grad_norm: 5.7494 2021-06-05 02:47:59,806 - mmaction - INFO - Epoch [35][1040/1243] lr: 7.500e-03, eta: 21:11:31, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7221, top5_acc: 0.8940, loss_cls: 1.0930, loss: 1.0930, grad_norm: 5.0591 2021-06-05 02:48:18,173 - mmaction - INFO - Epoch [35][1060/1243] lr: 7.500e-03, eta: 21:11:11, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7122, top5_acc: 0.8898, loss_cls: 1.1430, loss: 1.1430, grad_norm: 5.7444 2021-06-05 02:48:36,539 - mmaction - INFO - Epoch [35][1080/1243] lr: 7.500e-03, eta: 21:10:51, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7151, top5_acc: 0.8896, loss_cls: 1.1260, loss: 1.1260, grad_norm: 5.9947 2021-06-05 02:48:54,905 - mmaction - INFO - Epoch [35][1100/1243] lr: 7.500e-03, eta: 21:10:32, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7115, top5_acc: 0.8836, loss_cls: 1.1690, loss: 1.1690, grad_norm: 5.4437 2021-06-05 02:49:13,267 - mmaction - INFO - Epoch [35][1120/1243] lr: 7.500e-03, eta: 21:10:12, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7159, top5_acc: 0.8943, loss_cls: 1.1224, loss: 1.1224, grad_norm: 5.3925 2021-06-05 02:49:31,618 - mmaction - INFO - Epoch [35][1140/1243] lr: 7.500e-03, eta: 21:09:52, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7089, top5_acc: 0.8888, loss_cls: 1.1246, loss: 1.1246, grad_norm: 5.4197 2021-06-05 02:49:49,997 - mmaction - INFO - Epoch [35][1160/1243] lr: 7.500e-03, eta: 21:09:32, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7203, top5_acc: 0.8992, loss_cls: 1.0976, loss: 1.0976, grad_norm: 5.4122 2021-06-05 02:50:08,380 - mmaction - INFO - Epoch [35][1180/1243] lr: 7.500e-03, eta: 21:09:13, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7242, top5_acc: 0.8938, loss_cls: 1.0969, loss: 1.0969, grad_norm: 5.8703 2021-06-05 02:50:26,751 - mmaction - INFO - Epoch [35][1200/1243] lr: 7.500e-03, eta: 21:08:53, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7151, top5_acc: 0.8966, loss_cls: 1.1092, loss: 1.1092, grad_norm: 5.6891 2021-06-05 02:50:45,217 - mmaction - INFO - Epoch [35][1220/1243] lr: 7.500e-03, eta: 21:08:34, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.7250, top5_acc: 0.8919, loss_cls: 1.1079, loss: 1.1079, grad_norm: 5.2609 2021-06-05 02:51:03,386 - mmaction - INFO - Epoch [35][1240/1243] lr: 7.500e-03, eta: 21:08:14, time: 0.909, data_time: 0.001, memory: 18352, top1_acc: 0.7042, top5_acc: 0.8836, loss_cls: 1.1606, loss: 1.1606, grad_norm: 5.7847 2021-06-05 02:53:26,996 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 02:53:27,644 - mmaction - INFO - top1_acc 0.7101 top5_acc 0.8949 2021-06-05 02:53:27,644 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 02:53:27,667 - mmaction - INFO - mean_acc 0.7100 2021-06-05 02:53:27,671 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-06-05 02:53:28,830 - mmaction - INFO - Epoch(val) [35][104] top1_acc: 0.7101, top5_acc: 0.8949, mean_class_accuracy: 0.7100 2021-06-05 02:54:13,364 - mmaction - INFO - Epoch [36][20/1243] lr: 7.500e-03, eta: 21:08:34, time: 2.226, data_time: 1.310, memory: 18352, top1_acc: 0.7232, top5_acc: 0.8904, loss_cls: 1.1093, loss: 1.1093, grad_norm: 5.4356 2021-06-05 02:54:31,686 - mmaction - INFO - Epoch [36][40/1243] lr: 7.500e-03, eta: 21:08:14, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7307, top5_acc: 0.9023, loss_cls: 1.0634, loss: 1.0634, grad_norm: 5.2196 2021-06-05 02:54:50,044 - mmaction - INFO - Epoch [36][60/1243] lr: 7.500e-03, eta: 21:07:55, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7227, top5_acc: 0.8974, loss_cls: 1.0861, loss: 1.0861, grad_norm: 5.2872 2021-06-05 02:55:08,423 - mmaction - INFO - Epoch [36][80/1243] lr: 7.500e-03, eta: 21:07:35, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7341, top5_acc: 0.9042, loss_cls: 1.0246, loss: 1.0246, grad_norm: 5.3722 2021-06-05 02:55:26,795 - mmaction - INFO - Epoch [36][100/1243] lr: 7.500e-03, eta: 21:07:15, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7352, top5_acc: 0.8995, loss_cls: 1.0611, loss: 1.0611, grad_norm: 5.1826 2021-06-05 02:55:45,149 - mmaction - INFO - Epoch [36][120/1243] lr: 7.500e-03, eta: 21:06:56, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.7042, top5_acc: 0.8839, loss_cls: 1.1815, loss: 1.1815, grad_norm: 8.3311 2021-06-05 02:56:03,547 - mmaction - INFO - Epoch [36][140/1243] lr: 7.500e-03, eta: 21:06:36, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7063, top5_acc: 0.8849, loss_cls: 1.1794, loss: 1.1794, grad_norm: 5.4648 2021-06-05 02:56:21,947 - mmaction - INFO - Epoch [36][160/1243] lr: 7.500e-03, eta: 21:06:16, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7156, top5_acc: 0.8854, loss_cls: 1.1372, loss: 1.1372, grad_norm: 5.3910 2021-06-05 02:56:40,387 - mmaction - INFO - Epoch [36][180/1243] lr: 7.500e-03, eta: 21:05:57, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7258, top5_acc: 0.8992, loss_cls: 1.0600, loss: 1.0600, grad_norm: 5.6179 2021-06-05 02:56:58,769 - mmaction - INFO - Epoch [36][200/1243] lr: 7.500e-03, eta: 21:05:37, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7107, top5_acc: 0.8888, loss_cls: 1.1365, loss: 1.1365, grad_norm: 5.5450 2021-06-05 02:57:17,184 - mmaction - INFO - Epoch [36][220/1243] lr: 7.500e-03, eta: 21:05:17, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.7180, top5_acc: 0.8948, loss_cls: 1.0980, loss: 1.0980, grad_norm: 5.1821 2021-06-05 02:57:35,558 - mmaction - INFO - Epoch [36][240/1243] lr: 7.500e-03, eta: 21:04:58, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7094, top5_acc: 0.8904, loss_cls: 1.1639, loss: 1.1639, grad_norm: 5.5983 2021-06-05 02:57:53,961 - mmaction - INFO - Epoch [36][260/1243] lr: 7.500e-03, eta: 21:04:38, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7221, top5_acc: 0.8930, loss_cls: 1.1110, loss: 1.1110, grad_norm: 5.1130 2021-06-05 02:58:12,315 - mmaction - INFO - Epoch [36][280/1243] lr: 7.500e-03, eta: 21:04:18, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7159, top5_acc: 0.8880, loss_cls: 1.1501, loss: 1.1501, grad_norm: 5.6555 2021-06-05 02:58:30,711 - mmaction - INFO - Epoch [36][300/1243] lr: 7.500e-03, eta: 21:03:59, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7266, top5_acc: 0.8888, loss_cls: 1.1103, loss: 1.1103, grad_norm: 5.6132 2021-06-05 02:58:49,036 - mmaction - INFO - Epoch [36][320/1243] lr: 7.500e-03, eta: 21:03:39, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7352, top5_acc: 0.8992, loss_cls: 1.0413, loss: 1.0413, grad_norm: 5.0341 2021-06-05 02:59:07,488 - mmaction - INFO - Epoch [36][340/1243] lr: 7.500e-03, eta: 21:03:19, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7289, top5_acc: 0.9018, loss_cls: 1.0575, loss: 1.0575, grad_norm: 5.5906 2021-06-05 02:59:25,854 - mmaction - INFO - Epoch [36][360/1243] lr: 7.500e-03, eta: 21:02:59, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7141, top5_acc: 0.8898, loss_cls: 1.1217, loss: 1.1217, grad_norm: 5.4982 2021-06-05 02:59:44,242 - mmaction - INFO - Epoch [36][380/1243] lr: 7.500e-03, eta: 21:02:40, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7292, top5_acc: 0.8958, loss_cls: 1.0901, loss: 1.0901, grad_norm: 5.1371 2021-06-05 03:00:02,601 - mmaction - INFO - Epoch [36][400/1243] lr: 7.500e-03, eta: 21:02:20, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7174, top5_acc: 0.8893, loss_cls: 1.1450, loss: 1.1450, grad_norm: 5.2933 2021-06-05 03:00:20,970 - mmaction - INFO - Epoch [36][420/1243] lr: 7.500e-03, eta: 21:02:00, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.7167, top5_acc: 0.8977, loss_cls: 1.0969, loss: 1.0969, grad_norm: 5.1937 2021-06-05 03:00:39,400 - mmaction - INFO - Epoch [36][440/1243] lr: 7.500e-03, eta: 21:01:41, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7245, top5_acc: 0.8995, loss_cls: 1.0745, loss: 1.0745, grad_norm: 5.4685 2021-06-05 03:00:57,795 - mmaction - INFO - Epoch [36][460/1243] lr: 7.500e-03, eta: 21:01:21, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7219, top5_acc: 0.8919, loss_cls: 1.0972, loss: 1.0972, grad_norm: 5.3005 2021-06-05 03:01:16,181 - mmaction - INFO - Epoch [36][480/1243] lr: 7.500e-03, eta: 21:01:01, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7195, top5_acc: 0.9010, loss_cls: 1.0733, loss: 1.0733, grad_norm: 5.3055 2021-06-05 03:01:34,560 - mmaction - INFO - Epoch [36][500/1243] lr: 7.500e-03, eta: 21:00:42, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7068, top5_acc: 0.8841, loss_cls: 1.1799, loss: 1.1799, grad_norm: 5.8198 2021-06-05 03:01:52,946 - mmaction - INFO - Epoch [36][520/1243] lr: 7.500e-03, eta: 21:00:22, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7076, top5_acc: 0.8919, loss_cls: 1.1386, loss: 1.1386, grad_norm: 5.6840 2021-06-05 03:02:11,346 - mmaction - INFO - Epoch [36][540/1243] lr: 7.500e-03, eta: 21:00:02, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7169, top5_acc: 0.8836, loss_cls: 1.1649, loss: 1.1649, grad_norm: 7.1054 2021-06-05 03:02:29,660 - mmaction - INFO - Epoch [36][560/1243] lr: 7.500e-03, eta: 20:59:43, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.6901, top5_acc: 0.8719, loss_cls: 1.2697, loss: 1.2697, grad_norm: 9.8746 2021-06-05 03:02:48,165 - mmaction - INFO - Epoch [36][580/1243] lr: 7.500e-03, eta: 20:59:23, time: 0.926, data_time: 0.001, memory: 18352, top1_acc: 0.6721, top5_acc: 0.8669, loss_cls: 1.3297, loss: 1.3297, grad_norm: 5.9860 2021-06-05 03:03:06,574 - mmaction - INFO - Epoch [36][600/1243] lr: 7.500e-03, eta: 20:59:03, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6935, top5_acc: 0.8714, loss_cls: 1.2472, loss: 1.2472, grad_norm: 6.1707 2021-06-05 03:03:24,962 - mmaction - INFO - Epoch [36][620/1243] lr: 7.500e-03, eta: 20:58:44, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7115, top5_acc: 0.8914, loss_cls: 1.1613, loss: 1.1613, grad_norm: 5.4263 2021-06-05 03:03:43,340 - mmaction - INFO - Epoch [36][640/1243] lr: 7.500e-03, eta: 20:58:24, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.7031, top5_acc: 0.8799, loss_cls: 1.1901, loss: 1.1901, grad_norm: 5.4556 2021-06-05 03:04:01,694 - mmaction - INFO - Epoch [36][660/1243] lr: 7.500e-03, eta: 20:58:04, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7094, top5_acc: 0.8784, loss_cls: 1.1948, loss: 1.1948, grad_norm: 5.1560 2021-06-05 03:04:20,065 - mmaction - INFO - Epoch [36][680/1243] lr: 7.500e-03, eta: 20:57:45, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7164, top5_acc: 0.8883, loss_cls: 1.1286, loss: 1.1286, grad_norm: 5.2800 2021-06-05 03:04:38,469 - mmaction - INFO - Epoch [36][700/1243] lr: 7.500e-03, eta: 20:57:25, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7122, top5_acc: 0.8885, loss_cls: 1.1406, loss: 1.1406, grad_norm: 5.6162 2021-06-05 03:04:56,833 - mmaction - INFO - Epoch [36][720/1243] lr: 7.500e-03, eta: 20:57:05, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7094, top5_acc: 0.8935, loss_cls: 1.1269, loss: 1.1269, grad_norm: 5.1551 2021-06-05 03:05:15,288 - mmaction - INFO - Epoch [36][740/1243] lr: 7.500e-03, eta: 20:56:46, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.7091, top5_acc: 0.8859, loss_cls: 1.1377, loss: 1.1377, grad_norm: 5.2483 2021-06-05 03:05:33,654 - mmaction - INFO - Epoch [36][760/1243] lr: 7.500e-03, eta: 20:56:26, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7117, top5_acc: 0.8964, loss_cls: 1.1336, loss: 1.1336, grad_norm: 5.5536 2021-06-05 03:05:52,153 - mmaction - INFO - Epoch [36][780/1243] lr: 7.500e-03, eta: 20:56:07, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.7148, top5_acc: 0.8891, loss_cls: 1.1457, loss: 1.1457, grad_norm: 5.4219 2021-06-05 03:06:10,546 - mmaction - INFO - Epoch [36][800/1243] lr: 7.500e-03, eta: 20:55:47, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7156, top5_acc: 0.8940, loss_cls: 1.1127, loss: 1.1127, grad_norm: 5.1535 2021-06-05 03:06:28,896 - mmaction - INFO - Epoch [36][820/1243] lr: 7.500e-03, eta: 20:55:27, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7109, top5_acc: 0.8810, loss_cls: 1.1659, loss: 1.1659, grad_norm: 5.4078 2021-06-05 03:06:47,306 - mmaction - INFO - Epoch [36][840/1243] lr: 7.500e-03, eta: 20:55:08, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7156, top5_acc: 0.8945, loss_cls: 1.1253, loss: 1.1253, grad_norm: 5.3625 2021-06-05 03:07:05,707 - mmaction - INFO - Epoch [36][860/1243] lr: 7.500e-03, eta: 20:54:48, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7013, top5_acc: 0.8854, loss_cls: 1.1732, loss: 1.1732, grad_norm: 6.5970 2021-06-05 03:07:24,122 - mmaction - INFO - Epoch [36][880/1243] lr: 7.500e-03, eta: 20:54:29, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7057, top5_acc: 0.8878, loss_cls: 1.1615, loss: 1.1615, grad_norm: 5.7283 2021-06-05 03:07:42,565 - mmaction - INFO - Epoch [36][900/1243] lr: 7.500e-03, eta: 20:54:09, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7013, top5_acc: 0.8854, loss_cls: 1.1546, loss: 1.1546, grad_norm: 5.6399 2021-06-05 03:08:00,875 - mmaction - INFO - Epoch [36][920/1243] lr: 7.500e-03, eta: 20:53:49, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.7042, top5_acc: 0.8820, loss_cls: 1.1807, loss: 1.1807, grad_norm: 6.3724 2021-06-05 03:08:19,278 - mmaction - INFO - Epoch [36][940/1243] lr: 7.500e-03, eta: 20:53:30, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7034, top5_acc: 0.8823, loss_cls: 1.1886, loss: 1.1886, grad_norm: 5.5132 2021-06-05 03:08:37,702 - mmaction - INFO - Epoch [36][960/1243] lr: 7.500e-03, eta: 20:53:10, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7174, top5_acc: 0.8917, loss_cls: 1.1286, loss: 1.1286, grad_norm: 5.4554 2021-06-05 03:08:56,088 - mmaction - INFO - Epoch [36][980/1243] lr: 7.500e-03, eta: 20:52:50, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7120, top5_acc: 0.8883, loss_cls: 1.1432, loss: 1.1432, grad_norm: 5.5118 2021-06-05 03:09:14,472 - mmaction - INFO - Epoch [36][1000/1243] lr: 7.500e-03, eta: 20:52:31, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6943, top5_acc: 0.8836, loss_cls: 1.1838, loss: 1.1838, grad_norm: 6.7850 2021-06-05 03:09:32,890 - mmaction - INFO - Epoch [36][1020/1243] lr: 7.500e-03, eta: 20:52:11, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7081, top5_acc: 0.8820, loss_cls: 1.1757, loss: 1.1757, grad_norm: 5.7719 2021-06-05 03:09:51,367 - mmaction - INFO - Epoch [36][1040/1243] lr: 7.500e-03, eta: 20:51:52, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.6982, top5_acc: 0.8836, loss_cls: 1.1996, loss: 1.1996, grad_norm: 5.5098 2021-06-05 03:10:09,788 - mmaction - INFO - Epoch [36][1060/1243] lr: 7.500e-03, eta: 20:51:32, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7188, top5_acc: 0.8906, loss_cls: 1.1154, loss: 1.1154, grad_norm: 5.3069 2021-06-05 03:10:28,221 - mmaction - INFO - Epoch [36][1080/1243] lr: 7.500e-03, eta: 20:51:13, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7034, top5_acc: 0.8815, loss_cls: 1.1869, loss: 1.1869, grad_norm: 5.7317 2021-06-05 03:10:46,683 - mmaction - INFO - Epoch [36][1100/1243] lr: 7.500e-03, eta: 20:50:53, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.7010, top5_acc: 0.8961, loss_cls: 1.1426, loss: 1.1426, grad_norm: 5.2073 2021-06-05 03:11:05,001 - mmaction - INFO - Epoch [36][1120/1243] lr: 7.500e-03, eta: 20:50:33, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7104, top5_acc: 0.8867, loss_cls: 1.1517, loss: 1.1517, grad_norm: 5.6070 2021-06-05 03:11:23,403 - mmaction - INFO - Epoch [36][1140/1243] lr: 7.500e-03, eta: 20:50:14, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.6943, top5_acc: 0.8852, loss_cls: 1.1933, loss: 1.1933, grad_norm: 5.5641 2021-06-05 03:11:41,804 - mmaction - INFO - Epoch [36][1160/1243] lr: 7.500e-03, eta: 20:49:54, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7203, top5_acc: 0.8906, loss_cls: 1.1292, loss: 1.1292, grad_norm: 5.4690 2021-06-05 03:12:00,228 - mmaction - INFO - Epoch [36][1180/1243] lr: 7.500e-03, eta: 20:49:34, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7130, top5_acc: 0.8826, loss_cls: 1.1556, loss: 1.1556, grad_norm: 5.7962 2021-06-05 03:12:18,658 - mmaction - INFO - Epoch [36][1200/1243] lr: 7.500e-03, eta: 20:49:15, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7198, top5_acc: 0.8802, loss_cls: 1.1278, loss: 1.1278, grad_norm: 5.1635 2021-06-05 03:12:37,057 - mmaction - INFO - Epoch [36][1220/1243] lr: 7.500e-03, eta: 20:48:55, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7182, top5_acc: 0.8852, loss_cls: 1.1304, loss: 1.1304, grad_norm: 5.5819 2021-06-05 03:12:55,146 - mmaction - INFO - Epoch [36][1240/1243] lr: 7.500e-03, eta: 20:48:35, time: 0.905, data_time: 0.001, memory: 18352, top1_acc: 0.7151, top5_acc: 0.8880, loss_cls: 1.1499, loss: 1.1499, grad_norm: 5.3618 2021-06-05 03:15:17,778 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 03:15:18,430 - mmaction - INFO - top1_acc 0.7095 top5_acc 0.8968 2021-06-05 03:15:18,430 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 03:15:18,455 - mmaction - INFO - mean_acc 0.7094 2021-06-05 03:15:18,460 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-06-05 03:15:19,597 - mmaction - INFO - Epoch(val) [36][104] top1_acc: 0.7095, top5_acc: 0.8968, mean_class_accuracy: 0.7094 2021-06-05 03:16:03,986 - mmaction - INFO - Epoch [37][20/1243] lr: 7.500e-03, eta: 20:48:54, time: 2.218, data_time: 1.307, memory: 18352, top1_acc: 0.7328, top5_acc: 0.8977, loss_cls: 1.0712, loss: 1.0712, grad_norm: 5.7081 2021-06-05 03:16:22,390 - mmaction - INFO - Epoch [37][40/1243] lr: 7.500e-03, eta: 20:48:34, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7167, top5_acc: 0.8919, loss_cls: 1.1237, loss: 1.1237, grad_norm: 5.5885 2021-06-05 03:16:40,767 - mmaction - INFO - Epoch [37][60/1243] lr: 7.500e-03, eta: 20:48:15, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7227, top5_acc: 0.8951, loss_cls: 1.0991, loss: 1.0991, grad_norm: 5.6520 2021-06-05 03:16:59,112 - mmaction - INFO - Epoch [37][80/1243] lr: 7.500e-03, eta: 20:47:55, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7253, top5_acc: 0.8930, loss_cls: 1.0850, loss: 1.0850, grad_norm: 5.9412 2021-06-05 03:17:17,500 - mmaction - INFO - Epoch [37][100/1243] lr: 7.500e-03, eta: 20:47:35, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7206, top5_acc: 0.8974, loss_cls: 1.0929, loss: 1.0929, grad_norm: 5.7714 2021-06-05 03:17:35,860 - mmaction - INFO - Epoch [37][120/1243] lr: 7.500e-03, eta: 20:47:16, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7161, top5_acc: 0.9039, loss_cls: 1.0781, loss: 1.0781, grad_norm: 5.9332 2021-06-05 03:17:54,238 - mmaction - INFO - Epoch [37][140/1243] lr: 7.500e-03, eta: 20:46:56, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7354, top5_acc: 0.8958, loss_cls: 1.0686, loss: 1.0686, grad_norm: 5.7815 2021-06-05 03:18:12,599 - mmaction - INFO - Epoch [37][160/1243] lr: 7.500e-03, eta: 20:46:36, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7281, top5_acc: 0.9013, loss_cls: 1.0796, loss: 1.0796, grad_norm: 5.7867 2021-06-05 03:18:30,938 - mmaction - INFO - Epoch [37][180/1243] lr: 7.500e-03, eta: 20:46:16, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7161, top5_acc: 0.8961, loss_cls: 1.1270, loss: 1.1270, grad_norm: 5.5129 2021-06-05 03:18:49,316 - mmaction - INFO - Epoch [37][200/1243] lr: 7.500e-03, eta: 20:45:57, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7211, top5_acc: 0.8953, loss_cls: 1.1045, loss: 1.1045, grad_norm: 5.3746 2021-06-05 03:19:07,813 - mmaction - INFO - Epoch [37][220/1243] lr: 7.500e-03, eta: 20:45:37, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.6982, top5_acc: 0.8823, loss_cls: 1.1912, loss: 1.1912, grad_norm: 6.8093 2021-06-05 03:19:26,185 - mmaction - INFO - Epoch [37][240/1243] lr: 7.500e-03, eta: 20:45:18, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7086, top5_acc: 0.8849, loss_cls: 1.1540, loss: 1.1540, grad_norm: 5.4505 2021-06-05 03:19:44,557 - mmaction - INFO - Epoch [37][260/1243] lr: 7.500e-03, eta: 20:44:58, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7091, top5_acc: 0.8893, loss_cls: 1.1365, loss: 1.1365, grad_norm: 5.8109 2021-06-05 03:20:03,019 - mmaction - INFO - Epoch [37][280/1243] lr: 7.500e-03, eta: 20:44:38, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7036, top5_acc: 0.8927, loss_cls: 1.1468, loss: 1.1468, grad_norm: 6.0249 2021-06-05 03:20:21,461 - mmaction - INFO - Epoch [37][300/1243] lr: 7.500e-03, eta: 20:44:19, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.7120, top5_acc: 0.8901, loss_cls: 1.1265, loss: 1.1265, grad_norm: 5.5615 2021-06-05 03:20:39,908 - mmaction - INFO - Epoch [37][320/1243] lr: 7.500e-03, eta: 20:43:59, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7107, top5_acc: 0.8914, loss_cls: 1.1343, loss: 1.1343, grad_norm: 5.3176 2021-06-05 03:20:58,162 - mmaction - INFO - Epoch [37][340/1243] lr: 7.500e-03, eta: 20:43:39, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.7156, top5_acc: 0.8885, loss_cls: 1.1388, loss: 1.1388, grad_norm: 5.5107 2021-06-05 03:21:16,542 - mmaction - INFO - Epoch [37][360/1243] lr: 7.500e-03, eta: 20:43:20, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7091, top5_acc: 0.8924, loss_cls: 1.1210, loss: 1.1210, grad_norm: 5.2613 2021-06-05 03:21:34,911 - mmaction - INFO - Epoch [37][380/1243] lr: 7.500e-03, eta: 20:43:00, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7065, top5_acc: 0.8932, loss_cls: 1.1473, loss: 1.1473, grad_norm: 6.0529 2021-06-05 03:21:53,335 - mmaction - INFO - Epoch [37][400/1243] lr: 7.500e-03, eta: 20:42:41, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7247, top5_acc: 0.8990, loss_cls: 1.0842, loss: 1.0842, grad_norm: 5.0474 2021-06-05 03:22:11,708 - mmaction - INFO - Epoch [37][420/1243] lr: 7.500e-03, eta: 20:42:21, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7161, top5_acc: 0.8828, loss_cls: 1.1361, loss: 1.1361, grad_norm: 5.1794 2021-06-05 03:22:30,079 - mmaction - INFO - Epoch [37][440/1243] lr: 7.500e-03, eta: 20:42:01, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7229, top5_acc: 0.9005, loss_cls: 1.0618, loss: 1.0618, grad_norm: 5.4537 2021-06-05 03:22:48,456 - mmaction - INFO - Epoch [37][460/1243] lr: 7.500e-03, eta: 20:41:42, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7315, top5_acc: 0.8940, loss_cls: 1.0781, loss: 1.0781, grad_norm: 4.9713 2021-06-05 03:23:06,807 - mmaction - INFO - Epoch [37][480/1243] lr: 7.500e-03, eta: 20:41:22, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7271, top5_acc: 0.8953, loss_cls: 1.0767, loss: 1.0767, grad_norm: 5.0229 2021-06-05 03:23:25,168 - mmaction - INFO - Epoch [37][500/1243] lr: 7.500e-03, eta: 20:41:02, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7289, top5_acc: 0.8995, loss_cls: 1.0554, loss: 1.0554, grad_norm: 5.4662 2021-06-05 03:23:43,575 - mmaction - INFO - Epoch [37][520/1243] lr: 7.500e-03, eta: 20:40:43, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7174, top5_acc: 0.8839, loss_cls: 1.1435, loss: 1.1435, grad_norm: 5.7316 2021-06-05 03:24:01,967 - mmaction - INFO - Epoch [37][540/1243] lr: 7.500e-03, eta: 20:40:23, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7013, top5_acc: 0.8786, loss_cls: 1.1905, loss: 1.1905, grad_norm: 5.3798 2021-06-05 03:24:20,359 - mmaction - INFO - Epoch [37][560/1243] lr: 7.500e-03, eta: 20:40:03, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7182, top5_acc: 0.8932, loss_cls: 1.1157, loss: 1.1157, grad_norm: 5.2223 2021-06-05 03:24:38,736 - mmaction - INFO - Epoch [37][580/1243] lr: 7.500e-03, eta: 20:39:44, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7333, top5_acc: 0.8966, loss_cls: 1.0742, loss: 1.0742, grad_norm: 5.3808 2021-06-05 03:24:57,163 - mmaction - INFO - Epoch [37][600/1243] lr: 7.500e-03, eta: 20:39:24, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7227, top5_acc: 0.8964, loss_cls: 1.0741, loss: 1.0741, grad_norm: 5.1132 2021-06-05 03:25:15,630 - mmaction - INFO - Epoch [37][620/1243] lr: 7.500e-03, eta: 20:39:05, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7164, top5_acc: 0.8854, loss_cls: 1.1490, loss: 1.1490, grad_norm: 6.6928 2021-06-05 03:25:34,019 - mmaction - INFO - Epoch [37][640/1243] lr: 7.500e-03, eta: 20:38:45, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7167, top5_acc: 0.8904, loss_cls: 1.1327, loss: 1.1327, grad_norm: 5.5082 2021-06-05 03:25:52,388 - mmaction - INFO - Epoch [37][660/1243] lr: 7.500e-03, eta: 20:38:26, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7177, top5_acc: 0.8948, loss_cls: 1.1076, loss: 1.1076, grad_norm: 5.4619 2021-06-05 03:26:10,744 - mmaction - INFO - Epoch [37][680/1243] lr: 7.500e-03, eta: 20:38:06, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7109, top5_acc: 0.8839, loss_cls: 1.1681, loss: 1.1681, grad_norm: 5.6948 2021-06-05 03:26:29,067 - mmaction - INFO - Epoch [37][700/1243] lr: 7.500e-03, eta: 20:37:46, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7060, top5_acc: 0.8852, loss_cls: 1.1878, loss: 1.1878, grad_norm: 5.5208 2021-06-05 03:26:47,423 - mmaction - INFO - Epoch [37][720/1243] lr: 7.500e-03, eta: 20:37:26, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7099, top5_acc: 0.8870, loss_cls: 1.1346, loss: 1.1346, grad_norm: 5.4875 2021-06-05 03:27:05,813 - mmaction - INFO - Epoch [37][740/1243] lr: 7.500e-03, eta: 20:37:07, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6997, top5_acc: 0.8924, loss_cls: 1.1384, loss: 1.1384, grad_norm: 5.3101 2021-06-05 03:27:24,223 - mmaction - INFO - Epoch [37][760/1243] lr: 7.500e-03, eta: 20:36:47, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7154, top5_acc: 0.8971, loss_cls: 1.1156, loss: 1.1156, grad_norm: 5.4731 2021-06-05 03:27:42,636 - mmaction - INFO - Epoch [37][780/1243] lr: 7.500e-03, eta: 20:36:28, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.7273, top5_acc: 0.9010, loss_cls: 1.0661, loss: 1.0661, grad_norm: 5.0950 2021-06-05 03:28:01,109 - mmaction - INFO - Epoch [37][800/1243] lr: 7.500e-03, eta: 20:36:08, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.7219, top5_acc: 0.8979, loss_cls: 1.0853, loss: 1.0853, grad_norm: 5.2119 2021-06-05 03:28:19,486 - mmaction - INFO - Epoch [37][820/1243] lr: 7.500e-03, eta: 20:35:49, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.6776, top5_acc: 0.8685, loss_cls: 1.2816, loss: 1.2816, grad_norm: 8.8069 2021-06-05 03:28:37,938 - mmaction - INFO - Epoch [37][840/1243] lr: 7.500e-03, eta: 20:35:29, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.6729, top5_acc: 0.8784, loss_cls: 1.2873, loss: 1.2873, grad_norm: 6.4175 2021-06-05 03:28:56,362 - mmaction - INFO - Epoch [37][860/1243] lr: 7.500e-03, eta: 20:35:10, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7008, top5_acc: 0.8781, loss_cls: 1.1997, loss: 1.1997, grad_norm: 5.7091 2021-06-05 03:29:14,766 - mmaction - INFO - Epoch [37][880/1243] lr: 7.500e-03, eta: 20:34:50, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7000, top5_acc: 0.8807, loss_cls: 1.1799, loss: 1.1799, grad_norm: 5.6740 2021-06-05 03:29:33,171 - mmaction - INFO - Epoch [37][900/1243] lr: 7.500e-03, eta: 20:34:30, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7042, top5_acc: 0.8802, loss_cls: 1.1981, loss: 1.1981, grad_norm: 5.6751 2021-06-05 03:29:51,641 - mmaction - INFO - Epoch [37][920/1243] lr: 7.500e-03, eta: 20:34:11, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.6945, top5_acc: 0.8846, loss_cls: 1.2063, loss: 1.2063, grad_norm: 7.7304 2021-06-05 03:30:09,999 - mmaction - INFO - Epoch [37][940/1243] lr: 7.500e-03, eta: 20:33:51, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7018, top5_acc: 0.8844, loss_cls: 1.1971, loss: 1.1971, grad_norm: 6.0815 2021-06-05 03:30:28,485 - mmaction - INFO - Epoch [37][960/1243] lr: 7.500e-03, eta: 20:33:32, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.6948, top5_acc: 0.8719, loss_cls: 1.2484, loss: 1.2484, grad_norm: 7.3989 2021-06-05 03:30:46,855 - mmaction - INFO - Epoch [37][980/1243] lr: 7.500e-03, eta: 20:33:12, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6846, top5_acc: 0.8859, loss_cls: 1.2247, loss: 1.2247, grad_norm: 5.6558 2021-06-05 03:31:05,246 - mmaction - INFO - Epoch [37][1000/1243] lr: 7.500e-03, eta: 20:32:53, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7016, top5_acc: 0.8773, loss_cls: 1.1972, loss: 1.1972, grad_norm: 5.4497 2021-06-05 03:31:23,686 - mmaction - INFO - Epoch [37][1020/1243] lr: 7.500e-03, eta: 20:32:33, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.7003, top5_acc: 0.8807, loss_cls: 1.1888, loss: 1.1888, grad_norm: 5.6268 2021-06-05 03:31:42,157 - mmaction - INFO - Epoch [37][1040/1243] lr: 7.500e-03, eta: 20:32:14, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7018, top5_acc: 0.8849, loss_cls: 1.1860, loss: 1.1860, grad_norm: 5.4160 2021-06-05 03:32:00,667 - mmaction - INFO - Epoch [37][1060/1243] lr: 7.500e-03, eta: 20:31:54, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.7086, top5_acc: 0.8823, loss_cls: 1.1802, loss: 1.1802, grad_norm: 6.1635 2021-06-05 03:32:19,055 - mmaction - INFO - Epoch [37][1080/1243] lr: 7.500e-03, eta: 20:31:35, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6966, top5_acc: 0.8797, loss_cls: 1.1865, loss: 1.1865, grad_norm: 9.9909 2021-06-05 03:32:37,433 - mmaction - INFO - Epoch [37][1100/1243] lr: 7.500e-03, eta: 20:31:15, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6643, top5_acc: 0.8589, loss_cls: 1.3507, loss: 1.3507, grad_norm: 6.4131 2021-06-05 03:32:55,781 - mmaction - INFO - Epoch [37][1120/1243] lr: 7.500e-03, eta: 20:30:55, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.6932, top5_acc: 0.8727, loss_cls: 1.2331, loss: 1.2331, grad_norm: 5.5900 2021-06-05 03:33:14,151 - mmaction - INFO - Epoch [37][1140/1243] lr: 7.500e-03, eta: 20:30:36, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.6945, top5_acc: 0.8760, loss_cls: 1.2255, loss: 1.2255, grad_norm: 5.5994 2021-06-05 03:33:32,509 - mmaction - INFO - Epoch [37][1160/1243] lr: 7.500e-03, eta: 20:30:16, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7063, top5_acc: 0.8891, loss_cls: 1.1679, loss: 1.1679, grad_norm: 5.3127 2021-06-05 03:33:50,875 - mmaction - INFO - Epoch [37][1180/1243] lr: 7.500e-03, eta: 20:29:56, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7130, top5_acc: 0.8885, loss_cls: 1.1585, loss: 1.1585, grad_norm: 5.5615 2021-06-05 03:34:09,263 - mmaction - INFO - Epoch [37][1200/1243] lr: 7.500e-03, eta: 20:29:37, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.6974, top5_acc: 0.8779, loss_cls: 1.2128, loss: 1.2128, grad_norm: 5.4135 2021-06-05 03:34:27,572 - mmaction - INFO - Epoch [37][1220/1243] lr: 7.500e-03, eta: 20:29:17, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7029, top5_acc: 0.8826, loss_cls: 1.1875, loss: 1.1875, grad_norm: 5.8149 2021-06-05 03:34:45,732 - mmaction - INFO - Epoch [37][1240/1243] lr: 7.500e-03, eta: 20:28:57, time: 0.908, data_time: 0.001, memory: 18352, top1_acc: 0.7096, top5_acc: 0.8891, loss_cls: 1.1734, loss: 1.1734, grad_norm: 5.3373 2021-06-05 03:37:08,163 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 03:37:08,803 - mmaction - INFO - top1_acc 0.7086 top5_acc 0.8962 2021-06-05 03:37:08,804 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 03:37:08,826 - mmaction - INFO - mean_acc 0.7085 2021-06-05 03:37:08,830 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-06-05 03:37:10,023 - mmaction - INFO - Epoch(val) [37][104] top1_acc: 0.7086, top5_acc: 0.8962, mean_class_accuracy: 0.7085 2021-06-05 03:37:54,834 - mmaction - INFO - Epoch [38][20/1243] lr: 7.500e-03, eta: 20:29:15, time: 2.239, data_time: 1.324, memory: 18352, top1_acc: 0.7094, top5_acc: 0.8872, loss_cls: 1.1579, loss: 1.1579, grad_norm: 5.5047 2021-06-05 03:38:13,160 - mmaction - INFO - Epoch [38][40/1243] lr: 7.500e-03, eta: 20:28:55, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7219, top5_acc: 0.8943, loss_cls: 1.1168, loss: 1.1168, grad_norm: 5.5039 2021-06-05 03:38:31,472 - mmaction - INFO - Epoch [38][60/1243] lr: 7.500e-03, eta: 20:28:35, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7339, top5_acc: 0.8932, loss_cls: 1.0877, loss: 1.0877, grad_norm: 6.9410 2021-06-05 03:38:49,863 - mmaction - INFO - Epoch [38][80/1243] lr: 7.500e-03, eta: 20:28:16, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.6867, top5_acc: 0.8680, loss_cls: 1.2921, loss: 1.2921, grad_norm: 6.1017 2021-06-05 03:39:08,181 - mmaction - INFO - Epoch [38][100/1243] lr: 7.500e-03, eta: 20:27:56, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7167, top5_acc: 0.8971, loss_cls: 1.1087, loss: 1.1087, grad_norm: 5.8874 2021-06-05 03:39:26,506 - mmaction - INFO - Epoch [38][120/1243] lr: 7.500e-03, eta: 20:27:36, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.6958, top5_acc: 0.8932, loss_cls: 1.1797, loss: 1.1797, grad_norm: 6.1312 2021-06-05 03:39:44,877 - mmaction - INFO - Epoch [38][140/1243] lr: 7.500e-03, eta: 20:27:17, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7253, top5_acc: 0.8857, loss_cls: 1.1016, loss: 1.1016, grad_norm: 5.7720 2021-06-05 03:40:03,269 - mmaction - INFO - Epoch [38][160/1243] lr: 7.500e-03, eta: 20:26:57, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7167, top5_acc: 0.8885, loss_cls: 1.1183, loss: 1.1183, grad_norm: 5.4835 2021-06-05 03:40:21,672 - mmaction - INFO - Epoch [38][180/1243] lr: 7.500e-03, eta: 20:26:38, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7284, top5_acc: 0.8979, loss_cls: 1.0863, loss: 1.0863, grad_norm: 5.4539 2021-06-05 03:40:40,020 - mmaction - INFO - Epoch [38][200/1243] lr: 7.500e-03, eta: 20:26:18, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7052, top5_acc: 0.8828, loss_cls: 1.1569, loss: 1.1569, grad_norm: 5.5048 2021-06-05 03:40:58,402 - mmaction - INFO - Epoch [38][220/1243] lr: 7.500e-03, eta: 20:25:58, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7195, top5_acc: 0.8896, loss_cls: 1.1383, loss: 1.1383, grad_norm: 5.6919 2021-06-05 03:41:16,769 - mmaction - INFO - Epoch [38][240/1243] lr: 7.500e-03, eta: 20:25:39, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7263, top5_acc: 0.8911, loss_cls: 1.0962, loss: 1.0962, grad_norm: 6.6587 2021-06-05 03:41:35,043 - mmaction - INFO - Epoch [38][260/1243] lr: 7.500e-03, eta: 20:25:19, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7042, top5_acc: 0.8865, loss_cls: 1.1739, loss: 1.1739, grad_norm: 6.1447 2021-06-05 03:41:53,370 - mmaction - INFO - Epoch [38][280/1243] lr: 7.500e-03, eta: 20:24:59, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7115, top5_acc: 0.8924, loss_cls: 1.1294, loss: 1.1294, grad_norm: 5.3897 2021-06-05 03:42:11,697 - mmaction - INFO - Epoch [38][300/1243] lr: 7.500e-03, eta: 20:24:39, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7115, top5_acc: 0.8893, loss_cls: 1.1462, loss: 1.1462, grad_norm: 5.4989 2021-06-05 03:42:30,089 - mmaction - INFO - Epoch [38][320/1243] lr: 7.500e-03, eta: 20:24:20, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7130, top5_acc: 0.8883, loss_cls: 1.1440, loss: 1.1440, grad_norm: 5.4253 2021-06-05 03:42:48,455 - mmaction - INFO - Epoch [38][340/1243] lr: 7.500e-03, eta: 20:24:00, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7208, top5_acc: 0.8971, loss_cls: 1.1134, loss: 1.1134, grad_norm: 5.2569 2021-06-05 03:43:06,792 - mmaction - INFO - Epoch [38][360/1243] lr: 7.500e-03, eta: 20:23:41, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7255, top5_acc: 0.8919, loss_cls: 1.0824, loss: 1.0824, grad_norm: 5.2674 2021-06-05 03:43:25,186 - mmaction - INFO - Epoch [38][380/1243] lr: 7.500e-03, eta: 20:23:21, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7161, top5_acc: 0.8961, loss_cls: 1.1080, loss: 1.1080, grad_norm: 5.6123 2021-06-05 03:43:43,495 - mmaction - INFO - Epoch [38][400/1243] lr: 7.500e-03, eta: 20:23:01, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.7161, top5_acc: 0.8906, loss_cls: 1.1276, loss: 1.1276, grad_norm: 5.0935 2021-06-05 03:44:01,839 - mmaction - INFO - Epoch [38][420/1243] lr: 7.500e-03, eta: 20:22:42, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7151, top5_acc: 0.8951, loss_cls: 1.0878, loss: 1.0878, grad_norm: 5.3609 2021-06-05 03:44:20,166 - mmaction - INFO - Epoch [38][440/1243] lr: 7.500e-03, eta: 20:22:22, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7227, top5_acc: 0.8938, loss_cls: 1.0993, loss: 1.0993, grad_norm: 5.5965 2021-06-05 03:44:38,506 - mmaction - INFO - Epoch [38][460/1243] lr: 7.500e-03, eta: 20:22:02, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7180, top5_acc: 0.8875, loss_cls: 1.1427, loss: 1.1427, grad_norm: 5.5351 2021-06-05 03:44:56,864 - mmaction - INFO - Epoch [38][480/1243] lr: 7.500e-03, eta: 20:21:43, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.7190, top5_acc: 0.8909, loss_cls: 1.1358, loss: 1.1358, grad_norm: 5.1860 2021-06-05 03:45:15,248 - mmaction - INFO - Epoch [38][500/1243] lr: 7.500e-03, eta: 20:21:23, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7237, top5_acc: 0.8958, loss_cls: 1.0778, loss: 1.0778, grad_norm: 5.0035 2021-06-05 03:45:33,653 - mmaction - INFO - Epoch [38][520/1243] lr: 7.500e-03, eta: 20:21:03, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7279, top5_acc: 0.8906, loss_cls: 1.0983, loss: 1.0983, grad_norm: 5.1335 2021-06-05 03:45:51,953 - mmaction - INFO - Epoch [38][540/1243] lr: 7.500e-03, eta: 20:20:44, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7339, top5_acc: 0.8966, loss_cls: 1.0668, loss: 1.0668, grad_norm: 5.2322 2021-06-05 03:46:10,309 - mmaction - INFO - Epoch [38][560/1243] lr: 7.500e-03, eta: 20:20:24, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7284, top5_acc: 0.8904, loss_cls: 1.0855, loss: 1.0855, grad_norm: 5.2340 2021-06-05 03:46:28,651 - mmaction - INFO - Epoch [38][580/1243] lr: 7.500e-03, eta: 20:20:04, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7112, top5_acc: 0.8971, loss_cls: 1.1273, loss: 1.1273, grad_norm: 5.1993 2021-06-05 03:46:47,001 - mmaction - INFO - Epoch [38][600/1243] lr: 7.500e-03, eta: 20:19:45, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7227, top5_acc: 0.9013, loss_cls: 1.0821, loss: 1.0821, grad_norm: 5.2644 2021-06-05 03:47:05,228 - mmaction - INFO - Epoch [38][620/1243] lr: 7.500e-03, eta: 20:19:25, time: 0.913, data_time: 0.002, memory: 18352, top1_acc: 0.7130, top5_acc: 0.8901, loss_cls: 1.1073, loss: 1.1073, grad_norm: 6.0570 2021-06-05 03:47:23,615 - mmaction - INFO - Epoch [38][640/1243] lr: 7.500e-03, eta: 20:19:05, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7107, top5_acc: 0.8878, loss_cls: 1.1514, loss: 1.1514, grad_norm: 5.5991 2021-06-05 03:47:41,931 - mmaction - INFO - Epoch [38][660/1243] lr: 7.500e-03, eta: 20:18:46, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.7128, top5_acc: 0.8859, loss_cls: 1.1507, loss: 1.1507, grad_norm: 5.3696 2021-06-05 03:48:00,320 - mmaction - INFO - Epoch [38][680/1243] lr: 7.500e-03, eta: 20:18:26, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7156, top5_acc: 0.8932, loss_cls: 1.1043, loss: 1.1043, grad_norm: 6.2166 2021-06-05 03:48:18,714 - mmaction - INFO - Epoch [38][700/1243] lr: 7.500e-03, eta: 20:18:06, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7081, top5_acc: 0.8849, loss_cls: 1.1436, loss: 1.1436, grad_norm: 5.2712 2021-06-05 03:48:37,127 - mmaction - INFO - Epoch [38][720/1243] lr: 7.500e-03, eta: 20:17:47, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7167, top5_acc: 0.8927, loss_cls: 1.1181, loss: 1.1181, grad_norm: 5.2857 2021-06-05 03:48:55,481 - mmaction - INFO - Epoch [38][740/1243] lr: 7.500e-03, eta: 20:17:27, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7214, top5_acc: 0.8914, loss_cls: 1.1151, loss: 1.1151, grad_norm: 5.1252 2021-06-05 03:49:13,887 - mmaction - INFO - Epoch [38][760/1243] lr: 7.500e-03, eta: 20:17:08, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7034, top5_acc: 0.8857, loss_cls: 1.1765, loss: 1.1765, grad_norm: 5.8713 2021-06-05 03:49:32,203 - mmaction - INFO - Epoch [38][780/1243] lr: 7.500e-03, eta: 20:16:48, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7122, top5_acc: 0.8875, loss_cls: 1.1628, loss: 1.1628, grad_norm: 5.3627 2021-06-05 03:49:50,479 - mmaction - INFO - Epoch [38][800/1243] lr: 7.500e-03, eta: 20:16:28, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.7206, top5_acc: 0.8982, loss_cls: 1.0805, loss: 1.0805, grad_norm: 5.2115 2021-06-05 03:50:08,777 - mmaction - INFO - Epoch [38][820/1243] lr: 7.500e-03, eta: 20:16:09, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7240, top5_acc: 0.8956, loss_cls: 1.0860, loss: 1.0860, grad_norm: 5.0801 2021-06-05 03:50:27,130 - mmaction - INFO - Epoch [38][840/1243] lr: 7.500e-03, eta: 20:15:49, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7122, top5_acc: 0.8943, loss_cls: 1.1129, loss: 1.1129, grad_norm: 5.6396 2021-06-05 03:50:45,417 - mmaction - INFO - Epoch [38][860/1243] lr: 7.500e-03, eta: 20:15:29, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7229, top5_acc: 0.8932, loss_cls: 1.0976, loss: 1.0976, grad_norm: 5.6396 2021-06-05 03:51:03,740 - mmaction - INFO - Epoch [38][880/1243] lr: 7.500e-03, eta: 20:15:10, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.7177, top5_acc: 0.8917, loss_cls: 1.1309, loss: 1.1309, grad_norm: 5.2612 2021-06-05 03:51:22,021 - mmaction - INFO - Epoch [38][900/1243] lr: 7.500e-03, eta: 20:14:50, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7159, top5_acc: 0.8909, loss_cls: 1.1277, loss: 1.1277, grad_norm: 5.4743 2021-06-05 03:51:40,349 - mmaction - INFO - Epoch [38][920/1243] lr: 7.500e-03, eta: 20:14:30, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7161, top5_acc: 0.8974, loss_cls: 1.0957, loss: 1.0957, grad_norm: 5.2812 2021-06-05 03:51:58,680 - mmaction - INFO - Epoch [38][940/1243] lr: 7.500e-03, eta: 20:14:10, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7169, top5_acc: 0.8914, loss_cls: 1.1185, loss: 1.1185, grad_norm: 5.4071 2021-06-05 03:52:17,035 - mmaction - INFO - Epoch [38][960/1243] lr: 7.500e-03, eta: 20:13:51, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7219, top5_acc: 0.9005, loss_cls: 1.0592, loss: 1.0592, grad_norm: 5.1281 2021-06-05 03:52:35,444 - mmaction - INFO - Epoch [38][980/1243] lr: 7.500e-03, eta: 20:13:31, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7169, top5_acc: 0.8896, loss_cls: 1.1323, loss: 1.1323, grad_norm: 5.3771 2021-06-05 03:52:53,767 - mmaction - INFO - Epoch [38][1000/1243] lr: 7.500e-03, eta: 20:13:12, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7260, top5_acc: 0.8940, loss_cls: 1.0933, loss: 1.0933, grad_norm: 5.4024 2021-06-05 03:53:12,133 - mmaction - INFO - Epoch [38][1020/1243] lr: 7.500e-03, eta: 20:12:52, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7076, top5_acc: 0.8870, loss_cls: 1.1568, loss: 1.1568, grad_norm: 5.2875 2021-06-05 03:53:30,402 - mmaction - INFO - Epoch [38][1040/1243] lr: 7.500e-03, eta: 20:12:32, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.7299, top5_acc: 0.8930, loss_cls: 1.0850, loss: 1.0850, grad_norm: 5.1193 2021-06-05 03:53:48,797 - mmaction - INFO - Epoch [38][1060/1243] lr: 7.500e-03, eta: 20:12:13, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7141, top5_acc: 0.8930, loss_cls: 1.1080, loss: 1.1080, grad_norm: 5.3097 2021-06-05 03:54:07,263 - mmaction - INFO - Epoch [38][1080/1243] lr: 7.500e-03, eta: 20:11:53, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7148, top5_acc: 0.8846, loss_cls: 1.1539, loss: 1.1539, grad_norm: 5.4583 2021-06-05 03:54:25,593 - mmaction - INFO - Epoch [38][1100/1243] lr: 7.500e-03, eta: 20:11:34, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7201, top5_acc: 0.8951, loss_cls: 1.0884, loss: 1.0884, grad_norm: 5.0717 2021-06-05 03:54:43,851 - mmaction - INFO - Epoch [38][1120/1243] lr: 7.500e-03, eta: 20:11:14, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7188, top5_acc: 0.8943, loss_cls: 1.1067, loss: 1.1067, grad_norm: 5.3475 2021-06-05 03:55:02,195 - mmaction - INFO - Epoch [38][1140/1243] lr: 7.500e-03, eta: 20:10:54, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7047, top5_acc: 0.8836, loss_cls: 1.1747, loss: 1.1747, grad_norm: 7.2639 2021-06-05 03:55:20,471 - mmaction - INFO - Epoch [38][1160/1243] lr: 7.500e-03, eta: 20:10:35, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.6990, top5_acc: 0.8862, loss_cls: 1.1974, loss: 1.1974, grad_norm: 5.8237 2021-06-05 03:55:38,794 - mmaction - INFO - Epoch [38][1180/1243] lr: 7.500e-03, eta: 20:10:15, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7146, top5_acc: 0.8883, loss_cls: 1.1487, loss: 1.1487, grad_norm: 5.8245 2021-06-05 03:55:57,161 - mmaction - INFO - Epoch [38][1200/1243] lr: 7.500e-03, eta: 20:09:55, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7195, top5_acc: 0.8891, loss_cls: 1.1348, loss: 1.1348, grad_norm: 5.1913 2021-06-05 03:56:15,488 - mmaction - INFO - Epoch [38][1220/1243] lr: 7.500e-03, eta: 20:09:36, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7203, top5_acc: 0.8982, loss_cls: 1.1139, loss: 1.1139, grad_norm: 5.5442 2021-06-05 03:56:33,622 - mmaction - INFO - Epoch [38][1240/1243] lr: 7.500e-03, eta: 20:09:16, time: 0.907, data_time: 0.001, memory: 18352, top1_acc: 0.7177, top5_acc: 0.8917, loss_cls: 1.1127, loss: 1.1127, grad_norm: 5.4048 2021-06-05 03:58:57,740 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 03:58:58,424 - mmaction - INFO - top1_acc 0.7075 top5_acc 0.8945 2021-06-05 03:58:58,424 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 03:58:58,448 - mmaction - INFO - mean_acc 0.7075 2021-06-05 03:58:58,452 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-06-05 03:58:59,683 - mmaction - INFO - Epoch(val) [38][104] top1_acc: 0.7075, top5_acc: 0.8945, mean_class_accuracy: 0.7075 2021-06-05 03:59:43,937 - mmaction - INFO - Epoch [39][20/1243] lr: 7.500e-03, eta: 20:09:31, time: 2.212, data_time: 1.271, memory: 18352, top1_acc: 0.7185, top5_acc: 0.8909, loss_cls: 1.1158, loss: 1.1158, grad_norm: 5.8405 2021-06-05 04:00:02,179 - mmaction - INFO - Epoch [39][40/1243] lr: 7.500e-03, eta: 20:09:11, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.7307, top5_acc: 0.9005, loss_cls: 1.0740, loss: 1.0740, grad_norm: 5.4303 2021-06-05 04:00:20,526 - mmaction - INFO - Epoch [39][60/1243] lr: 7.500e-03, eta: 20:08:51, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7234, top5_acc: 0.8945, loss_cls: 1.1129, loss: 1.1129, grad_norm: 5.8157 2021-06-05 04:00:38,865 - mmaction - INFO - Epoch [39][80/1243] lr: 7.500e-03, eta: 20:08:32, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7328, top5_acc: 0.8953, loss_cls: 1.0636, loss: 1.0636, grad_norm: 4.9538 2021-06-05 04:00:57,155 - mmaction - INFO - Epoch [39][100/1243] lr: 7.500e-03, eta: 20:08:12, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7443, top5_acc: 0.9029, loss_cls: 1.0200, loss: 1.0200, grad_norm: 5.0698 2021-06-05 04:01:15,429 - mmaction - INFO - Epoch [39][120/1243] lr: 7.500e-03, eta: 20:07:52, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7375, top5_acc: 0.9044, loss_cls: 1.0381, loss: 1.0381, grad_norm: 5.3187 2021-06-05 04:01:33,775 - mmaction - INFO - Epoch [39][140/1243] lr: 7.500e-03, eta: 20:07:33, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7349, top5_acc: 0.9060, loss_cls: 1.0178, loss: 1.0178, grad_norm: 5.0849 2021-06-05 04:01:52,045 - mmaction - INFO - Epoch [39][160/1243] lr: 7.500e-03, eta: 20:07:13, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7354, top5_acc: 0.8997, loss_cls: 1.0622, loss: 1.0622, grad_norm: 6.4939 2021-06-05 04:02:10,446 - mmaction - INFO - Epoch [39][180/1243] lr: 7.500e-03, eta: 20:06:53, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7005, top5_acc: 0.8812, loss_cls: 1.1718, loss: 1.1718, grad_norm: 6.1725 2021-06-05 04:02:28,780 - mmaction - INFO - Epoch [39][200/1243] lr: 7.500e-03, eta: 20:06:34, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.7133, top5_acc: 0.8883, loss_cls: 1.1450, loss: 1.1450, grad_norm: 5.9009 2021-06-05 04:02:47,005 - mmaction - INFO - Epoch [39][220/1243] lr: 7.500e-03, eta: 20:06:14, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.7096, top5_acc: 0.8818, loss_cls: 1.1382, loss: 1.1382, grad_norm: 5.7185 2021-06-05 04:03:05,313 - mmaction - INFO - Epoch [39][240/1243] lr: 7.500e-03, eta: 20:05:54, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7167, top5_acc: 0.8911, loss_cls: 1.1093, loss: 1.1093, grad_norm: 6.8685 2021-06-05 04:03:23,613 - mmaction - INFO - Epoch [39][260/1243] lr: 7.500e-03, eta: 20:05:34, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7042, top5_acc: 0.8852, loss_cls: 1.1629, loss: 1.1629, grad_norm: 5.6861 2021-06-05 04:03:41,964 - mmaction - INFO - Epoch [39][280/1243] lr: 7.500e-03, eta: 20:05:15, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7169, top5_acc: 0.8961, loss_cls: 1.1220, loss: 1.1220, grad_norm: 5.4734 2021-06-05 04:04:00,286 - mmaction - INFO - Epoch [39][300/1243] lr: 7.500e-03, eta: 20:04:55, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.7208, top5_acc: 0.8906, loss_cls: 1.1157, loss: 1.1157, grad_norm: 6.1577 2021-06-05 04:04:18,572 - mmaction - INFO - Epoch [39][320/1243] lr: 7.500e-03, eta: 20:04:35, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7154, top5_acc: 0.8836, loss_cls: 1.1387, loss: 1.1387, grad_norm: 5.7754 2021-06-05 04:04:36,863 - mmaction - INFO - Epoch [39][340/1243] lr: 7.500e-03, eta: 20:04:16, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7021, top5_acc: 0.8935, loss_cls: 1.1295, loss: 1.1295, grad_norm: 5.6710 2021-06-05 04:04:55,198 - mmaction - INFO - Epoch [39][360/1243] lr: 7.500e-03, eta: 20:03:56, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7099, top5_acc: 0.8888, loss_cls: 1.1235, loss: 1.1235, grad_norm: 5.9426 2021-06-05 04:05:13,571 - mmaction - INFO - Epoch [39][380/1243] lr: 7.500e-03, eta: 20:03:37, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7081, top5_acc: 0.8839, loss_cls: 1.1620, loss: 1.1620, grad_norm: 5.5523 2021-06-05 04:05:31,836 - mmaction - INFO - Epoch [39][400/1243] lr: 7.500e-03, eta: 20:03:17, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7115, top5_acc: 0.8885, loss_cls: 1.1433, loss: 1.1433, grad_norm: 5.6652 2021-06-05 04:05:50,132 - mmaction - INFO - Epoch [39][420/1243] lr: 7.500e-03, eta: 20:02:57, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7182, top5_acc: 0.8927, loss_cls: 1.1324, loss: 1.1324, grad_norm: 5.4046 2021-06-05 04:06:08,482 - mmaction - INFO - Epoch [39][440/1243] lr: 7.500e-03, eta: 20:02:37, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7125, top5_acc: 0.8901, loss_cls: 1.1155, loss: 1.1155, grad_norm: 5.9413 2021-06-05 04:06:26,818 - mmaction - INFO - Epoch [39][460/1243] lr: 7.500e-03, eta: 20:02:18, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7174, top5_acc: 0.8904, loss_cls: 1.0996, loss: 1.0996, grad_norm: 5.5502 2021-06-05 04:06:45,200 - mmaction - INFO - Epoch [39][480/1243] lr: 7.500e-03, eta: 20:01:58, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7195, top5_acc: 0.8893, loss_cls: 1.1121, loss: 1.1121, grad_norm: 5.2133 2021-06-05 04:07:03,577 - mmaction - INFO - Epoch [39][500/1243] lr: 7.500e-03, eta: 20:01:39, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7070, top5_acc: 0.8893, loss_cls: 1.1577, loss: 1.1577, grad_norm: 5.6292 2021-06-05 04:07:21,876 - mmaction - INFO - Epoch [39][520/1243] lr: 7.500e-03, eta: 20:01:19, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7089, top5_acc: 0.8901, loss_cls: 1.1377, loss: 1.1377, grad_norm: 5.6735 2021-06-05 04:07:40,190 - mmaction - INFO - Epoch [39][540/1243] lr: 7.500e-03, eta: 20:00:59, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7214, top5_acc: 0.8997, loss_cls: 1.0887, loss: 1.0887, grad_norm: 5.4644 2021-06-05 04:07:58,458 - mmaction - INFO - Epoch [39][560/1243] lr: 7.500e-03, eta: 20:00:40, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7232, top5_acc: 0.8938, loss_cls: 1.1023, loss: 1.1023, grad_norm: 5.4420 2021-06-05 04:08:16,799 - mmaction - INFO - Epoch [39][580/1243] lr: 7.500e-03, eta: 20:00:20, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7271, top5_acc: 0.8888, loss_cls: 1.1383, loss: 1.1383, grad_norm: 5.5775 2021-06-05 04:08:35,027 - mmaction - INFO - Epoch [39][600/1243] lr: 7.500e-03, eta: 20:00:00, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.7164, top5_acc: 0.8862, loss_cls: 1.1344, loss: 1.1344, grad_norm: 5.1153 2021-06-05 04:08:53,353 - mmaction - INFO - Epoch [39][620/1243] lr: 7.500e-03, eta: 19:59:41, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7070, top5_acc: 0.8883, loss_cls: 1.1436, loss: 1.1436, grad_norm: 5.2675 2021-06-05 04:09:11,644 - mmaction - INFO - Epoch [39][640/1243] lr: 7.500e-03, eta: 19:59:21, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7203, top5_acc: 0.8909, loss_cls: 1.1188, loss: 1.1188, grad_norm: 5.4375 2021-06-05 04:09:29,992 - mmaction - INFO - Epoch [39][660/1243] lr: 7.500e-03, eta: 19:59:01, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7190, top5_acc: 0.8964, loss_cls: 1.0948, loss: 1.0948, grad_norm: 5.6545 2021-06-05 04:09:48,296 - mmaction - INFO - Epoch [39][680/1243] lr: 7.500e-03, eta: 19:58:42, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7065, top5_acc: 0.8878, loss_cls: 1.1608, loss: 1.1608, grad_norm: 5.7364 2021-06-05 04:10:06,639 - mmaction - INFO - Epoch [39][700/1243] lr: 7.500e-03, eta: 19:58:22, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7159, top5_acc: 0.8914, loss_cls: 1.1079, loss: 1.1079, grad_norm: 5.7402 2021-06-05 04:10:24,991 - mmaction - INFO - Epoch [39][720/1243] lr: 7.500e-03, eta: 19:58:02, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7284, top5_acc: 0.8958, loss_cls: 1.0820, loss: 1.0820, grad_norm: 5.6388 2021-06-05 04:10:43,253 - mmaction - INFO - Epoch [39][740/1243] lr: 7.500e-03, eta: 19:57:43, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7057, top5_acc: 0.8904, loss_cls: 1.1511, loss: 1.1511, grad_norm: 6.2445 2021-06-05 04:11:01,568 - mmaction - INFO - Epoch [39][760/1243] lr: 7.500e-03, eta: 19:57:23, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7154, top5_acc: 0.8951, loss_cls: 1.1319, loss: 1.1319, grad_norm: 5.5885 2021-06-05 04:11:19,900 - mmaction - INFO - Epoch [39][780/1243] lr: 7.500e-03, eta: 19:57:03, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7198, top5_acc: 0.8964, loss_cls: 1.0983, loss: 1.0983, grad_norm: 5.5481 2021-06-05 04:11:38,277 - mmaction - INFO - Epoch [39][800/1243] lr: 7.500e-03, eta: 19:56:44, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7203, top5_acc: 0.8951, loss_cls: 1.1015, loss: 1.1015, grad_norm: 5.5410 2021-06-05 04:11:56,598 - mmaction - INFO - Epoch [39][820/1243] lr: 7.500e-03, eta: 19:56:24, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7206, top5_acc: 0.8901, loss_cls: 1.1088, loss: 1.1088, grad_norm: 5.5129 2021-06-05 04:12:14,892 - mmaction - INFO - Epoch [39][840/1243] lr: 7.500e-03, eta: 19:56:04, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7107, top5_acc: 0.8839, loss_cls: 1.1435, loss: 1.1435, grad_norm: 5.5355 2021-06-05 04:12:33,398 - mmaction - INFO - Epoch [39][860/1243] lr: 7.500e-03, eta: 19:55:45, time: 0.926, data_time: 0.001, memory: 18352, top1_acc: 0.7161, top5_acc: 0.8930, loss_cls: 1.1007, loss: 1.1007, grad_norm: 5.6136 2021-06-05 04:12:51,677 - mmaction - INFO - Epoch [39][880/1243] lr: 7.500e-03, eta: 19:55:25, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7076, top5_acc: 0.8956, loss_cls: 1.1378, loss: 1.1378, grad_norm: 5.6488 2021-06-05 04:13:10,061 - mmaction - INFO - Epoch [39][900/1243] lr: 7.500e-03, eta: 19:55:06, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7154, top5_acc: 0.8857, loss_cls: 1.1284, loss: 1.1284, grad_norm: 5.2705 2021-06-05 04:13:28,420 - mmaction - INFO - Epoch [39][920/1243] lr: 7.500e-03, eta: 19:54:46, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7294, top5_acc: 0.8953, loss_cls: 1.0739, loss: 1.0739, grad_norm: 5.4092 2021-06-05 04:13:46,804 - mmaction - INFO - Epoch [39][940/1243] lr: 7.500e-03, eta: 19:54:27, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7156, top5_acc: 0.8956, loss_cls: 1.1318, loss: 1.1318, grad_norm: 5.7375 2021-06-05 04:14:05,073 - mmaction - INFO - Epoch [39][960/1243] lr: 7.500e-03, eta: 19:54:07, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7346, top5_acc: 0.8961, loss_cls: 1.0706, loss: 1.0706, grad_norm: 5.2620 2021-06-05 04:14:23,464 - mmaction - INFO - Epoch [39][980/1243] lr: 7.500e-03, eta: 19:53:48, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7310, top5_acc: 0.8966, loss_cls: 1.0943, loss: 1.0943, grad_norm: 5.3776 2021-06-05 04:14:41,763 - mmaction - INFO - Epoch [39][1000/1243] lr: 7.500e-03, eta: 19:53:28, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7258, top5_acc: 0.8964, loss_cls: 1.0658, loss: 1.0658, grad_norm: 5.2756 2021-06-05 04:15:00,124 - mmaction - INFO - Epoch [39][1020/1243] lr: 7.500e-03, eta: 19:53:08, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7117, top5_acc: 0.8898, loss_cls: 1.1363, loss: 1.1363, grad_norm: 6.1648 2021-06-05 04:15:18,457 - mmaction - INFO - Epoch [39][1040/1243] lr: 7.500e-03, eta: 19:52:49, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7036, top5_acc: 0.8844, loss_cls: 1.1681, loss: 1.1681, grad_norm: 5.1681 2021-06-05 04:15:36,747 - mmaction - INFO - Epoch [39][1060/1243] lr: 7.500e-03, eta: 19:52:29, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7115, top5_acc: 0.8880, loss_cls: 1.1429, loss: 1.1429, grad_norm: 5.6188 2021-06-05 04:15:55,152 - mmaction - INFO - Epoch [39][1080/1243] lr: 7.500e-03, eta: 19:52:10, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7326, top5_acc: 0.9013, loss_cls: 1.0669, loss: 1.0669, grad_norm: 5.1280 2021-06-05 04:16:13,564 - mmaction - INFO - Epoch [39][1100/1243] lr: 7.500e-03, eta: 19:51:50, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7185, top5_acc: 0.8932, loss_cls: 1.1187, loss: 1.1187, grad_norm: 6.0560 2021-06-05 04:16:31,906 - mmaction - INFO - Epoch [39][1120/1243] lr: 7.500e-03, eta: 19:51:30, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7112, top5_acc: 0.8919, loss_cls: 1.1371, loss: 1.1371, grad_norm: 5.4314 2021-06-05 04:16:50,267 - mmaction - INFO - Epoch [39][1140/1243] lr: 7.500e-03, eta: 19:51:11, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7208, top5_acc: 0.8987, loss_cls: 1.1172, loss: 1.1172, grad_norm: 5.2197 2021-06-05 04:17:08,614 - mmaction - INFO - Epoch [39][1160/1243] lr: 7.500e-03, eta: 19:50:51, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7258, top5_acc: 0.8951, loss_cls: 1.0922, loss: 1.0922, grad_norm: 5.2666 2021-06-05 04:17:26,896 - mmaction - INFO - Epoch [39][1180/1243] lr: 7.500e-03, eta: 19:50:32, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7214, top5_acc: 0.8982, loss_cls: 1.1192, loss: 1.1192, grad_norm: 5.4560 2021-06-05 04:17:45,244 - mmaction - INFO - Epoch [39][1200/1243] lr: 7.500e-03, eta: 19:50:12, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7159, top5_acc: 0.8883, loss_cls: 1.1287, loss: 1.1287, grad_norm: 5.2489 2021-06-05 04:18:03,587 - mmaction - INFO - Epoch [39][1220/1243] lr: 7.500e-03, eta: 19:49:53, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7203, top5_acc: 0.8948, loss_cls: 1.1105, loss: 1.1105, grad_norm: 5.5138 2021-06-05 04:18:21,619 - mmaction - INFO - Epoch [39][1240/1243] lr: 7.500e-03, eta: 19:49:32, time: 0.903, data_time: 0.002, memory: 18352, top1_acc: 0.7063, top5_acc: 0.8844, loss_cls: 1.1720, loss: 1.1720, grad_norm: 5.1662 2021-06-05 04:20:44,578 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 04:20:45,235 - mmaction - INFO - top1_acc 0.7091 top5_acc 0.8947 2021-06-05 04:20:45,235 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 04:20:45,259 - mmaction - INFO - mean_acc 0.7090 2021-06-05 04:20:45,264 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-06-05 04:20:46,513 - mmaction - INFO - Epoch(val) [39][104] top1_acc: 0.7091, top5_acc: 0.8947, mean_class_accuracy: 0.7090 2021-06-05 04:21:30,411 - mmaction - INFO - Epoch [40][20/1243] lr: 7.500e-03, eta: 19:49:46, time: 2.194, data_time: 1.275, memory: 18352, top1_acc: 0.7477, top5_acc: 0.9068, loss_cls: 1.0121, loss: 1.0121, grad_norm: 5.6400 2021-06-05 04:21:48,721 - mmaction - INFO - Epoch [40][40/1243] lr: 7.500e-03, eta: 19:49:26, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7297, top5_acc: 0.9013, loss_cls: 1.0661, loss: 1.0661, grad_norm: 5.9842 2021-06-05 04:22:07,051 - mmaction - INFO - Epoch [40][60/1243] lr: 7.500e-03, eta: 19:49:06, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7154, top5_acc: 0.8901, loss_cls: 1.1239, loss: 1.1239, grad_norm: 5.6910 2021-06-05 04:22:25,410 - mmaction - INFO - Epoch [40][80/1243] lr: 7.500e-03, eta: 19:48:47, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7232, top5_acc: 0.8974, loss_cls: 1.0765, loss: 1.0765, grad_norm: 6.0380 2021-06-05 04:22:43,723 - mmaction - INFO - Epoch [40][100/1243] lr: 7.500e-03, eta: 19:48:27, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7216, top5_acc: 0.8948, loss_cls: 1.0965, loss: 1.0965, grad_norm: 5.5234 2021-06-05 04:23:02,010 - mmaction - INFO - Epoch [40][120/1243] lr: 7.500e-03, eta: 19:48:07, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7193, top5_acc: 0.8951, loss_cls: 1.1141, loss: 1.1141, grad_norm: 5.7028 2021-06-05 04:23:20,314 - mmaction - INFO - Epoch [40][140/1243] lr: 7.500e-03, eta: 19:47:48, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7310, top5_acc: 0.9005, loss_cls: 1.0811, loss: 1.0811, grad_norm: 5.7149 2021-06-05 04:23:38,641 - mmaction - INFO - Epoch [40][160/1243] lr: 7.500e-03, eta: 19:47:28, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7211, top5_acc: 0.8938, loss_cls: 1.1215, loss: 1.1215, grad_norm: 5.5193 2021-06-05 04:23:57,046 - mmaction - INFO - Epoch [40][180/1243] lr: 7.500e-03, eta: 19:47:09, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7083, top5_acc: 0.8870, loss_cls: 1.1722, loss: 1.1722, grad_norm: 5.3064 2021-06-05 04:24:15,407 - mmaction - INFO - Epoch [40][200/1243] lr: 7.500e-03, eta: 19:46:49, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7276, top5_acc: 0.9000, loss_cls: 1.0701, loss: 1.0701, grad_norm: 5.1576 2021-06-05 04:24:33,650 - mmaction - INFO - Epoch [40][220/1243] lr: 7.500e-03, eta: 19:46:29, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7380, top5_acc: 0.9010, loss_cls: 1.0440, loss: 1.0440, grad_norm: 5.6767 2021-06-05 04:24:52,011 - mmaction - INFO - Epoch [40][240/1243] lr: 7.500e-03, eta: 19:46:10, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7312, top5_acc: 0.8984, loss_cls: 1.0661, loss: 1.0661, grad_norm: 5.2838 2021-06-05 04:25:10,371 - mmaction - INFO - Epoch [40][260/1243] lr: 7.500e-03, eta: 19:45:50, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7365, top5_acc: 0.9003, loss_cls: 1.0519, loss: 1.0519, grad_norm: 5.5445 2021-06-05 04:25:28,713 - mmaction - INFO - Epoch [40][280/1243] lr: 7.500e-03, eta: 19:45:31, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7128, top5_acc: 0.8854, loss_cls: 1.1332, loss: 1.1332, grad_norm: 5.6586 2021-06-05 04:25:46,970 - mmaction - INFO - Epoch [40][300/1243] lr: 7.500e-03, eta: 19:45:11, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7255, top5_acc: 0.8992, loss_cls: 1.0766, loss: 1.0766, grad_norm: 5.3283 2021-06-05 04:26:05,303 - mmaction - INFO - Epoch [40][320/1243] lr: 7.500e-03, eta: 19:44:51, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7250, top5_acc: 0.8948, loss_cls: 1.0988, loss: 1.0988, grad_norm: 5.8087 2021-06-05 04:26:23,661 - mmaction - INFO - Epoch [40][340/1243] lr: 7.500e-03, eta: 19:44:32, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7292, top5_acc: 0.9018, loss_cls: 1.0514, loss: 1.0514, grad_norm: 5.4654 2021-06-05 04:26:42,005 - mmaction - INFO - Epoch [40][360/1243] lr: 7.500e-03, eta: 19:44:12, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7224, top5_acc: 0.8956, loss_cls: 1.0859, loss: 1.0859, grad_norm: 5.7736 2021-06-05 04:27:00,374 - mmaction - INFO - Epoch [40][380/1243] lr: 7.500e-03, eta: 19:43:53, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7242, top5_acc: 0.8940, loss_cls: 1.1005, loss: 1.1005, grad_norm: 5.6099 2021-06-05 04:27:18,769 - mmaction - INFO - Epoch [40][400/1243] lr: 7.500e-03, eta: 19:43:33, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7219, top5_acc: 0.8943, loss_cls: 1.0869, loss: 1.0869, grad_norm: 5.4421 2021-06-05 04:27:37,025 - mmaction - INFO - Epoch [40][420/1243] lr: 7.500e-03, eta: 19:43:13, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7318, top5_acc: 0.8938, loss_cls: 1.0642, loss: 1.0642, grad_norm: 5.4593 2021-06-05 04:27:55,362 - mmaction - INFO - Epoch [40][440/1243] lr: 7.500e-03, eta: 19:42:54, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7146, top5_acc: 0.8898, loss_cls: 1.1126, loss: 1.1126, grad_norm: 5.4249 2021-06-05 04:28:13,655 - mmaction - INFO - Epoch [40][460/1243] lr: 7.500e-03, eta: 19:42:34, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7143, top5_acc: 0.8911, loss_cls: 1.1084, loss: 1.1084, grad_norm: 5.4568 2021-06-05 04:28:32,017 - mmaction - INFO - Epoch [40][480/1243] lr: 7.500e-03, eta: 19:42:15, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7453, top5_acc: 0.9000, loss_cls: 1.0101, loss: 1.0101, grad_norm: 5.0727 2021-06-05 04:28:50,338 - mmaction - INFO - Epoch [40][500/1243] lr: 7.500e-03, eta: 19:41:55, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7227, top5_acc: 0.8896, loss_cls: 1.0930, loss: 1.0930, grad_norm: 5.4578 2021-06-05 04:29:08,656 - mmaction - INFO - Epoch [40][520/1243] lr: 7.500e-03, eta: 19:41:35, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7391, top5_acc: 0.8990, loss_cls: 1.0437, loss: 1.0437, grad_norm: 4.9925 2021-06-05 04:29:26,935 - mmaction - INFO - Epoch [40][540/1243] lr: 7.500e-03, eta: 19:41:16, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.7112, top5_acc: 0.8956, loss_cls: 1.1184, loss: 1.1184, grad_norm: 6.2654 2021-06-05 04:29:45,246 - mmaction - INFO - Epoch [40][560/1243] lr: 7.500e-03, eta: 19:40:56, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7049, top5_acc: 0.8865, loss_cls: 1.1620, loss: 1.1620, grad_norm: 6.0572 2021-06-05 04:30:03,604 - mmaction - INFO - Epoch [40][580/1243] lr: 7.500e-03, eta: 19:40:36, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7365, top5_acc: 0.9034, loss_cls: 1.0558, loss: 1.0558, grad_norm: 5.9406 2021-06-05 04:30:21,893 - mmaction - INFO - Epoch [40][600/1243] lr: 7.500e-03, eta: 19:40:17, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7273, top5_acc: 0.8964, loss_cls: 1.0810, loss: 1.0810, grad_norm: 5.3256 2021-06-05 04:30:40,280 - mmaction - INFO - Epoch [40][620/1243] lr: 7.500e-03, eta: 19:39:57, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7185, top5_acc: 0.8958, loss_cls: 1.0913, loss: 1.0913, grad_norm: 5.4083 2021-06-05 04:30:58,641 - mmaction - INFO - Epoch [40][640/1243] lr: 7.500e-03, eta: 19:39:38, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7214, top5_acc: 0.8958, loss_cls: 1.0791, loss: 1.0791, grad_norm: 5.2453 2021-06-05 04:31:16,919 - mmaction - INFO - Epoch [40][660/1243] lr: 7.500e-03, eta: 19:39:18, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7326, top5_acc: 0.9055, loss_cls: 1.0313, loss: 1.0313, grad_norm: 5.7482 2021-06-05 04:31:35,294 - mmaction - INFO - Epoch [40][680/1243] lr: 7.500e-03, eta: 19:38:59, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7333, top5_acc: 0.9023, loss_cls: 1.0752, loss: 1.0752, grad_norm: 5.6824 2021-06-05 04:31:53,603 - mmaction - INFO - Epoch [40][700/1243] lr: 7.500e-03, eta: 19:38:39, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7219, top5_acc: 0.8966, loss_cls: 1.0842, loss: 1.0842, grad_norm: 5.3304 2021-06-05 04:32:11,961 - mmaction - INFO - Epoch [40][720/1243] lr: 7.500e-03, eta: 19:38:19, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7273, top5_acc: 0.8896, loss_cls: 1.1137, loss: 1.1137, grad_norm: 6.3485 2021-06-05 04:32:30,293 - mmaction - INFO - Epoch [40][740/1243] lr: 7.500e-03, eta: 19:38:00, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7023, top5_acc: 0.8841, loss_cls: 1.1700, loss: 1.1700, grad_norm: 6.0968 2021-06-05 04:32:48,657 - mmaction - INFO - Epoch [40][760/1243] lr: 7.500e-03, eta: 19:37:40, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7352, top5_acc: 0.9000, loss_cls: 1.0411, loss: 1.0411, grad_norm: 5.1759 2021-06-05 04:33:06,977 - mmaction - INFO - Epoch [40][780/1243] lr: 7.500e-03, eta: 19:37:21, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7133, top5_acc: 0.8930, loss_cls: 1.1128, loss: 1.1128, grad_norm: 5.8616 2021-06-05 04:33:25,309 - mmaction - INFO - Epoch [40][800/1243] lr: 7.500e-03, eta: 19:37:01, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7201, top5_acc: 0.8922, loss_cls: 1.1228, loss: 1.1228, grad_norm: 5.3253 2021-06-05 04:33:43,621 - mmaction - INFO - Epoch [40][820/1243] lr: 7.500e-03, eta: 19:36:41, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7320, top5_acc: 0.8977, loss_cls: 1.0877, loss: 1.0877, grad_norm: 5.6649 2021-06-05 04:34:01,924 - mmaction - INFO - Epoch [40][840/1243] lr: 7.500e-03, eta: 19:36:22, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7346, top5_acc: 0.9008, loss_cls: 1.0693, loss: 1.0693, grad_norm: 5.7653 2021-06-05 04:34:20,277 - mmaction - INFO - Epoch [40][860/1243] lr: 7.500e-03, eta: 19:36:02, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7284, top5_acc: 0.8969, loss_cls: 1.0528, loss: 1.0528, grad_norm: 5.2998 2021-06-05 04:34:38,559 - mmaction - INFO - Epoch [40][880/1243] lr: 7.500e-03, eta: 19:35:43, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7102, top5_acc: 0.8924, loss_cls: 1.1451, loss: 1.1451, grad_norm: 5.6625 2021-06-05 04:34:56,882 - mmaction - INFO - Epoch [40][900/1243] lr: 7.500e-03, eta: 19:35:23, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7255, top5_acc: 0.8938, loss_cls: 1.0990, loss: 1.0990, grad_norm: 5.6771 2021-06-05 04:35:15,291 - mmaction - INFO - Epoch [40][920/1243] lr: 7.500e-03, eta: 19:35:04, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7255, top5_acc: 0.8956, loss_cls: 1.1112, loss: 1.1112, grad_norm: 5.5604 2021-06-05 04:35:33,609 - mmaction - INFO - Epoch [40][940/1243] lr: 7.500e-03, eta: 19:34:44, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7216, top5_acc: 0.8794, loss_cls: 1.1666, loss: 1.1666, grad_norm: 5.3087 2021-06-05 04:35:51,965 - mmaction - INFO - Epoch [40][960/1243] lr: 7.500e-03, eta: 19:34:24, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7076, top5_acc: 0.8862, loss_cls: 1.1465, loss: 1.1465, grad_norm: 5.6345 2021-06-05 04:36:10,258 - mmaction - INFO - Epoch [40][980/1243] lr: 7.500e-03, eta: 19:34:05, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.7120, top5_acc: 0.8875, loss_cls: 1.1536, loss: 1.1536, grad_norm: 5.4816 2021-06-05 04:36:28,633 - mmaction - INFO - Epoch [40][1000/1243] lr: 7.500e-03, eta: 19:33:45, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7260, top5_acc: 0.8987, loss_cls: 1.0736, loss: 1.0736, grad_norm: 5.4277 2021-06-05 04:36:46,957 - mmaction - INFO - Epoch [40][1020/1243] lr: 7.500e-03, eta: 19:33:26, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7141, top5_acc: 0.8943, loss_cls: 1.1088, loss: 1.1088, grad_norm: 5.5955 2021-06-05 04:37:05,295 - mmaction - INFO - Epoch [40][1040/1243] lr: 7.500e-03, eta: 19:33:06, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7151, top5_acc: 0.8990, loss_cls: 1.0920, loss: 1.0920, grad_norm: 5.4139 2021-06-05 04:37:23,621 - mmaction - INFO - Epoch [40][1060/1243] lr: 7.500e-03, eta: 19:32:47, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7151, top5_acc: 0.8875, loss_cls: 1.1523, loss: 1.1523, grad_norm: 5.6586 2021-06-05 04:37:41,923 - mmaction - INFO - Epoch [40][1080/1243] lr: 7.500e-03, eta: 19:32:27, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7167, top5_acc: 0.8914, loss_cls: 1.1095, loss: 1.1095, grad_norm: 5.6311 2021-06-05 04:38:00,322 - mmaction - INFO - Epoch [40][1100/1243] lr: 7.500e-03, eta: 19:32:08, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7193, top5_acc: 0.8852, loss_cls: 1.1172, loss: 1.1172, grad_norm: 5.1728 2021-06-05 04:38:18,726 - mmaction - INFO - Epoch [40][1120/1243] lr: 7.500e-03, eta: 19:31:48, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7260, top5_acc: 0.8938, loss_cls: 1.0725, loss: 1.0725, grad_norm: 5.2839 2021-06-05 04:38:37,127 - mmaction - INFO - Epoch [40][1140/1243] lr: 7.500e-03, eta: 19:31:29, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7195, top5_acc: 0.8971, loss_cls: 1.0880, loss: 1.0880, grad_norm: 5.3550 2021-06-05 04:38:55,444 - mmaction - INFO - Epoch [40][1160/1243] lr: 7.500e-03, eta: 19:31:09, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7141, top5_acc: 0.8831, loss_cls: 1.1446, loss: 1.1446, grad_norm: 5.2925 2021-06-05 04:39:13,740 - mmaction - INFO - Epoch [40][1180/1243] lr: 7.500e-03, eta: 19:30:49, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7148, top5_acc: 0.8951, loss_cls: 1.1169, loss: 1.1169, grad_norm: 6.0242 2021-06-05 04:39:32,141 - mmaction - INFO - Epoch [40][1200/1243] lr: 7.500e-03, eta: 19:30:30, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7203, top5_acc: 0.9026, loss_cls: 1.1016, loss: 1.1016, grad_norm: 5.2393 2021-06-05 04:39:50,487 - mmaction - INFO - Epoch [40][1220/1243] lr: 7.500e-03, eta: 19:30:10, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7193, top5_acc: 0.8888, loss_cls: 1.1221, loss: 1.1221, grad_norm: 5.3509 2021-06-05 04:40:08,518 - mmaction - INFO - Epoch [40][1240/1243] lr: 7.500e-03, eta: 19:29:50, time: 0.902, data_time: 0.001, memory: 18352, top1_acc: 0.7060, top5_acc: 0.8865, loss_cls: 1.1539, loss: 1.1539, grad_norm: 5.4226 2021-06-05 04:42:32,201 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 04:42:32,858 - mmaction - INFO - top1_acc 0.7166 top5_acc 0.8977 2021-06-05 04:42:32,858 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 04:42:32,892 - mmaction - INFO - mean_acc 0.7165 2021-06-05 04:42:32,897 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-06-05 04:42:34,100 - mmaction - INFO - Epoch(val) [40][104] top1_acc: 0.7166, top5_acc: 0.8977, mean_class_accuracy: 0.7165 2021-06-05 04:43:18,900 - mmaction - INFO - Epoch [41][20/1243] lr: 7.500e-04, eta: 19:30:03, time: 2.239, data_time: 1.329, memory: 18352, top1_acc: 0.7331, top5_acc: 0.9034, loss_cls: 1.0325, loss: 1.0325, grad_norm: 5.0660 2021-06-05 04:43:37,182 - mmaction - INFO - Epoch [41][40/1243] lr: 7.500e-04, eta: 19:29:44, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7482, top5_acc: 0.9083, loss_cls: 0.9876, loss: 0.9876, grad_norm: 4.6947 2021-06-05 04:43:55,631 - mmaction - INFO - Epoch [41][60/1243] lr: 7.500e-04, eta: 19:29:24, time: 0.922, data_time: 0.007, memory: 18352, top1_acc: 0.7516, top5_acc: 0.9044, loss_cls: 0.9832, loss: 0.9832, grad_norm: 4.8738 2021-06-05 04:44:13,910 - mmaction - INFO - Epoch [41][80/1243] lr: 7.500e-04, eta: 19:29:05, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7568, top5_acc: 0.9164, loss_cls: 0.9469, loss: 0.9469, grad_norm: 4.9602 2021-06-05 04:44:32,107 - mmaction - INFO - Epoch [41][100/1243] lr: 7.500e-04, eta: 19:28:45, time: 0.909, data_time: 0.000, memory: 18352, top1_acc: 0.7458, top5_acc: 0.9094, loss_cls: 0.9891, loss: 0.9891, grad_norm: 5.1180 2021-06-05 04:44:50,413 - mmaction - INFO - Epoch [41][120/1243] lr: 7.500e-04, eta: 19:28:25, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7602, top5_acc: 0.9141, loss_cls: 0.9432, loss: 0.9432, grad_norm: 4.8110 2021-06-05 04:45:08,720 - mmaction - INFO - Epoch [41][140/1243] lr: 7.500e-04, eta: 19:28:06, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7682, top5_acc: 0.9161, loss_cls: 0.9040, loss: 0.9040, grad_norm: 4.8025 2021-06-05 04:45:26,998 - mmaction - INFO - Epoch [41][160/1243] lr: 7.500e-04, eta: 19:27:46, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7576, top5_acc: 0.9117, loss_cls: 0.9576, loss: 0.9576, grad_norm: 5.1965 2021-06-05 04:45:45,302 - mmaction - INFO - Epoch [41][180/1243] lr: 7.500e-04, eta: 19:27:26, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7529, top5_acc: 0.9177, loss_cls: 0.9281, loss: 0.9281, grad_norm: 5.8792 2021-06-05 04:46:03,612 - mmaction - INFO - Epoch [41][200/1243] lr: 7.500e-04, eta: 19:27:07, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7685, top5_acc: 0.9201, loss_cls: 0.8916, loss: 0.8916, grad_norm: 5.1702 2021-06-05 04:46:21,925 - mmaction - INFO - Epoch [41][220/1243] lr: 7.500e-04, eta: 19:26:47, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7594, top5_acc: 0.9081, loss_cls: 0.9467, loss: 0.9467, grad_norm: 5.0865 2021-06-05 04:46:40,201 - mmaction - INFO - Epoch [41][240/1243] lr: 7.500e-04, eta: 19:26:28, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7604, top5_acc: 0.9148, loss_cls: 0.9166, loss: 0.9166, grad_norm: 5.3517 2021-06-05 04:46:58,531 - mmaction - INFO - Epoch [41][260/1243] lr: 7.500e-04, eta: 19:26:08, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7586, top5_acc: 0.9068, loss_cls: 0.9506, loss: 0.9506, grad_norm: 5.1958 2021-06-05 04:47:16,751 - mmaction - INFO - Epoch [41][280/1243] lr: 7.500e-04, eta: 19:25:48, time: 0.911, data_time: 0.001, memory: 18352, top1_acc: 0.7638, top5_acc: 0.9169, loss_cls: 0.8947, loss: 0.8947, grad_norm: 5.2689 2021-06-05 04:47:35,062 - mmaction - INFO - Epoch [41][300/1243] lr: 7.500e-04, eta: 19:25:29, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7664, top5_acc: 0.9156, loss_cls: 0.9222, loss: 0.9222, grad_norm: 5.0961 2021-06-05 04:47:53,369 - mmaction - INFO - Epoch [41][320/1243] lr: 7.500e-04, eta: 19:25:09, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7560, top5_acc: 0.9128, loss_cls: 0.9282, loss: 0.9282, grad_norm: 5.5733 2021-06-05 04:48:11,713 - mmaction - INFO - Epoch [41][340/1243] lr: 7.500e-04, eta: 19:24:50, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7695, top5_acc: 0.9122, loss_cls: 0.9074, loss: 0.9074, grad_norm: 5.0368 2021-06-05 04:48:30,033 - mmaction - INFO - Epoch [41][360/1243] lr: 7.500e-04, eta: 19:24:30, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7596, top5_acc: 0.9107, loss_cls: 0.9503, loss: 0.9503, grad_norm: 5.3314 2021-06-05 04:48:48,283 - mmaction - INFO - Epoch [41][380/1243] lr: 7.500e-04, eta: 19:24:10, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.7604, top5_acc: 0.9182, loss_cls: 0.9217, loss: 0.9217, grad_norm: 5.1078 2021-06-05 04:49:06,621 - mmaction - INFO - Epoch [41][400/1243] lr: 7.500e-04, eta: 19:23:51, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7625, top5_acc: 0.9120, loss_cls: 0.9223, loss: 0.9223, grad_norm: 5.0989 2021-06-05 04:49:24,985 - mmaction - INFO - Epoch [41][420/1243] lr: 7.500e-04, eta: 19:23:31, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7688, top5_acc: 0.9122, loss_cls: 0.9468, loss: 0.9468, grad_norm: 5.1678 2021-06-05 04:49:43,394 - mmaction - INFO - Epoch [41][440/1243] lr: 7.500e-04, eta: 19:23:12, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7747, top5_acc: 0.9177, loss_cls: 0.8904, loss: 0.8904, grad_norm: 5.0589 2021-06-05 04:50:01,737 - mmaction - INFO - Epoch [41][460/1243] lr: 7.500e-04, eta: 19:22:52, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7706, top5_acc: 0.9117, loss_cls: 0.9105, loss: 0.9105, grad_norm: 5.9811 2021-06-05 04:50:20,059 - mmaction - INFO - Epoch [41][480/1243] lr: 7.500e-04, eta: 19:22:33, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7625, top5_acc: 0.9115, loss_cls: 0.9400, loss: 0.9400, grad_norm: 5.4398 2021-06-05 04:50:38,425 - mmaction - INFO - Epoch [41][500/1243] lr: 7.500e-04, eta: 19:22:13, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7568, top5_acc: 0.9094, loss_cls: 0.9617, loss: 0.9617, grad_norm: 5.0870 2021-06-05 04:50:56,764 - mmaction - INFO - Epoch [41][520/1243] lr: 7.500e-04, eta: 19:21:54, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.7706, top5_acc: 0.9122, loss_cls: 0.9179, loss: 0.9179, grad_norm: 5.2289 2021-06-05 04:51:15,081 - mmaction - INFO - Epoch [41][540/1243] lr: 7.500e-04, eta: 19:21:34, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.7721, top5_acc: 0.9109, loss_cls: 0.8935, loss: 0.8935, grad_norm: 5.1418 2021-06-05 04:51:33,385 - mmaction - INFO - Epoch [41][560/1243] lr: 7.500e-04, eta: 19:21:14, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7721, top5_acc: 0.9180, loss_cls: 0.8948, loss: 0.8948, grad_norm: 5.2966 2021-06-05 04:51:51,684 - mmaction - INFO - Epoch [41][580/1243] lr: 7.500e-04, eta: 19:20:55, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7573, top5_acc: 0.9117, loss_cls: 0.9357, loss: 0.9357, grad_norm: 5.1551 2021-06-05 04:52:09,966 - mmaction - INFO - Epoch [41][600/1243] lr: 7.500e-04, eta: 19:20:35, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7659, top5_acc: 0.9177, loss_cls: 0.9001, loss: 0.9001, grad_norm: 5.2773 2021-06-05 04:52:28,244 - mmaction - INFO - Epoch [41][620/1243] lr: 7.500e-04, eta: 19:20:16, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7620, top5_acc: 0.9107, loss_cls: 0.9515, loss: 0.9515, grad_norm: 5.3716 2021-06-05 04:52:46,624 - mmaction - INFO - Epoch [41][640/1243] lr: 7.500e-04, eta: 19:19:56, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7807, top5_acc: 0.9182, loss_cls: 0.8724, loss: 0.8724, grad_norm: 4.9518 2021-06-05 04:53:04,950 - mmaction - INFO - Epoch [41][660/1243] lr: 7.500e-04, eta: 19:19:37, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7729, top5_acc: 0.9161, loss_cls: 0.8879, loss: 0.8879, grad_norm: 5.0302 2021-06-05 04:53:23,298 - mmaction - INFO - Epoch [41][680/1243] lr: 7.500e-04, eta: 19:19:17, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7724, top5_acc: 0.9133, loss_cls: 0.9135, loss: 0.9135, grad_norm: 5.2560 2021-06-05 04:53:41,657 - mmaction - INFO - Epoch [41][700/1243] lr: 7.500e-04, eta: 19:18:58, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7753, top5_acc: 0.9169, loss_cls: 0.9030, loss: 0.9030, grad_norm: 5.1704 2021-06-05 04:53:59,989 - mmaction - INFO - Epoch [41][720/1243] lr: 7.500e-04, eta: 19:18:38, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7648, top5_acc: 0.9130, loss_cls: 0.9294, loss: 0.9294, grad_norm: 5.1398 2021-06-05 04:54:18,292 - mmaction - INFO - Epoch [41][740/1243] lr: 7.500e-04, eta: 19:18:18, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7771, top5_acc: 0.9195, loss_cls: 0.8928, loss: 0.8928, grad_norm: 5.4968 2021-06-05 04:54:36,571 - mmaction - INFO - Epoch [41][760/1243] lr: 7.500e-04, eta: 19:17:59, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.7690, top5_acc: 0.9250, loss_cls: 0.8808, loss: 0.8808, grad_norm: 5.7020 2021-06-05 04:54:54,971 - mmaction - INFO - Epoch [41][780/1243] lr: 7.500e-04, eta: 19:17:39, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7812, top5_acc: 0.9154, loss_cls: 0.8766, loss: 0.8766, grad_norm: 4.9839 2021-06-05 04:55:13,260 - mmaction - INFO - Epoch [41][800/1243] lr: 7.500e-04, eta: 19:17:20, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7680, top5_acc: 0.9169, loss_cls: 0.8893, loss: 0.8893, grad_norm: 5.3523 2021-06-05 04:55:31,646 - mmaction - INFO - Epoch [41][820/1243] lr: 7.500e-04, eta: 19:17:00, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7768, top5_acc: 0.9154, loss_cls: 0.8907, loss: 0.8907, grad_norm: 4.9732 2021-06-05 04:55:49,905 - mmaction - INFO - Epoch [41][840/1243] lr: 7.500e-04, eta: 19:16:41, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7815, top5_acc: 0.9253, loss_cls: 0.8262, loss: 0.8262, grad_norm: 5.0466 2021-06-05 04:56:08,182 - mmaction - INFO - Epoch [41][860/1243] lr: 7.500e-04, eta: 19:16:21, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7716, top5_acc: 0.9089, loss_cls: 0.9015, loss: 0.9015, grad_norm: 5.3373 2021-06-05 04:56:26,440 - mmaction - INFO - Epoch [41][880/1243] lr: 7.500e-04, eta: 19:16:01, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7734, top5_acc: 0.9167, loss_cls: 0.8928, loss: 0.8928, grad_norm: 5.4759 2021-06-05 04:56:44,797 - mmaction - INFO - Epoch [41][900/1243] lr: 7.500e-04, eta: 19:15:42, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7802, top5_acc: 0.9206, loss_cls: 0.8541, loss: 0.8541, grad_norm: 5.0629 2021-06-05 04:57:03,147 - mmaction - INFO - Epoch [41][920/1243] lr: 7.500e-04, eta: 19:15:22, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7672, top5_acc: 0.9229, loss_cls: 0.8860, loss: 0.8860, grad_norm: 5.3679 2021-06-05 04:57:21,411 - mmaction - INFO - Epoch [41][940/1243] lr: 7.500e-04, eta: 19:15:03, time: 0.914, data_time: 0.002, memory: 18352, top1_acc: 0.7659, top5_acc: 0.9161, loss_cls: 0.9321, loss: 0.9321, grad_norm: 5.4505 2021-06-05 04:57:39,647 - mmaction - INFO - Epoch [41][960/1243] lr: 7.500e-04, eta: 19:14:43, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.7714, top5_acc: 0.9146, loss_cls: 0.9113, loss: 0.9113, grad_norm: 5.2669 2021-06-05 04:57:57,900 - mmaction - INFO - Epoch [41][980/1243] lr: 7.500e-04, eta: 19:14:23, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7698, top5_acc: 0.9195, loss_cls: 0.8790, loss: 0.8790, grad_norm: 5.1251 2021-06-05 04:58:16,224 - mmaction - INFO - Epoch [41][1000/1243] lr: 7.500e-04, eta: 19:14:04, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7758, top5_acc: 0.9141, loss_cls: 0.8910, loss: 0.8910, grad_norm: 5.0237 2021-06-05 04:58:34,470 - mmaction - INFO - Epoch [41][1020/1243] lr: 7.500e-04, eta: 19:13:44, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.7732, top5_acc: 0.9107, loss_cls: 0.9211, loss: 0.9211, grad_norm: 5.3039 2021-06-05 04:58:52,780 - mmaction - INFO - Epoch [41][1040/1243] lr: 7.500e-04, eta: 19:13:25, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7669, top5_acc: 0.9185, loss_cls: 0.8864, loss: 0.8864, grad_norm: 6.3878 2021-06-05 04:59:11,227 - mmaction - INFO - Epoch [41][1060/1243] lr: 7.500e-04, eta: 19:13:05, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.7737, top5_acc: 0.9201, loss_cls: 0.8821, loss: 0.8821, grad_norm: 5.6444 2021-06-05 04:59:29,537 - mmaction - INFO - Epoch [41][1080/1243] lr: 7.500e-04, eta: 19:12:46, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7701, top5_acc: 0.9208, loss_cls: 0.8811, loss: 0.8811, grad_norm: 5.5032 2021-06-05 04:59:47,932 - mmaction - INFO - Epoch [41][1100/1243] lr: 7.500e-04, eta: 19:12:26, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.7818, top5_acc: 0.9203, loss_cls: 0.8661, loss: 0.8661, grad_norm: 5.1920 2021-06-05 05:00:06,240 - mmaction - INFO - Epoch [41][1120/1243] lr: 7.500e-04, eta: 19:12:07, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7854, top5_acc: 0.9229, loss_cls: 0.8482, loss: 0.8482, grad_norm: 5.1019 2021-06-05 05:00:24,663 - mmaction - INFO - Epoch [41][1140/1243] lr: 7.500e-04, eta: 19:11:47, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7849, top5_acc: 0.9289, loss_cls: 0.8342, loss: 0.8342, grad_norm: 6.0041 2021-06-05 05:00:42,939 - mmaction - INFO - Epoch [41][1160/1243] lr: 7.500e-04, eta: 19:11:28, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7776, top5_acc: 0.9198, loss_cls: 0.8718, loss: 0.8718, grad_norm: 5.2469 2021-06-05 05:01:01,251 - mmaction - INFO - Epoch [41][1180/1243] lr: 7.500e-04, eta: 19:11:08, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7818, top5_acc: 0.9169, loss_cls: 0.8793, loss: 0.8793, grad_norm: 5.5026 2021-06-05 05:01:19,530 - mmaction - INFO - Epoch [41][1200/1243] lr: 7.500e-04, eta: 19:10:49, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7794, top5_acc: 0.9128, loss_cls: 0.8858, loss: 0.8858, grad_norm: 5.1029 2021-06-05 05:01:37,932 - mmaction - INFO - Epoch [41][1220/1243] lr: 7.500e-04, eta: 19:10:29, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7776, top5_acc: 0.9190, loss_cls: 0.8675, loss: 0.8675, grad_norm: 5.0151 2021-06-05 05:01:56,076 - mmaction - INFO - Epoch [41][1240/1243] lr: 7.500e-04, eta: 19:10:09, time: 0.907, data_time: 0.001, memory: 18352, top1_acc: 0.7690, top5_acc: 0.9104, loss_cls: 0.9143, loss: 0.9143, grad_norm: 5.3229 2021-06-05 05:04:19,052 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 05:04:19,692 - mmaction - INFO - top1_acc 0.7373 top5_acc 0.9068 2021-06-05 05:04:19,692 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 05:04:19,714 - mmaction - INFO - mean_acc 0.7372 2021-06-05 05:04:20,913 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_41.pth. 2021-06-05 05:04:20,914 - mmaction - INFO - Best top1_acc is 0.7373 at 41 epoch. 2021-06-05 05:04:20,921 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-06-05 05:04:22,073 - mmaction - INFO - Epoch(val) [41][104] top1_acc: 0.7373, top5_acc: 0.9068, mean_class_accuracy: 0.7372 2021-06-05 05:05:07,188 - mmaction - INFO - Epoch [42][20/1243] lr: 7.500e-04, eta: 19:10:21, time: 2.255, data_time: 1.341, memory: 18352, top1_acc: 0.7711, top5_acc: 0.9180, loss_cls: 0.8780, loss: 0.8780, grad_norm: 5.2533 2021-06-05 05:05:25,412 - mmaction - INFO - Epoch [42][40/1243] lr: 7.500e-04, eta: 19:10:02, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.7786, top5_acc: 0.9146, loss_cls: 0.8742, loss: 0.8742, grad_norm: 4.9553 2021-06-05 05:05:43,758 - mmaction - INFO - Epoch [42][60/1243] lr: 7.500e-04, eta: 19:09:42, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7812, top5_acc: 0.9229, loss_cls: 0.8553, loss: 0.8553, grad_norm: 5.2170 2021-06-05 05:06:01,991 - mmaction - INFO - Epoch [42][80/1243] lr: 7.500e-04, eta: 19:09:23, time: 0.911, data_time: 0.001, memory: 18352, top1_acc: 0.7820, top5_acc: 0.9250, loss_cls: 0.8606, loss: 0.8606, grad_norm: 5.2066 2021-06-05 05:06:20,231 - mmaction - INFO - Epoch [42][100/1243] lr: 7.500e-04, eta: 19:09:03, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.7690, top5_acc: 0.9203, loss_cls: 0.8849, loss: 0.8849, grad_norm: 5.4352 2021-06-05 05:06:38,511 - mmaction - INFO - Epoch [42][120/1243] lr: 7.500e-04, eta: 19:08:43, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7870, top5_acc: 0.9250, loss_cls: 0.8357, loss: 0.8357, grad_norm: 5.2188 2021-06-05 05:06:56,765 - mmaction - INFO - Epoch [42][140/1243] lr: 7.500e-04, eta: 19:08:24, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7792, top5_acc: 0.9161, loss_cls: 0.8762, loss: 0.8762, grad_norm: 5.1222 2021-06-05 05:07:15,122 - mmaction - INFO - Epoch [42][160/1243] lr: 7.500e-04, eta: 19:08:04, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7711, top5_acc: 0.9182, loss_cls: 0.8917, loss: 0.8917, grad_norm: 5.0913 2021-06-05 05:07:33,456 - mmaction - INFO - Epoch [42][180/1243] lr: 7.500e-04, eta: 19:07:45, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7674, top5_acc: 0.9185, loss_cls: 0.8900, loss: 0.8900, grad_norm: 5.1565 2021-06-05 05:07:51,891 - mmaction - INFO - Epoch [42][200/1243] lr: 7.500e-04, eta: 19:07:25, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7841, top5_acc: 0.9229, loss_cls: 0.8390, loss: 0.8390, grad_norm: 5.0773 2021-06-05 05:08:10,195 - mmaction - INFO - Epoch [42][220/1243] lr: 7.500e-04, eta: 19:07:06, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7771, top5_acc: 0.9156, loss_cls: 0.8781, loss: 0.8781, grad_norm: 5.4057 2021-06-05 05:08:28,559 - mmaction - INFO - Epoch [42][240/1243] lr: 7.500e-04, eta: 19:06:46, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7732, top5_acc: 0.9148, loss_cls: 0.8941, loss: 0.8941, grad_norm: 5.3570 2021-06-05 05:08:46,840 - mmaction - INFO - Epoch [42][260/1243] lr: 7.500e-04, eta: 19:06:27, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.7742, top5_acc: 0.9211, loss_cls: 0.8904, loss: 0.8904, grad_norm: 5.7184 2021-06-05 05:09:05,221 - mmaction - INFO - Epoch [42][280/1243] lr: 7.500e-04, eta: 19:06:07, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7865, top5_acc: 0.9250, loss_cls: 0.8319, loss: 0.8319, grad_norm: 5.7387 2021-06-05 05:09:23,516 - mmaction - INFO - Epoch [42][300/1243] lr: 7.500e-04, eta: 19:05:48, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7799, top5_acc: 0.9187, loss_cls: 0.8781, loss: 0.8781, grad_norm: 5.2754 2021-06-05 05:09:41,873 - mmaction - INFO - Epoch [42][320/1243] lr: 7.500e-04, eta: 19:05:28, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7802, top5_acc: 0.9148, loss_cls: 0.8785, loss: 0.8785, grad_norm: 5.2084 2021-06-05 05:10:00,190 - mmaction - INFO - Epoch [42][340/1243] lr: 7.500e-04, eta: 19:05:08, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7844, top5_acc: 0.9289, loss_cls: 0.8377, loss: 0.8377, grad_norm: 5.1330 2021-06-05 05:10:18,590 - mmaction - INFO - Epoch [42][360/1243] lr: 7.500e-04, eta: 19:04:49, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7823, top5_acc: 0.9211, loss_cls: 0.8739, loss: 0.8739, grad_norm: 5.8964 2021-06-05 05:10:36,867 - mmaction - INFO - Epoch [42][380/1243] lr: 7.500e-04, eta: 19:04:29, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7779, top5_acc: 0.9169, loss_cls: 0.8951, loss: 0.8951, grad_norm: 5.2802 2021-06-05 05:10:55,162 - mmaction - INFO - Epoch [42][400/1243] lr: 7.500e-04, eta: 19:04:10, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7839, top5_acc: 0.9271, loss_cls: 0.8367, loss: 0.8367, grad_norm: 5.6628 2021-06-05 05:11:13,527 - mmaction - INFO - Epoch [42][420/1243] lr: 7.500e-04, eta: 19:03:50, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7701, top5_acc: 0.9190, loss_cls: 0.9055, loss: 0.9055, grad_norm: 5.2290 2021-06-05 05:11:31,895 - mmaction - INFO - Epoch [42][440/1243] lr: 7.500e-04, eta: 19:03:31, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7872, top5_acc: 0.9271, loss_cls: 0.8347, loss: 0.8347, grad_norm: 6.0143 2021-06-05 05:11:50,290 - mmaction - INFO - Epoch [42][460/1243] lr: 7.500e-04, eta: 19:03:11, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7828, top5_acc: 0.9247, loss_cls: 0.8358, loss: 0.8358, grad_norm: 4.9021 2021-06-05 05:12:08,548 - mmaction - INFO - Epoch [42][480/1243] lr: 7.500e-04, eta: 19:02:52, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.7789, top5_acc: 0.9169, loss_cls: 0.8779, loss: 0.8779, grad_norm: 5.0810 2021-06-05 05:12:26,889 - mmaction - INFO - Epoch [42][500/1243] lr: 7.500e-04, eta: 19:02:32, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7810, top5_acc: 0.9221, loss_cls: 0.8679, loss: 0.8679, grad_norm: 5.1850 2021-06-05 05:12:45,264 - mmaction - INFO - Epoch [42][520/1243] lr: 7.500e-04, eta: 19:02:13, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7750, top5_acc: 0.9206, loss_cls: 0.8756, loss: 0.8756, grad_norm: 5.2920 2021-06-05 05:13:03,636 - mmaction - INFO - Epoch [42][540/1243] lr: 7.500e-04, eta: 19:01:53, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7839, top5_acc: 0.9237, loss_cls: 0.8502, loss: 0.8502, grad_norm: 4.9494 2021-06-05 05:13:21,980 - mmaction - INFO - Epoch [42][560/1243] lr: 7.500e-04, eta: 19:01:34, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7758, top5_acc: 0.9141, loss_cls: 0.8854, loss: 0.8854, grad_norm: 5.3543 2021-06-05 05:13:40,308 - mmaction - INFO - Epoch [42][580/1243] lr: 7.500e-04, eta: 19:01:14, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7888, top5_acc: 0.9211, loss_cls: 0.8110, loss: 0.8110, grad_norm: 5.0210 2021-06-05 05:13:58,619 - mmaction - INFO - Epoch [42][600/1243] lr: 7.500e-04, eta: 19:00:55, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7854, top5_acc: 0.9271, loss_cls: 0.8405, loss: 0.8405, grad_norm: 5.2780 2021-06-05 05:14:16,896 - mmaction - INFO - Epoch [42][620/1243] lr: 7.500e-04, eta: 19:00:35, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7828, top5_acc: 0.9229, loss_cls: 0.8333, loss: 0.8333, grad_norm: 5.2761 2021-06-05 05:14:35,313 - mmaction - INFO - Epoch [42][640/1243] lr: 7.500e-04, eta: 19:00:16, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7781, top5_acc: 0.9221, loss_cls: 0.8610, loss: 0.8610, grad_norm: 5.6867 2021-06-05 05:14:53,726 - mmaction - INFO - Epoch [42][660/1243] lr: 7.500e-04, eta: 18:59:56, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7781, top5_acc: 0.9263, loss_cls: 0.8368, loss: 0.8368, grad_norm: 5.3018 2021-06-05 05:15:12,117 - mmaction - INFO - Epoch [42][680/1243] lr: 7.500e-04, eta: 18:59:37, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7742, top5_acc: 0.9187, loss_cls: 0.8699, loss: 0.8699, grad_norm: 5.3468 2021-06-05 05:15:30,506 - mmaction - INFO - Epoch [42][700/1243] lr: 7.500e-04, eta: 18:59:18, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7810, top5_acc: 0.9167, loss_cls: 0.8814, loss: 0.8814, grad_norm: 5.3112 2021-06-05 05:15:48,810 - mmaction - INFO - Epoch [42][720/1243] lr: 7.500e-04, eta: 18:58:58, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7891, top5_acc: 0.9341, loss_cls: 0.8087, loss: 0.8087, grad_norm: 5.1512 2021-06-05 05:16:07,131 - mmaction - INFO - Epoch [42][740/1243] lr: 7.500e-04, eta: 18:58:39, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7716, top5_acc: 0.9138, loss_cls: 0.8845, loss: 0.8845, grad_norm: 5.2067 2021-06-05 05:16:25,529 - mmaction - INFO - Epoch [42][760/1243] lr: 7.500e-04, eta: 18:58:19, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7781, top5_acc: 0.9159, loss_cls: 0.8852, loss: 0.8852, grad_norm: 5.3790 2021-06-05 05:16:43,862 - mmaction - INFO - Epoch [42][780/1243] lr: 7.500e-04, eta: 18:58:00, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7802, top5_acc: 0.9169, loss_cls: 0.8945, loss: 0.8945, grad_norm: 6.9988 2021-06-05 05:17:02,200 - mmaction - INFO - Epoch [42][800/1243] lr: 7.500e-04, eta: 18:57:40, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7734, top5_acc: 0.9247, loss_cls: 0.8606, loss: 0.8606, grad_norm: 5.4061 2021-06-05 05:17:20,634 - mmaction - INFO - Epoch [42][820/1243] lr: 7.500e-04, eta: 18:57:21, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.7750, top5_acc: 0.9211, loss_cls: 0.8651, loss: 0.8651, grad_norm: 5.5149 2021-06-05 05:17:38,953 - mmaction - INFO - Epoch [42][840/1243] lr: 7.500e-04, eta: 18:57:01, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7693, top5_acc: 0.9208, loss_cls: 0.8845, loss: 0.8845, grad_norm: 6.9858 2021-06-05 05:17:57,325 - mmaction - INFO - Epoch [42][860/1243] lr: 7.500e-04, eta: 18:56:42, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7771, top5_acc: 0.9133, loss_cls: 0.8998, loss: 0.8998, grad_norm: 5.0969 2021-06-05 05:18:15,696 - mmaction - INFO - Epoch [42][880/1243] lr: 7.500e-04, eta: 18:56:22, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7875, top5_acc: 0.9138, loss_cls: 0.8798, loss: 0.8798, grad_norm: 5.2449 2021-06-05 05:18:34,014 - mmaction - INFO - Epoch [42][900/1243] lr: 7.500e-04, eta: 18:56:03, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7909, top5_acc: 0.9242, loss_cls: 0.8342, loss: 0.8342, grad_norm: 5.0811 2021-06-05 05:18:52,458 - mmaction - INFO - Epoch [42][920/1243] lr: 7.500e-04, eta: 18:55:43, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7732, top5_acc: 0.9198, loss_cls: 0.8758, loss: 0.8758, grad_norm: 5.1137 2021-06-05 05:19:10,841 - mmaction - INFO - Epoch [42][940/1243] lr: 7.500e-04, eta: 18:55:24, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7880, top5_acc: 0.9227, loss_cls: 0.8299, loss: 0.8299, grad_norm: 5.7629 2021-06-05 05:19:29,300 - mmaction - INFO - Epoch [42][960/1243] lr: 7.500e-04, eta: 18:55:05, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.7883, top5_acc: 0.9208, loss_cls: 0.8457, loss: 0.8457, grad_norm: 5.3423 2021-06-05 05:19:47,708 - mmaction - INFO - Epoch [42][980/1243] lr: 7.500e-04, eta: 18:54:45, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7818, top5_acc: 0.9187, loss_cls: 0.8504, loss: 0.8504, grad_norm: 5.3632 2021-06-05 05:20:06,050 - mmaction - INFO - Epoch [42][1000/1243] lr: 7.500e-04, eta: 18:54:26, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7784, top5_acc: 0.9208, loss_cls: 0.8659, loss: 0.8659, grad_norm: 5.5416 2021-06-05 05:20:24,423 - mmaction - INFO - Epoch [42][1020/1243] lr: 7.500e-04, eta: 18:54:06, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7805, top5_acc: 0.9206, loss_cls: 0.8736, loss: 0.8736, grad_norm: 5.5354 2021-06-05 05:20:42,883 - mmaction - INFO - Epoch [42][1040/1243] lr: 7.500e-04, eta: 18:53:47, time: 0.924, data_time: 0.002, memory: 18352, top1_acc: 0.7826, top5_acc: 0.9227, loss_cls: 0.8230, loss: 0.8230, grad_norm: 5.2922 2021-06-05 05:21:01,250 - mmaction - INFO - Epoch [42][1060/1243] lr: 7.500e-04, eta: 18:53:28, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7875, top5_acc: 0.9211, loss_cls: 0.8748, loss: 0.8748, grad_norm: 5.2595 2021-06-05 05:21:19,604 - mmaction - INFO - Epoch [42][1080/1243] lr: 7.500e-04, eta: 18:53:08, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7742, top5_acc: 0.9180, loss_cls: 0.8739, loss: 0.8739, grad_norm: 5.4247 2021-06-05 05:21:37,946 - mmaction - INFO - Epoch [42][1100/1243] lr: 7.500e-04, eta: 18:52:49, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7747, top5_acc: 0.9182, loss_cls: 0.8824, loss: 0.8824, grad_norm: 5.8155 2021-06-05 05:21:56,258 - mmaction - INFO - Epoch [42][1120/1243] lr: 7.500e-04, eta: 18:52:29, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7776, top5_acc: 0.9234, loss_cls: 0.8706, loss: 0.8706, grad_norm: 5.5588 2021-06-05 05:22:14,626 - mmaction - INFO - Epoch [42][1140/1243] lr: 7.500e-04, eta: 18:52:10, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7786, top5_acc: 0.9221, loss_cls: 0.8661, loss: 0.8661, grad_norm: 5.3785 2021-06-05 05:22:33,032 - mmaction - INFO - Epoch [42][1160/1243] lr: 7.500e-04, eta: 18:51:50, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7758, top5_acc: 0.9182, loss_cls: 0.8773, loss: 0.8773, grad_norm: 6.3487 2021-06-05 05:22:51,359 - mmaction - INFO - Epoch [42][1180/1243] lr: 7.500e-04, eta: 18:51:31, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7721, top5_acc: 0.9141, loss_cls: 0.8879, loss: 0.8879, grad_norm: 5.1077 2021-06-05 05:23:09,858 - mmaction - INFO - Epoch [42][1200/1243] lr: 7.500e-04, eta: 18:51:12, time: 0.925, data_time: 0.002, memory: 18352, top1_acc: 0.7768, top5_acc: 0.9182, loss_cls: 0.8854, loss: 0.8854, grad_norm: 5.3803 2021-06-05 05:23:28,258 - mmaction - INFO - Epoch [42][1220/1243] lr: 7.500e-04, eta: 18:50:52, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7799, top5_acc: 0.9247, loss_cls: 0.8405, loss: 0.8405, grad_norm: 5.3697 2021-06-05 05:23:46,424 - mmaction - INFO - Epoch [42][1240/1243] lr: 7.500e-04, eta: 18:50:32, time: 0.909, data_time: 0.001, memory: 18352, top1_acc: 0.7836, top5_acc: 0.9260, loss_cls: 0.8331, loss: 0.8331, grad_norm: 5.5101 2021-06-05 05:26:09,436 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 05:26:10,078 - mmaction - INFO - top1_acc 0.7418 top5_acc 0.9085 2021-06-05 05:26:10,078 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 05:26:10,100 - mmaction - INFO - mean_acc 0.7417 2021-06-05 05:26:11,279 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. 2021-06-05 05:26:11,279 - mmaction - INFO - Best top1_acc is 0.7418 at 42 epoch. 2021-06-05 05:26:11,286 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-06-05 05:26:12,334 - mmaction - INFO - Epoch(val) [42][104] top1_acc: 0.7418, top5_acc: 0.9085, mean_class_accuracy: 0.7417 2021-06-05 05:26:57,298 - mmaction - INFO - Epoch [43][20/1243] lr: 7.500e-04, eta: 18:50:43, time: 2.248, data_time: 1.338, memory: 18352, top1_acc: 0.7799, top5_acc: 0.9234, loss_cls: 0.8611, loss: 0.8611, grad_norm: 5.3342 2021-06-05 05:27:15,561 - mmaction - INFO - Epoch [43][40/1243] lr: 7.500e-04, eta: 18:50:23, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7945, top5_acc: 0.9299, loss_cls: 0.7875, loss: 0.7875, grad_norm: 5.6959 2021-06-05 05:27:33,968 - mmaction - INFO - Epoch [43][60/1243] lr: 7.500e-04, eta: 18:50:04, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7849, top5_acc: 0.9180, loss_cls: 0.8687, loss: 0.8687, grad_norm: 5.1523 2021-06-05 05:27:52,238 - mmaction - INFO - Epoch [43][80/1243] lr: 7.500e-04, eta: 18:49:44, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7909, top5_acc: 0.9255, loss_cls: 0.8095, loss: 0.8095, grad_norm: 5.3564 2021-06-05 05:28:10,656 - mmaction - INFO - Epoch [43][100/1243] lr: 7.500e-04, eta: 18:49:25, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7799, top5_acc: 0.9237, loss_cls: 0.8553, loss: 0.8553, grad_norm: 5.6341 2021-06-05 05:28:29,064 - mmaction - INFO - Epoch [43][120/1243] lr: 7.500e-04, eta: 18:49:06, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7940, top5_acc: 0.9227, loss_cls: 0.8456, loss: 0.8456, grad_norm: 5.8034 2021-06-05 05:28:47,486 - mmaction - INFO - Epoch [43][140/1243] lr: 7.500e-04, eta: 18:48:46, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7812, top5_acc: 0.9203, loss_cls: 0.8589, loss: 0.8589, grad_norm: 5.3343 2021-06-05 05:29:05,825 - mmaction - INFO - Epoch [43][160/1243] lr: 7.500e-04, eta: 18:48:27, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7833, top5_acc: 0.9237, loss_cls: 0.8582, loss: 0.8582, grad_norm: 5.2270 2021-06-05 05:29:24,118 - mmaction - INFO - Epoch [43][180/1243] lr: 7.500e-04, eta: 18:48:07, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7872, top5_acc: 0.9313, loss_cls: 0.8325, loss: 0.8325, grad_norm: 5.2151 2021-06-05 05:29:42,451 - mmaction - INFO - Epoch [43][200/1243] lr: 7.500e-04, eta: 18:47:48, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.7786, top5_acc: 0.9219, loss_cls: 0.8456, loss: 0.8456, grad_norm: 5.4987 2021-06-05 05:30:00,816 - mmaction - INFO - Epoch [43][220/1243] lr: 7.500e-04, eta: 18:47:28, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7937, top5_acc: 0.9247, loss_cls: 0.8242, loss: 0.8242, grad_norm: 5.4083 2021-06-05 05:30:19,153 - mmaction - INFO - Epoch [43][240/1243] lr: 7.500e-04, eta: 18:47:09, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7805, top5_acc: 0.9190, loss_cls: 0.8607, loss: 0.8607, grad_norm: 5.4759 2021-06-05 05:30:37,574 - mmaction - INFO - Epoch [43][260/1243] lr: 7.500e-04, eta: 18:46:49, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7859, top5_acc: 0.9255, loss_cls: 0.8334, loss: 0.8334, grad_norm: 5.5495 2021-06-05 05:30:55,989 - mmaction - INFO - Epoch [43][280/1243] lr: 7.500e-04, eta: 18:46:30, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7841, top5_acc: 0.9177, loss_cls: 0.8488, loss: 0.8488, grad_norm: 5.9682 2021-06-05 05:31:14,344 - mmaction - INFO - Epoch [43][300/1243] lr: 7.500e-04, eta: 18:46:11, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7841, top5_acc: 0.9237, loss_cls: 0.8625, loss: 0.8625, grad_norm: 6.0984 2021-06-05 05:31:32,676 - mmaction - INFO - Epoch [43][320/1243] lr: 7.500e-04, eta: 18:45:51, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7875, top5_acc: 0.9279, loss_cls: 0.8379, loss: 0.8379, grad_norm: 5.2099 2021-06-05 05:31:51,073 - mmaction - INFO - Epoch [43][340/1243] lr: 7.500e-04, eta: 18:45:32, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7828, top5_acc: 0.9286, loss_cls: 0.8292, loss: 0.8292, grad_norm: 5.1535 2021-06-05 05:32:09,410 - mmaction - INFO - Epoch [43][360/1243] lr: 7.500e-04, eta: 18:45:12, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7927, top5_acc: 0.9276, loss_cls: 0.8192, loss: 0.8192, grad_norm: 5.3379 2021-06-05 05:32:27,789 - mmaction - INFO - Epoch [43][380/1243] lr: 7.500e-04, eta: 18:44:53, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7784, top5_acc: 0.9187, loss_cls: 0.8685, loss: 0.8685, grad_norm: 5.4599 2021-06-05 05:32:46,155 - mmaction - INFO - Epoch [43][400/1243] lr: 7.500e-04, eta: 18:44:33, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7672, top5_acc: 0.9083, loss_cls: 0.9079, loss: 0.9079, grad_norm: 5.6141 2021-06-05 05:33:04,486 - mmaction - INFO - Epoch [43][420/1243] lr: 7.500e-04, eta: 18:44:14, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7891, top5_acc: 0.9182, loss_cls: 0.8202, loss: 0.8202, grad_norm: 5.4226 2021-06-05 05:33:22,832 - mmaction - INFO - Epoch [43][440/1243] lr: 7.500e-04, eta: 18:43:54, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7810, top5_acc: 0.9208, loss_cls: 0.8483, loss: 0.8483, grad_norm: 5.3226 2021-06-05 05:33:41,224 - mmaction - INFO - Epoch [43][460/1243] lr: 7.500e-04, eta: 18:43:35, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7799, top5_acc: 0.9203, loss_cls: 0.8390, loss: 0.8390, grad_norm: 5.1367 2021-06-05 05:33:59,554 - mmaction - INFO - Epoch [43][480/1243] lr: 7.500e-04, eta: 18:43:15, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7792, top5_acc: 0.9182, loss_cls: 0.8552, loss: 0.8552, grad_norm: 6.3631 2021-06-05 05:34:17,933 - mmaction - INFO - Epoch [43][500/1243] lr: 7.500e-04, eta: 18:42:56, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7810, top5_acc: 0.9221, loss_cls: 0.8750, loss: 0.8750, grad_norm: 5.4626 2021-06-05 05:34:36,338 - mmaction - INFO - Epoch [43][520/1243] lr: 7.500e-04, eta: 18:42:37, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7935, top5_acc: 0.9302, loss_cls: 0.8077, loss: 0.8077, grad_norm: 4.9102 2021-06-05 05:34:54,770 - mmaction - INFO - Epoch [43][540/1243] lr: 7.500e-04, eta: 18:42:17, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7883, top5_acc: 0.9258, loss_cls: 0.8218, loss: 0.8218, grad_norm: 5.2565 2021-06-05 05:35:13,139 - mmaction - INFO - Epoch [43][560/1243] lr: 7.500e-04, eta: 18:41:58, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7771, top5_acc: 0.9198, loss_cls: 0.8872, loss: 0.8872, grad_norm: 5.5864 2021-06-05 05:35:31,493 - mmaction - INFO - Epoch [43][580/1243] lr: 7.500e-04, eta: 18:41:38, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7867, top5_acc: 0.9206, loss_cls: 0.8540, loss: 0.8540, grad_norm: 5.1771 2021-06-05 05:35:49,925 - mmaction - INFO - Epoch [43][600/1243] lr: 7.500e-04, eta: 18:41:19, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7833, top5_acc: 0.9216, loss_cls: 0.8594, loss: 0.8594, grad_norm: 5.4351 2021-06-05 05:36:08,302 - mmaction - INFO - Epoch [43][620/1243] lr: 7.500e-04, eta: 18:41:00, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7937, top5_acc: 0.9250, loss_cls: 0.8160, loss: 0.8160, grad_norm: 5.0202 2021-06-05 05:36:26,639 - mmaction - INFO - Epoch [43][640/1243] lr: 7.500e-04, eta: 18:40:40, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7971, top5_acc: 0.9307, loss_cls: 0.7853, loss: 0.7853, grad_norm: 4.9771 2021-06-05 05:36:45,006 - mmaction - INFO - Epoch [43][660/1243] lr: 7.500e-04, eta: 18:40:21, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7820, top5_acc: 0.9240, loss_cls: 0.8343, loss: 0.8343, grad_norm: 5.4485 2021-06-05 05:37:03,387 - mmaction - INFO - Epoch [43][680/1243] lr: 7.500e-04, eta: 18:40:01, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7852, top5_acc: 0.9271, loss_cls: 0.8416, loss: 0.8416, grad_norm: 5.8540 2021-06-05 05:37:21,701 - mmaction - INFO - Epoch [43][700/1243] lr: 7.500e-04, eta: 18:39:42, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7753, top5_acc: 0.9174, loss_cls: 0.8620, loss: 0.8620, grad_norm: 5.4590 2021-06-05 05:37:40,164 - mmaction - INFO - Epoch [43][720/1243] lr: 7.500e-04, eta: 18:39:22, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7820, top5_acc: 0.9190, loss_cls: 0.8584, loss: 0.8584, grad_norm: 5.4647 2021-06-05 05:37:58,473 - mmaction - INFO - Epoch [43][740/1243] lr: 7.500e-04, eta: 18:39:03, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7794, top5_acc: 0.9167, loss_cls: 0.8473, loss: 0.8473, grad_norm: 5.4653 2021-06-05 05:38:16,865 - mmaction - INFO - Epoch [43][760/1243] lr: 7.500e-04, eta: 18:38:44, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7922, top5_acc: 0.9214, loss_cls: 0.8340, loss: 0.8340, grad_norm: 4.9606 2021-06-05 05:38:35,257 - mmaction - INFO - Epoch [43][780/1243] lr: 7.500e-04, eta: 18:38:24, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7862, top5_acc: 0.9245, loss_cls: 0.8239, loss: 0.8239, grad_norm: 5.0293 2021-06-05 05:38:53,622 - mmaction - INFO - Epoch [43][800/1243] lr: 7.500e-04, eta: 18:38:05, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7763, top5_acc: 0.9229, loss_cls: 0.8754, loss: 0.8754, grad_norm: 5.2968 2021-06-05 05:39:11,977 - mmaction - INFO - Epoch [43][820/1243] lr: 7.500e-04, eta: 18:37:45, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7771, top5_acc: 0.9242, loss_cls: 0.8641, loss: 0.8641, grad_norm: 5.6349 2021-06-05 05:39:30,368 - mmaction - INFO - Epoch [43][840/1243] lr: 7.500e-04, eta: 18:37:26, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7852, top5_acc: 0.9260, loss_cls: 0.8363, loss: 0.8363, grad_norm: 5.2681 2021-06-05 05:39:48,764 - mmaction - INFO - Epoch [43][860/1243] lr: 7.500e-04, eta: 18:37:06, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7758, top5_acc: 0.9245, loss_cls: 0.8525, loss: 0.8525, grad_norm: 5.1699 2021-06-05 05:40:07,093 - mmaction - INFO - Epoch [43][880/1243] lr: 7.500e-04, eta: 18:36:47, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8003, top5_acc: 0.9263, loss_cls: 0.8030, loss: 0.8030, grad_norm: 5.0947 2021-06-05 05:40:25,463 - mmaction - INFO - Epoch [43][900/1243] lr: 7.500e-04, eta: 18:36:28, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7883, top5_acc: 0.9258, loss_cls: 0.8343, loss: 0.8343, grad_norm: 5.5185 2021-06-05 05:40:43,831 - mmaction - INFO - Epoch [43][920/1243] lr: 7.500e-04, eta: 18:36:08, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7799, top5_acc: 0.9224, loss_cls: 0.8735, loss: 0.8735, grad_norm: 5.4835 2021-06-05 05:41:02,163 - mmaction - INFO - Epoch [43][940/1243] lr: 7.500e-04, eta: 18:35:49, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7846, top5_acc: 0.9271, loss_cls: 0.8189, loss: 0.8189, grad_norm: 5.7123 2021-06-05 05:41:20,494 - mmaction - INFO - Epoch [43][960/1243] lr: 7.500e-04, eta: 18:35:29, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7737, top5_acc: 0.9203, loss_cls: 0.8765, loss: 0.8765, grad_norm: 5.9111 2021-06-05 05:41:38,876 - mmaction - INFO - Epoch [43][980/1243] lr: 7.500e-04, eta: 18:35:10, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7826, top5_acc: 0.9214, loss_cls: 0.8525, loss: 0.8525, grad_norm: 5.4882 2021-06-05 05:41:57,327 - mmaction - INFO - Epoch [43][1000/1243] lr: 7.500e-04, eta: 18:34:51, time: 0.923, data_time: 0.002, memory: 18352, top1_acc: 0.7844, top5_acc: 0.9224, loss_cls: 0.8335, loss: 0.8335, grad_norm: 6.1721 2021-06-05 05:42:15,668 - mmaction - INFO - Epoch [43][1020/1243] lr: 7.500e-04, eta: 18:34:31, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7885, top5_acc: 0.9260, loss_cls: 0.8110, loss: 0.8110, grad_norm: 5.1722 2021-06-05 05:42:34,124 - mmaction - INFO - Epoch [43][1040/1243] lr: 7.500e-04, eta: 18:34:12, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7797, top5_acc: 0.9245, loss_cls: 0.8507, loss: 0.8507, grad_norm: 5.3272 2021-06-05 05:42:52,503 - mmaction - INFO - Epoch [43][1060/1243] lr: 7.500e-04, eta: 18:33:52, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7844, top5_acc: 0.9242, loss_cls: 0.8327, loss: 0.8327, grad_norm: 5.5153 2021-06-05 05:43:10,919 - mmaction - INFO - Epoch [43][1080/1243] lr: 7.500e-04, eta: 18:33:33, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7906, top5_acc: 0.9266, loss_cls: 0.8195, loss: 0.8195, grad_norm: 5.2753 2021-06-05 05:43:29,285 - mmaction - INFO - Epoch [43][1100/1243] lr: 7.500e-04, eta: 18:33:14, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.7753, top5_acc: 0.9242, loss_cls: 0.8680, loss: 0.8680, grad_norm: 5.4859 2021-06-05 05:43:47,621 - mmaction - INFO - Epoch [43][1120/1243] lr: 7.500e-04, eta: 18:32:54, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7776, top5_acc: 0.9169, loss_cls: 0.8782, loss: 0.8782, grad_norm: 5.4074 2021-06-05 05:44:06,000 - mmaction - INFO - Epoch [43][1140/1243] lr: 7.500e-04, eta: 18:32:35, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7846, top5_acc: 0.9242, loss_cls: 0.8581, loss: 0.8581, grad_norm: 6.0734 2021-06-05 05:44:24,347 - mmaction - INFO - Epoch [43][1160/1243] lr: 7.500e-04, eta: 18:32:15, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7849, top5_acc: 0.9299, loss_cls: 0.8201, loss: 0.8201, grad_norm: 5.3925 2021-06-05 05:44:42,787 - mmaction - INFO - Epoch [43][1180/1243] lr: 7.500e-04, eta: 18:31:56, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.7844, top5_acc: 0.9242, loss_cls: 0.8502, loss: 0.8502, grad_norm: 5.7071 2021-06-05 05:45:01,217 - mmaction - INFO - Epoch [43][1200/1243] lr: 7.500e-04, eta: 18:31:37, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.7859, top5_acc: 0.9276, loss_cls: 0.8560, loss: 0.8560, grad_norm: 5.1774 2021-06-05 05:45:19,708 - mmaction - INFO - Epoch [43][1220/1243] lr: 7.500e-04, eta: 18:31:17, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.7841, top5_acc: 0.9229, loss_cls: 0.8516, loss: 0.8516, grad_norm: 5.4428 2021-06-05 05:45:37,887 - mmaction - INFO - Epoch [43][1240/1243] lr: 7.500e-04, eta: 18:30:58, time: 0.910, data_time: 0.002, memory: 18352, top1_acc: 0.7849, top5_acc: 0.9198, loss_cls: 0.8729, loss: 0.8729, grad_norm: 5.2961 2021-06-05 05:47:59,578 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 05:48:00,226 - mmaction - INFO - top1_acc 0.7443 top5_acc 0.9099 2021-06-05 05:48:00,227 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 05:48:00,250 - mmaction - INFO - mean_acc 0.7442 2021-06-05 05:48:01,446 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_43.pth. 2021-06-05 05:48:01,446 - mmaction - INFO - Best top1_acc is 0.7443 at 43 epoch. 2021-06-05 05:48:01,453 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-06-05 05:48:02,562 - mmaction - INFO - Epoch(val) [43][104] top1_acc: 0.7443, top5_acc: 0.9099, mean_class_accuracy: 0.7442 2021-06-05 05:48:46,933 - mmaction - INFO - Epoch [44][20/1243] lr: 7.500e-04, eta: 18:31:06, time: 2.218, data_time: 1.304, memory: 18352, top1_acc: 0.7966, top5_acc: 0.9313, loss_cls: 0.7900, loss: 0.7900, grad_norm: 5.2057 2021-06-05 05:49:05,341 - mmaction - INFO - Epoch [44][40/1243] lr: 7.500e-04, eta: 18:30:47, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7872, top5_acc: 0.9286, loss_cls: 0.8175, loss: 0.8175, grad_norm: 5.6550 2021-06-05 05:49:23,655 - mmaction - INFO - Epoch [44][60/1243] lr: 7.500e-04, eta: 18:30:27, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.7932, top5_acc: 0.9250, loss_cls: 0.8201, loss: 0.8201, grad_norm: 5.5601 2021-06-05 05:49:42,082 - mmaction - INFO - Epoch [44][80/1243] lr: 7.500e-04, eta: 18:30:08, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7888, top5_acc: 0.9232, loss_cls: 0.8483, loss: 0.8483, grad_norm: 5.4223 2021-06-05 05:50:00,473 - mmaction - INFO - Epoch [44][100/1243] lr: 7.500e-04, eta: 18:29:49, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7953, top5_acc: 0.9294, loss_cls: 0.8042, loss: 0.8042, grad_norm: 5.8964 2021-06-05 05:50:18,863 - mmaction - INFO - Epoch [44][120/1243] lr: 7.500e-04, eta: 18:29:29, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7862, top5_acc: 0.9229, loss_cls: 0.8359, loss: 0.8359, grad_norm: 4.9518 2021-06-05 05:50:37,277 - mmaction - INFO - Epoch [44][140/1243] lr: 7.500e-04, eta: 18:29:10, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.7812, top5_acc: 0.9154, loss_cls: 0.8587, loss: 0.8587, grad_norm: 5.3694 2021-06-05 05:50:55,686 - mmaction - INFO - Epoch [44][160/1243] lr: 7.500e-04, eta: 18:28:50, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7914, top5_acc: 0.9307, loss_cls: 0.8039, loss: 0.8039, grad_norm: 4.9999 2021-06-05 05:51:14,157 - mmaction - INFO - Epoch [44][180/1243] lr: 7.500e-04, eta: 18:28:31, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.7841, top5_acc: 0.9281, loss_cls: 0.8303, loss: 0.8303, grad_norm: 5.1553 2021-06-05 05:51:32,546 - mmaction - INFO - Epoch [44][200/1243] lr: 7.500e-04, eta: 18:28:12, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7953, top5_acc: 0.9268, loss_cls: 0.8276, loss: 0.8276, grad_norm: 5.0618 2021-06-05 05:51:50,937 - mmaction - INFO - Epoch [44][220/1243] lr: 7.500e-04, eta: 18:27:52, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7961, top5_acc: 0.9206, loss_cls: 0.8399, loss: 0.8399, grad_norm: 5.4193 2021-06-05 05:52:09,292 - mmaction - INFO - Epoch [44][240/1243] lr: 7.500e-04, eta: 18:27:33, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7948, top5_acc: 0.9273, loss_cls: 0.7998, loss: 0.7998, grad_norm: 5.5656 2021-06-05 05:52:27,708 - mmaction - INFO - Epoch [44][260/1243] lr: 7.500e-04, eta: 18:27:14, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7893, top5_acc: 0.9260, loss_cls: 0.8276, loss: 0.8276, grad_norm: 5.4074 2021-06-05 05:52:46,156 - mmaction - INFO - Epoch [44][280/1243] lr: 7.500e-04, eta: 18:26:54, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.7758, top5_acc: 0.9201, loss_cls: 0.8864, loss: 0.8864, grad_norm: 5.6971 2021-06-05 05:53:04,582 - mmaction - INFO - Epoch [44][300/1243] lr: 7.500e-04, eta: 18:26:35, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7870, top5_acc: 0.9281, loss_cls: 0.8104, loss: 0.8104, grad_norm: 5.9675 2021-06-05 05:53:22,991 - mmaction - INFO - Epoch [44][320/1243] lr: 7.500e-04, eta: 18:26:16, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.7930, top5_acc: 0.9263, loss_cls: 0.7954, loss: 0.7954, grad_norm: 5.7038 2021-06-05 05:53:41,354 - mmaction - INFO - Epoch [44][340/1243] lr: 7.500e-04, eta: 18:25:56, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7984, top5_acc: 0.9349, loss_cls: 0.7842, loss: 0.7842, grad_norm: 5.3803 2021-06-05 05:53:59,690 - mmaction - INFO - Epoch [44][360/1243] lr: 7.500e-04, eta: 18:25:37, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7870, top5_acc: 0.9302, loss_cls: 0.8219, loss: 0.8219, grad_norm: 5.6351 2021-06-05 05:54:18,085 - mmaction - INFO - Epoch [44][380/1243] lr: 7.500e-04, eta: 18:25:17, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8070, top5_acc: 0.9320, loss_cls: 0.7528, loss: 0.7528, grad_norm: 5.1607 2021-06-05 05:54:36,457 - mmaction - INFO - Epoch [44][400/1243] lr: 7.500e-04, eta: 18:24:58, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7948, top5_acc: 0.9305, loss_cls: 0.7939, loss: 0.7939, grad_norm: 5.6141 2021-06-05 05:54:54,854 - mmaction - INFO - Epoch [44][420/1243] lr: 7.500e-04, eta: 18:24:39, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7943, top5_acc: 0.9281, loss_cls: 0.8059, loss: 0.8059, grad_norm: 5.0807 2021-06-05 05:55:13,213 - mmaction - INFO - Epoch [44][440/1243] lr: 7.500e-04, eta: 18:24:19, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7846, top5_acc: 0.9190, loss_cls: 0.8601, loss: 0.8601, grad_norm: 6.1926 2021-06-05 05:55:31,649 - mmaction - INFO - Epoch [44][460/1243] lr: 7.500e-04, eta: 18:24:00, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.7740, top5_acc: 0.9146, loss_cls: 0.8807, loss: 0.8807, grad_norm: 5.4578 2021-06-05 05:55:50,049 - mmaction - INFO - Epoch [44][480/1243] lr: 7.500e-04, eta: 18:23:40, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7823, top5_acc: 0.9169, loss_cls: 0.8688, loss: 0.8688, grad_norm: 5.8521 2021-06-05 05:56:08,410 - mmaction - INFO - Epoch [44][500/1243] lr: 7.500e-04, eta: 18:23:21, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7828, top5_acc: 0.9245, loss_cls: 0.8282, loss: 0.8282, grad_norm: 5.6585 2021-06-05 05:56:26,776 - mmaction - INFO - Epoch [44][520/1243] lr: 7.500e-04, eta: 18:23:02, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7789, top5_acc: 0.9250, loss_cls: 0.8404, loss: 0.8404, grad_norm: 5.2233 2021-06-05 05:56:45,171 - mmaction - INFO - Epoch [44][540/1243] lr: 7.500e-04, eta: 18:22:42, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7953, top5_acc: 0.9307, loss_cls: 0.7997, loss: 0.7997, grad_norm: 5.3346 2021-06-05 05:57:03,633 - mmaction - INFO - Epoch [44][560/1243] lr: 7.500e-04, eta: 18:22:23, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.7799, top5_acc: 0.9146, loss_cls: 0.8669, loss: 0.8669, grad_norm: 8.7957 2021-06-05 05:57:22,068 - mmaction - INFO - Epoch [44][580/1243] lr: 7.500e-04, eta: 18:22:04, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7883, top5_acc: 0.9169, loss_cls: 0.8602, loss: 0.8602, grad_norm: 5.6201 2021-06-05 05:57:40,557 - mmaction - INFO - Epoch [44][600/1243] lr: 7.500e-04, eta: 18:21:44, time: 0.926, data_time: 0.002, memory: 18352, top1_acc: 0.7831, top5_acc: 0.9224, loss_cls: 0.8478, loss: 0.8478, grad_norm: 5.4325 2021-06-05 05:57:59,061 - mmaction - INFO - Epoch [44][620/1243] lr: 7.500e-04, eta: 18:21:25, time: 0.925, data_time: 0.000, memory: 18352, top1_acc: 0.7854, top5_acc: 0.9268, loss_cls: 0.8424, loss: 0.8424, grad_norm: 5.5768 2021-06-05 05:58:17,431 - mmaction - INFO - Epoch [44][640/1243] lr: 7.500e-04, eta: 18:21:06, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7771, top5_acc: 0.9279, loss_cls: 0.8163, loss: 0.8163, grad_norm: 5.0748 2021-06-05 05:58:35,894 - mmaction - INFO - Epoch [44][660/1243] lr: 7.500e-04, eta: 18:20:46, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.7799, top5_acc: 0.9206, loss_cls: 0.8636, loss: 0.8636, grad_norm: 5.3432 2021-06-05 05:58:54,313 - mmaction - INFO - Epoch [44][680/1243] lr: 7.500e-04, eta: 18:20:27, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7875, top5_acc: 0.9247, loss_cls: 0.8300, loss: 0.8300, grad_norm: 5.8704 2021-06-05 05:59:12,750 - mmaction - INFO - Epoch [44][700/1243] lr: 7.500e-04, eta: 18:20:08, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7904, top5_acc: 0.9255, loss_cls: 0.8145, loss: 0.8145, grad_norm: 5.1825 2021-06-05 05:59:31,141 - mmaction - INFO - Epoch [44][720/1243] lr: 7.500e-04, eta: 18:19:48, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7917, top5_acc: 0.9276, loss_cls: 0.8217, loss: 0.8217, grad_norm: 5.6775 2021-06-05 05:59:49,593 - mmaction - INFO - Epoch [44][740/1243] lr: 7.500e-04, eta: 18:19:29, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7885, top5_acc: 0.9214, loss_cls: 0.8488, loss: 0.8488, grad_norm: 5.1579 2021-06-05 06:00:07,933 - mmaction - INFO - Epoch [44][760/1243] lr: 7.500e-04, eta: 18:19:10, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7990, top5_acc: 0.9253, loss_cls: 0.8043, loss: 0.8043, grad_norm: 5.3679 2021-06-05 06:00:26,372 - mmaction - INFO - Epoch [44][780/1243] lr: 7.500e-04, eta: 18:18:50, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.7857, top5_acc: 0.9203, loss_cls: 0.8684, loss: 0.8684, grad_norm: 5.2900 2021-06-05 06:00:44,828 - mmaction - INFO - Epoch [44][800/1243] lr: 7.500e-04, eta: 18:18:31, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8008, top5_acc: 0.9313, loss_cls: 0.7881, loss: 0.7881, grad_norm: 5.2551 2021-06-05 06:01:03,245 - mmaction - INFO - Epoch [44][820/1243] lr: 7.500e-04, eta: 18:18:12, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7849, top5_acc: 0.9195, loss_cls: 0.8482, loss: 0.8482, grad_norm: 5.9113 2021-06-05 06:01:21,617 - mmaction - INFO - Epoch [44][840/1243] lr: 7.500e-04, eta: 18:17:52, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8031, top5_acc: 0.9224, loss_cls: 0.7949, loss: 0.7949, grad_norm: 5.5269 2021-06-05 06:01:40,014 - mmaction - INFO - Epoch [44][860/1243] lr: 7.500e-04, eta: 18:17:33, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7781, top5_acc: 0.9247, loss_cls: 0.8438, loss: 0.8438, grad_norm: 5.3045 2021-06-05 06:01:58,441 - mmaction - INFO - Epoch [44][880/1243] lr: 7.500e-04, eta: 18:17:14, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7750, top5_acc: 0.9224, loss_cls: 0.8755, loss: 0.8755, grad_norm: 5.6961 2021-06-05 06:02:16,812 - mmaction - INFO - Epoch [44][900/1243] lr: 7.500e-04, eta: 18:16:54, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7833, top5_acc: 0.9214, loss_cls: 0.8475, loss: 0.8475, grad_norm: 5.5046 2021-06-05 06:02:35,284 - mmaction - INFO - Epoch [44][920/1243] lr: 7.500e-04, eta: 18:16:35, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.7979, top5_acc: 0.9221, loss_cls: 0.8322, loss: 0.8322, grad_norm: 5.2029 2021-06-05 06:02:53,681 - mmaction - INFO - Epoch [44][940/1243] lr: 7.500e-04, eta: 18:16:16, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7831, top5_acc: 0.9250, loss_cls: 0.8388, loss: 0.8388, grad_norm: 6.6078 2021-06-05 06:03:12,080 - mmaction - INFO - Epoch [44][960/1243] lr: 7.500e-04, eta: 18:15:56, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7930, top5_acc: 0.9258, loss_cls: 0.8352, loss: 0.8352, grad_norm: 5.5034 2021-06-05 06:03:30,497 - mmaction - INFO - Epoch [44][980/1243] lr: 7.500e-04, eta: 18:15:37, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7997, top5_acc: 0.9211, loss_cls: 0.8089, loss: 0.8089, grad_norm: 5.7568 2021-06-05 06:03:48,934 - mmaction - INFO - Epoch [44][1000/1243] lr: 7.500e-04, eta: 18:15:18, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7862, top5_acc: 0.9164, loss_cls: 0.8560, loss: 0.8560, grad_norm: 5.3700 2021-06-05 06:04:07,320 - mmaction - INFO - Epoch [44][1020/1243] lr: 7.500e-04, eta: 18:14:58, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7979, top5_acc: 0.9318, loss_cls: 0.8020, loss: 0.8020, grad_norm: 5.3014 2021-06-05 06:04:25,800 - mmaction - INFO - Epoch [44][1040/1243] lr: 7.500e-04, eta: 18:14:39, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.7786, top5_acc: 0.9214, loss_cls: 0.8634, loss: 0.8634, grad_norm: 5.3159 2021-06-05 06:04:44,182 - mmaction - INFO - Epoch [44][1060/1243] lr: 7.500e-04, eta: 18:14:20, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7810, top5_acc: 0.9198, loss_cls: 0.8580, loss: 0.8580, grad_norm: 5.2706 2021-06-05 06:05:02,638 - mmaction - INFO - Epoch [44][1080/1243] lr: 7.500e-04, eta: 18:14:00, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.7898, top5_acc: 0.9292, loss_cls: 0.8086, loss: 0.8086, grad_norm: 5.0020 2021-06-05 06:05:21,015 - mmaction - INFO - Epoch [44][1100/1243] lr: 7.500e-04, eta: 18:13:41, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7839, top5_acc: 0.9224, loss_cls: 0.8421, loss: 0.8421, grad_norm: 6.7759 2021-06-05 06:05:39,501 - mmaction - INFO - Epoch [44][1120/1243] lr: 7.500e-04, eta: 18:13:22, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.7893, top5_acc: 0.9240, loss_cls: 0.8530, loss: 0.8530, grad_norm: 5.7694 2021-06-05 06:05:57,981 - mmaction - INFO - Epoch [44][1140/1243] lr: 7.500e-04, eta: 18:13:03, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.7906, top5_acc: 0.9245, loss_cls: 0.8282, loss: 0.8282, grad_norm: 5.3597 2021-06-05 06:06:16,307 - mmaction - INFO - Epoch [44][1160/1243] lr: 7.500e-04, eta: 18:12:43, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7919, top5_acc: 0.9245, loss_cls: 0.8205, loss: 0.8205, grad_norm: 5.8687 2021-06-05 06:06:34,782 - mmaction - INFO - Epoch [44][1180/1243] lr: 7.500e-04, eta: 18:12:24, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7729, top5_acc: 0.9159, loss_cls: 0.8926, loss: 0.8926, grad_norm: 6.0266 2021-06-05 06:06:53,170 - mmaction - INFO - Epoch [44][1200/1243] lr: 7.500e-04, eta: 18:12:04, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.7951, top5_acc: 0.9258, loss_cls: 0.8035, loss: 0.8035, grad_norm: 5.3458 2021-06-05 06:07:11,601 - mmaction - INFO - Epoch [44][1220/1243] lr: 7.500e-04, eta: 18:11:45, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.7865, top5_acc: 0.9273, loss_cls: 0.8288, loss: 0.8288, grad_norm: 5.5977 2021-06-05 06:07:29,797 - mmaction - INFO - Epoch [44][1240/1243] lr: 7.500e-04, eta: 18:11:26, time: 0.911, data_time: 0.001, memory: 18352, top1_acc: 0.7883, top5_acc: 0.9255, loss_cls: 0.8325, loss: 0.8325, grad_norm: 6.2842 2021-06-05 06:09:53,814 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 06:09:54,462 - mmaction - INFO - top1_acc 0.7426 top5_acc 0.9093 2021-06-05 06:09:54,462 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 06:09:54,486 - mmaction - INFO - mean_acc 0.7425 2021-06-05 06:09:54,490 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-06-05 06:09:55,611 - mmaction - INFO - Epoch(val) [44][104] top1_acc: 0.7426, top5_acc: 0.9093, mean_class_accuracy: 0.7425 2021-06-05 06:10:40,133 - mmaction - INFO - Epoch [45][20/1243] lr: 7.500e-04, eta: 18:11:33, time: 2.225, data_time: 1.313, memory: 18352, top1_acc: 0.7875, top5_acc: 0.9245, loss_cls: 0.8418, loss: 0.8418, grad_norm: 5.2925 2021-06-05 06:10:58,474 - mmaction - INFO - Epoch [45][40/1243] lr: 7.500e-04, eta: 18:11:14, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.7857, top5_acc: 0.9268, loss_cls: 0.8116, loss: 0.8116, grad_norm: 5.1663 2021-06-05 06:11:16,828 - mmaction - INFO - Epoch [45][60/1243] lr: 7.500e-04, eta: 18:10:54, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7836, top5_acc: 0.9203, loss_cls: 0.8497, loss: 0.8497, grad_norm: 5.6994 2021-06-05 06:11:35,085 - mmaction - INFO - Epoch [45][80/1243] lr: 7.500e-04, eta: 18:10:35, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.7953, top5_acc: 0.9263, loss_cls: 0.8110, loss: 0.8110, grad_norm: 5.1866 2021-06-05 06:11:53,513 - mmaction - INFO - Epoch [45][100/1243] lr: 7.500e-04, eta: 18:10:15, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7945, top5_acc: 0.9268, loss_cls: 0.8099, loss: 0.8099, grad_norm: 5.3743 2021-06-05 06:12:11,882 - mmaction - INFO - Epoch [45][120/1243] lr: 7.500e-04, eta: 18:09:56, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7807, top5_acc: 0.9177, loss_cls: 0.8687, loss: 0.8687, grad_norm: 5.6585 2021-06-05 06:12:30,175 - mmaction - INFO - Epoch [45][140/1243] lr: 7.500e-04, eta: 18:09:36, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7945, top5_acc: 0.9234, loss_cls: 0.8174, loss: 0.8174, grad_norm: 5.7641 2021-06-05 06:12:48,564 - mmaction - INFO - Epoch [45][160/1243] lr: 7.500e-04, eta: 18:09:17, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7865, top5_acc: 0.9203, loss_cls: 0.8538, loss: 0.8538, grad_norm: 5.3598 2021-06-05 06:13:06,887 - mmaction - INFO - Epoch [45][180/1243] lr: 7.500e-04, eta: 18:08:58, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7862, top5_acc: 0.9255, loss_cls: 0.8314, loss: 0.8314, grad_norm: 4.9987 2021-06-05 06:13:25,354 - mmaction - INFO - Epoch [45][200/1243] lr: 7.500e-04, eta: 18:08:38, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7909, top5_acc: 0.9216, loss_cls: 0.8426, loss: 0.8426, grad_norm: 5.3141 2021-06-05 06:13:43,787 - mmaction - INFO - Epoch [45][220/1243] lr: 7.500e-04, eta: 18:08:19, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7987, top5_acc: 0.9318, loss_cls: 0.7743, loss: 0.7743, grad_norm: 5.4440 2021-06-05 06:14:02,261 - mmaction - INFO - Epoch [45][240/1243] lr: 7.500e-04, eta: 18:08:00, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.8021, top5_acc: 0.9237, loss_cls: 0.8031, loss: 0.8031, grad_norm: 5.9830 2021-06-05 06:14:20,644 - mmaction - INFO - Epoch [45][260/1243] lr: 7.500e-04, eta: 18:07:40, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7841, top5_acc: 0.9240, loss_cls: 0.8186, loss: 0.8186, grad_norm: 7.2015 2021-06-05 06:14:39,029 - mmaction - INFO - Epoch [45][280/1243] lr: 7.500e-04, eta: 18:07:21, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7945, top5_acc: 0.9242, loss_cls: 0.8070, loss: 0.8070, grad_norm: 4.9765 2021-06-05 06:14:57,359 - mmaction - INFO - Epoch [45][300/1243] lr: 7.500e-04, eta: 18:07:02, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7977, top5_acc: 0.9247, loss_cls: 0.7922, loss: 0.7922, grad_norm: 5.8542 2021-06-05 06:15:15,800 - mmaction - INFO - Epoch [45][320/1243] lr: 7.500e-04, eta: 18:06:42, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.7930, top5_acc: 0.9294, loss_cls: 0.8103, loss: 0.8103, grad_norm: 5.1543 2021-06-05 06:15:34,310 - mmaction - INFO - Epoch [45][340/1243] lr: 7.500e-04, eta: 18:06:23, time: 0.926, data_time: 0.001, memory: 18352, top1_acc: 0.7865, top5_acc: 0.9266, loss_cls: 0.8247, loss: 0.8247, grad_norm: 5.5203 2021-06-05 06:15:52,642 - mmaction - INFO - Epoch [45][360/1243] lr: 7.500e-04, eta: 18:06:04, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7880, top5_acc: 0.9268, loss_cls: 0.8176, loss: 0.8176, grad_norm: 5.7297 2021-06-05 06:16:11,035 - mmaction - INFO - Epoch [45][380/1243] lr: 7.500e-04, eta: 18:05:44, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7862, top5_acc: 0.9146, loss_cls: 0.8775, loss: 0.8775, grad_norm: 5.6706 2021-06-05 06:16:29,376 - mmaction - INFO - Epoch [45][400/1243] lr: 7.500e-04, eta: 18:05:25, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7875, top5_acc: 0.9180, loss_cls: 0.8414, loss: 0.8414, grad_norm: 5.4024 2021-06-05 06:16:47,815 - mmaction - INFO - Epoch [45][420/1243] lr: 7.500e-04, eta: 18:05:06, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8016, top5_acc: 0.9341, loss_cls: 0.7687, loss: 0.7687, grad_norm: 5.1680 2021-06-05 06:17:06,223 - mmaction - INFO - Epoch [45][440/1243] lr: 7.500e-04, eta: 18:04:46, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7971, top5_acc: 0.9271, loss_cls: 0.8075, loss: 0.8075, grad_norm: 5.3943 2021-06-05 06:17:24,664 - mmaction - INFO - Epoch [45][460/1243] lr: 7.500e-04, eta: 18:04:27, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7940, top5_acc: 0.9307, loss_cls: 0.7954, loss: 0.7954, grad_norm: 6.0196 2021-06-05 06:17:43,129 - mmaction - INFO - Epoch [45][480/1243] lr: 7.500e-04, eta: 18:04:08, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.7831, top5_acc: 0.9260, loss_cls: 0.8292, loss: 0.8292, grad_norm: 5.2920 2021-06-05 06:18:01,568 - mmaction - INFO - Epoch [45][500/1243] lr: 7.500e-04, eta: 18:03:48, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7930, top5_acc: 0.9195, loss_cls: 0.8506, loss: 0.8506, grad_norm: 5.3044 2021-06-05 06:18:19,960 - mmaction - INFO - Epoch [45][520/1243] lr: 7.500e-04, eta: 18:03:29, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7971, top5_acc: 0.9255, loss_cls: 0.8164, loss: 0.8164, grad_norm: 5.6938 2021-06-05 06:18:38,466 - mmaction - INFO - Epoch [45][540/1243] lr: 7.500e-04, eta: 18:03:10, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.8034, top5_acc: 0.9284, loss_cls: 0.7781, loss: 0.7781, grad_norm: 5.3498 2021-06-05 06:18:56,958 - mmaction - INFO - Epoch [45][560/1243] lr: 7.500e-04, eta: 18:02:51, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.7979, top5_acc: 0.9221, loss_cls: 0.8133, loss: 0.8133, grad_norm: 5.8451 2021-06-05 06:19:15,338 - mmaction - INFO - Epoch [45][580/1243] lr: 7.500e-04, eta: 18:02:31, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7953, top5_acc: 0.9313, loss_cls: 0.7843, loss: 0.7843, grad_norm: 5.2630 2021-06-05 06:19:33,797 - mmaction - INFO - Epoch [45][600/1243] lr: 7.500e-04, eta: 18:02:12, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7945, top5_acc: 0.9349, loss_cls: 0.7796, loss: 0.7796, grad_norm: 5.0352 2021-06-05 06:19:52,237 - mmaction - INFO - Epoch [45][620/1243] lr: 7.500e-04, eta: 18:01:53, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7964, top5_acc: 0.9203, loss_cls: 0.8551, loss: 0.8551, grad_norm: 6.0126 2021-06-05 06:20:10,668 - mmaction - INFO - Epoch [45][640/1243] lr: 7.500e-04, eta: 18:01:33, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7872, top5_acc: 0.9276, loss_cls: 0.7871, loss: 0.7871, grad_norm: 5.1330 2021-06-05 06:20:28,961 - mmaction - INFO - Epoch [45][660/1243] lr: 7.500e-04, eta: 18:01:14, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7971, top5_acc: 0.9289, loss_cls: 0.8064, loss: 0.8064, grad_norm: 5.4184 2021-06-05 06:20:47,357 - mmaction - INFO - Epoch [45][680/1243] lr: 7.500e-04, eta: 18:00:54, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7904, top5_acc: 0.9260, loss_cls: 0.8123, loss: 0.8123, grad_norm: 5.1235 2021-06-05 06:21:05,727 - mmaction - INFO - Epoch [45][700/1243] lr: 7.500e-04, eta: 18:00:35, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7891, top5_acc: 0.9328, loss_cls: 0.8045, loss: 0.8045, grad_norm: 5.3941 2021-06-05 06:21:24,110 - mmaction - INFO - Epoch [45][720/1243] lr: 7.500e-04, eta: 18:00:16, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7849, top5_acc: 0.9216, loss_cls: 0.8483, loss: 0.8483, grad_norm: 5.2179 2021-06-05 06:21:42,450 - mmaction - INFO - Epoch [45][740/1243] lr: 7.500e-04, eta: 17:59:56, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.7862, top5_acc: 0.9167, loss_cls: 0.8582, loss: 0.8582, grad_norm: 5.9716 2021-06-05 06:22:00,872 - mmaction - INFO - Epoch [45][760/1243] lr: 7.500e-04, eta: 17:59:37, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7888, top5_acc: 0.9276, loss_cls: 0.8295, loss: 0.8295, grad_norm: 5.5229 2021-06-05 06:22:19,323 - mmaction - INFO - Epoch [45][780/1243] lr: 7.500e-04, eta: 17:59:18, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7888, top5_acc: 0.9250, loss_cls: 0.8322, loss: 0.8322, grad_norm: 5.4745 2021-06-05 06:22:37,740 - mmaction - INFO - Epoch [45][800/1243] lr: 7.500e-04, eta: 17:58:58, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.7901, top5_acc: 0.9232, loss_cls: 0.8381, loss: 0.8381, grad_norm: 5.1035 2021-06-05 06:22:56,157 - mmaction - INFO - Epoch [45][820/1243] lr: 7.500e-04, eta: 17:58:39, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7943, top5_acc: 0.9260, loss_cls: 0.8112, loss: 0.8112, grad_norm: 7.6370 2021-06-05 06:23:14,555 - mmaction - INFO - Epoch [45][840/1243] lr: 7.500e-04, eta: 17:58:20, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7859, top5_acc: 0.9201, loss_cls: 0.8583, loss: 0.8583, grad_norm: 5.4116 2021-06-05 06:23:33,048 - mmaction - INFO - Epoch [45][860/1243] lr: 7.500e-04, eta: 17:58:01, time: 0.924, data_time: 0.000, memory: 18352, top1_acc: 0.7901, top5_acc: 0.9247, loss_cls: 0.8237, loss: 0.8237, grad_norm: 5.4237 2021-06-05 06:23:51,452 - mmaction - INFO - Epoch [45][880/1243] lr: 7.500e-04, eta: 17:57:41, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7831, top5_acc: 0.9258, loss_cls: 0.8602, loss: 0.8602, grad_norm: 7.2664 2021-06-05 06:24:09,909 - mmaction - INFO - Epoch [45][900/1243] lr: 7.500e-04, eta: 17:57:22, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7927, top5_acc: 0.9260, loss_cls: 0.8128, loss: 0.8128, grad_norm: 5.4516 2021-06-05 06:24:28,269 - mmaction - INFO - Epoch [45][920/1243] lr: 7.500e-04, eta: 17:57:03, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7867, top5_acc: 0.9279, loss_cls: 0.8250, loss: 0.8250, grad_norm: 5.7729 2021-06-05 06:24:46,692 - mmaction - INFO - Epoch [45][940/1243] lr: 7.500e-04, eta: 17:56:43, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7859, top5_acc: 0.9240, loss_cls: 0.8332, loss: 0.8332, grad_norm: 5.1962 2021-06-05 06:25:05,051 - mmaction - INFO - Epoch [45][960/1243] lr: 7.500e-04, eta: 17:56:24, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7992, top5_acc: 0.9227, loss_cls: 0.7958, loss: 0.7958, grad_norm: 5.2420 2021-06-05 06:25:23,512 - mmaction - INFO - Epoch [45][980/1243] lr: 7.500e-04, eta: 17:56:05, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7979, top5_acc: 0.9255, loss_cls: 0.8316, loss: 0.8316, grad_norm: 5.4593 2021-06-05 06:25:41,919 - mmaction - INFO - Epoch [45][1000/1243] lr: 7.500e-04, eta: 17:55:45, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7922, top5_acc: 0.9221, loss_cls: 0.8328, loss: 0.8328, grad_norm: 5.3953 2021-06-05 06:26:00,369 - mmaction - INFO - Epoch [45][1020/1243] lr: 7.500e-04, eta: 17:55:26, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7992, top5_acc: 0.9313, loss_cls: 0.7824, loss: 0.7824, grad_norm: 5.2718 2021-06-05 06:26:18,797 - mmaction - INFO - Epoch [45][1040/1243] lr: 7.500e-04, eta: 17:55:07, time: 0.923, data_time: 0.002, memory: 18352, top1_acc: 0.8013, top5_acc: 0.9299, loss_cls: 0.7771, loss: 0.7771, grad_norm: 5.5602 2021-06-05 06:26:37,294 - mmaction - INFO - Epoch [45][1060/1243] lr: 7.500e-04, eta: 17:54:48, time: 0.925, data_time: 0.000, memory: 18352, top1_acc: 0.7961, top5_acc: 0.9227, loss_cls: 0.8166, loss: 0.8166, grad_norm: 5.5705 2021-06-05 06:26:55,742 - mmaction - INFO - Epoch [45][1080/1243] lr: 7.500e-04, eta: 17:54:28, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.7854, top5_acc: 0.9237, loss_cls: 0.8322, loss: 0.8322, grad_norm: 5.3738 2021-06-05 06:27:14,232 - mmaction - INFO - Epoch [45][1100/1243] lr: 7.500e-04, eta: 17:54:09, time: 0.924, data_time: 0.000, memory: 18352, top1_acc: 0.7951, top5_acc: 0.9216, loss_cls: 0.8134, loss: 0.8134, grad_norm: 5.3556 2021-06-05 06:27:32,568 - mmaction - INFO - Epoch [45][1120/1243] lr: 7.500e-04, eta: 17:53:50, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7872, top5_acc: 0.9266, loss_cls: 0.8205, loss: 0.8205, grad_norm: 6.0897 2021-06-05 06:27:50,926 - mmaction - INFO - Epoch [45][1140/1243] lr: 7.500e-04, eta: 17:53:30, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7909, top5_acc: 0.9180, loss_cls: 0.8440, loss: 0.8440, grad_norm: 5.4164 2021-06-05 06:28:09,355 - mmaction - INFO - Epoch [45][1160/1243] lr: 7.500e-04, eta: 17:53:11, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.7805, top5_acc: 0.9185, loss_cls: 0.8473, loss: 0.8473, grad_norm: 5.3792 2021-06-05 06:28:27,726 - mmaction - INFO - Epoch [45][1180/1243] lr: 7.500e-04, eta: 17:52:52, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7885, top5_acc: 0.9242, loss_cls: 0.8172, loss: 0.8172, grad_norm: 5.7030 2021-06-05 06:28:46,245 - mmaction - INFO - Epoch [45][1200/1243] lr: 7.500e-04, eta: 17:52:33, time: 0.926, data_time: 0.001, memory: 18352, top1_acc: 0.7979, top5_acc: 0.9229, loss_cls: 0.8076, loss: 0.8076, grad_norm: 5.3527 2021-06-05 06:29:04,580 - mmaction - INFO - Epoch [45][1220/1243] lr: 7.500e-04, eta: 17:52:13, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7841, top5_acc: 0.9237, loss_cls: 0.8515, loss: 0.8515, grad_norm: 5.8530 2021-06-05 06:29:22,683 - mmaction - INFO - Epoch [45][1240/1243] lr: 7.500e-04, eta: 17:51:53, time: 0.906, data_time: 0.001, memory: 18352, top1_acc: 0.7859, top5_acc: 0.9260, loss_cls: 0.8213, loss: 0.8213, grad_norm: 5.9416 2021-06-05 06:31:45,863 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 06:31:46,520 - mmaction - INFO - top1_acc 0.7438 top5_acc 0.9090 2021-06-05 06:31:46,520 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 06:31:46,543 - mmaction - INFO - mean_acc 0.7437 2021-06-05 06:31:46,547 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-06-05 06:31:47,670 - mmaction - INFO - Epoch(val) [45][104] top1_acc: 0.7438, top5_acc: 0.9090, mean_class_accuracy: 0.7437 2021-06-05 06:32:32,478 - mmaction - INFO - Epoch [46][20/1243] lr: 7.500e-04, eta: 17:52:00, time: 2.240, data_time: 1.293, memory: 18352, top1_acc: 0.7948, top5_acc: 0.9331, loss_cls: 0.7812, loss: 0.7812, grad_norm: 5.2764 2021-06-05 06:32:50,805 - mmaction - INFO - Epoch [46][40/1243] lr: 7.500e-04, eta: 17:51:41, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7964, top5_acc: 0.9260, loss_cls: 0.7955, loss: 0.7955, grad_norm: 5.2842 2021-06-05 06:33:09,168 - mmaction - INFO - Epoch [46][60/1243] lr: 7.500e-04, eta: 17:51:21, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7836, top5_acc: 0.9229, loss_cls: 0.8482, loss: 0.8482, grad_norm: 5.2712 2021-06-05 06:33:27,558 - mmaction - INFO - Epoch [46][80/1243] lr: 7.500e-04, eta: 17:51:02, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7909, top5_acc: 0.9307, loss_cls: 0.8154, loss: 0.8154, grad_norm: 5.2499 2021-06-05 06:33:45,861 - mmaction - INFO - Epoch [46][100/1243] lr: 7.500e-04, eta: 17:50:42, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7917, top5_acc: 0.9281, loss_cls: 0.8000, loss: 0.8000, grad_norm: 5.0572 2021-06-05 06:34:04,259 - mmaction - INFO - Epoch [46][120/1243] lr: 7.500e-04, eta: 17:50:23, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7940, top5_acc: 0.9299, loss_cls: 0.8077, loss: 0.8077, grad_norm: 5.2685 2021-06-05 06:34:22,660 - mmaction - INFO - Epoch [46][140/1243] lr: 7.500e-04, eta: 17:50:04, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7893, top5_acc: 0.9185, loss_cls: 0.8403, loss: 0.8403, grad_norm: 5.2756 2021-06-05 06:34:41,042 - mmaction - INFO - Epoch [46][160/1243] lr: 7.500e-04, eta: 17:49:44, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8013, top5_acc: 0.9286, loss_cls: 0.8087, loss: 0.8087, grad_norm: 5.4246 2021-06-05 06:34:59,427 - mmaction - INFO - Epoch [46][180/1243] lr: 7.500e-04, eta: 17:49:25, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7935, top5_acc: 0.9253, loss_cls: 0.8132, loss: 0.8132, grad_norm: 5.1797 2021-06-05 06:35:17,739 - mmaction - INFO - Epoch [46][200/1243] lr: 7.500e-04, eta: 17:49:06, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7927, top5_acc: 0.9276, loss_cls: 0.7996, loss: 0.7996, grad_norm: 5.1402 2021-06-05 06:35:36,148 - mmaction - INFO - Epoch [46][220/1243] lr: 7.500e-04, eta: 17:48:46, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8026, top5_acc: 0.9299, loss_cls: 0.7777, loss: 0.7777, grad_norm: 5.5236 2021-06-05 06:35:54,610 - mmaction - INFO - Epoch [46][240/1243] lr: 7.500e-04, eta: 17:48:27, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7867, top5_acc: 0.9266, loss_cls: 0.8222, loss: 0.8222, grad_norm: 6.2435 2021-06-05 06:36:12,982 - mmaction - INFO - Epoch [46][260/1243] lr: 7.500e-04, eta: 17:48:08, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7854, top5_acc: 0.9219, loss_cls: 0.8332, loss: 0.8332, grad_norm: 5.3932 2021-06-05 06:36:31,286 - mmaction - INFO - Epoch [46][280/1243] lr: 7.500e-04, eta: 17:47:48, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7833, top5_acc: 0.9195, loss_cls: 0.8451, loss: 0.8451, grad_norm: 5.4132 2021-06-05 06:36:49,549 - mmaction - INFO - Epoch [46][300/1243] lr: 7.500e-04, eta: 17:47:29, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7904, top5_acc: 0.9297, loss_cls: 0.8087, loss: 0.8087, grad_norm: 5.3268 2021-06-05 06:37:07,862 - mmaction - INFO - Epoch [46][320/1243] lr: 7.500e-04, eta: 17:47:09, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7857, top5_acc: 0.9154, loss_cls: 0.8655, loss: 0.8655, grad_norm: 5.5341 2021-06-05 06:37:26,265 - mmaction - INFO - Epoch [46][340/1243] lr: 7.500e-04, eta: 17:46:50, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7807, top5_acc: 0.9273, loss_cls: 0.8241, loss: 0.8241, grad_norm: 5.3660 2021-06-05 06:37:44,557 - mmaction - INFO - Epoch [46][360/1243] lr: 7.500e-04, eta: 17:46:31, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7987, top5_acc: 0.9289, loss_cls: 0.7876, loss: 0.7876, grad_norm: 7.0813 2021-06-05 06:38:02,939 - mmaction - INFO - Epoch [46][380/1243] lr: 7.500e-04, eta: 17:46:11, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7940, top5_acc: 0.9271, loss_cls: 0.8018, loss: 0.8018, grad_norm: 5.2268 2021-06-05 06:38:21,285 - mmaction - INFO - Epoch [46][400/1243] lr: 7.500e-04, eta: 17:45:52, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.7857, top5_acc: 0.9253, loss_cls: 0.8329, loss: 0.8329, grad_norm: 5.5540 2021-06-05 06:38:39,631 - mmaction - INFO - Epoch [46][420/1243] lr: 7.500e-04, eta: 17:45:32, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7995, top5_acc: 0.9266, loss_cls: 0.7821, loss: 0.7821, grad_norm: 5.2704 2021-06-05 06:38:58,024 - mmaction - INFO - Epoch [46][440/1243] lr: 7.500e-04, eta: 17:45:13, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7961, top5_acc: 0.9294, loss_cls: 0.8173, loss: 0.8173, grad_norm: 5.3723 2021-06-05 06:39:16,365 - mmaction - INFO - Epoch [46][460/1243] lr: 7.500e-04, eta: 17:44:54, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8034, top5_acc: 0.9276, loss_cls: 0.7670, loss: 0.7670, grad_norm: 5.2531 2021-06-05 06:39:34,685 - mmaction - INFO - Epoch [46][480/1243] lr: 7.500e-04, eta: 17:44:34, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7945, top5_acc: 0.9253, loss_cls: 0.8104, loss: 0.8104, grad_norm: 5.8088 2021-06-05 06:39:52,989 - mmaction - INFO - Epoch [46][500/1243] lr: 7.500e-04, eta: 17:44:15, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7943, top5_acc: 0.9216, loss_cls: 0.8331, loss: 0.8331, grad_norm: 5.7723 2021-06-05 06:40:11,390 - mmaction - INFO - Epoch [46][520/1243] lr: 7.500e-04, eta: 17:43:56, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7917, top5_acc: 0.9260, loss_cls: 0.8206, loss: 0.8206, grad_norm: 5.3875 2021-06-05 06:40:29,740 - mmaction - INFO - Epoch [46][540/1243] lr: 7.500e-04, eta: 17:43:36, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.7953, top5_acc: 0.9255, loss_cls: 0.8006, loss: 0.8006, grad_norm: 5.1813 2021-06-05 06:40:48,118 - mmaction - INFO - Epoch [46][560/1243] lr: 7.500e-04, eta: 17:43:17, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7893, top5_acc: 0.9229, loss_cls: 0.8167, loss: 0.8167, grad_norm: 5.9604 2021-06-05 06:41:06,471 - mmaction - INFO - Epoch [46][580/1243] lr: 7.500e-04, eta: 17:42:57, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7927, top5_acc: 0.9242, loss_cls: 0.8099, loss: 0.8099, grad_norm: 5.4458 2021-06-05 06:41:24,806 - mmaction - INFO - Epoch [46][600/1243] lr: 7.500e-04, eta: 17:42:38, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7914, top5_acc: 0.9268, loss_cls: 0.8087, loss: 0.8087, grad_norm: 5.2918 2021-06-05 06:41:43,141 - mmaction - INFO - Epoch [46][620/1243] lr: 7.500e-04, eta: 17:42:19, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7891, top5_acc: 0.9297, loss_cls: 0.8115, loss: 0.8115, grad_norm: 5.6695 2021-06-05 06:42:01,460 - mmaction - INFO - Epoch [46][640/1243] lr: 7.500e-04, eta: 17:41:59, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8005, top5_acc: 0.9289, loss_cls: 0.7814, loss: 0.7814, grad_norm: 5.2248 2021-06-05 06:42:19,834 - mmaction - INFO - Epoch [46][660/1243] lr: 7.500e-04, eta: 17:41:40, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7943, top5_acc: 0.9339, loss_cls: 0.7890, loss: 0.7890, grad_norm: 5.4289 2021-06-05 06:42:38,161 - mmaction - INFO - Epoch [46][680/1243] lr: 7.500e-04, eta: 17:41:20, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8013, top5_acc: 0.9318, loss_cls: 0.7822, loss: 0.7822, grad_norm: 5.8092 2021-06-05 06:42:56,524 - mmaction - INFO - Epoch [46][700/1243] lr: 7.500e-04, eta: 17:41:01, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8063, top5_acc: 0.9305, loss_cls: 0.7755, loss: 0.7755, grad_norm: 5.2894 2021-06-05 06:43:14,900 - mmaction - INFO - Epoch [46][720/1243] lr: 7.500e-04, eta: 17:40:42, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7974, top5_acc: 0.9253, loss_cls: 0.8009, loss: 0.8009, grad_norm: 6.3075 2021-06-05 06:43:33,301 - mmaction - INFO - Epoch [46][740/1243] lr: 7.500e-04, eta: 17:40:22, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7888, top5_acc: 0.9266, loss_cls: 0.8103, loss: 0.8103, grad_norm: 5.7588 2021-06-05 06:43:51,676 - mmaction - INFO - Epoch [46][760/1243] lr: 7.500e-04, eta: 17:40:03, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.7982, top5_acc: 0.9294, loss_cls: 0.7938, loss: 0.7938, grad_norm: 5.4928 2021-06-05 06:44:10,048 - mmaction - INFO - Epoch [46][780/1243] lr: 7.500e-04, eta: 17:39:44, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.7891, top5_acc: 0.9229, loss_cls: 0.8164, loss: 0.8164, grad_norm: 5.7755 2021-06-05 06:44:28,398 - mmaction - INFO - Epoch [46][800/1243] lr: 7.500e-04, eta: 17:39:24, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7888, top5_acc: 0.9245, loss_cls: 0.8150, loss: 0.8150, grad_norm: 5.4327 2021-06-05 06:44:46,724 - mmaction - INFO - Epoch [46][820/1243] lr: 7.500e-04, eta: 17:39:05, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7997, top5_acc: 0.9271, loss_cls: 0.7987, loss: 0.7987, grad_norm: 5.4862 2021-06-05 06:45:04,989 - mmaction - INFO - Epoch [46][840/1243] lr: 7.500e-04, eta: 17:38:46, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7784, top5_acc: 0.9250, loss_cls: 0.8518, loss: 0.8518, grad_norm: 6.2085 2021-06-05 06:45:23,380 - mmaction - INFO - Epoch [46][860/1243] lr: 7.500e-04, eta: 17:38:26, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7849, top5_acc: 0.9284, loss_cls: 0.8303, loss: 0.8303, grad_norm: 5.3252 2021-06-05 06:45:41,723 - mmaction - INFO - Epoch [46][880/1243] lr: 7.500e-04, eta: 17:38:07, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7878, top5_acc: 0.9260, loss_cls: 0.8147, loss: 0.8147, grad_norm: 6.4296 2021-06-05 06:46:00,123 - mmaction - INFO - Epoch [46][900/1243] lr: 7.500e-04, eta: 17:37:48, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7919, top5_acc: 0.9292, loss_cls: 0.8018, loss: 0.8018, grad_norm: 6.0844 2021-06-05 06:46:18,509 - mmaction - INFO - Epoch [46][920/1243] lr: 7.500e-04, eta: 17:37:28, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7979, top5_acc: 0.9263, loss_cls: 0.8092, loss: 0.8092, grad_norm: 7.4218 2021-06-05 06:46:36,858 - mmaction - INFO - Epoch [46][940/1243] lr: 7.500e-04, eta: 17:37:09, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7857, top5_acc: 0.9255, loss_cls: 0.8333, loss: 0.8333, grad_norm: 5.7034 2021-06-05 06:46:55,220 - mmaction - INFO - Epoch [46][960/1243] lr: 7.500e-04, eta: 17:36:49, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.7922, top5_acc: 0.9245, loss_cls: 0.8348, loss: 0.8348, grad_norm: 5.9829 2021-06-05 06:47:13,630 - mmaction - INFO - Epoch [46][980/1243] lr: 7.500e-04, eta: 17:36:30, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7904, top5_acc: 0.9260, loss_cls: 0.8122, loss: 0.8122, grad_norm: 6.4824 2021-06-05 06:47:31,939 - mmaction - INFO - Epoch [46][1000/1243] lr: 7.500e-04, eta: 17:36:11, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.7953, top5_acc: 0.9214, loss_cls: 0.8289, loss: 0.8289, grad_norm: 5.3604 2021-06-05 06:47:50,347 - mmaction - INFO - Epoch [46][1020/1243] lr: 7.500e-04, eta: 17:35:51, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7867, top5_acc: 0.9253, loss_cls: 0.8310, loss: 0.8310, grad_norm: 6.3851 2021-06-05 06:48:08,690 - mmaction - INFO - Epoch [46][1040/1243] lr: 7.500e-04, eta: 17:35:32, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7932, top5_acc: 0.9286, loss_cls: 0.8271, loss: 0.8271, grad_norm: 5.3158 2021-06-05 06:48:27,042 - mmaction - INFO - Epoch [46][1060/1243] lr: 7.500e-04, eta: 17:35:13, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7974, top5_acc: 0.9297, loss_cls: 0.7790, loss: 0.7790, grad_norm: 6.1010 2021-06-05 06:48:45,405 - mmaction - INFO - Epoch [46][1080/1243] lr: 7.500e-04, eta: 17:34:53, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7870, top5_acc: 0.9268, loss_cls: 0.8087, loss: 0.8087, grad_norm: 5.3604 2021-06-05 06:49:03,813 - mmaction - INFO - Epoch [46][1100/1243] lr: 7.500e-04, eta: 17:34:34, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7919, top5_acc: 0.9240, loss_cls: 0.8368, loss: 0.8368, grad_norm: 5.6585 2021-06-05 06:49:22,252 - mmaction - INFO - Epoch [46][1120/1243] lr: 7.500e-04, eta: 17:34:15, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.7995, top5_acc: 0.9299, loss_cls: 0.7858, loss: 0.7858, grad_norm: 5.4085 2021-06-05 06:49:40,646 - mmaction - INFO - Epoch [46][1140/1243] lr: 7.500e-04, eta: 17:33:56, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7901, top5_acc: 0.9203, loss_cls: 0.8399, loss: 0.8399, grad_norm: 7.1965 2021-06-05 06:49:59,066 - mmaction - INFO - Epoch [46][1160/1243] lr: 7.500e-04, eta: 17:33:36, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7953, top5_acc: 0.9240, loss_cls: 0.8042, loss: 0.8042, grad_norm: 5.3942 2021-06-05 06:50:17,406 - mmaction - INFO - Epoch [46][1180/1243] lr: 7.500e-04, eta: 17:33:17, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7927, top5_acc: 0.9281, loss_cls: 0.8244, loss: 0.8244, grad_norm: 5.3661 2021-06-05 06:50:35,762 - mmaction - INFO - Epoch [46][1200/1243] lr: 7.500e-04, eta: 17:32:58, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7805, top5_acc: 0.9214, loss_cls: 0.8493, loss: 0.8493, grad_norm: 5.5710 2021-06-05 06:50:54,068 - mmaction - INFO - Epoch [46][1220/1243] lr: 7.500e-04, eta: 17:32:38, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7930, top5_acc: 0.9227, loss_cls: 0.8379, loss: 0.8379, grad_norm: 5.3575 2021-06-05 06:51:12,195 - mmaction - INFO - Epoch [46][1240/1243] lr: 7.500e-04, eta: 17:32:19, time: 0.906, data_time: 0.000, memory: 18352, top1_acc: 0.7844, top5_acc: 0.9227, loss_cls: 0.8374, loss: 0.8374, grad_norm: 5.4266 2021-06-05 06:53:34,578 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 06:53:35,232 - mmaction - INFO - top1_acc 0.7434 top5_acc 0.9103 2021-06-05 06:53:35,232 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 06:53:35,255 - mmaction - INFO - mean_acc 0.7434 2021-06-05 06:53:35,260 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-06-05 06:53:36,445 - mmaction - INFO - Epoch(val) [46][104] top1_acc: 0.7434, top5_acc: 0.9103, mean_class_accuracy: 0.7434 2021-06-05 06:54:21,128 - mmaction - INFO - Epoch [47][20/1243] lr: 7.500e-04, eta: 17:32:24, time: 2.234, data_time: 1.322, memory: 18352, top1_acc: 0.7924, top5_acc: 0.9286, loss_cls: 0.7963, loss: 0.7963, grad_norm: 5.2684 2021-06-05 06:54:39,506 - mmaction - INFO - Epoch [47][40/1243] lr: 7.500e-04, eta: 17:32:05, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7927, top5_acc: 0.9255, loss_cls: 0.8019, loss: 0.8019, grad_norm: 5.4961 2021-06-05 06:54:57,743 - mmaction - INFO - Epoch [47][60/1243] lr: 7.500e-04, eta: 17:31:45, time: 0.911, data_time: 0.001, memory: 18352, top1_acc: 0.8021, top5_acc: 0.9258, loss_cls: 0.7676, loss: 0.7676, grad_norm: 5.0018 2021-06-05 06:55:15,953 - mmaction - INFO - Epoch [47][80/1243] lr: 7.500e-04, eta: 17:31:26, time: 0.911, data_time: 0.001, memory: 18352, top1_acc: 0.7932, top5_acc: 0.9240, loss_cls: 0.8127, loss: 0.8127, grad_norm: 6.3105 2021-06-05 06:55:34,245 - mmaction - INFO - Epoch [47][100/1243] lr: 7.500e-04, eta: 17:31:06, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7878, top5_acc: 0.9221, loss_cls: 0.8295, loss: 0.8295, grad_norm: 5.5913 2021-06-05 06:55:52,528 - mmaction - INFO - Epoch [47][120/1243] lr: 7.500e-04, eta: 17:30:47, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7964, top5_acc: 0.9273, loss_cls: 0.8061, loss: 0.8061, grad_norm: 5.7428 2021-06-05 06:56:10,851 - mmaction - INFO - Epoch [47][140/1243] lr: 7.500e-04, eta: 17:30:27, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7974, top5_acc: 0.9286, loss_cls: 0.7945, loss: 0.7945, grad_norm: 5.3269 2021-06-05 06:56:29,224 - mmaction - INFO - Epoch [47][160/1243] lr: 7.500e-04, eta: 17:30:08, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8047, top5_acc: 0.9313, loss_cls: 0.7542, loss: 0.7542, grad_norm: 5.5108 2021-06-05 06:56:47,505 - mmaction - INFO - Epoch [47][180/1243] lr: 7.500e-04, eta: 17:29:48, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7977, top5_acc: 0.9318, loss_cls: 0.7825, loss: 0.7825, grad_norm: 5.3744 2021-06-05 06:57:05,843 - mmaction - INFO - Epoch [47][200/1243] lr: 7.500e-04, eta: 17:29:29, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7966, top5_acc: 0.9310, loss_cls: 0.7908, loss: 0.7908, grad_norm: 5.3926 2021-06-05 06:57:24,174 - mmaction - INFO - Epoch [47][220/1243] lr: 7.500e-04, eta: 17:29:10, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7924, top5_acc: 0.9214, loss_cls: 0.8285, loss: 0.8285, grad_norm: 5.6995 2021-06-05 06:57:42,464 - mmaction - INFO - Epoch [47][240/1243] lr: 7.500e-04, eta: 17:28:50, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7977, top5_acc: 0.9253, loss_cls: 0.8090, loss: 0.8090, grad_norm: 6.3092 2021-06-05 06:58:00,846 - mmaction - INFO - Epoch [47][260/1243] lr: 7.500e-04, eta: 17:28:31, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8016, top5_acc: 0.9318, loss_cls: 0.7674, loss: 0.7674, grad_norm: 5.6457 2021-06-05 06:58:19,116 - mmaction - INFO - Epoch [47][280/1243] lr: 7.500e-04, eta: 17:28:11, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7935, top5_acc: 0.9328, loss_cls: 0.7999, loss: 0.7999, grad_norm: 7.3183 2021-06-05 06:58:37,465 - mmaction - INFO - Epoch [47][300/1243] lr: 7.500e-04, eta: 17:27:52, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7896, top5_acc: 0.9247, loss_cls: 0.8059, loss: 0.8059, grad_norm: 5.9263 2021-06-05 06:58:55,793 - mmaction - INFO - Epoch [47][320/1243] lr: 7.500e-04, eta: 17:27:33, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8016, top5_acc: 0.9198, loss_cls: 0.8020, loss: 0.8020, grad_norm: 5.3846 2021-06-05 06:59:14,075 - mmaction - INFO - Epoch [47][340/1243] lr: 7.500e-04, eta: 17:27:13, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7901, top5_acc: 0.9221, loss_cls: 0.8217, loss: 0.8217, grad_norm: 5.4988 2021-06-05 06:59:32,401 - mmaction - INFO - Epoch [47][360/1243] lr: 7.500e-04, eta: 17:26:54, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7833, top5_acc: 0.9227, loss_cls: 0.8505, loss: 0.8505, grad_norm: 6.3857 2021-06-05 06:59:50,739 - mmaction - INFO - Epoch [47][380/1243] lr: 7.500e-04, eta: 17:26:35, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7917, top5_acc: 0.9224, loss_cls: 0.8145, loss: 0.8145, grad_norm: 5.4812 2021-06-05 07:00:09,058 - mmaction - INFO - Epoch [47][400/1243] lr: 7.500e-04, eta: 17:26:15, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7971, top5_acc: 0.9284, loss_cls: 0.8011, loss: 0.8011, grad_norm: 5.3944 2021-06-05 07:00:27,403 - mmaction - INFO - Epoch [47][420/1243] lr: 7.500e-04, eta: 17:25:56, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7995, top5_acc: 0.9302, loss_cls: 0.7849, loss: 0.7849, grad_norm: 5.2027 2021-06-05 07:00:45,730 - mmaction - INFO - Epoch [47][440/1243] lr: 7.500e-04, eta: 17:25:36, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7953, top5_acc: 0.9263, loss_cls: 0.8036, loss: 0.8036, grad_norm: 5.3352 2021-06-05 07:01:03,940 - mmaction - INFO - Epoch [47][460/1243] lr: 7.500e-04, eta: 17:25:17, time: 0.911, data_time: 0.000, memory: 18352, top1_acc: 0.7919, top5_acc: 0.9289, loss_cls: 0.8026, loss: 0.8026, grad_norm: 5.7360 2021-06-05 07:01:22,264 - mmaction - INFO - Epoch [47][480/1243] lr: 7.500e-04, eta: 17:24:57, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7909, top5_acc: 0.9297, loss_cls: 0.8193, loss: 0.8193, grad_norm: 5.8323 2021-06-05 07:01:40,671 - mmaction - INFO - Epoch [47][500/1243] lr: 7.500e-04, eta: 17:24:38, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7945, top5_acc: 0.9227, loss_cls: 0.8194, loss: 0.8194, grad_norm: 5.2401 2021-06-05 07:01:58,975 - mmaction - INFO - Epoch [47][520/1243] lr: 7.500e-04, eta: 17:24:19, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.8034, top5_acc: 0.9253, loss_cls: 0.8028, loss: 0.8028, grad_norm: 6.0856 2021-06-05 07:02:17,410 - mmaction - INFO - Epoch [47][540/1243] lr: 7.500e-04, eta: 17:24:00, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7909, top5_acc: 0.9229, loss_cls: 0.8319, loss: 0.8319, grad_norm: 5.5670 2021-06-05 07:02:35,783 - mmaction - INFO - Epoch [47][560/1243] lr: 7.500e-04, eta: 17:23:40, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7888, top5_acc: 0.9266, loss_cls: 0.8233, loss: 0.8233, grad_norm: 5.7332 2021-06-05 07:02:54,152 - mmaction - INFO - Epoch [47][580/1243] lr: 7.500e-04, eta: 17:23:21, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7911, top5_acc: 0.9253, loss_cls: 0.8157, loss: 0.8157, grad_norm: 5.5488 2021-06-05 07:03:12,506 - mmaction - INFO - Epoch [47][600/1243] lr: 7.500e-04, eta: 17:23:02, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7906, top5_acc: 0.9271, loss_cls: 0.8291, loss: 0.8291, grad_norm: 5.6247 2021-06-05 07:03:30,851 - mmaction - INFO - Epoch [47][620/1243] lr: 7.500e-04, eta: 17:22:42, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8047, top5_acc: 0.9320, loss_cls: 0.7860, loss: 0.7860, grad_norm: 5.2185 2021-06-05 07:03:49,090 - mmaction - INFO - Epoch [47][640/1243] lr: 7.500e-04, eta: 17:22:23, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.8031, top5_acc: 0.9292, loss_cls: 0.7708, loss: 0.7708, grad_norm: 5.2930 2021-06-05 07:04:07,435 - mmaction - INFO - Epoch [47][660/1243] lr: 7.500e-04, eta: 17:22:03, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7969, top5_acc: 0.9302, loss_cls: 0.7978, loss: 0.7978, grad_norm: 5.2511 2021-06-05 07:04:25,737 - mmaction - INFO - Epoch [47][680/1243] lr: 7.500e-04, eta: 17:21:44, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.8086, top5_acc: 0.9276, loss_cls: 0.7723, loss: 0.7723, grad_norm: 5.0408 2021-06-05 07:04:44,070 - mmaction - INFO - Epoch [47][700/1243] lr: 7.500e-04, eta: 17:21:25, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7982, top5_acc: 0.9289, loss_cls: 0.7917, loss: 0.7917, grad_norm: 5.3351 2021-06-05 07:05:02,378 - mmaction - INFO - Epoch [47][720/1243] lr: 7.500e-04, eta: 17:21:05, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7961, top5_acc: 0.9242, loss_cls: 0.8028, loss: 0.8028, grad_norm: 6.4989 2021-06-05 07:05:20,667 - mmaction - INFO - Epoch [47][740/1243] lr: 7.500e-04, eta: 17:20:46, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7987, top5_acc: 0.9234, loss_cls: 0.8113, loss: 0.8113, grad_norm: 6.2035 2021-06-05 07:05:39,020 - mmaction - INFO - Epoch [47][760/1243] lr: 7.500e-04, eta: 17:20:26, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8026, top5_acc: 0.9326, loss_cls: 0.7878, loss: 0.7878, grad_norm: 5.6547 2021-06-05 07:05:57,392 - mmaction - INFO - Epoch [47][780/1243] lr: 7.500e-04, eta: 17:20:07, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7849, top5_acc: 0.9214, loss_cls: 0.8159, loss: 0.8159, grad_norm: 5.4384 2021-06-05 07:06:15,653 - mmaction - INFO - Epoch [47][800/1243] lr: 7.500e-04, eta: 17:19:48, time: 0.914, data_time: 0.002, memory: 18352, top1_acc: 0.7924, top5_acc: 0.9294, loss_cls: 0.8050, loss: 0.8050, grad_norm: 5.7859 2021-06-05 07:06:33,966 - mmaction - INFO - Epoch [47][820/1243] lr: 7.500e-04, eta: 17:19:28, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7917, top5_acc: 0.9245, loss_cls: 0.8215, loss: 0.8215, grad_norm: 6.1040 2021-06-05 07:06:52,317 - mmaction - INFO - Epoch [47][840/1243] lr: 7.500e-04, eta: 17:19:09, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7922, top5_acc: 0.9302, loss_cls: 0.8134, loss: 0.8134, grad_norm: 6.4285 2021-06-05 07:07:10,650 - mmaction - INFO - Epoch [47][860/1243] lr: 7.500e-04, eta: 17:18:50, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7956, top5_acc: 0.9260, loss_cls: 0.8013, loss: 0.8013, grad_norm: 5.1354 2021-06-05 07:07:28,926 - mmaction - INFO - Epoch [47][880/1243] lr: 7.500e-04, eta: 17:18:30, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8003, top5_acc: 0.9237, loss_cls: 0.7997, loss: 0.7997, grad_norm: 5.4064 2021-06-05 07:07:47,260 - mmaction - INFO - Epoch [47][900/1243] lr: 7.500e-04, eta: 17:18:11, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7924, top5_acc: 0.9271, loss_cls: 0.8218, loss: 0.8218, grad_norm: 6.2034 2021-06-05 07:08:05,593 - mmaction - INFO - Epoch [47][920/1243] lr: 7.500e-04, eta: 17:17:51, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7917, top5_acc: 0.9315, loss_cls: 0.7809, loss: 0.7809, grad_norm: 5.5507 2021-06-05 07:08:23,915 - mmaction - INFO - Epoch [47][940/1243] lr: 7.500e-04, eta: 17:17:32, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7852, top5_acc: 0.9250, loss_cls: 0.8347, loss: 0.8347, grad_norm: 7.0207 2021-06-05 07:08:42,224 - mmaction - INFO - Epoch [47][960/1243] lr: 7.500e-04, eta: 17:17:13, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8005, top5_acc: 0.9299, loss_cls: 0.7985, loss: 0.7985, grad_norm: 5.4702 2021-06-05 07:09:00,552 - mmaction - INFO - Epoch [47][980/1243] lr: 7.500e-04, eta: 17:16:53, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7979, top5_acc: 0.9305, loss_cls: 0.7943, loss: 0.7943, grad_norm: 5.7961 2021-06-05 07:09:18,872 - mmaction - INFO - Epoch [47][1000/1243] lr: 7.500e-04, eta: 17:16:34, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7917, top5_acc: 0.9263, loss_cls: 0.8008, loss: 0.8008, grad_norm: 5.7772 2021-06-05 07:09:37,176 - mmaction - INFO - Epoch [47][1020/1243] lr: 7.500e-04, eta: 17:16:15, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7997, top5_acc: 0.9331, loss_cls: 0.7669, loss: 0.7669, grad_norm: 5.2789 2021-06-05 07:09:55,474 - mmaction - INFO - Epoch [47][1040/1243] lr: 7.500e-04, eta: 17:15:55, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7943, top5_acc: 0.9224, loss_cls: 0.8269, loss: 0.8269, grad_norm: 6.0071 2021-06-05 07:10:13,926 - mmaction - INFO - Epoch [47][1060/1243] lr: 7.500e-04, eta: 17:15:36, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7971, top5_acc: 0.9271, loss_cls: 0.8032, loss: 0.8032, grad_norm: 7.3747 2021-06-05 07:10:32,282 - mmaction - INFO - Epoch [47][1080/1243] lr: 7.500e-04, eta: 17:15:17, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.7979, top5_acc: 0.9219, loss_cls: 0.7993, loss: 0.7993, grad_norm: 6.4756 2021-06-05 07:10:50,601 - mmaction - INFO - Epoch [47][1100/1243] lr: 7.500e-04, eta: 17:14:57, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7862, top5_acc: 0.9242, loss_cls: 0.8301, loss: 0.8301, grad_norm: 6.0016 2021-06-05 07:11:08,961 - mmaction - INFO - Epoch [47][1120/1243] lr: 7.500e-04, eta: 17:14:38, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7857, top5_acc: 0.9190, loss_cls: 0.8707, loss: 0.8707, grad_norm: 6.0873 2021-06-05 07:11:27,308 - mmaction - INFO - Epoch [47][1140/1243] lr: 7.500e-04, eta: 17:14:19, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7932, top5_acc: 0.9211, loss_cls: 0.8323, loss: 0.8323, grad_norm: 5.4244 2021-06-05 07:11:45,685 - mmaction - INFO - Epoch [47][1160/1243] lr: 7.500e-04, eta: 17:13:59, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7948, top5_acc: 0.9268, loss_cls: 0.8040, loss: 0.8040, grad_norm: 5.8244 2021-06-05 07:12:04,017 - mmaction - INFO - Epoch [47][1180/1243] lr: 7.500e-04, eta: 17:13:40, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7932, top5_acc: 0.9286, loss_cls: 0.8178, loss: 0.8178, grad_norm: 5.4690 2021-06-05 07:12:22,287 - mmaction - INFO - Epoch [47][1200/1243] lr: 7.500e-04, eta: 17:13:20, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8021, top5_acc: 0.9331, loss_cls: 0.7667, loss: 0.7667, grad_norm: 5.2611 2021-06-05 07:12:40,627 - mmaction - INFO - Epoch [47][1220/1243] lr: 7.500e-04, eta: 17:13:01, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7922, top5_acc: 0.9229, loss_cls: 0.8252, loss: 0.8252, grad_norm: 5.4294 2021-06-05 07:12:58,691 - mmaction - INFO - Epoch [47][1240/1243] lr: 7.500e-04, eta: 17:12:41, time: 0.904, data_time: 0.002, memory: 18352, top1_acc: 0.8013, top5_acc: 0.9286, loss_cls: 0.7890, loss: 0.7890, grad_norm: 5.3973 2021-06-05 07:15:21,089 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 07:15:21,738 - mmaction - INFO - top1_acc 0.7446 top5_acc 0.9096 2021-06-05 07:15:21,738 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 07:15:21,760 - mmaction - INFO - mean_acc 0.7445 2021-06-05 07:15:22,946 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_47.pth. 2021-06-05 07:15:22,946 - mmaction - INFO - Best top1_acc is 0.7446 at 47 epoch. 2021-06-05 07:15:22,953 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-06-05 07:15:24,142 - mmaction - INFO - Epoch(val) [47][104] top1_acc: 0.7446, top5_acc: 0.9096, mean_class_accuracy: 0.7445 2021-06-05 07:16:08,306 - mmaction - INFO - Epoch [48][20/1243] lr: 7.500e-04, eta: 17:12:45, time: 2.208, data_time: 1.297, memory: 18352, top1_acc: 0.7922, top5_acc: 0.9221, loss_cls: 0.8200, loss: 0.8200, grad_norm: 5.3978 2021-06-05 07:16:26,577 - mmaction - INFO - Epoch [48][40/1243] lr: 7.500e-04, eta: 17:12:26, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7977, top5_acc: 0.9323, loss_cls: 0.7844, loss: 0.7844, grad_norm: 5.1387 2021-06-05 07:16:44,815 - mmaction - INFO - Epoch [48][60/1243] lr: 7.500e-04, eta: 17:12:06, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.7969, top5_acc: 0.9313, loss_cls: 0.7850, loss: 0.7850, grad_norm: 5.2193 2021-06-05 07:17:03,099 - mmaction - INFO - Epoch [48][80/1243] lr: 7.500e-04, eta: 17:11:47, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8003, top5_acc: 0.9289, loss_cls: 0.7903, loss: 0.7903, grad_norm: 5.5801 2021-06-05 07:17:21,462 - mmaction - INFO - Epoch [48][100/1243] lr: 7.500e-04, eta: 17:11:28, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7893, top5_acc: 0.9219, loss_cls: 0.8167, loss: 0.8167, grad_norm: 5.2850 2021-06-05 07:17:39,764 - mmaction - INFO - Epoch [48][120/1243] lr: 7.500e-04, eta: 17:11:08, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7893, top5_acc: 0.9297, loss_cls: 0.7974, loss: 0.7974, grad_norm: 5.4647 2021-06-05 07:17:58,103 - mmaction - INFO - Epoch [48][140/1243] lr: 7.500e-04, eta: 17:10:49, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8065, top5_acc: 0.9344, loss_cls: 0.7527, loss: 0.7527, grad_norm: 5.3546 2021-06-05 07:18:16,476 - mmaction - INFO - Epoch [48][160/1243] lr: 7.500e-04, eta: 17:10:30, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7964, top5_acc: 0.9268, loss_cls: 0.8015, loss: 0.8015, grad_norm: 5.7896 2021-06-05 07:18:34,859 - mmaction - INFO - Epoch [48][180/1243] lr: 7.500e-04, eta: 17:10:10, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7922, top5_acc: 0.9289, loss_cls: 0.7940, loss: 0.7940, grad_norm: 5.7891 2021-06-05 07:18:53,208 - mmaction - INFO - Epoch [48][200/1243] lr: 7.500e-04, eta: 17:09:51, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8005, top5_acc: 0.9227, loss_cls: 0.8115, loss: 0.8115, grad_norm: 6.4862 2021-06-05 07:19:11,526 - mmaction - INFO - Epoch [48][220/1243] lr: 7.500e-04, eta: 17:09:32, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8083, top5_acc: 0.9263, loss_cls: 0.7716, loss: 0.7716, grad_norm: 5.0205 2021-06-05 07:19:29,810 - mmaction - INFO - Epoch [48][240/1243] lr: 7.500e-04, eta: 17:09:12, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7917, top5_acc: 0.9211, loss_cls: 0.8282, loss: 0.8282, grad_norm: 5.2609 2021-06-05 07:19:48,105 - mmaction - INFO - Epoch [48][260/1243] lr: 7.500e-04, eta: 17:08:53, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7906, top5_acc: 0.9237, loss_cls: 0.8153, loss: 0.8153, grad_norm: 5.7356 2021-06-05 07:20:06,357 - mmaction - INFO - Epoch [48][280/1243] lr: 7.500e-04, eta: 17:08:33, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7839, top5_acc: 0.9263, loss_cls: 0.8460, loss: 0.8460, grad_norm: 5.7582 2021-06-05 07:20:24,670 - mmaction - INFO - Epoch [48][300/1243] lr: 7.500e-04, eta: 17:08:14, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7979, top5_acc: 0.9299, loss_cls: 0.7843, loss: 0.7843, grad_norm: 6.2604 2021-06-05 07:20:43,112 - mmaction - INFO - Epoch [48][320/1243] lr: 7.500e-04, eta: 17:07:55, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.7997, top5_acc: 0.9313, loss_cls: 0.7719, loss: 0.7719, grad_norm: 5.3515 2021-06-05 07:21:01,386 - mmaction - INFO - Epoch [48][340/1243] lr: 7.500e-04, eta: 17:07:35, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8023, top5_acc: 0.9336, loss_cls: 0.7640, loss: 0.7640, grad_norm: 6.8425 2021-06-05 07:21:19,668 - mmaction - INFO - Epoch [48][360/1243] lr: 7.500e-04, eta: 17:07:16, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7964, top5_acc: 0.9242, loss_cls: 0.8195, loss: 0.8195, grad_norm: 5.4890 2021-06-05 07:21:37,888 - mmaction - INFO - Epoch [48][380/1243] lr: 7.500e-04, eta: 17:06:56, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.7802, top5_acc: 0.9242, loss_cls: 0.8368, loss: 0.8368, grad_norm: 5.5513 2021-06-05 07:21:56,256 - mmaction - INFO - Epoch [48][400/1243] lr: 7.500e-04, eta: 17:06:37, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7956, top5_acc: 0.9279, loss_cls: 0.7934, loss: 0.7934, grad_norm: 5.6451 2021-06-05 07:22:14,542 - mmaction - INFO - Epoch [48][420/1243] lr: 7.500e-04, eta: 17:06:18, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7956, top5_acc: 0.9263, loss_cls: 0.8025, loss: 0.8025, grad_norm: 5.5582 2021-06-05 07:22:32,968 - mmaction - INFO - Epoch [48][440/1243] lr: 7.500e-04, eta: 17:05:58, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7935, top5_acc: 0.9292, loss_cls: 0.7694, loss: 0.7694, grad_norm: 5.3953 2021-06-05 07:22:51,352 - mmaction - INFO - Epoch [48][460/1243] lr: 7.500e-04, eta: 17:05:39, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7956, top5_acc: 0.9255, loss_cls: 0.8123, loss: 0.8123, grad_norm: 6.0987 2021-06-05 07:23:10,066 - mmaction - INFO - Epoch [48][480/1243] lr: 7.500e-04, eta: 17:05:20, time: 0.936, data_time: 0.001, memory: 18352, top1_acc: 0.7982, top5_acc: 0.9289, loss_cls: 0.7893, loss: 0.7893, grad_norm: 5.4382 2021-06-05 07:23:28,388 - mmaction - INFO - Epoch [48][500/1243] lr: 7.500e-04, eta: 17:05:01, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8039, top5_acc: 0.9336, loss_cls: 0.7746, loss: 0.7746, grad_norm: 5.2828 2021-06-05 07:23:46,711 - mmaction - INFO - Epoch [48][520/1243] lr: 7.500e-04, eta: 17:04:41, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8008, top5_acc: 0.9271, loss_cls: 0.7918, loss: 0.7918, grad_norm: 5.4728 2021-06-05 07:24:05,023 - mmaction - INFO - Epoch [48][540/1243] lr: 7.500e-04, eta: 17:04:22, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8016, top5_acc: 0.9336, loss_cls: 0.7694, loss: 0.7694, grad_norm: 5.7471 2021-06-05 07:24:23,365 - mmaction - INFO - Epoch [48][560/1243] lr: 7.500e-04, eta: 17:04:03, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8003, top5_acc: 0.9266, loss_cls: 0.7977, loss: 0.7977, grad_norm: 5.6080 2021-06-05 07:24:41,706 - mmaction - INFO - Epoch [48][580/1243] lr: 7.500e-04, eta: 17:03:43, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7958, top5_acc: 0.9242, loss_cls: 0.8082, loss: 0.8082, grad_norm: 5.1948 2021-06-05 07:24:59,994 - mmaction - INFO - Epoch [48][600/1243] lr: 7.500e-04, eta: 17:03:24, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7883, top5_acc: 0.9255, loss_cls: 0.8081, loss: 0.8081, grad_norm: 5.5749 2021-06-05 07:25:18,353 - mmaction - INFO - Epoch [48][620/1243] lr: 7.500e-04, eta: 17:03:05, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7979, top5_acc: 0.9247, loss_cls: 0.7868, loss: 0.7868, grad_norm: 5.3914 2021-06-05 07:25:36,694 - mmaction - INFO - Epoch [48][640/1243] lr: 7.500e-04, eta: 17:02:45, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8094, top5_acc: 0.9344, loss_cls: 0.7517, loss: 0.7517, grad_norm: 6.0087 2021-06-05 07:25:54,978 - mmaction - INFO - Epoch [48][660/1243] lr: 7.500e-04, eta: 17:02:26, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7930, top5_acc: 0.9279, loss_cls: 0.8003, loss: 0.8003, grad_norm: 6.3049 2021-06-05 07:26:13,272 - mmaction - INFO - Epoch [48][680/1243] lr: 7.500e-04, eta: 17:02:07, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7953, top5_acc: 0.9216, loss_cls: 0.8222, loss: 0.8222, grad_norm: 5.7315 2021-06-05 07:26:31,604 - mmaction - INFO - Epoch [48][700/1243] lr: 7.500e-04, eta: 17:01:47, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7971, top5_acc: 0.9286, loss_cls: 0.7926, loss: 0.7926, grad_norm: 6.1995 2021-06-05 07:26:49,873 - mmaction - INFO - Epoch [48][720/1243] lr: 7.500e-04, eta: 17:01:28, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7943, top5_acc: 0.9320, loss_cls: 0.7918, loss: 0.7918, grad_norm: 5.5202 2021-06-05 07:27:08,186 - mmaction - INFO - Epoch [48][740/1243] lr: 7.500e-04, eta: 17:01:08, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8023, top5_acc: 0.9326, loss_cls: 0.7805, loss: 0.7805, grad_norm: 6.3044 2021-06-05 07:27:26,493 - mmaction - INFO - Epoch [48][760/1243] lr: 7.500e-04, eta: 17:00:49, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8018, top5_acc: 0.9336, loss_cls: 0.7773, loss: 0.7773, grad_norm: 5.2805 2021-06-05 07:27:44,827 - mmaction - INFO - Epoch [48][780/1243] lr: 7.500e-04, eta: 17:00:30, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7943, top5_acc: 0.9271, loss_cls: 0.8040, loss: 0.8040, grad_norm: 5.9291 2021-06-05 07:28:03,278 - mmaction - INFO - Epoch [48][800/1243] lr: 7.500e-04, eta: 17:00:11, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8096, top5_acc: 0.9307, loss_cls: 0.7550, loss: 0.7550, grad_norm: 5.7165 2021-06-05 07:28:21,625 - mmaction - INFO - Epoch [48][820/1243] lr: 7.500e-04, eta: 16:59:51, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8016, top5_acc: 0.9320, loss_cls: 0.7927, loss: 0.7927, grad_norm: 6.7933 2021-06-05 07:28:39,918 - mmaction - INFO - Epoch [48][840/1243] lr: 7.500e-04, eta: 16:59:32, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7833, top5_acc: 0.9201, loss_cls: 0.8559, loss: 0.8559, grad_norm: 5.5198 2021-06-05 07:28:58,252 - mmaction - INFO - Epoch [48][860/1243] lr: 7.500e-04, eta: 16:59:13, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7935, top5_acc: 0.9292, loss_cls: 0.7971, loss: 0.7971, grad_norm: 5.2963 2021-06-05 07:29:16,645 - mmaction - INFO - Epoch [48][880/1243] lr: 7.500e-04, eta: 16:58:53, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7951, top5_acc: 0.9318, loss_cls: 0.8090, loss: 0.8090, grad_norm: 5.8333 2021-06-05 07:29:34,960 - mmaction - INFO - Epoch [48][900/1243] lr: 7.500e-04, eta: 16:58:34, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8036, top5_acc: 0.9302, loss_cls: 0.7690, loss: 0.7690, grad_norm: 5.2038 2021-06-05 07:29:53,281 - mmaction - INFO - Epoch [48][920/1243] lr: 7.500e-04, eta: 16:58:15, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7883, top5_acc: 0.9271, loss_cls: 0.8145, loss: 0.8145, grad_norm: 5.8575 2021-06-05 07:30:11,579 - mmaction - INFO - Epoch [48][940/1243] lr: 7.500e-04, eta: 16:57:55, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8005, top5_acc: 0.9313, loss_cls: 0.7812, loss: 0.7812, grad_norm: 5.3645 2021-06-05 07:30:29,860 - mmaction - INFO - Epoch [48][960/1243] lr: 7.500e-04, eta: 16:57:36, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7966, top5_acc: 0.9263, loss_cls: 0.7874, loss: 0.7874, grad_norm: 8.9541 2021-06-05 07:30:48,162 - mmaction - INFO - Epoch [48][980/1243] lr: 7.500e-04, eta: 16:57:16, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7948, top5_acc: 0.9263, loss_cls: 0.8233, loss: 0.8233, grad_norm: 7.4402 2021-06-05 07:31:06,502 - mmaction - INFO - Epoch [48][1000/1243] lr: 7.500e-04, eta: 16:56:57, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7888, top5_acc: 0.9266, loss_cls: 0.8248, loss: 0.8248, grad_norm: 5.8461 2021-06-05 07:31:24,751 - mmaction - INFO - Epoch [48][1020/1243] lr: 7.500e-04, eta: 16:56:38, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.7987, top5_acc: 0.9279, loss_cls: 0.7890, loss: 0.7890, grad_norm: 6.9880 2021-06-05 07:31:43,102 - mmaction - INFO - Epoch [48][1040/1243] lr: 7.500e-04, eta: 16:56:18, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7898, top5_acc: 0.9245, loss_cls: 0.8028, loss: 0.8028, grad_norm: 5.5075 2021-06-05 07:32:01,402 - mmaction - INFO - Epoch [48][1060/1243] lr: 7.500e-04, eta: 16:55:59, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8000, top5_acc: 0.9268, loss_cls: 0.7977, loss: 0.7977, grad_norm: 5.1368 2021-06-05 07:32:19,730 - mmaction - INFO - Epoch [48][1080/1243] lr: 7.500e-04, eta: 16:55:40, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7956, top5_acc: 0.9255, loss_cls: 0.8002, loss: 0.8002, grad_norm: 5.6834 2021-06-05 07:32:38,029 - mmaction - INFO - Epoch [48][1100/1243] lr: 7.500e-04, eta: 16:55:20, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8003, top5_acc: 0.9255, loss_cls: 0.7824, loss: 0.7824, grad_norm: 5.4375 2021-06-05 07:32:56,244 - mmaction - INFO - Epoch [48][1120/1243] lr: 7.500e-04, eta: 16:55:01, time: 0.910, data_time: 0.000, memory: 18352, top1_acc: 0.7935, top5_acc: 0.9286, loss_cls: 0.7961, loss: 0.7961, grad_norm: 6.5951 2021-06-05 07:33:14,539 - mmaction - INFO - Epoch [48][1140/1243] lr: 7.500e-04, eta: 16:54:41, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7961, top5_acc: 0.9313, loss_cls: 0.7841, loss: 0.7841, grad_norm: 6.9411 2021-06-05 07:33:32,817 - mmaction - INFO - Epoch [48][1160/1243] lr: 7.500e-04, eta: 16:54:22, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7911, top5_acc: 0.9229, loss_cls: 0.8185, loss: 0.8185, grad_norm: 5.6193 2021-06-05 07:33:51,155 - mmaction - INFO - Epoch [48][1180/1243] lr: 7.500e-04, eta: 16:54:03, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7898, top5_acc: 0.9193, loss_cls: 0.8481, loss: 0.8481, grad_norm: 5.9227 2021-06-05 07:34:09,455 - mmaction - INFO - Epoch [48][1200/1243] lr: 7.500e-04, eta: 16:53:43, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7971, top5_acc: 0.9297, loss_cls: 0.8005, loss: 0.8005, grad_norm: 5.4230 2021-06-05 07:34:27,813 - mmaction - INFO - Epoch [48][1220/1243] lr: 7.500e-04, eta: 16:53:24, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8000, top5_acc: 0.9320, loss_cls: 0.7846, loss: 0.7846, grad_norm: 6.2630 2021-06-05 07:34:45,922 - mmaction - INFO - Epoch [48][1240/1243] lr: 7.500e-04, eta: 16:53:05, time: 0.906, data_time: 0.001, memory: 18352, top1_acc: 0.7990, top5_acc: 0.9357, loss_cls: 0.7717, loss: 0.7717, grad_norm: 5.4794 2021-06-05 07:37:09,116 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 07:37:09,794 - mmaction - INFO - top1_acc 0.7444 top5_acc 0.9114 2021-06-05 07:37:09,794 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 07:37:09,818 - mmaction - INFO - mean_acc 0.7443 2021-06-05 07:37:09,823 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-06-05 07:37:10,956 - mmaction - INFO - Epoch(val) [48][104] top1_acc: 0.7444, top5_acc: 0.9114, mean_class_accuracy: 0.7443 2021-06-05 07:37:56,148 - mmaction - INFO - Epoch [49][20/1243] lr: 7.500e-04, eta: 16:53:08, time: 2.259, data_time: 1.328, memory: 18352, top1_acc: 0.7958, top5_acc: 0.9289, loss_cls: 0.8017, loss: 0.8017, grad_norm: 5.9445 2021-06-05 07:38:14,460 - mmaction - INFO - Epoch [49][40/1243] lr: 7.500e-04, eta: 16:52:49, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7997, top5_acc: 0.9276, loss_cls: 0.7977, loss: 0.7977, grad_norm: 5.1225 2021-06-05 07:38:32,770 - mmaction - INFO - Epoch [49][60/1243] lr: 7.500e-04, eta: 16:52:30, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8008, top5_acc: 0.9187, loss_cls: 0.7986, loss: 0.7986, grad_norm: 6.1581 2021-06-05 07:38:51,055 - mmaction - INFO - Epoch [49][80/1243] lr: 7.500e-04, eta: 16:52:10, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.7812, top5_acc: 0.9292, loss_cls: 0.8325, loss: 0.8325, grad_norm: 5.3706 2021-06-05 07:39:09,327 - mmaction - INFO - Epoch [49][100/1243] lr: 7.500e-04, eta: 16:51:51, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7953, top5_acc: 0.9260, loss_cls: 0.8004, loss: 0.8004, grad_norm: 5.6082 2021-06-05 07:39:27,610 - mmaction - INFO - Epoch [49][120/1243] lr: 7.500e-04, eta: 16:51:32, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7982, top5_acc: 0.9229, loss_cls: 0.8210, loss: 0.8210, grad_norm: 6.7317 2021-06-05 07:39:45,963 - mmaction - INFO - Epoch [49][140/1243] lr: 7.500e-04, eta: 16:51:12, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7846, top5_acc: 0.9211, loss_cls: 0.8335, loss: 0.8335, grad_norm: 6.0775 2021-06-05 07:40:04,255 - mmaction - INFO - Epoch [49][160/1243] lr: 7.500e-04, eta: 16:50:53, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8005, top5_acc: 0.9318, loss_cls: 0.7855, loss: 0.7855, grad_norm: 5.8107 2021-06-05 07:40:22,576 - mmaction - INFO - Epoch [49][180/1243] lr: 7.500e-04, eta: 16:50:33, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8091, top5_acc: 0.9331, loss_cls: 0.7604, loss: 0.7604, grad_norm: 5.2013 2021-06-05 07:40:40,910 - mmaction - INFO - Epoch [49][200/1243] lr: 7.500e-04, eta: 16:50:14, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7917, top5_acc: 0.9219, loss_cls: 0.8172, loss: 0.8172, grad_norm: 5.6694 2021-06-05 07:40:59,217 - mmaction - INFO - Epoch [49][220/1243] lr: 7.500e-04, eta: 16:49:55, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8068, top5_acc: 0.9352, loss_cls: 0.7499, loss: 0.7499, grad_norm: 6.9673 2021-06-05 07:41:17,552 - mmaction - INFO - Epoch [49][240/1243] lr: 7.500e-04, eta: 16:49:35, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8057, top5_acc: 0.9297, loss_cls: 0.7869, loss: 0.7869, grad_norm: 6.0921 2021-06-05 07:41:35,908 - mmaction - INFO - Epoch [49][260/1243] lr: 7.500e-04, eta: 16:49:16, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8008, top5_acc: 0.9273, loss_cls: 0.7965, loss: 0.7965, grad_norm: 5.6614 2021-06-05 07:41:54,251 - mmaction - INFO - Epoch [49][280/1243] lr: 7.500e-04, eta: 16:48:57, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7891, top5_acc: 0.9281, loss_cls: 0.8051, loss: 0.8051, grad_norm: 5.4482 2021-06-05 07:42:12,570 - mmaction - INFO - Epoch [49][300/1243] lr: 7.500e-04, eta: 16:48:38, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8081, top5_acc: 0.9328, loss_cls: 0.7693, loss: 0.7693, grad_norm: 5.5002 2021-06-05 07:42:30,894 - mmaction - INFO - Epoch [49][320/1243] lr: 7.500e-04, eta: 16:48:18, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7922, top5_acc: 0.9268, loss_cls: 0.8050, loss: 0.8050, grad_norm: 7.3773 2021-06-05 07:42:49,190 - mmaction - INFO - Epoch [49][340/1243] lr: 7.500e-04, eta: 16:47:59, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7880, top5_acc: 0.9310, loss_cls: 0.8066, loss: 0.8066, grad_norm: 6.6019 2021-06-05 07:43:07,476 - mmaction - INFO - Epoch [49][360/1243] lr: 7.500e-04, eta: 16:47:39, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7971, top5_acc: 0.9318, loss_cls: 0.7992, loss: 0.7992, grad_norm: 5.9064 2021-06-05 07:43:25,760 - mmaction - INFO - Epoch [49][380/1243] lr: 7.500e-04, eta: 16:47:20, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7964, top5_acc: 0.9260, loss_cls: 0.8069, loss: 0.8069, grad_norm: 5.9104 2021-06-05 07:43:44,122 - mmaction - INFO - Epoch [49][400/1243] lr: 7.500e-04, eta: 16:47:01, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7930, top5_acc: 0.9294, loss_cls: 0.8081, loss: 0.8081, grad_norm: 8.1581 2021-06-05 07:44:02,426 - mmaction - INFO - Epoch [49][420/1243] lr: 7.500e-04, eta: 16:46:41, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7789, top5_acc: 0.9203, loss_cls: 0.8452, loss: 0.8452, grad_norm: 5.8002 2021-06-05 07:44:20,765 - mmaction - INFO - Epoch [49][440/1243] lr: 7.500e-04, eta: 16:46:22, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7862, top5_acc: 0.9292, loss_cls: 0.8245, loss: 0.8245, grad_norm: 5.4328 2021-06-05 07:44:39,158 - mmaction - INFO - Epoch [49][460/1243] lr: 7.500e-04, eta: 16:46:03, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8013, top5_acc: 0.9273, loss_cls: 0.7861, loss: 0.7861, grad_norm: 5.6366 2021-06-05 07:44:57,486 - mmaction - INFO - Epoch [49][480/1243] lr: 7.500e-04, eta: 16:45:43, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7987, top5_acc: 0.9310, loss_cls: 0.7987, loss: 0.7987, grad_norm: 5.8363 2021-06-05 07:45:15,796 - mmaction - INFO - Epoch [49][500/1243] lr: 7.500e-04, eta: 16:45:24, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8008, top5_acc: 0.9336, loss_cls: 0.7643, loss: 0.7643, grad_norm: 5.5845 2021-06-05 07:45:34,186 - mmaction - INFO - Epoch [49][520/1243] lr: 7.500e-04, eta: 16:45:05, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7961, top5_acc: 0.9266, loss_cls: 0.8076, loss: 0.8076, grad_norm: 6.1598 2021-06-05 07:45:52,528 - mmaction - INFO - Epoch [49][540/1243] lr: 7.500e-04, eta: 16:44:46, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7893, top5_acc: 0.9281, loss_cls: 0.8056, loss: 0.8056, grad_norm: 5.7456 2021-06-05 07:46:10,811 - mmaction - INFO - Epoch [49][560/1243] lr: 7.500e-04, eta: 16:44:26, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7951, top5_acc: 0.9232, loss_cls: 0.7884, loss: 0.7884, grad_norm: 5.7207 2021-06-05 07:46:29,021 - mmaction - INFO - Epoch [49][580/1243] lr: 7.500e-04, eta: 16:44:07, time: 0.911, data_time: 0.001, memory: 18352, top1_acc: 0.7974, top5_acc: 0.9313, loss_cls: 0.7825, loss: 0.7825, grad_norm: 6.0525 2021-06-05 07:46:47,374 - mmaction - INFO - Epoch [49][600/1243] lr: 7.500e-04, eta: 16:43:47, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7969, top5_acc: 0.9276, loss_cls: 0.7926, loss: 0.7926, grad_norm: 5.6091 2021-06-05 07:47:05,732 - mmaction - INFO - Epoch [49][620/1243] lr: 7.500e-04, eta: 16:43:28, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8055, top5_acc: 0.9289, loss_cls: 0.7618, loss: 0.7618, grad_norm: 6.0984 2021-06-05 07:47:24,011 - mmaction - INFO - Epoch [49][640/1243] lr: 7.500e-04, eta: 16:43:09, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8078, top5_acc: 0.9284, loss_cls: 0.7750, loss: 0.7750, grad_norm: 5.8239 2021-06-05 07:47:42,353 - mmaction - INFO - Epoch [49][660/1243] lr: 7.500e-04, eta: 16:42:49, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8018, top5_acc: 0.9227, loss_cls: 0.7963, loss: 0.7963, grad_norm: 5.9953 2021-06-05 07:48:00,697 - mmaction - INFO - Epoch [49][680/1243] lr: 7.500e-04, eta: 16:42:30, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7951, top5_acc: 0.9263, loss_cls: 0.7986, loss: 0.7986, grad_norm: 5.4427 2021-06-05 07:48:19,031 - mmaction - INFO - Epoch [49][700/1243] lr: 7.500e-04, eta: 16:42:11, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7919, top5_acc: 0.9266, loss_cls: 0.8098, loss: 0.8098, grad_norm: 5.6781 2021-06-05 07:48:37,444 - mmaction - INFO - Epoch [49][720/1243] lr: 7.500e-04, eta: 16:41:52, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7841, top5_acc: 0.9198, loss_cls: 0.8378, loss: 0.8378, grad_norm: 5.4704 2021-06-05 07:48:55,766 - mmaction - INFO - Epoch [49][740/1243] lr: 7.500e-04, eta: 16:41:32, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.7971, top5_acc: 0.9271, loss_cls: 0.7977, loss: 0.7977, grad_norm: 5.5167 2021-06-05 07:49:14,172 - mmaction - INFO - Epoch [49][760/1243] lr: 7.500e-04, eta: 16:41:13, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7924, top5_acc: 0.9250, loss_cls: 0.7950, loss: 0.7950, grad_norm: 6.8651 2021-06-05 07:49:32,472 - mmaction - INFO - Epoch [49][780/1243] lr: 7.500e-04, eta: 16:40:54, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7911, top5_acc: 0.9266, loss_cls: 0.7996, loss: 0.7996, grad_norm: 5.3952 2021-06-05 07:49:50,827 - mmaction - INFO - Epoch [49][800/1243] lr: 7.500e-04, eta: 16:40:34, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8083, top5_acc: 0.9302, loss_cls: 0.7718, loss: 0.7718, grad_norm: 5.6632 2021-06-05 07:50:09,104 - mmaction - INFO - Epoch [49][820/1243] lr: 7.500e-04, eta: 16:40:15, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7914, top5_acc: 0.9211, loss_cls: 0.8299, loss: 0.8299, grad_norm: 5.2450 2021-06-05 07:50:27,469 - mmaction - INFO - Epoch [49][840/1243] lr: 7.500e-04, eta: 16:39:56, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8021, top5_acc: 0.9349, loss_cls: 0.7539, loss: 0.7539, grad_norm: 5.3068 2021-06-05 07:50:45,802 - mmaction - INFO - Epoch [49][860/1243] lr: 7.500e-04, eta: 16:39:36, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7997, top5_acc: 0.9266, loss_cls: 0.8015, loss: 0.8015, grad_norm: 6.1609 2021-06-05 07:51:04,202 - mmaction - INFO - Epoch [49][880/1243] lr: 7.500e-04, eta: 16:39:17, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8091, top5_acc: 0.9331, loss_cls: 0.7491, loss: 0.7491, grad_norm: 5.4749 2021-06-05 07:51:22,538 - mmaction - INFO - Epoch [49][900/1243] lr: 7.500e-04, eta: 16:38:58, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8070, top5_acc: 0.9281, loss_cls: 0.7798, loss: 0.7798, grad_norm: 5.5182 2021-06-05 07:51:40,871 - mmaction - INFO - Epoch [49][920/1243] lr: 7.500e-04, eta: 16:38:39, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7948, top5_acc: 0.9250, loss_cls: 0.7993, loss: 0.7993, grad_norm: 5.7969 2021-06-05 07:51:59,224 - mmaction - INFO - Epoch [49][940/1243] lr: 7.500e-04, eta: 16:38:19, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7799, top5_acc: 0.9245, loss_cls: 0.8301, loss: 0.8301, grad_norm: 7.4820 2021-06-05 07:52:17,602 - mmaction - INFO - Epoch [49][960/1243] lr: 7.500e-04, eta: 16:38:00, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8068, top5_acc: 0.9349, loss_cls: 0.7732, loss: 0.7732, grad_norm: 5.9775 2021-06-05 07:52:35,939 - mmaction - INFO - Epoch [49][980/1243] lr: 7.500e-04, eta: 16:37:41, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7854, top5_acc: 0.9201, loss_cls: 0.8362, loss: 0.8362, grad_norm: 5.7054 2021-06-05 07:52:54,340 - mmaction - INFO - Epoch [49][1000/1243] lr: 7.500e-04, eta: 16:37:22, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8008, top5_acc: 0.9328, loss_cls: 0.7945, loss: 0.7945, grad_norm: 5.1845 2021-06-05 07:53:12,653 - mmaction - INFO - Epoch [49][1020/1243] lr: 7.500e-04, eta: 16:37:02, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8016, top5_acc: 0.9276, loss_cls: 0.7803, loss: 0.7803, grad_norm: 5.4138 2021-06-05 07:53:30,945 - mmaction - INFO - Epoch [49][1040/1243] lr: 7.500e-04, eta: 16:36:43, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7927, top5_acc: 0.9177, loss_cls: 0.8232, loss: 0.8232, grad_norm: 5.4905 2021-06-05 07:53:49,285 - mmaction - INFO - Epoch [49][1060/1243] lr: 7.500e-04, eta: 16:36:24, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7977, top5_acc: 0.9323, loss_cls: 0.8112, loss: 0.8112, grad_norm: 5.8133 2021-06-05 07:54:07,621 - mmaction - INFO - Epoch [49][1080/1243] lr: 7.500e-04, eta: 16:36:04, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7930, top5_acc: 0.9294, loss_cls: 0.7927, loss: 0.7927, grad_norm: 5.9869 2021-06-05 07:54:26,136 - mmaction - INFO - Epoch [49][1100/1243] lr: 7.500e-04, eta: 16:35:45, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.8005, top5_acc: 0.9307, loss_cls: 0.7846, loss: 0.7846, grad_norm: 5.5938 2021-06-05 07:54:44,442 - mmaction - INFO - Epoch [49][1120/1243] lr: 7.500e-04, eta: 16:35:26, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7984, top5_acc: 0.9250, loss_cls: 0.8085, loss: 0.8085, grad_norm: 5.5102 2021-06-05 07:55:02,762 - mmaction - INFO - Epoch [49][1140/1243] lr: 7.500e-04, eta: 16:35:07, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8018, top5_acc: 0.9310, loss_cls: 0.7726, loss: 0.7726, grad_norm: 6.1886 2021-06-05 07:55:21,225 - mmaction - INFO - Epoch [49][1160/1243] lr: 7.500e-04, eta: 16:34:47, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7948, top5_acc: 0.9237, loss_cls: 0.8203, loss: 0.8203, grad_norm: 5.6125 2021-06-05 07:55:39,653 - mmaction - INFO - Epoch [49][1180/1243] lr: 7.500e-04, eta: 16:34:28, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.8021, top5_acc: 0.9279, loss_cls: 0.7749, loss: 0.7749, grad_norm: 5.4434 2021-06-05 07:55:57,966 - mmaction - INFO - Epoch [49][1200/1243] lr: 7.500e-04, eta: 16:34:09, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7995, top5_acc: 0.9294, loss_cls: 0.7885, loss: 0.7885, grad_norm: 5.3929 2021-06-05 07:56:16,289 - mmaction - INFO - Epoch [49][1220/1243] lr: 7.500e-04, eta: 16:33:50, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7992, top5_acc: 0.9302, loss_cls: 0.7708, loss: 0.7708, grad_norm: 6.0747 2021-06-05 07:56:34,367 - mmaction - INFO - Epoch [49][1240/1243] lr: 7.500e-04, eta: 16:33:30, time: 0.904, data_time: 0.001, memory: 18352, top1_acc: 0.7951, top5_acc: 0.9331, loss_cls: 0.7867, loss: 0.7867, grad_norm: 6.2012 2021-06-05 07:58:56,833 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 07:58:57,516 - mmaction - INFO - top1_acc 0.7453 top5_acc 0.9110 2021-06-05 07:58:57,517 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 07:58:57,542 - mmaction - INFO - mean_acc 0.7452 2021-06-05 07:58:58,763 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_49.pth. 2021-06-05 07:58:58,764 - mmaction - INFO - Best top1_acc is 0.7453 at 49 epoch. 2021-06-05 07:58:58,770 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-06-05 07:58:59,848 - mmaction - INFO - Epoch(val) [49][104] top1_acc: 0.7453, top5_acc: 0.9110, mean_class_accuracy: 0.7452 2021-06-05 07:59:44,385 - mmaction - INFO - Epoch [50][20/1243] lr: 7.500e-04, eta: 16:33:32, time: 2.227, data_time: 1.318, memory: 18352, top1_acc: 0.7964, top5_acc: 0.9286, loss_cls: 0.8104, loss: 0.8104, grad_norm: 5.5655 2021-06-05 08:00:02,628 - mmaction - INFO - Epoch [50][40/1243] lr: 7.500e-04, eta: 16:33:13, time: 0.911, data_time: 0.000, memory: 18352, top1_acc: 0.7984, top5_acc: 0.9289, loss_cls: 0.7760, loss: 0.7760, grad_norm: 5.5393 2021-06-05 08:00:21,014 - mmaction - INFO - Epoch [50][60/1243] lr: 7.500e-04, eta: 16:32:53, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7990, top5_acc: 0.9284, loss_cls: 0.8079, loss: 0.8079, grad_norm: 5.6033 2021-06-05 08:00:39,318 - mmaction - INFO - Epoch [50][80/1243] lr: 7.500e-04, eta: 16:32:34, time: 0.917, data_time: 0.003, memory: 18352, top1_acc: 0.8021, top5_acc: 0.9271, loss_cls: 0.7895, loss: 0.7895, grad_norm: 5.8354 2021-06-05 08:00:57,652 - mmaction - INFO - Epoch [50][100/1243] lr: 7.500e-04, eta: 16:32:15, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7898, top5_acc: 0.9273, loss_cls: 0.8179, loss: 0.8179, grad_norm: 5.8916 2021-06-05 08:01:15,992 - mmaction - INFO - Epoch [50][120/1243] lr: 7.500e-04, eta: 16:31:56, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7930, top5_acc: 0.9294, loss_cls: 0.8004, loss: 0.8004, grad_norm: 6.1088 2021-06-05 08:01:34,241 - mmaction - INFO - Epoch [50][140/1243] lr: 7.500e-04, eta: 16:31:36, time: 0.911, data_time: 0.000, memory: 18352, top1_acc: 0.7987, top5_acc: 0.9284, loss_cls: 0.7733, loss: 0.7733, grad_norm: 5.5332 2021-06-05 08:01:52,586 - mmaction - INFO - Epoch [50][160/1243] lr: 7.500e-04, eta: 16:31:17, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8016, top5_acc: 0.9328, loss_cls: 0.7827, loss: 0.7827, grad_norm: 6.4064 2021-06-05 08:02:10,881 - mmaction - INFO - Epoch [50][180/1243] lr: 7.500e-04, eta: 16:30:57, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7924, top5_acc: 0.9284, loss_cls: 0.7807, loss: 0.7807, grad_norm: 5.8168 2021-06-05 08:02:29,144 - mmaction - INFO - Epoch [50][200/1243] lr: 7.500e-04, eta: 16:30:38, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8042, top5_acc: 0.9307, loss_cls: 0.7644, loss: 0.7644, grad_norm: 6.1941 2021-06-05 08:02:47,429 - mmaction - INFO - Epoch [50][220/1243] lr: 7.500e-04, eta: 16:30:19, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8086, top5_acc: 0.9268, loss_cls: 0.7649, loss: 0.7649, grad_norm: 5.8065 2021-06-05 08:03:05,756 - mmaction - INFO - Epoch [50][240/1243] lr: 7.500e-04, eta: 16:29:59, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8081, top5_acc: 0.9299, loss_cls: 0.7535, loss: 0.7535, grad_norm: 5.9860 2021-06-05 08:03:24,000 - mmaction - INFO - Epoch [50][260/1243] lr: 7.500e-04, eta: 16:29:40, time: 0.911, data_time: 0.001, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9310, loss_cls: 0.7579, loss: 0.7579, grad_norm: 5.5104 2021-06-05 08:03:42,279 - mmaction - INFO - Epoch [50][280/1243] lr: 7.500e-04, eta: 16:29:21, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.7966, top5_acc: 0.9206, loss_cls: 0.8199, loss: 0.8199, grad_norm: 6.0780 2021-06-05 08:04:00,571 - mmaction - INFO - Epoch [50][300/1243] lr: 7.500e-04, eta: 16:29:01, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7948, top5_acc: 0.9240, loss_cls: 0.7969, loss: 0.7969, grad_norm: 9.0882 2021-06-05 08:04:18,959 - mmaction - INFO - Epoch [50][320/1243] lr: 7.500e-04, eta: 16:28:42, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8076, top5_acc: 0.9263, loss_cls: 0.7845, loss: 0.7845, grad_norm: 5.4604 2021-06-05 08:04:37,206 - mmaction - INFO - Epoch [50][340/1243] lr: 7.500e-04, eta: 16:28:23, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.7888, top5_acc: 0.9260, loss_cls: 0.8132, loss: 0.8132, grad_norm: 5.6159 2021-06-05 08:04:55,533 - mmaction - INFO - Epoch [50][360/1243] lr: 7.500e-04, eta: 16:28:03, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.7904, top5_acc: 0.9227, loss_cls: 0.8223, loss: 0.8223, grad_norm: 5.9572 2021-06-05 08:05:13,856 - mmaction - INFO - Epoch [50][380/1243] lr: 7.500e-04, eta: 16:27:44, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.7909, top5_acc: 0.9206, loss_cls: 0.8173, loss: 0.8173, grad_norm: 5.9487 2021-06-05 08:05:32,146 - mmaction - INFO - Epoch [50][400/1243] lr: 7.500e-04, eta: 16:27:25, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7943, top5_acc: 0.9273, loss_cls: 0.8171, loss: 0.8171, grad_norm: 7.2156 2021-06-05 08:05:50,481 - mmaction - INFO - Epoch [50][420/1243] lr: 7.500e-04, eta: 16:27:05, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7885, top5_acc: 0.9258, loss_cls: 0.8213, loss: 0.8213, grad_norm: 5.5994 2021-06-05 08:06:08,769 - mmaction - INFO - Epoch [50][440/1243] lr: 7.500e-04, eta: 16:26:46, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7964, top5_acc: 0.9258, loss_cls: 0.7888, loss: 0.7888, grad_norm: 6.0070 2021-06-05 08:06:27,066 - mmaction - INFO - Epoch [50][460/1243] lr: 7.500e-04, eta: 16:26:27, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8068, top5_acc: 0.9313, loss_cls: 0.7505, loss: 0.7505, grad_norm: 5.8056 2021-06-05 08:06:45,339 - mmaction - INFO - Epoch [50][480/1243] lr: 7.500e-04, eta: 16:26:07, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.7977, top5_acc: 0.9232, loss_cls: 0.8155, loss: 0.8155, grad_norm: 5.6032 2021-06-05 08:07:03,701 - mmaction - INFO - Epoch [50][500/1243] lr: 7.500e-04, eta: 16:25:48, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8104, top5_acc: 0.9310, loss_cls: 0.7713, loss: 0.7713, grad_norm: 5.4187 2021-06-05 08:07:22,000 - mmaction - INFO - Epoch [50][520/1243] lr: 7.500e-04, eta: 16:25:29, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8047, top5_acc: 0.9289, loss_cls: 0.7754, loss: 0.7754, grad_norm: 5.4032 2021-06-05 08:07:40,288 - mmaction - INFO - Epoch [50][540/1243] lr: 7.500e-04, eta: 16:25:09, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8031, top5_acc: 0.9294, loss_cls: 0.7669, loss: 0.7669, grad_norm: 5.2747 2021-06-05 08:07:58,706 - mmaction - INFO - Epoch [50][560/1243] lr: 7.500e-04, eta: 16:24:50, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7948, top5_acc: 0.9266, loss_cls: 0.7790, loss: 0.7790, grad_norm: 5.6505 2021-06-05 08:08:16,971 - mmaction - INFO - Epoch [50][580/1243] lr: 7.500e-04, eta: 16:24:31, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8049, top5_acc: 0.9281, loss_cls: 0.7679, loss: 0.7679, grad_norm: 5.7046 2021-06-05 08:08:35,362 - mmaction - INFO - Epoch [50][600/1243] lr: 7.500e-04, eta: 16:24:12, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8143, top5_acc: 0.9313, loss_cls: 0.7265, loss: 0.7265, grad_norm: 5.3624 2021-06-05 08:08:53,724 - mmaction - INFO - Epoch [50][620/1243] lr: 7.500e-04, eta: 16:23:52, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7943, top5_acc: 0.9266, loss_cls: 0.7829, loss: 0.7829, grad_norm: 6.0763 2021-06-05 08:09:12,042 - mmaction - INFO - Epoch [50][640/1243] lr: 7.500e-04, eta: 16:23:33, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7971, top5_acc: 0.9258, loss_cls: 0.8023, loss: 0.8023, grad_norm: 6.7634 2021-06-05 08:09:30,421 - mmaction - INFO - Epoch [50][660/1243] lr: 7.500e-04, eta: 16:23:14, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7914, top5_acc: 0.9242, loss_cls: 0.8135, loss: 0.8135, grad_norm: 5.8403 2021-06-05 08:09:48,840 - mmaction - INFO - Epoch [50][680/1243] lr: 7.500e-04, eta: 16:22:55, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8047, top5_acc: 0.9328, loss_cls: 0.7746, loss: 0.7746, grad_norm: 5.7481 2021-06-05 08:10:07,237 - mmaction - INFO - Epoch [50][700/1243] lr: 7.500e-04, eta: 16:22:35, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7977, top5_acc: 0.9318, loss_cls: 0.7838, loss: 0.7838, grad_norm: 5.3519 2021-06-05 08:10:25,539 - mmaction - INFO - Epoch [50][720/1243] lr: 7.500e-04, eta: 16:22:16, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8083, top5_acc: 0.9242, loss_cls: 0.7946, loss: 0.7946, grad_norm: 5.5441 2021-06-05 08:10:43,811 - mmaction - INFO - Epoch [50][740/1243] lr: 7.500e-04, eta: 16:21:57, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7948, top5_acc: 0.9286, loss_cls: 0.7934, loss: 0.7934, grad_norm: 6.2607 2021-06-05 08:11:02,178 - mmaction - INFO - Epoch [50][760/1243] lr: 7.500e-04, eta: 16:21:37, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8042, top5_acc: 0.9318, loss_cls: 0.7719, loss: 0.7719, grad_norm: 6.8038 2021-06-05 08:11:20,495 - mmaction - INFO - Epoch [50][780/1243] lr: 7.500e-04, eta: 16:21:18, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7956, top5_acc: 0.9255, loss_cls: 0.8138, loss: 0.8138, grad_norm: 6.1299 2021-06-05 08:11:38,870 - mmaction - INFO - Epoch [50][800/1243] lr: 7.500e-04, eta: 16:20:59, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7987, top5_acc: 0.9299, loss_cls: 0.7841, loss: 0.7841, grad_norm: 5.4855 2021-06-05 08:11:57,203 - mmaction - INFO - Epoch [50][820/1243] lr: 7.500e-04, eta: 16:20:40, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8049, top5_acc: 0.9320, loss_cls: 0.7579, loss: 0.7579, grad_norm: 5.8801 2021-06-05 08:12:15,595 - mmaction - INFO - Epoch [50][840/1243] lr: 7.500e-04, eta: 16:20:20, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7818, top5_acc: 0.9234, loss_cls: 0.8571, loss: 0.8571, grad_norm: 6.4519 2021-06-05 08:12:33,896 - mmaction - INFO - Epoch [50][860/1243] lr: 7.500e-04, eta: 16:20:01, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8128, top5_acc: 0.9367, loss_cls: 0.7427, loss: 0.7427, grad_norm: 7.3434 2021-06-05 08:12:52,211 - mmaction - INFO - Epoch [50][880/1243] lr: 7.500e-04, eta: 16:19:42, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7930, top5_acc: 0.9242, loss_cls: 0.7903, loss: 0.7903, grad_norm: 5.6365 2021-06-05 08:13:10,619 - mmaction - INFO - Epoch [50][900/1243] lr: 7.500e-04, eta: 16:19:23, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7951, top5_acc: 0.9250, loss_cls: 0.8004, loss: 0.8004, grad_norm: 5.3865 2021-06-05 08:13:29,068 - mmaction - INFO - Epoch [50][920/1243] lr: 7.500e-04, eta: 16:19:03, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7930, top5_acc: 0.9297, loss_cls: 0.8001, loss: 0.8001, grad_norm: 5.6121 2021-06-05 08:13:47,489 - mmaction - INFO - Epoch [50][940/1243] lr: 7.500e-04, eta: 16:18:44, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7945, top5_acc: 0.9294, loss_cls: 0.7948, loss: 0.7948, grad_norm: 6.3559 2021-06-05 08:14:05,825 - mmaction - INFO - Epoch [50][960/1243] lr: 7.500e-04, eta: 16:18:25, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8008, top5_acc: 0.9268, loss_cls: 0.7782, loss: 0.7782, grad_norm: 5.5737 2021-06-05 08:14:24,182 - mmaction - INFO - Epoch [50][980/1243] lr: 7.500e-04, eta: 16:18:06, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7992, top5_acc: 0.9203, loss_cls: 0.8028, loss: 0.8028, grad_norm: 5.6886 2021-06-05 08:14:42,568 - mmaction - INFO - Epoch [50][1000/1243] lr: 7.500e-04, eta: 16:17:46, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8013, top5_acc: 0.9310, loss_cls: 0.7603, loss: 0.7603, grad_norm: 5.9285 2021-06-05 08:15:00,891 - mmaction - INFO - Epoch [50][1020/1243] lr: 7.500e-04, eta: 16:17:27, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8036, top5_acc: 0.9326, loss_cls: 0.7644, loss: 0.7644, grad_norm: 6.4247 2021-06-05 08:15:19,179 - mmaction - INFO - Epoch [50][1040/1243] lr: 7.500e-04, eta: 16:17:08, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8023, top5_acc: 0.9292, loss_cls: 0.7795, loss: 0.7795, grad_norm: 5.4845 2021-06-05 08:15:37,554 - mmaction - INFO - Epoch [50][1060/1243] lr: 7.500e-04, eta: 16:16:49, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8023, top5_acc: 0.9297, loss_cls: 0.7787, loss: 0.7787, grad_norm: 5.7330 2021-06-05 08:15:55,901 - mmaction - INFO - Epoch [50][1080/1243] lr: 7.500e-04, eta: 16:16:29, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7943, top5_acc: 0.9279, loss_cls: 0.8017, loss: 0.8017, grad_norm: 5.9001 2021-06-05 08:16:14,253 - mmaction - INFO - Epoch [50][1100/1243] lr: 7.500e-04, eta: 16:16:10, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8023, top5_acc: 0.9245, loss_cls: 0.7878, loss: 0.7878, grad_norm: 5.8431 2021-06-05 08:16:32,657 - mmaction - INFO - Epoch [50][1120/1243] lr: 7.500e-04, eta: 16:15:51, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8099, top5_acc: 0.9326, loss_cls: 0.7434, loss: 0.7434, grad_norm: 6.1137 2021-06-05 08:16:50,982 - mmaction - INFO - Epoch [50][1140/1243] lr: 7.500e-04, eta: 16:15:32, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7854, top5_acc: 0.9182, loss_cls: 0.8362, loss: 0.8362, grad_norm: 10.7188 2021-06-05 08:17:09,393 - mmaction - INFO - Epoch [50][1160/1243] lr: 7.500e-04, eta: 16:15:12, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7917, top5_acc: 0.9242, loss_cls: 0.8280, loss: 0.8280, grad_norm: 5.7250 2021-06-05 08:17:27,815 - mmaction - INFO - Epoch [50][1180/1243] lr: 7.500e-04, eta: 16:14:53, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.7846, top5_acc: 0.9258, loss_cls: 0.8004, loss: 0.8004, grad_norm: 5.9765 2021-06-05 08:17:46,149 - mmaction - INFO - Epoch [50][1200/1243] lr: 7.500e-04, eta: 16:14:34, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7914, top5_acc: 0.9276, loss_cls: 0.8025, loss: 0.8025, grad_norm: 5.9612 2021-06-05 08:18:04,532 - mmaction - INFO - Epoch [50][1220/1243] lr: 7.500e-04, eta: 16:14:15, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8086, top5_acc: 0.9354, loss_cls: 0.7546, loss: 0.7546, grad_norm: 5.7388 2021-06-05 08:18:22,704 - mmaction - INFO - Epoch [50][1240/1243] lr: 7.500e-04, eta: 16:13:55, time: 0.910, data_time: 0.002, memory: 18352, top1_acc: 0.8086, top5_acc: 0.9320, loss_cls: 0.7515, loss: 0.7515, grad_norm: 5.8589 2021-06-05 08:20:45,369 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 08:20:46,027 - mmaction - INFO - top1_acc 0.7453 top5_acc 0.9099 2021-06-05 08:20:46,027 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 08:20:46,051 - mmaction - INFO - mean_acc 0.7452 2021-06-05 08:20:46,056 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-06-05 08:20:47,215 - mmaction - INFO - Epoch(val) [50][104] top1_acc: 0.7453, top5_acc: 0.9099, mean_class_accuracy: 0.7452 2021-06-05 08:21:31,093 - mmaction - INFO - Epoch [51][20/1243] lr: 7.500e-04, eta: 16:13:56, time: 2.193, data_time: 1.282, memory: 18352, top1_acc: 0.7896, top5_acc: 0.9279, loss_cls: 0.8062, loss: 0.8062, grad_norm: 6.9098 2021-06-05 08:21:49,464 - mmaction - INFO - Epoch [51][40/1243] lr: 7.500e-04, eta: 16:13:37, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7956, top5_acc: 0.9286, loss_cls: 0.8024, loss: 0.8024, grad_norm: 6.1317 2021-06-05 08:22:07,857 - mmaction - INFO - Epoch [51][60/1243] lr: 7.500e-04, eta: 16:13:17, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7995, top5_acc: 0.9318, loss_cls: 0.7798, loss: 0.7798, grad_norm: 6.0922 2021-06-05 08:22:26,214 - mmaction - INFO - Epoch [51][80/1243] lr: 7.500e-04, eta: 16:12:58, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8049, top5_acc: 0.9331, loss_cls: 0.7487, loss: 0.7487, grad_norm: 5.2565 2021-06-05 08:22:44,568 - mmaction - INFO - Epoch [51][100/1243] lr: 7.500e-04, eta: 16:12:39, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8047, top5_acc: 0.9318, loss_cls: 0.7733, loss: 0.7733, grad_norm: 6.2058 2021-06-05 08:23:02,957 - mmaction - INFO - Epoch [51][120/1243] lr: 7.500e-04, eta: 16:12:20, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8099, top5_acc: 0.9365, loss_cls: 0.7344, loss: 0.7344, grad_norm: 5.3678 2021-06-05 08:23:21,315 - mmaction - INFO - Epoch [51][140/1243] lr: 7.500e-04, eta: 16:12:00, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7844, top5_acc: 0.9206, loss_cls: 0.8155, loss: 0.8155, grad_norm: 5.7132 2021-06-05 08:23:39,671 - mmaction - INFO - Epoch [51][160/1243] lr: 7.500e-04, eta: 16:11:41, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8018, top5_acc: 0.9339, loss_cls: 0.7551, loss: 0.7551, grad_norm: 5.6771 2021-06-05 08:23:58,014 - mmaction - INFO - Epoch [51][180/1243] lr: 7.500e-04, eta: 16:11:22, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7911, top5_acc: 0.9273, loss_cls: 0.8001, loss: 0.8001, grad_norm: 5.5379 2021-06-05 08:24:16,298 - mmaction - INFO - Epoch [51][200/1243] lr: 7.500e-04, eta: 16:11:02, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8036, top5_acc: 0.9362, loss_cls: 0.7641, loss: 0.7641, grad_norm: 5.9841 2021-06-05 08:24:34,697 - mmaction - INFO - Epoch [51][220/1243] lr: 7.500e-04, eta: 16:10:43, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8190, top5_acc: 0.9365, loss_cls: 0.7074, loss: 0.7074, grad_norm: 5.5116 2021-06-05 08:24:53,085 - mmaction - INFO - Epoch [51][240/1243] lr: 7.500e-04, eta: 16:10:24, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8026, top5_acc: 0.9320, loss_cls: 0.7773, loss: 0.7773, grad_norm: 5.9550 2021-06-05 08:25:11,467 - mmaction - INFO - Epoch [51][260/1243] lr: 7.500e-04, eta: 16:10:05, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8060, top5_acc: 0.9253, loss_cls: 0.7798, loss: 0.7798, grad_norm: 5.3043 2021-06-05 08:25:29,833 - mmaction - INFO - Epoch [51][280/1243] lr: 7.500e-04, eta: 16:09:46, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8057, top5_acc: 0.9302, loss_cls: 0.7550, loss: 0.7550, grad_norm: 5.4295 2021-06-05 08:25:48,252 - mmaction - INFO - Epoch [51][300/1243] lr: 7.500e-04, eta: 16:09:26, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7979, top5_acc: 0.9299, loss_cls: 0.7992, loss: 0.7992, grad_norm: 6.3160 2021-06-05 08:26:06,658 - mmaction - INFO - Epoch [51][320/1243] lr: 7.500e-04, eta: 16:09:07, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7990, top5_acc: 0.9320, loss_cls: 0.7697, loss: 0.7697, grad_norm: 6.2009 2021-06-05 08:26:25,038 - mmaction - INFO - Epoch [51][340/1243] lr: 7.500e-04, eta: 16:08:48, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7932, top5_acc: 0.9276, loss_cls: 0.7970, loss: 0.7970, grad_norm: 5.9614 2021-06-05 08:26:43,352 - mmaction - INFO - Epoch [51][360/1243] lr: 7.500e-04, eta: 16:08:29, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8010, top5_acc: 0.9339, loss_cls: 0.7683, loss: 0.7683, grad_norm: 5.4528 2021-06-05 08:27:01,695 - mmaction - INFO - Epoch [51][380/1243] lr: 7.500e-04, eta: 16:08:09, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8018, top5_acc: 0.9307, loss_cls: 0.7804, loss: 0.7804, grad_norm: 5.4922 2021-06-05 08:27:20,089 - mmaction - INFO - Epoch [51][400/1243] lr: 7.500e-04, eta: 16:07:50, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7883, top5_acc: 0.9240, loss_cls: 0.8089, loss: 0.8089, grad_norm: 6.0945 2021-06-05 08:27:38,500 - mmaction - INFO - Epoch [51][420/1243] lr: 7.500e-04, eta: 16:07:31, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8000, top5_acc: 0.9286, loss_cls: 0.7990, loss: 0.7990, grad_norm: 5.3421 2021-06-05 08:27:56,943 - mmaction - INFO - Epoch [51][440/1243] lr: 7.500e-04, eta: 16:07:12, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7987, top5_acc: 0.9331, loss_cls: 0.7725, loss: 0.7725, grad_norm: 8.3034 2021-06-05 08:28:15,259 - mmaction - INFO - Epoch [51][460/1243] lr: 7.500e-04, eta: 16:06:52, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8057, top5_acc: 0.9341, loss_cls: 0.7562, loss: 0.7562, grad_norm: 5.7819 2021-06-05 08:28:33,666 - mmaction - INFO - Epoch [51][480/1243] lr: 7.500e-04, eta: 16:06:33, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8049, top5_acc: 0.9299, loss_cls: 0.7690, loss: 0.7690, grad_norm: 5.4623 2021-06-05 08:28:52,051 - mmaction - INFO - Epoch [51][500/1243] lr: 7.500e-04, eta: 16:06:14, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7995, top5_acc: 0.9258, loss_cls: 0.7695, loss: 0.7695, grad_norm: 5.5636 2021-06-05 08:29:10,360 - mmaction - INFO - Epoch [51][520/1243] lr: 7.500e-04, eta: 16:05:55, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7951, top5_acc: 0.9323, loss_cls: 0.7786, loss: 0.7786, grad_norm: 6.0581 2021-06-05 08:29:28,718 - mmaction - INFO - Epoch [51][540/1243] lr: 7.500e-04, eta: 16:05:35, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7990, top5_acc: 0.9292, loss_cls: 0.7703, loss: 0.7703, grad_norm: 5.7886 2021-06-05 08:29:47,049 - mmaction - INFO - Epoch [51][560/1243] lr: 7.500e-04, eta: 16:05:16, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8008, top5_acc: 0.9294, loss_cls: 0.7975, loss: 0.7975, grad_norm: 5.3818 2021-06-05 08:30:05,374 - mmaction - INFO - Epoch [51][580/1243] lr: 7.500e-04, eta: 16:04:57, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7992, top5_acc: 0.9286, loss_cls: 0.7810, loss: 0.7810, grad_norm: 6.3088 2021-06-05 08:30:23,729 - mmaction - INFO - Epoch [51][600/1243] lr: 7.500e-04, eta: 16:04:38, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7885, top5_acc: 0.9271, loss_cls: 0.8465, loss: 0.8465, grad_norm: 5.7531 2021-06-05 08:30:42,100 - mmaction - INFO - Epoch [51][620/1243] lr: 7.500e-04, eta: 16:04:18, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8112, top5_acc: 0.9318, loss_cls: 0.7511, loss: 0.7511, grad_norm: 5.4716 2021-06-05 08:31:00,511 - mmaction - INFO - Epoch [51][640/1243] lr: 7.500e-04, eta: 16:03:59, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8013, top5_acc: 0.9263, loss_cls: 0.7853, loss: 0.7853, grad_norm: 5.7644 2021-06-05 08:31:18,797 - mmaction - INFO - Epoch [51][660/1243] lr: 7.500e-04, eta: 16:03:40, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7948, top5_acc: 0.9281, loss_cls: 0.7958, loss: 0.7958, grad_norm: 5.4055 2021-06-05 08:31:37,197 - mmaction - INFO - Epoch [51][680/1243] lr: 7.500e-04, eta: 16:03:21, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8049, top5_acc: 0.9276, loss_cls: 0.7681, loss: 0.7681, grad_norm: 5.6536 2021-06-05 08:31:55,655 - mmaction - INFO - Epoch [51][700/1243] lr: 7.500e-04, eta: 16:03:02, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8044, top5_acc: 0.9344, loss_cls: 0.7522, loss: 0.7522, grad_norm: 5.5371 2021-06-05 08:32:14,002 - mmaction - INFO - Epoch [51][720/1243] lr: 7.500e-04, eta: 16:02:42, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7997, top5_acc: 0.9318, loss_cls: 0.7791, loss: 0.7791, grad_norm: 6.1747 2021-06-05 08:32:32,287 - mmaction - INFO - Epoch [51][740/1243] lr: 7.500e-04, eta: 16:02:23, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8039, top5_acc: 0.9357, loss_cls: 0.7557, loss: 0.7557, grad_norm: 5.7142 2021-06-05 08:32:50,787 - mmaction - INFO - Epoch [51][760/1243] lr: 7.500e-04, eta: 16:02:04, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.7940, top5_acc: 0.9305, loss_cls: 0.7850, loss: 0.7850, grad_norm: 5.8828 2021-06-05 08:33:09,179 - mmaction - INFO - Epoch [51][780/1243] lr: 7.500e-04, eta: 16:01:45, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8021, top5_acc: 0.9307, loss_cls: 0.7646, loss: 0.7646, grad_norm: 5.9367 2021-06-05 08:33:27,660 - mmaction - INFO - Epoch [51][800/1243] lr: 7.500e-04, eta: 16:01:26, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8031, top5_acc: 0.9323, loss_cls: 0.7486, loss: 0.7486, grad_norm: 5.3805 2021-06-05 08:33:46,006 - mmaction - INFO - Epoch [51][820/1243] lr: 7.500e-04, eta: 16:01:06, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7964, top5_acc: 0.9297, loss_cls: 0.7725, loss: 0.7725, grad_norm: 6.2966 2021-06-05 08:34:04,407 - mmaction - INFO - Epoch [51][840/1243] lr: 7.500e-04, eta: 16:00:47, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7836, top5_acc: 0.9211, loss_cls: 0.8282, loss: 0.8282, grad_norm: 5.7994 2021-06-05 08:34:22,798 - mmaction - INFO - Epoch [51][860/1243] lr: 7.500e-04, eta: 16:00:28, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7924, top5_acc: 0.9292, loss_cls: 0.8112, loss: 0.8112, grad_norm: 5.8065 2021-06-05 08:34:41,129 - mmaction - INFO - Epoch [51][880/1243] lr: 7.500e-04, eta: 16:00:09, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8031, top5_acc: 0.9310, loss_cls: 0.7802, loss: 0.7802, grad_norm: 5.9979 2021-06-05 08:34:59,458 - mmaction - INFO - Epoch [51][900/1243] lr: 7.500e-04, eta: 15:59:49, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8000, top5_acc: 0.9279, loss_cls: 0.7788, loss: 0.7788, grad_norm: 5.6895 2021-06-05 08:35:17,890 - mmaction - INFO - Epoch [51][920/1243] lr: 7.500e-04, eta: 15:59:30, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.7891, top5_acc: 0.9281, loss_cls: 0.8066, loss: 0.8066, grad_norm: 5.6651 2021-06-05 08:35:36,287 - mmaction - INFO - Epoch [51][940/1243] lr: 7.500e-04, eta: 15:59:11, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8026, top5_acc: 0.9339, loss_cls: 0.7809, loss: 0.7809, grad_norm: 6.2031 2021-06-05 08:35:54,719 - mmaction - INFO - Epoch [51][960/1243] lr: 7.500e-04, eta: 15:58:52, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8128, top5_acc: 0.9344, loss_cls: 0.7528, loss: 0.7528, grad_norm: 5.5935 2021-06-05 08:36:13,074 - mmaction - INFO - Epoch [51][980/1243] lr: 7.500e-04, eta: 15:58:33, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8122, top5_acc: 0.9365, loss_cls: 0.7343, loss: 0.7343, grad_norm: 5.5196 2021-06-05 08:36:31,515 - mmaction - INFO - Epoch [51][1000/1243] lr: 7.500e-04, eta: 15:58:13, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7909, top5_acc: 0.9237, loss_cls: 0.8232, loss: 0.8232, grad_norm: 5.7143 2021-06-05 08:36:49,903 - mmaction - INFO - Epoch [51][1020/1243] lr: 7.500e-04, eta: 15:57:54, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7940, top5_acc: 0.9245, loss_cls: 0.8078, loss: 0.8078, grad_norm: 5.9056 2021-06-05 08:37:08,335 - mmaction - INFO - Epoch [51][1040/1243] lr: 7.500e-04, eta: 15:57:35, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8008, top5_acc: 0.9284, loss_cls: 0.7809, loss: 0.7809, grad_norm: 6.2928 2021-06-05 08:37:26,761 - mmaction - INFO - Epoch [51][1060/1243] lr: 7.500e-04, eta: 15:57:16, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8055, top5_acc: 0.9341, loss_cls: 0.7684, loss: 0.7684, grad_norm: 5.5452 2021-06-05 08:37:45,125 - mmaction - INFO - Epoch [51][1080/1243] lr: 7.500e-04, eta: 15:56:57, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7924, top5_acc: 0.9198, loss_cls: 0.8209, loss: 0.8209, grad_norm: 5.6416 2021-06-05 08:38:03,535 - mmaction - INFO - Epoch [51][1100/1243] lr: 7.500e-04, eta: 15:56:38, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8073, top5_acc: 0.9323, loss_cls: 0.7516, loss: 0.7516, grad_norm: 5.3889 2021-06-05 08:38:21,825 - mmaction - INFO - Epoch [51][1120/1243] lr: 7.500e-04, eta: 15:56:18, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8117, top5_acc: 0.9297, loss_cls: 0.7488, loss: 0.7488, grad_norm: 5.6934 2021-06-05 08:38:40,200 - mmaction - INFO - Epoch [51][1140/1243] lr: 7.500e-04, eta: 15:55:59, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7932, top5_acc: 0.9245, loss_cls: 0.8150, loss: 0.8150, grad_norm: 6.1503 2021-06-05 08:38:58,583 - mmaction - INFO - Epoch [51][1160/1243] lr: 7.500e-04, eta: 15:55:40, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8141, top5_acc: 0.9401, loss_cls: 0.7222, loss: 0.7222, grad_norm: 5.6247 2021-06-05 08:39:16,976 - mmaction - INFO - Epoch [51][1180/1243] lr: 7.500e-04, eta: 15:55:21, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.7862, top5_acc: 0.9227, loss_cls: 0.8313, loss: 0.8313, grad_norm: 5.8012 2021-06-05 08:39:35,351 - mmaction - INFO - Epoch [51][1200/1243] lr: 7.500e-04, eta: 15:55:01, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7883, top5_acc: 0.9263, loss_cls: 0.8037, loss: 0.8037, grad_norm: 5.9826 2021-06-05 08:39:53,738 - mmaction - INFO - Epoch [51][1220/1243] lr: 7.500e-04, eta: 15:54:42, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7940, top5_acc: 0.9227, loss_cls: 0.8158, loss: 0.8158, grad_norm: 5.8311 2021-06-05 08:40:11,912 - mmaction - INFO - Epoch [51][1240/1243] lr: 7.500e-04, eta: 15:54:23, time: 0.909, data_time: 0.001, memory: 18352, top1_acc: 0.8104, top5_acc: 0.9279, loss_cls: 0.7635, loss: 0.7635, grad_norm: 5.7747 2021-06-05 08:42:33,606 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 08:42:34,278 - mmaction - INFO - top1_acc 0.7451 top5_acc 0.9104 2021-06-05 08:42:34,278 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 08:42:34,315 - mmaction - INFO - mean_acc 0.7450 2021-06-05 08:42:34,321 - mmaction - INFO - Saving checkpoint at 51 epochs 2021-06-05 08:42:35,451 - mmaction - INFO - Epoch(val) [51][104] top1_acc: 0.7451, top5_acc: 0.9104, mean_class_accuracy: 0.7450 2021-06-05 08:43:19,185 - mmaction - INFO - Epoch [52][20/1243] lr: 7.500e-04, eta: 15:54:22, time: 2.186, data_time: 1.276, memory: 18352, top1_acc: 0.8023, top5_acc: 0.9339, loss_cls: 0.7649, loss: 0.7649, grad_norm: 5.5108 2021-06-05 08:43:37,522 - mmaction - INFO - Epoch [52][40/1243] lr: 7.500e-04, eta: 15:54:03, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8026, top5_acc: 0.9315, loss_cls: 0.7638, loss: 0.7638, grad_norm: 5.5839 2021-06-05 08:43:55,861 - mmaction - INFO - Epoch [52][60/1243] lr: 7.500e-04, eta: 15:53:44, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8099, top5_acc: 0.9375, loss_cls: 0.7400, loss: 0.7400, grad_norm: 5.8633 2021-06-05 08:44:14,268 - mmaction - INFO - Epoch [52][80/1243] lr: 7.500e-04, eta: 15:53:25, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7982, top5_acc: 0.9326, loss_cls: 0.7743, loss: 0.7743, grad_norm: 5.6328 2021-06-05 08:44:32,662 - mmaction - INFO - Epoch [52][100/1243] lr: 7.500e-04, eta: 15:53:05, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8055, top5_acc: 0.9357, loss_cls: 0.7516, loss: 0.7516, grad_norm: 6.1471 2021-06-05 08:44:51,017 - mmaction - INFO - Epoch [52][120/1243] lr: 7.500e-04, eta: 15:52:46, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8013, top5_acc: 0.9323, loss_cls: 0.7653, loss: 0.7653, grad_norm: 5.8009 2021-06-05 08:45:09,364 - mmaction - INFO - Epoch [52][140/1243] lr: 7.500e-04, eta: 15:52:27, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8000, top5_acc: 0.9294, loss_cls: 0.7782, loss: 0.7782, grad_norm: 5.7976 2021-06-05 08:45:27,748 - mmaction - INFO - Epoch [52][160/1243] lr: 7.500e-04, eta: 15:52:08, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7786, top5_acc: 0.9263, loss_cls: 0.8245, loss: 0.8245, grad_norm: 6.4642 2021-06-05 08:45:46,106 - mmaction - INFO - Epoch [52][180/1243] lr: 7.500e-04, eta: 15:51:48, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8091, top5_acc: 0.9339, loss_cls: 0.7477, loss: 0.7477, grad_norm: 5.4515 2021-06-05 08:46:04,439 - mmaction - INFO - Epoch [52][200/1243] lr: 7.500e-04, eta: 15:51:29, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7969, top5_acc: 0.9260, loss_cls: 0.7960, loss: 0.7960, grad_norm: 6.5210 2021-06-05 08:46:22,788 - mmaction - INFO - Epoch [52][220/1243] lr: 7.500e-04, eta: 15:51:10, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7964, top5_acc: 0.9344, loss_cls: 0.7843, loss: 0.7843, grad_norm: 5.5038 2021-06-05 08:46:41,184 - mmaction - INFO - Epoch [52][240/1243] lr: 7.500e-04, eta: 15:50:51, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8010, top5_acc: 0.9380, loss_cls: 0.7480, loss: 0.7480, grad_norm: 5.2560 2021-06-05 08:46:59,648 - mmaction - INFO - Epoch [52][260/1243] lr: 7.500e-04, eta: 15:50:32, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8070, top5_acc: 0.9391, loss_cls: 0.7362, loss: 0.7362, grad_norm: 5.5698 2021-06-05 08:47:17,923 - mmaction - INFO - Epoch [52][280/1243] lr: 7.500e-04, eta: 15:50:12, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8047, top5_acc: 0.9284, loss_cls: 0.7516, loss: 0.7516, grad_norm: 5.3944 2021-06-05 08:47:36,274 - mmaction - INFO - Epoch [52][300/1243] lr: 7.500e-04, eta: 15:49:53, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7951, top5_acc: 0.9281, loss_cls: 0.7984, loss: 0.7984, grad_norm: 5.4921 2021-06-05 08:47:54,602 - mmaction - INFO - Epoch [52][320/1243] lr: 7.500e-04, eta: 15:49:34, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7883, top5_acc: 0.9250, loss_cls: 0.8148, loss: 0.8148, grad_norm: 5.8506 2021-06-05 08:48:12,983 - mmaction - INFO - Epoch [52][340/1243] lr: 7.500e-04, eta: 15:49:15, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8063, top5_acc: 0.9305, loss_cls: 0.7628, loss: 0.7628, grad_norm: 5.3860 2021-06-05 08:48:31,346 - mmaction - INFO - Epoch [52][360/1243] lr: 7.500e-04, eta: 15:48:55, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8068, top5_acc: 0.9276, loss_cls: 0.7551, loss: 0.7551, grad_norm: 5.4465 2021-06-05 08:48:49,769 - mmaction - INFO - Epoch [52][380/1243] lr: 7.500e-04, eta: 15:48:36, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8003, top5_acc: 0.9313, loss_cls: 0.7706, loss: 0.7706, grad_norm: 6.4016 2021-06-05 08:49:08,216 - mmaction - INFO - Epoch [52][400/1243] lr: 7.500e-04, eta: 15:48:17, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8076, top5_acc: 0.9320, loss_cls: 0.7593, loss: 0.7593, grad_norm: 6.0497 2021-06-05 08:49:26,635 - mmaction - INFO - Epoch [52][420/1243] lr: 7.500e-04, eta: 15:47:58, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7995, top5_acc: 0.9268, loss_cls: 0.7854, loss: 0.7854, grad_norm: 5.9586 2021-06-05 08:49:45,009 - mmaction - INFO - Epoch [52][440/1243] lr: 7.500e-04, eta: 15:47:39, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7961, top5_acc: 0.9305, loss_cls: 0.7691, loss: 0.7691, grad_norm: 6.0069 2021-06-05 08:50:03,420 - mmaction - INFO - Epoch [52][460/1243] lr: 7.500e-04, eta: 15:47:19, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7969, top5_acc: 0.9253, loss_cls: 0.8129, loss: 0.8129, grad_norm: 5.8451 2021-06-05 08:50:21,845 - mmaction - INFO - Epoch [52][480/1243] lr: 7.500e-04, eta: 15:47:00, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8013, top5_acc: 0.9333, loss_cls: 0.7736, loss: 0.7736, grad_norm: 6.1014 2021-06-05 08:50:40,248 - mmaction - INFO - Epoch [52][500/1243] lr: 7.500e-04, eta: 15:46:41, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7857, top5_acc: 0.9284, loss_cls: 0.8240, loss: 0.8240, grad_norm: 5.7780 2021-06-05 08:50:58,700 - mmaction - INFO - Epoch [52][520/1243] lr: 7.500e-04, eta: 15:46:22, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8016, top5_acc: 0.9315, loss_cls: 0.7796, loss: 0.7796, grad_norm: 6.2507 2021-06-05 08:51:17,065 - mmaction - INFO - Epoch [52][540/1243] lr: 7.500e-04, eta: 15:46:03, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8005, top5_acc: 0.9279, loss_cls: 0.7766, loss: 0.7766, grad_norm: 6.9633 2021-06-05 08:51:35,439 - mmaction - INFO - Epoch [52][560/1243] lr: 7.500e-04, eta: 15:45:44, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8026, top5_acc: 0.9271, loss_cls: 0.7847, loss: 0.7847, grad_norm: 6.3770 2021-06-05 08:51:53,837 - mmaction - INFO - Epoch [52][580/1243] lr: 7.500e-04, eta: 15:45:24, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7945, top5_acc: 0.9242, loss_cls: 0.7995, loss: 0.7995, grad_norm: 5.4481 2021-06-05 08:52:12,222 - mmaction - INFO - Epoch [52][600/1243] lr: 7.500e-04, eta: 15:45:05, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7990, top5_acc: 0.9292, loss_cls: 0.7795, loss: 0.7795, grad_norm: 5.8907 2021-06-05 08:52:30,605 - mmaction - INFO - Epoch [52][620/1243] lr: 7.500e-04, eta: 15:44:46, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7956, top5_acc: 0.9323, loss_cls: 0.7828, loss: 0.7828, grad_norm: 5.8552 2021-06-05 08:52:49,017 - mmaction - INFO - Epoch [52][640/1243] lr: 7.500e-04, eta: 15:44:27, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8089, top5_acc: 0.9365, loss_cls: 0.7551, loss: 0.7551, grad_norm: 5.7284 2021-06-05 08:53:07,482 - mmaction - INFO - Epoch [52][660/1243] lr: 7.500e-04, eta: 15:44:08, time: 0.923, data_time: 0.002, memory: 18352, top1_acc: 0.7914, top5_acc: 0.9219, loss_cls: 0.8110, loss: 0.8110, grad_norm: 5.6093 2021-06-05 08:53:25,862 - mmaction - INFO - Epoch [52][680/1243] lr: 7.500e-04, eta: 15:43:48, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7904, top5_acc: 0.9250, loss_cls: 0.8048, loss: 0.8048, grad_norm: 6.2483 2021-06-05 08:53:44,224 - mmaction - INFO - Epoch [52][700/1243] lr: 7.500e-04, eta: 15:43:29, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8008, top5_acc: 0.9320, loss_cls: 0.7573, loss: 0.7573, grad_norm: 6.0733 2021-06-05 08:54:02,631 - mmaction - INFO - Epoch [52][720/1243] lr: 7.500e-04, eta: 15:43:10, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7982, top5_acc: 0.9310, loss_cls: 0.7778, loss: 0.7778, grad_norm: 5.3737 2021-06-05 08:54:21,124 - mmaction - INFO - Epoch [52][740/1243] lr: 7.500e-04, eta: 15:42:51, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.7833, top5_acc: 0.9297, loss_cls: 0.8057, loss: 0.8057, grad_norm: 5.7478 2021-06-05 08:54:39,491 - mmaction - INFO - Epoch [52][760/1243] lr: 7.500e-04, eta: 15:42:32, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8034, top5_acc: 0.9333, loss_cls: 0.7736, loss: 0.7736, grad_norm: 6.1754 2021-06-05 08:54:57,955 - mmaction - INFO - Epoch [52][780/1243] lr: 7.500e-04, eta: 15:42:13, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8063, top5_acc: 0.9260, loss_cls: 0.7827, loss: 0.7827, grad_norm: 5.4317 2021-06-05 08:55:16,238 - mmaction - INFO - Epoch [52][800/1243] lr: 7.500e-04, eta: 15:41:53, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8156, top5_acc: 0.9331, loss_cls: 0.7431, loss: 0.7431, grad_norm: 5.5421 2021-06-05 08:55:34,654 - mmaction - INFO - Epoch [52][820/1243] lr: 7.500e-04, eta: 15:41:34, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7992, top5_acc: 0.9307, loss_cls: 0.7675, loss: 0.7675, grad_norm: 5.8534 2021-06-05 08:55:53,047 - mmaction - INFO - Epoch [52][840/1243] lr: 7.500e-04, eta: 15:41:15, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7966, top5_acc: 0.9271, loss_cls: 0.8011, loss: 0.8011, grad_norm: 6.2491 2021-06-05 08:56:11,508 - mmaction - INFO - Epoch [52][860/1243] lr: 7.500e-04, eta: 15:40:56, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8073, top5_acc: 0.9323, loss_cls: 0.7462, loss: 0.7462, grad_norm: 5.3773 2021-06-05 08:56:29,879 - mmaction - INFO - Epoch [52][880/1243] lr: 7.500e-04, eta: 15:40:37, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8081, top5_acc: 0.9359, loss_cls: 0.7490, loss: 0.7490, grad_norm: 6.6062 2021-06-05 08:56:48,339 - mmaction - INFO - Epoch [52][900/1243] lr: 7.500e-04, eta: 15:40:17, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.8096, top5_acc: 0.9313, loss_cls: 0.7508, loss: 0.7508, grad_norm: 5.3880 2021-06-05 08:57:06,806 - mmaction - INFO - Epoch [52][920/1243] lr: 7.500e-04, eta: 15:39:58, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.7974, top5_acc: 0.9294, loss_cls: 0.7721, loss: 0.7721, grad_norm: 5.8325 2021-06-05 08:57:25,225 - mmaction - INFO - Epoch [52][940/1243] lr: 7.500e-04, eta: 15:39:39, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7943, top5_acc: 0.9297, loss_cls: 0.7967, loss: 0.7967, grad_norm: 5.7140 2021-06-05 08:57:43,586 - mmaction - INFO - Epoch [52][960/1243] lr: 7.500e-04, eta: 15:39:20, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8023, top5_acc: 0.9318, loss_cls: 0.7661, loss: 0.7661, grad_norm: 5.5839 2021-06-05 08:58:01,972 - mmaction - INFO - Epoch [52][980/1243] lr: 7.500e-04, eta: 15:39:01, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8010, top5_acc: 0.9341, loss_cls: 0.7489, loss: 0.7489, grad_norm: 6.3013 2021-06-05 08:58:20,438 - mmaction - INFO - Epoch [52][1000/1243] lr: 7.500e-04, eta: 15:38:42, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.7875, top5_acc: 0.9268, loss_cls: 0.8176, loss: 0.8176, grad_norm: 5.7973 2021-06-05 08:58:38,832 - mmaction - INFO - Epoch [52][1020/1243] lr: 7.500e-04, eta: 15:38:22, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8008, top5_acc: 0.9273, loss_cls: 0.7711, loss: 0.7711, grad_norm: 5.5234 2021-06-05 08:58:57,222 - mmaction - INFO - Epoch [52][1040/1243] lr: 7.500e-04, eta: 15:38:03, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7971, top5_acc: 0.9294, loss_cls: 0.7587, loss: 0.7587, grad_norm: 5.7768 2021-06-05 08:59:15,626 - mmaction - INFO - Epoch [52][1060/1243] lr: 7.500e-04, eta: 15:37:44, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7917, top5_acc: 0.9305, loss_cls: 0.7860, loss: 0.7860, grad_norm: 5.5580 2021-06-05 08:59:34,008 - mmaction - INFO - Epoch [52][1080/1243] lr: 7.500e-04, eta: 15:37:25, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7979, top5_acc: 0.9341, loss_cls: 0.7672, loss: 0.7672, grad_norm: 5.6872 2021-06-05 08:59:52,438 - mmaction - INFO - Epoch [52][1100/1243] lr: 7.500e-04, eta: 15:37:06, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.7964, top5_acc: 0.9258, loss_cls: 0.8122, loss: 0.8122, grad_norm: 5.8413 2021-06-05 09:00:10,820 - mmaction - INFO - Epoch [52][1120/1243] lr: 7.500e-04, eta: 15:36:47, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8068, top5_acc: 0.9333, loss_cls: 0.7573, loss: 0.7573, grad_norm: 6.2676 2021-06-05 09:00:29,290 - mmaction - INFO - Epoch [52][1140/1243] lr: 7.500e-04, eta: 15:36:27, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.7956, top5_acc: 0.9268, loss_cls: 0.8067, loss: 0.8067, grad_norm: 5.7547 2021-06-05 09:00:47,734 - mmaction - INFO - Epoch [52][1160/1243] lr: 7.500e-04, eta: 15:36:08, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8029, top5_acc: 0.9414, loss_cls: 0.7525, loss: 0.7525, grad_norm: 6.0668 2021-06-05 09:01:06,133 - mmaction - INFO - Epoch [52][1180/1243] lr: 7.500e-04, eta: 15:35:49, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8039, top5_acc: 0.9359, loss_cls: 0.7416, loss: 0.7416, grad_norm: 6.0304 2021-06-05 09:01:24,541 - mmaction - INFO - Epoch [52][1200/1243] lr: 7.500e-04, eta: 15:35:30, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.8026, top5_acc: 0.9344, loss_cls: 0.7661, loss: 0.7661, grad_norm: 5.5923 2021-06-05 09:01:42,933 - mmaction - INFO - Epoch [52][1220/1243] lr: 7.500e-04, eta: 15:35:11, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9417, loss_cls: 0.7148, loss: 0.7148, grad_norm: 9.3018 2021-06-05 09:02:01,136 - mmaction - INFO - Epoch [52][1240/1243] lr: 7.500e-04, eta: 15:34:51, time: 0.911, data_time: 0.002, memory: 18352, top1_acc: 0.8034, top5_acc: 0.9344, loss_cls: 0.7555, loss: 0.7555, grad_norm: 5.5058 2021-06-05 09:04:24,647 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 09:04:25,306 - mmaction - INFO - top1_acc 0.7428 top5_acc 0.9103 2021-06-05 09:04:25,306 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 09:04:25,329 - mmaction - INFO - mean_acc 0.7428 2021-06-05 09:04:25,334 - mmaction - INFO - Saving checkpoint at 52 epochs 2021-06-05 09:04:26,489 - mmaction - INFO - Epoch(val) [52][104] top1_acc: 0.7428, top5_acc: 0.9103, mean_class_accuracy: 0.7428 2021-06-05 09:05:11,167 - mmaction - INFO - Epoch [53][20/1243] lr: 7.500e-04, eta: 15:34:51, time: 2.232, data_time: 1.320, memory: 18352, top1_acc: 0.8008, top5_acc: 0.9299, loss_cls: 0.7787, loss: 0.7787, grad_norm: 5.5971 2021-06-05 09:05:29,509 - mmaction - INFO - Epoch [53][40/1243] lr: 7.500e-04, eta: 15:34:32, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7982, top5_acc: 0.9279, loss_cls: 0.7921, loss: 0.7921, grad_norm: 5.6669 2021-06-05 09:05:47,961 - mmaction - INFO - Epoch [53][60/1243] lr: 7.500e-04, eta: 15:34:13, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8031, top5_acc: 0.9286, loss_cls: 0.7756, loss: 0.7756, grad_norm: 5.5236 2021-06-05 09:06:06,300 - mmaction - INFO - Epoch [53][80/1243] lr: 7.500e-04, eta: 15:33:53, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8013, top5_acc: 0.9336, loss_cls: 0.7661, loss: 0.7661, grad_norm: 5.8073 2021-06-05 09:06:24,662 - mmaction - INFO - Epoch [53][100/1243] lr: 7.500e-04, eta: 15:33:34, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8104, top5_acc: 0.9331, loss_cls: 0.7539, loss: 0.7539, grad_norm: 5.6201 2021-06-05 09:06:43,044 - mmaction - INFO - Epoch [53][120/1243] lr: 7.500e-04, eta: 15:33:15, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8094, top5_acc: 0.9302, loss_cls: 0.7605, loss: 0.7605, grad_norm: 5.9267 2021-06-05 09:07:01,439 - mmaction - INFO - Epoch [53][140/1243] lr: 7.500e-04, eta: 15:32:56, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8052, top5_acc: 0.9320, loss_cls: 0.7567, loss: 0.7567, grad_norm: 6.1640 2021-06-05 09:07:19,845 - mmaction - INFO - Epoch [53][160/1243] lr: 7.500e-04, eta: 15:32:37, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8102, top5_acc: 0.9328, loss_cls: 0.7474, loss: 0.7474, grad_norm: 5.6053 2021-06-05 09:07:38,267 - mmaction - INFO - Epoch [53][180/1243] lr: 7.500e-04, eta: 15:32:18, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8076, top5_acc: 0.9292, loss_cls: 0.7533, loss: 0.7533, grad_norm: 5.3680 2021-06-05 09:07:56,709 - mmaction - INFO - Epoch [53][200/1243] lr: 7.500e-04, eta: 15:31:58, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8052, top5_acc: 0.9286, loss_cls: 0.7558, loss: 0.7558, grad_norm: 5.3851 2021-06-05 09:08:15,105 - mmaction - INFO - Epoch [53][220/1243] lr: 7.500e-04, eta: 15:31:39, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8070, top5_acc: 0.9292, loss_cls: 0.7516, loss: 0.7516, grad_norm: 5.7745 2021-06-05 09:08:33,477 - mmaction - INFO - Epoch [53][240/1243] lr: 7.500e-04, eta: 15:31:20, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8081, top5_acc: 0.9302, loss_cls: 0.7641, loss: 0.7641, grad_norm: 7.5883 2021-06-05 09:08:51,952 - mmaction - INFO - Epoch [53][260/1243] lr: 7.500e-04, eta: 15:31:01, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8115, top5_acc: 0.9383, loss_cls: 0.7216, loss: 0.7216, grad_norm: 5.5800 2021-06-05 09:09:10,354 - mmaction - INFO - Epoch [53][280/1243] lr: 7.500e-04, eta: 15:30:42, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7904, top5_acc: 0.9255, loss_cls: 0.8141, loss: 0.8141, grad_norm: 6.8111 2021-06-05 09:09:28,790 - mmaction - INFO - Epoch [53][300/1243] lr: 7.500e-04, eta: 15:30:23, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8055, top5_acc: 0.9341, loss_cls: 0.7564, loss: 0.7564, grad_norm: 5.7377 2021-06-05 09:09:47,214 - mmaction - INFO - Epoch [53][320/1243] lr: 7.500e-04, eta: 15:30:03, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8167, top5_acc: 0.9383, loss_cls: 0.7162, loss: 0.7162, grad_norm: 5.6173 2021-06-05 09:10:05,612 - mmaction - INFO - Epoch [53][340/1243] lr: 7.500e-04, eta: 15:29:44, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7901, top5_acc: 0.9214, loss_cls: 0.8212, loss: 0.8212, grad_norm: 6.5350 2021-06-05 09:10:23,961 - mmaction - INFO - Epoch [53][360/1243] lr: 7.500e-04, eta: 15:29:25, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8031, top5_acc: 0.9281, loss_cls: 0.7861, loss: 0.7861, grad_norm: 6.0564 2021-06-05 09:10:42,281 - mmaction - INFO - Epoch [53][380/1243] lr: 7.500e-04, eta: 15:29:06, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8052, top5_acc: 0.9297, loss_cls: 0.7753, loss: 0.7753, grad_norm: 6.0173 2021-06-05 09:11:00,698 - mmaction - INFO - Epoch [53][400/1243] lr: 7.500e-04, eta: 15:28:47, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.7958, top5_acc: 0.9305, loss_cls: 0.7747, loss: 0.7747, grad_norm: 5.8074 2021-06-05 09:11:19,048 - mmaction - INFO - Epoch [53][420/1243] lr: 7.500e-04, eta: 15:28:27, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7987, top5_acc: 0.9245, loss_cls: 0.7938, loss: 0.7938, grad_norm: 5.3089 2021-06-05 09:11:37,461 - mmaction - INFO - Epoch [53][440/1243] lr: 7.500e-04, eta: 15:28:08, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7961, top5_acc: 0.9313, loss_cls: 0.7930, loss: 0.7930, grad_norm: 5.7801 2021-06-05 09:11:55,866 - mmaction - INFO - Epoch [53][460/1243] lr: 7.500e-04, eta: 15:27:49, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7987, top5_acc: 0.9289, loss_cls: 0.7756, loss: 0.7756, grad_norm: 6.0537 2021-06-05 09:12:14,242 - mmaction - INFO - Epoch [53][480/1243] lr: 7.500e-04, eta: 15:27:30, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9357, loss_cls: 0.7288, loss: 0.7288, grad_norm: 5.6887 2021-06-05 09:12:32,636 - mmaction - INFO - Epoch [53][500/1243] lr: 7.500e-04, eta: 15:27:11, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7945, top5_acc: 0.9284, loss_cls: 0.7836, loss: 0.7836, grad_norm: 5.7220 2021-06-05 09:12:51,059 - mmaction - INFO - Epoch [53][520/1243] lr: 7.500e-04, eta: 15:26:52, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8044, top5_acc: 0.9320, loss_cls: 0.7738, loss: 0.7738, grad_norm: 5.6346 2021-06-05 09:13:09,457 - mmaction - INFO - Epoch [53][540/1243] lr: 7.500e-04, eta: 15:26:32, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7984, top5_acc: 0.9281, loss_cls: 0.7789, loss: 0.7789, grad_norm: 5.6631 2021-06-05 09:13:27,816 - mmaction - INFO - Epoch [53][560/1243] lr: 7.500e-04, eta: 15:26:13, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8000, top5_acc: 0.9313, loss_cls: 0.7817, loss: 0.7817, grad_norm: 5.8514 2021-06-05 09:13:46,194 - mmaction - INFO - Epoch [53][580/1243] lr: 7.500e-04, eta: 15:25:54, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7990, top5_acc: 0.9320, loss_cls: 0.7742, loss: 0.7742, grad_norm: 5.6378 2021-06-05 09:14:04,674 - mmaction - INFO - Epoch [53][600/1243] lr: 7.500e-04, eta: 15:25:35, time: 0.924, data_time: 0.000, memory: 18352, top1_acc: 0.8039, top5_acc: 0.9393, loss_cls: 0.7405, loss: 0.7405, grad_norm: 5.6907 2021-06-05 09:14:23,087 - mmaction - INFO - Epoch [53][620/1243] lr: 7.500e-04, eta: 15:25:16, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7987, top5_acc: 0.9354, loss_cls: 0.7648, loss: 0.7648, grad_norm: 6.5858 2021-06-05 09:14:41,526 - mmaction - INFO - Epoch [53][640/1243] lr: 7.500e-04, eta: 15:24:57, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7995, top5_acc: 0.9276, loss_cls: 0.7814, loss: 0.7814, grad_norm: 5.6788 2021-06-05 09:14:59,901 - mmaction - INFO - Epoch [53][660/1243] lr: 7.500e-04, eta: 15:24:37, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8036, top5_acc: 0.9336, loss_cls: 0.7740, loss: 0.7740, grad_norm: 5.9274 2021-06-05 09:15:18,339 - mmaction - INFO - Epoch [53][680/1243] lr: 7.500e-04, eta: 15:24:18, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.7995, top5_acc: 0.9365, loss_cls: 0.7739, loss: 0.7739, grad_norm: 6.1869 2021-06-05 09:15:36,802 - mmaction - INFO - Epoch [53][700/1243] lr: 7.500e-04, eta: 15:23:59, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8031, top5_acc: 0.9352, loss_cls: 0.7554, loss: 0.7554, grad_norm: 5.5759 2021-06-05 09:15:55,157 - mmaction - INFO - Epoch [53][720/1243] lr: 7.500e-04, eta: 15:23:40, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8044, top5_acc: 0.9292, loss_cls: 0.7741, loss: 0.7741, grad_norm: 5.7010 2021-06-05 09:16:13,614 - mmaction - INFO - Epoch [53][740/1243] lr: 7.500e-04, eta: 15:23:21, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8057, top5_acc: 0.9383, loss_cls: 0.7606, loss: 0.7606, grad_norm: 5.5473 2021-06-05 09:16:32,008 - mmaction - INFO - Epoch [53][760/1243] lr: 7.500e-04, eta: 15:23:02, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.8023, top5_acc: 0.9349, loss_cls: 0.7491, loss: 0.7491, grad_norm: 5.5280 2021-06-05 09:16:50,442 - mmaction - INFO - Epoch [53][780/1243] lr: 7.500e-04, eta: 15:22:42, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7943, top5_acc: 0.9339, loss_cls: 0.8020, loss: 0.8020, grad_norm: 5.5711 2021-06-05 09:17:08,809 - mmaction - INFO - Epoch [53][800/1243] lr: 7.500e-04, eta: 15:22:23, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7922, top5_acc: 0.9206, loss_cls: 0.8485, loss: 0.8485, grad_norm: 5.6480 2021-06-05 09:17:27,208 - mmaction - INFO - Epoch [53][820/1243] lr: 7.500e-04, eta: 15:22:04, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8016, top5_acc: 0.9333, loss_cls: 0.7839, loss: 0.7839, grad_norm: 5.5594 2021-06-05 09:17:45,599 - mmaction - INFO - Epoch [53][840/1243] lr: 7.500e-04, eta: 15:21:45, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8036, top5_acc: 0.9305, loss_cls: 0.7749, loss: 0.7749, grad_norm: 5.7113 2021-06-05 09:18:03,996 - mmaction - INFO - Epoch [53][860/1243] lr: 7.500e-04, eta: 15:21:26, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8057, top5_acc: 0.9354, loss_cls: 0.7560, loss: 0.7560, grad_norm: 5.6865 2021-06-05 09:18:22,337 - mmaction - INFO - Epoch [53][880/1243] lr: 7.500e-04, eta: 15:21:07, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8159, top5_acc: 0.9391, loss_cls: 0.7049, loss: 0.7049, grad_norm: 5.5776 2021-06-05 09:18:40,698 - mmaction - INFO - Epoch [53][900/1243] lr: 7.500e-04, eta: 15:20:47, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7823, top5_acc: 0.9182, loss_cls: 0.8251, loss: 0.8251, grad_norm: 5.4550 2021-06-05 09:18:59,008 - mmaction - INFO - Epoch [53][920/1243] lr: 7.500e-04, eta: 15:20:28, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7958, top5_acc: 0.9286, loss_cls: 0.8040, loss: 0.8040, grad_norm: 5.7785 2021-06-05 09:19:17,533 - mmaction - INFO - Epoch [53][940/1243] lr: 7.500e-04, eta: 15:20:09, time: 0.926, data_time: 0.001, memory: 18352, top1_acc: 0.8128, top5_acc: 0.9240, loss_cls: 0.7826, loss: 0.7826, grad_norm: 5.3777 2021-06-05 09:19:35,898 - mmaction - INFO - Epoch [53][960/1243] lr: 7.500e-04, eta: 15:19:50, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8034, top5_acc: 0.9294, loss_cls: 0.7761, loss: 0.7761, grad_norm: 5.6048 2021-06-05 09:19:54,222 - mmaction - INFO - Epoch [53][980/1243] lr: 7.500e-04, eta: 15:19:31, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8044, top5_acc: 0.9250, loss_cls: 0.7691, loss: 0.7691, grad_norm: 5.5269 2021-06-05 09:20:12,615 - mmaction - INFO - Epoch [53][1000/1243] lr: 7.500e-04, eta: 15:19:11, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8049, top5_acc: 0.9310, loss_cls: 0.7676, loss: 0.7676, grad_norm: 5.5083 2021-06-05 09:20:31,005 - mmaction - INFO - Epoch [53][1020/1243] lr: 7.500e-04, eta: 15:18:52, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8115, top5_acc: 0.9339, loss_cls: 0.7500, loss: 0.7500, grad_norm: 5.5329 2021-06-05 09:20:49,347 - mmaction - INFO - Epoch [53][1040/1243] lr: 7.500e-04, eta: 15:18:33, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7974, top5_acc: 0.9302, loss_cls: 0.8059, loss: 0.8059, grad_norm: 5.6192 2021-06-05 09:21:07,777 - mmaction - INFO - Epoch [53][1060/1243] lr: 7.500e-04, eta: 15:18:14, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8034, top5_acc: 0.9310, loss_cls: 0.7671, loss: 0.7671, grad_norm: 6.0684 2021-06-05 09:21:26,106 - mmaction - INFO - Epoch [53][1080/1243] lr: 7.500e-04, eta: 15:17:55, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8047, top5_acc: 0.9362, loss_cls: 0.7362, loss: 0.7362, grad_norm: 5.6715 2021-06-05 09:21:44,500 - mmaction - INFO - Epoch [53][1100/1243] lr: 7.500e-04, eta: 15:17:36, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7997, top5_acc: 0.9258, loss_cls: 0.7896, loss: 0.7896, grad_norm: 6.1339 2021-06-05 09:22:02,862 - mmaction - INFO - Epoch [53][1120/1243] lr: 7.500e-04, eta: 15:17:16, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8086, top5_acc: 0.9344, loss_cls: 0.7551, loss: 0.7551, grad_norm: 5.9355 2021-06-05 09:22:21,233 - mmaction - INFO - Epoch [53][1140/1243] lr: 7.500e-04, eta: 15:16:57, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8044, top5_acc: 0.9357, loss_cls: 0.7495, loss: 0.7495, grad_norm: 5.5082 2021-06-05 09:22:39,678 - mmaction - INFO - Epoch [53][1160/1243] lr: 7.500e-04, eta: 15:16:38, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8026, top5_acc: 0.9263, loss_cls: 0.7683, loss: 0.7683, grad_norm: 5.9731 2021-06-05 09:22:58,092 - mmaction - INFO - Epoch [53][1180/1243] lr: 7.500e-04, eta: 15:16:19, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7893, top5_acc: 0.9307, loss_cls: 0.7855, loss: 0.7855, grad_norm: 5.4634 2021-06-05 09:23:16,482 - mmaction - INFO - Epoch [53][1200/1243] lr: 7.500e-04, eta: 15:16:00, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8000, top5_acc: 0.9323, loss_cls: 0.7688, loss: 0.7688, grad_norm: 5.8728 2021-06-05 09:23:34,857 - mmaction - INFO - Epoch [53][1220/1243] lr: 7.500e-04, eta: 15:15:41, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8130, top5_acc: 0.9318, loss_cls: 0.7362, loss: 0.7362, grad_norm: 5.3570 2021-06-05 09:23:53,042 - mmaction - INFO - Epoch [53][1240/1243] lr: 7.500e-04, eta: 15:15:21, time: 0.909, data_time: 0.001, memory: 18352, top1_acc: 0.7961, top5_acc: 0.9206, loss_cls: 0.8188, loss: 0.8188, grad_norm: 6.0909 2021-06-05 09:26:15,157 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 09:26:15,798 - mmaction - INFO - top1_acc 0.7434 top5_acc 0.9098 2021-06-05 09:26:15,798 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 09:26:15,821 - mmaction - INFO - mean_acc 0.7434 2021-06-05 09:26:15,826 - mmaction - INFO - Saving checkpoint at 53 epochs 2021-06-05 09:26:16,937 - mmaction - INFO - Epoch(val) [53][104] top1_acc: 0.7434, top5_acc: 0.9098, mean_class_accuracy: 0.7434 2021-06-05 09:27:01,100 - mmaction - INFO - Epoch [54][20/1243] lr: 7.500e-04, eta: 15:15:20, time: 2.208, data_time: 1.270, memory: 18352, top1_acc: 0.8141, top5_acc: 0.9393, loss_cls: 0.7294, loss: 0.7294, grad_norm: 5.4973 2021-06-05 09:27:19,452 - mmaction - INFO - Epoch [54][40/1243] lr: 7.500e-04, eta: 15:15:00, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8112, top5_acc: 0.9294, loss_cls: 0.7488, loss: 0.7488, grad_norm: 6.0158 2021-06-05 09:27:37,866 - mmaction - INFO - Epoch [54][60/1243] lr: 7.500e-04, eta: 15:14:41, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8174, top5_acc: 0.9297, loss_cls: 0.7241, loss: 0.7241, grad_norm: 6.0209 2021-06-05 09:27:56,246 - mmaction - INFO - Epoch [54][80/1243] lr: 7.500e-04, eta: 15:14:22, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8060, top5_acc: 0.9310, loss_cls: 0.7781, loss: 0.7781, grad_norm: 5.7144 2021-06-05 09:28:14,656 - mmaction - INFO - Epoch [54][100/1243] lr: 7.500e-04, eta: 15:14:03, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8008, top5_acc: 0.9294, loss_cls: 0.7964, loss: 0.7964, grad_norm: 5.7147 2021-06-05 09:28:32,964 - mmaction - INFO - Epoch [54][120/1243] lr: 7.500e-04, eta: 15:13:44, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8138, top5_acc: 0.9333, loss_cls: 0.7378, loss: 0.7378, grad_norm: 5.3488 2021-06-05 09:28:51,363 - mmaction - INFO - Epoch [54][140/1243] lr: 7.500e-04, eta: 15:13:24, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8146, top5_acc: 0.9302, loss_cls: 0.7353, loss: 0.7353, grad_norm: 5.5975 2021-06-05 09:29:09,696 - mmaction - INFO - Epoch [54][160/1243] lr: 7.500e-04, eta: 15:13:05, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.8036, top5_acc: 0.9315, loss_cls: 0.7648, loss: 0.7648, grad_norm: 7.1883 2021-06-05 09:29:28,094 - mmaction - INFO - Epoch [54][180/1243] lr: 7.500e-04, eta: 15:12:46, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7974, top5_acc: 0.9279, loss_cls: 0.7977, loss: 0.7977, grad_norm: 5.5048 2021-06-05 09:29:46,497 - mmaction - INFO - Epoch [54][200/1243] lr: 7.500e-04, eta: 15:12:27, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8049, top5_acc: 0.9273, loss_cls: 0.7885, loss: 0.7885, grad_norm: 5.9067 2021-06-05 09:30:04,867 - mmaction - INFO - Epoch [54][220/1243] lr: 7.500e-04, eta: 15:12:08, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8063, top5_acc: 0.9315, loss_cls: 0.7773, loss: 0.7773, grad_norm: 5.4020 2021-06-05 09:30:23,236 - mmaction - INFO - Epoch [54][240/1243] lr: 7.500e-04, eta: 15:11:48, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8065, top5_acc: 0.9253, loss_cls: 0.7846, loss: 0.7846, grad_norm: 5.6707 2021-06-05 09:30:41,612 - mmaction - INFO - Epoch [54][260/1243] lr: 7.500e-04, eta: 15:11:29, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8096, top5_acc: 0.9344, loss_cls: 0.7298, loss: 0.7298, grad_norm: 5.8718 2021-06-05 09:31:00,052 - mmaction - INFO - Epoch [54][280/1243] lr: 7.500e-04, eta: 15:11:10, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8016, top5_acc: 0.9333, loss_cls: 0.7663, loss: 0.7663, grad_norm: 5.5848 2021-06-05 09:31:18,431 - mmaction - INFO - Epoch [54][300/1243] lr: 7.500e-04, eta: 15:10:51, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8148, top5_acc: 0.9323, loss_cls: 0.7265, loss: 0.7265, grad_norm: 5.1826 2021-06-05 09:31:36,813 - mmaction - INFO - Epoch [54][320/1243] lr: 7.500e-04, eta: 15:10:32, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8102, top5_acc: 0.9349, loss_cls: 0.7338, loss: 0.7338, grad_norm: 6.0238 2021-06-05 09:31:55,144 - mmaction - INFO - Epoch [54][340/1243] lr: 7.500e-04, eta: 15:10:13, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8146, top5_acc: 0.9331, loss_cls: 0.7374, loss: 0.7374, grad_norm: 5.5451 2021-06-05 09:32:13,546 - mmaction - INFO - Epoch [54][360/1243] lr: 7.500e-04, eta: 15:09:53, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8065, top5_acc: 0.9326, loss_cls: 0.7425, loss: 0.7425, grad_norm: 5.9181 2021-06-05 09:32:31,915 - mmaction - INFO - Epoch [54][380/1243] lr: 7.500e-04, eta: 15:09:34, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9323, loss_cls: 0.7584, loss: 0.7584, grad_norm: 5.4060 2021-06-05 09:32:50,344 - mmaction - INFO - Epoch [54][400/1243] lr: 7.500e-04, eta: 15:09:15, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8057, top5_acc: 0.9328, loss_cls: 0.7824, loss: 0.7824, grad_norm: 6.3080 2021-06-05 09:33:08,756 - mmaction - INFO - Epoch [54][420/1243] lr: 7.500e-04, eta: 15:08:56, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8013, top5_acc: 0.9320, loss_cls: 0.7632, loss: 0.7632, grad_norm: 5.8585 2021-06-05 09:33:27,131 - mmaction - INFO - Epoch [54][440/1243] lr: 7.500e-04, eta: 15:08:37, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8096, top5_acc: 0.9328, loss_cls: 0.7466, loss: 0.7466, grad_norm: 6.2652 2021-06-05 09:33:45,590 - mmaction - INFO - Epoch [54][460/1243] lr: 7.500e-04, eta: 15:08:18, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.7904, top5_acc: 0.9237, loss_cls: 0.8232, loss: 0.8232, grad_norm: 5.7569 2021-06-05 09:34:03,962 - mmaction - INFO - Epoch [54][480/1243] lr: 7.500e-04, eta: 15:07:58, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7951, top5_acc: 0.9250, loss_cls: 0.8046, loss: 0.8046, grad_norm: 5.5866 2021-06-05 09:34:22,311 - mmaction - INFO - Epoch [54][500/1243] lr: 7.500e-04, eta: 15:07:39, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8073, top5_acc: 0.9313, loss_cls: 0.7705, loss: 0.7705, grad_norm: 5.3333 2021-06-05 09:34:40,654 - mmaction - INFO - Epoch [54][520/1243] lr: 7.500e-04, eta: 15:07:20, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8021, top5_acc: 0.9339, loss_cls: 0.7467, loss: 0.7467, grad_norm: 5.7457 2021-06-05 09:34:58,955 - mmaction - INFO - Epoch [54][540/1243] lr: 7.500e-04, eta: 15:07:01, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8029, top5_acc: 0.9341, loss_cls: 0.7503, loss: 0.7503, grad_norm: 5.4266 2021-06-05 09:35:17,379 - mmaction - INFO - Epoch [54][560/1243] lr: 7.500e-04, eta: 15:06:42, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8005, top5_acc: 0.9250, loss_cls: 0.8097, loss: 0.8097, grad_norm: 5.5836 2021-06-05 09:35:35,751 - mmaction - INFO - Epoch [54][580/1243] lr: 7.500e-04, eta: 15:06:23, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7992, top5_acc: 0.9313, loss_cls: 0.7834, loss: 0.7834, grad_norm: 6.2976 2021-06-05 09:35:54,139 - mmaction - INFO - Epoch [54][600/1243] lr: 7.500e-04, eta: 15:06:03, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7961, top5_acc: 0.9326, loss_cls: 0.7780, loss: 0.7780, grad_norm: 5.5517 2021-06-05 09:36:12,510 - mmaction - INFO - Epoch [54][620/1243] lr: 7.500e-04, eta: 15:05:44, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8063, top5_acc: 0.9250, loss_cls: 0.7743, loss: 0.7743, grad_norm: 7.1807 2021-06-05 09:36:30,930 - mmaction - INFO - Epoch [54][640/1243] lr: 7.500e-04, eta: 15:05:25, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.7924, top5_acc: 0.9263, loss_cls: 0.8178, loss: 0.8178, grad_norm: 6.2243 2021-06-05 09:36:49,342 - mmaction - INFO - Epoch [54][660/1243] lr: 7.500e-04, eta: 15:05:06, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8047, top5_acc: 0.9307, loss_cls: 0.7671, loss: 0.7671, grad_norm: 5.7472 2021-06-05 09:37:07,753 - mmaction - INFO - Epoch [54][680/1243] lr: 7.500e-04, eta: 15:04:47, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7979, top5_acc: 0.9310, loss_cls: 0.7767, loss: 0.7767, grad_norm: 6.4042 2021-06-05 09:37:26,114 - mmaction - INFO - Epoch [54][700/1243] lr: 7.500e-04, eta: 15:04:28, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8112, top5_acc: 0.9401, loss_cls: 0.7303, loss: 0.7303, grad_norm: 5.8123 2021-06-05 09:37:44,442 - mmaction - INFO - Epoch [54][720/1243] lr: 7.500e-04, eta: 15:04:08, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7917, top5_acc: 0.9286, loss_cls: 0.8147, loss: 0.8147, grad_norm: 6.3175 2021-06-05 09:38:02,864 - mmaction - INFO - Epoch [54][740/1243] lr: 7.500e-04, eta: 15:03:49, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.7987, top5_acc: 0.9333, loss_cls: 0.7770, loss: 0.7770, grad_norm: 6.2526 2021-06-05 09:38:21,222 - mmaction - INFO - Epoch [54][760/1243] lr: 7.500e-04, eta: 15:03:30, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7979, top5_acc: 0.9266, loss_cls: 0.7978, loss: 0.7978, grad_norm: 5.6091 2021-06-05 09:38:39,621 - mmaction - INFO - Epoch [54][780/1243] lr: 7.500e-04, eta: 15:03:11, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8000, top5_acc: 0.9354, loss_cls: 0.7610, loss: 0.7610, grad_norm: 5.4272 2021-06-05 09:38:58,060 - mmaction - INFO - Epoch [54][800/1243] lr: 7.500e-04, eta: 15:02:52, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.7964, top5_acc: 0.9286, loss_cls: 0.7814, loss: 0.7814, grad_norm: 5.6431 2021-06-05 09:39:16,460 - mmaction - INFO - Epoch [54][820/1243] lr: 7.500e-04, eta: 15:02:33, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7940, top5_acc: 0.9250, loss_cls: 0.7892, loss: 0.7892, grad_norm: 5.4609 2021-06-05 09:39:34,789 - mmaction - INFO - Epoch [54][840/1243] lr: 7.500e-04, eta: 15:02:13, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8086, top5_acc: 0.9344, loss_cls: 0.7451, loss: 0.7451, grad_norm: 5.4344 2021-06-05 09:39:53,130 - mmaction - INFO - Epoch [54][860/1243] lr: 7.500e-04, eta: 15:01:54, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8049, top5_acc: 0.9315, loss_cls: 0.7472, loss: 0.7472, grad_norm: 5.3981 2021-06-05 09:40:11,513 - mmaction - INFO - Epoch [54][880/1243] lr: 7.500e-04, eta: 15:01:35, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9383, loss_cls: 0.7431, loss: 0.7431, grad_norm: 5.6454 2021-06-05 09:40:29,864 - mmaction - INFO - Epoch [54][900/1243] lr: 7.500e-04, eta: 15:01:16, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9419, loss_cls: 0.7215, loss: 0.7215, grad_norm: 5.8771 2021-06-05 09:40:48,372 - mmaction - INFO - Epoch [54][920/1243] lr: 7.500e-04, eta: 15:00:57, time: 0.926, data_time: 0.002, memory: 18352, top1_acc: 0.8068, top5_acc: 0.9297, loss_cls: 0.7932, loss: 0.7932, grad_norm: 5.6282 2021-06-05 09:41:06,768 - mmaction - INFO - Epoch [54][940/1243] lr: 7.500e-04, eta: 15:00:38, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8104, top5_acc: 0.9302, loss_cls: 0.7418, loss: 0.7418, grad_norm: 6.0923 2021-06-05 09:41:25,043 - mmaction - INFO - Epoch [54][960/1243] lr: 7.500e-04, eta: 15:00:18, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.8005, top5_acc: 0.9318, loss_cls: 0.7843, loss: 0.7843, grad_norm: 5.9435 2021-06-05 09:41:43,393 - mmaction - INFO - Epoch [54][980/1243] lr: 7.500e-04, eta: 14:59:59, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8034, top5_acc: 0.9299, loss_cls: 0.7774, loss: 0.7774, grad_norm: 5.6363 2021-06-05 09:42:01,735 - mmaction - INFO - Epoch [54][1000/1243] lr: 7.500e-04, eta: 14:59:40, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8052, top5_acc: 0.9245, loss_cls: 0.7723, loss: 0.7723, grad_norm: 5.6934 2021-06-05 09:42:20,102 - mmaction - INFO - Epoch [54][1020/1243] lr: 7.500e-04, eta: 14:59:21, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7992, top5_acc: 0.9271, loss_cls: 0.7883, loss: 0.7883, grad_norm: 5.6260 2021-06-05 09:42:38,450 - mmaction - INFO - Epoch [54][1040/1243] lr: 7.500e-04, eta: 14:59:02, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.7961, top5_acc: 0.9318, loss_cls: 0.7889, loss: 0.7889, grad_norm: 5.4762 2021-06-05 09:42:56,832 - mmaction - INFO - Epoch [54][1060/1243] lr: 7.500e-04, eta: 14:58:42, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8078, top5_acc: 0.9339, loss_cls: 0.7477, loss: 0.7477, grad_norm: 5.2779 2021-06-05 09:43:15,269 - mmaction - INFO - Epoch [54][1080/1243] lr: 7.500e-04, eta: 14:58:23, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8023, top5_acc: 0.9294, loss_cls: 0.7794, loss: 0.7794, grad_norm: 5.4978 2021-06-05 09:43:33,619 - mmaction - INFO - Epoch [54][1100/1243] lr: 7.500e-04, eta: 14:58:04, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.7974, top5_acc: 0.9302, loss_cls: 0.7656, loss: 0.7656, grad_norm: 5.6263 2021-06-05 09:43:51,990 - mmaction - INFO - Epoch [54][1120/1243] lr: 7.500e-04, eta: 14:57:45, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8156, top5_acc: 0.9404, loss_cls: 0.7091, loss: 0.7091, grad_norm: 6.0440 2021-06-05 09:44:10,338 - mmaction - INFO - Epoch [54][1140/1243] lr: 7.500e-04, eta: 14:57:26, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8034, top5_acc: 0.9273, loss_cls: 0.7757, loss: 0.7757, grad_norm: 5.6139 2021-06-05 09:44:28,583 - mmaction - INFO - Epoch [54][1160/1243] lr: 7.500e-04, eta: 14:57:06, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8029, top5_acc: 0.9297, loss_cls: 0.7635, loss: 0.7635, grad_norm: 5.6311 2021-06-05 09:44:46,912 - mmaction - INFO - Epoch [54][1180/1243] lr: 7.500e-04, eta: 14:56:47, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8052, top5_acc: 0.9365, loss_cls: 0.7690, loss: 0.7690, grad_norm: 6.4436 2021-06-05 09:45:05,214 - mmaction - INFO - Epoch [54][1200/1243] lr: 7.500e-04, eta: 14:56:28, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9292, loss_cls: 0.7437, loss: 0.7437, grad_norm: 5.2911 2021-06-05 09:45:23,556 - mmaction - INFO - Epoch [54][1220/1243] lr: 7.500e-04, eta: 14:56:09, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7979, top5_acc: 0.9297, loss_cls: 0.7980, loss: 0.7980, grad_norm: 5.4833 2021-06-05 09:45:41,732 - mmaction - INFO - Epoch [54][1240/1243] lr: 7.500e-04, eta: 14:55:50, time: 0.909, data_time: 0.001, memory: 18352, top1_acc: 0.7922, top5_acc: 0.9229, loss_cls: 0.8155, loss: 0.8155, grad_norm: 5.9325 2021-06-05 09:48:04,735 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 09:48:05,390 - mmaction - INFO - top1_acc 0.7464 top5_acc 0.9110 2021-06-05 09:48:05,390 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 09:48:05,415 - mmaction - INFO - mean_acc 0.7463 2021-06-05 09:48:06,627 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_54.pth. 2021-06-05 09:48:06,627 - mmaction - INFO - Best top1_acc is 0.7464 at 54 epoch. 2021-06-05 09:48:06,634 - mmaction - INFO - Saving checkpoint at 54 epochs 2021-06-05 09:48:07,761 - mmaction - INFO - Epoch(val) [54][104] top1_acc: 0.7464, top5_acc: 0.9110, mean_class_accuracy: 0.7463 2021-06-05 09:48:51,788 - mmaction - INFO - Epoch [55][20/1243] lr: 7.500e-04, eta: 14:55:47, time: 2.200, data_time: 1.287, memory: 18352, top1_acc: 0.7982, top5_acc: 0.9313, loss_cls: 0.7721, loss: 0.7721, grad_norm: 5.5530 2021-06-05 09:49:10,117 - mmaction - INFO - Epoch [55][40/1243] lr: 7.500e-04, eta: 14:55:28, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8167, top5_acc: 0.9372, loss_cls: 0.7121, loss: 0.7121, grad_norm: 5.5141 2021-06-05 09:49:28,457 - mmaction - INFO - Epoch [55][60/1243] lr: 7.500e-04, eta: 14:55:09, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8086, top5_acc: 0.9307, loss_cls: 0.7571, loss: 0.7571, grad_norm: 5.3203 2021-06-05 09:49:46,760 - mmaction - INFO - Epoch [55][80/1243] lr: 7.500e-04, eta: 14:54:49, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8138, top5_acc: 0.9354, loss_cls: 0.7267, loss: 0.7267, grad_norm: 5.5904 2021-06-05 09:50:05,136 - mmaction - INFO - Epoch [55][100/1243] lr: 7.500e-04, eta: 14:54:30, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8094, top5_acc: 0.9294, loss_cls: 0.7526, loss: 0.7526, grad_norm: 5.7598 2021-06-05 09:50:23,469 - mmaction - INFO - Epoch [55][120/1243] lr: 7.500e-04, eta: 14:54:11, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8078, top5_acc: 0.9331, loss_cls: 0.7555, loss: 0.7555, grad_norm: 5.5091 2021-06-05 09:50:41,833 - mmaction - INFO - Epoch [55][140/1243] lr: 7.500e-04, eta: 14:53:52, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8091, top5_acc: 0.9357, loss_cls: 0.7523, loss: 0.7523, grad_norm: 9.3917 2021-06-05 09:51:00,161 - mmaction - INFO - Epoch [55][160/1243] lr: 7.500e-04, eta: 14:53:33, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8141, top5_acc: 0.9383, loss_cls: 0.7277, loss: 0.7277, grad_norm: 5.5670 2021-06-05 09:51:18,441 - mmaction - INFO - Epoch [55][180/1243] lr: 7.500e-04, eta: 14:53:13, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7971, top5_acc: 0.9268, loss_cls: 0.7796, loss: 0.7796, grad_norm: 5.7280 2021-06-05 09:51:36,815 - mmaction - INFO - Epoch [55][200/1243] lr: 7.500e-04, eta: 14:52:54, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8023, top5_acc: 0.9357, loss_cls: 0.7543, loss: 0.7543, grad_norm: 5.5287 2021-06-05 09:51:55,226 - mmaction - INFO - Epoch [55][220/1243] lr: 7.500e-04, eta: 14:52:35, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8010, top5_acc: 0.9307, loss_cls: 0.7628, loss: 0.7628, grad_norm: 5.8981 2021-06-05 09:52:13,612 - mmaction - INFO - Epoch [55][240/1243] lr: 7.500e-04, eta: 14:52:16, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8195, top5_acc: 0.9344, loss_cls: 0.7286, loss: 0.7286, grad_norm: 7.7527 2021-06-05 09:52:31,977 - mmaction - INFO - Epoch [55][260/1243] lr: 7.500e-04, eta: 14:51:57, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7852, top5_acc: 0.9224, loss_cls: 0.8247, loss: 0.8247, grad_norm: 7.0044 2021-06-05 09:52:50,286 - mmaction - INFO - Epoch [55][280/1243] lr: 7.500e-04, eta: 14:51:37, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8036, top5_acc: 0.9341, loss_cls: 0.7344, loss: 0.7344, grad_norm: 6.2937 2021-06-05 09:53:08,576 - mmaction - INFO - Epoch [55][300/1243] lr: 7.500e-04, eta: 14:51:18, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8031, top5_acc: 0.9331, loss_cls: 0.7671, loss: 0.7671, grad_norm: 6.0055 2021-06-05 09:53:26,893 - mmaction - INFO - Epoch [55][320/1243] lr: 7.500e-04, eta: 14:50:59, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8044, top5_acc: 0.9307, loss_cls: 0.7716, loss: 0.7716, grad_norm: 5.9433 2021-06-05 09:53:45,301 - mmaction - INFO - Epoch [55][340/1243] lr: 7.500e-04, eta: 14:50:40, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7979, top5_acc: 0.9333, loss_cls: 0.7711, loss: 0.7711, grad_norm: 5.6053 2021-06-05 09:54:03,590 - mmaction - INFO - Epoch [55][360/1243] lr: 7.500e-04, eta: 14:50:21, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8047, top5_acc: 0.9305, loss_cls: 0.7651, loss: 0.7651, grad_norm: 5.6100 2021-06-05 09:54:21,942 - mmaction - INFO - Epoch [55][380/1243] lr: 7.500e-04, eta: 14:50:01, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7966, top5_acc: 0.9294, loss_cls: 0.7953, loss: 0.7953, grad_norm: 5.9851 2021-06-05 09:54:40,327 - mmaction - INFO - Epoch [55][400/1243] lr: 7.500e-04, eta: 14:49:42, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8029, top5_acc: 0.9305, loss_cls: 0.7729, loss: 0.7729, grad_norm: 5.6148 2021-06-05 09:54:58,630 - mmaction - INFO - Epoch [55][420/1243] lr: 7.500e-04, eta: 14:49:23, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8138, top5_acc: 0.9336, loss_cls: 0.7655, loss: 0.7655, grad_norm: 5.6439 2021-06-05 09:55:17,001 - mmaction - INFO - Epoch [55][440/1243] lr: 7.500e-04, eta: 14:49:04, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8128, top5_acc: 0.9344, loss_cls: 0.7329, loss: 0.7329, grad_norm: 5.7186 2021-06-05 09:55:35,431 - mmaction - INFO - Epoch [55][460/1243] lr: 7.500e-04, eta: 14:48:45, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8057, top5_acc: 0.9396, loss_cls: 0.7401, loss: 0.7401, grad_norm: 6.3862 2021-06-05 09:55:53,710 - mmaction - INFO - Epoch [55][480/1243] lr: 7.500e-04, eta: 14:48:26, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8044, top5_acc: 0.9339, loss_cls: 0.7454, loss: 0.7454, grad_norm: 5.8514 2021-06-05 09:56:11,989 - mmaction - INFO - Epoch [55][500/1243] lr: 7.500e-04, eta: 14:48:06, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9281, loss_cls: 0.7469, loss: 0.7469, grad_norm: 5.5588 2021-06-05 09:56:30,463 - mmaction - INFO - Epoch [55][520/1243] lr: 7.500e-04, eta: 14:47:47, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.7911, top5_acc: 0.9271, loss_cls: 0.7882, loss: 0.7882, grad_norm: 6.9603 2021-06-05 09:56:48,809 - mmaction - INFO - Epoch [55][540/1243] lr: 7.500e-04, eta: 14:47:28, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8029, top5_acc: 0.9260, loss_cls: 0.7891, loss: 0.7891, grad_norm: 5.7260 2021-06-05 09:57:07,104 - mmaction - INFO - Epoch [55][560/1243] lr: 7.500e-04, eta: 14:47:09, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9352, loss_cls: 0.7454, loss: 0.7454, grad_norm: 5.5077 2021-06-05 09:57:25,504 - mmaction - INFO - Epoch [55][580/1243] lr: 7.500e-04, eta: 14:46:50, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7974, top5_acc: 0.9313, loss_cls: 0.7795, loss: 0.7795, grad_norm: 6.1438 2021-06-05 09:57:43,811 - mmaction - INFO - Epoch [55][600/1243] lr: 7.500e-04, eta: 14:46:30, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7992, top5_acc: 0.9294, loss_cls: 0.7774, loss: 0.7774, grad_norm: 8.3105 2021-06-05 09:58:02,145 - mmaction - INFO - Epoch [55][620/1243] lr: 7.500e-04, eta: 14:46:11, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7961, top5_acc: 0.9294, loss_cls: 0.7715, loss: 0.7715, grad_norm: 6.2087 2021-06-05 09:58:20,464 - mmaction - INFO - Epoch [55][640/1243] lr: 7.500e-04, eta: 14:45:52, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7966, top5_acc: 0.9289, loss_cls: 0.7712, loss: 0.7712, grad_norm: 5.8240 2021-06-05 09:58:38,826 - mmaction - INFO - Epoch [55][660/1243] lr: 7.500e-04, eta: 14:45:33, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.7984, top5_acc: 0.9284, loss_cls: 0.7878, loss: 0.7878, grad_norm: 6.8506 2021-06-05 09:58:57,179 - mmaction - INFO - Epoch [55][680/1243] lr: 7.500e-04, eta: 14:45:14, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7974, top5_acc: 0.9237, loss_cls: 0.7941, loss: 0.7941, grad_norm: 5.8706 2021-06-05 09:59:15,480 - mmaction - INFO - Epoch [55][700/1243] lr: 7.500e-04, eta: 14:44:54, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7966, top5_acc: 0.9313, loss_cls: 0.7997, loss: 0.7997, grad_norm: 6.1032 2021-06-05 09:59:33,847 - mmaction - INFO - Epoch [55][720/1243] lr: 7.500e-04, eta: 14:44:35, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8068, top5_acc: 0.9279, loss_cls: 0.7696, loss: 0.7696, grad_norm: 6.9628 2021-06-05 09:59:52,202 - mmaction - INFO - Epoch [55][740/1243] lr: 7.500e-04, eta: 14:44:16, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8135, top5_acc: 0.9313, loss_cls: 0.7616, loss: 0.7616, grad_norm: 5.9099 2021-06-05 10:00:10,483 - mmaction - INFO - Epoch [55][760/1243] lr: 7.500e-04, eta: 14:43:57, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7937, top5_acc: 0.9253, loss_cls: 0.7979, loss: 0.7979, grad_norm: 5.7105 2021-06-05 10:00:28,819 - mmaction - INFO - Epoch [55][780/1243] lr: 7.500e-04, eta: 14:43:38, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8063, top5_acc: 0.9354, loss_cls: 0.7446, loss: 0.7446, grad_norm: 5.2811 2021-06-05 10:00:47,185 - mmaction - INFO - Epoch [55][800/1243] lr: 7.500e-04, eta: 14:43:19, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9318, loss_cls: 0.7352, loss: 0.7352, grad_norm: 5.9881 2021-06-05 10:01:05,495 - mmaction - INFO - Epoch [55][820/1243] lr: 7.500e-04, eta: 14:42:59, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8068, top5_acc: 0.9289, loss_cls: 0.7730, loss: 0.7730, grad_norm: 5.8333 2021-06-05 10:01:23,779 - mmaction - INFO - Epoch [55][840/1243] lr: 7.500e-04, eta: 14:42:40, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.8083, top5_acc: 0.9326, loss_cls: 0.7550, loss: 0.7550, grad_norm: 5.3164 2021-06-05 10:01:42,164 - mmaction - INFO - Epoch [55][860/1243] lr: 7.500e-04, eta: 14:42:21, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7971, top5_acc: 0.9268, loss_cls: 0.7910, loss: 0.7910, grad_norm: 5.7015 2021-06-05 10:02:00,516 - mmaction - INFO - Epoch [55][880/1243] lr: 7.500e-04, eta: 14:42:02, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7951, top5_acc: 0.9266, loss_cls: 0.7911, loss: 0.7911, grad_norm: 5.8939 2021-06-05 10:02:18,831 - mmaction - INFO - Epoch [55][900/1243] lr: 7.500e-04, eta: 14:41:43, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8135, top5_acc: 0.9344, loss_cls: 0.7430, loss: 0.7430, grad_norm: 5.9010 2021-06-05 10:02:37,151 - mmaction - INFO - Epoch [55][920/1243] lr: 7.500e-04, eta: 14:41:23, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7964, top5_acc: 0.9307, loss_cls: 0.7854, loss: 0.7854, grad_norm: 6.2957 2021-06-05 10:02:55,514 - mmaction - INFO - Epoch [55][940/1243] lr: 7.500e-04, eta: 14:41:04, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7945, top5_acc: 0.9302, loss_cls: 0.7914, loss: 0.7914, grad_norm: 5.7712 2021-06-05 10:03:13,822 - mmaction - INFO - Epoch [55][960/1243] lr: 7.500e-04, eta: 14:40:45, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8010, top5_acc: 0.9289, loss_cls: 0.7916, loss: 0.7916, grad_norm: 5.5595 2021-06-05 10:03:32,221 - mmaction - INFO - Epoch [55][980/1243] lr: 7.500e-04, eta: 14:40:26, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8039, top5_acc: 0.9328, loss_cls: 0.7604, loss: 0.7604, grad_norm: 5.5829 2021-06-05 10:03:50,542 - mmaction - INFO - Epoch [55][1000/1243] lr: 7.500e-04, eta: 14:40:07, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8073, top5_acc: 0.9346, loss_cls: 0.7414, loss: 0.7414, grad_norm: 6.9228 2021-06-05 10:04:08,843 - mmaction - INFO - Epoch [55][1020/1243] lr: 7.500e-04, eta: 14:39:47, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8029, top5_acc: 0.9253, loss_cls: 0.7738, loss: 0.7738, grad_norm: 5.4816 2021-06-05 10:04:27,135 - mmaction - INFO - Epoch [55][1040/1243] lr: 7.500e-04, eta: 14:39:28, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9299, loss_cls: 0.7532, loss: 0.7532, grad_norm: 5.5578 2021-06-05 10:04:45,404 - mmaction - INFO - Epoch [55][1060/1243] lr: 7.500e-04, eta: 14:39:09, time: 0.914, data_time: 0.002, memory: 18352, top1_acc: 0.7919, top5_acc: 0.9260, loss_cls: 0.8057, loss: 0.8057, grad_norm: 6.5466 2021-06-05 10:05:03,757 - mmaction - INFO - Epoch [55][1080/1243] lr: 7.500e-04, eta: 14:38:50, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8125, top5_acc: 0.9307, loss_cls: 0.7364, loss: 0.7364, grad_norm: 5.4006 2021-06-05 10:05:22,063 - mmaction - INFO - Epoch [55][1100/1243] lr: 7.500e-04, eta: 14:38:31, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8003, top5_acc: 0.9344, loss_cls: 0.7585, loss: 0.7585, grad_norm: 5.9907 2021-06-05 10:05:40,474 - mmaction - INFO - Epoch [55][1120/1243] lr: 7.500e-04, eta: 14:38:12, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8010, top5_acc: 0.9263, loss_cls: 0.7949, loss: 0.7949, grad_norm: 5.7404 2021-06-05 10:05:58,874 - mmaction - INFO - Epoch [55][1140/1243] lr: 7.500e-04, eta: 14:37:52, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7969, top5_acc: 0.9318, loss_cls: 0.8065, loss: 0.8065, grad_norm: 5.7144 2021-06-05 10:06:17,248 - mmaction - INFO - Epoch [55][1160/1243] lr: 7.500e-04, eta: 14:37:33, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9398, loss_cls: 0.6875, loss: 0.6875, grad_norm: 5.3801 2021-06-05 10:06:35,575 - mmaction - INFO - Epoch [55][1180/1243] lr: 7.500e-04, eta: 14:37:14, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8081, top5_acc: 0.9310, loss_cls: 0.7651, loss: 0.7651, grad_norm: 5.3766 2021-06-05 10:06:53,966 - mmaction - INFO - Epoch [55][1200/1243] lr: 7.500e-04, eta: 14:36:55, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9354, loss_cls: 0.7362, loss: 0.7362, grad_norm: 5.9998 2021-06-05 10:07:12,309 - mmaction - INFO - Epoch [55][1220/1243] lr: 7.500e-04, eta: 14:36:36, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7984, top5_acc: 0.9266, loss_cls: 0.7801, loss: 0.7801, grad_norm: 5.6490 2021-06-05 10:07:30,338 - mmaction - INFO - Epoch [55][1240/1243] lr: 7.500e-04, eta: 14:36:16, time: 0.902, data_time: 0.001, memory: 18352, top1_acc: 0.8052, top5_acc: 0.9341, loss_cls: 0.7462, loss: 0.7462, grad_norm: 5.5775 2021-06-05 10:09:53,102 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 10:09:53,761 - mmaction - INFO - top1_acc 0.7458 top5_acc 0.9114 2021-06-05 10:09:53,761 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 10:09:53,788 - mmaction - INFO - mean_acc 0.7458 2021-06-05 10:09:53,793 - mmaction - INFO - Saving checkpoint at 55 epochs 2021-06-05 10:09:55,034 - mmaction - INFO - Epoch(val) [55][104] top1_acc: 0.7458, top5_acc: 0.9114, mean_class_accuracy: 0.7458 2021-06-05 10:10:39,438 - mmaction - INFO - Epoch [56][20/1243] lr: 7.500e-04, eta: 14:36:13, time: 2.219, data_time: 1.310, memory: 18352, top1_acc: 0.7969, top5_acc: 0.9310, loss_cls: 0.7738, loss: 0.7738, grad_norm: 5.6632 2021-06-05 10:10:57,735 - mmaction - INFO - Epoch [56][40/1243] lr: 7.500e-04, eta: 14:35:54, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8010, top5_acc: 0.9263, loss_cls: 0.7759, loss: 0.7759, grad_norm: 5.3705 2021-06-05 10:11:16,119 - mmaction - INFO - Epoch [56][60/1243] lr: 7.500e-04, eta: 14:35:35, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8122, top5_acc: 0.9385, loss_cls: 0.7094, loss: 0.7094, grad_norm: 5.4863 2021-06-05 10:11:34,497 - mmaction - INFO - Epoch [56][80/1243] lr: 7.500e-04, eta: 14:35:16, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8172, top5_acc: 0.9289, loss_cls: 0.7420, loss: 0.7420, grad_norm: 6.0260 2021-06-05 10:11:52,838 - mmaction - INFO - Epoch [56][100/1243] lr: 7.500e-04, eta: 14:34:57, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8031, top5_acc: 0.9289, loss_cls: 0.7650, loss: 0.7650, grad_norm: 5.9820 2021-06-05 10:12:11,113 - mmaction - INFO - Epoch [56][120/1243] lr: 7.500e-04, eta: 14:34:37, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8104, top5_acc: 0.9378, loss_cls: 0.7228, loss: 0.7228, grad_norm: 5.5689 2021-06-05 10:12:29,385 - mmaction - INFO - Epoch [56][140/1243] lr: 7.500e-04, eta: 14:34:18, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9266, loss_cls: 0.7614, loss: 0.7614, grad_norm: 5.3675 2021-06-05 10:12:47,715 - mmaction - INFO - Epoch [56][160/1243] lr: 7.500e-04, eta: 14:33:59, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8086, top5_acc: 0.9339, loss_cls: 0.7456, loss: 0.7456, grad_norm: 5.4605 2021-06-05 10:13:05,992 - mmaction - INFO - Epoch [56][180/1243] lr: 7.500e-04, eta: 14:33:40, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8133, top5_acc: 0.9333, loss_cls: 0.7373, loss: 0.7373, grad_norm: 5.8413 2021-06-05 10:13:24,252 - mmaction - INFO - Epoch [56][200/1243] lr: 7.500e-04, eta: 14:33:20, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.8115, top5_acc: 0.9365, loss_cls: 0.7558, loss: 0.7558, grad_norm: 5.2818 2021-06-05 10:13:42,672 - mmaction - INFO - Epoch [56][220/1243] lr: 7.500e-04, eta: 14:33:01, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9372, loss_cls: 0.7132, loss: 0.7132, grad_norm: 5.8286 2021-06-05 10:14:00,983 - mmaction - INFO - Epoch [56][240/1243] lr: 7.500e-04, eta: 14:32:42, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8016, top5_acc: 0.9344, loss_cls: 0.7632, loss: 0.7632, grad_norm: 5.7771 2021-06-05 10:14:19,341 - mmaction - INFO - Epoch [56][260/1243] lr: 7.500e-04, eta: 14:32:23, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9357, loss_cls: 0.7352, loss: 0.7352, grad_norm: 5.6103 2021-06-05 10:14:37,644 - mmaction - INFO - Epoch [56][280/1243] lr: 7.500e-04, eta: 14:32:04, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7958, top5_acc: 0.9323, loss_cls: 0.7735, loss: 0.7735, grad_norm: 5.6972 2021-06-05 10:14:56,068 - mmaction - INFO - Epoch [56][300/1243] lr: 7.500e-04, eta: 14:31:45, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8036, top5_acc: 0.9294, loss_cls: 0.7612, loss: 0.7612, grad_norm: 5.7433 2021-06-05 10:15:14,422 - mmaction - INFO - Epoch [56][320/1243] lr: 7.500e-04, eta: 14:31:26, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8128, top5_acc: 0.9370, loss_cls: 0.7397, loss: 0.7397, grad_norm: 5.5341 2021-06-05 10:15:32,739 - mmaction - INFO - Epoch [56][340/1243] lr: 7.500e-04, eta: 14:31:06, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8133, top5_acc: 0.9359, loss_cls: 0.7196, loss: 0.7196, grad_norm: 5.4656 2021-06-05 10:15:51,069 - mmaction - INFO - Epoch [56][360/1243] lr: 7.500e-04, eta: 14:30:47, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8036, top5_acc: 0.9333, loss_cls: 0.7725, loss: 0.7725, grad_norm: 5.7793 2021-06-05 10:16:09,437 - mmaction - INFO - Epoch [56][380/1243] lr: 7.500e-04, eta: 14:30:28, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7943, top5_acc: 0.9260, loss_cls: 0.7966, loss: 0.7966, grad_norm: 6.6775 2021-06-05 10:16:27,740 - mmaction - INFO - Epoch [56][400/1243] lr: 7.500e-04, eta: 14:30:09, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8044, top5_acc: 0.9331, loss_cls: 0.7610, loss: 0.7610, grad_norm: 5.9357 2021-06-05 10:16:46,013 - mmaction - INFO - Epoch [56][420/1243] lr: 7.500e-04, eta: 14:29:50, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7995, top5_acc: 0.9299, loss_cls: 0.7629, loss: 0.7629, grad_norm: 5.7022 2021-06-05 10:17:04,342 - mmaction - INFO - Epoch [56][440/1243] lr: 7.500e-04, eta: 14:29:30, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8003, top5_acc: 0.9284, loss_cls: 0.7860, loss: 0.7860, grad_norm: 6.2820 2021-06-05 10:17:22,710 - mmaction - INFO - Epoch [56][460/1243] lr: 7.500e-04, eta: 14:29:11, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9372, loss_cls: 0.7225, loss: 0.7225, grad_norm: 5.4342 2021-06-05 10:17:41,089 - mmaction - INFO - Epoch [56][480/1243] lr: 7.500e-04, eta: 14:28:52, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7990, top5_acc: 0.9253, loss_cls: 0.7952, loss: 0.7952, grad_norm: 6.1144 2021-06-05 10:17:59,419 - mmaction - INFO - Epoch [56][500/1243] lr: 7.500e-04, eta: 14:28:33, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7987, top5_acc: 0.9310, loss_cls: 0.7722, loss: 0.7722, grad_norm: 5.5208 2021-06-05 10:18:17,774 - mmaction - INFO - Epoch [56][520/1243] lr: 7.500e-04, eta: 14:28:14, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7997, top5_acc: 0.9237, loss_cls: 0.7809, loss: 0.7809, grad_norm: 5.3644 2021-06-05 10:18:36,119 - mmaction - INFO - Epoch [56][540/1243] lr: 7.500e-04, eta: 14:27:55, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8010, top5_acc: 0.9349, loss_cls: 0.7507, loss: 0.7507, grad_norm: 5.5773 2021-06-05 10:18:54,352 - mmaction - INFO - Epoch [56][560/1243] lr: 7.500e-04, eta: 14:27:35, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.8018, top5_acc: 0.9302, loss_cls: 0.7742, loss: 0.7742, grad_norm: 5.7699 2021-06-05 10:19:12,616 - mmaction - INFO - Epoch [56][580/1243] lr: 7.500e-04, eta: 14:27:16, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.8128, top5_acc: 0.9411, loss_cls: 0.7309, loss: 0.7309, grad_norm: 5.5634 2021-06-05 10:19:31,026 - mmaction - INFO - Epoch [56][600/1243] lr: 7.500e-04, eta: 14:26:57, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9310, loss_cls: 0.7543, loss: 0.7543, grad_norm: 5.4999 2021-06-05 10:19:49,366 - mmaction - INFO - Epoch [56][620/1243] lr: 7.500e-04, eta: 14:26:38, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7849, top5_acc: 0.9227, loss_cls: 0.8281, loss: 0.8281, grad_norm: 6.0000 2021-06-05 10:20:07,728 - mmaction - INFO - Epoch [56][640/1243] lr: 7.500e-04, eta: 14:26:19, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8128, top5_acc: 0.9328, loss_cls: 0.7443, loss: 0.7443, grad_norm: 5.4615 2021-06-05 10:20:26,037 - mmaction - INFO - Epoch [56][660/1243] lr: 7.500e-04, eta: 14:25:59, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8023, top5_acc: 0.9299, loss_cls: 0.7627, loss: 0.7627, grad_norm: 6.8703 2021-06-05 10:20:44,439 - mmaction - INFO - Epoch [56][680/1243] lr: 7.500e-04, eta: 14:25:40, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7987, top5_acc: 0.9258, loss_cls: 0.7945, loss: 0.7945, grad_norm: 5.9969 2021-06-05 10:21:02,689 - mmaction - INFO - Epoch [56][700/1243] lr: 7.500e-04, eta: 14:25:21, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8164, top5_acc: 0.9299, loss_cls: 0.7559, loss: 0.7559, grad_norm: 5.3502 2021-06-05 10:21:21,049 - mmaction - INFO - Epoch [56][720/1243] lr: 7.500e-04, eta: 14:25:02, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8146, top5_acc: 0.9388, loss_cls: 0.7229, loss: 0.7229, grad_norm: 5.4337 2021-06-05 10:21:39,406 - mmaction - INFO - Epoch [56][740/1243] lr: 7.500e-04, eta: 14:24:43, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8216, top5_acc: 0.9422, loss_cls: 0.6973, loss: 0.6973, grad_norm: 5.7885 2021-06-05 10:21:57,719 - mmaction - INFO - Epoch [56][760/1243] lr: 7.500e-04, eta: 14:24:24, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8148, top5_acc: 0.9328, loss_cls: 0.7442, loss: 0.7442, grad_norm: 5.4977 2021-06-05 10:22:16,070 - mmaction - INFO - Epoch [56][780/1243] lr: 7.500e-04, eta: 14:24:04, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8128, top5_acc: 0.9344, loss_cls: 0.7405, loss: 0.7405, grad_norm: 5.4010 2021-06-05 10:22:34,364 - mmaction - INFO - Epoch [56][800/1243] lr: 7.500e-04, eta: 14:23:45, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8023, top5_acc: 0.9250, loss_cls: 0.7816, loss: 0.7816, grad_norm: 6.4658 2021-06-05 10:22:52,716 - mmaction - INFO - Epoch [56][820/1243] lr: 7.500e-04, eta: 14:23:26, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7997, top5_acc: 0.9331, loss_cls: 0.7704, loss: 0.7704, grad_norm: 5.8962 2021-06-05 10:23:10,982 - mmaction - INFO - Epoch [56][840/1243] lr: 7.500e-04, eta: 14:23:07, time: 0.914, data_time: 0.002, memory: 18352, top1_acc: 0.8039, top5_acc: 0.9318, loss_cls: 0.7611, loss: 0.7611, grad_norm: 6.1665 2021-06-05 10:23:29,250 - mmaction - INFO - Epoch [56][860/1243] lr: 7.500e-04, eta: 14:22:48, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8104, top5_acc: 0.9385, loss_cls: 0.7086, loss: 0.7086, grad_norm: 6.0532 2021-06-05 10:23:47,591 - mmaction - INFO - Epoch [56][880/1243] lr: 7.500e-04, eta: 14:22:28, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7927, top5_acc: 0.9318, loss_cls: 0.7722, loss: 0.7722, grad_norm: 5.6506 2021-06-05 10:24:05,800 - mmaction - INFO - Epoch [56][900/1243] lr: 7.500e-04, eta: 14:22:09, time: 0.910, data_time: 0.000, memory: 18352, top1_acc: 0.8089, top5_acc: 0.9281, loss_cls: 0.7620, loss: 0.7620, grad_norm: 7.0178 2021-06-05 10:24:24,109 - mmaction - INFO - Epoch [56][920/1243] lr: 7.500e-04, eta: 14:21:50, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.7953, top5_acc: 0.9276, loss_cls: 0.8115, loss: 0.8115, grad_norm: 6.0906 2021-06-05 10:24:42,500 - mmaction - INFO - Epoch [56][940/1243] lr: 7.500e-04, eta: 14:21:31, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8042, top5_acc: 0.9307, loss_cls: 0.7645, loss: 0.7645, grad_norm: 5.4698 2021-06-05 10:25:00,787 - mmaction - INFO - Epoch [56][960/1243] lr: 7.500e-04, eta: 14:21:12, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7958, top5_acc: 0.9253, loss_cls: 0.7963, loss: 0.7963, grad_norm: 6.1039 2021-06-05 10:25:19,062 - mmaction - INFO - Epoch [56][980/1243] lr: 7.500e-04, eta: 14:20:52, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8042, top5_acc: 0.9365, loss_cls: 0.7436, loss: 0.7436, grad_norm: 5.4938 2021-06-05 10:25:37,468 - mmaction - INFO - Epoch [56][1000/1243] lr: 7.500e-04, eta: 14:20:33, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8029, top5_acc: 0.9362, loss_cls: 0.7608, loss: 0.7608, grad_norm: 5.6334 2021-06-05 10:25:55,774 - mmaction - INFO - Epoch [56][1020/1243] lr: 7.500e-04, eta: 14:20:14, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.8133, top5_acc: 0.9289, loss_cls: 0.7641, loss: 0.7641, grad_norm: 5.5508 2021-06-05 10:26:14,173 - mmaction - INFO - Epoch [56][1040/1243] lr: 7.500e-04, eta: 14:19:55, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8115, top5_acc: 0.9310, loss_cls: 0.7336, loss: 0.7336, grad_norm: 6.0870 2021-06-05 10:26:32,500 - mmaction - INFO - Epoch [56][1060/1243] lr: 7.500e-04, eta: 14:19:36, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8049, top5_acc: 0.9339, loss_cls: 0.7315, loss: 0.7315, grad_norm: 5.8993 2021-06-05 10:26:50,827 - mmaction - INFO - Epoch [56][1080/1243] lr: 7.500e-04, eta: 14:19:17, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8076, top5_acc: 0.9326, loss_cls: 0.7664, loss: 0.7664, grad_norm: 5.9408 2021-06-05 10:27:09,152 - mmaction - INFO - Epoch [56][1100/1243] lr: 7.500e-04, eta: 14:18:58, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8073, top5_acc: 0.9305, loss_cls: 0.7544, loss: 0.7544, grad_norm: 5.7444 2021-06-05 10:27:27,453 - mmaction - INFO - Epoch [56][1120/1243] lr: 7.500e-04, eta: 14:18:38, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8078, top5_acc: 0.9289, loss_cls: 0.7647, loss: 0.7647, grad_norm: 5.7342 2021-06-05 10:27:45,714 - mmaction - INFO - Epoch [56][1140/1243] lr: 7.500e-04, eta: 14:18:19, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.7987, top5_acc: 0.9240, loss_cls: 0.8054, loss: 0.8054, grad_norm: 5.7964 2021-06-05 10:28:03,988 - mmaction - INFO - Epoch [56][1160/1243] lr: 7.500e-04, eta: 14:18:00, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8125, top5_acc: 0.9286, loss_cls: 0.7619, loss: 0.7619, grad_norm: 5.2247 2021-06-05 10:28:22,352 - mmaction - INFO - Epoch [56][1180/1243] lr: 7.500e-04, eta: 14:17:41, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8036, top5_acc: 0.9362, loss_cls: 0.7512, loss: 0.7512, grad_norm: 5.5798 2021-06-05 10:28:40,682 - mmaction - INFO - Epoch [56][1200/1243] lr: 7.500e-04, eta: 14:17:22, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7997, top5_acc: 0.9305, loss_cls: 0.7760, loss: 0.7760, grad_norm: 6.8897 2021-06-05 10:28:58,979 - mmaction - INFO - Epoch [56][1220/1243] lr: 7.500e-04, eta: 14:17:02, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8094, top5_acc: 0.9305, loss_cls: 0.7787, loss: 0.7787, grad_norm: 6.1157 2021-06-05 10:29:17,078 - mmaction - INFO - Epoch [56][1240/1243] lr: 7.500e-04, eta: 14:16:43, time: 0.906, data_time: 0.002, memory: 18352, top1_acc: 0.8047, top5_acc: 0.9315, loss_cls: 0.7517, loss: 0.7517, grad_norm: 6.1049 2021-06-05 10:31:39,496 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 10:31:40,173 - mmaction - INFO - top1_acc 0.7450 top5_acc 0.9094 2021-06-05 10:31:40,174 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 10:31:40,197 - mmaction - INFO - mean_acc 0.7450 2021-06-05 10:31:40,202 - mmaction - INFO - Saving checkpoint at 56 epochs 2021-06-05 10:31:41,367 - mmaction - INFO - Epoch(val) [56][104] top1_acc: 0.7450, top5_acc: 0.9094, mean_class_accuracy: 0.7450 2021-06-05 10:32:25,104 - mmaction - INFO - Epoch [57][20/1243] lr: 7.500e-04, eta: 14:16:39, time: 2.187, data_time: 1.258, memory: 18352, top1_acc: 0.8130, top5_acc: 0.9362, loss_cls: 0.7237, loss: 0.7237, grad_norm: 5.7162 2021-06-05 10:32:43,466 - mmaction - INFO - Epoch [57][40/1243] lr: 7.500e-04, eta: 14:16:20, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8174, top5_acc: 0.9401, loss_cls: 0.6983, loss: 0.6983, grad_norm: 5.6180 2021-06-05 10:33:01,841 - mmaction - INFO - Epoch [57][60/1243] lr: 7.500e-04, eta: 14:16:01, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8031, top5_acc: 0.9359, loss_cls: 0.7305, loss: 0.7305, grad_norm: 6.0515 2021-06-05 10:33:20,171 - mmaction - INFO - Epoch [57][80/1243] lr: 7.500e-04, eta: 14:15:41, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8031, top5_acc: 0.9276, loss_cls: 0.7806, loss: 0.7806, grad_norm: 5.8393 2021-06-05 10:33:38,431 - mmaction - INFO - Epoch [57][100/1243] lr: 7.500e-04, eta: 14:15:22, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8034, top5_acc: 0.9284, loss_cls: 0.7700, loss: 0.7700, grad_norm: 5.6329 2021-06-05 10:33:56,675 - mmaction - INFO - Epoch [57][120/1243] lr: 7.500e-04, eta: 14:15:03, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.7969, top5_acc: 0.9302, loss_cls: 0.7846, loss: 0.7846, grad_norm: 5.9692 2021-06-05 10:34:14,909 - mmaction - INFO - Epoch [57][140/1243] lr: 7.500e-04, eta: 14:14:44, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.8008, top5_acc: 0.9302, loss_cls: 0.7663, loss: 0.7663, grad_norm: 5.7436 2021-06-05 10:34:33,166 - mmaction - INFO - Epoch [57][160/1243] lr: 7.500e-04, eta: 14:14:24, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9336, loss_cls: 0.7369, loss: 0.7369, grad_norm: 5.5390 2021-06-05 10:34:51,491 - mmaction - INFO - Epoch [57][180/1243] lr: 7.500e-04, eta: 14:14:05, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8130, top5_acc: 0.9313, loss_cls: 0.7415, loss: 0.7415, grad_norm: 6.2783 2021-06-05 10:35:09,747 - mmaction - INFO - Epoch [57][200/1243] lr: 7.500e-04, eta: 14:13:46, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.8086, top5_acc: 0.9357, loss_cls: 0.7396, loss: 0.7396, grad_norm: 6.2855 2021-06-05 10:35:28,089 - mmaction - INFO - Epoch [57][220/1243] lr: 7.500e-04, eta: 14:13:27, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8036, top5_acc: 0.9393, loss_cls: 0.7449, loss: 0.7449, grad_norm: 5.7870 2021-06-05 10:35:46,436 - mmaction - INFO - Epoch [57][240/1243] lr: 7.500e-04, eta: 14:13:08, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8094, top5_acc: 0.9302, loss_cls: 0.7497, loss: 0.7497, grad_norm: 5.6627 2021-06-05 10:36:04,705 - mmaction - INFO - Epoch [57][260/1243] lr: 7.500e-04, eta: 14:12:48, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8146, top5_acc: 0.9349, loss_cls: 0.7305, loss: 0.7305, grad_norm: 5.5756 2021-06-05 10:36:23,017 - mmaction - INFO - Epoch [57][280/1243] lr: 7.500e-04, eta: 14:12:29, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8070, top5_acc: 0.9266, loss_cls: 0.7634, loss: 0.7634, grad_norm: 5.6133 2021-06-05 10:36:41,378 - mmaction - INFO - Epoch [57][300/1243] lr: 7.500e-04, eta: 14:12:10, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8047, top5_acc: 0.9339, loss_cls: 0.7715, loss: 0.7715, grad_norm: 5.6613 2021-06-05 10:36:59,717 - mmaction - INFO - Epoch [57][320/1243] lr: 7.500e-04, eta: 14:11:51, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8070, top5_acc: 0.9357, loss_cls: 0.7346, loss: 0.7346, grad_norm: 5.6390 2021-06-05 10:37:18,072 - mmaction - INFO - Epoch [57][340/1243] lr: 7.500e-04, eta: 14:11:32, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8057, top5_acc: 0.9404, loss_cls: 0.7418, loss: 0.7418, grad_norm: 5.7578 2021-06-05 10:37:36,440 - mmaction - INFO - Epoch [57][360/1243] lr: 7.500e-04, eta: 14:11:13, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9367, loss_cls: 0.6950, loss: 0.6950, grad_norm: 5.8108 2021-06-05 10:37:54,765 - mmaction - INFO - Epoch [57][380/1243] lr: 7.500e-04, eta: 14:10:54, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8104, top5_acc: 0.9339, loss_cls: 0.7420, loss: 0.7420, grad_norm: 5.6221 2021-06-05 10:38:13,115 - mmaction - INFO - Epoch [57][400/1243] lr: 7.500e-04, eta: 14:10:34, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8016, top5_acc: 0.9279, loss_cls: 0.7710, loss: 0.7710, grad_norm: 5.8371 2021-06-05 10:38:31,412 - mmaction - INFO - Epoch [57][420/1243] lr: 7.500e-04, eta: 14:10:15, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8052, top5_acc: 0.9279, loss_cls: 0.7608, loss: 0.7608, grad_norm: 5.8427 2021-06-05 10:38:49,660 - mmaction - INFO - Epoch [57][440/1243] lr: 7.500e-04, eta: 14:09:56, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.8154, top5_acc: 0.9299, loss_cls: 0.7207, loss: 0.7207, grad_norm: 7.1319 2021-06-05 10:39:08,005 - mmaction - INFO - Epoch [57][460/1243] lr: 7.500e-04, eta: 14:09:37, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8117, top5_acc: 0.9336, loss_cls: 0.7287, loss: 0.7287, grad_norm: 5.7381 2021-06-05 10:39:26,285 - mmaction - INFO - Epoch [57][480/1243] lr: 7.500e-04, eta: 14:09:18, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8052, top5_acc: 0.9346, loss_cls: 0.7730, loss: 0.7730, grad_norm: 6.0695 2021-06-05 10:39:44,645 - mmaction - INFO - Epoch [57][500/1243] lr: 7.500e-04, eta: 14:08:58, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7992, top5_acc: 0.9318, loss_cls: 0.7724, loss: 0.7724, grad_norm: 5.9799 2021-06-05 10:40:03,040 - mmaction - INFO - Epoch [57][520/1243] lr: 7.500e-04, eta: 14:08:39, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7987, top5_acc: 0.9354, loss_cls: 0.7703, loss: 0.7703, grad_norm: 5.6421 2021-06-05 10:40:21,371 - mmaction - INFO - Epoch [57][540/1243] lr: 7.500e-04, eta: 14:08:20, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8047, top5_acc: 0.9352, loss_cls: 0.7527, loss: 0.7527, grad_norm: 5.7220 2021-06-05 10:40:39,764 - mmaction - INFO - Epoch [57][560/1243] lr: 7.500e-04, eta: 14:08:01, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9354, loss_cls: 0.7391, loss: 0.7391, grad_norm: 6.2074 2021-06-05 10:40:58,196 - mmaction - INFO - Epoch [57][580/1243] lr: 7.500e-04, eta: 14:07:42, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.7997, top5_acc: 0.9310, loss_cls: 0.7725, loss: 0.7725, grad_norm: 7.6600 2021-06-05 10:41:16,566 - mmaction - INFO - Epoch [57][600/1243] lr: 7.500e-04, eta: 14:07:23, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8016, top5_acc: 0.9310, loss_cls: 0.7819, loss: 0.7819, grad_norm: 5.7824 2021-06-05 10:41:34,890 - mmaction - INFO - Epoch [57][620/1243] lr: 7.500e-04, eta: 14:07:04, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9331, loss_cls: 0.7438, loss: 0.7438, grad_norm: 6.0100 2021-06-05 10:41:53,181 - mmaction - INFO - Epoch [57][640/1243] lr: 7.500e-04, eta: 14:06:45, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8018, top5_acc: 0.9279, loss_cls: 0.7769, loss: 0.7769, grad_norm: 5.9379 2021-06-05 10:42:11,472 - mmaction - INFO - Epoch [57][660/1243] lr: 7.500e-04, eta: 14:06:25, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8094, top5_acc: 0.9378, loss_cls: 0.7339, loss: 0.7339, grad_norm: 5.4397 2021-06-05 10:42:29,713 - mmaction - INFO - Epoch [57][680/1243] lr: 7.500e-04, eta: 14:06:06, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.8013, top5_acc: 0.9331, loss_cls: 0.7748, loss: 0.7748, grad_norm: 5.6228 2021-06-05 10:42:48,009 - mmaction - INFO - Epoch [57][700/1243] lr: 7.500e-04, eta: 14:05:47, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8039, top5_acc: 0.9391, loss_cls: 0.7516, loss: 0.7516, grad_norm: 5.6016 2021-06-05 10:43:06,351 - mmaction - INFO - Epoch [57][720/1243] lr: 7.500e-04, eta: 14:05:28, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7940, top5_acc: 0.9339, loss_cls: 0.7549, loss: 0.7549, grad_norm: 5.8439 2021-06-05 10:43:24,686 - mmaction - INFO - Epoch [57][740/1243] lr: 7.500e-04, eta: 14:05:09, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8104, top5_acc: 0.9365, loss_cls: 0.7428, loss: 0.7428, grad_norm: 6.3608 2021-06-05 10:43:42,962 - mmaction - INFO - Epoch [57][760/1243] lr: 7.500e-04, eta: 14:04:49, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8174, top5_acc: 0.9367, loss_cls: 0.7264, loss: 0.7264, grad_norm: 5.6527 2021-06-05 10:44:01,306 - mmaction - INFO - Epoch [57][780/1243] lr: 7.500e-04, eta: 14:04:30, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8021, top5_acc: 0.9331, loss_cls: 0.7630, loss: 0.7630, grad_norm: 5.9660 2021-06-05 10:44:19,628 - mmaction - INFO - Epoch [57][800/1243] lr: 7.500e-04, eta: 14:04:11, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8091, top5_acc: 0.9398, loss_cls: 0.7383, loss: 0.7383, grad_norm: 6.7419 2021-06-05 10:44:37,945 - mmaction - INFO - Epoch [57][820/1243] lr: 7.500e-04, eta: 14:03:52, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7935, top5_acc: 0.9273, loss_cls: 0.8088, loss: 0.8088, grad_norm: 5.6592 2021-06-05 10:44:56,276 - mmaction - INFO - Epoch [57][840/1243] lr: 7.500e-04, eta: 14:03:33, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7987, top5_acc: 0.9305, loss_cls: 0.7917, loss: 0.7917, grad_norm: 5.8944 2021-06-05 10:45:14,630 - mmaction - INFO - Epoch [57][860/1243] lr: 7.500e-04, eta: 14:03:14, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8060, top5_acc: 0.9401, loss_cls: 0.7248, loss: 0.7248, grad_norm: 5.6927 2021-06-05 10:45:33,035 - mmaction - INFO - Epoch [57][880/1243] lr: 7.500e-04, eta: 14:02:55, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8083, top5_acc: 0.9328, loss_cls: 0.7424, loss: 0.7424, grad_norm: 5.5358 2021-06-05 10:45:51,348 - mmaction - INFO - Epoch [57][900/1243] lr: 7.500e-04, eta: 14:02:35, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8089, top5_acc: 0.9378, loss_cls: 0.7525, loss: 0.7525, grad_norm: 5.5429 2021-06-05 10:46:09,706 - mmaction - INFO - Epoch [57][920/1243] lr: 7.500e-04, eta: 14:02:16, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8060, top5_acc: 0.9323, loss_cls: 0.7636, loss: 0.7636, grad_norm: 5.6033 2021-06-05 10:46:28,020 - mmaction - INFO - Epoch [57][940/1243] lr: 7.500e-04, eta: 14:01:57, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8076, top5_acc: 0.9310, loss_cls: 0.7568, loss: 0.7568, grad_norm: 6.1909 2021-06-05 10:46:46,350 - mmaction - INFO - Epoch [57][960/1243] lr: 7.500e-04, eta: 14:01:38, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8023, top5_acc: 0.9333, loss_cls: 0.7680, loss: 0.7680, grad_norm: 6.0215 2021-06-05 10:47:04,857 - mmaction - INFO - Epoch [57][980/1243] lr: 7.500e-04, eta: 14:01:19, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9380, loss_cls: 0.7374, loss: 0.7374, grad_norm: 5.9934 2021-06-05 10:47:23,141 - mmaction - INFO - Epoch [57][1000/1243] lr: 7.500e-04, eta: 14:01:00, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7956, top5_acc: 0.9268, loss_cls: 0.8061, loss: 0.8061, grad_norm: 5.6692 2021-06-05 10:47:41,505 - mmaction - INFO - Epoch [57][1020/1243] lr: 7.500e-04, eta: 14:00:41, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8031, top5_acc: 0.9255, loss_cls: 0.7906, loss: 0.7906, grad_norm: 8.6658 2021-06-05 10:47:59,769 - mmaction - INFO - Epoch [57][1040/1243] lr: 7.500e-04, eta: 14:00:21, time: 0.914, data_time: 0.002, memory: 18352, top1_acc: 0.8143, top5_acc: 0.9422, loss_cls: 0.7152, loss: 0.7152, grad_norm: 6.4099 2021-06-05 10:48:18,199 - mmaction - INFO - Epoch [57][1060/1243] lr: 7.500e-04, eta: 14:00:02, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8146, top5_acc: 0.9357, loss_cls: 0.7317, loss: 0.7317, grad_norm: 6.8715 2021-06-05 10:48:36,598 - mmaction - INFO - Epoch [57][1080/1243] lr: 7.500e-04, eta: 13:59:43, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7969, top5_acc: 0.9328, loss_cls: 0.7976, loss: 0.7976, grad_norm: 6.6406 2021-06-05 10:48:54,881 - mmaction - INFO - Epoch [57][1100/1243] lr: 7.500e-04, eta: 13:59:24, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.8068, top5_acc: 0.9346, loss_cls: 0.7516, loss: 0.7516, grad_norm: 6.3463 2021-06-05 10:49:13,165 - mmaction - INFO - Epoch [57][1120/1243] lr: 7.500e-04, eta: 13:59:05, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8039, top5_acc: 0.9268, loss_cls: 0.7730, loss: 0.7730, grad_norm: 5.6477 2021-06-05 10:49:31,586 - mmaction - INFO - Epoch [57][1140/1243] lr: 7.500e-04, eta: 13:58:46, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8182, top5_acc: 0.9357, loss_cls: 0.7172, loss: 0.7172, grad_norm: 5.5507 2021-06-05 10:49:49,964 - mmaction - INFO - Epoch [57][1160/1243] lr: 7.500e-04, eta: 13:58:27, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8117, top5_acc: 0.9299, loss_cls: 0.7494, loss: 0.7494, grad_norm: 5.5050 2021-06-05 10:50:08,282 - mmaction - INFO - Epoch [57][1180/1243] lr: 7.500e-04, eta: 13:58:08, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8042, top5_acc: 0.9341, loss_cls: 0.7650, loss: 0.7650, grad_norm: 6.3865 2021-06-05 10:50:26,699 - mmaction - INFO - Epoch [57][1200/1243] lr: 7.500e-04, eta: 13:57:48, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7943, top5_acc: 0.9260, loss_cls: 0.8092, loss: 0.8092, grad_norm: 5.6202 2021-06-05 10:50:45,065 - mmaction - INFO - Epoch [57][1220/1243] lr: 7.500e-04, eta: 13:57:29, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7945, top5_acc: 0.9237, loss_cls: 0.8110, loss: 0.8110, grad_norm: 6.4603 2021-06-05 10:51:03,189 - mmaction - INFO - Epoch [57][1240/1243] lr: 7.500e-04, eta: 13:57:10, time: 0.906, data_time: 0.001, memory: 18352, top1_acc: 0.8086, top5_acc: 0.9294, loss_cls: 0.7406, loss: 0.7406, grad_norm: 5.7631 2021-06-05 10:53:26,754 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 10:53:27,409 - mmaction - INFO - top1_acc 0.7453 top5_acc 0.9119 2021-06-05 10:53:27,409 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 10:53:27,433 - mmaction - INFO - mean_acc 0.7453 2021-06-05 10:53:27,438 - mmaction - INFO - Saving checkpoint at 57 epochs 2021-06-05 10:53:28,564 - mmaction - INFO - Epoch(val) [57][104] top1_acc: 0.7453, top5_acc: 0.9119, mean_class_accuracy: 0.7453 2021-06-05 10:54:12,649 - mmaction - INFO - Epoch [58][20/1243] lr: 7.500e-04, eta: 13:57:05, time: 2.204, data_time: 1.277, memory: 18352, top1_acc: 0.8169, top5_acc: 0.9388, loss_cls: 0.7261, loss: 0.7261, grad_norm: 5.5673 2021-06-05 10:54:30,886 - mmaction - INFO - Epoch [58][40/1243] lr: 7.500e-04, eta: 13:56:46, time: 0.911, data_time: 0.001, memory: 18352, top1_acc: 0.8091, top5_acc: 0.9380, loss_cls: 0.7077, loss: 0.7077, grad_norm: 5.7638 2021-06-05 10:54:49,194 - mmaction - INFO - Epoch [58][60/1243] lr: 7.500e-04, eta: 13:56:27, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8018, top5_acc: 0.9305, loss_cls: 0.7701, loss: 0.7701, grad_norm: 6.6858 2021-06-05 10:55:07,514 - mmaction - INFO - Epoch [58][80/1243] lr: 7.500e-04, eta: 13:56:08, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9391, loss_cls: 0.7051, loss: 0.7051, grad_norm: 6.5406 2021-06-05 10:55:25,794 - mmaction - INFO - Epoch [58][100/1243] lr: 7.500e-04, eta: 13:55:49, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.8000, top5_acc: 0.9292, loss_cls: 0.7762, loss: 0.7762, grad_norm: 5.5639 2021-06-05 10:55:44,069 - mmaction - INFO - Epoch [58][120/1243] lr: 7.500e-04, eta: 13:55:29, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8055, top5_acc: 0.9320, loss_cls: 0.7754, loss: 0.7754, grad_norm: 5.7302 2021-06-05 10:56:02,257 - mmaction - INFO - Epoch [58][140/1243] lr: 7.500e-04, eta: 13:55:10, time: 0.909, data_time: 0.000, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9383, loss_cls: 0.7045, loss: 0.7045, grad_norm: 5.5840 2021-06-05 10:56:20,510 - mmaction - INFO - Epoch [58][160/1243] lr: 7.500e-04, eta: 13:54:51, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.8063, top5_acc: 0.9286, loss_cls: 0.7537, loss: 0.7537, grad_norm: 5.6931 2021-06-05 10:56:38,811 - mmaction - INFO - Epoch [58][180/1243] lr: 7.500e-04, eta: 13:54:32, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8169, top5_acc: 0.9393, loss_cls: 0.7412, loss: 0.7412, grad_norm: 6.7061 2021-06-05 10:56:57,093 - mmaction - INFO - Epoch [58][200/1243] lr: 7.500e-04, eta: 13:54:13, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8063, top5_acc: 0.9268, loss_cls: 0.7808, loss: 0.7808, grad_norm: 5.9205 2021-06-05 10:57:15,279 - mmaction - INFO - Epoch [58][220/1243] lr: 7.500e-04, eta: 13:53:53, time: 0.910, data_time: 0.001, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9331, loss_cls: 0.7464, loss: 0.7464, grad_norm: 6.0119 2021-06-05 10:57:33,525 - mmaction - INFO - Epoch [58][240/1243] lr: 7.500e-04, eta: 13:53:34, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.8169, top5_acc: 0.9328, loss_cls: 0.7275, loss: 0.7275, grad_norm: 6.4634 2021-06-05 10:57:51,763 - mmaction - INFO - Epoch [58][260/1243] lr: 7.500e-04, eta: 13:53:15, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.8031, top5_acc: 0.9273, loss_cls: 0.7745, loss: 0.7745, grad_norm: 5.4596 2021-06-05 10:58:10,086 - mmaction - INFO - Epoch [58][280/1243] lr: 7.500e-04, eta: 13:52:56, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8029, top5_acc: 0.9315, loss_cls: 0.7595, loss: 0.7595, grad_norm: 5.9856 2021-06-05 10:58:28,353 - mmaction - INFO - Epoch [58][300/1243] lr: 7.500e-04, eta: 13:52:37, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8138, top5_acc: 0.9289, loss_cls: 0.7539, loss: 0.7539, grad_norm: 5.7346 2021-06-05 10:58:46,707 - mmaction - INFO - Epoch [58][320/1243] lr: 7.500e-04, eta: 13:52:17, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8055, top5_acc: 0.9370, loss_cls: 0.7745, loss: 0.7745, grad_norm: 5.5564 2021-06-05 10:59:05,020 - mmaction - INFO - Epoch [58][340/1243] lr: 7.500e-04, eta: 13:51:58, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8047, top5_acc: 0.9349, loss_cls: 0.7391, loss: 0.7391, grad_norm: 5.7896 2021-06-05 10:59:23,438 - mmaction - INFO - Epoch [58][360/1243] lr: 7.500e-04, eta: 13:51:39, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8128, top5_acc: 0.9333, loss_cls: 0.7431, loss: 0.7431, grad_norm: 5.7742 2021-06-05 10:59:41,746 - mmaction - INFO - Epoch [58][380/1243] lr: 7.500e-04, eta: 13:51:20, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.8052, top5_acc: 0.9326, loss_cls: 0.7672, loss: 0.7672, grad_norm: 5.6056 2021-06-05 11:00:00,088 - mmaction - INFO - Epoch [58][400/1243] lr: 7.500e-04, eta: 13:51:01, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7974, top5_acc: 0.9320, loss_cls: 0.7762, loss: 0.7762, grad_norm: 5.6484 2021-06-05 11:00:18,523 - mmaction - INFO - Epoch [58][420/1243] lr: 7.500e-04, eta: 13:50:42, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8146, top5_acc: 0.9346, loss_cls: 0.7233, loss: 0.7233, grad_norm: 6.2429 2021-06-05 11:00:36,823 - mmaction - INFO - Epoch [58][440/1243] lr: 7.500e-04, eta: 13:50:23, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8104, top5_acc: 0.9299, loss_cls: 0.7638, loss: 0.7638, grad_norm: 5.5796 2021-06-05 11:00:55,152 - mmaction - INFO - Epoch [58][460/1243] lr: 7.500e-04, eta: 13:50:03, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8023, top5_acc: 0.9271, loss_cls: 0.7895, loss: 0.7895, grad_norm: 6.0362 2021-06-05 11:01:13,463 - mmaction - INFO - Epoch [58][480/1243] lr: 7.500e-04, eta: 13:49:44, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8112, top5_acc: 0.9320, loss_cls: 0.7360, loss: 0.7360, grad_norm: 5.5822 2021-06-05 11:01:31,782 - mmaction - INFO - Epoch [58][500/1243] lr: 7.500e-04, eta: 13:49:25, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.7971, top5_acc: 0.9279, loss_cls: 0.7852, loss: 0.7852, grad_norm: 5.7733 2021-06-05 11:01:50,092 - mmaction - INFO - Epoch [58][520/1243] lr: 7.500e-04, eta: 13:49:06, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8078, top5_acc: 0.9359, loss_cls: 0.7652, loss: 0.7652, grad_norm: 5.7349 2021-06-05 11:02:08,472 - mmaction - INFO - Epoch [58][540/1243] lr: 7.500e-04, eta: 13:48:47, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8055, top5_acc: 0.9349, loss_cls: 0.7477, loss: 0.7477, grad_norm: 5.6984 2021-06-05 11:02:26,730 - mmaction - INFO - Epoch [58][560/1243] lr: 7.500e-04, eta: 13:48:28, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9365, loss_cls: 0.7132, loss: 0.7132, grad_norm: 5.5968 2021-06-05 11:02:45,011 - mmaction - INFO - Epoch [58][580/1243] lr: 7.500e-04, eta: 13:48:09, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.7982, top5_acc: 0.9234, loss_cls: 0.7767, loss: 0.7767, grad_norm: 5.4931 2021-06-05 11:03:03,296 - mmaction - INFO - Epoch [58][600/1243] lr: 7.500e-04, eta: 13:47:49, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7990, top5_acc: 0.9289, loss_cls: 0.7879, loss: 0.7879, grad_norm: 5.5383 2021-06-05 11:03:21,546 - mmaction - INFO - Epoch [58][620/1243] lr: 7.500e-04, eta: 13:47:30, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.8036, top5_acc: 0.9320, loss_cls: 0.7833, loss: 0.7833, grad_norm: 5.8923 2021-06-05 11:03:39,822 - mmaction - INFO - Epoch [58][640/1243] lr: 7.500e-04, eta: 13:47:11, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.7961, top5_acc: 0.9286, loss_cls: 0.7862, loss: 0.7862, grad_norm: 5.7430 2021-06-05 11:03:58,091 - mmaction - INFO - Epoch [58][660/1243] lr: 7.500e-04, eta: 13:46:52, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8055, top5_acc: 0.9281, loss_cls: 0.7566, loss: 0.7566, grad_norm: 5.5819 2021-06-05 11:04:16,406 - mmaction - INFO - Epoch [58][680/1243] lr: 7.500e-04, eta: 13:46:33, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8143, top5_acc: 0.9318, loss_cls: 0.7524, loss: 0.7524, grad_norm: 5.4086 2021-06-05 11:04:34,712 - mmaction - INFO - Epoch [58][700/1243] lr: 7.500e-04, eta: 13:46:13, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8128, top5_acc: 0.9318, loss_cls: 0.7563, loss: 0.7563, grad_norm: 5.8945 2021-06-05 11:04:52,986 - mmaction - INFO - Epoch [58][720/1243] lr: 7.500e-04, eta: 13:45:54, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8052, top5_acc: 0.9302, loss_cls: 0.7729, loss: 0.7729, grad_norm: 5.7094 2021-06-05 11:05:11,265 - mmaction - INFO - Epoch [58][740/1243] lr: 7.500e-04, eta: 13:45:35, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8029, top5_acc: 0.9297, loss_cls: 0.7622, loss: 0.7622, grad_norm: 5.5489 2021-06-05 11:05:29,637 - mmaction - INFO - Epoch [58][760/1243] lr: 7.500e-04, eta: 13:45:16, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8130, top5_acc: 0.9336, loss_cls: 0.7581, loss: 0.7581, grad_norm: 5.8725 2021-06-05 11:05:47,931 - mmaction - INFO - Epoch [58][780/1243] lr: 7.500e-04, eta: 13:44:57, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.7917, top5_acc: 0.9318, loss_cls: 0.7894, loss: 0.7894, grad_norm: 5.6829 2021-06-05 11:06:06,328 - mmaction - INFO - Epoch [58][800/1243] lr: 7.500e-04, eta: 13:44:38, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9362, loss_cls: 0.7374, loss: 0.7374, grad_norm: 5.5388 2021-06-05 11:06:24,539 - mmaction - INFO - Epoch [58][820/1243] lr: 7.500e-04, eta: 13:44:19, time: 0.911, data_time: 0.001, memory: 18352, top1_acc: 0.8060, top5_acc: 0.9336, loss_cls: 0.7551, loss: 0.7551, grad_norm: 5.6794 2021-06-05 11:06:42,874 - mmaction - INFO - Epoch [58][840/1243] lr: 7.500e-04, eta: 13:43:59, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7984, top5_acc: 0.9247, loss_cls: 0.7847, loss: 0.7847, grad_norm: 5.6391 2021-06-05 11:07:01,262 - mmaction - INFO - Epoch [58][860/1243] lr: 7.500e-04, eta: 13:43:40, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8052, top5_acc: 0.9305, loss_cls: 0.7596, loss: 0.7596, grad_norm: 5.5446 2021-06-05 11:07:19,542 - mmaction - INFO - Epoch [58][880/1243] lr: 7.500e-04, eta: 13:43:21, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8148, top5_acc: 0.9310, loss_cls: 0.7386, loss: 0.7386, grad_norm: 6.3407 2021-06-05 11:07:37,917 - mmaction - INFO - Epoch [58][900/1243] lr: 7.500e-04, eta: 13:43:02, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.7919, top5_acc: 0.9250, loss_cls: 0.7828, loss: 0.7828, grad_norm: 5.7951 2021-06-05 11:07:56,255 - mmaction - INFO - Epoch [58][920/1243] lr: 7.500e-04, eta: 13:42:43, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8031, top5_acc: 0.9279, loss_cls: 0.7923, loss: 0.7923, grad_norm: 5.7177 2021-06-05 11:08:14,582 - mmaction - INFO - Epoch [58][940/1243] lr: 7.500e-04, eta: 13:42:24, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8102, top5_acc: 0.9352, loss_cls: 0.7455, loss: 0.7455, grad_norm: 5.7908 2021-06-05 11:08:32,848 - mmaction - INFO - Epoch [58][960/1243] lr: 7.500e-04, eta: 13:42:05, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8010, top5_acc: 0.9315, loss_cls: 0.7657, loss: 0.7657, grad_norm: 5.6830 2021-06-05 11:08:51,165 - mmaction - INFO - Epoch [58][980/1243] lr: 7.500e-04, eta: 13:41:45, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8008, top5_acc: 0.9305, loss_cls: 0.7662, loss: 0.7662, grad_norm: 6.7688 2021-06-05 11:09:09,454 - mmaction - INFO - Epoch [58][1000/1243] lr: 7.500e-04, eta: 13:41:26, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8042, top5_acc: 0.9279, loss_cls: 0.7744, loss: 0.7744, grad_norm: 5.9794 2021-06-05 11:09:27,769 - mmaction - INFO - Epoch [58][1020/1243] lr: 7.500e-04, eta: 13:41:07, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8026, top5_acc: 0.9333, loss_cls: 0.7670, loss: 0.7670, grad_norm: 5.5894 2021-06-05 11:09:46,122 - mmaction - INFO - Epoch [58][1040/1243] lr: 7.500e-04, eta: 13:40:48, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8081, top5_acc: 0.9276, loss_cls: 0.7753, loss: 0.7753, grad_norm: 5.7614 2021-06-05 11:10:04,477 - mmaction - INFO - Epoch [58][1060/1243] lr: 7.500e-04, eta: 13:40:29, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8055, top5_acc: 0.9258, loss_cls: 0.7800, loss: 0.7800, grad_norm: 5.5546 2021-06-05 11:10:22,894 - mmaction - INFO - Epoch [58][1080/1243] lr: 7.500e-04, eta: 13:40:10, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8055, top5_acc: 0.9344, loss_cls: 0.7317, loss: 0.7317, grad_norm: 5.8407 2021-06-05 11:10:41,303 - mmaction - INFO - Epoch [58][1100/1243] lr: 7.500e-04, eta: 13:39:51, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7990, top5_acc: 0.9362, loss_cls: 0.7548, loss: 0.7548, grad_norm: 6.0083 2021-06-05 11:10:59,684 - mmaction - INFO - Epoch [58][1120/1243] lr: 7.500e-04, eta: 13:39:32, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7971, top5_acc: 0.9339, loss_cls: 0.7725, loss: 0.7725, grad_norm: 5.9262 2021-06-05 11:11:17,999 - mmaction - INFO - Epoch [58][1140/1243] lr: 7.500e-04, eta: 13:39:13, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8065, top5_acc: 0.9299, loss_cls: 0.7541, loss: 0.7541, grad_norm: 5.7131 2021-06-05 11:11:36,305 - mmaction - INFO - Epoch [58][1160/1243] lr: 7.500e-04, eta: 13:38:53, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8031, top5_acc: 0.9305, loss_cls: 0.7536, loss: 0.7536, grad_norm: 7.2591 2021-06-05 11:11:54,601 - mmaction - INFO - Epoch [58][1180/1243] lr: 7.500e-04, eta: 13:38:34, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9362, loss_cls: 0.7341, loss: 0.7341, grad_norm: 5.8424 2021-06-05 11:12:12,915 - mmaction - INFO - Epoch [58][1200/1243] lr: 7.500e-04, eta: 13:38:15, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8060, top5_acc: 0.9313, loss_cls: 0.7676, loss: 0.7676, grad_norm: 5.9308 2021-06-05 11:12:31,313 - mmaction - INFO - Epoch [58][1220/1243] lr: 7.500e-04, eta: 13:37:56, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8052, top5_acc: 0.9326, loss_cls: 0.7258, loss: 0.7258, grad_norm: 5.4755 2021-06-05 11:12:49,475 - mmaction - INFO - Epoch [58][1240/1243] lr: 7.500e-04, eta: 13:37:37, time: 0.908, data_time: 0.001, memory: 18352, top1_acc: 0.8021, top5_acc: 0.9294, loss_cls: 0.7677, loss: 0.7677, grad_norm: 6.2351 2021-06-05 11:15:12,139 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 11:15:12,808 - mmaction - INFO - top1_acc 0.7449 top5_acc 0.9096 2021-06-05 11:15:12,808 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 11:15:12,833 - mmaction - INFO - mean_acc 0.7448 2021-06-05 11:15:12,838 - mmaction - INFO - Saving checkpoint at 58 epochs 2021-06-05 11:15:14,008 - mmaction - INFO - Epoch(val) [58][104] top1_acc: 0.7449, top5_acc: 0.9096, mean_class_accuracy: 0.7448 2021-06-05 11:15:57,818 - mmaction - INFO - Epoch [59][20/1243] lr: 7.500e-04, eta: 13:37:31, time: 2.190, data_time: 1.281, memory: 18352, top1_acc: 0.8143, top5_acc: 0.9310, loss_cls: 0.7394, loss: 0.7394, grad_norm: 6.0963 2021-06-05 11:16:16,106 - mmaction - INFO - Epoch [59][40/1243] lr: 7.500e-04, eta: 13:37:12, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8063, top5_acc: 0.9318, loss_cls: 0.7487, loss: 0.7487, grad_norm: 5.8722 2021-06-05 11:16:34,392 - mmaction - INFO - Epoch [59][60/1243] lr: 7.500e-04, eta: 13:36:53, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8180, top5_acc: 0.9391, loss_cls: 0.7188, loss: 0.7188, grad_norm: 6.0137 2021-06-05 11:16:52,663 - mmaction - INFO - Epoch [59][80/1243] lr: 7.500e-04, eta: 13:36:34, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8000, top5_acc: 0.9266, loss_cls: 0.7836, loss: 0.7836, grad_norm: 5.9953 2021-06-05 11:17:10,936 - mmaction - INFO - Epoch [59][100/1243] lr: 7.500e-04, eta: 13:36:15, time: 0.914, data_time: 0.002, memory: 18352, top1_acc: 0.7971, top5_acc: 0.9331, loss_cls: 0.7589, loss: 0.7589, grad_norm: 6.2344 2021-06-05 11:17:29,272 - mmaction - INFO - Epoch [59][120/1243] lr: 7.500e-04, eta: 13:35:55, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8094, top5_acc: 0.9258, loss_cls: 0.7744, loss: 0.7744, grad_norm: 5.7153 2021-06-05 11:17:47,552 - mmaction - INFO - Epoch [59][140/1243] lr: 7.500e-04, eta: 13:35:36, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8049, top5_acc: 0.9318, loss_cls: 0.7536, loss: 0.7536, grad_norm: 5.6462 2021-06-05 11:18:05,894 - mmaction - INFO - Epoch [59][160/1243] lr: 7.500e-04, eta: 13:35:17, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8164, top5_acc: 0.9406, loss_cls: 0.7135, loss: 0.7135, grad_norm: 5.4167 2021-06-05 11:18:24,271 - mmaction - INFO - Epoch [59][180/1243] lr: 7.500e-04, eta: 13:34:58, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8099, top5_acc: 0.9328, loss_cls: 0.7467, loss: 0.7467, grad_norm: 5.8269 2021-06-05 11:18:42,567 - mmaction - INFO - Epoch [59][200/1243] lr: 7.500e-04, eta: 13:34:39, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8039, top5_acc: 0.9302, loss_cls: 0.7759, loss: 0.7759, grad_norm: 5.8865 2021-06-05 11:19:00,903 - mmaction - INFO - Epoch [59][220/1243] lr: 7.500e-04, eta: 13:34:20, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8057, top5_acc: 0.9354, loss_cls: 0.7582, loss: 0.7582, grad_norm: 6.5241 2021-06-05 11:19:19,206 - mmaction - INFO - Epoch [59][240/1243] lr: 7.500e-04, eta: 13:34:01, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8167, top5_acc: 0.9333, loss_cls: 0.7082, loss: 0.7082, grad_norm: 5.4212 2021-06-05 11:19:37,536 - mmaction - INFO - Epoch [59][260/1243] lr: 7.500e-04, eta: 13:33:41, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8010, top5_acc: 0.9326, loss_cls: 0.7673, loss: 0.7673, grad_norm: 6.9510 2021-06-05 11:19:55,796 - mmaction - INFO - Epoch [59][280/1243] lr: 7.500e-04, eta: 13:33:22, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9414, loss_cls: 0.7214, loss: 0.7214, grad_norm: 5.5276 2021-06-05 11:20:14,153 - mmaction - INFO - Epoch [59][300/1243] lr: 7.500e-04, eta: 13:33:03, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8130, top5_acc: 0.9370, loss_cls: 0.7405, loss: 0.7405, grad_norm: 5.7160 2021-06-05 11:20:32,541 - mmaction - INFO - Epoch [59][320/1243] lr: 7.500e-04, eta: 13:32:44, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8156, top5_acc: 0.9372, loss_cls: 0.7139, loss: 0.7139, grad_norm: 5.3998 2021-06-05 11:20:50,847 - mmaction - INFO - Epoch [59][340/1243] lr: 7.500e-04, eta: 13:32:25, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8112, top5_acc: 0.9372, loss_cls: 0.7248, loss: 0.7248, grad_norm: 5.6309 2021-06-05 11:21:09,240 - mmaction - INFO - Epoch [59][360/1243] lr: 7.500e-04, eta: 13:32:06, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8174, top5_acc: 0.9427, loss_cls: 0.6914, loss: 0.6914, grad_norm: 5.4073 2021-06-05 11:21:27,562 - mmaction - INFO - Epoch [59][380/1243] lr: 7.500e-04, eta: 13:31:47, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8078, top5_acc: 0.9289, loss_cls: 0.7645, loss: 0.7645, grad_norm: 5.9577 2021-06-05 11:21:45,947 - mmaction - INFO - Epoch [59][400/1243] lr: 7.500e-04, eta: 13:31:28, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8122, top5_acc: 0.9396, loss_cls: 0.7360, loss: 0.7360, grad_norm: 5.6043 2021-06-05 11:22:04,393 - mmaction - INFO - Epoch [59][420/1243] lr: 7.500e-04, eta: 13:31:09, time: 0.923, data_time: 0.002, memory: 18352, top1_acc: 0.8044, top5_acc: 0.9292, loss_cls: 0.7694, loss: 0.7694, grad_norm: 5.6795 2021-06-05 11:22:22,713 - mmaction - INFO - Epoch [59][440/1243] lr: 7.500e-04, eta: 13:30:49, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8094, top5_acc: 0.9354, loss_cls: 0.7377, loss: 0.7377, grad_norm: 5.5084 2021-06-05 11:22:41,043 - mmaction - INFO - Epoch [59][460/1243] lr: 7.500e-04, eta: 13:30:30, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8143, top5_acc: 0.9372, loss_cls: 0.7335, loss: 0.7335, grad_norm: 5.5395 2021-06-05 11:22:59,357 - mmaction - INFO - Epoch [59][480/1243] lr: 7.500e-04, eta: 13:30:11, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8091, top5_acc: 0.9307, loss_cls: 0.7487, loss: 0.7487, grad_norm: 6.0339 2021-06-05 11:23:17,730 - mmaction - INFO - Epoch [59][500/1243] lr: 7.500e-04, eta: 13:29:52, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8042, top5_acc: 0.9286, loss_cls: 0.7504, loss: 0.7504, grad_norm: 6.1854 2021-06-05 11:23:36,082 - mmaction - INFO - Epoch [59][520/1243] lr: 7.500e-04, eta: 13:29:33, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8096, top5_acc: 0.9320, loss_cls: 0.7559, loss: 0.7559, grad_norm: 6.1947 2021-06-05 11:23:54,394 - mmaction - INFO - Epoch [59][540/1243] lr: 7.500e-04, eta: 13:29:14, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8135, top5_acc: 0.9359, loss_cls: 0.7425, loss: 0.7425, grad_norm: 5.8850 2021-06-05 11:24:12,767 - mmaction - INFO - Epoch [59][560/1243] lr: 7.500e-04, eta: 13:28:55, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8039, top5_acc: 0.9242, loss_cls: 0.7863, loss: 0.7863, grad_norm: 5.7584 2021-06-05 11:24:31,104 - mmaction - INFO - Epoch [59][580/1243] lr: 7.500e-04, eta: 13:28:36, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8229, top5_acc: 0.9375, loss_cls: 0.6978, loss: 0.6978, grad_norm: 5.6127 2021-06-05 11:24:49,440 - mmaction - INFO - Epoch [59][600/1243] lr: 7.500e-04, eta: 13:28:16, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9313, loss_cls: 0.7627, loss: 0.7627, grad_norm: 5.9401 2021-06-05 11:25:07,765 - mmaction - INFO - Epoch [59][620/1243] lr: 7.500e-04, eta: 13:27:57, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8167, top5_acc: 0.9370, loss_cls: 0.7177, loss: 0.7177, grad_norm: 5.9271 2021-06-05 11:25:26,190 - mmaction - INFO - Epoch [59][640/1243] lr: 7.500e-04, eta: 13:27:38, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.8135, top5_acc: 0.9341, loss_cls: 0.7304, loss: 0.7304, grad_norm: 5.9668 2021-06-05 11:25:44,665 - mmaction - INFO - Epoch [59][660/1243] lr: 7.500e-04, eta: 13:27:19, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8125, top5_acc: 0.9344, loss_cls: 0.7297, loss: 0.7297, grad_norm: 6.1686 2021-06-05 11:26:02,943 - mmaction - INFO - Epoch [59][680/1243] lr: 7.500e-04, eta: 13:27:00, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8099, top5_acc: 0.9336, loss_cls: 0.7427, loss: 0.7427, grad_norm: 6.3045 2021-06-05 11:26:21,331 - mmaction - INFO - Epoch [59][700/1243] lr: 7.500e-04, eta: 13:26:41, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8076, top5_acc: 0.9320, loss_cls: 0.7623, loss: 0.7623, grad_norm: 6.6523 2021-06-05 11:26:39,676 - mmaction - INFO - Epoch [59][720/1243] lr: 7.500e-04, eta: 13:26:22, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8076, top5_acc: 0.9276, loss_cls: 0.7645, loss: 0.7645, grad_norm: 6.7441 2021-06-05 11:26:57,967 - mmaction - INFO - Epoch [59][740/1243] lr: 7.500e-04, eta: 13:26:03, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8047, top5_acc: 0.9370, loss_cls: 0.7521, loss: 0.7521, grad_norm: 6.7925 2021-06-05 11:27:16,363 - mmaction - INFO - Epoch [59][760/1243] lr: 7.500e-04, eta: 13:25:44, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8099, top5_acc: 0.9357, loss_cls: 0.7390, loss: 0.7390, grad_norm: 6.1284 2021-06-05 11:27:34,745 - mmaction - INFO - Epoch [59][780/1243] lr: 7.500e-04, eta: 13:25:25, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.8052, top5_acc: 0.9302, loss_cls: 0.7563, loss: 0.7563, grad_norm: 6.0023 2021-06-05 11:27:53,128 - mmaction - INFO - Epoch [59][800/1243] lr: 7.500e-04, eta: 13:25:05, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8044, top5_acc: 0.9315, loss_cls: 0.7753, loss: 0.7753, grad_norm: 7.2860 2021-06-05 11:28:11,526 - mmaction - INFO - Epoch [59][820/1243] lr: 7.500e-04, eta: 13:24:46, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8125, top5_acc: 0.9326, loss_cls: 0.7398, loss: 0.7398, grad_norm: 5.6719 2021-06-05 11:28:29,884 - mmaction - INFO - Epoch [59][840/1243] lr: 7.500e-04, eta: 13:24:27, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8078, top5_acc: 0.9323, loss_cls: 0.7551, loss: 0.7551, grad_norm: 6.2456 2021-06-05 11:28:48,224 - mmaction - INFO - Epoch [59][860/1243] lr: 7.500e-04, eta: 13:24:08, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8049, top5_acc: 0.9281, loss_cls: 0.7618, loss: 0.7618, grad_norm: 5.7901 2021-06-05 11:29:06,579 - mmaction - INFO - Epoch [59][880/1243] lr: 7.500e-04, eta: 13:23:49, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9391, loss_cls: 0.7164, loss: 0.7164, grad_norm: 5.9613 2021-06-05 11:29:24,927 - mmaction - INFO - Epoch [59][900/1243] lr: 7.500e-04, eta: 13:23:30, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8065, top5_acc: 0.9302, loss_cls: 0.7706, loss: 0.7706, grad_norm: 5.8116 2021-06-05 11:29:43,276 - mmaction - INFO - Epoch [59][920/1243] lr: 7.500e-04, eta: 13:23:11, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7948, top5_acc: 0.9232, loss_cls: 0.8211, loss: 0.8211, grad_norm: 5.7897 2021-06-05 11:30:01,666 - mmaction - INFO - Epoch [59][940/1243] lr: 7.500e-04, eta: 13:22:52, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7945, top5_acc: 0.9237, loss_cls: 0.8001, loss: 0.8001, grad_norm: 6.3128 2021-06-05 11:30:19,991 - mmaction - INFO - Epoch [59][960/1243] lr: 7.500e-04, eta: 13:22:33, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8008, top5_acc: 0.9310, loss_cls: 0.7654, loss: 0.7654, grad_norm: 5.7257 2021-06-05 11:30:38,449 - mmaction - INFO - Epoch [59][980/1243] lr: 7.500e-04, eta: 13:22:14, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8049, top5_acc: 0.9331, loss_cls: 0.7287, loss: 0.7287, grad_norm: 6.2568 2021-06-05 11:30:56,890 - mmaction - INFO - Epoch [59][1000/1243] lr: 7.500e-04, eta: 13:21:55, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8031, top5_acc: 0.9273, loss_cls: 0.7714, loss: 0.7714, grad_norm: 5.9249 2021-06-05 11:31:15,293 - mmaction - INFO - Epoch [59][1020/1243] lr: 7.500e-04, eta: 13:21:36, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8013, top5_acc: 0.9292, loss_cls: 0.7628, loss: 0.7628, grad_norm: 6.5011 2021-06-05 11:31:33,708 - mmaction - INFO - Epoch [59][1040/1243] lr: 7.500e-04, eta: 13:21:16, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8034, top5_acc: 0.9258, loss_cls: 0.7776, loss: 0.7776, grad_norm: 5.8528 2021-06-05 11:31:52,027 - mmaction - INFO - Epoch [59][1060/1243] lr: 7.500e-04, eta: 13:20:57, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8182, top5_acc: 0.9346, loss_cls: 0.7109, loss: 0.7109, grad_norm: 6.4222 2021-06-05 11:32:10,443 - mmaction - INFO - Epoch [59][1080/1243] lr: 7.500e-04, eta: 13:20:38, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8115, top5_acc: 0.9372, loss_cls: 0.7361, loss: 0.7361, grad_norm: 6.6071 2021-06-05 11:32:28,834 - mmaction - INFO - Epoch [59][1100/1243] lr: 7.500e-04, eta: 13:20:19, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8154, top5_acc: 0.9331, loss_cls: 0.7339, loss: 0.7339, grad_norm: 5.5619 2021-06-05 11:32:47,172 - mmaction - INFO - Epoch [59][1120/1243] lr: 7.500e-04, eta: 13:20:00, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9419, loss_cls: 0.7008, loss: 0.7008, grad_norm: 6.1493 2021-06-05 11:33:05,540 - mmaction - INFO - Epoch [59][1140/1243] lr: 7.500e-04, eta: 13:19:41, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8070, top5_acc: 0.9362, loss_cls: 0.7303, loss: 0.7303, grad_norm: 5.7670 2021-06-05 11:33:24,026 - mmaction - INFO - Epoch [59][1160/1243] lr: 7.500e-04, eta: 13:19:22, time: 0.924, data_time: 0.000, memory: 18352, top1_acc: 0.8076, top5_acc: 0.9318, loss_cls: 0.7449, loss: 0.7449, grad_norm: 6.9049 2021-06-05 11:33:42,416 - mmaction - INFO - Epoch [59][1180/1243] lr: 7.500e-04, eta: 13:19:03, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8023, top5_acc: 0.9276, loss_cls: 0.7574, loss: 0.7574, grad_norm: 6.1457 2021-06-05 11:34:00,828 - mmaction - INFO - Epoch [59][1200/1243] lr: 7.500e-04, eta: 13:18:44, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7979, top5_acc: 0.9242, loss_cls: 0.7992, loss: 0.7992, grad_norm: 8.3794 2021-06-05 11:34:19,203 - mmaction - INFO - Epoch [59][1220/1243] lr: 7.500e-04, eta: 13:18:25, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.7974, top5_acc: 0.9297, loss_cls: 0.7700, loss: 0.7700, grad_norm: 5.7226 2021-06-05 11:34:37,306 - mmaction - INFO - Epoch [59][1240/1243] lr: 7.500e-04, eta: 13:18:06, time: 0.906, data_time: 0.001, memory: 18352, top1_acc: 0.7974, top5_acc: 0.9258, loss_cls: 0.8070, loss: 0.8070, grad_norm: 9.7469 2021-06-05 11:37:01,024 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 11:37:01,691 - mmaction - INFO - top1_acc 0.7426 top5_acc 0.9096 2021-06-05 11:37:01,692 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 11:37:01,716 - mmaction - INFO - mean_acc 0.7426 2021-06-05 11:37:01,721 - mmaction - INFO - Saving checkpoint at 59 epochs 2021-06-05 11:37:02,842 - mmaction - INFO - Epoch(val) [59][104] top1_acc: 0.7426, top5_acc: 0.9096, mean_class_accuracy: 0.7426 2021-06-05 11:37:46,999 - mmaction - INFO - Epoch [60][20/1243] lr: 7.500e-04, eta: 13:18:00, time: 2.207, data_time: 1.252, memory: 18352, top1_acc: 0.8094, top5_acc: 0.9339, loss_cls: 0.7428, loss: 0.7428, grad_norm: 5.9889 2021-06-05 11:38:05,306 - mmaction - INFO - Epoch [60][40/1243] lr: 7.500e-04, eta: 13:17:40, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8047, top5_acc: 0.9263, loss_cls: 0.7712, loss: 0.7712, grad_norm: 6.0819 2021-06-05 11:38:23,597 - mmaction - INFO - Epoch [60][60/1243] lr: 7.500e-04, eta: 13:17:21, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9349, loss_cls: 0.7175, loss: 0.7175, grad_norm: 5.8331 2021-06-05 11:38:41,910 - mmaction - INFO - Epoch [60][80/1243] lr: 7.500e-04, eta: 13:17:02, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8096, top5_acc: 0.9331, loss_cls: 0.7294, loss: 0.7294, grad_norm: 5.6139 2021-06-05 11:39:00,291 - mmaction - INFO - Epoch [60][100/1243] lr: 7.500e-04, eta: 13:16:43, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8034, top5_acc: 0.9349, loss_cls: 0.7327, loss: 0.7327, grad_norm: 5.5621 2021-06-05 11:39:18,674 - mmaction - INFO - Epoch [60][120/1243] lr: 7.500e-04, eta: 13:16:24, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8122, top5_acc: 0.9378, loss_cls: 0.7242, loss: 0.7242, grad_norm: 5.4535 2021-06-05 11:39:37,076 - mmaction - INFO - Epoch [60][140/1243] lr: 7.500e-04, eta: 13:16:05, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.8034, top5_acc: 0.9281, loss_cls: 0.7590, loss: 0.7590, grad_norm: 6.7086 2021-06-05 11:39:55,451 - mmaction - INFO - Epoch [60][160/1243] lr: 7.500e-04, eta: 13:15:46, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8010, top5_acc: 0.9221, loss_cls: 0.7790, loss: 0.7790, grad_norm: 5.8020 2021-06-05 11:40:13,779 - mmaction - INFO - Epoch [60][180/1243] lr: 7.500e-04, eta: 13:15:27, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8057, top5_acc: 0.9284, loss_cls: 0.7767, loss: 0.7767, grad_norm: 5.8431 2021-06-05 11:40:32,198 - mmaction - INFO - Epoch [60][200/1243] lr: 7.500e-04, eta: 13:15:08, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8086, top5_acc: 0.9305, loss_cls: 0.7700, loss: 0.7700, grad_norm: 5.6540 2021-06-05 11:40:50,602 - mmaction - INFO - Epoch [60][220/1243] lr: 7.500e-04, eta: 13:14:49, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8042, top5_acc: 0.9271, loss_cls: 0.7750, loss: 0.7750, grad_norm: 5.7858 2021-06-05 11:41:08,899 - mmaction - INFO - Epoch [60][240/1243] lr: 7.500e-04, eta: 13:14:29, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8078, top5_acc: 0.9286, loss_cls: 0.7545, loss: 0.7545, grad_norm: 6.1501 2021-06-05 11:41:27,286 - mmaction - INFO - Epoch [60][260/1243] lr: 7.500e-04, eta: 13:14:10, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8133, top5_acc: 0.9344, loss_cls: 0.7214, loss: 0.7214, grad_norm: 5.6634 2021-06-05 11:41:45,641 - mmaction - INFO - Epoch [60][280/1243] lr: 7.500e-04, eta: 13:13:51, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9349, loss_cls: 0.7502, loss: 0.7502, grad_norm: 5.8897 2021-06-05 11:42:04,030 - mmaction - INFO - Epoch [60][300/1243] lr: 7.500e-04, eta: 13:13:32, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8177, top5_acc: 0.9380, loss_cls: 0.7062, loss: 0.7062, grad_norm: 5.9255 2021-06-05 11:42:22,452 - mmaction - INFO - Epoch [60][320/1243] lr: 7.500e-04, eta: 13:13:13, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8029, top5_acc: 0.9326, loss_cls: 0.7600, loss: 0.7600, grad_norm: 5.7551 2021-06-05 11:42:40,765 - mmaction - INFO - Epoch [60][340/1243] lr: 7.500e-04, eta: 13:12:54, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8081, top5_acc: 0.9305, loss_cls: 0.7680, loss: 0.7680, grad_norm: 5.2757 2021-06-05 11:42:59,150 - mmaction - INFO - Epoch [60][360/1243] lr: 7.500e-04, eta: 13:12:35, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8029, top5_acc: 0.9302, loss_cls: 0.7763, loss: 0.7763, grad_norm: 5.5449 2021-06-05 11:43:17,632 - mmaction - INFO - Epoch [60][380/1243] lr: 7.500e-04, eta: 13:12:16, time: 0.924, data_time: 0.000, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9299, loss_cls: 0.7444, loss: 0.7444, grad_norm: 5.6714 2021-06-05 11:43:36,003 - mmaction - INFO - Epoch [60][400/1243] lr: 7.500e-04, eta: 13:11:57, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8112, top5_acc: 0.9279, loss_cls: 0.7533, loss: 0.7533, grad_norm: 5.4208 2021-06-05 11:43:54,341 - mmaction - INFO - Epoch [60][420/1243] lr: 7.500e-04, eta: 13:11:38, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8133, top5_acc: 0.9352, loss_cls: 0.7340, loss: 0.7340, grad_norm: 5.6296 2021-06-05 11:44:12,717 - mmaction - INFO - Epoch [60][440/1243] lr: 7.500e-04, eta: 13:11:19, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8052, top5_acc: 0.9245, loss_cls: 0.7695, loss: 0.7695, grad_norm: 5.6845 2021-06-05 11:44:30,995 - mmaction - INFO - Epoch [60][460/1243] lr: 7.500e-04, eta: 13:10:59, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8146, top5_acc: 0.9354, loss_cls: 0.7383, loss: 0.7383, grad_norm: 5.4508 2021-06-05 11:44:49,443 - mmaction - INFO - Epoch [60][480/1243] lr: 7.500e-04, eta: 13:10:40, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8000, top5_acc: 0.9294, loss_cls: 0.7853, loss: 0.7853, grad_norm: 5.7971 2021-06-05 11:45:07,860 - mmaction - INFO - Epoch [60][500/1243] lr: 7.500e-04, eta: 13:10:21, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8208, top5_acc: 0.9406, loss_cls: 0.7078, loss: 0.7078, grad_norm: 5.5218 2021-06-05 11:45:26,209 - mmaction - INFO - Epoch [60][520/1243] lr: 7.500e-04, eta: 13:10:02, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8065, top5_acc: 0.9362, loss_cls: 0.7468, loss: 0.7468, grad_norm: 5.6289 2021-06-05 11:45:44,551 - mmaction - INFO - Epoch [60][540/1243] lr: 7.500e-04, eta: 13:09:43, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8115, top5_acc: 0.9344, loss_cls: 0.7333, loss: 0.7333, grad_norm: 5.3912 2021-06-05 11:46:02,909 - mmaction - INFO - Epoch [60][560/1243] lr: 7.500e-04, eta: 13:09:24, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9307, loss_cls: 0.7389, loss: 0.7389, grad_norm: 6.1033 2021-06-05 11:46:21,261 - mmaction - INFO - Epoch [60][580/1243] lr: 7.500e-04, eta: 13:09:05, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8003, top5_acc: 0.9378, loss_cls: 0.7598, loss: 0.7598, grad_norm: 5.8115 2021-06-05 11:46:39,601 - mmaction - INFO - Epoch [60][600/1243] lr: 7.500e-04, eta: 13:08:46, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8031, top5_acc: 0.9357, loss_cls: 0.7314, loss: 0.7314, grad_norm: 6.0382 2021-06-05 11:46:58,046 - mmaction - INFO - Epoch [60][620/1243] lr: 7.500e-04, eta: 13:08:27, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8096, top5_acc: 0.9299, loss_cls: 0.7577, loss: 0.7577, grad_norm: 5.8797 2021-06-05 11:47:16,431 - mmaction - INFO - Epoch [60][640/1243] lr: 7.500e-04, eta: 13:08:08, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7948, top5_acc: 0.9302, loss_cls: 0.7793, loss: 0.7793, grad_norm: 5.7776 2021-06-05 11:47:34,753 - mmaction - INFO - Epoch [60][660/1243] lr: 7.500e-04, eta: 13:07:49, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8164, top5_acc: 0.9336, loss_cls: 0.7368, loss: 0.7368, grad_norm: 5.6412 2021-06-05 11:47:53,102 - mmaction - INFO - Epoch [60][680/1243] lr: 7.500e-04, eta: 13:07:30, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8047, top5_acc: 0.9310, loss_cls: 0.7791, loss: 0.7791, grad_norm: 5.5319 2021-06-05 11:48:11,463 - mmaction - INFO - Epoch [60][700/1243] lr: 7.500e-04, eta: 13:07:11, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8169, top5_acc: 0.9315, loss_cls: 0.7315, loss: 0.7315, grad_norm: 6.4131 2021-06-05 11:48:29,855 - mmaction - INFO - Epoch [60][720/1243] lr: 7.500e-04, eta: 13:06:51, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9318, loss_cls: 0.7414, loss: 0.7414, grad_norm: 5.8142 2021-06-05 11:48:48,299 - mmaction - INFO - Epoch [60][740/1243] lr: 7.500e-04, eta: 13:06:32, time: 0.923, data_time: 0.002, memory: 18352, top1_acc: 0.8016, top5_acc: 0.9354, loss_cls: 0.7553, loss: 0.7553, grad_norm: 6.3185 2021-06-05 11:49:06,653 - mmaction - INFO - Epoch [60][760/1243] lr: 7.500e-04, eta: 13:06:13, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8068, top5_acc: 0.9307, loss_cls: 0.7643, loss: 0.7643, grad_norm: 5.7136 2021-06-05 11:49:25,082 - mmaction - INFO - Epoch [60][780/1243] lr: 7.500e-04, eta: 13:05:54, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8096, top5_acc: 0.9336, loss_cls: 0.7663, loss: 0.7663, grad_norm: 6.1305 2021-06-05 11:49:43,524 - mmaction - INFO - Epoch [60][800/1243] lr: 7.500e-04, eta: 13:05:35, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8047, top5_acc: 0.9354, loss_cls: 0.7419, loss: 0.7419, grad_norm: 5.3779 2021-06-05 11:50:01,910 - mmaction - INFO - Epoch [60][820/1243] lr: 7.500e-04, eta: 13:05:16, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.8013, top5_acc: 0.9263, loss_cls: 0.7750, loss: 0.7750, grad_norm: 5.8899 2021-06-05 11:50:20,294 - mmaction - INFO - Epoch [60][840/1243] lr: 7.500e-04, eta: 13:04:57, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8164, top5_acc: 0.9365, loss_cls: 0.7189, loss: 0.7189, grad_norm: 6.9405 2021-06-05 11:50:38,701 - mmaction - INFO - Epoch [60][860/1243] lr: 7.500e-04, eta: 13:04:38, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8096, top5_acc: 0.9313, loss_cls: 0.7395, loss: 0.7395, grad_norm: 9.2796 2021-06-05 11:50:57,064 - mmaction - INFO - Epoch [60][880/1243] lr: 7.500e-04, eta: 13:04:19, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8008, top5_acc: 0.9346, loss_cls: 0.7790, loss: 0.7790, grad_norm: 5.7511 2021-06-05 11:51:15,518 - mmaction - INFO - Epoch [60][900/1243] lr: 7.500e-04, eta: 13:04:00, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8167, top5_acc: 0.9370, loss_cls: 0.7201, loss: 0.7201, grad_norm: 5.5308 2021-06-05 11:51:33,881 - mmaction - INFO - Epoch [60][920/1243] lr: 7.500e-04, eta: 13:03:41, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7883, top5_acc: 0.9279, loss_cls: 0.7962, loss: 0.7962, grad_norm: 6.1926 2021-06-05 11:51:52,225 - mmaction - INFO - Epoch [60][940/1243] lr: 7.500e-04, eta: 13:03:22, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9245, loss_cls: 0.7591, loss: 0.7591, grad_norm: 6.3563 2021-06-05 11:52:10,611 - mmaction - INFO - Epoch [60][960/1243] lr: 7.500e-04, eta: 13:03:03, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8133, top5_acc: 0.9352, loss_cls: 0.7325, loss: 0.7325, grad_norm: 5.3809 2021-06-05 11:52:28,983 - mmaction - INFO - Epoch [60][980/1243] lr: 7.500e-04, eta: 13:02:44, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8141, top5_acc: 0.9339, loss_cls: 0.7318, loss: 0.7318, grad_norm: 5.6682 2021-06-05 11:52:47,422 - mmaction - INFO - Epoch [60][1000/1243] lr: 7.500e-04, eta: 13:02:25, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8016, top5_acc: 0.9341, loss_cls: 0.7518, loss: 0.7518, grad_norm: 5.6594 2021-06-05 11:53:05,846 - mmaction - INFO - Epoch [60][1020/1243] lr: 7.500e-04, eta: 13:02:06, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8078, top5_acc: 0.9307, loss_cls: 0.7527, loss: 0.7527, grad_norm: 5.8861 2021-06-05 11:53:24,257 - mmaction - INFO - Epoch [60][1040/1243] lr: 7.500e-04, eta: 13:01:47, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8026, top5_acc: 0.9331, loss_cls: 0.7565, loss: 0.7565, grad_norm: 6.1282 2021-06-05 11:53:42,688 - mmaction - INFO - Epoch [60][1060/1243] lr: 7.500e-04, eta: 13:01:27, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.7932, top5_acc: 0.9216, loss_cls: 0.8220, loss: 0.8220, grad_norm: 6.1126 2021-06-05 11:54:01,071 - mmaction - INFO - Epoch [60][1080/1243] lr: 7.500e-04, eta: 13:01:08, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8221, top5_acc: 0.9391, loss_cls: 0.6957, loss: 0.6957, grad_norm: 5.3447 2021-06-05 11:54:19,559 - mmaction - INFO - Epoch [60][1100/1243] lr: 7.500e-04, eta: 13:00:49, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.8148, top5_acc: 0.9367, loss_cls: 0.7343, loss: 0.7343, grad_norm: 6.1274 2021-06-05 11:54:38,082 - mmaction - INFO - Epoch [60][1120/1243] lr: 7.500e-04, eta: 13:00:30, time: 0.926, data_time: 0.001, memory: 18352, top1_acc: 0.8039, top5_acc: 0.9313, loss_cls: 0.7718, loss: 0.7718, grad_norm: 5.6377 2021-06-05 11:54:56,447 - mmaction - INFO - Epoch [60][1140/1243] lr: 7.500e-04, eta: 13:00:11, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.7956, top5_acc: 0.9263, loss_cls: 0.7972, loss: 0.7972, grad_norm: 6.0942 2021-06-05 11:55:14,771 - mmaction - INFO - Epoch [60][1160/1243] lr: 7.500e-04, eta: 12:59:52, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8143, top5_acc: 0.9378, loss_cls: 0.7253, loss: 0.7253, grad_norm: 5.4494 2021-06-05 11:55:33,242 - mmaction - INFO - Epoch [60][1180/1243] lr: 7.500e-04, eta: 12:59:33, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8029, top5_acc: 0.9279, loss_cls: 0.7759, loss: 0.7759, grad_norm: 5.6261 2021-06-05 11:55:51,693 - mmaction - INFO - Epoch [60][1200/1243] lr: 7.500e-04, eta: 12:59:14, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8055, top5_acc: 0.9372, loss_cls: 0.7555, loss: 0.7555, grad_norm: 5.8597 2021-06-05 11:56:10,083 - mmaction - INFO - Epoch [60][1220/1243] lr: 7.500e-04, eta: 12:58:55, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8128, top5_acc: 0.9367, loss_cls: 0.7209, loss: 0.7209, grad_norm: 5.5811 2021-06-05 11:56:28,206 - mmaction - INFO - Epoch [60][1240/1243] lr: 7.500e-04, eta: 12:58:36, time: 0.907, data_time: 0.001, memory: 18352, top1_acc: 0.7992, top5_acc: 0.9250, loss_cls: 0.7780, loss: 0.7780, grad_norm: 5.7854 2021-06-05 11:58:50,935 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 11:58:51,589 - mmaction - INFO - top1_acc 0.7458 top5_acc 0.9090 2021-06-05 11:58:51,589 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 11:58:51,612 - mmaction - INFO - mean_acc 0.7458 2021-06-05 11:58:51,617 - mmaction - INFO - Saving checkpoint at 60 epochs 2021-06-05 11:58:52,779 - mmaction - INFO - Epoch(val) [60][104] top1_acc: 0.7458, top5_acc: 0.9090, mean_class_accuracy: 0.7458 2021-06-05 11:59:37,367 - mmaction - INFO - Epoch [61][20/1243] lr: 7.500e-04, eta: 12:58:30, time: 2.229, data_time: 1.320, memory: 18352, top1_acc: 0.8167, top5_acc: 0.9336, loss_cls: 0.7255, loss: 0.7255, grad_norm: 5.4771 2021-06-05 11:59:55,753 - mmaction - INFO - Epoch [61][40/1243] lr: 7.500e-04, eta: 12:58:11, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8094, top5_acc: 0.9339, loss_cls: 0.7258, loss: 0.7258, grad_norm: 5.7048 2021-06-05 12:00:14,124 - mmaction - INFO - Epoch [61][60/1243] lr: 7.500e-04, eta: 12:57:52, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8026, top5_acc: 0.9224, loss_cls: 0.7903, loss: 0.7903, grad_norm: 5.6951 2021-06-05 12:00:32,504 - mmaction - INFO - Epoch [61][80/1243] lr: 7.500e-04, eta: 12:57:32, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8076, top5_acc: 0.9380, loss_cls: 0.7454, loss: 0.7454, grad_norm: 5.4250 2021-06-05 12:00:50,884 - mmaction - INFO - Epoch [61][100/1243] lr: 7.500e-04, eta: 12:57:13, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8003, top5_acc: 0.9273, loss_cls: 0.7660, loss: 0.7660, grad_norm: 6.3415 2021-06-05 12:01:09,287 - mmaction - INFO - Epoch [61][120/1243] lr: 7.500e-04, eta: 12:56:54, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9323, loss_cls: 0.7499, loss: 0.7499, grad_norm: 6.0149 2021-06-05 12:01:27,691 - mmaction - INFO - Epoch [61][140/1243] lr: 7.500e-04, eta: 12:56:35, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8052, top5_acc: 0.9331, loss_cls: 0.7578, loss: 0.7578, grad_norm: 5.5272 2021-06-05 12:01:45,979 - mmaction - INFO - Epoch [61][160/1243] lr: 7.500e-04, eta: 12:56:16, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8242, top5_acc: 0.9424, loss_cls: 0.6791, loss: 0.6791, grad_norm: 5.6201 2021-06-05 12:02:04,362 - mmaction - INFO - Epoch [61][180/1243] lr: 7.500e-04, eta: 12:55:57, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8049, top5_acc: 0.9260, loss_cls: 0.7594, loss: 0.7594, grad_norm: 5.5841 2021-06-05 12:02:22,748 - mmaction - INFO - Epoch [61][200/1243] lr: 7.500e-04, eta: 12:55:38, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.7964, top5_acc: 0.9281, loss_cls: 0.7993, loss: 0.7993, grad_norm: 6.0615 2021-06-05 12:02:41,076 - mmaction - INFO - Epoch [61][220/1243] lr: 7.500e-04, eta: 12:55:19, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9302, loss_cls: 0.7361, loss: 0.7361, grad_norm: 5.6841 2021-06-05 12:02:59,398 - mmaction - INFO - Epoch [61][240/1243] lr: 7.500e-04, eta: 12:55:00, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8034, top5_acc: 0.9271, loss_cls: 0.7681, loss: 0.7681, grad_norm: 5.5708 2021-06-05 12:03:17,729 - mmaction - INFO - Epoch [61][260/1243] lr: 7.500e-04, eta: 12:54:41, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8003, top5_acc: 0.9359, loss_cls: 0.7479, loss: 0.7479, grad_norm: 6.1726 2021-06-05 12:03:36,094 - mmaction - INFO - Epoch [61][280/1243] lr: 7.500e-04, eta: 12:54:22, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8086, top5_acc: 0.9307, loss_cls: 0.7518, loss: 0.7518, grad_norm: 5.7943 2021-06-05 12:03:54,450 - mmaction - INFO - Epoch [61][300/1243] lr: 7.500e-04, eta: 12:54:02, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8094, top5_acc: 0.9349, loss_cls: 0.7560, loss: 0.7560, grad_norm: 5.9438 2021-06-05 12:04:12,879 - mmaction - INFO - Epoch [61][320/1243] lr: 7.500e-04, eta: 12:53:43, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8138, top5_acc: 0.9352, loss_cls: 0.7183, loss: 0.7183, grad_norm: 5.3047 2021-06-05 12:04:31,368 - mmaction - INFO - Epoch [61][340/1243] lr: 7.500e-04, eta: 12:53:24, time: 0.924, data_time: 0.000, memory: 18352, top1_acc: 0.8052, top5_acc: 0.9313, loss_cls: 0.7545, loss: 0.7545, grad_norm: 5.7831 2021-06-05 12:04:49,726 - mmaction - INFO - Epoch [61][360/1243] lr: 7.500e-04, eta: 12:53:05, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8044, top5_acc: 0.9339, loss_cls: 0.7674, loss: 0.7674, grad_norm: 6.1826 2021-06-05 12:05:08,086 - mmaction - INFO - Epoch [61][380/1243] lr: 7.500e-04, eta: 12:52:46, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8102, top5_acc: 0.9315, loss_cls: 0.7539, loss: 0.7539, grad_norm: 5.3981 2021-06-05 12:05:26,524 - mmaction - INFO - Epoch [61][400/1243] lr: 7.500e-04, eta: 12:52:27, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8229, top5_acc: 0.9424, loss_cls: 0.6837, loss: 0.6837, grad_norm: 5.5707 2021-06-05 12:05:44,948 - mmaction - INFO - Epoch [61][420/1243] lr: 7.500e-04, eta: 12:52:08, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8089, top5_acc: 0.9409, loss_cls: 0.7190, loss: 0.7190, grad_norm: 5.6891 2021-06-05 12:06:03,327 - mmaction - INFO - Epoch [61][440/1243] lr: 7.500e-04, eta: 12:51:49, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8104, top5_acc: 0.9372, loss_cls: 0.7184, loss: 0.7184, grad_norm: 5.6791 2021-06-05 12:06:21,714 - mmaction - INFO - Epoch [61][460/1243] lr: 7.500e-04, eta: 12:51:30, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8159, top5_acc: 0.9341, loss_cls: 0.7305, loss: 0.7305, grad_norm: 5.7173 2021-06-05 12:06:40,171 - mmaction - INFO - Epoch [61][480/1243] lr: 7.500e-04, eta: 12:51:11, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8083, top5_acc: 0.9255, loss_cls: 0.7627, loss: 0.7627, grad_norm: 5.7111 2021-06-05 12:06:58,630 - mmaction - INFO - Epoch [61][500/1243] lr: 7.500e-04, eta: 12:50:52, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8182, top5_acc: 0.9372, loss_cls: 0.7068, loss: 0.7068, grad_norm: 5.5201 2021-06-05 12:07:17,060 - mmaction - INFO - Epoch [61][520/1243] lr: 7.500e-04, eta: 12:50:33, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8000, top5_acc: 0.9302, loss_cls: 0.7853, loss: 0.7853, grad_norm: 5.9183 2021-06-05 12:07:35,420 - mmaction - INFO - Epoch [61][540/1243] lr: 7.500e-04, eta: 12:50:14, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8156, top5_acc: 0.9339, loss_cls: 0.7333, loss: 0.7333, grad_norm: 5.9713 2021-06-05 12:07:53,814 - mmaction - INFO - Epoch [61][560/1243] lr: 7.500e-04, eta: 12:49:55, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8068, top5_acc: 0.9328, loss_cls: 0.7515, loss: 0.7515, grad_norm: 5.6518 2021-06-05 12:08:12,207 - mmaction - INFO - Epoch [61][580/1243] lr: 7.500e-04, eta: 12:49:36, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8234, top5_acc: 0.9367, loss_cls: 0.7100, loss: 0.7100, grad_norm: 5.6387 2021-06-05 12:08:30,521 - mmaction - INFO - Epoch [61][600/1243] lr: 7.500e-04, eta: 12:49:17, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8159, top5_acc: 0.9346, loss_cls: 0.7389, loss: 0.7389, grad_norm: 5.7730 2021-06-05 12:08:48,930 - mmaction - INFO - Epoch [61][620/1243] lr: 7.500e-04, eta: 12:48:58, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8227, top5_acc: 0.9367, loss_cls: 0.7014, loss: 0.7014, grad_norm: 5.7315 2021-06-05 12:09:07,328 - mmaction - INFO - Epoch [61][640/1243] lr: 7.500e-04, eta: 12:48:39, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8135, top5_acc: 0.9372, loss_cls: 0.7285, loss: 0.7285, grad_norm: 6.4124 2021-06-05 12:09:25,762 - mmaction - INFO - Epoch [61][660/1243] lr: 7.500e-04, eta: 12:48:20, time: 0.923, data_time: 0.002, memory: 18352, top1_acc: 0.8130, top5_acc: 0.9331, loss_cls: 0.7367, loss: 0.7367, grad_norm: 6.2788 2021-06-05 12:09:44,133 - mmaction - INFO - Epoch [61][680/1243] lr: 7.500e-04, eta: 12:48:01, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7956, top5_acc: 0.9302, loss_cls: 0.7762, loss: 0.7762, grad_norm: 5.9326 2021-06-05 12:10:02,553 - mmaction - INFO - Epoch [61][700/1243] lr: 7.500e-04, eta: 12:47:42, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8099, top5_acc: 0.9359, loss_cls: 0.7327, loss: 0.7327, grad_norm: 5.6192 2021-06-05 12:10:20,984 - mmaction - INFO - Epoch [61][720/1243] lr: 7.500e-04, eta: 12:47:22, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8010, top5_acc: 0.9268, loss_cls: 0.7825, loss: 0.7825, grad_norm: 5.6399 2021-06-05 12:10:39,354 - mmaction - INFO - Epoch [61][740/1243] lr: 7.500e-04, eta: 12:47:03, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8174, top5_acc: 0.9320, loss_cls: 0.7221, loss: 0.7221, grad_norm: 5.4459 2021-06-05 12:10:57,780 - mmaction - INFO - Epoch [61][760/1243] lr: 7.500e-04, eta: 12:46:44, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8128, top5_acc: 0.9276, loss_cls: 0.7585, loss: 0.7585, grad_norm: 5.9496 2021-06-05 12:11:16,219 - mmaction - INFO - Epoch [61][780/1243] lr: 7.500e-04, eta: 12:46:25, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8013, top5_acc: 0.9310, loss_cls: 0.7609, loss: 0.7609, grad_norm: 5.5626 2021-06-05 12:11:34,655 - mmaction - INFO - Epoch [61][800/1243] lr: 7.500e-04, eta: 12:46:06, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.8083, top5_acc: 0.9378, loss_cls: 0.7333, loss: 0.7333, grad_norm: 5.4533 2021-06-05 12:11:52,991 - mmaction - INFO - Epoch [61][820/1243] lr: 7.500e-04, eta: 12:45:47, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8063, top5_acc: 0.9286, loss_cls: 0.7782, loss: 0.7782, grad_norm: 5.8060 2021-06-05 12:12:11,461 - mmaction - INFO - Epoch [61][840/1243] lr: 7.500e-04, eta: 12:45:28, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8216, top5_acc: 0.9349, loss_cls: 0.7080, loss: 0.7080, grad_norm: 5.3734 2021-06-05 12:12:29,888 - mmaction - INFO - Epoch [61][860/1243] lr: 7.500e-04, eta: 12:45:09, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8070, top5_acc: 0.9378, loss_cls: 0.7472, loss: 0.7472, grad_norm: 6.0361 2021-06-05 12:12:48,250 - mmaction - INFO - Epoch [61][880/1243] lr: 7.500e-04, eta: 12:44:50, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8091, top5_acc: 0.9214, loss_cls: 0.7674, loss: 0.7674, grad_norm: 5.8274 2021-06-05 12:13:06,726 - mmaction - INFO - Epoch [61][900/1243] lr: 7.500e-04, eta: 12:44:31, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8094, top5_acc: 0.9352, loss_cls: 0.7319, loss: 0.7319, grad_norm: 5.9695 2021-06-05 12:13:25,191 - mmaction - INFO - Epoch [61][920/1243] lr: 7.500e-04, eta: 12:44:12, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.7982, top5_acc: 0.9276, loss_cls: 0.7884, loss: 0.7884, grad_norm: 5.8046 2021-06-05 12:13:43,536 - mmaction - INFO - Epoch [61][940/1243] lr: 7.500e-04, eta: 12:43:53, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8117, top5_acc: 0.9359, loss_cls: 0.7442, loss: 0.7442, grad_norm: 5.8936 2021-06-05 12:14:01,868 - mmaction - INFO - Epoch [61][960/1243] lr: 7.500e-04, eta: 12:43:34, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8099, top5_acc: 0.9380, loss_cls: 0.7170, loss: 0.7170, grad_norm: 5.5914 2021-06-05 12:14:20,311 - mmaction - INFO - Epoch [61][980/1243] lr: 7.500e-04, eta: 12:43:15, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8104, top5_acc: 0.9341, loss_cls: 0.7516, loss: 0.7516, grad_norm: 5.6784 2021-06-05 12:14:38,769 - mmaction - INFO - Epoch [61][1000/1243] lr: 7.500e-04, eta: 12:42:56, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8104, top5_acc: 0.9354, loss_cls: 0.7403, loss: 0.7403, grad_norm: 5.8212 2021-06-05 12:14:57,214 - mmaction - INFO - Epoch [61][1020/1243] lr: 7.500e-04, eta: 12:42:37, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9385, loss_cls: 0.7341, loss: 0.7341, grad_norm: 5.7683 2021-06-05 12:15:15,675 - mmaction - INFO - Epoch [61][1040/1243] lr: 7.500e-04, eta: 12:42:18, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8076, top5_acc: 0.9302, loss_cls: 0.7647, loss: 0.7647, grad_norm: 5.6564 2021-06-05 12:15:34,053 - mmaction - INFO - Epoch [61][1060/1243] lr: 7.500e-04, eta: 12:41:59, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9341, loss_cls: 0.7436, loss: 0.7436, grad_norm: 5.7372 2021-06-05 12:15:52,515 - mmaction - INFO - Epoch [61][1080/1243] lr: 7.500e-04, eta: 12:41:40, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8143, top5_acc: 0.9362, loss_cls: 0.7331, loss: 0.7331, grad_norm: 5.6030 2021-06-05 12:16:10,948 - mmaction - INFO - Epoch [61][1100/1243] lr: 7.500e-04, eta: 12:41:21, time: 0.923, data_time: 0.002, memory: 18352, top1_acc: 0.8169, top5_acc: 0.9313, loss_cls: 0.7406, loss: 0.7406, grad_norm: 5.4651 2021-06-05 12:16:29,350 - mmaction - INFO - Epoch [61][1120/1243] lr: 7.500e-04, eta: 12:41:02, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8125, top5_acc: 0.9393, loss_cls: 0.7132, loss: 0.7132, grad_norm: 5.6362 2021-06-05 12:16:47,781 - mmaction - INFO - Epoch [61][1140/1243] lr: 7.500e-04, eta: 12:40:43, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8096, top5_acc: 0.9341, loss_cls: 0.7410, loss: 0.7410, grad_norm: 5.8244 2021-06-05 12:17:06,110 - mmaction - INFO - Epoch [61][1160/1243] lr: 7.500e-04, eta: 12:40:24, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8112, top5_acc: 0.9339, loss_cls: 0.7501, loss: 0.7501, grad_norm: 6.0309 2021-06-05 12:17:24,555 - mmaction - INFO - Epoch [61][1180/1243] lr: 7.500e-04, eta: 12:40:05, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8094, top5_acc: 0.9367, loss_cls: 0.7544, loss: 0.7544, grad_norm: 5.8205 2021-06-05 12:17:42,899 - mmaction - INFO - Epoch [61][1200/1243] lr: 7.500e-04, eta: 12:39:46, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9385, loss_cls: 0.6995, loss: 0.6995, grad_norm: 5.4684 2021-06-05 12:18:01,324 - mmaction - INFO - Epoch [61][1220/1243] lr: 7.500e-04, eta: 12:39:27, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8115, top5_acc: 0.9393, loss_cls: 0.7216, loss: 0.7216, grad_norm: 5.5380 2021-06-05 12:18:19,514 - mmaction - INFO - Epoch [61][1240/1243] lr: 7.500e-04, eta: 12:39:07, time: 0.910, data_time: 0.001, memory: 18352, top1_acc: 0.8086, top5_acc: 0.9310, loss_cls: 0.7578, loss: 0.7578, grad_norm: 6.1862 2021-06-05 12:20:42,702 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 12:20:43,365 - mmaction - INFO - top1_acc 0.7439 top5_acc 0.9098 2021-06-05 12:20:43,365 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 12:20:43,388 - mmaction - INFO - mean_acc 0.7438 2021-06-05 12:20:43,393 - mmaction - INFO - Saving checkpoint at 61 epochs 2021-06-05 12:20:44,539 - mmaction - INFO - Epoch(val) [61][104] top1_acc: 0.7439, top5_acc: 0.9098, mean_class_accuracy: 0.7438 2021-06-05 12:21:28,778 - mmaction - INFO - Epoch [62][20/1243] lr: 7.500e-04, eta: 12:39:00, time: 2.211, data_time: 1.266, memory: 18352, top1_acc: 0.8117, top5_acc: 0.9328, loss_cls: 0.7521, loss: 0.7521, grad_norm: 5.8164 2021-06-05 12:21:47,177 - mmaction - INFO - Epoch [62][40/1243] lr: 7.500e-04, eta: 12:38:41, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.8141, top5_acc: 0.9359, loss_cls: 0.7145, loss: 0.7145, grad_norm: 5.7835 2021-06-05 12:22:05,506 - mmaction - INFO - Epoch [62][60/1243] lr: 7.500e-04, eta: 12:38:22, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9333, loss_cls: 0.7143, loss: 0.7143, grad_norm: 5.4423 2021-06-05 12:22:23,898 - mmaction - INFO - Epoch [62][80/1243] lr: 7.500e-04, eta: 12:38:03, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8094, top5_acc: 0.9365, loss_cls: 0.7258, loss: 0.7258, grad_norm: 6.0845 2021-06-05 12:22:42,314 - mmaction - INFO - Epoch [62][100/1243] lr: 7.500e-04, eta: 12:37:44, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8159, top5_acc: 0.9341, loss_cls: 0.7166, loss: 0.7166, grad_norm: 5.5635 2021-06-05 12:23:00,693 - mmaction - INFO - Epoch [62][120/1243] lr: 7.500e-04, eta: 12:37:25, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8203, top5_acc: 0.9404, loss_cls: 0.6935, loss: 0.6935, grad_norm: 6.1033 2021-06-05 12:23:19,132 - mmaction - INFO - Epoch [62][140/1243] lr: 7.500e-04, eta: 12:37:06, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8185, top5_acc: 0.9336, loss_cls: 0.7197, loss: 0.7197, grad_norm: 5.3970 2021-06-05 12:23:37,483 - mmaction - INFO - Epoch [62][160/1243] lr: 7.500e-04, eta: 12:36:47, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8073, top5_acc: 0.9299, loss_cls: 0.7602, loss: 0.7602, grad_norm: 6.2125 2021-06-05 12:23:55,866 - mmaction - INFO - Epoch [62][180/1243] lr: 7.500e-04, eta: 12:36:28, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8013, top5_acc: 0.9297, loss_cls: 0.7640, loss: 0.7640, grad_norm: 5.7346 2021-06-05 12:24:14,266 - mmaction - INFO - Epoch [62][200/1243] lr: 7.500e-04, eta: 12:36:09, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8122, top5_acc: 0.9339, loss_cls: 0.7394, loss: 0.7394, grad_norm: 5.4569 2021-06-05 12:24:32,648 - mmaction - INFO - Epoch [62][220/1243] lr: 7.500e-04, eta: 12:35:50, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8026, top5_acc: 0.9276, loss_cls: 0.7794, loss: 0.7794, grad_norm: 5.4879 2021-06-05 12:24:51,072 - mmaction - INFO - Epoch [62][240/1243] lr: 7.500e-04, eta: 12:35:31, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8091, top5_acc: 0.9286, loss_cls: 0.7553, loss: 0.7553, grad_norm: 5.9850 2021-06-05 12:25:09,425 - mmaction - INFO - Epoch [62][260/1243] lr: 7.500e-04, eta: 12:35:12, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9310, loss_cls: 0.7381, loss: 0.7381, grad_norm: 5.7385 2021-06-05 12:25:27,875 - mmaction - INFO - Epoch [62][280/1243] lr: 7.500e-04, eta: 12:34:53, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8063, top5_acc: 0.9328, loss_cls: 0.7479, loss: 0.7479, grad_norm: 5.9163 2021-06-05 12:25:46,213 - mmaction - INFO - Epoch [62][300/1243] lr: 7.500e-04, eta: 12:34:33, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8130, top5_acc: 0.9346, loss_cls: 0.7349, loss: 0.7349, grad_norm: 6.1330 2021-06-05 12:26:04,588 - mmaction - INFO - Epoch [62][320/1243] lr: 7.500e-04, eta: 12:34:14, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9359, loss_cls: 0.6995, loss: 0.6995, grad_norm: 5.7644 2021-06-05 12:26:22,911 - mmaction - INFO - Epoch [62][340/1243] lr: 7.500e-04, eta: 12:33:55, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8159, top5_acc: 0.9391, loss_cls: 0.7240, loss: 0.7240, grad_norm: 5.8846 2021-06-05 12:26:41,359 - mmaction - INFO - Epoch [62][360/1243] lr: 7.500e-04, eta: 12:33:36, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8133, top5_acc: 0.9367, loss_cls: 0.7192, loss: 0.7192, grad_norm: 5.7740 2021-06-05 12:26:59,653 - mmaction - INFO - Epoch [62][380/1243] lr: 7.500e-04, eta: 12:33:17, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8203, top5_acc: 0.9359, loss_cls: 0.7048, loss: 0.7048, grad_norm: 6.1827 2021-06-05 12:27:18,068 - mmaction - INFO - Epoch [62][400/1243] lr: 7.500e-04, eta: 12:32:58, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8115, top5_acc: 0.9305, loss_cls: 0.7323, loss: 0.7323, grad_norm: 5.8931 2021-06-05 12:27:36,445 - mmaction - INFO - Epoch [62][420/1243] lr: 7.500e-04, eta: 12:32:39, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9370, loss_cls: 0.7148, loss: 0.7148, grad_norm: 5.6836 2021-06-05 12:27:54,801 - mmaction - INFO - Epoch [62][440/1243] lr: 7.500e-04, eta: 12:32:20, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8177, top5_acc: 0.9440, loss_cls: 0.7033, loss: 0.7033, grad_norm: 5.8551 2021-06-05 12:28:13,177 - mmaction - INFO - Epoch [62][460/1243] lr: 7.500e-04, eta: 12:32:01, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8122, top5_acc: 0.9292, loss_cls: 0.7574, loss: 0.7574, grad_norm: 6.0947 2021-06-05 12:28:31,544 - mmaction - INFO - Epoch [62][480/1243] lr: 7.500e-04, eta: 12:31:42, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8068, top5_acc: 0.9318, loss_cls: 0.7652, loss: 0.7652, grad_norm: 6.1036 2021-06-05 12:28:49,920 - mmaction - INFO - Epoch [62][500/1243] lr: 7.500e-04, eta: 12:31:23, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.7977, top5_acc: 0.9310, loss_cls: 0.7706, loss: 0.7706, grad_norm: 5.8024 2021-06-05 12:29:08,265 - mmaction - INFO - Epoch [62][520/1243] lr: 7.500e-04, eta: 12:31:04, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7951, top5_acc: 0.9279, loss_cls: 0.7908, loss: 0.7908, grad_norm: 6.1537 2021-06-05 12:29:26,631 - mmaction - INFO - Epoch [62][540/1243] lr: 7.500e-04, eta: 12:30:45, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8089, top5_acc: 0.9299, loss_cls: 0.7578, loss: 0.7578, grad_norm: 6.4274 2021-06-05 12:29:45,073 - mmaction - INFO - Epoch [62][560/1243] lr: 7.500e-04, eta: 12:30:26, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8180, top5_acc: 0.9398, loss_cls: 0.7110, loss: 0.7110, grad_norm: 6.3647 2021-06-05 12:30:03,535 - mmaction - INFO - Epoch [62][580/1243] lr: 7.500e-04, eta: 12:30:07, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8063, top5_acc: 0.9372, loss_cls: 0.7429, loss: 0.7429, grad_norm: 5.8213 2021-06-05 12:30:21,982 - mmaction - INFO - Epoch [62][600/1243] lr: 7.500e-04, eta: 12:29:48, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9346, loss_cls: 0.7274, loss: 0.7274, grad_norm: 5.7600 2021-06-05 12:30:40,402 - mmaction - INFO - Epoch [62][620/1243] lr: 7.500e-04, eta: 12:29:29, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8104, top5_acc: 0.9380, loss_cls: 0.7312, loss: 0.7312, grad_norm: 5.8416 2021-06-05 12:30:58,744 - mmaction - INFO - Epoch [62][640/1243] lr: 7.500e-04, eta: 12:29:10, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9333, loss_cls: 0.7373, loss: 0.7373, grad_norm: 5.7239 2021-06-05 12:31:17,172 - mmaction - INFO - Epoch [62][660/1243] lr: 7.500e-04, eta: 12:28:51, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8138, top5_acc: 0.9349, loss_cls: 0.7151, loss: 0.7151, grad_norm: 5.4940 2021-06-05 12:31:35,596 - mmaction - INFO - Epoch [62][680/1243] lr: 7.500e-04, eta: 12:28:32, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8026, top5_acc: 0.9268, loss_cls: 0.7618, loss: 0.7618, grad_norm: 6.3832 2021-06-05 12:31:54,143 - mmaction - INFO - Epoch [62][700/1243] lr: 7.500e-04, eta: 12:28:13, time: 0.927, data_time: 0.001, memory: 18352, top1_acc: 0.8065, top5_acc: 0.9299, loss_cls: 0.7557, loss: 0.7557, grad_norm: 5.4088 2021-06-05 12:32:12,559 - mmaction - INFO - Epoch [62][720/1243] lr: 7.500e-04, eta: 12:27:54, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8094, top5_acc: 0.9307, loss_cls: 0.7514, loss: 0.7514, grad_norm: 8.0500 2021-06-05 12:32:31,016 - mmaction - INFO - Epoch [62][740/1243] lr: 7.500e-04, eta: 12:27:35, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8021, top5_acc: 0.9339, loss_cls: 0.7516, loss: 0.7516, grad_norm: 5.7789 2021-06-05 12:32:49,399 - mmaction - INFO - Epoch [62][760/1243] lr: 7.500e-04, eta: 12:27:16, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7984, top5_acc: 0.9297, loss_cls: 0.7738, loss: 0.7738, grad_norm: 6.1257 2021-06-05 12:33:07,827 - mmaction - INFO - Epoch [62][780/1243] lr: 7.500e-04, eta: 12:26:57, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8133, top5_acc: 0.9388, loss_cls: 0.7190, loss: 0.7190, grad_norm: 5.5305 2021-06-05 12:33:26,303 - mmaction - INFO - Epoch [62][800/1243] lr: 7.500e-04, eta: 12:26:38, time: 0.925, data_time: 0.002, memory: 18352, top1_acc: 0.8052, top5_acc: 0.9339, loss_cls: 0.7410, loss: 0.7410, grad_norm: 5.8410 2021-06-05 12:33:44,732 - mmaction - INFO - Epoch [62][820/1243] lr: 7.500e-04, eta: 12:26:19, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8154, top5_acc: 0.9424, loss_cls: 0.7198, loss: 0.7198, grad_norm: 5.9408 2021-06-05 12:34:03,196 - mmaction - INFO - Epoch [62][840/1243] lr: 7.500e-04, eta: 12:26:00, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9372, loss_cls: 0.7124, loss: 0.7124, grad_norm: 5.6937 2021-06-05 12:34:21,633 - mmaction - INFO - Epoch [62][860/1243] lr: 7.500e-04, eta: 12:25:41, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8060, top5_acc: 0.9307, loss_cls: 0.7475, loss: 0.7475, grad_norm: 5.8220 2021-06-05 12:34:40,004 - mmaction - INFO - Epoch [62][880/1243] lr: 7.500e-04, eta: 12:25:21, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8073, top5_acc: 0.9375, loss_cls: 0.7375, loss: 0.7375, grad_norm: 5.9279 2021-06-05 12:34:58,484 - mmaction - INFO - Epoch [62][900/1243] lr: 7.500e-04, eta: 12:25:02, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9419, loss_cls: 0.7030, loss: 0.7030, grad_norm: 5.8082 2021-06-05 12:35:16,970 - mmaction - INFO - Epoch [62][920/1243] lr: 7.500e-04, eta: 12:24:43, time: 0.926, data_time: 0.002, memory: 18352, top1_acc: 0.8029, top5_acc: 0.9354, loss_cls: 0.7638, loss: 0.7638, grad_norm: 6.0026 2021-06-05 12:35:35,396 - mmaction - INFO - Epoch [62][940/1243] lr: 7.500e-04, eta: 12:24:24, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8130, top5_acc: 0.9388, loss_cls: 0.7134, loss: 0.7134, grad_norm: 5.8439 2021-06-05 12:35:53,892 - mmaction - INFO - Epoch [62][960/1243] lr: 7.500e-04, eta: 12:24:05, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.8057, top5_acc: 0.9299, loss_cls: 0.7645, loss: 0.7645, grad_norm: 6.7436 2021-06-05 12:36:12,396 - mmaction - INFO - Epoch [62][980/1243] lr: 7.500e-04, eta: 12:23:47, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.8102, top5_acc: 0.9326, loss_cls: 0.7268, loss: 0.7268, grad_norm: 5.8827 2021-06-05 12:36:30,829 - mmaction - INFO - Epoch [62][1000/1243] lr: 7.500e-04, eta: 12:23:28, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8141, top5_acc: 0.9336, loss_cls: 0.7357, loss: 0.7357, grad_norm: 5.9160 2021-06-05 12:36:49,231 - mmaction - INFO - Epoch [62][1020/1243] lr: 7.500e-04, eta: 12:23:08, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8052, top5_acc: 0.9255, loss_cls: 0.7754, loss: 0.7754, grad_norm: 6.0143 2021-06-05 12:37:07,671 - mmaction - INFO - Epoch [62][1040/1243] lr: 7.500e-04, eta: 12:22:49, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8055, top5_acc: 0.9365, loss_cls: 0.7379, loss: 0.7379, grad_norm: 5.8149 2021-06-05 12:37:26,136 - mmaction - INFO - Epoch [62][1060/1243] lr: 7.500e-04, eta: 12:22:30, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8130, top5_acc: 0.9310, loss_cls: 0.7520, loss: 0.7520, grad_norm: 6.0396 2021-06-05 12:37:44,572 - mmaction - INFO - Epoch [62][1080/1243] lr: 7.500e-04, eta: 12:22:11, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8229, top5_acc: 0.9383, loss_cls: 0.7061, loss: 0.7061, grad_norm: 5.5238 2021-06-05 12:38:03,015 - mmaction - INFO - Epoch [62][1100/1243] lr: 7.500e-04, eta: 12:21:52, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8203, top5_acc: 0.9406, loss_cls: 0.6903, loss: 0.6903, grad_norm: 5.5251 2021-06-05 12:38:21,485 - mmaction - INFO - Epoch [62][1120/1243] lr: 7.500e-04, eta: 12:21:33, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8089, top5_acc: 0.9370, loss_cls: 0.7418, loss: 0.7418, grad_norm: 5.7024 2021-06-05 12:38:39,879 - mmaction - INFO - Epoch [62][1140/1243] lr: 7.500e-04, eta: 12:21:14, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8112, top5_acc: 0.9380, loss_cls: 0.7216, loss: 0.7216, grad_norm: 6.2128 2021-06-05 12:38:58,300 - mmaction - INFO - Epoch [62][1160/1243] lr: 7.500e-04, eta: 12:20:55, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8099, top5_acc: 0.9266, loss_cls: 0.7559, loss: 0.7559, grad_norm: 5.8722 2021-06-05 12:39:16,666 - mmaction - INFO - Epoch [62][1180/1243] lr: 7.500e-04, eta: 12:20:36, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8057, top5_acc: 0.9323, loss_cls: 0.7505, loss: 0.7505, grad_norm: 5.9828 2021-06-05 12:39:35,136 - mmaction - INFO - Epoch [62][1200/1243] lr: 7.500e-04, eta: 12:20:17, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9422, loss_cls: 0.7060, loss: 0.7060, grad_norm: 5.8604 2021-06-05 12:39:53,542 - mmaction - INFO - Epoch [62][1220/1243] lr: 7.500e-04, eta: 12:19:58, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8133, top5_acc: 0.9352, loss_cls: 0.7332, loss: 0.7332, grad_norm: 5.7418 2021-06-05 12:40:11,786 - mmaction - INFO - Epoch [62][1240/1243] lr: 7.500e-04, eta: 12:19:39, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.8091, top5_acc: 0.9313, loss_cls: 0.7588, loss: 0.7588, grad_norm: 6.1012 2021-06-05 12:42:34,491 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 12:42:35,133 - mmaction - INFO - top1_acc 0.7475 top5_acc 0.9111 2021-06-05 12:42:35,134 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 12:42:35,157 - mmaction - INFO - mean_acc 0.7475 2021-06-05 12:42:36,364 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_62.pth. 2021-06-05 12:42:36,364 - mmaction - INFO - Best top1_acc is 0.7475 at 62 epoch. 2021-06-05 12:42:36,371 - mmaction - INFO - Saving checkpoint at 62 epochs 2021-06-05 12:42:37,540 - mmaction - INFO - Epoch(val) [62][104] top1_acc: 0.7475, top5_acc: 0.9111, mean_class_accuracy: 0.7475 2021-06-05 12:43:23,297 - mmaction - INFO - Epoch [63][20/1243] lr: 7.500e-04, eta: 12:19:32, time: 2.287, data_time: 1.376, memory: 18352, top1_acc: 0.8201, top5_acc: 0.9362, loss_cls: 0.7289, loss: 0.7289, grad_norm: 5.5625 2021-06-05 12:43:41,600 - mmaction - INFO - Epoch [63][40/1243] lr: 7.500e-04, eta: 12:19:13, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9401, loss_cls: 0.6933, loss: 0.6933, grad_norm: 6.0323 2021-06-05 12:43:59,924 - mmaction - INFO - Epoch [63][60/1243] lr: 7.500e-04, eta: 12:18:54, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8177, top5_acc: 0.9411, loss_cls: 0.7056, loss: 0.7056, grad_norm: 5.9527 2021-06-05 12:44:18,294 - mmaction - INFO - Epoch [63][80/1243] lr: 7.500e-04, eta: 12:18:35, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9331, loss_cls: 0.7357, loss: 0.7357, grad_norm: 5.7371 2021-06-05 12:44:36,663 - mmaction - INFO - Epoch [63][100/1243] lr: 7.500e-04, eta: 12:18:16, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8102, top5_acc: 0.9362, loss_cls: 0.7379, loss: 0.7379, grad_norm: 5.7525 2021-06-05 12:44:55,024 - mmaction - INFO - Epoch [63][120/1243] lr: 7.500e-04, eta: 12:17:57, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8180, top5_acc: 0.9339, loss_cls: 0.7309, loss: 0.7309, grad_norm: 6.1553 2021-06-05 12:45:13,335 - mmaction - INFO - Epoch [63][140/1243] lr: 7.500e-04, eta: 12:17:38, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8068, top5_acc: 0.9279, loss_cls: 0.7730, loss: 0.7730, grad_norm: 5.6793 2021-06-05 12:45:31,698 - mmaction - INFO - Epoch [63][160/1243] lr: 7.500e-04, eta: 12:17:19, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9297, loss_cls: 0.7073, loss: 0.7073, grad_norm: 6.0754 2021-06-05 12:45:50,084 - mmaction - INFO - Epoch [63][180/1243] lr: 7.500e-04, eta: 12:17:00, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8034, top5_acc: 0.9318, loss_cls: 0.7633, loss: 0.7633, grad_norm: 6.2364 2021-06-05 12:46:08,471 - mmaction - INFO - Epoch [63][200/1243] lr: 7.500e-04, eta: 12:16:41, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9365, loss_cls: 0.7171, loss: 0.7171, grad_norm: 5.7447 2021-06-05 12:46:26,843 - mmaction - INFO - Epoch [63][220/1243] lr: 7.500e-04, eta: 12:16:22, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8086, top5_acc: 0.9349, loss_cls: 0.7344, loss: 0.7344, grad_norm: 6.7689 2021-06-05 12:46:45,201 - mmaction - INFO - Epoch [63][240/1243] lr: 7.500e-04, eta: 12:16:03, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8083, top5_acc: 0.9336, loss_cls: 0.7528, loss: 0.7528, grad_norm: 5.8909 2021-06-05 12:47:03,583 - mmaction - INFO - Epoch [63][260/1243] lr: 7.500e-04, eta: 12:15:44, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8208, top5_acc: 0.9357, loss_cls: 0.7276, loss: 0.7276, grad_norm: 5.4220 2021-06-05 12:47:21,969 - mmaction - INFO - Epoch [63][280/1243] lr: 7.500e-04, eta: 12:15:25, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8023, top5_acc: 0.9346, loss_cls: 0.7533, loss: 0.7533, grad_norm: 6.3885 2021-06-05 12:47:40,300 - mmaction - INFO - Epoch [63][300/1243] lr: 7.500e-04, eta: 12:15:06, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9344, loss_cls: 0.7453, loss: 0.7453, grad_norm: 5.9207 2021-06-05 12:47:58,709 - mmaction - INFO - Epoch [63][320/1243] lr: 7.500e-04, eta: 12:14:46, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9419, loss_cls: 0.7238, loss: 0.7238, grad_norm: 5.8220 2021-06-05 12:48:17,111 - mmaction - INFO - Epoch [63][340/1243] lr: 7.500e-04, eta: 12:14:27, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8221, top5_acc: 0.9362, loss_cls: 0.7131, loss: 0.7131, grad_norm: 5.7133 2021-06-05 12:48:35,506 - mmaction - INFO - Epoch [63][360/1243] lr: 7.500e-04, eta: 12:14:08, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8198, top5_acc: 0.9341, loss_cls: 0.7252, loss: 0.7252, grad_norm: 5.7776 2021-06-05 12:48:53,878 - mmaction - INFO - Epoch [63][380/1243] lr: 7.500e-04, eta: 12:13:49, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8292, top5_acc: 0.9471, loss_cls: 0.6696, loss: 0.6696, grad_norm: 5.8454 2021-06-05 12:49:12,311 - mmaction - INFO - Epoch [63][400/1243] lr: 7.500e-04, eta: 12:13:30, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8042, top5_acc: 0.9297, loss_cls: 0.7572, loss: 0.7572, grad_norm: 5.5329 2021-06-05 12:49:30,675 - mmaction - INFO - Epoch [63][420/1243] lr: 7.500e-04, eta: 12:13:11, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8122, top5_acc: 0.9313, loss_cls: 0.7516, loss: 0.7516, grad_norm: 5.7924 2021-06-05 12:49:49,044 - mmaction - INFO - Epoch [63][440/1243] lr: 7.500e-04, eta: 12:12:52, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9328, loss_cls: 0.7148, loss: 0.7148, grad_norm: 5.7808 2021-06-05 12:50:07,468 - mmaction - INFO - Epoch [63][460/1243] lr: 7.500e-04, eta: 12:12:33, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8172, top5_acc: 0.9370, loss_cls: 0.7162, loss: 0.7162, grad_norm: 5.8488 2021-06-05 12:50:25,839 - mmaction - INFO - Epoch [63][480/1243] lr: 7.500e-04, eta: 12:12:14, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8182, top5_acc: 0.9336, loss_cls: 0.7110, loss: 0.7110, grad_norm: 6.5698 2021-06-05 12:50:44,204 - mmaction - INFO - Epoch [63][500/1243] lr: 7.500e-04, eta: 12:11:55, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.7992, top5_acc: 0.9242, loss_cls: 0.7938, loss: 0.7938, grad_norm: 6.2297 2021-06-05 12:51:02,610 - mmaction - INFO - Epoch [63][520/1243] lr: 7.500e-04, eta: 12:11:36, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.8125, top5_acc: 0.9380, loss_cls: 0.7181, loss: 0.7181, grad_norm: 6.4773 2021-06-05 12:51:21,003 - mmaction - INFO - Epoch [63][540/1243] lr: 7.500e-04, eta: 12:11:17, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8174, top5_acc: 0.9411, loss_cls: 0.7112, loss: 0.7112, grad_norm: 5.9191 2021-06-05 12:51:39,393 - mmaction - INFO - Epoch [63][560/1243] lr: 7.500e-04, eta: 12:10:58, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8112, top5_acc: 0.9310, loss_cls: 0.7432, loss: 0.7432, grad_norm: 6.4236 2021-06-05 12:51:57,825 - mmaction - INFO - Epoch [63][580/1243] lr: 7.500e-04, eta: 12:10:39, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8065, top5_acc: 0.9331, loss_cls: 0.7442, loss: 0.7442, grad_norm: 5.6265 2021-06-05 12:52:16,217 - mmaction - INFO - Epoch [63][600/1243] lr: 7.500e-04, eta: 12:10:20, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8023, top5_acc: 0.9354, loss_cls: 0.7543, loss: 0.7543, grad_norm: 7.0940 2021-06-05 12:52:34,597 - mmaction - INFO - Epoch [63][620/1243] lr: 7.500e-04, eta: 12:10:01, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8089, top5_acc: 0.9362, loss_cls: 0.7267, loss: 0.7267, grad_norm: 5.7887 2021-06-05 12:52:52,952 - mmaction - INFO - Epoch [63][640/1243] lr: 7.500e-04, eta: 12:09:42, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8102, top5_acc: 0.9385, loss_cls: 0.7406, loss: 0.7406, grad_norm: 7.6932 2021-06-05 12:53:11,287 - mmaction - INFO - Epoch [63][660/1243] lr: 7.500e-04, eta: 12:09:23, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8104, top5_acc: 0.9333, loss_cls: 0.7409, loss: 0.7409, grad_norm: 5.6151 2021-06-05 12:53:29,695 - mmaction - INFO - Epoch [63][680/1243] lr: 7.500e-04, eta: 12:09:04, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8042, top5_acc: 0.9328, loss_cls: 0.7699, loss: 0.7699, grad_norm: 5.6701 2021-06-05 12:53:48,116 - mmaction - INFO - Epoch [63][700/1243] lr: 7.500e-04, eta: 12:08:45, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9346, loss_cls: 0.7244, loss: 0.7244, grad_norm: 5.5735 2021-06-05 12:54:06,412 - mmaction - INFO - Epoch [63][720/1243] lr: 7.500e-04, eta: 12:08:26, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8185, top5_acc: 0.9393, loss_cls: 0.7094, loss: 0.7094, grad_norm: 5.5672 2021-06-05 12:54:24,630 - mmaction - INFO - Epoch [63][740/1243] lr: 7.500e-04, eta: 12:08:07, time: 0.910, data_time: 0.001, memory: 18352, top1_acc: 0.8078, top5_acc: 0.9333, loss_cls: 0.7476, loss: 0.7476, grad_norm: 5.6483 2021-06-05 12:54:42,998 - mmaction - INFO - Epoch [63][760/1243] lr: 7.500e-04, eta: 12:07:48, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8013, top5_acc: 0.9237, loss_cls: 0.7978, loss: 0.7978, grad_norm: 5.7301 2021-06-05 12:55:01,314 - mmaction - INFO - Epoch [63][780/1243] lr: 7.500e-04, eta: 12:07:28, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8164, top5_acc: 0.9318, loss_cls: 0.7396, loss: 0.7396, grad_norm: 5.7661 2021-06-05 12:55:19,677 - mmaction - INFO - Epoch [63][800/1243] lr: 7.500e-04, eta: 12:07:09, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7945, top5_acc: 0.9232, loss_cls: 0.8037, loss: 0.8037, grad_norm: 6.3358 2021-06-05 12:55:37,977 - mmaction - INFO - Epoch [63][820/1243] lr: 7.500e-04, eta: 12:06:50, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8117, top5_acc: 0.9305, loss_cls: 0.7529, loss: 0.7529, grad_norm: 5.8768 2021-06-05 12:55:56,263 - mmaction - INFO - Epoch [63][840/1243] lr: 7.500e-04, eta: 12:06:31, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9370, loss_cls: 0.7194, loss: 0.7194, grad_norm: 5.7724 2021-06-05 12:56:14,609 - mmaction - INFO - Epoch [63][860/1243] lr: 7.500e-04, eta: 12:06:12, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8016, top5_acc: 0.9367, loss_cls: 0.7317, loss: 0.7317, grad_norm: 6.6848 2021-06-05 12:56:33,004 - mmaction - INFO - Epoch [63][880/1243] lr: 7.500e-04, eta: 12:05:53, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9380, loss_cls: 0.7164, loss: 0.7164, grad_norm: 6.6733 2021-06-05 12:56:51,361 - mmaction - INFO - Epoch [63][900/1243] lr: 7.500e-04, eta: 12:05:34, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8122, top5_acc: 0.9323, loss_cls: 0.7295, loss: 0.7295, grad_norm: 5.9313 2021-06-05 12:57:09,765 - mmaction - INFO - Epoch [63][920/1243] lr: 7.500e-04, eta: 12:05:15, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9409, loss_cls: 0.6977, loss: 0.6977, grad_norm: 5.8279 2021-06-05 12:57:28,095 - mmaction - INFO - Epoch [63][940/1243] lr: 7.500e-04, eta: 12:04:56, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8063, top5_acc: 0.9299, loss_cls: 0.7535, loss: 0.7535, grad_norm: 5.6377 2021-06-05 12:57:46,435 - mmaction - INFO - Epoch [63][960/1243] lr: 7.500e-04, eta: 12:04:37, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8078, top5_acc: 0.9320, loss_cls: 0.7442, loss: 0.7442, grad_norm: 5.8594 2021-06-05 12:58:04,839 - mmaction - INFO - Epoch [63][980/1243] lr: 7.500e-04, eta: 12:04:18, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8143, top5_acc: 0.9344, loss_cls: 0.7246, loss: 0.7246, grad_norm: 5.9005 2021-06-05 12:58:23,173 - mmaction - INFO - Epoch [63][1000/1243] lr: 7.500e-04, eta: 12:03:59, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8112, top5_acc: 0.9315, loss_cls: 0.7617, loss: 0.7617, grad_norm: 5.9019 2021-06-05 12:58:41,479 - mmaction - INFO - Epoch [63][1020/1243] lr: 7.500e-04, eta: 12:03:40, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8081, top5_acc: 0.9323, loss_cls: 0.7501, loss: 0.7501, grad_norm: 6.2576 2021-06-05 12:58:59,838 - mmaction - INFO - Epoch [63][1040/1243] lr: 7.500e-04, eta: 12:03:21, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8091, top5_acc: 0.9339, loss_cls: 0.7374, loss: 0.7374, grad_norm: 6.1102 2021-06-05 12:59:18,302 - mmaction - INFO - Epoch [63][1060/1243] lr: 7.500e-04, eta: 12:03:02, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8125, top5_acc: 0.9362, loss_cls: 0.7403, loss: 0.7403, grad_norm: 6.1269 2021-06-05 12:59:36,677 - mmaction - INFO - Epoch [63][1080/1243] lr: 7.500e-04, eta: 12:02:43, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8065, top5_acc: 0.9328, loss_cls: 0.7591, loss: 0.7591, grad_norm: 6.0554 2021-06-05 12:59:55,040 - mmaction - INFO - Epoch [63][1100/1243] lr: 7.500e-04, eta: 12:02:24, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8174, top5_acc: 0.9383, loss_cls: 0.7217, loss: 0.7217, grad_norm: 5.7706 2021-06-05 13:00:13,348 - mmaction - INFO - Epoch [63][1120/1243] lr: 7.500e-04, eta: 12:02:05, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8167, top5_acc: 0.9318, loss_cls: 0.7350, loss: 0.7350, grad_norm: 5.8371 2021-06-05 13:00:31,796 - mmaction - INFO - Epoch [63][1140/1243] lr: 7.500e-04, eta: 12:01:46, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8063, top5_acc: 0.9284, loss_cls: 0.7568, loss: 0.7568, grad_norm: 6.9491 2021-06-05 13:00:50,214 - mmaction - INFO - Epoch [63][1160/1243] lr: 7.500e-04, eta: 12:01:27, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9318, loss_cls: 0.7305, loss: 0.7305, grad_norm: 6.1694 2021-06-05 13:01:08,581 - mmaction - INFO - Epoch [63][1180/1243] lr: 7.500e-04, eta: 12:01:08, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8083, top5_acc: 0.9385, loss_cls: 0.7290, loss: 0.7290, grad_norm: 6.3651 2021-06-05 13:01:26,968 - mmaction - INFO - Epoch [63][1200/1243] lr: 7.500e-04, eta: 12:00:49, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8133, top5_acc: 0.9339, loss_cls: 0.7426, loss: 0.7426, grad_norm: 5.7672 2021-06-05 13:01:45,333 - mmaction - INFO - Epoch [63][1220/1243] lr: 7.500e-04, eta: 12:00:29, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8122, top5_acc: 0.9375, loss_cls: 0.7328, loss: 0.7328, grad_norm: 6.2902 2021-06-05 13:02:03,470 - mmaction - INFO - Epoch [63][1240/1243] lr: 7.500e-04, eta: 12:00:10, time: 0.908, data_time: 0.001, memory: 18352, top1_acc: 0.8099, top5_acc: 0.9349, loss_cls: 0.7405, loss: 0.7405, grad_norm: 5.6165 2021-06-05 13:04:26,243 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 13:04:26,903 - mmaction - INFO - top1_acc 0.7472 top5_acc 0.9108 2021-06-05 13:04:26,904 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 13:04:26,929 - mmaction - INFO - mean_acc 0.7471 2021-06-05 13:04:26,933 - mmaction - INFO - Saving checkpoint at 63 epochs 2021-06-05 13:04:28,128 - mmaction - INFO - Epoch(val) [63][104] top1_acc: 0.7472, top5_acc: 0.9108, mean_class_accuracy: 0.7471 2021-06-05 13:05:13,738 - mmaction - INFO - Epoch [64][20/1243] lr: 7.500e-04, eta: 12:00:03, time: 2.280, data_time: 1.367, memory: 18352, top1_acc: 0.8146, top5_acc: 0.9406, loss_cls: 0.6976, loss: 0.6976, grad_norm: 5.7667 2021-06-05 13:05:31,980 - mmaction - INFO - Epoch [64][40/1243] lr: 7.500e-04, eta: 11:59:44, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.7974, top5_acc: 0.9289, loss_cls: 0.7714, loss: 0.7714, grad_norm: 6.2597 2021-06-05 13:05:50,368 - mmaction - INFO - Epoch [64][60/1243] lr: 7.500e-04, eta: 11:59:25, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8177, top5_acc: 0.9365, loss_cls: 0.7102, loss: 0.7102, grad_norm: 6.0160 2021-06-05 13:06:08,753 - mmaction - INFO - Epoch [64][80/1243] lr: 7.500e-04, eta: 11:59:06, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9328, loss_cls: 0.7454, loss: 0.7454, grad_norm: 5.9511 2021-06-05 13:06:27,057 - mmaction - INFO - Epoch [64][100/1243] lr: 7.500e-04, eta: 11:58:46, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8138, top5_acc: 0.9357, loss_cls: 0.7228, loss: 0.7228, grad_norm: 6.1285 2021-06-05 13:06:45,296 - mmaction - INFO - Epoch [64][120/1243] lr: 7.500e-04, eta: 11:58:27, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8039, top5_acc: 0.9336, loss_cls: 0.7576, loss: 0.7576, grad_norm: 5.9305 2021-06-05 13:07:03,714 - mmaction - INFO - Epoch [64][140/1243] lr: 7.500e-04, eta: 11:58:08, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8185, top5_acc: 0.9388, loss_cls: 0.7086, loss: 0.7086, grad_norm: 5.5620 2021-06-05 13:07:22,106 - mmaction - INFO - Epoch [64][160/1243] lr: 7.500e-04, eta: 11:57:49, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8182, top5_acc: 0.9385, loss_cls: 0.7017, loss: 0.7017, grad_norm: 5.9693 2021-06-05 13:07:40,373 - mmaction - INFO - Epoch [64][180/1243] lr: 7.500e-04, eta: 11:57:30, time: 0.914, data_time: 0.002, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9443, loss_cls: 0.6932, loss: 0.6932, grad_norm: 5.7386 2021-06-05 13:07:58,710 - mmaction - INFO - Epoch [64][200/1243] lr: 7.500e-04, eta: 11:57:11, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8117, top5_acc: 0.9385, loss_cls: 0.7339, loss: 0.7339, grad_norm: 6.6228 2021-06-05 13:08:17,111 - mmaction - INFO - Epoch [64][220/1243] lr: 7.500e-04, eta: 11:56:52, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8094, top5_acc: 0.9289, loss_cls: 0.7486, loss: 0.7486, grad_norm: 5.8471 2021-06-05 13:08:35,411 - mmaction - INFO - Epoch [64][240/1243] lr: 7.500e-04, eta: 11:56:33, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8096, top5_acc: 0.9315, loss_cls: 0.7555, loss: 0.7555, grad_norm: 5.7872 2021-06-05 13:08:53,735 - mmaction - INFO - Epoch [64][260/1243] lr: 7.500e-04, eta: 11:56:14, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8008, top5_acc: 0.9273, loss_cls: 0.7739, loss: 0.7739, grad_norm: 6.0066 2021-06-05 13:09:12,015 - mmaction - INFO - Epoch [64][280/1243] lr: 7.500e-04, eta: 11:55:55, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.8128, top5_acc: 0.9372, loss_cls: 0.7252, loss: 0.7252, grad_norm: 7.6618 2021-06-05 13:09:30,403 - mmaction - INFO - Epoch [64][300/1243] lr: 7.500e-04, eta: 11:55:36, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9352, loss_cls: 0.7284, loss: 0.7284, grad_norm: 7.0388 2021-06-05 13:09:48,716 - mmaction - INFO - Epoch [64][320/1243] lr: 7.500e-04, eta: 11:55:17, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8023, top5_acc: 0.9284, loss_cls: 0.7607, loss: 0.7607, grad_norm: 6.2209 2021-06-05 13:10:07,112 - mmaction - INFO - Epoch [64][340/1243] lr: 7.500e-04, eta: 11:54:58, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8044, top5_acc: 0.9320, loss_cls: 0.7547, loss: 0.7547, grad_norm: 6.2373 2021-06-05 13:10:25,385 - mmaction - INFO - Epoch [64][360/1243] lr: 7.500e-04, eta: 11:54:39, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8073, top5_acc: 0.9318, loss_cls: 0.7502, loss: 0.7502, grad_norm: 6.8371 2021-06-05 13:10:43,745 - mmaction - INFO - Epoch [64][380/1243] lr: 7.500e-04, eta: 11:54:20, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8073, top5_acc: 0.9362, loss_cls: 0.7500, loss: 0.7500, grad_norm: 5.7675 2021-06-05 13:11:02,096 - mmaction - INFO - Epoch [64][400/1243] lr: 7.500e-04, eta: 11:54:01, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8076, top5_acc: 0.9370, loss_cls: 0.7290, loss: 0.7290, grad_norm: 5.7074 2021-06-05 13:11:20,469 - mmaction - INFO - Epoch [64][420/1243] lr: 7.500e-04, eta: 11:53:42, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8130, top5_acc: 0.9414, loss_cls: 0.7122, loss: 0.7122, grad_norm: 6.1956 2021-06-05 13:11:38,855 - mmaction - INFO - Epoch [64][440/1243] lr: 7.500e-04, eta: 11:53:23, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8047, top5_acc: 0.9333, loss_cls: 0.7390, loss: 0.7390, grad_norm: 6.0241 2021-06-05 13:11:57,183 - mmaction - INFO - Epoch [64][460/1243] lr: 7.500e-04, eta: 11:53:03, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8247, top5_acc: 0.9336, loss_cls: 0.7187, loss: 0.7187, grad_norm: 6.0648 2021-06-05 13:12:15,477 - mmaction - INFO - Epoch [64][480/1243] lr: 7.500e-04, eta: 11:52:44, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9396, loss_cls: 0.6917, loss: 0.6917, grad_norm: 7.7675 2021-06-05 13:12:33,834 - mmaction - INFO - Epoch [64][500/1243] lr: 7.500e-04, eta: 11:52:25, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9354, loss_cls: 0.7231, loss: 0.7231, grad_norm: 5.5408 2021-06-05 13:12:52,228 - mmaction - INFO - Epoch [64][520/1243] lr: 7.500e-04, eta: 11:52:06, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9339, loss_cls: 0.7366, loss: 0.7366, grad_norm: 5.8154 2021-06-05 13:13:10,536 - mmaction - INFO - Epoch [64][540/1243] lr: 7.500e-04, eta: 11:51:47, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8063, top5_acc: 0.9346, loss_cls: 0.7288, loss: 0.7288, grad_norm: 6.3805 2021-06-05 13:13:28,938 - mmaction - INFO - Epoch [64][560/1243] lr: 7.500e-04, eta: 11:51:28, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8104, top5_acc: 0.9307, loss_cls: 0.7342, loss: 0.7342, grad_norm: 5.8311 2021-06-05 13:13:47,332 - mmaction - INFO - Epoch [64][580/1243] lr: 7.500e-04, eta: 11:51:09, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9396, loss_cls: 0.7207, loss: 0.7207, grad_norm: 5.9319 2021-06-05 13:14:05,663 - mmaction - INFO - Epoch [64][600/1243] lr: 7.500e-04, eta: 11:50:50, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8182, top5_acc: 0.9357, loss_cls: 0.7220, loss: 0.7220, grad_norm: 5.6630 2021-06-05 13:14:23,914 - mmaction - INFO - Epoch [64][620/1243] lr: 7.500e-04, eta: 11:50:31, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8057, top5_acc: 0.9365, loss_cls: 0.7320, loss: 0.7320, grad_norm: 5.8934 2021-06-05 13:14:42,244 - mmaction - INFO - Epoch [64][640/1243] lr: 7.500e-04, eta: 11:50:12, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8143, top5_acc: 0.9352, loss_cls: 0.7216, loss: 0.7216, grad_norm: 5.7714 2021-06-05 13:15:00,517 - mmaction - INFO - Epoch [64][660/1243] lr: 7.500e-04, eta: 11:49:53, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8091, top5_acc: 0.9354, loss_cls: 0.7451, loss: 0.7451, grad_norm: 5.8769 2021-06-05 13:15:18,888 - mmaction - INFO - Epoch [64][680/1243] lr: 7.500e-04, eta: 11:49:34, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8190, top5_acc: 0.9393, loss_cls: 0.6926, loss: 0.6926, grad_norm: 5.7886 2021-06-05 13:15:37,261 - mmaction - INFO - Epoch [64][700/1243] lr: 7.500e-04, eta: 11:49:15, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8099, top5_acc: 0.9310, loss_cls: 0.7452, loss: 0.7452, grad_norm: 6.1212 2021-06-05 13:15:55,499 - mmaction - INFO - Epoch [64][720/1243] lr: 7.500e-04, eta: 11:48:56, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.8167, top5_acc: 0.9331, loss_cls: 0.7335, loss: 0.7335, grad_norm: 6.8206 2021-06-05 13:16:13,848 - mmaction - INFO - Epoch [64][740/1243] lr: 7.500e-04, eta: 11:48:37, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8242, top5_acc: 0.9396, loss_cls: 0.6892, loss: 0.6892, grad_norm: 5.9079 2021-06-05 13:16:32,192 - mmaction - INFO - Epoch [64][760/1243] lr: 7.500e-04, eta: 11:48:18, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8060, top5_acc: 0.9349, loss_cls: 0.7357, loss: 0.7357, grad_norm: 5.7075 2021-06-05 13:16:50,589 - mmaction - INFO - Epoch [64][780/1243] lr: 7.500e-04, eta: 11:47:59, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8094, top5_acc: 0.9320, loss_cls: 0.7479, loss: 0.7479, grad_norm: 5.7433 2021-06-05 13:17:08,978 - mmaction - INFO - Epoch [64][800/1243] lr: 7.500e-04, eta: 11:47:40, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9422, loss_cls: 0.6898, loss: 0.6898, grad_norm: 5.6605 2021-06-05 13:17:27,244 - mmaction - INFO - Epoch [64][820/1243] lr: 7.500e-04, eta: 11:47:20, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9323, loss_cls: 0.7574, loss: 0.7574, grad_norm: 5.7901 2021-06-05 13:17:45,635 - mmaction - INFO - Epoch [64][840/1243] lr: 7.500e-04, eta: 11:47:01, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8242, top5_acc: 0.9461, loss_cls: 0.6825, loss: 0.6825, grad_norm: 6.2956 2021-06-05 13:18:04,002 - mmaction - INFO - Epoch [64][860/1243] lr: 7.500e-04, eta: 11:46:42, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.7974, top5_acc: 0.9320, loss_cls: 0.7613, loss: 0.7613, grad_norm: 5.6457 2021-06-05 13:18:22,345 - mmaction - INFO - Epoch [64][880/1243] lr: 7.500e-04, eta: 11:46:23, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8076, top5_acc: 0.9328, loss_cls: 0.7587, loss: 0.7587, grad_norm: 6.0107 2021-06-05 13:18:40,686 - mmaction - INFO - Epoch [64][900/1243] lr: 7.500e-04, eta: 11:46:04, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8135, top5_acc: 0.9367, loss_cls: 0.7218, loss: 0.7218, grad_norm: 5.6200 2021-06-05 13:18:59,058 - mmaction - INFO - Epoch [64][920/1243] lr: 7.500e-04, eta: 11:45:45, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8138, top5_acc: 0.9281, loss_cls: 0.7280, loss: 0.7280, grad_norm: 5.9187 2021-06-05 13:19:17,422 - mmaction - INFO - Epoch [64][940/1243] lr: 7.500e-04, eta: 11:45:26, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9297, loss_cls: 0.7222, loss: 0.7222, grad_norm: 5.8473 2021-06-05 13:19:35,727 - mmaction - INFO - Epoch [64][960/1243] lr: 7.500e-04, eta: 11:45:07, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8115, top5_acc: 0.9367, loss_cls: 0.7273, loss: 0.7273, grad_norm: 6.0656 2021-06-05 13:19:54,047 - mmaction - INFO - Epoch [64][980/1243] lr: 7.500e-04, eta: 11:44:48, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8164, top5_acc: 0.9378, loss_cls: 0.7150, loss: 0.7150, grad_norm: 5.4213 2021-06-05 13:20:12,346 - mmaction - INFO - Epoch [64][1000/1243] lr: 7.500e-04, eta: 11:44:29, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8122, top5_acc: 0.9385, loss_cls: 0.7279, loss: 0.7279, grad_norm: 5.8382 2021-06-05 13:20:30,679 - mmaction - INFO - Epoch [64][1020/1243] lr: 7.500e-04, eta: 11:44:10, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8135, top5_acc: 0.9383, loss_cls: 0.7235, loss: 0.7235, grad_norm: 6.5545 2021-06-05 13:20:48,982 - mmaction - INFO - Epoch [64][1040/1243] lr: 7.500e-04, eta: 11:43:51, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.8227, top5_acc: 0.9323, loss_cls: 0.7278, loss: 0.7278, grad_norm: 6.0693 2021-06-05 13:21:07,385 - mmaction - INFO - Epoch [64][1060/1243] lr: 7.500e-04, eta: 11:43:32, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8190, top5_acc: 0.9359, loss_cls: 0.7040, loss: 0.7040, grad_norm: 5.7512 2021-06-05 13:21:25,760 - mmaction - INFO - Epoch [64][1080/1243] lr: 7.500e-04, eta: 11:43:13, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8078, top5_acc: 0.9393, loss_cls: 0.7443, loss: 0.7443, grad_norm: 5.8659 2021-06-05 13:21:44,158 - mmaction - INFO - Epoch [64][1100/1243] lr: 7.500e-04, eta: 11:42:54, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8125, top5_acc: 0.9339, loss_cls: 0.7353, loss: 0.7353, grad_norm: 5.7134 2021-06-05 13:22:02,480 - mmaction - INFO - Epoch [64][1120/1243] lr: 7.500e-04, eta: 11:42:35, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8180, top5_acc: 0.9286, loss_cls: 0.7314, loss: 0.7314, grad_norm: 5.7580 2021-06-05 13:22:20,787 - mmaction - INFO - Epoch [64][1140/1243] lr: 7.500e-04, eta: 11:42:16, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8016, top5_acc: 0.9339, loss_cls: 0.7697, loss: 0.7697, grad_norm: 6.7992 2021-06-05 13:22:39,118 - mmaction - INFO - Epoch [64][1160/1243] lr: 7.500e-04, eta: 11:41:57, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8081, top5_acc: 0.9339, loss_cls: 0.7262, loss: 0.7262, grad_norm: 5.7392 2021-06-05 13:22:57,462 - mmaction - INFO - Epoch [64][1180/1243] lr: 7.500e-04, eta: 11:41:38, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8182, top5_acc: 0.9318, loss_cls: 0.7189, loss: 0.7189, grad_norm: 5.6149 2021-06-05 13:23:15,786 - mmaction - INFO - Epoch [64][1200/1243] lr: 7.500e-04, eta: 11:41:19, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8016, top5_acc: 0.9339, loss_cls: 0.7657, loss: 0.7657, grad_norm: 6.2894 2021-06-05 13:23:34,123 - mmaction - INFO - Epoch [64][1220/1243] lr: 7.500e-04, eta: 11:41:00, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8034, top5_acc: 0.9352, loss_cls: 0.7494, loss: 0.7494, grad_norm: 5.6585 2021-06-05 13:23:52,194 - mmaction - INFO - Epoch [64][1240/1243] lr: 7.500e-04, eta: 11:40:40, time: 0.904, data_time: 0.001, memory: 18352, top1_acc: 0.8039, top5_acc: 0.9271, loss_cls: 0.7725, loss: 0.7725, grad_norm: 5.9374 2021-06-05 13:26:15,197 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 13:26:15,838 - mmaction - INFO - top1_acc 0.7470 top5_acc 0.9110 2021-06-05 13:26:15,838 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 13:26:15,861 - mmaction - INFO - mean_acc 0.7469 2021-06-05 13:26:15,866 - mmaction - INFO - Saving checkpoint at 64 epochs 2021-06-05 13:26:16,992 - mmaction - INFO - Epoch(val) [64][104] top1_acc: 0.7470, top5_acc: 0.9110, mean_class_accuracy: 0.7469 2021-06-05 13:27:01,286 - mmaction - INFO - Epoch [65][20/1243] lr: 7.500e-04, eta: 11:40:32, time: 2.213, data_time: 1.307, memory: 18352, top1_acc: 0.8031, top5_acc: 0.9336, loss_cls: 0.7524, loss: 0.7524, grad_norm: 5.6769 2021-06-05 13:27:19,637 - mmaction - INFO - Epoch [65][40/1243] lr: 7.500e-04, eta: 11:40:13, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8143, top5_acc: 0.9349, loss_cls: 0.7166, loss: 0.7166, grad_norm: 5.9582 2021-06-05 13:27:37,960 - mmaction - INFO - Epoch [65][60/1243] lr: 7.500e-04, eta: 11:39:53, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8130, top5_acc: 0.9336, loss_cls: 0.7356, loss: 0.7356, grad_norm: 5.4925 2021-06-05 13:27:56,202 - mmaction - INFO - Epoch [65][80/1243] lr: 7.500e-04, eta: 11:39:34, time: 0.913, data_time: 0.002, memory: 18352, top1_acc: 0.8221, top5_acc: 0.9422, loss_cls: 0.6912, loss: 0.6912, grad_norm: 5.5328 2021-06-05 13:28:14,467 - mmaction - INFO - Epoch [65][100/1243] lr: 7.500e-04, eta: 11:39:15, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8211, top5_acc: 0.9378, loss_cls: 0.6963, loss: 0.6963, grad_norm: 5.7808 2021-06-05 13:28:32,765 - mmaction - INFO - Epoch [65][120/1243] lr: 7.500e-04, eta: 11:38:56, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8057, top5_acc: 0.9336, loss_cls: 0.7523, loss: 0.7523, grad_norm: 5.5634 2021-06-05 13:28:51,021 - mmaction - INFO - Epoch [65][140/1243] lr: 7.500e-04, eta: 11:38:37, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9344, loss_cls: 0.7201, loss: 0.7201, grad_norm: 6.2108 2021-06-05 13:29:09,330 - mmaction - INFO - Epoch [65][160/1243] lr: 7.500e-04, eta: 11:38:18, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9393, loss_cls: 0.6945, loss: 0.6945, grad_norm: 6.1387 2021-06-05 13:29:27,675 - mmaction - INFO - Epoch [65][180/1243] lr: 7.500e-04, eta: 11:37:59, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8159, top5_acc: 0.9359, loss_cls: 0.7330, loss: 0.7330, grad_norm: 5.6559 2021-06-05 13:29:45,902 - mmaction - INFO - Epoch [65][200/1243] lr: 7.500e-04, eta: 11:37:40, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.8096, top5_acc: 0.9307, loss_cls: 0.7557, loss: 0.7557, grad_norm: 5.7630 2021-06-05 13:30:04,228 - mmaction - INFO - Epoch [65][220/1243] lr: 7.500e-04, eta: 11:37:21, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8164, top5_acc: 0.9313, loss_cls: 0.7171, loss: 0.7171, grad_norm: 5.6562 2021-06-05 13:30:22,528 - mmaction - INFO - Epoch [65][240/1243] lr: 7.500e-04, eta: 11:37:02, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8039, top5_acc: 0.9333, loss_cls: 0.7635, loss: 0.7635, grad_norm: 7.2972 2021-06-05 13:30:40,857 - mmaction - INFO - Epoch [65][260/1243] lr: 7.500e-04, eta: 11:36:43, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8081, top5_acc: 0.9365, loss_cls: 0.7258, loss: 0.7258, grad_norm: 6.1389 2021-06-05 13:30:59,109 - mmaction - INFO - Epoch [65][280/1243] lr: 7.500e-04, eta: 11:36:24, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.8195, top5_acc: 0.9352, loss_cls: 0.7337, loss: 0.7337, grad_norm: 5.7329 2021-06-05 13:31:17,340 - mmaction - INFO - Epoch [65][300/1243] lr: 7.500e-04, eta: 11:36:04, time: 0.912, data_time: 0.002, memory: 18352, top1_acc: 0.8049, top5_acc: 0.9297, loss_cls: 0.7604, loss: 0.7604, grad_norm: 5.9950 2021-06-05 13:31:35,627 - mmaction - INFO - Epoch [65][320/1243] lr: 7.500e-04, eta: 11:35:45, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8135, top5_acc: 0.9396, loss_cls: 0.7031, loss: 0.7031, grad_norm: 6.0257 2021-06-05 13:31:53,932 - mmaction - INFO - Epoch [65][340/1243] lr: 7.500e-04, eta: 11:35:26, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8148, top5_acc: 0.9323, loss_cls: 0.7466, loss: 0.7466, grad_norm: 6.1285 2021-06-05 13:32:12,263 - mmaction - INFO - Epoch [65][360/1243] lr: 7.500e-04, eta: 11:35:07, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9398, loss_cls: 0.7022, loss: 0.7022, grad_norm: 6.3993 2021-06-05 13:32:30,554 - mmaction - INFO - Epoch [65][380/1243] lr: 7.500e-04, eta: 11:34:48, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8135, top5_acc: 0.9346, loss_cls: 0.7183, loss: 0.7183, grad_norm: 5.7291 2021-06-05 13:32:48,929 - mmaction - INFO - Epoch [65][400/1243] lr: 7.500e-04, eta: 11:34:29, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8206, top5_acc: 0.9339, loss_cls: 0.7166, loss: 0.7166, grad_norm: 5.6192 2021-06-05 13:33:07,192 - mmaction - INFO - Epoch [65][420/1243] lr: 7.500e-04, eta: 11:34:10, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.8122, top5_acc: 0.9331, loss_cls: 0.7314, loss: 0.7314, grad_norm: 5.7733 2021-06-05 13:33:25,608 - mmaction - INFO - Epoch [65][440/1243] lr: 7.500e-04, eta: 11:33:51, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8138, top5_acc: 0.9344, loss_cls: 0.7272, loss: 0.7272, grad_norm: 6.1346 2021-06-05 13:33:43,962 - mmaction - INFO - Epoch [65][460/1243] lr: 7.500e-04, eta: 11:33:32, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8258, top5_acc: 0.9419, loss_cls: 0.6777, loss: 0.6777, grad_norm: 5.6807 2021-06-05 13:34:02,268 - mmaction - INFO - Epoch [65][480/1243] lr: 7.500e-04, eta: 11:33:13, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8099, top5_acc: 0.9346, loss_cls: 0.7417, loss: 0.7417, grad_norm: 6.3205 2021-06-05 13:34:20,655 - mmaction - INFO - Epoch [65][500/1243] lr: 7.500e-04, eta: 11:32:54, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8159, top5_acc: 0.9411, loss_cls: 0.7130, loss: 0.7130, grad_norm: 6.4680 2021-06-05 13:34:39,022 - mmaction - INFO - Epoch [65][520/1243] lr: 7.500e-04, eta: 11:32:35, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8229, top5_acc: 0.9380, loss_cls: 0.7148, loss: 0.7148, grad_norm: 6.2154 2021-06-05 13:34:57,349 - mmaction - INFO - Epoch [65][540/1243] lr: 7.500e-04, eta: 11:32:16, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8208, top5_acc: 0.9393, loss_cls: 0.6971, loss: 0.6971, grad_norm: 6.1663 2021-06-05 13:35:15,654 - mmaction - INFO - Epoch [65][560/1243] lr: 7.500e-04, eta: 11:31:57, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8174, top5_acc: 0.9354, loss_cls: 0.7127, loss: 0.7127, grad_norm: 5.4510 2021-06-05 13:35:34,038 - mmaction - INFO - Epoch [65][580/1243] lr: 7.500e-04, eta: 11:31:38, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8182, top5_acc: 0.9419, loss_cls: 0.6905, loss: 0.6905, grad_norm: 5.8627 2021-06-05 13:35:52,346 - mmaction - INFO - Epoch [65][600/1243] lr: 7.500e-04, eta: 11:31:19, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9383, loss_cls: 0.7180, loss: 0.7180, grad_norm: 6.0429 2021-06-05 13:36:10,664 - mmaction - INFO - Epoch [65][620/1243] lr: 7.500e-04, eta: 11:31:00, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8172, top5_acc: 0.9328, loss_cls: 0.7221, loss: 0.7221, grad_norm: 5.9155 2021-06-05 13:36:28,997 - mmaction - INFO - Epoch [65][640/1243] lr: 7.500e-04, eta: 11:30:41, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8128, top5_acc: 0.9414, loss_cls: 0.7255, loss: 0.7255, grad_norm: 5.8851 2021-06-05 13:36:47,304 - mmaction - INFO - Epoch [65][660/1243] lr: 7.500e-04, eta: 11:30:22, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.8130, top5_acc: 0.9326, loss_cls: 0.7382, loss: 0.7382, grad_norm: 8.4869 2021-06-05 13:37:05,622 - mmaction - INFO - Epoch [65][680/1243] lr: 7.500e-04, eta: 11:30:03, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8117, top5_acc: 0.9385, loss_cls: 0.7338, loss: 0.7338, grad_norm: 5.7388 2021-06-05 13:37:23,956 - mmaction - INFO - Epoch [65][700/1243] lr: 7.500e-04, eta: 11:29:44, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9307, loss_cls: 0.7152, loss: 0.7152, grad_norm: 6.0430 2021-06-05 13:37:42,300 - mmaction - INFO - Epoch [65][720/1243] lr: 7.500e-04, eta: 11:29:25, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9375, loss_cls: 0.6958, loss: 0.6958, grad_norm: 6.2752 2021-06-05 13:38:00,645 - mmaction - INFO - Epoch [65][740/1243] lr: 7.500e-04, eta: 11:29:05, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8115, top5_acc: 0.9341, loss_cls: 0.7445, loss: 0.7445, grad_norm: 5.9970 2021-06-05 13:38:18,947 - mmaction - INFO - Epoch [65][760/1243] lr: 7.500e-04, eta: 11:28:46, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8073, top5_acc: 0.9310, loss_cls: 0.7467, loss: 0.7467, grad_norm: 5.7615 2021-06-05 13:38:37,279 - mmaction - INFO - Epoch [65][780/1243] lr: 7.500e-04, eta: 11:28:27, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8172, top5_acc: 0.9326, loss_cls: 0.7197, loss: 0.7197, grad_norm: 5.6625 2021-06-05 13:38:55,565 - mmaction - INFO - Epoch [65][800/1243] lr: 7.500e-04, eta: 11:28:08, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8076, top5_acc: 0.9336, loss_cls: 0.7475, loss: 0.7475, grad_norm: 5.7737 2021-06-05 13:39:13,943 - mmaction - INFO - Epoch [65][820/1243] lr: 7.500e-04, eta: 11:27:49, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9320, loss_cls: 0.7362, loss: 0.7362, grad_norm: 6.0674 2021-06-05 13:39:32,330 - mmaction - INFO - Epoch [65][840/1243] lr: 7.500e-04, eta: 11:27:30, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8229, top5_acc: 0.9398, loss_cls: 0.7207, loss: 0.7207, grad_norm: 6.2329 2021-06-05 13:39:50,593 - mmaction - INFO - Epoch [65][860/1243] lr: 7.500e-04, eta: 11:27:11, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8086, top5_acc: 0.9294, loss_cls: 0.7603, loss: 0.7603, grad_norm: 5.7022 2021-06-05 13:40:08,865 - mmaction - INFO - Epoch [65][880/1243] lr: 7.500e-04, eta: 11:26:52, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8096, top5_acc: 0.9333, loss_cls: 0.7342, loss: 0.7342, grad_norm: 5.6937 2021-06-05 13:40:27,191 - mmaction - INFO - Epoch [65][900/1243] lr: 7.500e-04, eta: 11:26:33, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9380, loss_cls: 0.7312, loss: 0.7312, grad_norm: 5.9756 2021-06-05 13:40:45,472 - mmaction - INFO - Epoch [65][920/1243] lr: 7.500e-04, eta: 11:26:14, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8154, top5_acc: 0.9375, loss_cls: 0.7049, loss: 0.7049, grad_norm: 5.8587 2021-06-05 13:41:03,774 - mmaction - INFO - Epoch [65][940/1243] lr: 7.500e-04, eta: 11:25:55, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8208, top5_acc: 0.9339, loss_cls: 0.7335, loss: 0.7335, grad_norm: 5.8312 2021-06-05 13:41:22,075 - mmaction - INFO - Epoch [65][960/1243] lr: 7.500e-04, eta: 11:25:36, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8057, top5_acc: 0.9378, loss_cls: 0.7552, loss: 0.7552, grad_norm: 5.8816 2021-06-05 13:41:40,465 - mmaction - INFO - Epoch [65][980/1243] lr: 7.500e-04, eta: 11:25:17, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8094, top5_acc: 0.9315, loss_cls: 0.7500, loss: 0.7500, grad_norm: 6.0065 2021-06-05 13:41:58,833 - mmaction - INFO - Epoch [65][1000/1243] lr: 7.500e-04, eta: 11:24:58, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8089, top5_acc: 0.9313, loss_cls: 0.7611, loss: 0.7611, grad_norm: 5.9558 2021-06-05 13:42:17,213 - mmaction - INFO - Epoch [65][1020/1243] lr: 7.500e-04, eta: 11:24:39, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8167, top5_acc: 0.9341, loss_cls: 0.7192, loss: 0.7192, grad_norm: 5.7011 2021-06-05 13:42:35,484 - mmaction - INFO - Epoch [65][1040/1243] lr: 7.500e-04, eta: 11:24:20, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8117, top5_acc: 0.9313, loss_cls: 0.7353, loss: 0.7353, grad_norm: 6.0082 2021-06-05 13:42:53,861 - mmaction - INFO - Epoch [65][1060/1243] lr: 7.500e-04, eta: 11:24:01, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8154, top5_acc: 0.9385, loss_cls: 0.7140, loss: 0.7140, grad_norm: 5.9013 2021-06-05 13:43:12,221 - mmaction - INFO - Epoch [65][1080/1243] lr: 7.500e-04, eta: 11:23:42, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8135, top5_acc: 0.9372, loss_cls: 0.7204, loss: 0.7204, grad_norm: 5.6889 2021-06-05 13:43:30,627 - mmaction - INFO - Epoch [65][1100/1243] lr: 7.500e-04, eta: 11:23:23, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8185, top5_acc: 0.9375, loss_cls: 0.7211, loss: 0.7211, grad_norm: 5.8122 2021-06-05 13:43:49,015 - mmaction - INFO - Epoch [65][1120/1243] lr: 7.500e-04, eta: 11:23:04, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8141, top5_acc: 0.9380, loss_cls: 0.7165, loss: 0.7165, grad_norm: 6.3522 2021-06-05 13:44:07,444 - mmaction - INFO - Epoch [65][1140/1243] lr: 7.500e-04, eta: 11:22:45, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8055, top5_acc: 0.9276, loss_cls: 0.7596, loss: 0.7596, grad_norm: 7.3541 2021-06-05 13:44:25,756 - mmaction - INFO - Epoch [65][1160/1243] lr: 7.500e-04, eta: 11:22:26, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8089, top5_acc: 0.9302, loss_cls: 0.7650, loss: 0.7650, grad_norm: 5.9336 2021-06-05 13:44:44,125 - mmaction - INFO - Epoch [65][1180/1243] lr: 7.500e-04, eta: 11:22:07, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9297, loss_cls: 0.7283, loss: 0.7283, grad_norm: 5.7881 2021-06-05 13:45:02,486 - mmaction - INFO - Epoch [65][1200/1243] lr: 7.500e-04, eta: 11:21:48, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8125, top5_acc: 0.9365, loss_cls: 0.7391, loss: 0.7391, grad_norm: 5.9831 2021-06-05 13:45:20,809 - mmaction - INFO - Epoch [65][1220/1243] lr: 7.500e-04, eta: 11:21:29, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8021, top5_acc: 0.9279, loss_cls: 0.7881, loss: 0.7881, grad_norm: 7.7515 2021-06-05 13:45:38,848 - mmaction - INFO - Epoch [65][1240/1243] lr: 7.500e-04, eta: 11:21:10, time: 0.902, data_time: 0.001, memory: 18352, top1_acc: 0.8104, top5_acc: 0.9318, loss_cls: 0.7267, loss: 0.7267, grad_norm: 6.0038 2021-06-05 13:48:01,788 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 13:48:02,424 - mmaction - INFO - top1_acc 0.7454 top5_acc 0.9112 2021-06-05 13:48:02,425 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 13:48:02,447 - mmaction - INFO - mean_acc 0.7453 2021-06-05 13:48:02,451 - mmaction - INFO - Saving checkpoint at 65 epochs 2021-06-05 13:48:03,589 - mmaction - INFO - Epoch(val) [65][104] top1_acc: 0.7454, top5_acc: 0.9112, mean_class_accuracy: 0.7453 2021-06-05 13:48:47,727 - mmaction - INFO - Epoch [66][20/1243] lr: 7.500e-04, eta: 11:21:00, time: 2.207, data_time: 1.285, memory: 18352, top1_acc: 0.8203, top5_acc: 0.9409, loss_cls: 0.6950, loss: 0.6950, grad_norm: 5.7395 2021-06-05 13:49:06,078 - mmaction - INFO - Epoch [66][40/1243] lr: 7.500e-04, eta: 11:20:41, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9362, loss_cls: 0.7384, loss: 0.7384, grad_norm: 5.6721 2021-06-05 13:49:24,382 - mmaction - INFO - Epoch [66][60/1243] lr: 7.500e-04, eta: 11:20:22, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8174, top5_acc: 0.9378, loss_cls: 0.7065, loss: 0.7065, grad_norm: 6.0123 2021-06-05 13:49:42,596 - mmaction - INFO - Epoch [66][80/1243] lr: 7.500e-04, eta: 11:20:03, time: 0.910, data_time: 0.000, memory: 18352, top1_acc: 0.8089, top5_acc: 0.9339, loss_cls: 0.7292, loss: 0.7292, grad_norm: 5.7797 2021-06-05 13:50:00,892 - mmaction - INFO - Epoch [66][100/1243] lr: 7.500e-04, eta: 11:19:44, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8237, top5_acc: 0.9352, loss_cls: 0.7063, loss: 0.7063, grad_norm: 5.8116 2021-06-05 13:50:19,208 - mmaction - INFO - Epoch [66][120/1243] lr: 7.500e-04, eta: 11:19:25, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8143, top5_acc: 0.9365, loss_cls: 0.7232, loss: 0.7232, grad_norm: 5.6879 2021-06-05 13:50:37,497 - mmaction - INFO - Epoch [66][140/1243] lr: 7.500e-04, eta: 11:19:06, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9370, loss_cls: 0.7018, loss: 0.7018, grad_norm: 5.7884 2021-06-05 13:50:55,795 - mmaction - INFO - Epoch [66][160/1243] lr: 7.500e-04, eta: 11:18:47, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8185, top5_acc: 0.9391, loss_cls: 0.7142, loss: 0.7142, grad_norm: 5.8211 2021-06-05 13:51:14,091 - mmaction - INFO - Epoch [66][180/1243] lr: 7.500e-04, eta: 11:18:28, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9352, loss_cls: 0.6996, loss: 0.6996, grad_norm: 5.7496 2021-06-05 13:51:32,464 - mmaction - INFO - Epoch [66][200/1243] lr: 7.500e-04, eta: 11:18:09, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8078, top5_acc: 0.9349, loss_cls: 0.7296, loss: 0.7296, grad_norm: 5.7984 2021-06-05 13:51:50,815 - mmaction - INFO - Epoch [66][220/1243] lr: 7.500e-04, eta: 11:17:50, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8253, top5_acc: 0.9378, loss_cls: 0.7204, loss: 0.7204, grad_norm: 7.0240 2021-06-05 13:52:09,103 - mmaction - INFO - Epoch [66][240/1243] lr: 7.500e-04, eta: 11:17:30, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8063, top5_acc: 0.9346, loss_cls: 0.7510, loss: 0.7510, grad_norm: 6.3449 2021-06-05 13:52:27,443 - mmaction - INFO - Epoch [66][260/1243] lr: 7.500e-04, eta: 11:17:11, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8164, top5_acc: 0.9375, loss_cls: 0.7119, loss: 0.7119, grad_norm: 5.7112 2021-06-05 13:52:45,784 - mmaction - INFO - Epoch [66][280/1243] lr: 7.500e-04, eta: 11:16:52, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8125, top5_acc: 0.9323, loss_cls: 0.7373, loss: 0.7373, grad_norm: 6.2796 2021-06-05 13:53:04,152 - mmaction - INFO - Epoch [66][300/1243] lr: 7.500e-04, eta: 11:16:33, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8169, top5_acc: 0.9367, loss_cls: 0.7095, loss: 0.7095, grad_norm: 6.7827 2021-06-05 13:53:22,442 - mmaction - INFO - Epoch [66][320/1243] lr: 7.500e-04, eta: 11:16:14, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9401, loss_cls: 0.6924, loss: 0.6924, grad_norm: 6.4015 2021-06-05 13:53:40,857 - mmaction - INFO - Epoch [66][340/1243] lr: 7.500e-04, eta: 11:15:55, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8104, top5_acc: 0.9367, loss_cls: 0.7241, loss: 0.7241, grad_norm: 6.0581 2021-06-05 13:53:59,099 - mmaction - INFO - Epoch [66][360/1243] lr: 7.500e-04, eta: 11:15:36, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9359, loss_cls: 0.7339, loss: 0.7339, grad_norm: 6.0598 2021-06-05 13:54:17,442 - mmaction - INFO - Epoch [66][380/1243] lr: 7.500e-04, eta: 11:15:17, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8227, top5_acc: 0.9365, loss_cls: 0.6895, loss: 0.6895, grad_norm: 6.3502 2021-06-05 13:54:35,797 - mmaction - INFO - Epoch [66][400/1243] lr: 7.500e-04, eta: 11:14:58, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8049, top5_acc: 0.9359, loss_cls: 0.7393, loss: 0.7393, grad_norm: 7.0273 2021-06-05 13:54:54,136 - mmaction - INFO - Epoch [66][420/1243] lr: 7.500e-04, eta: 11:14:39, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8169, top5_acc: 0.9370, loss_cls: 0.7020, loss: 0.7020, grad_norm: 7.0733 2021-06-05 13:55:12,468 - mmaction - INFO - Epoch [66][440/1243] lr: 7.500e-04, eta: 11:14:20, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8148, top5_acc: 0.9391, loss_cls: 0.7179, loss: 0.7179, grad_norm: 6.1609 2021-06-05 13:55:30,764 - mmaction - INFO - Epoch [66][460/1243] lr: 7.500e-04, eta: 11:14:01, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8203, top5_acc: 0.9404, loss_cls: 0.6971, loss: 0.6971, grad_norm: 5.7282 2021-06-05 13:55:49,105 - mmaction - INFO - Epoch [66][480/1243] lr: 7.500e-04, eta: 11:13:42, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8112, top5_acc: 0.9383, loss_cls: 0.7178, loss: 0.7178, grad_norm: 5.8533 2021-06-05 13:56:07,304 - mmaction - INFO - Epoch [66][500/1243] lr: 7.500e-04, eta: 11:13:23, time: 0.911, data_time: 0.001, memory: 18352, top1_acc: 0.8185, top5_acc: 0.9385, loss_cls: 0.7099, loss: 0.7099, grad_norm: 5.9220 2021-06-05 13:56:25,645 - mmaction - INFO - Epoch [66][520/1243] lr: 7.500e-04, eta: 11:13:04, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8195, top5_acc: 0.9292, loss_cls: 0.7285, loss: 0.7285, grad_norm: 5.9590 2021-06-05 13:56:44,000 - mmaction - INFO - Epoch [66][540/1243] lr: 7.500e-04, eta: 11:12:45, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8138, top5_acc: 0.9359, loss_cls: 0.7268, loss: 0.7268, grad_norm: 5.9466 2021-06-05 13:57:02,363 - mmaction - INFO - Epoch [66][560/1243] lr: 7.500e-04, eta: 11:12:26, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8044, top5_acc: 0.9315, loss_cls: 0.7483, loss: 0.7483, grad_norm: 7.0294 2021-06-05 13:57:20,611 - mmaction - INFO - Epoch [66][580/1243] lr: 7.500e-04, eta: 11:12:07, time: 0.913, data_time: 0.002, memory: 18352, top1_acc: 0.8052, top5_acc: 0.9276, loss_cls: 0.7804, loss: 0.7804, grad_norm: 6.1365 2021-06-05 13:57:38,965 - mmaction - INFO - Epoch [66][600/1243] lr: 7.500e-04, eta: 11:11:48, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8182, top5_acc: 0.9318, loss_cls: 0.7294, loss: 0.7294, grad_norm: 5.9896 2021-06-05 13:57:57,381 - mmaction - INFO - Epoch [66][620/1243] lr: 7.500e-04, eta: 11:11:29, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8169, top5_acc: 0.9326, loss_cls: 0.7243, loss: 0.7243, grad_norm: 5.9305 2021-06-05 13:58:15,686 - mmaction - INFO - Epoch [66][640/1243] lr: 7.500e-04, eta: 11:11:10, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9362, loss_cls: 0.7005, loss: 0.7005, grad_norm: 5.5911 2021-06-05 13:58:34,056 - mmaction - INFO - Epoch [66][660/1243] lr: 7.500e-04, eta: 11:10:51, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8234, top5_acc: 0.9359, loss_cls: 0.6890, loss: 0.6890, grad_norm: 5.5482 2021-06-05 13:58:52,408 - mmaction - INFO - Epoch [66][680/1243] lr: 7.500e-04, eta: 11:10:32, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9365, loss_cls: 0.7142, loss: 0.7142, grad_norm: 5.8860 2021-06-05 13:59:10,730 - mmaction - INFO - Epoch [66][700/1243] lr: 7.500e-04, eta: 11:10:13, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8206, top5_acc: 0.9370, loss_cls: 0.7024, loss: 0.7024, grad_norm: 5.7992 2021-06-05 13:59:29,116 - mmaction - INFO - Epoch [66][720/1243] lr: 7.500e-04, eta: 11:09:54, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9417, loss_cls: 0.6696, loss: 0.6696, grad_norm: 5.7612 2021-06-05 13:59:47,452 - mmaction - INFO - Epoch [66][740/1243] lr: 7.500e-04, eta: 11:09:35, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8133, top5_acc: 0.9328, loss_cls: 0.7225, loss: 0.7225, grad_norm: 6.1100 2021-06-05 14:00:05,681 - mmaction - INFO - Epoch [66][760/1243] lr: 7.500e-04, eta: 11:09:16, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.8122, top5_acc: 0.9297, loss_cls: 0.7470, loss: 0.7470, grad_norm: 5.6246 2021-06-05 14:00:24,051 - mmaction - INFO - Epoch [66][780/1243] lr: 7.500e-04, eta: 11:08:57, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8195, top5_acc: 0.9370, loss_cls: 0.7113, loss: 0.7113, grad_norm: 5.6159 2021-06-05 14:00:42,419 - mmaction - INFO - Epoch [66][800/1243] lr: 7.500e-04, eta: 11:08:38, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8201, top5_acc: 0.9359, loss_cls: 0.7111, loss: 0.7111, grad_norm: 5.4714 2021-06-05 14:01:00,707 - mmaction - INFO - Epoch [66][820/1243] lr: 7.500e-04, eta: 11:08:19, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8167, top5_acc: 0.9297, loss_cls: 0.7147, loss: 0.7147, grad_norm: 5.9139 2021-06-05 14:01:19,016 - mmaction - INFO - Epoch [66][840/1243] lr: 7.500e-04, eta: 11:07:59, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9354, loss_cls: 0.6960, loss: 0.6960, grad_norm: 5.7043 2021-06-05 14:01:37,285 - mmaction - INFO - Epoch [66][860/1243] lr: 7.500e-04, eta: 11:07:40, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8138, top5_acc: 0.9365, loss_cls: 0.7168, loss: 0.7168, grad_norm: 6.9220 2021-06-05 14:01:55,569 - mmaction - INFO - Epoch [66][880/1243] lr: 7.500e-04, eta: 11:07:21, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8047, top5_acc: 0.9315, loss_cls: 0.7585, loss: 0.7585, grad_norm: 6.2377 2021-06-05 14:02:13,874 - mmaction - INFO - Epoch [66][900/1243] lr: 7.500e-04, eta: 11:07:02, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9307, loss_cls: 0.7478, loss: 0.7478, grad_norm: 6.4183 2021-06-05 14:02:32,178 - mmaction - INFO - Epoch [66][920/1243] lr: 7.500e-04, eta: 11:06:43, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8141, top5_acc: 0.9302, loss_cls: 0.7404, loss: 0.7404, grad_norm: 5.7791 2021-06-05 14:02:50,522 - mmaction - INFO - Epoch [66][940/1243] lr: 7.500e-04, eta: 11:06:24, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8023, top5_acc: 0.9258, loss_cls: 0.7849, loss: 0.7849, grad_norm: 6.2782 2021-06-05 14:03:08,898 - mmaction - INFO - Epoch [66][960/1243] lr: 7.500e-04, eta: 11:06:05, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8182, top5_acc: 0.9378, loss_cls: 0.7065, loss: 0.7065, grad_norm: 5.7316 2021-06-05 14:03:27,217 - mmaction - INFO - Epoch [66][980/1243] lr: 7.500e-04, eta: 11:05:46, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9323, loss_cls: 0.7456, loss: 0.7456, grad_norm: 5.9979 2021-06-05 14:03:45,550 - mmaction - INFO - Epoch [66][1000/1243] lr: 7.500e-04, eta: 11:05:27, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8148, top5_acc: 0.9370, loss_cls: 0.7183, loss: 0.7183, grad_norm: 6.6842 2021-06-05 14:04:03,943 - mmaction - INFO - Epoch [66][1020/1243] lr: 7.500e-04, eta: 11:05:08, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8060, top5_acc: 0.9362, loss_cls: 0.7537, loss: 0.7537, grad_norm: 6.3302 2021-06-05 14:04:22,278 - mmaction - INFO - Epoch [66][1040/1243] lr: 7.500e-04, eta: 11:04:49, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8122, top5_acc: 0.9385, loss_cls: 0.7238, loss: 0.7238, grad_norm: 6.5381 2021-06-05 14:04:40,651 - mmaction - INFO - Epoch [66][1060/1243] lr: 7.500e-04, eta: 11:04:30, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8203, top5_acc: 0.9396, loss_cls: 0.7017, loss: 0.7017, grad_norm: 5.5343 2021-06-05 14:04:59,027 - mmaction - INFO - Epoch [66][1080/1243] lr: 7.500e-04, eta: 11:04:11, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8089, top5_acc: 0.9302, loss_cls: 0.7567, loss: 0.7567, grad_norm: 6.3523 2021-06-05 14:05:17,349 - mmaction - INFO - Epoch [66][1100/1243] lr: 7.500e-04, eta: 11:03:52, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8255, top5_acc: 0.9372, loss_cls: 0.7100, loss: 0.7100, grad_norm: 5.4889 2021-06-05 14:05:35,700 - mmaction - INFO - Epoch [66][1120/1243] lr: 7.500e-04, eta: 11:03:33, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9336, loss_cls: 0.7274, loss: 0.7274, grad_norm: 6.4587 2021-06-05 14:05:54,020 - mmaction - INFO - Epoch [66][1140/1243] lr: 7.500e-04, eta: 11:03:14, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.8044, top5_acc: 0.9328, loss_cls: 0.7661, loss: 0.7661, grad_norm: 6.0666 2021-06-05 14:06:12,306 - mmaction - INFO - Epoch [66][1160/1243] lr: 7.500e-04, eta: 11:02:55, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8177, top5_acc: 0.9294, loss_cls: 0.7261, loss: 0.7261, grad_norm: 5.8135 2021-06-05 14:06:30,594 - mmaction - INFO - Epoch [66][1180/1243] lr: 7.500e-04, eta: 11:02:36, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.8068, top5_acc: 0.9406, loss_cls: 0.7272, loss: 0.7272, grad_norm: 5.9277 2021-06-05 14:06:48,862 - mmaction - INFO - Epoch [66][1200/1243] lr: 7.500e-04, eta: 11:02:17, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9359, loss_cls: 0.7359, loss: 0.7359, grad_norm: 5.8919 2021-06-05 14:07:07,155 - mmaction - INFO - Epoch [66][1220/1243] lr: 7.500e-04, eta: 11:01:58, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.8112, top5_acc: 0.9362, loss_cls: 0.7467, loss: 0.7467, grad_norm: 7.1761 2021-06-05 14:07:25,282 - mmaction - INFO - Epoch [66][1240/1243] lr: 7.500e-04, eta: 11:01:39, time: 0.907, data_time: 0.001, memory: 18352, top1_acc: 0.8190, top5_acc: 0.9346, loss_cls: 0.7170, loss: 0.7170, grad_norm: 5.7452 2021-06-05 14:09:47,824 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 14:09:48,460 - mmaction - INFO - top1_acc 0.7482 top5_acc 0.9094 2021-06-05 14:09:48,460 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 14:09:48,483 - mmaction - INFO - mean_acc 0.7481 2021-06-05 14:09:49,677 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_66.pth. 2021-06-05 14:09:49,677 - mmaction - INFO - Best top1_acc is 0.7482 at 66 epoch. 2021-06-05 14:09:49,684 - mmaction - INFO - Saving checkpoint at 66 epochs 2021-06-05 14:09:50,876 - mmaction - INFO - Epoch(val) [66][104] top1_acc: 0.7482, top5_acc: 0.9094, mean_class_accuracy: 0.7481 2021-06-05 14:10:34,465 - mmaction - INFO - Epoch [67][20/1243] lr: 7.500e-04, eta: 11:01:29, time: 2.179, data_time: 1.270, memory: 18352, top1_acc: 0.8227, top5_acc: 0.9383, loss_cls: 0.7023, loss: 0.7023, grad_norm: 5.9307 2021-06-05 14:10:52,771 - mmaction - INFO - Epoch [67][40/1243] lr: 7.500e-04, eta: 11:01:09, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8247, top5_acc: 0.9404, loss_cls: 0.6919, loss: 0.6919, grad_norm: 5.7748 2021-06-05 14:11:11,045 - mmaction - INFO - Epoch [67][60/1243] lr: 7.500e-04, eta: 11:00:50, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8229, top5_acc: 0.9422, loss_cls: 0.6959, loss: 0.6959, grad_norm: 5.6816 2021-06-05 14:11:29,328 - mmaction - INFO - Epoch [67][80/1243] lr: 7.500e-04, eta: 11:00:31, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8216, top5_acc: 0.9346, loss_cls: 0.7068, loss: 0.7068, grad_norm: 5.6047 2021-06-05 14:11:47,643 - mmaction - INFO - Epoch [67][100/1243] lr: 7.500e-04, eta: 11:00:12, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8143, top5_acc: 0.9326, loss_cls: 0.7384, loss: 0.7384, grad_norm: 5.7932 2021-06-05 14:12:06,045 - mmaction - INFO - Epoch [67][120/1243] lr: 7.500e-04, eta: 10:59:53, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8130, top5_acc: 0.9367, loss_cls: 0.7325, loss: 0.7325, grad_norm: 7.4389 2021-06-05 14:12:24,374 - mmaction - INFO - Epoch [67][140/1243] lr: 7.500e-04, eta: 10:59:34, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8177, top5_acc: 0.9307, loss_cls: 0.7209, loss: 0.7209, grad_norm: 5.7243 2021-06-05 14:12:42,758 - mmaction - INFO - Epoch [67][160/1243] lr: 7.500e-04, eta: 10:59:15, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8156, top5_acc: 0.9331, loss_cls: 0.7327, loss: 0.7327, grad_norm: 5.9904 2021-06-05 14:13:01,040 - mmaction - INFO - Epoch [67][180/1243] lr: 7.500e-04, eta: 10:58:56, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9336, loss_cls: 0.7540, loss: 0.7540, grad_norm: 6.3085 2021-06-05 14:13:19,339 - mmaction - INFO - Epoch [67][200/1243] lr: 7.500e-04, eta: 10:58:37, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8154, top5_acc: 0.9346, loss_cls: 0.7284, loss: 0.7284, grad_norm: 5.8045 2021-06-05 14:13:37,651 - mmaction - INFO - Epoch [67][220/1243] lr: 7.500e-04, eta: 10:58:18, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8128, top5_acc: 0.9328, loss_cls: 0.7381, loss: 0.7381, grad_norm: 6.0837 2021-06-05 14:13:55,962 - mmaction - INFO - Epoch [67][240/1243] lr: 7.500e-04, eta: 10:57:59, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9414, loss_cls: 0.6597, loss: 0.6597, grad_norm: 5.7492 2021-06-05 14:14:14,277 - mmaction - INFO - Epoch [67][260/1243] lr: 7.500e-04, eta: 10:57:40, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8086, top5_acc: 0.9341, loss_cls: 0.7463, loss: 0.7463, grad_norm: 6.9481 2021-06-05 14:14:32,579 - mmaction - INFO - Epoch [67][280/1243] lr: 7.500e-04, eta: 10:57:21, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8128, top5_acc: 0.9333, loss_cls: 0.7251, loss: 0.7251, grad_norm: 6.3889 2021-06-05 14:14:50,828 - mmaction - INFO - Epoch [67][300/1243] lr: 7.500e-04, eta: 10:57:02, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.8044, top5_acc: 0.9302, loss_cls: 0.7586, loss: 0.7586, grad_norm: 6.3862 2021-06-05 14:15:09,123 - mmaction - INFO - Epoch [67][320/1243] lr: 7.500e-04, eta: 10:56:43, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8211, top5_acc: 0.9427, loss_cls: 0.7063, loss: 0.7063, grad_norm: 5.7858 2021-06-05 14:15:27,437 - mmaction - INFO - Epoch [67][340/1243] lr: 7.500e-04, eta: 10:56:24, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8203, top5_acc: 0.9333, loss_cls: 0.7088, loss: 0.7088, grad_norm: 5.8475 2021-06-05 14:15:45,742 - mmaction - INFO - Epoch [67][360/1243] lr: 7.500e-04, eta: 10:56:05, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8117, top5_acc: 0.9354, loss_cls: 0.7422, loss: 0.7422, grad_norm: 5.9204 2021-06-05 14:16:03,982 - mmaction - INFO - Epoch [67][380/1243] lr: 7.500e-04, eta: 10:55:46, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9349, loss_cls: 0.7214, loss: 0.7214, grad_norm: 5.9764 2021-06-05 14:16:22,255 - mmaction - INFO - Epoch [67][400/1243] lr: 7.500e-04, eta: 10:55:27, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8073, top5_acc: 0.9326, loss_cls: 0.7562, loss: 0.7562, grad_norm: 6.5159 2021-06-05 14:16:40,558 - mmaction - INFO - Epoch [67][420/1243] lr: 7.500e-04, eta: 10:55:08, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.8089, top5_acc: 0.9333, loss_cls: 0.7357, loss: 0.7357, grad_norm: 5.8763 2021-06-05 14:16:58,841 - mmaction - INFO - Epoch [67][440/1243] lr: 7.500e-04, eta: 10:54:49, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8206, top5_acc: 0.9367, loss_cls: 0.7109, loss: 0.7109, grad_norm: 5.9196 2021-06-05 14:17:17,223 - mmaction - INFO - Epoch [67][460/1243] lr: 7.500e-04, eta: 10:54:30, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9430, loss_cls: 0.6904, loss: 0.6904, grad_norm: 5.7917 2021-06-05 14:17:35,554 - mmaction - INFO - Epoch [67][480/1243] lr: 7.500e-04, eta: 10:54:11, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8156, top5_acc: 0.9357, loss_cls: 0.7227, loss: 0.7227, grad_norm: 5.8817 2021-06-05 14:17:53,955 - mmaction - INFO - Epoch [67][500/1243] lr: 7.500e-04, eta: 10:53:52, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8156, top5_acc: 0.9419, loss_cls: 0.6978, loss: 0.6978, grad_norm: 6.2116 2021-06-05 14:18:12,243 - mmaction - INFO - Epoch [67][520/1243] lr: 7.500e-04, eta: 10:53:33, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8065, top5_acc: 0.9372, loss_cls: 0.7265, loss: 0.7265, grad_norm: 6.1722 2021-06-05 14:18:30,613 - mmaction - INFO - Epoch [67][540/1243] lr: 7.500e-04, eta: 10:53:14, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8156, top5_acc: 0.9289, loss_cls: 0.7366, loss: 0.7366, grad_norm: 6.6428 2021-06-05 14:18:48,869 - mmaction - INFO - Epoch [67][560/1243] lr: 7.500e-04, eta: 10:52:55, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8148, top5_acc: 0.9365, loss_cls: 0.7172, loss: 0.7172, grad_norm: 5.8644 2021-06-05 14:19:07,087 - mmaction - INFO - Epoch [67][580/1243] lr: 7.500e-04, eta: 10:52:36, time: 0.911, data_time: 0.001, memory: 18352, top1_acc: 0.8125, top5_acc: 0.9315, loss_cls: 0.7420, loss: 0.7420, grad_norm: 5.7742 2021-06-05 14:19:25,471 - mmaction - INFO - Epoch [67][600/1243] lr: 7.500e-04, eta: 10:52:17, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8099, top5_acc: 0.9370, loss_cls: 0.7197, loss: 0.7197, grad_norm: 5.8668 2021-06-05 14:19:43,842 - mmaction - INFO - Epoch [67][620/1243] lr: 7.500e-04, eta: 10:51:58, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8229, top5_acc: 0.9396, loss_cls: 0.6915, loss: 0.6915, grad_norm: 5.6936 2021-06-05 14:20:02,201 - mmaction - INFO - Epoch [67][640/1243] lr: 7.500e-04, eta: 10:51:39, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9383, loss_cls: 0.6820, loss: 0.6820, grad_norm: 6.2093 2021-06-05 14:20:20,538 - mmaction - INFO - Epoch [67][660/1243] lr: 7.500e-04, eta: 10:51:20, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8302, top5_acc: 0.9417, loss_cls: 0.6897, loss: 0.6897, grad_norm: 6.2495 2021-06-05 14:20:38,839 - mmaction - INFO - Epoch [67][680/1243] lr: 7.500e-04, eta: 10:51:00, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8130, top5_acc: 0.9388, loss_cls: 0.7369, loss: 0.7369, grad_norm: 6.0504 2021-06-05 14:20:57,175 - mmaction - INFO - Epoch [67][700/1243] lr: 7.500e-04, eta: 10:50:41, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8172, top5_acc: 0.9445, loss_cls: 0.6886, loss: 0.6886, grad_norm: 5.8522 2021-06-05 14:21:15,546 - mmaction - INFO - Epoch [67][720/1243] lr: 7.500e-04, eta: 10:50:22, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8221, top5_acc: 0.9388, loss_cls: 0.7234, loss: 0.7234, grad_norm: 5.5969 2021-06-05 14:21:34,032 - mmaction - INFO - Epoch [67][740/1243] lr: 7.500e-04, eta: 10:50:04, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9383, loss_cls: 0.7157, loss: 0.7157, grad_norm: 6.1449 2021-06-05 14:21:52,436 - mmaction - INFO - Epoch [67][760/1243] lr: 7.500e-04, eta: 10:49:45, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8081, top5_acc: 0.9302, loss_cls: 0.7495, loss: 0.7495, grad_norm: 6.3196 2021-06-05 14:22:10,864 - mmaction - INFO - Epoch [67][780/1243] lr: 7.500e-04, eta: 10:49:26, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8125, top5_acc: 0.9279, loss_cls: 0.7504, loss: 0.7504, grad_norm: 5.8629 2021-06-05 14:22:29,280 - mmaction - INFO - Epoch [67][800/1243] lr: 7.500e-04, eta: 10:49:07, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8078, top5_acc: 0.9273, loss_cls: 0.7579, loss: 0.7579, grad_norm: 5.9732 2021-06-05 14:22:47,705 - mmaction - INFO - Epoch [67][820/1243] lr: 7.500e-04, eta: 10:48:48, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.8148, top5_acc: 0.9417, loss_cls: 0.7176, loss: 0.7176, grad_norm: 5.9369 2021-06-05 14:23:06,003 - mmaction - INFO - Epoch [67][840/1243] lr: 7.500e-04, eta: 10:48:29, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8169, top5_acc: 0.9419, loss_cls: 0.7040, loss: 0.7040, grad_norm: 5.6068 2021-06-05 14:23:24,385 - mmaction - INFO - Epoch [67][860/1243] lr: 7.500e-04, eta: 10:48:10, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8156, top5_acc: 0.9344, loss_cls: 0.7283, loss: 0.7283, grad_norm: 5.9453 2021-06-05 14:23:42,769 - mmaction - INFO - Epoch [67][880/1243] lr: 7.500e-04, eta: 10:47:51, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8021, top5_acc: 0.9307, loss_cls: 0.7502, loss: 0.7502, grad_norm: 6.2309 2021-06-05 14:24:01,172 - mmaction - INFO - Epoch [67][900/1243] lr: 7.500e-04, eta: 10:47:32, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8102, top5_acc: 0.9307, loss_cls: 0.7525, loss: 0.7525, grad_norm: 6.2823 2021-06-05 14:24:19,549 - mmaction - INFO - Epoch [67][920/1243] lr: 7.500e-04, eta: 10:47:13, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9339, loss_cls: 0.7071, loss: 0.7071, grad_norm: 5.9587 2021-06-05 14:24:37,977 - mmaction - INFO - Epoch [67][940/1243] lr: 7.500e-04, eta: 10:46:54, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9380, loss_cls: 0.6981, loss: 0.6981, grad_norm: 6.1491 2021-06-05 14:24:56,337 - mmaction - INFO - Epoch [67][960/1243] lr: 7.500e-04, eta: 10:46:35, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8232, top5_acc: 0.9365, loss_cls: 0.6970, loss: 0.6970, grad_norm: 5.9807 2021-06-05 14:25:14,736 - mmaction - INFO - Epoch [67][980/1243] lr: 7.500e-04, eta: 10:46:16, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8133, top5_acc: 0.9365, loss_cls: 0.7202, loss: 0.7202, grad_norm: 5.8534 2021-06-05 14:25:33,081 - mmaction - INFO - Epoch [67][1000/1243] lr: 7.500e-04, eta: 10:45:57, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8159, top5_acc: 0.9406, loss_cls: 0.7087, loss: 0.7087, grad_norm: 6.0512 2021-06-05 14:25:51,382 - mmaction - INFO - Epoch [67][1020/1243] lr: 7.500e-04, eta: 10:45:38, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8227, top5_acc: 0.9372, loss_cls: 0.7032, loss: 0.7032, grad_norm: 6.0935 2021-06-05 14:26:09,730 - mmaction - INFO - Epoch [67][1040/1243] lr: 7.500e-04, eta: 10:45:19, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9435, loss_cls: 0.6990, loss: 0.6990, grad_norm: 6.0712 2021-06-05 14:26:28,122 - mmaction - INFO - Epoch [67][1060/1243] lr: 7.500e-04, eta: 10:45:00, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8206, top5_acc: 0.9409, loss_cls: 0.7170, loss: 0.7170, grad_norm: 5.9985 2021-06-05 14:26:46,526 - mmaction - INFO - Epoch [67][1080/1243] lr: 7.500e-04, eta: 10:44:41, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8146, top5_acc: 0.9388, loss_cls: 0.7200, loss: 0.7200, grad_norm: 5.5061 2021-06-05 14:27:04,854 - mmaction - INFO - Epoch [67][1100/1243] lr: 7.500e-04, eta: 10:44:22, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9362, loss_cls: 0.7433, loss: 0.7433, grad_norm: 5.8597 2021-06-05 14:27:23,186 - mmaction - INFO - Epoch [67][1120/1243] lr: 7.500e-04, eta: 10:44:03, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8117, top5_acc: 0.9313, loss_cls: 0.7263, loss: 0.7263, grad_norm: 5.9358 2021-06-05 14:27:41,577 - mmaction - INFO - Epoch [67][1140/1243] lr: 7.500e-04, eta: 10:43:44, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9352, loss_cls: 0.7357, loss: 0.7357, grad_norm: 6.2820 2021-06-05 14:27:59,888 - mmaction - INFO - Epoch [67][1160/1243] lr: 7.500e-04, eta: 10:43:25, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8122, top5_acc: 0.9378, loss_cls: 0.7070, loss: 0.7070, grad_norm: 6.0580 2021-06-05 14:28:18,320 - mmaction - INFO - Epoch [67][1180/1243] lr: 7.500e-04, eta: 10:43:06, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8148, top5_acc: 0.9323, loss_cls: 0.7355, loss: 0.7355, grad_norm: 5.8649 2021-06-05 14:28:36,629 - mmaction - INFO - Epoch [67][1200/1243] lr: 7.500e-04, eta: 10:42:47, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8141, top5_acc: 0.9375, loss_cls: 0.7144, loss: 0.7144, grad_norm: 6.0256 2021-06-05 14:28:54,962 - mmaction - INFO - Epoch [67][1220/1243] lr: 7.500e-04, eta: 10:42:28, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8000, top5_acc: 0.9305, loss_cls: 0.7510, loss: 0.7510, grad_norm: 5.9445 2021-06-05 14:29:13,151 - mmaction - INFO - Epoch [67][1240/1243] lr: 7.500e-04, eta: 10:42:09, time: 0.909, data_time: 0.001, memory: 18352, top1_acc: 0.8099, top5_acc: 0.9375, loss_cls: 0.7301, loss: 0.7301, grad_norm: 5.6799 2021-06-05 14:31:36,511 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 14:31:37,182 - mmaction - INFO - top1_acc 0.7467 top5_acc 0.9111 2021-06-05 14:31:37,182 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 14:31:37,209 - mmaction - INFO - mean_acc 0.7466 2021-06-05 14:31:37,215 - mmaction - INFO - Saving checkpoint at 67 epochs 2021-06-05 14:31:38,330 - mmaction - INFO - Epoch(val) [67][104] top1_acc: 0.7467, top5_acc: 0.9111, mean_class_accuracy: 0.7466 2021-06-05 14:32:23,332 - mmaction - INFO - Epoch [68][20/1243] lr: 7.500e-04, eta: 10:41:59, time: 2.249, data_time: 1.308, memory: 18352, top1_acc: 0.8138, top5_acc: 0.9419, loss_cls: 0.7077, loss: 0.7077, grad_norm: 5.9733 2021-06-05 14:32:41,558 - mmaction - INFO - Epoch [68][40/1243] lr: 7.500e-04, eta: 10:41:40, time: 0.911, data_time: 0.001, memory: 18352, top1_acc: 0.8185, top5_acc: 0.9328, loss_cls: 0.7274, loss: 0.7274, grad_norm: 5.5281 2021-06-05 14:32:59,900 - mmaction - INFO - Epoch [68][60/1243] lr: 7.500e-04, eta: 10:41:20, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9372, loss_cls: 0.7175, loss: 0.7175, grad_norm: 6.1726 2021-06-05 14:33:18,221 - mmaction - INFO - Epoch [68][80/1243] lr: 7.500e-04, eta: 10:41:01, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8229, top5_acc: 0.9461, loss_cls: 0.6837, loss: 0.6837, grad_norm: 6.2849 2021-06-05 14:33:36,563 - mmaction - INFO - Epoch [68][100/1243] lr: 7.500e-04, eta: 10:40:42, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8289, top5_acc: 0.9424, loss_cls: 0.6778, loss: 0.6778, grad_norm: 5.7017 2021-06-05 14:33:54,879 - mmaction - INFO - Epoch [68][120/1243] lr: 7.500e-04, eta: 10:40:23, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9398, loss_cls: 0.6863, loss: 0.6863, grad_norm: 5.8591 2021-06-05 14:34:13,231 - mmaction - INFO - Epoch [68][140/1243] lr: 7.500e-04, eta: 10:40:04, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8135, top5_acc: 0.9383, loss_cls: 0.7236, loss: 0.7236, grad_norm: 5.5669 2021-06-05 14:34:31,528 - mmaction - INFO - Epoch [68][160/1243] lr: 7.500e-04, eta: 10:39:45, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.7984, top5_acc: 0.9310, loss_cls: 0.7721, loss: 0.7721, grad_norm: 6.5311 2021-06-05 14:34:49,974 - mmaction - INFO - Epoch [68][180/1243] lr: 7.500e-04, eta: 10:39:26, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8203, top5_acc: 0.9313, loss_cls: 0.7279, loss: 0.7279, grad_norm: 6.0992 2021-06-05 14:35:08,389 - mmaction - INFO - Epoch [68][200/1243] lr: 7.500e-04, eta: 10:39:07, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8232, top5_acc: 0.9409, loss_cls: 0.6945, loss: 0.6945, grad_norm: 5.6473 2021-06-05 14:35:26,770 - mmaction - INFO - Epoch [68][220/1243] lr: 7.500e-04, eta: 10:38:48, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8206, top5_acc: 0.9448, loss_cls: 0.6785, loss: 0.6785, grad_norm: 5.6241 2021-06-05 14:35:45,107 - mmaction - INFO - Epoch [68][240/1243] lr: 7.500e-04, eta: 10:38:29, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8115, top5_acc: 0.9362, loss_cls: 0.7315, loss: 0.7315, grad_norm: 5.5983 2021-06-05 14:36:03,540 - mmaction - INFO - Epoch [68][260/1243] lr: 7.500e-04, eta: 10:38:11, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8167, top5_acc: 0.9339, loss_cls: 0.7226, loss: 0.7226, grad_norm: 5.5994 2021-06-05 14:36:21,896 - mmaction - INFO - Epoch [68][280/1243] lr: 7.500e-04, eta: 10:37:52, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8208, top5_acc: 0.9396, loss_cls: 0.6964, loss: 0.6964, grad_norm: 6.0905 2021-06-05 14:36:40,227 - mmaction - INFO - Epoch [68][300/1243] lr: 7.500e-04, eta: 10:37:32, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8237, top5_acc: 0.9370, loss_cls: 0.6856, loss: 0.6856, grad_norm: 7.4518 2021-06-05 14:36:58,597 - mmaction - INFO - Epoch [68][320/1243] lr: 7.500e-04, eta: 10:37:14, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8128, top5_acc: 0.9359, loss_cls: 0.7206, loss: 0.7206, grad_norm: 6.0736 2021-06-05 14:37:16,926 - mmaction - INFO - Epoch [68][340/1243] lr: 7.500e-04, eta: 10:36:54, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8094, top5_acc: 0.9328, loss_cls: 0.7417, loss: 0.7417, grad_norm: 5.5960 2021-06-05 14:37:35,349 - mmaction - INFO - Epoch [68][360/1243] lr: 7.500e-04, eta: 10:36:36, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8242, top5_acc: 0.9375, loss_cls: 0.6918, loss: 0.6918, grad_norm: 5.4368 2021-06-05 14:37:53,765 - mmaction - INFO - Epoch [68][380/1243] lr: 7.500e-04, eta: 10:36:17, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9313, loss_cls: 0.7273, loss: 0.7273, grad_norm: 5.9413 2021-06-05 14:38:12,129 - mmaction - INFO - Epoch [68][400/1243] lr: 7.500e-04, eta: 10:35:58, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9375, loss_cls: 0.7197, loss: 0.7197, grad_norm: 5.6313 2021-06-05 14:38:30,546 - mmaction - INFO - Epoch [68][420/1243] lr: 7.500e-04, eta: 10:35:39, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8201, top5_acc: 0.9352, loss_cls: 0.6980, loss: 0.6980, grad_norm: 6.8779 2021-06-05 14:38:48,955 - mmaction - INFO - Epoch [68][440/1243] lr: 7.500e-04, eta: 10:35:20, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.8052, top5_acc: 0.9391, loss_cls: 0.7408, loss: 0.7408, grad_norm: 6.0426 2021-06-05 14:39:07,374 - mmaction - INFO - Epoch [68][460/1243] lr: 7.500e-04, eta: 10:35:01, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9365, loss_cls: 0.7405, loss: 0.7405, grad_norm: 5.9595 2021-06-05 14:39:25,802 - mmaction - INFO - Epoch [68][480/1243] lr: 7.500e-04, eta: 10:34:42, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8211, top5_acc: 0.9313, loss_cls: 0.7231, loss: 0.7231, grad_norm: 5.9581 2021-06-05 14:39:44,138 - mmaction - INFO - Epoch [68][500/1243] lr: 7.500e-04, eta: 10:34:23, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8174, top5_acc: 0.9362, loss_cls: 0.7140, loss: 0.7140, grad_norm: 5.9889 2021-06-05 14:40:02,476 - mmaction - INFO - Epoch [68][520/1243] lr: 7.500e-04, eta: 10:34:04, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8174, top5_acc: 0.9302, loss_cls: 0.7366, loss: 0.7366, grad_norm: 5.8929 2021-06-05 14:40:20,912 - mmaction - INFO - Epoch [68][540/1243] lr: 7.500e-04, eta: 10:33:45, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9362, loss_cls: 0.7044, loss: 0.7044, grad_norm: 5.5772 2021-06-05 14:40:39,322 - mmaction - INFO - Epoch [68][560/1243] lr: 7.500e-04, eta: 10:33:26, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8159, top5_acc: 0.9367, loss_cls: 0.7062, loss: 0.7062, grad_norm: 5.7578 2021-06-05 14:40:57,653 - mmaction - INFO - Epoch [68][580/1243] lr: 7.500e-04, eta: 10:33:07, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8029, top5_acc: 0.9365, loss_cls: 0.7432, loss: 0.7432, grad_norm: 6.8681 2021-06-05 14:41:16,090 - mmaction - INFO - Epoch [68][600/1243] lr: 7.500e-04, eta: 10:32:48, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8195, top5_acc: 0.9352, loss_cls: 0.7047, loss: 0.7047, grad_norm: 6.3639 2021-06-05 14:41:34,461 - mmaction - INFO - Epoch [68][620/1243] lr: 7.500e-04, eta: 10:32:29, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9401, loss_cls: 0.7118, loss: 0.7118, grad_norm: 6.3192 2021-06-05 14:41:52,877 - mmaction - INFO - Epoch [68][640/1243] lr: 7.500e-04, eta: 10:32:10, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9362, loss_cls: 0.7121, loss: 0.7121, grad_norm: 5.8043 2021-06-05 14:42:11,338 - mmaction - INFO - Epoch [68][660/1243] lr: 7.500e-04, eta: 10:31:51, time: 0.924, data_time: 0.002, memory: 18352, top1_acc: 0.8159, top5_acc: 0.9320, loss_cls: 0.7125, loss: 0.7125, grad_norm: 5.9392 2021-06-05 14:42:29,720 - mmaction - INFO - Epoch [68][680/1243] lr: 7.500e-04, eta: 10:31:32, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8117, top5_acc: 0.9365, loss_cls: 0.7433, loss: 0.7433, grad_norm: 5.8069 2021-06-05 14:42:48,027 - mmaction - INFO - Epoch [68][700/1243] lr: 7.500e-04, eta: 10:31:13, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8190, top5_acc: 0.9424, loss_cls: 0.6814, loss: 0.6814, grad_norm: 5.9815 2021-06-05 14:43:06,404 - mmaction - INFO - Epoch [68][720/1243] lr: 7.500e-04, eta: 10:30:54, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8094, top5_acc: 0.9336, loss_cls: 0.7246, loss: 0.7246, grad_norm: 5.9127 2021-06-05 14:43:24,744 - mmaction - INFO - Epoch [68][740/1243] lr: 7.500e-04, eta: 10:30:35, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8190, top5_acc: 0.9411, loss_cls: 0.6783, loss: 0.6783, grad_norm: 5.6208 2021-06-05 14:43:43,087 - mmaction - INFO - Epoch [68][760/1243] lr: 7.500e-04, eta: 10:30:16, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9352, loss_cls: 0.7337, loss: 0.7337, grad_norm: 5.8106 2021-06-05 14:44:01,445 - mmaction - INFO - Epoch [68][780/1243] lr: 7.500e-04, eta: 10:29:57, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8156, top5_acc: 0.9398, loss_cls: 0.7110, loss: 0.7110, grad_norm: 8.9981 2021-06-05 14:44:19,851 - mmaction - INFO - Epoch [68][800/1243] lr: 7.500e-04, eta: 10:29:38, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8076, top5_acc: 0.9297, loss_cls: 0.7466, loss: 0.7466, grad_norm: 6.7320 2021-06-05 14:44:38,253 - mmaction - INFO - Epoch [68][820/1243] lr: 7.500e-04, eta: 10:29:19, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8146, top5_acc: 0.9430, loss_cls: 0.6943, loss: 0.6943, grad_norm: 6.5066 2021-06-05 14:44:56,636 - mmaction - INFO - Epoch [68][840/1243] lr: 7.500e-04, eta: 10:29:00, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8159, top5_acc: 0.9357, loss_cls: 0.7234, loss: 0.7234, grad_norm: 6.6528 2021-06-05 14:45:15,089 - mmaction - INFO - Epoch [68][860/1243] lr: 7.500e-04, eta: 10:28:41, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8164, top5_acc: 0.9344, loss_cls: 0.7269, loss: 0.7269, grad_norm: 5.9882 2021-06-05 14:45:33,466 - mmaction - INFO - Epoch [68][880/1243] lr: 7.500e-04, eta: 10:28:22, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8070, top5_acc: 0.9307, loss_cls: 0.7397, loss: 0.7397, grad_norm: 5.7672 2021-06-05 14:45:51,895 - mmaction - INFO - Epoch [68][900/1243] lr: 7.500e-04, eta: 10:28:03, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9396, loss_cls: 0.6769, loss: 0.6769, grad_norm: 5.6879 2021-06-05 14:46:10,225 - mmaction - INFO - Epoch [68][920/1243] lr: 7.500e-04, eta: 10:27:44, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9375, loss_cls: 0.7215, loss: 0.7215, grad_norm: 5.6944 2021-06-05 14:46:28,670 - mmaction - INFO - Epoch [68][940/1243] lr: 7.500e-04, eta: 10:27:25, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9409, loss_cls: 0.6787, loss: 0.6787, grad_norm: 5.9598 2021-06-05 14:46:47,106 - mmaction - INFO - Epoch [68][960/1243] lr: 7.500e-04, eta: 10:27:06, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8227, top5_acc: 0.9352, loss_cls: 0.6858, loss: 0.6858, grad_norm: 5.7785 2021-06-05 14:47:05,451 - mmaction - INFO - Epoch [68][980/1243] lr: 7.500e-04, eta: 10:26:47, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9370, loss_cls: 0.7115, loss: 0.7115, grad_norm: 6.0567 2021-06-05 14:47:23,839 - mmaction - INFO - Epoch [68][1000/1243] lr: 7.500e-04, eta: 10:26:28, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9380, loss_cls: 0.7083, loss: 0.7083, grad_norm: 5.9322 2021-06-05 14:47:42,197 - mmaction - INFO - Epoch [68][1020/1243] lr: 7.500e-04, eta: 10:26:09, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9294, loss_cls: 0.7291, loss: 0.7291, grad_norm: 5.6856 2021-06-05 14:48:00,547 - mmaction - INFO - Epoch [68][1040/1243] lr: 7.500e-04, eta: 10:25:50, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8081, top5_acc: 0.9305, loss_cls: 0.7470, loss: 0.7470, grad_norm: 5.8164 2021-06-05 14:48:19,013 - mmaction - INFO - Epoch [68][1060/1243] lr: 7.500e-04, eta: 10:25:31, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9318, loss_cls: 0.7508, loss: 0.7508, grad_norm: 5.9162 2021-06-05 14:48:37,454 - mmaction - INFO - Epoch [68][1080/1243] lr: 7.500e-04, eta: 10:25:12, time: 0.923, data_time: 0.002, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9427, loss_cls: 0.6791, loss: 0.6791, grad_norm: 6.1854 2021-06-05 14:48:55,821 - mmaction - INFO - Epoch [68][1100/1243] lr: 7.500e-04, eta: 10:24:53, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9284, loss_cls: 0.7557, loss: 0.7557, grad_norm: 5.7591 2021-06-05 14:49:14,218 - mmaction - INFO - Epoch [68][1120/1243] lr: 7.500e-04, eta: 10:24:34, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8044, top5_acc: 0.9333, loss_cls: 0.7642, loss: 0.7642, grad_norm: 6.2036 2021-06-05 14:49:32,615 - mmaction - INFO - Epoch [68][1140/1243] lr: 7.500e-04, eta: 10:24:15, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8148, top5_acc: 0.9362, loss_cls: 0.7151, loss: 0.7151, grad_norm: 5.8630 2021-06-05 14:49:51,029 - mmaction - INFO - Epoch [68][1160/1243] lr: 7.500e-04, eta: 10:23:56, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.8143, top5_acc: 0.9359, loss_cls: 0.7242, loss: 0.7242, grad_norm: 5.8496 2021-06-05 14:50:09,526 - mmaction - INFO - Epoch [68][1180/1243] lr: 7.500e-04, eta: 10:23:38, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8216, top5_acc: 0.9357, loss_cls: 0.7121, loss: 0.7121, grad_norm: 5.9301 2021-06-05 14:50:27,925 - mmaction - INFO - Epoch [68][1200/1243] lr: 7.500e-04, eta: 10:23:19, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9380, loss_cls: 0.6984, loss: 0.6984, grad_norm: 5.5470 2021-06-05 14:50:46,302 - mmaction - INFO - Epoch [68][1220/1243] lr: 7.500e-04, eta: 10:23:00, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8057, top5_acc: 0.9372, loss_cls: 0.7329, loss: 0.7329, grad_norm: 5.6917 2021-06-05 14:51:04,462 - mmaction - INFO - Epoch [68][1240/1243] lr: 7.500e-04, eta: 10:22:41, time: 0.908, data_time: 0.001, memory: 18352, top1_acc: 0.8122, top5_acc: 0.9318, loss_cls: 0.7450, loss: 0.7450, grad_norm: 5.6418 2021-06-05 14:53:27,617 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 14:53:28,275 - mmaction - INFO - top1_acc 0.7429 top5_acc 0.9113 2021-06-05 14:53:28,275 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 14:53:28,299 - mmaction - INFO - mean_acc 0.7429 2021-06-05 14:53:28,304 - mmaction - INFO - Saving checkpoint at 68 epochs 2021-06-05 14:53:29,478 - mmaction - INFO - Epoch(val) [68][104] top1_acc: 0.7429, top5_acc: 0.9113, mean_class_accuracy: 0.7429 2021-06-05 14:54:13,917 - mmaction - INFO - Epoch [69][20/1243] lr: 7.500e-04, eta: 10:22:30, time: 2.222, data_time: 1.309, memory: 18352, top1_acc: 0.8164, top5_acc: 0.9362, loss_cls: 0.7174, loss: 0.7174, grad_norm: 5.8537 2021-06-05 14:54:32,287 - mmaction - INFO - Epoch [69][40/1243] lr: 7.500e-04, eta: 10:22:11, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8263, top5_acc: 0.9346, loss_cls: 0.7104, loss: 0.7104, grad_norm: 5.9302 2021-06-05 14:54:50,609 - mmaction - INFO - Epoch [69][60/1243] lr: 7.500e-04, eta: 10:21:52, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8190, top5_acc: 0.9357, loss_cls: 0.7043, loss: 0.7043, grad_norm: 5.7722 2021-06-05 14:55:08,883 - mmaction - INFO - Epoch [69][80/1243] lr: 7.500e-04, eta: 10:21:33, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9323, loss_cls: 0.7216, loss: 0.7216, grad_norm: 6.1069 2021-06-05 14:55:27,223 - mmaction - INFO - Epoch [69][100/1243] lr: 7.500e-04, eta: 10:21:14, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9344, loss_cls: 0.7572, loss: 0.7572, grad_norm: 6.6266 2021-06-05 14:55:45,575 - mmaction - INFO - Epoch [69][120/1243] lr: 7.500e-04, eta: 10:20:55, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8083, top5_acc: 0.9398, loss_cls: 0.7147, loss: 0.7147, grad_norm: 6.6392 2021-06-05 14:56:03,967 - mmaction - INFO - Epoch [69][140/1243] lr: 7.500e-04, eta: 10:20:36, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8190, top5_acc: 0.9357, loss_cls: 0.7291, loss: 0.7291, grad_norm: 6.0679 2021-06-05 14:56:22,331 - mmaction - INFO - Epoch [69][160/1243] lr: 7.500e-04, eta: 10:20:17, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9430, loss_cls: 0.6923, loss: 0.6923, grad_norm: 6.2485 2021-06-05 14:56:40,792 - mmaction - INFO - Epoch [69][180/1243] lr: 7.500e-04, eta: 10:19:58, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8091, top5_acc: 0.9271, loss_cls: 0.7428, loss: 0.7428, grad_norm: 5.6476 2021-06-05 14:56:59,168 - mmaction - INFO - Epoch [69][200/1243] lr: 7.500e-04, eta: 10:19:39, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9341, loss_cls: 0.7055, loss: 0.7055, grad_norm: 6.1176 2021-06-05 14:57:17,542 - mmaction - INFO - Epoch [69][220/1243] lr: 7.500e-04, eta: 10:19:20, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9432, loss_cls: 0.6764, loss: 0.6764, grad_norm: 6.0610 2021-06-05 14:57:35,914 - mmaction - INFO - Epoch [69][240/1243] lr: 7.500e-04, eta: 10:19:01, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8232, top5_acc: 0.9346, loss_cls: 0.7228, loss: 0.7228, grad_norm: 5.9455 2021-06-05 14:57:54,283 - mmaction - INFO - Epoch [69][260/1243] lr: 7.500e-04, eta: 10:18:42, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8237, top5_acc: 0.9432, loss_cls: 0.6850, loss: 0.6850, grad_norm: 5.9537 2021-06-05 14:58:12,618 - mmaction - INFO - Epoch [69][280/1243] lr: 7.500e-04, eta: 10:18:23, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8201, top5_acc: 0.9417, loss_cls: 0.6898, loss: 0.6898, grad_norm: 5.8177 2021-06-05 14:58:31,078 - mmaction - INFO - Epoch [69][300/1243] lr: 7.500e-04, eta: 10:18:04, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8232, top5_acc: 0.9404, loss_cls: 0.7170, loss: 0.7170, grad_norm: 6.1567 2021-06-05 14:58:49,440 - mmaction - INFO - Epoch [69][320/1243] lr: 7.500e-04, eta: 10:17:45, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8159, top5_acc: 0.9380, loss_cls: 0.7390, loss: 0.7390, grad_norm: 6.4803 2021-06-05 14:59:07,907 - mmaction - INFO - Epoch [69][340/1243] lr: 7.500e-04, eta: 10:17:26, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8089, top5_acc: 0.9349, loss_cls: 0.7240, loss: 0.7240, grad_norm: 5.7629 2021-06-05 14:59:26,359 - mmaction - INFO - Epoch [69][360/1243] lr: 7.500e-04, eta: 10:17:07, time: 0.924, data_time: 0.002, memory: 18352, top1_acc: 0.8143, top5_acc: 0.9359, loss_cls: 0.7335, loss: 0.7335, grad_norm: 5.6944 2021-06-05 14:59:44,829 - mmaction - INFO - Epoch [69][380/1243] lr: 7.500e-04, eta: 10:16:48, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8229, top5_acc: 0.9367, loss_cls: 0.7044, loss: 0.7044, grad_norm: 5.7314 2021-06-05 15:00:03,218 - mmaction - INFO - Epoch [69][400/1243] lr: 7.500e-04, eta: 10:16:29, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8255, top5_acc: 0.9419, loss_cls: 0.6743, loss: 0.6743, grad_norm: 5.8861 2021-06-05 15:00:21,586 - mmaction - INFO - Epoch [69][420/1243] lr: 7.500e-04, eta: 10:16:10, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9440, loss_cls: 0.6715, loss: 0.6715, grad_norm: 5.6694 2021-06-05 15:00:39,971 - mmaction - INFO - Epoch [69][440/1243] lr: 7.500e-04, eta: 10:15:51, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8177, top5_acc: 0.9422, loss_cls: 0.6894, loss: 0.6894, grad_norm: 6.5818 2021-06-05 15:00:58,320 - mmaction - INFO - Epoch [69][460/1243] lr: 7.500e-04, eta: 10:15:32, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9484, loss_cls: 0.6879, loss: 0.6879, grad_norm: 5.6093 2021-06-05 15:01:16,799 - mmaction - INFO - Epoch [69][480/1243] lr: 7.500e-04, eta: 10:15:13, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.8174, top5_acc: 0.9326, loss_cls: 0.7256, loss: 0.7256, grad_norm: 6.9162 2021-06-05 15:01:35,181 - mmaction - INFO - Epoch [69][500/1243] lr: 7.500e-04, eta: 10:14:54, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8203, top5_acc: 0.9365, loss_cls: 0.7096, loss: 0.7096, grad_norm: 5.8656 2021-06-05 15:01:53,579 - mmaction - INFO - Epoch [69][520/1243] lr: 7.500e-04, eta: 10:14:35, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9409, loss_cls: 0.6905, loss: 0.6905, grad_norm: 6.4486 2021-06-05 15:02:11,992 - mmaction - INFO - Epoch [69][540/1243] lr: 7.500e-04, eta: 10:14:16, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.7995, top5_acc: 0.9266, loss_cls: 0.7845, loss: 0.7845, grad_norm: 6.4681 2021-06-05 15:02:30,434 - mmaction - INFO - Epoch [69][560/1243] lr: 7.500e-04, eta: 10:13:57, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9398, loss_cls: 0.7141, loss: 0.7141, grad_norm: 6.8177 2021-06-05 15:02:48,939 - mmaction - INFO - Epoch [69][580/1243] lr: 7.500e-04, eta: 10:13:38, time: 0.925, data_time: 0.000, memory: 18352, top1_acc: 0.8211, top5_acc: 0.9380, loss_cls: 0.7023, loss: 0.7023, grad_norm: 5.6737 2021-06-05 15:03:07,360 - mmaction - INFO - Epoch [69][600/1243] lr: 7.500e-04, eta: 10:13:20, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8102, top5_acc: 0.9411, loss_cls: 0.7214, loss: 0.7214, grad_norm: 5.9783 2021-06-05 15:03:25,813 - mmaction - INFO - Epoch [69][620/1243] lr: 7.500e-04, eta: 10:13:01, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8206, top5_acc: 0.9432, loss_cls: 0.6853, loss: 0.6853, grad_norm: 6.0171 2021-06-05 15:03:44,193 - mmaction - INFO - Epoch [69][640/1243] lr: 7.500e-04, eta: 10:12:42, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9378, loss_cls: 0.7234, loss: 0.7234, grad_norm: 6.1767 2021-06-05 15:04:02,704 - mmaction - INFO - Epoch [69][660/1243] lr: 7.500e-04, eta: 10:12:23, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.8164, top5_acc: 0.9427, loss_cls: 0.7123, loss: 0.7123, grad_norm: 6.7560 2021-06-05 15:04:21,099 - mmaction - INFO - Epoch [69][680/1243] lr: 7.500e-04, eta: 10:12:04, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8104, top5_acc: 0.9266, loss_cls: 0.7636, loss: 0.7636, grad_norm: 6.2970 2021-06-05 15:04:39,465 - mmaction - INFO - Epoch [69][700/1243] lr: 7.500e-04, eta: 10:11:45, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8201, top5_acc: 0.9451, loss_cls: 0.6751, loss: 0.6751, grad_norm: 6.0079 2021-06-05 15:04:57,918 - mmaction - INFO - Epoch [69][720/1243] lr: 7.500e-04, eta: 10:11:26, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8128, top5_acc: 0.9331, loss_cls: 0.7251, loss: 0.7251, grad_norm: 5.7388 2021-06-05 15:05:16,271 - mmaction - INFO - Epoch [69][740/1243] lr: 7.500e-04, eta: 10:11:07, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8159, top5_acc: 0.9333, loss_cls: 0.7044, loss: 0.7044, grad_norm: 5.4577 2021-06-05 15:05:34,606 - mmaction - INFO - Epoch [69][760/1243] lr: 7.500e-04, eta: 10:10:48, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8138, top5_acc: 0.9357, loss_cls: 0.7189, loss: 0.7189, grad_norm: 5.8396 2021-06-05 15:05:52,993 - mmaction - INFO - Epoch [69][780/1243] lr: 7.500e-04, eta: 10:10:29, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8135, top5_acc: 0.9328, loss_cls: 0.7272, loss: 0.7272, grad_norm: 6.1398 2021-06-05 15:06:11,459 - mmaction - INFO - Epoch [69][800/1243] lr: 7.500e-04, eta: 10:10:10, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.8073, top5_acc: 0.9349, loss_cls: 0.7516, loss: 0.7516, grad_norm: 8.7232 2021-06-05 15:06:29,900 - mmaction - INFO - Epoch [69][820/1243] lr: 7.500e-04, eta: 10:09:51, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9333, loss_cls: 0.7339, loss: 0.7339, grad_norm: 5.7207 2021-06-05 15:06:48,317 - mmaction - INFO - Epoch [69][840/1243] lr: 7.500e-04, eta: 10:09:32, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8143, top5_acc: 0.9406, loss_cls: 0.7058, loss: 0.7058, grad_norm: 5.8484 2021-06-05 15:07:06,685 - mmaction - INFO - Epoch [69][860/1243] lr: 7.500e-04, eta: 10:09:13, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9380, loss_cls: 0.6668, loss: 0.6668, grad_norm: 5.7792 2021-06-05 15:07:25,101 - mmaction - INFO - Epoch [69][880/1243] lr: 7.500e-04, eta: 10:08:54, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8039, top5_acc: 0.9294, loss_cls: 0.7660, loss: 0.7660, grad_norm: 5.9686 2021-06-05 15:07:43,540 - mmaction - INFO - Epoch [69][900/1243] lr: 7.500e-04, eta: 10:08:35, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8086, top5_acc: 0.9302, loss_cls: 0.7438, loss: 0.7438, grad_norm: 5.7249 2021-06-05 15:08:01,955 - mmaction - INFO - Epoch [69][920/1243] lr: 7.500e-04, eta: 10:08:16, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8201, top5_acc: 0.9333, loss_cls: 0.7147, loss: 0.7147, grad_norm: 6.2146 2021-06-05 15:08:20,366 - mmaction - INFO - Epoch [69][940/1243] lr: 7.500e-04, eta: 10:07:57, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8190, top5_acc: 0.9383, loss_cls: 0.6945, loss: 0.6945, grad_norm: 5.9255 2021-06-05 15:08:38,759 - mmaction - INFO - Epoch [69][960/1243] lr: 7.500e-04, eta: 10:07:38, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9333, loss_cls: 0.7393, loss: 0.7393, grad_norm: 6.5380 2021-06-05 15:08:57,197 - mmaction - INFO - Epoch [69][980/1243] lr: 7.500e-04, eta: 10:07:19, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8036, top5_acc: 0.9250, loss_cls: 0.7901, loss: 0.7901, grad_norm: 6.0511 2021-06-05 15:09:15,696 - mmaction - INFO - Epoch [69][1000/1243] lr: 7.500e-04, eta: 10:07:00, time: 0.924, data_time: 0.000, memory: 18352, top1_acc: 0.8094, top5_acc: 0.9380, loss_cls: 0.7368, loss: 0.7368, grad_norm: 6.2486 2021-06-05 15:09:34,067 - mmaction - INFO - Epoch [69][1020/1243] lr: 7.500e-04, eta: 10:06:41, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8216, top5_acc: 0.9370, loss_cls: 0.7095, loss: 0.7095, grad_norm: 6.4215 2021-06-05 15:09:52,472 - mmaction - INFO - Epoch [69][1040/1243] lr: 7.500e-04, eta: 10:06:22, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9365, loss_cls: 0.6985, loss: 0.6985, grad_norm: 5.8826 2021-06-05 15:10:10,961 - mmaction - INFO - Epoch [69][1060/1243] lr: 7.500e-04, eta: 10:06:04, time: 0.925, data_time: 0.002, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9372, loss_cls: 0.7116, loss: 0.7116, grad_norm: 5.9302 2021-06-05 15:10:29,351 - mmaction - INFO - Epoch [69][1080/1243] lr: 7.500e-04, eta: 10:05:45, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8055, top5_acc: 0.9331, loss_cls: 0.7482, loss: 0.7482, grad_norm: 6.6484 2021-06-05 15:10:47,848 - mmaction - INFO - Epoch [69][1100/1243] lr: 7.500e-04, eta: 10:05:26, time: 0.925, data_time: 0.000, memory: 18352, top1_acc: 0.8190, top5_acc: 0.9417, loss_cls: 0.7155, loss: 0.7155, grad_norm: 5.9180 2021-06-05 15:11:06,223 - mmaction - INFO - Epoch [69][1120/1243] lr: 7.500e-04, eta: 10:05:07, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8232, top5_acc: 0.9404, loss_cls: 0.6925, loss: 0.6925, grad_norm: 5.5066 2021-06-05 15:11:24,695 - mmaction - INFO - Epoch [69][1140/1243] lr: 7.500e-04, eta: 10:04:48, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9362, loss_cls: 0.7111, loss: 0.7111, grad_norm: 5.7419 2021-06-05 15:11:43,099 - mmaction - INFO - Epoch [69][1160/1243] lr: 7.500e-04, eta: 10:04:29, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8203, top5_acc: 0.9328, loss_cls: 0.7157, loss: 0.7157, grad_norm: 5.8878 2021-06-05 15:12:01,546 - mmaction - INFO - Epoch [69][1180/1243] lr: 7.500e-04, eta: 10:04:10, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9357, loss_cls: 0.7376, loss: 0.7376, grad_norm: 5.8822 2021-06-05 15:12:19,920 - mmaction - INFO - Epoch [69][1200/1243] lr: 7.500e-04, eta: 10:03:51, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8242, top5_acc: 0.9398, loss_cls: 0.6925, loss: 0.6925, grad_norm: 5.9309 2021-06-05 15:12:38,339 - mmaction - INFO - Epoch [69][1220/1243] lr: 7.500e-04, eta: 10:03:32, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8182, top5_acc: 0.9406, loss_cls: 0.7077, loss: 0.7077, grad_norm: 5.9501 2021-06-05 15:12:56,469 - mmaction - INFO - Epoch [69][1240/1243] lr: 7.500e-04, eta: 10:03:13, time: 0.907, data_time: 0.001, memory: 18352, top1_acc: 0.8174, top5_acc: 0.9367, loss_cls: 0.6975, loss: 0.6975, grad_norm: 5.6336 2021-06-05 15:15:19,060 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 15:15:19,711 - mmaction - INFO - top1_acc 0.7437 top5_acc 0.9093 2021-06-05 15:15:19,711 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 15:15:19,733 - mmaction - INFO - mean_acc 0.7436 2021-06-05 15:15:19,738 - mmaction - INFO - Saving checkpoint at 69 epochs 2021-06-05 15:15:20,942 - mmaction - INFO - Epoch(val) [69][104] top1_acc: 0.7437, top5_acc: 0.9093, mean_class_accuracy: 0.7436 2021-06-05 15:16:05,613 - mmaction - INFO - Epoch [70][20/1243] lr: 7.500e-04, eta: 10:03:02, time: 2.233, data_time: 1.278, memory: 18352, top1_acc: 0.8154, top5_acc: 0.9357, loss_cls: 0.7314, loss: 0.7314, grad_norm: 5.7236 2021-06-05 15:16:23,996 - mmaction - INFO - Epoch [70][40/1243] lr: 7.500e-04, eta: 10:02:43, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8247, top5_acc: 0.9464, loss_cls: 0.6693, loss: 0.6693, grad_norm: 6.1386 2021-06-05 15:16:42,327 - mmaction - INFO - Epoch [70][60/1243] lr: 7.500e-04, eta: 10:02:24, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8156, top5_acc: 0.9367, loss_cls: 0.7034, loss: 0.7034, grad_norm: 5.7449 2021-06-05 15:17:00,676 - mmaction - INFO - Epoch [70][80/1243] lr: 7.500e-04, eta: 10:02:05, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9409, loss_cls: 0.6815, loss: 0.6815, grad_norm: 5.8416 2021-06-05 15:17:19,067 - mmaction - INFO - Epoch [70][100/1243] lr: 7.500e-04, eta: 10:01:46, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9378, loss_cls: 0.6995, loss: 0.6995, grad_norm: 5.4935 2021-06-05 15:17:37,484 - mmaction - INFO - Epoch [70][120/1243] lr: 7.500e-04, eta: 10:01:27, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8242, top5_acc: 0.9419, loss_cls: 0.6893, loss: 0.6893, grad_norm: 5.8592 2021-06-05 15:17:55,817 - mmaction - INFO - Epoch [70][140/1243] lr: 7.500e-04, eta: 10:01:08, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9352, loss_cls: 0.7016, loss: 0.7016, grad_norm: 5.8045 2021-06-05 15:18:14,125 - mmaction - INFO - Epoch [70][160/1243] lr: 7.500e-04, eta: 10:00:49, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9352, loss_cls: 0.7186, loss: 0.7186, grad_norm: 5.8102 2021-06-05 15:18:32,430 - mmaction - INFO - Epoch [70][180/1243] lr: 7.500e-04, eta: 10:00:30, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9341, loss_cls: 0.7173, loss: 0.7173, grad_norm: 6.0928 2021-06-05 15:18:50,767 - mmaction - INFO - Epoch [70][200/1243] lr: 7.500e-04, eta: 10:00:11, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9393, loss_cls: 0.7112, loss: 0.7112, grad_norm: 5.8389 2021-06-05 15:19:09,177 - mmaction - INFO - Epoch [70][220/1243] lr: 7.500e-04, eta: 9:59:52, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9359, loss_cls: 0.6884, loss: 0.6884, grad_norm: 7.2267 2021-06-05 15:19:27,589 - mmaction - INFO - Epoch [70][240/1243] lr: 7.500e-04, eta: 9:59:33, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8138, top5_acc: 0.9310, loss_cls: 0.7334, loss: 0.7334, grad_norm: 6.1002 2021-06-05 15:19:45,882 - mmaction - INFO - Epoch [70][260/1243] lr: 7.500e-04, eta: 9:59:14, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9440, loss_cls: 0.6786, loss: 0.6786, grad_norm: 5.9507 2021-06-05 15:20:04,261 - mmaction - INFO - Epoch [70][280/1243] lr: 7.500e-04, eta: 9:58:55, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8206, top5_acc: 0.9326, loss_cls: 0.7105, loss: 0.7105, grad_norm: 5.7561 2021-06-05 15:20:22,600 - mmaction - INFO - Epoch [70][300/1243] lr: 7.500e-04, eta: 9:58:36, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8185, top5_acc: 0.9352, loss_cls: 0.6976, loss: 0.6976, grad_norm: 5.7792 2021-06-05 15:20:40,994 - mmaction - INFO - Epoch [70][320/1243] lr: 7.500e-04, eta: 9:58:17, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8208, top5_acc: 0.9352, loss_cls: 0.7044, loss: 0.7044, grad_norm: 8.2103 2021-06-05 15:20:59,420 - mmaction - INFO - Epoch [70][340/1243] lr: 7.500e-04, eta: 9:57:58, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8206, top5_acc: 0.9391, loss_cls: 0.6930, loss: 0.6930, grad_norm: 6.4281 2021-06-05 15:21:17,785 - mmaction - INFO - Epoch [70][360/1243] lr: 7.500e-04, eta: 9:57:39, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9349, loss_cls: 0.7224, loss: 0.7224, grad_norm: 6.2835 2021-06-05 15:21:36,120 - mmaction - INFO - Epoch [70][380/1243] lr: 7.500e-04, eta: 9:57:20, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8237, top5_acc: 0.9414, loss_cls: 0.6855, loss: 0.6855, grad_norm: 6.1147 2021-06-05 15:21:54,545 - mmaction - INFO - Epoch [70][400/1243] lr: 7.500e-04, eta: 9:57:01, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8146, top5_acc: 0.9419, loss_cls: 0.7120, loss: 0.7120, grad_norm: 6.0496 2021-06-05 15:22:12,937 - mmaction - INFO - Epoch [70][420/1243] lr: 7.500e-04, eta: 9:56:42, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8195, top5_acc: 0.9422, loss_cls: 0.6910, loss: 0.6910, grad_norm: 5.8708 2021-06-05 15:22:31,366 - mmaction - INFO - Epoch [70][440/1243] lr: 7.500e-04, eta: 9:56:23, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8177, top5_acc: 0.9307, loss_cls: 0.7218, loss: 0.7218, grad_norm: 5.7011 2021-06-05 15:22:49,733 - mmaction - INFO - Epoch [70][460/1243] lr: 7.500e-04, eta: 9:56:04, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8154, top5_acc: 0.9326, loss_cls: 0.7155, loss: 0.7155, grad_norm: 5.6806 2021-06-05 15:23:08,049 - mmaction - INFO - Epoch [70][480/1243] lr: 7.500e-04, eta: 9:55:45, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.8182, top5_acc: 0.9352, loss_cls: 0.6944, loss: 0.6944, grad_norm: 5.9140 2021-06-05 15:23:26,444 - mmaction - INFO - Epoch [70][500/1243] lr: 7.500e-04, eta: 9:55:26, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8234, top5_acc: 0.9427, loss_cls: 0.6829, loss: 0.6829, grad_norm: 6.0142 2021-06-05 15:23:44,878 - mmaction - INFO - Epoch [70][520/1243] lr: 7.500e-04, eta: 9:55:07, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8206, top5_acc: 0.9396, loss_cls: 0.7058, loss: 0.7058, grad_norm: 7.0673 2021-06-05 15:24:03,341 - mmaction - INFO - Epoch [70][540/1243] lr: 7.500e-04, eta: 9:54:48, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8206, top5_acc: 0.9354, loss_cls: 0.7256, loss: 0.7256, grad_norm: 5.9986 2021-06-05 15:24:21,693 - mmaction - INFO - Epoch [70][560/1243] lr: 7.500e-04, eta: 9:54:29, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8185, top5_acc: 0.9393, loss_cls: 0.6955, loss: 0.6955, grad_norm: 7.0530 2021-06-05 15:24:40,064 - mmaction - INFO - Epoch [70][580/1243] lr: 7.500e-04, eta: 9:54:10, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9365, loss_cls: 0.7144, loss: 0.7144, grad_norm: 6.3546 2021-06-05 15:24:58,464 - mmaction - INFO - Epoch [70][600/1243] lr: 7.500e-04, eta: 9:53:51, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8068, top5_acc: 0.9365, loss_cls: 0.7297, loss: 0.7297, grad_norm: 5.8210 2021-06-05 15:25:16,933 - mmaction - INFO - Epoch [70][620/1243] lr: 7.500e-04, eta: 9:53:33, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.8180, top5_acc: 0.9380, loss_cls: 0.7155, loss: 0.7155, grad_norm: 5.8208 2021-06-05 15:25:35,258 - mmaction - INFO - Epoch [70][640/1243] lr: 7.500e-04, eta: 9:53:14, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8081, top5_acc: 0.9305, loss_cls: 0.7256, loss: 0.7256, grad_norm: 7.0107 2021-06-05 15:25:53,672 - mmaction - INFO - Epoch [70][660/1243] lr: 7.500e-04, eta: 9:52:55, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8076, top5_acc: 0.9365, loss_cls: 0.7283, loss: 0.7283, grad_norm: 5.8601 2021-06-05 15:26:12,077 - mmaction - INFO - Epoch [70][680/1243] lr: 7.500e-04, eta: 9:52:36, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8271, top5_acc: 0.9411, loss_cls: 0.6759, loss: 0.6759, grad_norm: 5.8816 2021-06-05 15:26:30,501 - mmaction - INFO - Epoch [70][700/1243] lr: 7.500e-04, eta: 9:52:17, time: 0.923, data_time: 0.003, memory: 18352, top1_acc: 0.8211, top5_acc: 0.9409, loss_cls: 0.6966, loss: 0.6966, grad_norm: 5.7277 2021-06-05 15:26:48,943 - mmaction - INFO - Epoch [70][720/1243] lr: 7.500e-04, eta: 9:51:58, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8190, top5_acc: 0.9383, loss_cls: 0.7203, loss: 0.7203, grad_norm: 6.0154 2021-06-05 15:27:07,386 - mmaction - INFO - Epoch [70][740/1243] lr: 7.500e-04, eta: 9:51:39, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8159, top5_acc: 0.9396, loss_cls: 0.7006, loss: 0.7006, grad_norm: 6.2891 2021-06-05 15:27:25,728 - mmaction - INFO - Epoch [70][760/1243] lr: 7.500e-04, eta: 9:51:20, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8177, top5_acc: 0.9344, loss_cls: 0.7301, loss: 0.7301, grad_norm: 6.6912 2021-06-05 15:27:44,100 - mmaction - INFO - Epoch [70][780/1243] lr: 7.500e-04, eta: 9:51:01, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8169, top5_acc: 0.9331, loss_cls: 0.7218, loss: 0.7218, grad_norm: 6.0894 2021-06-05 15:28:02,462 - mmaction - INFO - Epoch [70][800/1243] lr: 7.500e-04, eta: 9:50:42, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8148, top5_acc: 0.9367, loss_cls: 0.7052, loss: 0.7052, grad_norm: 5.9446 2021-06-05 15:28:20,853 - mmaction - INFO - Epoch [70][820/1243] lr: 7.500e-04, eta: 9:50:23, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9383, loss_cls: 0.7197, loss: 0.7197, grad_norm: 5.6497 2021-06-05 15:28:39,206 - mmaction - INFO - Epoch [70][840/1243] lr: 7.500e-04, eta: 9:50:04, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8211, top5_acc: 0.9326, loss_cls: 0.7228, loss: 0.7228, grad_norm: 5.5529 2021-06-05 15:28:57,578 - mmaction - INFO - Epoch [70][860/1243] lr: 7.500e-04, eta: 9:49:45, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8169, top5_acc: 0.9357, loss_cls: 0.7028, loss: 0.7028, grad_norm: 5.5248 2021-06-05 15:29:16,018 - mmaction - INFO - Epoch [70][880/1243] lr: 7.500e-04, eta: 9:49:26, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9326, loss_cls: 0.7393, loss: 0.7393, grad_norm: 7.0157 2021-06-05 15:29:34,377 - mmaction - INFO - Epoch [70][900/1243] lr: 7.500e-04, eta: 9:49:07, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8143, top5_acc: 0.9375, loss_cls: 0.7207, loss: 0.7207, grad_norm: 5.9895 2021-06-05 15:29:52,786 - mmaction - INFO - Epoch [70][920/1243] lr: 7.500e-04, eta: 9:48:48, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8198, top5_acc: 0.9380, loss_cls: 0.7092, loss: 0.7092, grad_norm: 6.2767 2021-06-05 15:30:11,190 - mmaction - INFO - Epoch [70][940/1243] lr: 7.500e-04, eta: 9:48:29, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8195, top5_acc: 0.9375, loss_cls: 0.7243, loss: 0.7243, grad_norm: 5.8864 2021-06-05 15:30:29,619 - mmaction - INFO - Epoch [70][960/1243] lr: 7.500e-04, eta: 9:48:10, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8174, top5_acc: 0.9339, loss_cls: 0.7126, loss: 0.7126, grad_norm: 5.8566 2021-06-05 15:30:47,953 - mmaction - INFO - Epoch [70][980/1243] lr: 7.500e-04, eta: 9:47:51, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.8112, top5_acc: 0.9318, loss_cls: 0.7398, loss: 0.7398, grad_norm: 6.1157 2021-06-05 15:31:06,319 - mmaction - INFO - Epoch [70][1000/1243] lr: 7.500e-04, eta: 9:47:32, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8135, top5_acc: 0.9346, loss_cls: 0.7247, loss: 0.7247, grad_norm: 6.0115 2021-06-05 15:31:24,760 - mmaction - INFO - Epoch [70][1020/1243] lr: 7.500e-04, eta: 9:47:13, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9362, loss_cls: 0.7013, loss: 0.7013, grad_norm: 6.9548 2021-06-05 15:31:43,134 - mmaction - INFO - Epoch [70][1040/1243] lr: 7.500e-04, eta: 9:46:54, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8125, top5_acc: 0.9346, loss_cls: 0.7289, loss: 0.7289, grad_norm: 5.7943 2021-06-05 15:32:01,607 - mmaction - INFO - Epoch [70][1060/1243] lr: 7.500e-04, eta: 9:46:35, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.8102, top5_acc: 0.9341, loss_cls: 0.7236, loss: 0.7236, grad_norm: 5.6672 2021-06-05 15:32:20,113 - mmaction - INFO - Epoch [70][1080/1243] lr: 7.500e-04, eta: 9:46:17, time: 0.926, data_time: 0.001, memory: 18352, top1_acc: 0.8185, top5_acc: 0.9443, loss_cls: 0.6839, loss: 0.6839, grad_norm: 5.9609 2021-06-05 15:32:38,507 - mmaction - INFO - Epoch [70][1100/1243] lr: 7.500e-04, eta: 9:45:58, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9391, loss_cls: 0.7088, loss: 0.7088, grad_norm: 5.7700 2021-06-05 15:32:56,855 - mmaction - INFO - Epoch [70][1120/1243] lr: 7.500e-04, eta: 9:45:39, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8206, top5_acc: 0.9365, loss_cls: 0.7052, loss: 0.7052, grad_norm: 5.5953 2021-06-05 15:33:15,289 - mmaction - INFO - Epoch [70][1140/1243] lr: 7.500e-04, eta: 9:45:20, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8122, top5_acc: 0.9354, loss_cls: 0.7188, loss: 0.7188, grad_norm: 6.1269 2021-06-05 15:33:33,668 - mmaction - INFO - Epoch [70][1160/1243] lr: 7.500e-04, eta: 9:45:01, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8060, top5_acc: 0.9302, loss_cls: 0.7701, loss: 0.7701, grad_norm: 5.9286 2021-06-05 15:33:52,043 - mmaction - INFO - Epoch [70][1180/1243] lr: 7.500e-04, eta: 9:44:42, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9326, loss_cls: 0.7383, loss: 0.7383, grad_norm: 5.9631 2021-06-05 15:34:10,414 - mmaction - INFO - Epoch [70][1200/1243] lr: 7.500e-04, eta: 9:44:23, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8128, top5_acc: 0.9401, loss_cls: 0.7116, loss: 0.7116, grad_norm: 5.8411 2021-06-05 15:34:28,748 - mmaction - INFO - Epoch [70][1220/1243] lr: 7.500e-04, eta: 9:44:04, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8292, top5_acc: 0.9346, loss_cls: 0.7009, loss: 0.7009, grad_norm: 5.6973 2021-06-05 15:34:46,901 - mmaction - INFO - Epoch [70][1240/1243] lr: 7.500e-04, eta: 9:43:45, time: 0.908, data_time: 0.001, memory: 18352, top1_acc: 0.8141, top5_acc: 0.9388, loss_cls: 0.7146, loss: 0.7146, grad_norm: 6.4280 2021-06-05 15:37:10,206 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 15:37:10,842 - mmaction - INFO - top1_acc 0.7443 top5_acc 0.9088 2021-06-05 15:37:10,842 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 15:37:10,866 - mmaction - INFO - mean_acc 0.7442 2021-06-05 15:37:10,871 - mmaction - INFO - Saving checkpoint at 70 epochs 2021-06-05 15:37:12,126 - mmaction - INFO - Epoch(val) [70][104] top1_acc: 0.7443, top5_acc: 0.9088, mean_class_accuracy: 0.7442 2021-06-05 15:37:56,529 - mmaction - INFO - Epoch [71][20/1243] lr: 7.500e-04, eta: 9:43:33, time: 2.219, data_time: 1.306, memory: 18352, top1_acc: 0.8221, top5_acc: 0.9367, loss_cls: 0.6998, loss: 0.6998, grad_norm: 6.6605 2021-06-05 15:38:14,818 - mmaction - INFO - Epoch [71][40/1243] lr: 7.500e-04, eta: 9:43:14, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8258, top5_acc: 0.9422, loss_cls: 0.6850, loss: 0.6850, grad_norm: 5.5987 2021-06-05 15:38:33,146 - mmaction - INFO - Epoch [71][60/1243] lr: 7.500e-04, eta: 9:42:55, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8091, top5_acc: 0.9320, loss_cls: 0.7557, loss: 0.7557, grad_norm: 5.9477 2021-06-05 15:38:51,456 - mmaction - INFO - Epoch [71][80/1243] lr: 7.500e-04, eta: 9:42:36, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8190, top5_acc: 0.9370, loss_cls: 0.7071, loss: 0.7071, grad_norm: 6.4060 2021-06-05 15:39:09,888 - mmaction - INFO - Epoch [71][100/1243] lr: 7.500e-04, eta: 9:42:17, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8047, top5_acc: 0.9318, loss_cls: 0.7506, loss: 0.7506, grad_norm: 7.1420 2021-06-05 15:39:28,266 - mmaction - INFO - Epoch [71][120/1243] lr: 7.500e-04, eta: 9:41:58, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8089, top5_acc: 0.9391, loss_cls: 0.7289, loss: 0.7289, grad_norm: 6.1353 2021-06-05 15:39:46,670 - mmaction - INFO - Epoch [71][140/1243] lr: 7.500e-04, eta: 9:41:39, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8135, top5_acc: 0.9349, loss_cls: 0.7198, loss: 0.7198, grad_norm: 5.8738 2021-06-05 15:40:05,022 - mmaction - INFO - Epoch [71][160/1243] lr: 7.500e-04, eta: 9:41:20, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8143, top5_acc: 0.9359, loss_cls: 0.7169, loss: 0.7169, grad_norm: 5.8639 2021-06-05 15:40:23,345 - mmaction - INFO - Epoch [71][180/1243] lr: 7.500e-04, eta: 9:41:01, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8169, top5_acc: 0.9352, loss_cls: 0.7224, loss: 0.7224, grad_norm: 5.7731 2021-06-05 15:40:41,718 - mmaction - INFO - Epoch [71][200/1243] lr: 7.500e-04, eta: 9:40:42, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8201, top5_acc: 0.9401, loss_cls: 0.6853, loss: 0.6853, grad_norm: 6.0014 2021-06-05 15:41:00,034 - mmaction - INFO - Epoch [71][220/1243] lr: 7.500e-04, eta: 9:40:23, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8237, top5_acc: 0.9385, loss_cls: 0.6884, loss: 0.6884, grad_norm: 7.1160 2021-06-05 15:41:18,389 - mmaction - INFO - Epoch [71][240/1243] lr: 7.500e-04, eta: 9:40:04, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8086, top5_acc: 0.9284, loss_cls: 0.7608, loss: 0.7608, grad_norm: 6.2878 2021-06-05 15:41:36,758 - mmaction - INFO - Epoch [71][260/1243] lr: 7.500e-04, eta: 9:39:45, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9318, loss_cls: 0.7081, loss: 0.7081, grad_norm: 5.5835 2021-06-05 15:41:55,097 - mmaction - INFO - Epoch [71][280/1243] lr: 7.500e-04, eta: 9:39:26, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8234, top5_acc: 0.9445, loss_cls: 0.6752, loss: 0.6752, grad_norm: 7.9355 2021-06-05 15:42:13,484 - mmaction - INFO - Epoch [71][300/1243] lr: 7.500e-04, eta: 9:39:07, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8234, top5_acc: 0.9357, loss_cls: 0.7167, loss: 0.7167, grad_norm: 6.1617 2021-06-05 15:42:31,927 - mmaction - INFO - Epoch [71][320/1243] lr: 7.500e-04, eta: 9:38:48, time: 0.923, data_time: 0.002, memory: 18352, top1_acc: 0.8182, top5_acc: 0.9409, loss_cls: 0.6946, loss: 0.6946, grad_norm: 6.4270 2021-06-05 15:42:50,325 - mmaction - INFO - Epoch [71][340/1243] lr: 7.500e-04, eta: 9:38:29, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9385, loss_cls: 0.7222, loss: 0.7222, grad_norm: 6.1838 2021-06-05 15:43:08,681 - mmaction - INFO - Epoch [71][360/1243] lr: 7.500e-04, eta: 9:38:10, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9435, loss_cls: 0.6846, loss: 0.6846, grad_norm: 6.1575 2021-06-05 15:43:27,106 - mmaction - INFO - Epoch [71][380/1243] lr: 7.500e-04, eta: 9:37:52, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8234, top5_acc: 0.9367, loss_cls: 0.7039, loss: 0.7039, grad_norm: 5.8974 2021-06-05 15:43:45,415 - mmaction - INFO - Epoch [71][400/1243] lr: 7.500e-04, eta: 9:37:33, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8180, top5_acc: 0.9378, loss_cls: 0.7106, loss: 0.7106, grad_norm: 6.5641 2021-06-05 15:44:03,760 - mmaction - INFO - Epoch [71][420/1243] lr: 7.500e-04, eta: 9:37:14, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8156, top5_acc: 0.9365, loss_cls: 0.7292, loss: 0.7292, grad_norm: 7.2064 2021-06-05 15:44:22,076 - mmaction - INFO - Epoch [71][440/1243] lr: 7.500e-04, eta: 9:36:55, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9409, loss_cls: 0.7062, loss: 0.7062, grad_norm: 6.0713 2021-06-05 15:44:40,352 - mmaction - INFO - Epoch [71][460/1243] lr: 7.500e-04, eta: 9:36:36, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8091, top5_acc: 0.9276, loss_cls: 0.7458, loss: 0.7458, grad_norm: 6.4213 2021-06-05 15:44:58,711 - mmaction - INFO - Epoch [71][480/1243] lr: 7.500e-04, eta: 9:36:17, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9339, loss_cls: 0.7040, loss: 0.7040, grad_norm: 5.5357 2021-06-05 15:45:17,077 - mmaction - INFO - Epoch [71][500/1243] lr: 7.500e-04, eta: 9:35:58, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8091, top5_acc: 0.9378, loss_cls: 0.7481, loss: 0.7481, grad_norm: 6.2687 2021-06-05 15:45:35,405 - mmaction - INFO - Epoch [71][520/1243] lr: 7.500e-04, eta: 9:35:39, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8216, top5_acc: 0.9388, loss_cls: 0.6995, loss: 0.6995, grad_norm: 5.8872 2021-06-05 15:45:53,702 - mmaction - INFO - Epoch [71][540/1243] lr: 7.500e-04, eta: 9:35:20, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8247, top5_acc: 0.9393, loss_cls: 0.6713, loss: 0.6713, grad_norm: 6.0102 2021-06-05 15:46:12,050 - mmaction - INFO - Epoch [71][560/1243] lr: 7.500e-04, eta: 9:35:01, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8138, top5_acc: 0.9414, loss_cls: 0.7144, loss: 0.7144, grad_norm: 6.0721 2021-06-05 15:46:30,490 - mmaction - INFO - Epoch [71][580/1243] lr: 7.500e-04, eta: 9:34:42, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9458, loss_cls: 0.6716, loss: 0.6716, grad_norm: 6.5350 2021-06-05 15:46:48,793 - mmaction - INFO - Epoch [71][600/1243] lr: 7.500e-04, eta: 9:34:23, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8258, top5_acc: 0.9372, loss_cls: 0.7011, loss: 0.7011, grad_norm: 5.8193 2021-06-05 15:47:07,214 - mmaction - INFO - Epoch [71][620/1243] lr: 7.500e-04, eta: 9:34:04, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9378, loss_cls: 0.7100, loss: 0.7100, grad_norm: 5.7485 2021-06-05 15:47:25,582 - mmaction - INFO - Epoch [71][640/1243] lr: 7.500e-04, eta: 9:33:45, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9385, loss_cls: 0.6832, loss: 0.6832, grad_norm: 6.0336 2021-06-05 15:47:43,922 - mmaction - INFO - Epoch [71][660/1243] lr: 7.500e-04, eta: 9:33:26, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8099, top5_acc: 0.9341, loss_cls: 0.7352, loss: 0.7352, grad_norm: 6.9597 2021-06-05 15:48:02,320 - mmaction - INFO - Epoch [71][680/1243] lr: 7.500e-04, eta: 9:33:07, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9383, loss_cls: 0.6977, loss: 0.6977, grad_norm: 5.8358 2021-06-05 15:48:20,720 - mmaction - INFO - Epoch [71][700/1243] lr: 7.500e-04, eta: 9:32:48, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8172, top5_acc: 0.9385, loss_cls: 0.7106, loss: 0.7106, grad_norm: 5.6716 2021-06-05 15:48:39,065 - mmaction - INFO - Epoch [71][720/1243] lr: 7.500e-04, eta: 9:32:29, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8227, top5_acc: 0.9380, loss_cls: 0.6941, loss: 0.6941, grad_norm: 6.4170 2021-06-05 15:48:57,406 - mmaction - INFO - Epoch [71][740/1243] lr: 7.500e-04, eta: 9:32:10, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8349, top5_acc: 0.9445, loss_cls: 0.6598, loss: 0.6598, grad_norm: 5.9161 2021-06-05 15:49:15,719 - mmaction - INFO - Epoch [71][760/1243] lr: 7.500e-04, eta: 9:31:51, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9372, loss_cls: 0.7365, loss: 0.7365, grad_norm: 6.3715 2021-06-05 15:49:34,009 - mmaction - INFO - Epoch [71][780/1243] lr: 7.500e-04, eta: 9:31:32, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9357, loss_cls: 0.7168, loss: 0.7168, grad_norm: 6.6033 2021-06-05 15:49:52,377 - mmaction - INFO - Epoch [71][800/1243] lr: 7.500e-04, eta: 9:31:13, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9357, loss_cls: 0.7201, loss: 0.7201, grad_norm: 6.0617 2021-06-05 15:50:10,693 - mmaction - INFO - Epoch [71][820/1243] lr: 7.500e-04, eta: 9:30:54, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8102, top5_acc: 0.9292, loss_cls: 0.7570, loss: 0.7570, grad_norm: 6.2409 2021-06-05 15:50:29,029 - mmaction - INFO - Epoch [71][840/1243] lr: 7.500e-04, eta: 9:30:35, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8117, top5_acc: 0.9344, loss_cls: 0.7418, loss: 0.7418, grad_norm: 6.9849 2021-06-05 15:50:47,359 - mmaction - INFO - Epoch [71][860/1243] lr: 7.500e-04, eta: 9:30:16, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8164, top5_acc: 0.9341, loss_cls: 0.7188, loss: 0.7188, grad_norm: 5.9248 2021-06-05 15:51:05,683 - mmaction - INFO - Epoch [71][880/1243] lr: 7.500e-04, eta: 9:29:57, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9365, loss_cls: 0.6812, loss: 0.6812, grad_norm: 6.2664 2021-06-05 15:51:23,908 - mmaction - INFO - Epoch [71][900/1243] lr: 7.500e-04, eta: 9:29:38, time: 0.911, data_time: 0.000, memory: 18352, top1_acc: 0.8060, top5_acc: 0.9305, loss_cls: 0.7583, loss: 0.7583, grad_norm: 6.5493 2021-06-05 15:51:42,294 - mmaction - INFO - Epoch [71][920/1243] lr: 7.500e-04, eta: 9:29:19, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9279, loss_cls: 0.7384, loss: 0.7384, grad_norm: 6.1243 2021-06-05 15:52:00,662 - mmaction - INFO - Epoch [71][940/1243] lr: 7.500e-04, eta: 9:29:00, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8026, top5_acc: 0.9313, loss_cls: 0.7713, loss: 0.7713, grad_norm: 6.1771 2021-06-05 15:52:18,966 - mmaction - INFO - Epoch [71][960/1243] lr: 7.500e-04, eta: 9:28:41, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8039, top5_acc: 0.9297, loss_cls: 0.7623, loss: 0.7623, grad_norm: 7.0144 2021-06-05 15:52:37,337 - mmaction - INFO - Epoch [71][980/1243] lr: 7.500e-04, eta: 9:28:22, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8174, top5_acc: 0.9435, loss_cls: 0.6668, loss: 0.6668, grad_norm: 6.2211 2021-06-05 15:52:55,752 - mmaction - INFO - Epoch [71][1000/1243] lr: 7.500e-04, eta: 9:28:03, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8211, top5_acc: 0.9362, loss_cls: 0.7099, loss: 0.7099, grad_norm: 5.8968 2021-06-05 15:53:14,064 - mmaction - INFO - Epoch [71][1020/1243] lr: 7.500e-04, eta: 9:27:44, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8221, top5_acc: 0.9401, loss_cls: 0.6849, loss: 0.6849, grad_norm: 5.7956 2021-06-05 15:53:32,445 - mmaction - INFO - Epoch [71][1040/1243] lr: 7.500e-04, eta: 9:27:26, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8128, top5_acc: 0.9341, loss_cls: 0.7447, loss: 0.7447, grad_norm: 6.0523 2021-06-05 15:53:50,843 - mmaction - INFO - Epoch [71][1060/1243] lr: 7.500e-04, eta: 9:27:07, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8086, top5_acc: 0.9401, loss_cls: 0.7090, loss: 0.7090, grad_norm: 5.9836 2021-06-05 15:54:09,208 - mmaction - INFO - Epoch [71][1080/1243] lr: 7.500e-04, eta: 9:26:48, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8250, top5_acc: 0.9398, loss_cls: 0.7019, loss: 0.7019, grad_norm: 6.8254 2021-06-05 15:54:27,561 - mmaction - INFO - Epoch [71][1100/1243] lr: 7.500e-04, eta: 9:26:29, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8185, top5_acc: 0.9352, loss_cls: 0.7188, loss: 0.7188, grad_norm: 6.1223 2021-06-05 15:54:45,944 - mmaction - INFO - Epoch [71][1120/1243] lr: 7.500e-04, eta: 9:26:10, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8245, top5_acc: 0.9388, loss_cls: 0.7065, loss: 0.7065, grad_norm: 5.8016 2021-06-05 15:55:04,328 - mmaction - INFO - Epoch [71][1140/1243] lr: 7.500e-04, eta: 9:25:51, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9388, loss_cls: 0.6873, loss: 0.6873, grad_norm: 5.6777 2021-06-05 15:55:22,585 - mmaction - INFO - Epoch [71][1160/1243] lr: 7.500e-04, eta: 9:25:32, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9349, loss_cls: 0.7289, loss: 0.7289, grad_norm: 6.1622 2021-06-05 15:55:40,905 - mmaction - INFO - Epoch [71][1180/1243] lr: 7.500e-04, eta: 9:25:13, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8122, top5_acc: 0.9339, loss_cls: 0.7417, loss: 0.7417, grad_norm: 6.3894 2021-06-05 15:55:59,249 - mmaction - INFO - Epoch [71][1200/1243] lr: 7.500e-04, eta: 9:24:54, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8125, top5_acc: 0.9333, loss_cls: 0.7118, loss: 0.7118, grad_norm: 5.7019 2021-06-05 15:56:17,658 - mmaction - INFO - Epoch [71][1220/1243] lr: 7.500e-04, eta: 9:24:35, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8133, top5_acc: 0.9401, loss_cls: 0.6997, loss: 0.6997, grad_norm: 5.9206 2021-06-05 15:56:35,767 - mmaction - INFO - Epoch [71][1240/1243] lr: 7.500e-04, eta: 9:24:16, time: 0.906, data_time: 0.001, memory: 18352, top1_acc: 0.8057, top5_acc: 0.9365, loss_cls: 0.7399, loss: 0.7399, grad_norm: 5.8966 2021-06-05 15:59:00,001 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 15:59:00,645 - mmaction - INFO - top1_acc 0.7425 top5_acc 0.9092 2021-06-05 15:59:00,645 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 15:59:00,668 - mmaction - INFO - mean_acc 0.7424 2021-06-05 15:59:00,673 - mmaction - INFO - Saving checkpoint at 71 epochs 2021-06-05 15:59:01,769 - mmaction - INFO - Epoch(val) [71][104] top1_acc: 0.7425, top5_acc: 0.9092, mean_class_accuracy: 0.7424 2021-06-05 15:59:46,194 - mmaction - INFO - Epoch [72][20/1243] lr: 7.500e-04, eta: 9:24:04, time: 2.221, data_time: 1.311, memory: 18352, top1_acc: 0.8091, top5_acc: 0.9419, loss_cls: 0.7112, loss: 0.7112, grad_norm: 6.2109 2021-06-05 16:00:04,577 - mmaction - INFO - Epoch [72][40/1243] lr: 7.500e-04, eta: 9:23:45, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8333, top5_acc: 0.9414, loss_cls: 0.6459, loss: 0.6459, grad_norm: 6.0142 2021-06-05 16:00:22,879 - mmaction - INFO - Epoch [72][60/1243] lr: 7.500e-04, eta: 9:23:26, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8130, top5_acc: 0.9359, loss_cls: 0.7215, loss: 0.7215, grad_norm: 6.8327 2021-06-05 16:00:41,176 - mmaction - INFO - Epoch [72][80/1243] lr: 7.500e-04, eta: 9:23:07, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8206, top5_acc: 0.9404, loss_cls: 0.6919, loss: 0.6919, grad_norm: 6.2768 2021-06-05 16:00:59,456 - mmaction - INFO - Epoch [72][100/1243] lr: 7.500e-04, eta: 9:22:48, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8154, top5_acc: 0.9323, loss_cls: 0.7434, loss: 0.7434, grad_norm: 6.2364 2021-06-05 16:01:17,843 - mmaction - INFO - Epoch [72][120/1243] lr: 7.500e-04, eta: 9:22:29, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8055, top5_acc: 0.9276, loss_cls: 0.7697, loss: 0.7697, grad_norm: 6.2003 2021-06-05 16:01:36,204 - mmaction - INFO - Epoch [72][140/1243] lr: 7.500e-04, eta: 9:22:10, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8245, top5_acc: 0.9401, loss_cls: 0.6837, loss: 0.6837, grad_norm: 5.7375 2021-06-05 16:01:54,488 - mmaction - INFO - Epoch [72][160/1243] lr: 7.500e-04, eta: 9:21:51, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9326, loss_cls: 0.7412, loss: 0.7412, grad_norm: 6.3800 2021-06-05 16:02:12,775 - mmaction - INFO - Epoch [72][180/1243] lr: 7.500e-04, eta: 9:21:32, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8112, top5_acc: 0.9315, loss_cls: 0.7329, loss: 0.7329, grad_norm: 6.2741 2021-06-05 16:02:31,055 - mmaction - INFO - Epoch [72][200/1243] lr: 7.500e-04, eta: 9:21:13, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8198, top5_acc: 0.9349, loss_cls: 0.7068, loss: 0.7068, grad_norm: 5.5759 2021-06-05 16:02:49,324 - mmaction - INFO - Epoch [72][220/1243] lr: 7.500e-04, eta: 9:20:54, time: 0.914, data_time: 0.002, memory: 18352, top1_acc: 0.8232, top5_acc: 0.9367, loss_cls: 0.6997, loss: 0.6997, grad_norm: 6.0291 2021-06-05 16:03:07,601 - mmaction - INFO - Epoch [72][240/1243] lr: 7.500e-04, eta: 9:20:35, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9391, loss_cls: 0.6928, loss: 0.6928, grad_norm: 6.2924 2021-06-05 16:03:25,967 - mmaction - INFO - Epoch [72][260/1243] lr: 7.500e-04, eta: 9:20:16, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8185, top5_acc: 0.9359, loss_cls: 0.6989, loss: 0.6989, grad_norm: 8.7540 2021-06-05 16:03:44,257 - mmaction - INFO - Epoch [72][280/1243] lr: 7.500e-04, eta: 9:19:57, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8159, top5_acc: 0.9365, loss_cls: 0.7381, loss: 0.7381, grad_norm: 5.6695 2021-06-05 16:04:02,551 - mmaction - INFO - Epoch [72][300/1243] lr: 7.500e-04, eta: 9:19:38, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8201, top5_acc: 0.9359, loss_cls: 0.6993, loss: 0.6993, grad_norm: 6.0394 2021-06-05 16:04:20,910 - mmaction - INFO - Epoch [72][320/1243] lr: 7.500e-04, eta: 9:19:19, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8057, top5_acc: 0.9276, loss_cls: 0.7739, loss: 0.7739, grad_norm: 6.2008 2021-06-05 16:04:39,331 - mmaction - INFO - Epoch [72][340/1243] lr: 7.500e-04, eta: 9:19:00, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8091, top5_acc: 0.9409, loss_cls: 0.7210, loss: 0.7210, grad_norm: 6.1533 2021-06-05 16:04:57,670 - mmaction - INFO - Epoch [72][360/1243] lr: 7.500e-04, eta: 9:18:41, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8102, top5_acc: 0.9339, loss_cls: 0.7407, loss: 0.7407, grad_norm: 5.9276 2021-06-05 16:05:15,928 - mmaction - INFO - Epoch [72][380/1243] lr: 7.500e-04, eta: 9:18:22, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9393, loss_cls: 0.6601, loss: 0.6601, grad_norm: 5.9801 2021-06-05 16:05:34,224 - mmaction - INFO - Epoch [72][400/1243] lr: 7.500e-04, eta: 9:18:03, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8135, top5_acc: 0.9346, loss_cls: 0.7293, loss: 0.7293, grad_norm: 6.6743 2021-06-05 16:05:52,543 - mmaction - INFO - Epoch [72][420/1243] lr: 7.500e-04, eta: 9:17:44, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8057, top5_acc: 0.9320, loss_cls: 0.7537, loss: 0.7537, grad_norm: 5.8430 2021-06-05 16:06:10,966 - mmaction - INFO - Epoch [72][440/1243] lr: 7.500e-04, eta: 9:17:25, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8227, top5_acc: 0.9398, loss_cls: 0.6954, loss: 0.6954, grad_norm: 5.6136 2021-06-05 16:06:29,333 - mmaction - INFO - Epoch [72][460/1243] lr: 7.500e-04, eta: 9:17:06, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8112, top5_acc: 0.9247, loss_cls: 0.7381, loss: 0.7381, grad_norm: 5.7480 2021-06-05 16:06:47,688 - mmaction - INFO - Epoch [72][480/1243] lr: 7.500e-04, eta: 9:16:47, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8169, top5_acc: 0.9318, loss_cls: 0.7177, loss: 0.7177, grad_norm: 5.7933 2021-06-05 16:07:06,040 - mmaction - INFO - Epoch [72][500/1243] lr: 7.500e-04, eta: 9:16:28, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8164, top5_acc: 0.9391, loss_cls: 0.7002, loss: 0.7002, grad_norm: 5.9382 2021-06-05 16:07:24,396 - mmaction - INFO - Epoch [72][520/1243] lr: 7.500e-04, eta: 9:16:09, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8273, top5_acc: 0.9362, loss_cls: 0.7061, loss: 0.7061, grad_norm: 5.8765 2021-06-05 16:07:42,734 - mmaction - INFO - Epoch [72][540/1243] lr: 7.500e-04, eta: 9:15:50, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8198, top5_acc: 0.9391, loss_cls: 0.6998, loss: 0.6998, grad_norm: 5.8826 2021-06-05 16:08:01,213 - mmaction - INFO - Epoch [72][560/1243] lr: 7.500e-04, eta: 9:15:31, time: 0.925, data_time: 0.002, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9352, loss_cls: 0.7291, loss: 0.7291, grad_norm: 6.0668 2021-06-05 16:08:19,502 - mmaction - INFO - Epoch [72][580/1243] lr: 7.500e-04, eta: 9:15:12, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8299, top5_acc: 0.9380, loss_cls: 0.6902, loss: 0.6902, grad_norm: 5.4853 2021-06-05 16:08:37,832 - mmaction - INFO - Epoch [72][600/1243] lr: 7.500e-04, eta: 9:14:53, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.8242, top5_acc: 0.9430, loss_cls: 0.6832, loss: 0.6832, grad_norm: 6.5279 2021-06-05 16:08:56,216 - mmaction - INFO - Epoch [72][620/1243] lr: 7.500e-04, eta: 9:14:34, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8146, top5_acc: 0.9349, loss_cls: 0.7256, loss: 0.7256, grad_norm: 7.6080 2021-06-05 16:09:14,593 - mmaction - INFO - Epoch [72][640/1243] lr: 7.500e-04, eta: 9:14:16, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8297, top5_acc: 0.9435, loss_cls: 0.6594, loss: 0.6594, grad_norm: 6.2210 2021-06-05 16:09:32,820 - mmaction - INFO - Epoch [72][660/1243] lr: 7.500e-04, eta: 9:13:57, time: 0.911, data_time: 0.000, memory: 18352, top1_acc: 0.8190, top5_acc: 0.9375, loss_cls: 0.7068, loss: 0.7068, grad_norm: 6.8130 2021-06-05 16:09:51,103 - mmaction - INFO - Epoch [72][680/1243] lr: 7.500e-04, eta: 9:13:38, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9320, loss_cls: 0.7246, loss: 0.7246, grad_norm: 5.9219 2021-06-05 16:10:09,369 - mmaction - INFO - Epoch [72][700/1243] lr: 7.500e-04, eta: 9:13:19, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8177, top5_acc: 0.9391, loss_cls: 0.7014, loss: 0.7014, grad_norm: 6.0590 2021-06-05 16:10:27,668 - mmaction - INFO - Epoch [72][720/1243] lr: 7.500e-04, eta: 9:13:00, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8076, top5_acc: 0.9328, loss_cls: 0.7349, loss: 0.7349, grad_norm: 6.8679 2021-06-05 16:10:46,018 - mmaction - INFO - Epoch [72][740/1243] lr: 7.500e-04, eta: 9:12:41, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8164, top5_acc: 0.9336, loss_cls: 0.7089, loss: 0.7089, grad_norm: 6.0247 2021-06-05 16:11:04,285 - mmaction - INFO - Epoch [72][760/1243] lr: 7.500e-04, eta: 9:12:22, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9404, loss_cls: 0.7085, loss: 0.7085, grad_norm: 5.9467 2021-06-05 16:11:22,528 - mmaction - INFO - Epoch [72][780/1243] lr: 7.500e-04, eta: 9:12:03, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.8174, top5_acc: 0.9391, loss_cls: 0.6900, loss: 0.6900, grad_norm: 6.3711 2021-06-05 16:11:40,855 - mmaction - INFO - Epoch [72][800/1243] lr: 7.500e-04, eta: 9:11:44, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8180, top5_acc: 0.9331, loss_cls: 0.7384, loss: 0.7384, grad_norm: 6.7219 2021-06-05 16:11:59,153 - mmaction - INFO - Epoch [72][820/1243] lr: 7.500e-04, eta: 9:11:25, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8180, top5_acc: 0.9365, loss_cls: 0.7154, loss: 0.7154, grad_norm: 5.8971 2021-06-05 16:12:17,517 - mmaction - INFO - Epoch [72][840/1243] lr: 7.500e-04, eta: 9:11:06, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8128, top5_acc: 0.9372, loss_cls: 0.7410, loss: 0.7410, grad_norm: 6.6709 2021-06-05 16:12:35,851 - mmaction - INFO - Epoch [72][860/1243] lr: 7.500e-04, eta: 9:10:47, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9344, loss_cls: 0.7317, loss: 0.7317, grad_norm: 6.5548 2021-06-05 16:12:54,249 - mmaction - INFO - Epoch [72][880/1243] lr: 7.500e-04, eta: 9:10:28, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9385, loss_cls: 0.6828, loss: 0.6828, grad_norm: 6.0433 2021-06-05 16:13:12,657 - mmaction - INFO - Epoch [72][900/1243] lr: 7.500e-04, eta: 9:10:09, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8195, top5_acc: 0.9380, loss_cls: 0.7067, loss: 0.7067, grad_norm: 6.2732 2021-06-05 16:13:31,002 - mmaction - INFO - Epoch [72][920/1243] lr: 7.500e-04, eta: 9:09:50, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9349, loss_cls: 0.7305, loss: 0.7305, grad_norm: 7.0760 2021-06-05 16:13:49,351 - mmaction - INFO - Epoch [72][940/1243] lr: 7.500e-04, eta: 9:09:31, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.7982, top5_acc: 0.9271, loss_cls: 0.7641, loss: 0.7641, grad_norm: 6.8931 2021-06-05 16:14:07,652 - mmaction - INFO - Epoch [72][960/1243] lr: 7.500e-04, eta: 9:09:12, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8208, top5_acc: 0.9411, loss_cls: 0.6886, loss: 0.6886, grad_norm: 6.1175 2021-06-05 16:14:26,028 - mmaction - INFO - Epoch [72][980/1243] lr: 7.500e-04, eta: 9:08:53, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8289, top5_acc: 0.9437, loss_cls: 0.6689, loss: 0.6689, grad_norm: 5.7164 2021-06-05 16:14:44,355 - mmaction - INFO - Epoch [72][1000/1243] lr: 7.500e-04, eta: 9:08:34, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8174, top5_acc: 0.9297, loss_cls: 0.7396, loss: 0.7396, grad_norm: 5.9685 2021-06-05 16:15:02,709 - mmaction - INFO - Epoch [72][1020/1243] lr: 7.500e-04, eta: 9:08:15, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8125, top5_acc: 0.9349, loss_cls: 0.7237, loss: 0.7237, grad_norm: 6.5919 2021-06-05 16:15:21,086 - mmaction - INFO - Epoch [72][1040/1243] lr: 7.500e-04, eta: 9:07:56, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8156, top5_acc: 0.9378, loss_cls: 0.7266, loss: 0.7266, grad_norm: 6.9200 2021-06-05 16:15:39,492 - mmaction - INFO - Epoch [72][1060/1243] lr: 7.500e-04, eta: 9:07:37, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8229, top5_acc: 0.9445, loss_cls: 0.6868, loss: 0.6868, grad_norm: 6.7080 2021-06-05 16:15:57,858 - mmaction - INFO - Epoch [72][1080/1243] lr: 7.500e-04, eta: 9:07:18, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9372, loss_cls: 0.7002, loss: 0.7002, grad_norm: 5.9548 2021-06-05 16:16:16,217 - mmaction - INFO - Epoch [72][1100/1243] lr: 7.500e-04, eta: 9:06:59, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8167, top5_acc: 0.9375, loss_cls: 0.7035, loss: 0.7035, grad_norm: 6.0487 2021-06-05 16:16:34,555 - mmaction - INFO - Epoch [72][1120/1243] lr: 7.500e-04, eta: 9:06:40, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8148, top5_acc: 0.9388, loss_cls: 0.7074, loss: 0.7074, grad_norm: 5.8255 2021-06-05 16:16:52,932 - mmaction - INFO - Epoch [72][1140/1243] lr: 7.500e-04, eta: 9:06:22, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9370, loss_cls: 0.7074, loss: 0.7074, grad_norm: 7.9220 2021-06-05 16:17:11,378 - mmaction - INFO - Epoch [72][1160/1243] lr: 7.500e-04, eta: 9:06:03, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8039, top5_acc: 0.9305, loss_cls: 0.7653, loss: 0.7653, grad_norm: 6.1828 2021-06-05 16:17:29,781 - mmaction - INFO - Epoch [72][1180/1243] lr: 7.500e-04, eta: 9:05:44, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8180, top5_acc: 0.9367, loss_cls: 0.7130, loss: 0.7130, grad_norm: 6.0206 2021-06-05 16:17:48,097 - mmaction - INFO - Epoch [72][1200/1243] lr: 7.500e-04, eta: 9:05:25, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8229, top5_acc: 0.9411, loss_cls: 0.6809, loss: 0.6809, grad_norm: 6.3174 2021-06-05 16:18:06,496 - mmaction - INFO - Epoch [72][1220/1243] lr: 7.500e-04, eta: 9:05:06, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8125, top5_acc: 0.9349, loss_cls: 0.7297, loss: 0.7297, grad_norm: 6.0177 2021-06-05 16:18:24,559 - mmaction - INFO - Epoch [72][1240/1243] lr: 7.500e-04, eta: 9:04:47, time: 0.904, data_time: 0.001, memory: 18352, top1_acc: 0.8029, top5_acc: 0.9289, loss_cls: 0.7631, loss: 0.7631, grad_norm: 6.3139 2021-06-05 16:20:46,675 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 16:20:47,321 - mmaction - INFO - top1_acc 0.7443 top5_acc 0.9097 2021-06-05 16:20:47,321 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 16:20:47,345 - mmaction - INFO - mean_acc 0.7442 2021-06-05 16:20:47,349 - mmaction - INFO - Saving checkpoint at 72 epochs 2021-06-05 16:20:48,509 - mmaction - INFO - Epoch(val) [72][104] top1_acc: 0.7443, top5_acc: 0.9097, mean_class_accuracy: 0.7442 2021-06-05 16:21:33,003 - mmaction - INFO - Epoch [73][20/1243] lr: 7.500e-04, eta: 9:04:34, time: 2.224, data_time: 1.316, memory: 18352, top1_acc: 0.8245, top5_acc: 0.9401, loss_cls: 0.6846, loss: 0.6846, grad_norm: 5.6514 2021-06-05 16:21:51,269 - mmaction - INFO - Epoch [73][40/1243] lr: 7.500e-04, eta: 9:04:15, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9448, loss_cls: 0.6525, loss: 0.6525, grad_norm: 6.2472 2021-06-05 16:22:09,538 - mmaction - INFO - Epoch [73][60/1243] lr: 7.500e-04, eta: 9:03:56, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.8159, top5_acc: 0.9424, loss_cls: 0.6941, loss: 0.6941, grad_norm: 5.9169 2021-06-05 16:22:27,839 - mmaction - INFO - Epoch [73][80/1243] lr: 7.500e-04, eta: 9:03:37, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.8198, top5_acc: 0.9315, loss_cls: 0.7306, loss: 0.7306, grad_norm: 5.8294 2021-06-05 16:22:46,133 - mmaction - INFO - Epoch [73][100/1243] lr: 7.500e-04, eta: 9:03:18, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8349, top5_acc: 0.9456, loss_cls: 0.6459, loss: 0.6459, grad_norm: 5.6825 2021-06-05 16:23:04,490 - mmaction - INFO - Epoch [73][120/1243] lr: 7.500e-04, eta: 9:02:59, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8198, top5_acc: 0.9414, loss_cls: 0.7027, loss: 0.7027, grad_norm: 5.7438 2021-06-05 16:23:22,733 - mmaction - INFO - Epoch [73][140/1243] lr: 7.500e-04, eta: 9:02:40, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.8234, top5_acc: 0.9396, loss_cls: 0.6882, loss: 0.6882, grad_norm: 5.7657 2021-06-05 16:23:40,988 - mmaction - INFO - Epoch [73][160/1243] lr: 7.500e-04, eta: 9:02:21, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8294, top5_acc: 0.9417, loss_cls: 0.6677, loss: 0.6677, grad_norm: 6.8459 2021-06-05 16:23:59,332 - mmaction - INFO - Epoch [73][180/1243] lr: 7.500e-04, eta: 9:02:02, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8227, top5_acc: 0.9401, loss_cls: 0.6967, loss: 0.6967, grad_norm: 5.9708 2021-06-05 16:24:17,655 - mmaction - INFO - Epoch [73][200/1243] lr: 7.500e-04, eta: 9:01:43, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8169, top5_acc: 0.9388, loss_cls: 0.6899, loss: 0.6899, grad_norm: 5.8187 2021-06-05 16:24:35,959 - mmaction - INFO - Epoch [73][220/1243] lr: 7.500e-04, eta: 9:01:24, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9440, loss_cls: 0.6601, loss: 0.6601, grad_norm: 6.4152 2021-06-05 16:24:54,225 - mmaction - INFO - Epoch [73][240/1243] lr: 7.500e-04, eta: 9:01:05, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9398, loss_cls: 0.7022, loss: 0.7022, grad_norm: 6.2460 2021-06-05 16:25:12,539 - mmaction - INFO - Epoch [73][260/1243] lr: 7.500e-04, eta: 9:00:46, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.8159, top5_acc: 0.9375, loss_cls: 0.7190, loss: 0.7190, grad_norm: 9.1366 2021-06-05 16:25:30,986 - mmaction - INFO - Epoch [73][280/1243] lr: 7.500e-04, eta: 9:00:27, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8294, top5_acc: 0.9422, loss_cls: 0.6941, loss: 0.6941, grad_norm: 6.2138 2021-06-05 16:25:49,333 - mmaction - INFO - Epoch [73][300/1243] lr: 7.500e-04, eta: 9:00:08, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8185, top5_acc: 0.9339, loss_cls: 0.7179, loss: 0.7179, grad_norm: 6.3087 2021-06-05 16:26:07,698 - mmaction - INFO - Epoch [73][320/1243] lr: 7.500e-04, eta: 8:59:49, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8146, top5_acc: 0.9349, loss_cls: 0.7308, loss: 0.7308, grad_norm: 7.8611 2021-06-05 16:26:25,966 - mmaction - INFO - Epoch [73][340/1243] lr: 7.500e-04, eta: 8:59:30, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8169, top5_acc: 0.9372, loss_cls: 0.7078, loss: 0.7078, grad_norm: 6.2464 2021-06-05 16:26:44,219 - mmaction - INFO - Epoch [73][360/1243] lr: 7.500e-04, eta: 8:59:11, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9266, loss_cls: 0.7510, loss: 0.7510, grad_norm: 6.2736 2021-06-05 16:27:02,592 - mmaction - INFO - Epoch [73][380/1243] lr: 7.500e-04, eta: 8:58:53, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8234, top5_acc: 0.9398, loss_cls: 0.6825, loss: 0.6825, grad_norm: 6.2655 2021-06-05 16:27:20,852 - mmaction - INFO - Epoch [73][400/1243] lr: 7.500e-04, eta: 8:58:34, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8180, top5_acc: 0.9375, loss_cls: 0.7237, loss: 0.7237, grad_norm: 5.8354 2021-06-05 16:27:39,224 - mmaction - INFO - Epoch [73][420/1243] lr: 7.500e-04, eta: 8:58:15, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8182, top5_acc: 0.9341, loss_cls: 0.7240, loss: 0.7240, grad_norm: 6.5237 2021-06-05 16:27:57,466 - mmaction - INFO - Epoch [73][440/1243] lr: 7.500e-04, eta: 8:57:56, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.8068, top5_acc: 0.9323, loss_cls: 0.7764, loss: 0.7764, grad_norm: 6.2401 2021-06-05 16:28:15,785 - mmaction - INFO - Epoch [73][460/1243] lr: 7.500e-04, eta: 8:57:37, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8182, top5_acc: 0.9305, loss_cls: 0.7289, loss: 0.7289, grad_norm: 5.8379 2021-06-05 16:28:34,129 - mmaction - INFO - Epoch [73][480/1243] lr: 7.500e-04, eta: 8:57:18, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8292, top5_acc: 0.9320, loss_cls: 0.7055, loss: 0.7055, grad_norm: 6.0026 2021-06-05 16:28:52,389 - mmaction - INFO - Epoch [73][500/1243] lr: 7.500e-04, eta: 8:56:59, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8198, top5_acc: 0.9411, loss_cls: 0.7130, loss: 0.7130, grad_norm: 7.7885 2021-06-05 16:29:10,695 - mmaction - INFO - Epoch [73][520/1243] lr: 7.500e-04, eta: 8:56:40, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8083, top5_acc: 0.9318, loss_cls: 0.7353, loss: 0.7353, grad_norm: 6.4034 2021-06-05 16:29:29,031 - mmaction - INFO - Epoch [73][540/1243] lr: 7.500e-04, eta: 8:56:21, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8169, top5_acc: 0.9427, loss_cls: 0.6980, loss: 0.6980, grad_norm: 6.0092 2021-06-05 16:29:47,313 - mmaction - INFO - Epoch [73][560/1243] lr: 7.500e-04, eta: 8:56:02, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8229, top5_acc: 0.9365, loss_cls: 0.7092, loss: 0.7092, grad_norm: 5.9154 2021-06-05 16:30:05,589 - mmaction - INFO - Epoch [73][580/1243] lr: 7.500e-04, eta: 8:55:43, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9331, loss_cls: 0.7354, loss: 0.7354, grad_norm: 5.9637 2021-06-05 16:30:23,886 - mmaction - INFO - Epoch [73][600/1243] lr: 7.500e-04, eta: 8:55:24, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8164, top5_acc: 0.9352, loss_cls: 0.7280, loss: 0.7280, grad_norm: 5.8077 2021-06-05 16:30:42,212 - mmaction - INFO - Epoch [73][620/1243] lr: 7.500e-04, eta: 8:55:05, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8146, top5_acc: 0.9372, loss_cls: 0.6981, loss: 0.6981, grad_norm: 5.5155 2021-06-05 16:31:00,422 - mmaction - INFO - Epoch [73][640/1243] lr: 7.500e-04, eta: 8:54:46, time: 0.911, data_time: 0.001, memory: 18352, top1_acc: 0.8172, top5_acc: 0.9352, loss_cls: 0.7158, loss: 0.7158, grad_norm: 6.1639 2021-06-05 16:31:18,680 - mmaction - INFO - Epoch [73][660/1243] lr: 7.500e-04, eta: 8:54:27, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8232, top5_acc: 0.9333, loss_cls: 0.7038, loss: 0.7038, grad_norm: 6.7685 2021-06-05 16:31:36,934 - mmaction - INFO - Epoch [73][680/1243] lr: 7.500e-04, eta: 8:54:08, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8247, top5_acc: 0.9409, loss_cls: 0.6897, loss: 0.6897, grad_norm: 5.9513 2021-06-05 16:31:55,229 - mmaction - INFO - Epoch [73][700/1243] lr: 7.500e-04, eta: 8:53:49, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8115, top5_acc: 0.9344, loss_cls: 0.7233, loss: 0.7233, grad_norm: 5.9564 2021-06-05 16:32:13,606 - mmaction - INFO - Epoch [73][720/1243] lr: 7.500e-04, eta: 8:53:30, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8089, top5_acc: 0.9352, loss_cls: 0.7323, loss: 0.7323, grad_norm: 5.8718 2021-06-05 16:32:31,942 - mmaction - INFO - Epoch [73][740/1243] lr: 7.500e-04, eta: 8:53:11, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9385, loss_cls: 0.7004, loss: 0.7004, grad_norm: 6.1277 2021-06-05 16:32:50,263 - mmaction - INFO - Epoch [73][760/1243] lr: 7.500e-04, eta: 8:52:52, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8182, top5_acc: 0.9372, loss_cls: 0.7069, loss: 0.7069, grad_norm: 6.7723 2021-06-05 16:33:08,562 - mmaction - INFO - Epoch [73][780/1243] lr: 7.500e-04, eta: 8:52:33, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8156, top5_acc: 0.9320, loss_cls: 0.7162, loss: 0.7162, grad_norm: 5.5907 2021-06-05 16:33:26,903 - mmaction - INFO - Epoch [73][800/1243] lr: 7.500e-04, eta: 8:52:14, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8354, top5_acc: 0.9437, loss_cls: 0.6648, loss: 0.6648, grad_norm: 6.2462 2021-06-05 16:33:45,132 - mmaction - INFO - Epoch [73][820/1243] lr: 7.500e-04, eta: 8:51:55, time: 0.911, data_time: 0.000, memory: 18352, top1_acc: 0.8221, top5_acc: 0.9362, loss_cls: 0.7142, loss: 0.7142, grad_norm: 6.3740 2021-06-05 16:34:03,460 - mmaction - INFO - Epoch [73][840/1243] lr: 7.500e-04, eta: 8:51:36, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8305, top5_acc: 0.9440, loss_cls: 0.6632, loss: 0.6632, grad_norm: 5.4824 2021-06-05 16:34:21,739 - mmaction - INFO - Epoch [73][860/1243] lr: 7.500e-04, eta: 8:51:17, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9375, loss_cls: 0.6894, loss: 0.6894, grad_norm: 5.8735 2021-06-05 16:34:40,039 - mmaction - INFO - Epoch [73][880/1243] lr: 7.500e-04, eta: 8:50:58, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9346, loss_cls: 0.7332, loss: 0.7332, grad_norm: 5.8726 2021-06-05 16:34:58,317 - mmaction - INFO - Epoch [73][900/1243] lr: 7.500e-04, eta: 8:50:39, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8159, top5_acc: 0.9318, loss_cls: 0.7325, loss: 0.7325, grad_norm: 6.3483 2021-06-05 16:35:16,625 - mmaction - INFO - Epoch [73][920/1243] lr: 7.500e-04, eta: 8:50:20, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8227, top5_acc: 0.9367, loss_cls: 0.7026, loss: 0.7026, grad_norm: 6.0118 2021-06-05 16:35:34,902 - mmaction - INFO - Epoch [73][940/1243] lr: 7.500e-04, eta: 8:50:01, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8182, top5_acc: 0.9341, loss_cls: 0.7305, loss: 0.7305, grad_norm: 6.4846 2021-06-05 16:35:53,194 - mmaction - INFO - Epoch [73][960/1243] lr: 7.500e-04, eta: 8:49:42, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8221, top5_acc: 0.9391, loss_cls: 0.6849, loss: 0.6849, grad_norm: 5.5568 2021-06-05 16:36:11,473 - mmaction - INFO - Epoch [73][980/1243] lr: 7.500e-04, eta: 8:49:24, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8164, top5_acc: 0.9391, loss_cls: 0.7257, loss: 0.7257, grad_norm: 6.1357 2021-06-05 16:36:29,793 - mmaction - INFO - Epoch [73][1000/1243] lr: 7.500e-04, eta: 8:49:05, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9406, loss_cls: 0.6782, loss: 0.6782, grad_norm: 5.7406 2021-06-05 16:36:48,116 - mmaction - INFO - Epoch [73][1020/1243] lr: 7.500e-04, eta: 8:48:46, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8174, top5_acc: 0.9359, loss_cls: 0.7165, loss: 0.7165, grad_norm: 5.8327 2021-06-05 16:37:06,501 - mmaction - INFO - Epoch [73][1040/1243] lr: 7.500e-04, eta: 8:48:27, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8195, top5_acc: 0.9398, loss_cls: 0.6895, loss: 0.6895, grad_norm: 6.0819 2021-06-05 16:37:24,819 - mmaction - INFO - Epoch [73][1060/1243] lr: 7.500e-04, eta: 8:48:08, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.8172, top5_acc: 0.9391, loss_cls: 0.6971, loss: 0.6971, grad_norm: 5.6842 2021-06-05 16:37:43,166 - mmaction - INFO - Epoch [73][1080/1243] lr: 7.500e-04, eta: 8:47:49, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8125, top5_acc: 0.9299, loss_cls: 0.7359, loss: 0.7359, grad_norm: 6.2893 2021-06-05 16:38:01,468 - mmaction - INFO - Epoch [73][1100/1243] lr: 7.500e-04, eta: 8:47:30, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.8094, top5_acc: 0.9339, loss_cls: 0.7400, loss: 0.7400, grad_norm: 5.9556 2021-06-05 16:38:19,885 - mmaction - INFO - Epoch [73][1120/1243] lr: 7.500e-04, eta: 8:47:11, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8125, top5_acc: 0.9326, loss_cls: 0.7417, loss: 0.7417, grad_norm: 6.0681 2021-06-05 16:38:38,230 - mmaction - INFO - Epoch [73][1140/1243] lr: 7.500e-04, eta: 8:46:52, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8055, top5_acc: 0.9305, loss_cls: 0.7468, loss: 0.7468, grad_norm: 5.8097 2021-06-05 16:38:56,600 - mmaction - INFO - Epoch [73][1160/1243] lr: 7.500e-04, eta: 8:46:33, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8081, top5_acc: 0.9341, loss_cls: 0.7392, loss: 0.7392, grad_norm: 6.2749 2021-06-05 16:39:14,941 - mmaction - INFO - Epoch [73][1180/1243] lr: 7.500e-04, eta: 8:46:14, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8289, top5_acc: 0.9424, loss_cls: 0.6849, loss: 0.6849, grad_norm: 5.8436 2021-06-05 16:39:33,354 - mmaction - INFO - Epoch [73][1200/1243] lr: 7.500e-04, eta: 8:45:55, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8237, top5_acc: 0.9339, loss_cls: 0.7057, loss: 0.7057, grad_norm: 6.1497 2021-06-05 16:39:51,716 - mmaction - INFO - Epoch [73][1220/1243] lr: 7.500e-04, eta: 8:45:36, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9401, loss_cls: 0.7026, loss: 0.7026, grad_norm: 6.1333 2021-06-05 16:40:09,751 - mmaction - INFO - Epoch [73][1240/1243] lr: 7.500e-04, eta: 8:45:17, time: 0.902, data_time: 0.001, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9409, loss_cls: 0.6604, loss: 0.6604, grad_norm: 6.0250 2021-06-05 16:42:33,435 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 16:42:34,108 - mmaction - INFO - top1_acc 0.7466 top5_acc 0.9104 2021-06-05 16:42:34,108 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 16:42:34,141 - mmaction - INFO - mean_acc 0.7465 2021-06-05 16:42:34,146 - mmaction - INFO - Saving checkpoint at 73 epochs 2021-06-05 16:42:35,296 - mmaction - INFO - Epoch(val) [73][104] top1_acc: 0.7466, top5_acc: 0.9104, mean_class_accuracy: 0.7465 2021-06-05 16:43:19,118 - mmaction - INFO - Epoch [74][20/1243] lr: 7.500e-04, eta: 8:45:04, time: 2.190, data_time: 1.282, memory: 18352, top1_acc: 0.8388, top5_acc: 0.9484, loss_cls: 0.6337, loss: 0.6337, grad_norm: 5.5808 2021-06-05 16:43:37,402 - mmaction - INFO - Epoch [74][40/1243] lr: 7.500e-04, eta: 8:44:45, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8195, top5_acc: 0.9398, loss_cls: 0.7105, loss: 0.7105, grad_norm: 6.7982 2021-06-05 16:43:55,646 - mmaction - INFO - Epoch [74][60/1243] lr: 7.500e-04, eta: 8:44:26, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9396, loss_cls: 0.6954, loss: 0.6954, grad_norm: 6.0373 2021-06-05 16:44:13,938 - mmaction - INFO - Epoch [74][80/1243] lr: 7.500e-04, eta: 8:44:07, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9458, loss_cls: 0.6600, loss: 0.6600, grad_norm: 5.9047 2021-06-05 16:44:32,248 - mmaction - INFO - Epoch [74][100/1243] lr: 7.500e-04, eta: 8:43:48, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9341, loss_cls: 0.6964, loss: 0.6964, grad_norm: 6.2594 2021-06-05 16:44:50,496 - mmaction - INFO - Epoch [74][120/1243] lr: 7.500e-04, eta: 8:43:29, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8146, top5_acc: 0.9328, loss_cls: 0.7245, loss: 0.7245, grad_norm: 6.0369 2021-06-05 16:45:08,826 - mmaction - INFO - Epoch [74][140/1243] lr: 7.500e-04, eta: 8:43:10, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8258, top5_acc: 0.9417, loss_cls: 0.6786, loss: 0.6786, grad_norm: 5.5186 2021-06-05 16:45:27,122 - mmaction - INFO - Epoch [74][160/1243] lr: 7.500e-04, eta: 8:42:51, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.8167, top5_acc: 0.9375, loss_cls: 0.7066, loss: 0.7066, grad_norm: 6.0141 2021-06-05 16:45:45,464 - mmaction - INFO - Epoch [74][180/1243] lr: 7.500e-04, eta: 8:42:32, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8237, top5_acc: 0.9409, loss_cls: 0.6901, loss: 0.6901, grad_norm: 5.7272 2021-06-05 16:46:03,838 - mmaction - INFO - Epoch [74][200/1243] lr: 7.500e-04, eta: 8:42:13, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8102, top5_acc: 0.9344, loss_cls: 0.7361, loss: 0.7361, grad_norm: 5.9765 2021-06-05 16:46:22,106 - mmaction - INFO - Epoch [74][220/1243] lr: 7.500e-04, eta: 8:41:54, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9398, loss_cls: 0.7098, loss: 0.7098, grad_norm: 5.9744 2021-06-05 16:46:40,456 - mmaction - INFO - Epoch [74][240/1243] lr: 7.500e-04, eta: 8:41:35, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8211, top5_acc: 0.9391, loss_cls: 0.6910, loss: 0.6910, grad_norm: 5.8715 2021-06-05 16:46:58,751 - mmaction - INFO - Epoch [74][260/1243] lr: 7.500e-04, eta: 8:41:16, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8156, top5_acc: 0.9370, loss_cls: 0.7178, loss: 0.7178, grad_norm: 5.8209 2021-06-05 16:47:17,050 - mmaction - INFO - Epoch [74][280/1243] lr: 7.500e-04, eta: 8:40:57, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8164, top5_acc: 0.9422, loss_cls: 0.7086, loss: 0.7086, grad_norm: 5.9954 2021-06-05 16:47:35,324 - mmaction - INFO - Epoch [74][300/1243] lr: 7.500e-04, eta: 8:40:38, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8094, top5_acc: 0.9307, loss_cls: 0.7358, loss: 0.7358, grad_norm: 6.4795 2021-06-05 16:47:53,654 - mmaction - INFO - Epoch [74][320/1243] lr: 7.500e-04, eta: 8:40:19, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8242, top5_acc: 0.9401, loss_cls: 0.6679, loss: 0.6679, grad_norm: 5.7062 2021-06-05 16:48:11,970 - mmaction - INFO - Epoch [74][340/1243] lr: 7.500e-04, eta: 8:40:00, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8227, top5_acc: 0.9437, loss_cls: 0.6949, loss: 0.6949, grad_norm: 6.2584 2021-06-05 16:48:30,283 - mmaction - INFO - Epoch [74][360/1243] lr: 7.500e-04, eta: 8:39:41, time: 0.917, data_time: 0.003, memory: 18352, top1_acc: 0.8148, top5_acc: 0.9365, loss_cls: 0.7025, loss: 0.7025, grad_norm: 5.9924 2021-06-05 16:48:48,567 - mmaction - INFO - Epoch [74][380/1243] lr: 7.500e-04, eta: 8:39:22, time: 0.914, data_time: 0.002, memory: 18352, top1_acc: 0.8164, top5_acc: 0.9409, loss_cls: 0.7026, loss: 0.7026, grad_norm: 5.8267 2021-06-05 16:49:06,829 - mmaction - INFO - Epoch [74][400/1243] lr: 7.500e-04, eta: 8:39:03, time: 0.914, data_time: 0.002, memory: 18352, top1_acc: 0.8203, top5_acc: 0.9406, loss_cls: 0.6958, loss: 0.6958, grad_norm: 5.9759 2021-06-05 16:49:25,100 - mmaction - INFO - Epoch [74][420/1243] lr: 7.500e-04, eta: 8:38:45, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8198, top5_acc: 0.9424, loss_cls: 0.6817, loss: 0.6817, grad_norm: 5.7977 2021-06-05 16:49:43,360 - mmaction - INFO - Epoch [74][440/1243] lr: 7.500e-04, eta: 8:38:26, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8255, top5_acc: 0.9391, loss_cls: 0.6784, loss: 0.6784, grad_norm: 5.9373 2021-06-05 16:50:01,683 - mmaction - INFO - Epoch [74][460/1243] lr: 7.500e-04, eta: 8:38:07, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8211, top5_acc: 0.9461, loss_cls: 0.6794, loss: 0.6794, grad_norm: 5.8444 2021-06-05 16:50:19,993 - mmaction - INFO - Epoch [74][480/1243] lr: 7.500e-04, eta: 8:37:48, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8208, top5_acc: 0.9398, loss_cls: 0.6870, loss: 0.6870, grad_norm: 5.8709 2021-06-05 16:50:38,355 - mmaction - INFO - Epoch [74][500/1243] lr: 7.500e-04, eta: 8:37:29, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8159, top5_acc: 0.9430, loss_cls: 0.7028, loss: 0.7028, grad_norm: 6.4159 2021-06-05 16:50:56,686 - mmaction - INFO - Epoch [74][520/1243] lr: 7.500e-04, eta: 8:37:10, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8177, top5_acc: 0.9406, loss_cls: 0.7026, loss: 0.7026, grad_norm: 6.0177 2021-06-05 16:51:14,956 - mmaction - INFO - Epoch [74][540/1243] lr: 7.500e-04, eta: 8:36:51, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8135, top5_acc: 0.9396, loss_cls: 0.7108, loss: 0.7108, grad_norm: 6.0723 2021-06-05 16:51:33,192 - mmaction - INFO - Epoch [74][560/1243] lr: 7.500e-04, eta: 8:36:32, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.8227, top5_acc: 0.9357, loss_cls: 0.7033, loss: 0.7033, grad_norm: 5.8774 2021-06-05 16:51:51,458 - mmaction - INFO - Epoch [74][580/1243] lr: 7.500e-04, eta: 8:36:13, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8250, top5_acc: 0.9440, loss_cls: 0.6694, loss: 0.6694, grad_norm: 5.9056 2021-06-05 16:52:09,762 - mmaction - INFO - Epoch [74][600/1243] lr: 7.500e-04, eta: 8:35:54, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8198, top5_acc: 0.9299, loss_cls: 0.7180, loss: 0.7180, grad_norm: 6.4179 2021-06-05 16:52:28,114 - mmaction - INFO - Epoch [74][620/1243] lr: 7.500e-04, eta: 8:35:35, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8247, top5_acc: 0.9313, loss_cls: 0.7233, loss: 0.7233, grad_norm: 6.4396 2021-06-05 16:52:46,419 - mmaction - INFO - Epoch [74][640/1243] lr: 7.500e-04, eta: 8:35:16, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8339, top5_acc: 0.9401, loss_cls: 0.6579, loss: 0.6579, grad_norm: 5.7679 2021-06-05 16:53:04,741 - mmaction - INFO - Epoch [74][660/1243] lr: 7.500e-04, eta: 8:34:57, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8159, top5_acc: 0.9326, loss_cls: 0.7078, loss: 0.7078, grad_norm: 6.1301 2021-06-05 16:53:23,040 - mmaction - INFO - Epoch [74][680/1243] lr: 7.500e-04, eta: 8:34:38, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9344, loss_cls: 0.7390, loss: 0.7390, grad_norm: 6.6076 2021-06-05 16:53:41,342 - mmaction - INFO - Epoch [74][700/1243] lr: 7.500e-04, eta: 8:34:19, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8211, top5_acc: 0.9427, loss_cls: 0.6870, loss: 0.6870, grad_norm: 5.9307 2021-06-05 16:53:59,761 - mmaction - INFO - Epoch [74][720/1243] lr: 7.500e-04, eta: 8:34:00, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8167, top5_acc: 0.9383, loss_cls: 0.7062, loss: 0.7062, grad_norm: 6.0899 2021-06-05 16:54:18,112 - mmaction - INFO - Epoch [74][740/1243] lr: 7.500e-04, eta: 8:33:41, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8201, top5_acc: 0.9352, loss_cls: 0.7004, loss: 0.7004, grad_norm: 5.9485 2021-06-05 16:54:36,420 - mmaction - INFO - Epoch [74][760/1243] lr: 7.500e-04, eta: 8:33:22, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8305, top5_acc: 0.9453, loss_cls: 0.6626, loss: 0.6626, grad_norm: 6.7628 2021-06-05 16:54:54,731 - mmaction - INFO - Epoch [74][780/1243] lr: 7.500e-04, eta: 8:33:03, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8115, top5_acc: 0.9344, loss_cls: 0.7367, loss: 0.7367, grad_norm: 5.8717 2021-06-05 16:55:13,102 - mmaction - INFO - Epoch [74][800/1243] lr: 7.500e-04, eta: 8:32:44, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8177, top5_acc: 0.9414, loss_cls: 0.7059, loss: 0.7059, grad_norm: 5.9201 2021-06-05 16:55:31,394 - mmaction - INFO - Epoch [74][820/1243] lr: 7.500e-04, eta: 8:32:26, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9323, loss_cls: 0.7233, loss: 0.7233, grad_norm: 6.6180 2021-06-05 16:55:49,737 - mmaction - INFO - Epoch [74][840/1243] lr: 7.500e-04, eta: 8:32:07, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9359, loss_cls: 0.6907, loss: 0.6907, grad_norm: 6.0883 2021-06-05 16:56:08,062 - mmaction - INFO - Epoch [74][860/1243] lr: 7.500e-04, eta: 8:31:48, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9367, loss_cls: 0.7319, loss: 0.7319, grad_norm: 6.5713 2021-06-05 16:56:26,403 - mmaction - INFO - Epoch [74][880/1243] lr: 7.500e-04, eta: 8:31:29, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8206, top5_acc: 0.9388, loss_cls: 0.7158, loss: 0.7158, grad_norm: 5.8599 2021-06-05 16:56:44,674 - mmaction - INFO - Epoch [74][900/1243] lr: 7.500e-04, eta: 8:31:10, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9398, loss_cls: 0.6847, loss: 0.6847, grad_norm: 6.0360 2021-06-05 16:57:03,001 - mmaction - INFO - Epoch [74][920/1243] lr: 7.500e-04, eta: 8:30:51, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8237, top5_acc: 0.9453, loss_cls: 0.6736, loss: 0.6736, grad_norm: 6.1589 2021-06-05 16:57:21,371 - mmaction - INFO - Epoch [74][940/1243] lr: 7.500e-04, eta: 8:30:32, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8115, top5_acc: 0.9378, loss_cls: 0.7339, loss: 0.7339, grad_norm: 6.2665 2021-06-05 16:57:39,790 - mmaction - INFO - Epoch [74][960/1243] lr: 7.500e-04, eta: 8:30:13, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8159, top5_acc: 0.9401, loss_cls: 0.6996, loss: 0.6996, grad_norm: 5.9248 2021-06-05 16:57:58,074 - mmaction - INFO - Epoch [74][980/1243] lr: 7.500e-04, eta: 8:29:54, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.8195, top5_acc: 0.9359, loss_cls: 0.7264, loss: 0.7264, grad_norm: 6.3638 2021-06-05 16:58:16,361 - mmaction - INFO - Epoch [74][1000/1243] lr: 7.500e-04, eta: 8:29:35, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8247, top5_acc: 0.9424, loss_cls: 0.6938, loss: 0.6938, grad_norm: 5.9522 2021-06-05 16:58:34,665 - mmaction - INFO - Epoch [74][1020/1243] lr: 7.500e-04, eta: 8:29:16, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8117, top5_acc: 0.9320, loss_cls: 0.7249, loss: 0.7249, grad_norm: 5.7311 2021-06-05 16:58:53,024 - mmaction - INFO - Epoch [74][1040/1243] lr: 7.500e-04, eta: 8:28:57, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8141, top5_acc: 0.9378, loss_cls: 0.7200, loss: 0.7200, grad_norm: 5.9291 2021-06-05 16:59:11,355 - mmaction - INFO - Epoch [74][1060/1243] lr: 7.500e-04, eta: 8:28:38, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8073, top5_acc: 0.9273, loss_cls: 0.7722, loss: 0.7722, grad_norm: 5.8723 2021-06-05 16:59:29,808 - mmaction - INFO - Epoch [74][1080/1243] lr: 7.500e-04, eta: 8:28:19, time: 0.923, data_time: 0.002, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9430, loss_cls: 0.6731, loss: 0.6731, grad_norm: 5.6563 2021-06-05 16:59:48,099 - mmaction - INFO - Epoch [74][1100/1243] lr: 7.500e-04, eta: 8:28:00, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.8102, top5_acc: 0.9346, loss_cls: 0.7479, loss: 0.7479, grad_norm: 5.8502 2021-06-05 17:00:06,496 - mmaction - INFO - Epoch [74][1120/1243] lr: 7.500e-04, eta: 8:27:41, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8185, top5_acc: 0.9391, loss_cls: 0.7066, loss: 0.7066, grad_norm: 5.7408 2021-06-05 17:00:24,760 - mmaction - INFO - Epoch [74][1140/1243] lr: 7.500e-04, eta: 8:27:22, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8198, top5_acc: 0.9375, loss_cls: 0.7132, loss: 0.7132, grad_norm: 5.8509 2021-06-05 17:00:43,089 - mmaction - INFO - Epoch [74][1160/1243] lr: 7.500e-04, eta: 8:27:04, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9406, loss_cls: 0.6816, loss: 0.6816, grad_norm: 5.8284 2021-06-05 17:01:01,359 - mmaction - INFO - Epoch [74][1180/1243] lr: 7.500e-04, eta: 8:26:45, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8073, top5_acc: 0.9292, loss_cls: 0.7555, loss: 0.7555, grad_norm: 6.2567 2021-06-05 17:01:19,671 - mmaction - INFO - Epoch [74][1200/1243] lr: 7.500e-04, eta: 8:26:26, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9427, loss_cls: 0.6698, loss: 0.6698, grad_norm: 5.8317 2021-06-05 17:01:37,995 - mmaction - INFO - Epoch [74][1220/1243] lr: 7.500e-04, eta: 8:26:07, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9299, loss_cls: 0.7446, loss: 0.7446, grad_norm: 6.2509 2021-06-05 17:01:56,107 - mmaction - INFO - Epoch [74][1240/1243] lr: 7.500e-04, eta: 8:25:48, time: 0.906, data_time: 0.001, memory: 18352, top1_acc: 0.8148, top5_acc: 0.9396, loss_cls: 0.7127, loss: 0.7127, grad_norm: 6.2451 2021-06-05 17:04:19,622 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 17:04:20,256 - mmaction - INFO - top1_acc 0.7444 top5_acc 0.9097 2021-06-05 17:04:20,256 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 17:04:20,280 - mmaction - INFO - mean_acc 0.7443 2021-06-05 17:04:20,285 - mmaction - INFO - Saving checkpoint at 74 epochs 2021-06-05 17:04:21,419 - mmaction - INFO - Epoch(val) [74][104] top1_acc: 0.7444, top5_acc: 0.9097, mean_class_accuracy: 0.7443 2021-06-05 17:05:05,443 - mmaction - INFO - Epoch [75][20/1243] lr: 7.500e-04, eta: 8:25:34, time: 2.200, data_time: 1.257, memory: 18352, top1_acc: 0.8201, top5_acc: 0.9315, loss_cls: 0.7355, loss: 0.7355, grad_norm: 6.1239 2021-06-05 17:05:23,978 - mmaction - INFO - Epoch [75][40/1243] lr: 7.500e-04, eta: 8:25:15, time: 0.927, data_time: 0.001, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9362, loss_cls: 0.7206, loss: 0.7206, grad_norm: 6.7390 2021-06-05 17:05:42,401 - mmaction - INFO - Epoch [75][60/1243] lr: 7.500e-04, eta: 8:24:56, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8237, top5_acc: 0.9427, loss_cls: 0.6673, loss: 0.6673, grad_norm: 5.7461 2021-06-05 17:06:00,695 - mmaction - INFO - Epoch [75][80/1243] lr: 7.500e-04, eta: 8:24:37, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9328, loss_cls: 0.7169, loss: 0.7169, grad_norm: 5.7586 2021-06-05 17:06:18,984 - mmaction - INFO - Epoch [75][100/1243] lr: 7.500e-04, eta: 8:24:18, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8177, top5_acc: 0.9346, loss_cls: 0.6964, loss: 0.6964, grad_norm: 6.3219 2021-06-05 17:06:37,258 - mmaction - INFO - Epoch [75][120/1243] lr: 7.500e-04, eta: 8:23:59, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8232, top5_acc: 0.9414, loss_cls: 0.6915, loss: 0.6915, grad_norm: 6.3032 2021-06-05 17:06:55,535 - mmaction - INFO - Epoch [75][140/1243] lr: 7.500e-04, eta: 8:23:40, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9456, loss_cls: 0.6681, loss: 0.6681, grad_norm: 6.1254 2021-06-05 17:07:13,837 - mmaction - INFO - Epoch [75][160/1243] lr: 7.500e-04, eta: 8:23:21, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9352, loss_cls: 0.7189, loss: 0.7189, grad_norm: 5.7638 2021-06-05 17:07:32,110 - mmaction - INFO - Epoch [75][180/1243] lr: 7.500e-04, eta: 8:23:02, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8229, top5_acc: 0.9372, loss_cls: 0.7114, loss: 0.7114, grad_norm: 6.0013 2021-06-05 17:07:50,414 - mmaction - INFO - Epoch [75][200/1243] lr: 7.500e-04, eta: 8:22:43, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8039, top5_acc: 0.9302, loss_cls: 0.7421, loss: 0.7421, grad_norm: 7.0106 2021-06-05 17:08:08,714 - mmaction - INFO - Epoch [75][220/1243] lr: 7.500e-04, eta: 8:22:25, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9388, loss_cls: 0.6873, loss: 0.6873, grad_norm: 5.9293 2021-06-05 17:08:26,997 - mmaction - INFO - Epoch [75][240/1243] lr: 7.500e-04, eta: 8:22:06, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9380, loss_cls: 0.6952, loss: 0.6952, grad_norm: 5.6858 2021-06-05 17:08:45,307 - mmaction - INFO - Epoch [75][260/1243] lr: 7.500e-04, eta: 8:21:47, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8242, top5_acc: 0.9393, loss_cls: 0.6907, loss: 0.6907, grad_norm: 6.6765 2021-06-05 17:09:03,650 - mmaction - INFO - Epoch [75][280/1243] lr: 7.500e-04, eta: 8:21:28, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8232, top5_acc: 0.9414, loss_cls: 0.6737, loss: 0.6737, grad_norm: 5.6920 2021-06-05 17:09:21,922 - mmaction - INFO - Epoch [75][300/1243] lr: 7.500e-04, eta: 8:21:09, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8104, top5_acc: 0.9380, loss_cls: 0.7130, loss: 0.7130, grad_norm: 5.8625 2021-06-05 17:09:40,317 - mmaction - INFO - Epoch [75][320/1243] lr: 7.500e-04, eta: 8:20:50, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8044, top5_acc: 0.9393, loss_cls: 0.7359, loss: 0.7359, grad_norm: 6.0891 2021-06-05 17:09:58,609 - mmaction - INFO - Epoch [75][340/1243] lr: 7.500e-04, eta: 8:20:31, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8245, top5_acc: 0.9352, loss_cls: 0.7066, loss: 0.7066, grad_norm: 7.0914 2021-06-05 17:10:16,872 - mmaction - INFO - Epoch [75][360/1243] lr: 7.500e-04, eta: 8:20:12, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8211, top5_acc: 0.9367, loss_cls: 0.7025, loss: 0.7025, grad_norm: 6.3602 2021-06-05 17:10:35,182 - mmaction - INFO - Epoch [75][380/1243] lr: 7.500e-04, eta: 8:19:53, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8104, top5_acc: 0.9427, loss_cls: 0.7053, loss: 0.7053, grad_norm: 6.4035 2021-06-05 17:10:53,442 - mmaction - INFO - Epoch [75][400/1243] lr: 7.500e-04, eta: 8:19:34, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9406, loss_cls: 0.6732, loss: 0.6732, grad_norm: 6.0576 2021-06-05 17:11:11,765 - mmaction - INFO - Epoch [75][420/1243] lr: 7.500e-04, eta: 8:19:15, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8099, top5_acc: 0.9367, loss_cls: 0.7283, loss: 0.7283, grad_norm: 5.9193 2021-06-05 17:11:30,009 - mmaction - INFO - Epoch [75][440/1243] lr: 7.500e-04, eta: 8:18:56, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8182, top5_acc: 0.9375, loss_cls: 0.7089, loss: 0.7089, grad_norm: 7.0949 2021-06-05 17:11:48,378 - mmaction - INFO - Epoch [75][460/1243] lr: 7.500e-04, eta: 8:18:37, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8271, top5_acc: 0.9448, loss_cls: 0.6561, loss: 0.6561, grad_norm: 5.7376 2021-06-05 17:12:06,743 - mmaction - INFO - Epoch [75][480/1243] lr: 7.500e-04, eta: 8:18:18, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9378, loss_cls: 0.6951, loss: 0.6951, grad_norm: 6.1024 2021-06-05 17:12:25,012 - mmaction - INFO - Epoch [75][500/1243] lr: 7.500e-04, eta: 8:17:59, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8068, top5_acc: 0.9370, loss_cls: 0.7289, loss: 0.7289, grad_norm: 6.1018 2021-06-05 17:12:43,341 - mmaction - INFO - Epoch [75][520/1243] lr: 7.500e-04, eta: 8:17:40, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8294, top5_acc: 0.9393, loss_cls: 0.6656, loss: 0.6656, grad_norm: 5.6076 2021-06-05 17:13:01,673 - mmaction - INFO - Epoch [75][540/1243] lr: 7.500e-04, eta: 8:17:21, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8156, top5_acc: 0.9388, loss_cls: 0.7134, loss: 0.7134, grad_norm: 6.0976 2021-06-05 17:13:20,045 - mmaction - INFO - Epoch [75][560/1243] lr: 7.500e-04, eta: 8:17:02, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8234, top5_acc: 0.9437, loss_cls: 0.6694, loss: 0.6694, grad_norm: 5.9236 2021-06-05 17:13:38,422 - mmaction - INFO - Epoch [75][580/1243] lr: 7.500e-04, eta: 8:16:44, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8245, top5_acc: 0.9448, loss_cls: 0.6679, loss: 0.6679, grad_norm: 6.0715 2021-06-05 17:13:56,712 - mmaction - INFO - Epoch [75][600/1243] lr: 7.500e-04, eta: 8:16:25, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8227, top5_acc: 0.9359, loss_cls: 0.7045, loss: 0.7045, grad_norm: 5.7472 2021-06-05 17:14:15,080 - mmaction - INFO - Epoch [75][620/1243] lr: 7.500e-04, eta: 8:16:06, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8299, top5_acc: 0.9437, loss_cls: 0.6687, loss: 0.6687, grad_norm: 5.7515 2021-06-05 17:14:33,422 - mmaction - INFO - Epoch [75][640/1243] lr: 7.500e-04, eta: 8:15:47, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8122, top5_acc: 0.9404, loss_cls: 0.6985, loss: 0.6985, grad_norm: 5.8609 2021-06-05 17:14:51,692 - mmaction - INFO - Epoch [75][660/1243] lr: 7.500e-04, eta: 8:15:28, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8263, top5_acc: 0.9453, loss_cls: 0.6706, loss: 0.6706, grad_norm: 7.2684 2021-06-05 17:15:09,967 - mmaction - INFO - Epoch [75][680/1243] lr: 7.500e-04, eta: 8:15:09, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8255, top5_acc: 0.9401, loss_cls: 0.6803, loss: 0.6803, grad_norm: 5.8191 2021-06-05 17:15:28,334 - mmaction - INFO - Epoch [75][700/1243] lr: 7.500e-04, eta: 8:14:50, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8177, top5_acc: 0.9359, loss_cls: 0.7036, loss: 0.7036, grad_norm: 5.7739 2021-06-05 17:15:46,587 - mmaction - INFO - Epoch [75][720/1243] lr: 7.500e-04, eta: 8:14:31, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8117, top5_acc: 0.9411, loss_cls: 0.7171, loss: 0.7171, grad_norm: 6.2458 2021-06-05 17:16:05,016 - mmaction - INFO - Epoch [75][740/1243] lr: 7.500e-04, eta: 8:14:12, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8195, top5_acc: 0.9359, loss_cls: 0.6914, loss: 0.6914, grad_norm: 5.8070 2021-06-05 17:16:23,364 - mmaction - INFO - Epoch [75][760/1243] lr: 7.500e-04, eta: 8:13:53, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9427, loss_cls: 0.6889, loss: 0.6889, grad_norm: 6.1854 2021-06-05 17:16:41,654 - mmaction - INFO - Epoch [75][780/1243] lr: 7.500e-04, eta: 8:13:34, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8229, top5_acc: 0.9427, loss_cls: 0.6753, loss: 0.6753, grad_norm: 5.8867 2021-06-05 17:16:59,973 - mmaction - INFO - Epoch [75][800/1243] lr: 7.500e-04, eta: 8:13:15, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8172, top5_acc: 0.9365, loss_cls: 0.7170, loss: 0.7170, grad_norm: 5.9100 2021-06-05 17:17:18,332 - mmaction - INFO - Epoch [75][820/1243] lr: 7.500e-04, eta: 8:12:56, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9367, loss_cls: 0.7229, loss: 0.7229, grad_norm: 6.2780 2021-06-05 17:17:36,723 - mmaction - INFO - Epoch [75][840/1243] lr: 7.500e-04, eta: 8:12:37, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8234, top5_acc: 0.9430, loss_cls: 0.6777, loss: 0.6777, grad_norm: 5.8230 2021-06-05 17:17:55,077 - mmaction - INFO - Epoch [75][860/1243] lr: 7.500e-04, eta: 8:12:18, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8203, top5_acc: 0.9396, loss_cls: 0.6891, loss: 0.6891, grad_norm: 5.9985 2021-06-05 17:18:13,441 - mmaction - INFO - Epoch [75][880/1243] lr: 7.500e-04, eta: 8:12:00, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8044, top5_acc: 0.9292, loss_cls: 0.7471, loss: 0.7471, grad_norm: 6.0360 2021-06-05 17:18:31,829 - mmaction - INFO - Epoch [75][900/1243] lr: 7.500e-04, eta: 8:11:41, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9388, loss_cls: 0.7079, loss: 0.7079, grad_norm: 5.9256 2021-06-05 17:18:50,209 - mmaction - INFO - Epoch [75][920/1243] lr: 7.500e-04, eta: 8:11:22, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8299, top5_acc: 0.9349, loss_cls: 0.6907, loss: 0.6907, grad_norm: 5.5953 2021-06-05 17:19:08,552 - mmaction - INFO - Epoch [75][940/1243] lr: 7.500e-04, eta: 8:11:03, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9349, loss_cls: 0.7319, loss: 0.7319, grad_norm: 6.5860 2021-06-05 17:19:26,951 - mmaction - INFO - Epoch [75][960/1243] lr: 7.500e-04, eta: 8:10:44, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9336, loss_cls: 0.7207, loss: 0.7207, grad_norm: 5.9256 2021-06-05 17:19:45,296 - mmaction - INFO - Epoch [75][980/1243] lr: 7.500e-04, eta: 8:10:25, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8273, top5_acc: 0.9435, loss_cls: 0.6660, loss: 0.6660, grad_norm: 6.5840 2021-06-05 17:20:03,670 - mmaction - INFO - Epoch [75][1000/1243] lr: 7.500e-04, eta: 8:10:06, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8276, top5_acc: 0.9401, loss_cls: 0.6835, loss: 0.6835, grad_norm: 6.2034 2021-06-05 17:20:22,089 - mmaction - INFO - Epoch [75][1020/1243] lr: 7.500e-04, eta: 8:09:47, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9333, loss_cls: 0.7025, loss: 0.7025, grad_norm: 6.4507 2021-06-05 17:20:40,482 - mmaction - INFO - Epoch [75][1040/1243] lr: 7.500e-04, eta: 8:09:28, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9383, loss_cls: 0.6955, loss: 0.6955, grad_norm: 6.0458 2021-06-05 17:20:58,873 - mmaction - INFO - Epoch [75][1060/1243] lr: 7.500e-04, eta: 8:09:09, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8154, top5_acc: 0.9359, loss_cls: 0.7157, loss: 0.7157, grad_norm: 5.9644 2021-06-05 17:21:17,225 - mmaction - INFO - Epoch [75][1080/1243] lr: 7.500e-04, eta: 8:08:50, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8169, top5_acc: 0.9323, loss_cls: 0.7280, loss: 0.7280, grad_norm: 6.3721 2021-06-05 17:21:35,515 - mmaction - INFO - Epoch [75][1100/1243] lr: 7.500e-04, eta: 8:08:31, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8201, top5_acc: 0.9404, loss_cls: 0.7021, loss: 0.7021, grad_norm: 5.8642 2021-06-05 17:21:53,895 - mmaction - INFO - Epoch [75][1120/1243] lr: 7.500e-04, eta: 8:08:13, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8164, top5_acc: 0.9320, loss_cls: 0.7143, loss: 0.7143, grad_norm: 6.0480 2021-06-05 17:22:12,277 - mmaction - INFO - Epoch [75][1140/1243] lr: 7.500e-04, eta: 8:07:54, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9417, loss_cls: 0.6687, loss: 0.6687, grad_norm: 5.7128 2021-06-05 17:22:30,704 - mmaction - INFO - Epoch [75][1160/1243] lr: 7.500e-04, eta: 8:07:35, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8102, top5_acc: 0.9302, loss_cls: 0.7471, loss: 0.7471, grad_norm: 6.7146 2021-06-05 17:22:49,137 - mmaction - INFO - Epoch [75][1180/1243] lr: 7.500e-04, eta: 8:07:16, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8273, top5_acc: 0.9424, loss_cls: 0.6768, loss: 0.6768, grad_norm: 5.8340 2021-06-05 17:23:07,466 - mmaction - INFO - Epoch [75][1200/1243] lr: 7.500e-04, eta: 8:06:57, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8138, top5_acc: 0.9346, loss_cls: 0.7298, loss: 0.7298, grad_norm: 6.1134 2021-06-05 17:23:25,999 - mmaction - INFO - Epoch [75][1220/1243] lr: 7.500e-04, eta: 8:06:38, time: 0.927, data_time: 0.001, memory: 18352, top1_acc: 0.8117, top5_acc: 0.9396, loss_cls: 0.7171, loss: 0.7171, grad_norm: 5.8646 2021-06-05 17:23:44,138 - mmaction - INFO - Epoch [75][1240/1243] lr: 7.500e-04, eta: 8:06:19, time: 0.907, data_time: 0.001, memory: 18352, top1_acc: 0.8195, top5_acc: 0.9404, loss_cls: 0.6802, loss: 0.6802, grad_norm: 5.9886 2021-06-05 17:26:07,882 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 17:26:08,525 - mmaction - INFO - top1_acc 0.7435 top5_acc 0.9087 2021-06-05 17:26:08,526 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 17:26:08,550 - mmaction - INFO - mean_acc 0.7434 2021-06-05 17:26:08,554 - mmaction - INFO - Saving checkpoint at 75 epochs 2021-06-05 17:26:09,789 - mmaction - INFO - Epoch(val) [75][104] top1_acc: 0.7435, top5_acc: 0.9087, mean_class_accuracy: 0.7434 2021-06-05 17:26:53,897 - mmaction - INFO - Epoch [76][20/1243] lr: 7.500e-04, eta: 8:06:05, time: 2.204, data_time: 1.292, memory: 18352, top1_acc: 0.8169, top5_acc: 0.9305, loss_cls: 0.7206, loss: 0.7206, grad_norm: 6.0006 2021-06-05 17:27:12,229 - mmaction - INFO - Epoch [76][40/1243] lr: 7.500e-04, eta: 8:05:46, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.8211, top5_acc: 0.9357, loss_cls: 0.7020, loss: 0.7020, grad_norm: 5.9014 2021-06-05 17:27:30,627 - mmaction - INFO - Epoch [76][60/1243] lr: 7.500e-04, eta: 8:05:27, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9396, loss_cls: 0.7006, loss: 0.7006, grad_norm: 6.1945 2021-06-05 17:27:48,961 - mmaction - INFO - Epoch [76][80/1243] lr: 7.500e-04, eta: 8:05:08, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8180, top5_acc: 0.9404, loss_cls: 0.7024, loss: 0.7024, grad_norm: 6.1028 2021-06-05 17:28:07,353 - mmaction - INFO - Epoch [76][100/1243] lr: 7.500e-04, eta: 8:04:49, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8117, top5_acc: 0.9331, loss_cls: 0.7256, loss: 0.7256, grad_norm: 6.1424 2021-06-05 17:28:25,660 - mmaction - INFO - Epoch [76][120/1243] lr: 7.500e-04, eta: 8:04:30, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8198, top5_acc: 0.9372, loss_cls: 0.7018, loss: 0.7018, grad_norm: 5.9701 2021-06-05 17:28:43,997 - mmaction - INFO - Epoch [76][140/1243] lr: 7.500e-04, eta: 8:04:11, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8221, top5_acc: 0.9375, loss_cls: 0.6924, loss: 0.6924, grad_norm: 6.0133 2021-06-05 17:29:02,309 - mmaction - INFO - Epoch [76][160/1243] lr: 7.500e-04, eta: 8:03:52, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9320, loss_cls: 0.7268, loss: 0.7268, grad_norm: 5.7311 2021-06-05 17:29:20,676 - mmaction - INFO - Epoch [76][180/1243] lr: 7.500e-04, eta: 8:03:34, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8266, top5_acc: 0.9409, loss_cls: 0.6732, loss: 0.6732, grad_norm: 5.8781 2021-06-05 17:29:39,064 - mmaction - INFO - Epoch [76][200/1243] lr: 7.500e-04, eta: 8:03:15, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9417, loss_cls: 0.6950, loss: 0.6950, grad_norm: 5.6848 2021-06-05 17:29:57,407 - mmaction - INFO - Epoch [76][220/1243] lr: 7.500e-04, eta: 8:02:56, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8307, top5_acc: 0.9409, loss_cls: 0.6818, loss: 0.6818, grad_norm: 5.7643 2021-06-05 17:30:15,687 - mmaction - INFO - Epoch [76][240/1243] lr: 7.500e-04, eta: 8:02:37, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8211, top5_acc: 0.9393, loss_cls: 0.6960, loss: 0.6960, grad_norm: 5.7713 2021-06-05 17:30:34,039 - mmaction - INFO - Epoch [76][260/1243] lr: 7.500e-04, eta: 8:02:18, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8263, top5_acc: 0.9401, loss_cls: 0.6889, loss: 0.6889, grad_norm: 5.6508 2021-06-05 17:30:52,394 - mmaction - INFO - Epoch [76][280/1243] lr: 7.500e-04, eta: 8:01:59, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9367, loss_cls: 0.7096, loss: 0.7096, grad_norm: 5.8216 2021-06-05 17:31:10,763 - mmaction - INFO - Epoch [76][300/1243] lr: 7.500e-04, eta: 8:01:40, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9451, loss_cls: 0.6551, loss: 0.6551, grad_norm: 5.8353 2021-06-05 17:31:29,130 - mmaction - INFO - Epoch [76][320/1243] lr: 7.500e-04, eta: 8:01:21, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8107, top5_acc: 0.9320, loss_cls: 0.7430, loss: 0.7430, grad_norm: 6.9361 2021-06-05 17:31:47,513 - mmaction - INFO - Epoch [76][340/1243] lr: 7.500e-04, eta: 8:01:02, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8159, top5_acc: 0.9357, loss_cls: 0.7060, loss: 0.7060, grad_norm: 5.8083 2021-06-05 17:32:05,843 - mmaction - INFO - Epoch [76][360/1243] lr: 7.500e-04, eta: 8:00:43, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9385, loss_cls: 0.6820, loss: 0.6820, grad_norm: 5.7885 2021-06-05 17:32:24,199 - mmaction - INFO - Epoch [76][380/1243] lr: 7.500e-04, eta: 8:00:24, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8232, top5_acc: 0.9419, loss_cls: 0.6723, loss: 0.6723, grad_norm: 5.6794 2021-06-05 17:32:42,556 - mmaction - INFO - Epoch [76][400/1243] lr: 7.500e-04, eta: 8:00:05, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8146, top5_acc: 0.9336, loss_cls: 0.7329, loss: 0.7329, grad_norm: 5.9238 2021-06-05 17:33:00,850 - mmaction - INFO - Epoch [76][420/1243] lr: 7.500e-04, eta: 7:59:46, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8237, top5_acc: 0.9398, loss_cls: 0.6894, loss: 0.6894, grad_norm: 6.2508 2021-06-05 17:33:19,248 - mmaction - INFO - Epoch [76][440/1243] lr: 7.500e-04, eta: 7:59:28, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9357, loss_cls: 0.6762, loss: 0.6762, grad_norm: 6.1345 2021-06-05 17:33:37,653 - mmaction - INFO - Epoch [76][460/1243] lr: 7.500e-04, eta: 7:59:09, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8135, top5_acc: 0.9281, loss_cls: 0.7590, loss: 0.7590, grad_norm: 6.4408 2021-06-05 17:33:56,047 - mmaction - INFO - Epoch [76][480/1243] lr: 7.500e-04, eta: 7:58:50, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9375, loss_cls: 0.7179, loss: 0.7179, grad_norm: 6.1362 2021-06-05 17:34:14,429 - mmaction - INFO - Epoch [76][500/1243] lr: 7.500e-04, eta: 7:58:31, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8141, top5_acc: 0.9385, loss_cls: 0.7241, loss: 0.7241, grad_norm: 5.9456 2021-06-05 17:34:32,790 - mmaction - INFO - Epoch [76][520/1243] lr: 7.500e-04, eta: 7:58:12, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8242, top5_acc: 0.9388, loss_cls: 0.6980, loss: 0.6980, grad_norm: 6.4531 2021-06-05 17:34:51,166 - mmaction - INFO - Epoch [76][540/1243] lr: 7.500e-04, eta: 7:57:53, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9427, loss_cls: 0.6777, loss: 0.6777, grad_norm: 5.8452 2021-06-05 17:35:09,531 - mmaction - INFO - Epoch [76][560/1243] lr: 7.500e-04, eta: 7:57:34, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8128, top5_acc: 0.9313, loss_cls: 0.7416, loss: 0.7416, grad_norm: 6.0811 2021-06-05 17:35:27,891 - mmaction - INFO - Epoch [76][580/1243] lr: 7.500e-04, eta: 7:57:15, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9331, loss_cls: 0.6953, loss: 0.6953, grad_norm: 5.8802 2021-06-05 17:35:46,321 - mmaction - INFO - Epoch [76][600/1243] lr: 7.500e-04, eta: 7:56:56, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8273, top5_acc: 0.9424, loss_cls: 0.6793, loss: 0.6793, grad_norm: 5.7532 2021-06-05 17:36:04,678 - mmaction - INFO - Epoch [76][620/1243] lr: 7.500e-04, eta: 7:56:37, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9362, loss_cls: 0.7096, loss: 0.7096, grad_norm: 6.1131 2021-06-05 17:36:23,038 - mmaction - INFO - Epoch [76][640/1243] lr: 7.500e-04, eta: 7:56:18, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8203, top5_acc: 0.9378, loss_cls: 0.6955, loss: 0.6955, grad_norm: 7.6229 2021-06-05 17:36:41,432 - mmaction - INFO - Epoch [76][660/1243] lr: 7.500e-04, eta: 7:56:00, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8201, top5_acc: 0.9375, loss_cls: 0.7038, loss: 0.7038, grad_norm: 5.8784 2021-06-05 17:36:59,742 - mmaction - INFO - Epoch [76][680/1243] lr: 7.500e-04, eta: 7:55:41, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8070, top5_acc: 0.9323, loss_cls: 0.7432, loss: 0.7432, grad_norm: 5.7313 2021-06-05 17:37:18,112 - mmaction - INFO - Epoch [76][700/1243] lr: 7.500e-04, eta: 7:55:22, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8216, top5_acc: 0.9380, loss_cls: 0.7038, loss: 0.7038, grad_norm: 5.7339 2021-06-05 17:37:36,536 - mmaction - INFO - Epoch [76][720/1243] lr: 7.500e-04, eta: 7:55:03, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8258, top5_acc: 0.9352, loss_cls: 0.7102, loss: 0.7102, grad_norm: 5.6392 2021-06-05 17:37:54,932 - mmaction - INFO - Epoch [76][740/1243] lr: 7.500e-04, eta: 7:54:44, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8133, top5_acc: 0.9292, loss_cls: 0.7338, loss: 0.7338, grad_norm: 5.6480 2021-06-05 17:38:13,334 - mmaction - INFO - Epoch [76][760/1243] lr: 7.500e-04, eta: 7:54:25, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8206, top5_acc: 0.9417, loss_cls: 0.6938, loss: 0.6938, grad_norm: 5.7396 2021-06-05 17:38:31,650 - mmaction - INFO - Epoch [76][780/1243] lr: 7.500e-04, eta: 7:54:06, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8146, top5_acc: 0.9344, loss_cls: 0.7061, loss: 0.7061, grad_norm: 5.8402 2021-06-05 17:38:50,114 - mmaction - INFO - Epoch [76][800/1243] lr: 7.500e-04, eta: 7:53:47, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8143, top5_acc: 0.9331, loss_cls: 0.7089, loss: 0.7089, grad_norm: 6.2523 2021-06-05 17:39:08,528 - mmaction - INFO - Epoch [76][820/1243] lr: 7.500e-04, eta: 7:53:28, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9388, loss_cls: 0.6728, loss: 0.6728, grad_norm: 5.6403 2021-06-05 17:39:26,893 - mmaction - INFO - Epoch [76][840/1243] lr: 7.500e-04, eta: 7:53:09, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9359, loss_cls: 0.7063, loss: 0.7063, grad_norm: 6.4154 2021-06-05 17:39:45,279 - mmaction - INFO - Epoch [76][860/1243] lr: 7.500e-04, eta: 7:52:50, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8169, top5_acc: 0.9333, loss_cls: 0.7153, loss: 0.7153, grad_norm: 5.8660 2021-06-05 17:40:03,657 - mmaction - INFO - Epoch [76][880/1243] lr: 7.500e-04, eta: 7:52:32, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8258, top5_acc: 0.9398, loss_cls: 0.6842, loss: 0.6842, grad_norm: 6.4921 2021-06-05 17:40:22,075 - mmaction - INFO - Epoch [76][900/1243] lr: 7.500e-04, eta: 7:52:13, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8242, top5_acc: 0.9411, loss_cls: 0.6897, loss: 0.6897, grad_norm: 5.7659 2021-06-05 17:40:40,475 - mmaction - INFO - Epoch [76][920/1243] lr: 7.500e-04, eta: 7:51:54, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9393, loss_cls: 0.6873, loss: 0.6873, grad_norm: 6.0412 2021-06-05 17:40:58,885 - mmaction - INFO - Epoch [76][940/1243] lr: 7.500e-04, eta: 7:51:35, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8359, top5_acc: 0.9458, loss_cls: 0.6488, loss: 0.6488, grad_norm: 6.8519 2021-06-05 17:41:17,227 - mmaction - INFO - Epoch [76][960/1243] lr: 7.500e-04, eta: 7:51:16, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9357, loss_cls: 0.7026, loss: 0.7026, grad_norm: 5.8624 2021-06-05 17:41:35,592 - mmaction - INFO - Epoch [76][980/1243] lr: 7.500e-04, eta: 7:50:57, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9365, loss_cls: 0.6961, loss: 0.6961, grad_norm: 6.1992 2021-06-05 17:41:54,007 - mmaction - INFO - Epoch [76][1000/1243] lr: 7.500e-04, eta: 7:50:38, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9359, loss_cls: 0.7073, loss: 0.7073, grad_norm: 6.1896 2021-06-05 17:42:12,445 - mmaction - INFO - Epoch [76][1020/1243] lr: 7.500e-04, eta: 7:50:19, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8091, top5_acc: 0.9331, loss_cls: 0.7401, loss: 0.7401, grad_norm: 5.9753 2021-06-05 17:42:30,857 - mmaction - INFO - Epoch [76][1040/1243] lr: 7.500e-04, eta: 7:50:00, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8182, top5_acc: 0.9396, loss_cls: 0.6906, loss: 0.6906, grad_norm: 5.9230 2021-06-05 17:42:49,276 - mmaction - INFO - Epoch [76][1060/1243] lr: 7.500e-04, eta: 7:49:41, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8276, top5_acc: 0.9372, loss_cls: 0.6691, loss: 0.6691, grad_norm: 6.4298 2021-06-05 17:43:07,674 - mmaction - INFO - Epoch [76][1080/1243] lr: 7.500e-04, eta: 7:49:23, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9391, loss_cls: 0.6889, loss: 0.6889, grad_norm: 6.1157 2021-06-05 17:43:26,054 - mmaction - INFO - Epoch [76][1100/1243] lr: 7.500e-04, eta: 7:49:04, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9344, loss_cls: 0.7055, loss: 0.7055, grad_norm: 6.1419 2021-06-05 17:43:44,404 - mmaction - INFO - Epoch [76][1120/1243] lr: 7.500e-04, eta: 7:48:45, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8258, top5_acc: 0.9372, loss_cls: 0.7065, loss: 0.7065, grad_norm: 5.9022 2021-06-05 17:44:02,817 - mmaction - INFO - Epoch [76][1140/1243] lr: 7.500e-04, eta: 7:48:26, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8216, top5_acc: 0.9404, loss_cls: 0.6783, loss: 0.6783, grad_norm: 6.3266 2021-06-05 17:44:21,269 - mmaction - INFO - Epoch [76][1160/1243] lr: 7.500e-04, eta: 7:48:07, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9411, loss_cls: 0.6720, loss: 0.6720, grad_norm: 5.8200 2021-06-05 17:44:39,601 - mmaction - INFO - Epoch [76][1180/1243] lr: 7.500e-04, eta: 7:47:48, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8234, top5_acc: 0.9336, loss_cls: 0.7076, loss: 0.7076, grad_norm: 5.6345 2021-06-05 17:44:58,033 - mmaction - INFO - Epoch [76][1200/1243] lr: 7.500e-04, eta: 7:47:29, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8146, top5_acc: 0.9401, loss_cls: 0.7053, loss: 0.7053, grad_norm: 6.0194 2021-06-05 17:45:16,415 - mmaction - INFO - Epoch [76][1220/1243] lr: 7.500e-04, eta: 7:47:10, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8135, top5_acc: 0.9326, loss_cls: 0.7256, loss: 0.7256, grad_norm: 6.5941 2021-06-05 17:45:34,610 - mmaction - INFO - Epoch [76][1240/1243] lr: 7.500e-04, eta: 7:46:51, time: 0.910, data_time: 0.001, memory: 18352, top1_acc: 0.8266, top5_acc: 0.9388, loss_cls: 0.6801, loss: 0.6801, grad_norm: 5.9209 2021-06-05 17:47:58,640 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 17:47:59,311 - mmaction - INFO - top1_acc 0.7424 top5_acc 0.9086 2021-06-05 17:47:59,312 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 17:47:59,343 - mmaction - INFO - mean_acc 0.7423 2021-06-05 17:47:59,348 - mmaction - INFO - Saving checkpoint at 76 epochs 2021-06-05 17:48:00,485 - mmaction - INFO - Epoch(val) [76][104] top1_acc: 0.7424, top5_acc: 0.9086, mean_class_accuracy: 0.7423 2021-06-05 17:48:44,809 - mmaction - INFO - Epoch [77][20/1243] lr: 7.500e-04, eta: 7:46:37, time: 2.216, data_time: 1.296, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9445, loss_cls: 0.6654, loss: 0.6654, grad_norm: 6.0244 2021-06-05 17:49:03,190 - mmaction - INFO - Epoch [77][40/1243] lr: 7.500e-04, eta: 7:46:18, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8253, top5_acc: 0.9445, loss_cls: 0.6712, loss: 0.6712, grad_norm: 5.9647 2021-06-05 17:49:21,602 - mmaction - INFO - Epoch [77][60/1243] lr: 7.500e-04, eta: 7:45:59, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8227, top5_acc: 0.9440, loss_cls: 0.6778, loss: 0.6778, grad_norm: 5.7127 2021-06-05 17:49:39,933 - mmaction - INFO - Epoch [77][80/1243] lr: 7.500e-04, eta: 7:45:40, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8180, top5_acc: 0.9393, loss_cls: 0.6968, loss: 0.6968, grad_norm: 5.9051 2021-06-05 17:49:58,414 - mmaction - INFO - Epoch [77][100/1243] lr: 7.500e-04, eta: 7:45:21, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8148, top5_acc: 0.9367, loss_cls: 0.7285, loss: 0.7285, grad_norm: 5.8355 2021-06-05 17:50:16,772 - mmaction - INFO - Epoch [77][120/1243] lr: 7.500e-04, eta: 7:45:02, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8185, top5_acc: 0.9393, loss_cls: 0.7029, loss: 0.7029, grad_norm: 6.9162 2021-06-05 17:50:35,173 - mmaction - INFO - Epoch [77][140/1243] lr: 7.500e-04, eta: 7:44:43, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8201, top5_acc: 0.9299, loss_cls: 0.7125, loss: 0.7125, grad_norm: 6.7739 2021-06-05 17:50:53,670 - mmaction - INFO - Epoch [77][160/1243] lr: 7.500e-04, eta: 7:44:25, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.8289, top5_acc: 0.9430, loss_cls: 0.6661, loss: 0.6661, grad_norm: 5.9227 2021-06-05 17:51:11,969 - mmaction - INFO - Epoch [77][180/1243] lr: 7.500e-04, eta: 7:44:06, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8148, top5_acc: 0.9357, loss_cls: 0.7104, loss: 0.7104, grad_norm: 6.3166 2021-06-05 17:51:30,337 - mmaction - INFO - Epoch [77][200/1243] lr: 7.500e-04, eta: 7:43:47, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9419, loss_cls: 0.6631, loss: 0.6631, grad_norm: 6.1808 2021-06-05 17:51:48,699 - mmaction - INFO - Epoch [77][220/1243] lr: 7.500e-04, eta: 7:43:28, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9354, loss_cls: 0.6836, loss: 0.6836, grad_norm: 5.7769 2021-06-05 17:52:07,103 - mmaction - INFO - Epoch [77][240/1243] lr: 7.500e-04, eta: 7:43:09, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8237, top5_acc: 0.9378, loss_cls: 0.7025, loss: 0.7025, grad_norm: 6.3433 2021-06-05 17:52:25,468 - mmaction - INFO - Epoch [77][260/1243] lr: 7.500e-04, eta: 7:42:50, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8180, top5_acc: 0.9367, loss_cls: 0.7134, loss: 0.7134, grad_norm: 6.1461 2021-06-05 17:52:43,832 - mmaction - INFO - Epoch [77][280/1243] lr: 7.500e-04, eta: 7:42:31, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8339, top5_acc: 0.9469, loss_cls: 0.6456, loss: 0.6456, grad_norm: 5.7914 2021-06-05 17:53:02,214 - mmaction - INFO - Epoch [77][300/1243] lr: 7.500e-04, eta: 7:42:12, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8221, top5_acc: 0.9398, loss_cls: 0.7026, loss: 0.7026, grad_norm: 5.7332 2021-06-05 17:53:20,612 - mmaction - INFO - Epoch [77][320/1243] lr: 7.500e-04, eta: 7:41:53, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9380, loss_cls: 0.6821, loss: 0.6821, grad_norm: 5.7527 2021-06-05 17:53:39,078 - mmaction - INFO - Epoch [77][340/1243] lr: 7.500e-04, eta: 7:41:34, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9406, loss_cls: 0.6651, loss: 0.6651, grad_norm: 6.2358 2021-06-05 17:53:57,507 - mmaction - INFO - Epoch [77][360/1243] lr: 7.500e-04, eta: 7:41:16, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8227, top5_acc: 0.9398, loss_cls: 0.6725, loss: 0.6725, grad_norm: 6.2064 2021-06-05 17:54:15,858 - mmaction - INFO - Epoch [77][380/1243] lr: 7.500e-04, eta: 7:40:57, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9349, loss_cls: 0.7044, loss: 0.7044, grad_norm: 6.7536 2021-06-05 17:54:34,263 - mmaction - INFO - Epoch [77][400/1243] lr: 7.500e-04, eta: 7:40:38, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9406, loss_cls: 0.6671, loss: 0.6671, grad_norm: 6.0641 2021-06-05 17:54:52,698 - mmaction - INFO - Epoch [77][420/1243] lr: 7.500e-04, eta: 7:40:19, time: 0.924, data_time: 0.002, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9352, loss_cls: 0.7005, loss: 0.7005, grad_norm: 5.7816 2021-06-05 17:55:11,058 - mmaction - INFO - Epoch [77][440/1243] lr: 7.500e-04, eta: 7:40:00, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8245, top5_acc: 0.9380, loss_cls: 0.6934, loss: 0.6934, grad_norm: 5.7403 2021-06-05 17:55:29,456 - mmaction - INFO - Epoch [77][460/1243] lr: 7.500e-04, eta: 7:39:41, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9271, loss_cls: 0.7589, loss: 0.7589, grad_norm: 5.9096 2021-06-05 17:55:47,885 - mmaction - INFO - Epoch [77][480/1243] lr: 7.500e-04, eta: 7:39:22, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9357, loss_cls: 0.7064, loss: 0.7064, grad_norm: 6.3034 2021-06-05 17:56:06,360 - mmaction - INFO - Epoch [77][500/1243] lr: 7.500e-04, eta: 7:39:03, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8130, top5_acc: 0.9299, loss_cls: 0.7316, loss: 0.7316, grad_norm: 7.3797 2021-06-05 17:56:24,810 - mmaction - INFO - Epoch [77][520/1243] lr: 7.500e-04, eta: 7:38:44, time: 0.924, data_time: 0.002, memory: 18352, top1_acc: 0.8172, top5_acc: 0.9383, loss_cls: 0.7064, loss: 0.7064, grad_norm: 5.9721 2021-06-05 17:56:43,303 - mmaction - INFO - Epoch [77][540/1243] lr: 7.500e-04, eta: 7:38:25, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9401, loss_cls: 0.6603, loss: 0.6603, grad_norm: 5.6247 2021-06-05 17:57:01,734 - mmaction - INFO - Epoch [77][560/1243] lr: 7.500e-04, eta: 7:38:07, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8201, top5_acc: 0.9393, loss_cls: 0.6841, loss: 0.6841, grad_norm: 6.1615 2021-06-05 17:57:20,107 - mmaction - INFO - Epoch [77][580/1243] lr: 7.500e-04, eta: 7:37:48, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9424, loss_cls: 0.6636, loss: 0.6636, grad_norm: 5.8045 2021-06-05 17:57:38,490 - mmaction - INFO - Epoch [77][600/1243] lr: 7.500e-04, eta: 7:37:29, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8271, top5_acc: 0.9437, loss_cls: 0.6682, loss: 0.6682, grad_norm: 5.8432 2021-06-05 17:57:56,945 - mmaction - INFO - Epoch [77][620/1243] lr: 7.500e-04, eta: 7:37:10, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9417, loss_cls: 0.6855, loss: 0.6855, grad_norm: 5.7900 2021-06-05 17:58:15,377 - mmaction - INFO - Epoch [77][640/1243] lr: 7.500e-04, eta: 7:36:51, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9341, loss_cls: 0.6931, loss: 0.6931, grad_norm: 5.9202 2021-06-05 17:58:33,689 - mmaction - INFO - Epoch [77][660/1243] lr: 7.500e-04, eta: 7:36:32, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9372, loss_cls: 0.7097, loss: 0.7097, grad_norm: 7.6596 2021-06-05 17:58:52,045 - mmaction - INFO - Epoch [77][680/1243] lr: 7.500e-04, eta: 7:36:13, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8216, top5_acc: 0.9401, loss_cls: 0.6861, loss: 0.6861, grad_norm: 5.9231 2021-06-05 17:59:10,421 - mmaction - INFO - Epoch [77][700/1243] lr: 7.500e-04, eta: 7:35:54, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8273, top5_acc: 0.9424, loss_cls: 0.6791, loss: 0.6791, grad_norm: 6.1674 2021-06-05 17:59:28,797 - mmaction - INFO - Epoch [77][720/1243] lr: 7.500e-04, eta: 7:35:35, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9448, loss_cls: 0.6733, loss: 0.6733, grad_norm: 5.9308 2021-06-05 17:59:47,198 - mmaction - INFO - Epoch [77][740/1243] lr: 7.500e-04, eta: 7:35:16, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9401, loss_cls: 0.6808, loss: 0.6808, grad_norm: 6.2506 2021-06-05 18:00:05,536 - mmaction - INFO - Epoch [77][760/1243] lr: 7.500e-04, eta: 7:34:58, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8232, top5_acc: 0.9375, loss_cls: 0.7008, loss: 0.7008, grad_norm: 6.4846 2021-06-05 18:00:24,010 - mmaction - INFO - Epoch [77][780/1243] lr: 7.500e-04, eta: 7:34:39, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8198, top5_acc: 0.9326, loss_cls: 0.7095, loss: 0.7095, grad_norm: 5.8621 2021-06-05 18:00:42,386 - mmaction - INFO - Epoch [77][800/1243] lr: 7.500e-04, eta: 7:34:20, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9401, loss_cls: 0.6834, loss: 0.6834, grad_norm: 6.1376 2021-06-05 18:01:00,805 - mmaction - INFO - Epoch [77][820/1243] lr: 7.500e-04, eta: 7:34:01, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9427, loss_cls: 0.6727, loss: 0.6727, grad_norm: 6.4067 2021-06-05 18:01:19,158 - mmaction - INFO - Epoch [77][840/1243] lr: 7.500e-04, eta: 7:33:42, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8211, top5_acc: 0.9404, loss_cls: 0.7009, loss: 0.7009, grad_norm: 6.0553 2021-06-05 18:01:37,587 - mmaction - INFO - Epoch [77][860/1243] lr: 7.500e-04, eta: 7:33:23, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8013, top5_acc: 0.9258, loss_cls: 0.7752, loss: 0.7752, grad_norm: 6.1078 2021-06-05 18:01:56,005 - mmaction - INFO - Epoch [77][880/1243] lr: 7.500e-04, eta: 7:33:04, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9417, loss_cls: 0.6699, loss: 0.6699, grad_norm: 5.9639 2021-06-05 18:02:14,458 - mmaction - INFO - Epoch [77][900/1243] lr: 7.500e-04, eta: 7:32:45, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8305, top5_acc: 0.9414, loss_cls: 0.6658, loss: 0.6658, grad_norm: 5.9270 2021-06-05 18:02:32,863 - mmaction - INFO - Epoch [77][920/1243] lr: 7.500e-04, eta: 7:32:26, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8294, top5_acc: 0.9411, loss_cls: 0.6785, loss: 0.6785, grad_norm: 5.5062 2021-06-05 18:02:51,215 - mmaction - INFO - Epoch [77][940/1243] lr: 7.500e-04, eta: 7:32:08, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9318, loss_cls: 0.7293, loss: 0.7293, grad_norm: 5.9694 2021-06-05 18:03:09,652 - mmaction - INFO - Epoch [77][960/1243] lr: 7.500e-04, eta: 7:31:49, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9391, loss_cls: 0.6904, loss: 0.6904, grad_norm: 6.3766 2021-06-05 18:03:28,160 - mmaction - INFO - Epoch [77][980/1243] lr: 7.500e-04, eta: 7:31:30, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9437, loss_cls: 0.6810, loss: 0.6810, grad_norm: 5.8784 2021-06-05 18:03:46,516 - mmaction - INFO - Epoch [77][1000/1243] lr: 7.500e-04, eta: 7:31:11, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8266, top5_acc: 0.9398, loss_cls: 0.7030, loss: 0.7030, grad_norm: 5.6780 2021-06-05 18:04:04,980 - mmaction - INFO - Epoch [77][1020/1243] lr: 7.500e-04, eta: 7:30:52, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8125, top5_acc: 0.9326, loss_cls: 0.7299, loss: 0.7299, grad_norm: 5.7011 2021-06-05 18:04:23,419 - mmaction - INFO - Epoch [77][1040/1243] lr: 7.500e-04, eta: 7:30:33, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9435, loss_cls: 0.6840, loss: 0.6840, grad_norm: 5.4649 2021-06-05 18:04:41,857 - mmaction - INFO - Epoch [77][1060/1243] lr: 7.500e-04, eta: 7:30:14, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8229, top5_acc: 0.9448, loss_cls: 0.6779, loss: 0.6779, grad_norm: 6.1342 2021-06-05 18:05:00,308 - mmaction - INFO - Epoch [77][1080/1243] lr: 7.500e-04, eta: 7:29:55, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9406, loss_cls: 0.6791, loss: 0.6791, grad_norm: 5.8872 2021-06-05 18:05:18,713 - mmaction - INFO - Epoch [77][1100/1243] lr: 7.500e-04, eta: 7:29:36, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8180, top5_acc: 0.9372, loss_cls: 0.7234, loss: 0.7234, grad_norm: 6.5381 2021-06-05 18:05:37,195 - mmaction - INFO - Epoch [77][1120/1243] lr: 7.500e-04, eta: 7:29:18, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8156, top5_acc: 0.9352, loss_cls: 0.7128, loss: 0.7128, grad_norm: 6.2288 2021-06-05 18:05:55,650 - mmaction - INFO - Epoch [77][1140/1243] lr: 7.500e-04, eta: 7:28:59, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9419, loss_cls: 0.6630, loss: 0.6630, grad_norm: 6.1987 2021-06-05 18:06:14,081 - mmaction - INFO - Epoch [77][1160/1243] lr: 7.500e-04, eta: 7:28:40, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8203, top5_acc: 0.9398, loss_cls: 0.7004, loss: 0.7004, grad_norm: 5.9655 2021-06-05 18:06:32,454 - mmaction - INFO - Epoch [77][1180/1243] lr: 7.500e-04, eta: 7:28:21, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8073, top5_acc: 0.9289, loss_cls: 0.7476, loss: 0.7476, grad_norm: 6.2884 2021-06-05 18:06:50,829 - mmaction - INFO - Epoch [77][1200/1243] lr: 7.500e-04, eta: 7:28:02, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8227, top5_acc: 0.9448, loss_cls: 0.6774, loss: 0.6774, grad_norm: 5.7553 2021-06-05 18:07:09,270 - mmaction - INFO - Epoch [77][1220/1243] lr: 7.500e-04, eta: 7:27:43, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8010, top5_acc: 0.9240, loss_cls: 0.7870, loss: 0.7870, grad_norm: 5.8279 2021-06-05 18:07:27,401 - mmaction - INFO - Epoch [77][1240/1243] lr: 7.500e-04, eta: 7:27:24, time: 0.907, data_time: 0.001, memory: 18352, top1_acc: 0.8271, top5_acc: 0.9435, loss_cls: 0.6706, loss: 0.6706, grad_norm: 5.7584 2021-06-05 18:09:49,779 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 18:09:50,430 - mmaction - INFO - top1_acc 0.7425 top5_acc 0.9077 2021-06-05 18:09:50,431 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 18:09:50,455 - mmaction - INFO - mean_acc 0.7424 2021-06-05 18:09:50,459 - mmaction - INFO - Saving checkpoint at 77 epochs 2021-06-05 18:09:51,622 - mmaction - INFO - Epoch(val) [77][104] top1_acc: 0.7425, top5_acc: 0.9077, mean_class_accuracy: 0.7424 2021-06-05 18:10:36,325 - mmaction - INFO - Epoch [78][20/1243] lr: 7.500e-04, eta: 7:27:10, time: 2.234, data_time: 1.287, memory: 18352, top1_acc: 0.8237, top5_acc: 0.9398, loss_cls: 0.6977, loss: 0.6977, grad_norm: 5.9447 2021-06-05 18:10:54,834 - mmaction - INFO - Epoch [78][40/1243] lr: 7.500e-04, eta: 7:26:51, time: 0.925, data_time: 0.002, memory: 18352, top1_acc: 0.8346, top5_acc: 0.9414, loss_cls: 0.6645, loss: 0.6645, grad_norm: 5.9027 2021-06-05 18:11:13,205 - mmaction - INFO - Epoch [78][60/1243] lr: 7.500e-04, eta: 7:26:32, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8255, top5_acc: 0.9409, loss_cls: 0.6670, loss: 0.6670, grad_norm: 5.7666 2021-06-05 18:11:31,572 - mmaction - INFO - Epoch [78][80/1243] lr: 7.500e-04, eta: 7:26:13, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8208, top5_acc: 0.9378, loss_cls: 0.6916, loss: 0.6916, grad_norm: 5.9690 2021-06-05 18:11:49,895 - mmaction - INFO - Epoch [78][100/1243] lr: 7.500e-04, eta: 7:25:54, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8201, top5_acc: 0.9365, loss_cls: 0.7078, loss: 0.7078, grad_norm: 5.9551 2021-06-05 18:12:08,277 - mmaction - INFO - Epoch [78][120/1243] lr: 7.500e-04, eta: 7:25:35, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8195, top5_acc: 0.9391, loss_cls: 0.6873, loss: 0.6873, grad_norm: 5.9985 2021-06-05 18:12:26,593 - mmaction - INFO - Epoch [78][140/1243] lr: 7.500e-04, eta: 7:25:16, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9401, loss_cls: 0.6888, loss: 0.6888, grad_norm: 5.7045 2021-06-05 18:12:44,981 - mmaction - INFO - Epoch [78][160/1243] lr: 7.500e-04, eta: 7:24:57, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9404, loss_cls: 0.6685, loss: 0.6685, grad_norm: 6.1073 2021-06-05 18:13:03,436 - mmaction - INFO - Epoch [78][180/1243] lr: 7.500e-04, eta: 7:24:38, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8227, top5_acc: 0.9404, loss_cls: 0.6877, loss: 0.6877, grad_norm: 6.0986 2021-06-05 18:13:21,879 - mmaction - INFO - Epoch [78][200/1243] lr: 7.500e-04, eta: 7:24:19, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9391, loss_cls: 0.6708, loss: 0.6708, grad_norm: 5.9169 2021-06-05 18:13:40,279 - mmaction - INFO - Epoch [78][220/1243] lr: 7.500e-04, eta: 7:24:01, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8250, top5_acc: 0.9357, loss_cls: 0.7009, loss: 0.7009, grad_norm: 6.7652 2021-06-05 18:13:58,659 - mmaction - INFO - Epoch [78][240/1243] lr: 7.500e-04, eta: 7:23:42, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8174, top5_acc: 0.9310, loss_cls: 0.7385, loss: 0.7385, grad_norm: 5.9802 2021-06-05 18:14:17,095 - mmaction - INFO - Epoch [78][260/1243] lr: 7.500e-04, eta: 7:23:23, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8182, top5_acc: 0.9349, loss_cls: 0.7028, loss: 0.7028, grad_norm: 5.8081 2021-06-05 18:14:35,464 - mmaction - INFO - Epoch [78][280/1243] lr: 7.500e-04, eta: 7:23:04, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8253, top5_acc: 0.9448, loss_cls: 0.6658, loss: 0.6658, grad_norm: 5.8441 2021-06-05 18:14:53,798 - mmaction - INFO - Epoch [78][300/1243] lr: 7.500e-04, eta: 7:22:45, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8208, top5_acc: 0.9424, loss_cls: 0.6867, loss: 0.6867, grad_norm: 6.5809 2021-06-05 18:15:12,144 - mmaction - INFO - Epoch [78][320/1243] lr: 7.500e-04, eta: 7:22:26, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8339, top5_acc: 0.9419, loss_cls: 0.6635, loss: 0.6635, grad_norm: 5.8034 2021-06-05 18:15:30,571 - mmaction - INFO - Epoch [78][340/1243] lr: 7.500e-04, eta: 7:22:07, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8253, top5_acc: 0.9432, loss_cls: 0.6704, loss: 0.6704, grad_norm: 5.9260 2021-06-05 18:15:49,004 - mmaction - INFO - Epoch [78][360/1243] lr: 7.500e-04, eta: 7:21:48, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8339, top5_acc: 0.9427, loss_cls: 0.6720, loss: 0.6720, grad_norm: 5.8343 2021-06-05 18:16:07,462 - mmaction - INFO - Epoch [78][380/1243] lr: 7.500e-04, eta: 7:21:29, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8190, top5_acc: 0.9362, loss_cls: 0.7000, loss: 0.7000, grad_norm: 5.9413 2021-06-05 18:16:25,818 - mmaction - INFO - Epoch [78][400/1243] lr: 7.500e-04, eta: 7:21:10, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9406, loss_cls: 0.6746, loss: 0.6746, grad_norm: 6.0401 2021-06-05 18:16:44,140 - mmaction - INFO - Epoch [78][420/1243] lr: 7.500e-04, eta: 7:20:52, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8299, top5_acc: 0.9409, loss_cls: 0.6699, loss: 0.6699, grad_norm: 6.1015 2021-06-05 18:17:02,568 - mmaction - INFO - Epoch [78][440/1243] lr: 7.500e-04, eta: 7:20:33, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8208, top5_acc: 0.9362, loss_cls: 0.7054, loss: 0.7054, grad_norm: 5.8604 2021-06-05 18:17:20,940 - mmaction - INFO - Epoch [78][460/1243] lr: 7.500e-04, eta: 7:20:14, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8216, top5_acc: 0.9411, loss_cls: 0.6781, loss: 0.6781, grad_norm: 5.8902 2021-06-05 18:17:39,390 - mmaction - INFO - Epoch [78][480/1243] lr: 7.500e-04, eta: 7:19:55, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8154, top5_acc: 0.9362, loss_cls: 0.7062, loss: 0.7062, grad_norm: 6.0148 2021-06-05 18:17:57,731 - mmaction - INFO - Epoch [78][500/1243] lr: 7.500e-04, eta: 7:19:36, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9372, loss_cls: 0.7200, loss: 0.7200, grad_norm: 6.2084 2021-06-05 18:18:16,219 - mmaction - INFO - Epoch [78][520/1243] lr: 7.500e-04, eta: 7:19:17, time: 0.925, data_time: 0.002, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9404, loss_cls: 0.6740, loss: 0.6740, grad_norm: 5.6159 2021-06-05 18:18:34,593 - mmaction - INFO - Epoch [78][540/1243] lr: 7.500e-04, eta: 7:18:58, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8201, top5_acc: 0.9393, loss_cls: 0.6978, loss: 0.6978, grad_norm: 5.8343 2021-06-05 18:18:53,008 - mmaction - INFO - Epoch [78][560/1243] lr: 7.500e-04, eta: 7:18:39, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8250, top5_acc: 0.9380, loss_cls: 0.6814, loss: 0.6814, grad_norm: 5.7737 2021-06-05 18:19:11,389 - mmaction - INFO - Epoch [78][580/1243] lr: 7.500e-04, eta: 7:18:20, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8208, top5_acc: 0.9409, loss_cls: 0.6857, loss: 0.6857, grad_norm: 6.2987 2021-06-05 18:19:29,835 - mmaction - INFO - Epoch [78][600/1243] lr: 7.500e-04, eta: 7:18:02, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8130, top5_acc: 0.9357, loss_cls: 0.7220, loss: 0.7220, grad_norm: 6.2381 2021-06-05 18:19:48,170 - mmaction - INFO - Epoch [78][620/1243] lr: 7.500e-04, eta: 7:17:43, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9414, loss_cls: 0.6671, loss: 0.6671, grad_norm: 6.2936 2021-06-05 18:20:06,669 - mmaction - INFO - Epoch [78][640/1243] lr: 7.500e-04, eta: 7:17:24, time: 0.924, data_time: 0.000, memory: 18352, top1_acc: 0.8211, top5_acc: 0.9411, loss_cls: 0.6822, loss: 0.6822, grad_norm: 6.1122 2021-06-05 18:20:25,093 - mmaction - INFO - Epoch [78][660/1243] lr: 7.500e-04, eta: 7:17:05, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8146, top5_acc: 0.9370, loss_cls: 0.7276, loss: 0.7276, grad_norm: 6.6762 2021-06-05 18:20:43,494 - mmaction - INFO - Epoch [78][680/1243] lr: 7.500e-04, eta: 7:16:46, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8154, top5_acc: 0.9406, loss_cls: 0.6990, loss: 0.6990, grad_norm: 5.9243 2021-06-05 18:21:01,927 - mmaction - INFO - Epoch [78][700/1243] lr: 7.500e-04, eta: 7:16:27, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9424, loss_cls: 0.6717, loss: 0.6717, grad_norm: 6.0146 2021-06-05 18:21:20,353 - mmaction - INFO - Epoch [78][720/1243] lr: 7.500e-04, eta: 7:16:08, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9378, loss_cls: 0.7142, loss: 0.7142, grad_norm: 6.2674 2021-06-05 18:21:38,848 - mmaction - INFO - Epoch [78][740/1243] lr: 7.500e-04, eta: 7:15:49, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8185, top5_acc: 0.9349, loss_cls: 0.7058, loss: 0.7058, grad_norm: 5.9899 2021-06-05 18:21:57,255 - mmaction - INFO - Epoch [78][760/1243] lr: 7.500e-04, eta: 7:15:30, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8172, top5_acc: 0.9375, loss_cls: 0.6941, loss: 0.6941, grad_norm: 6.0809 2021-06-05 18:22:15,615 - mmaction - INFO - Epoch [78][780/1243] lr: 7.500e-04, eta: 7:15:12, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8148, top5_acc: 0.9346, loss_cls: 0.7200, loss: 0.7200, grad_norm: 5.8844 2021-06-05 18:22:33,993 - mmaction - INFO - Epoch [78][800/1243] lr: 7.500e-04, eta: 7:14:53, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9398, loss_cls: 0.7179, loss: 0.7179, grad_norm: 7.2714 2021-06-05 18:22:52,374 - mmaction - INFO - Epoch [78][820/1243] lr: 7.500e-04, eta: 7:14:34, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8182, top5_acc: 0.9396, loss_cls: 0.6862, loss: 0.6862, grad_norm: 5.7098 2021-06-05 18:23:10,769 - mmaction - INFO - Epoch [78][840/1243] lr: 7.500e-04, eta: 7:14:15, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8156, top5_acc: 0.9349, loss_cls: 0.7208, loss: 0.7208, grad_norm: 7.4924 2021-06-05 18:23:29,117 - mmaction - INFO - Epoch [78][860/1243] lr: 7.500e-04, eta: 7:13:56, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8232, top5_acc: 0.9362, loss_cls: 0.7092, loss: 0.7092, grad_norm: 6.6671 2021-06-05 18:23:47,527 - mmaction - INFO - Epoch [78][880/1243] lr: 7.500e-04, eta: 7:13:37, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8232, top5_acc: 0.9372, loss_cls: 0.6980, loss: 0.6980, grad_norm: 7.2975 2021-06-05 18:24:05,882 - mmaction - INFO - Epoch [78][900/1243] lr: 7.500e-04, eta: 7:13:18, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9406, loss_cls: 0.6685, loss: 0.6685, grad_norm: 5.9872 2021-06-05 18:24:24,246 - mmaction - INFO - Epoch [78][920/1243] lr: 7.500e-04, eta: 7:12:59, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8208, top5_acc: 0.9437, loss_cls: 0.6699, loss: 0.6699, grad_norm: 6.6058 2021-06-05 18:24:42,663 - mmaction - INFO - Epoch [78][940/1243] lr: 7.500e-04, eta: 7:12:40, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.8172, top5_acc: 0.9383, loss_cls: 0.7164, loss: 0.7164, grad_norm: 6.0850 2021-06-05 18:25:01,069 - mmaction - INFO - Epoch [78][960/1243] lr: 7.500e-04, eta: 7:12:22, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8310, top5_acc: 0.9477, loss_cls: 0.6352, loss: 0.6352, grad_norm: 5.7381 2021-06-05 18:25:19,459 - mmaction - INFO - Epoch [78][980/1243] lr: 7.500e-04, eta: 7:12:03, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8234, top5_acc: 0.9409, loss_cls: 0.6950, loss: 0.6950, grad_norm: 5.9724 2021-06-05 18:25:37,826 - mmaction - INFO - Epoch [78][1000/1243] lr: 7.500e-04, eta: 7:11:44, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8221, top5_acc: 0.9396, loss_cls: 0.7147, loss: 0.7147, grad_norm: 7.9155 2021-06-05 18:25:56,269 - mmaction - INFO - Epoch [78][1020/1243] lr: 7.500e-04, eta: 7:11:25, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8292, top5_acc: 0.9404, loss_cls: 0.6800, loss: 0.6800, grad_norm: 6.0550 2021-06-05 18:26:14,629 - mmaction - INFO - Epoch [78][1040/1243] lr: 7.500e-04, eta: 7:11:06, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8195, top5_acc: 0.9370, loss_cls: 0.7066, loss: 0.7066, grad_norm: 6.0967 2021-06-05 18:26:32,975 - mmaction - INFO - Epoch [78][1060/1243] lr: 7.500e-04, eta: 7:10:47, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9422, loss_cls: 0.6887, loss: 0.6887, grad_norm: 7.3858 2021-06-05 18:26:51,307 - mmaction - INFO - Epoch [78][1080/1243] lr: 7.500e-04, eta: 7:10:28, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8138, top5_acc: 0.9359, loss_cls: 0.7233, loss: 0.7233, grad_norm: 6.1993 2021-06-05 18:27:09,714 - mmaction - INFO - Epoch [78][1100/1243] lr: 7.500e-04, eta: 7:10:09, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9414, loss_cls: 0.6713, loss: 0.6713, grad_norm: 5.7561 2021-06-05 18:27:28,140 - mmaction - INFO - Epoch [78][1120/1243] lr: 7.500e-04, eta: 7:09:50, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9440, loss_cls: 0.6684, loss: 0.6684, grad_norm: 5.8324 2021-06-05 18:27:46,540 - mmaction - INFO - Epoch [78][1140/1243] lr: 7.500e-04, eta: 7:09:32, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8169, top5_acc: 0.9375, loss_cls: 0.6990, loss: 0.6990, grad_norm: 6.2669 2021-06-05 18:28:04,907 - mmaction - INFO - Epoch [78][1160/1243] lr: 7.500e-04, eta: 7:09:13, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8289, top5_acc: 0.9409, loss_cls: 0.6860, loss: 0.6860, grad_norm: 5.8604 2021-06-05 18:28:23,248 - mmaction - INFO - Epoch [78][1180/1243] lr: 7.500e-04, eta: 7:08:54, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8271, top5_acc: 0.9385, loss_cls: 0.6922, loss: 0.6922, grad_norm: 5.7507 2021-06-05 18:28:41,734 - mmaction - INFO - Epoch [78][1200/1243] lr: 7.500e-04, eta: 7:08:35, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8195, top5_acc: 0.9375, loss_cls: 0.6895, loss: 0.6895, grad_norm: 5.8677 2021-06-05 18:29:00,161 - mmaction - INFO - Epoch [78][1220/1243] lr: 7.500e-04, eta: 7:08:16, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.8174, top5_acc: 0.9380, loss_cls: 0.7151, loss: 0.7151, grad_norm: 5.9333 2021-06-05 18:29:18,293 - mmaction - INFO - Epoch [78][1240/1243] lr: 7.500e-04, eta: 7:07:57, time: 0.907, data_time: 0.001, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9414, loss_cls: 0.6951, loss: 0.6951, grad_norm: 5.8913 2021-06-05 18:31:42,217 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 18:31:42,882 - mmaction - INFO - top1_acc 0.7448 top5_acc 0.9096 2021-06-05 18:31:42,883 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 18:31:42,908 - mmaction - INFO - mean_acc 0.7447 2021-06-05 18:31:42,913 - mmaction - INFO - Saving checkpoint at 78 epochs 2021-06-05 18:31:44,089 - mmaction - INFO - Epoch(val) [78][104] top1_acc: 0.7448, top5_acc: 0.9096, mean_class_accuracy: 0.7447 2021-06-05 18:32:29,406 - mmaction - INFO - Epoch [79][20/1243] lr: 7.500e-04, eta: 7:07:42, time: 2.265, data_time: 1.352, memory: 18352, top1_acc: 0.8237, top5_acc: 0.9388, loss_cls: 0.7012, loss: 0.7012, grad_norm: 5.6876 2021-06-05 18:32:47,680 - mmaction - INFO - Epoch [79][40/1243] lr: 7.500e-04, eta: 7:07:23, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9370, loss_cls: 0.6899, loss: 0.6899, grad_norm: 6.0625 2021-06-05 18:33:05,957 - mmaction - INFO - Epoch [79][60/1243] lr: 7.500e-04, eta: 7:07:04, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8273, top5_acc: 0.9388, loss_cls: 0.6740, loss: 0.6740, grad_norm: 5.8922 2021-06-05 18:33:24,239 - mmaction - INFO - Epoch [79][80/1243] lr: 7.500e-04, eta: 7:06:45, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8180, top5_acc: 0.9385, loss_cls: 0.6938, loss: 0.6938, grad_norm: 6.2359 2021-06-05 18:33:42,462 - mmaction - INFO - Epoch [79][100/1243] lr: 7.500e-04, eta: 7:06:26, time: 0.911, data_time: 0.000, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9401, loss_cls: 0.6869, loss: 0.6869, grad_norm: 5.8724 2021-06-05 18:34:00,750 - mmaction - INFO - Epoch [79][120/1243] lr: 7.500e-04, eta: 7:06:08, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8333, top5_acc: 0.9430, loss_cls: 0.6538, loss: 0.6538, grad_norm: 5.7666 2021-06-05 18:34:19,161 - mmaction - INFO - Epoch [79][140/1243] lr: 7.500e-04, eta: 7:05:49, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9391, loss_cls: 0.7043, loss: 0.7043, grad_norm: 9.8082 2021-06-05 18:34:37,537 - mmaction - INFO - Epoch [79][160/1243] lr: 7.500e-04, eta: 7:05:30, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8227, top5_acc: 0.9339, loss_cls: 0.7202, loss: 0.7202, grad_norm: 5.8059 2021-06-05 18:34:55,917 - mmaction - INFO - Epoch [79][180/1243] lr: 7.500e-04, eta: 7:05:11, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8247, top5_acc: 0.9414, loss_cls: 0.6773, loss: 0.6773, grad_norm: 6.0076 2021-06-05 18:35:14,437 - mmaction - INFO - Epoch [79][200/1243] lr: 7.500e-04, eta: 7:04:52, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9427, loss_cls: 0.6819, loss: 0.6819, grad_norm: 6.0126 2021-06-05 18:35:32,768 - mmaction - INFO - Epoch [79][220/1243] lr: 7.500e-04, eta: 7:04:33, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9372, loss_cls: 0.6764, loss: 0.6764, grad_norm: 5.8597 2021-06-05 18:35:51,124 - mmaction - INFO - Epoch [79][240/1243] lr: 7.500e-04, eta: 7:04:14, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8146, top5_acc: 0.9388, loss_cls: 0.7137, loss: 0.7137, grad_norm: 6.2490 2021-06-05 18:36:09,534 - mmaction - INFO - Epoch [79][260/1243] lr: 7.500e-04, eta: 7:03:55, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8276, top5_acc: 0.9411, loss_cls: 0.6673, loss: 0.6673, grad_norm: 5.7857 2021-06-05 18:36:27,971 - mmaction - INFO - Epoch [79][280/1243] lr: 7.500e-04, eta: 7:03:36, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9414, loss_cls: 0.6870, loss: 0.6870, grad_norm: 6.1124 2021-06-05 18:36:46,333 - mmaction - INFO - Epoch [79][300/1243] lr: 7.500e-04, eta: 7:03:18, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9391, loss_cls: 0.6833, loss: 0.6833, grad_norm: 5.8887 2021-06-05 18:37:04,684 - mmaction - INFO - Epoch [79][320/1243] lr: 7.500e-04, eta: 7:02:59, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8211, top5_acc: 0.9354, loss_cls: 0.7048, loss: 0.7048, grad_norm: 6.0165 2021-06-05 18:37:23,071 - mmaction - INFO - Epoch [79][340/1243] lr: 7.500e-04, eta: 7:02:40, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9469, loss_cls: 0.6544, loss: 0.6544, grad_norm: 7.2273 2021-06-05 18:37:41,465 - mmaction - INFO - Epoch [79][360/1243] lr: 7.500e-04, eta: 7:02:21, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8211, top5_acc: 0.9367, loss_cls: 0.7176, loss: 0.7176, grad_norm: 5.9330 2021-06-05 18:37:59,876 - mmaction - INFO - Epoch [79][380/1243] lr: 7.500e-04, eta: 7:02:02, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8083, top5_acc: 0.9263, loss_cls: 0.7669, loss: 0.7669, grad_norm: 6.2925 2021-06-05 18:38:18,293 - mmaction - INFO - Epoch [79][400/1243] lr: 7.500e-04, eta: 7:01:43, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8211, top5_acc: 0.9430, loss_cls: 0.6893, loss: 0.6893, grad_norm: 5.9623 2021-06-05 18:38:36,711 - mmaction - INFO - Epoch [79][420/1243] lr: 7.500e-04, eta: 7:01:24, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9406, loss_cls: 0.6812, loss: 0.6812, grad_norm: 5.7802 2021-06-05 18:38:55,094 - mmaction - INFO - Epoch [79][440/1243] lr: 7.500e-04, eta: 7:01:05, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8237, top5_acc: 0.9370, loss_cls: 0.6879, loss: 0.6879, grad_norm: 5.8276 2021-06-05 18:39:13,454 - mmaction - INFO - Epoch [79][460/1243] lr: 7.500e-04, eta: 7:00:46, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8273, top5_acc: 0.9461, loss_cls: 0.6602, loss: 0.6602, grad_norm: 5.8781 2021-06-05 18:39:31,847 - mmaction - INFO - Epoch [79][480/1243] lr: 7.500e-04, eta: 7:00:28, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9359, loss_cls: 0.6958, loss: 0.6958, grad_norm: 5.8010 2021-06-05 18:39:50,205 - mmaction - INFO - Epoch [79][500/1243] lr: 7.500e-04, eta: 7:00:09, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9401, loss_cls: 0.6751, loss: 0.6751, grad_norm: 5.6963 2021-06-05 18:40:08,629 - mmaction - INFO - Epoch [79][520/1243] lr: 7.500e-04, eta: 6:59:50, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8201, top5_acc: 0.9357, loss_cls: 0.6957, loss: 0.6957, grad_norm: 5.8088 2021-06-05 18:40:27,000 - mmaction - INFO - Epoch [79][540/1243] lr: 7.500e-04, eta: 6:59:31, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8297, top5_acc: 0.9401, loss_cls: 0.6721, loss: 0.6721, grad_norm: 6.2269 2021-06-05 18:40:45,370 - mmaction - INFO - Epoch [79][560/1243] lr: 7.500e-04, eta: 6:59:12, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8167, top5_acc: 0.9406, loss_cls: 0.7004, loss: 0.7004, grad_norm: 5.9078 2021-06-05 18:41:03,818 - mmaction - INFO - Epoch [79][580/1243] lr: 7.500e-04, eta: 6:58:53, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9286, loss_cls: 0.7453, loss: 0.7453, grad_norm: 5.9417 2021-06-05 18:41:22,222 - mmaction - INFO - Epoch [79][600/1243] lr: 7.500e-04, eta: 6:58:34, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.8211, top5_acc: 0.9385, loss_cls: 0.6980, loss: 0.6980, grad_norm: 5.7708 2021-06-05 18:41:40,545 - mmaction - INFO - Epoch [79][620/1243] lr: 7.500e-04, eta: 6:58:15, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9393, loss_cls: 0.7110, loss: 0.7110, grad_norm: 6.1919 2021-06-05 18:41:58,886 - mmaction - INFO - Epoch [79][640/1243] lr: 7.500e-04, eta: 6:57:56, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8208, top5_acc: 0.9380, loss_cls: 0.7113, loss: 0.7113, grad_norm: 5.8051 2021-06-05 18:42:17,242 - mmaction - INFO - Epoch [79][660/1243] lr: 7.500e-04, eta: 6:57:37, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8250, top5_acc: 0.9349, loss_cls: 0.6890, loss: 0.6890, grad_norm: 5.5809 2021-06-05 18:42:35,704 - mmaction - INFO - Epoch [79][680/1243] lr: 7.500e-04, eta: 6:57:19, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8185, top5_acc: 0.9357, loss_cls: 0.7024, loss: 0.7024, grad_norm: 6.3218 2021-06-05 18:42:54,156 - mmaction - INFO - Epoch [79][700/1243] lr: 7.500e-04, eta: 6:57:00, time: 0.923, data_time: 0.002, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9445, loss_cls: 0.6506, loss: 0.6506, grad_norm: 5.5547 2021-06-05 18:43:12,573 - mmaction - INFO - Epoch [79][720/1243] lr: 7.500e-04, eta: 6:56:41, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8232, top5_acc: 0.9435, loss_cls: 0.6705, loss: 0.6705, grad_norm: 5.8407 2021-06-05 18:43:30,943 - mmaction - INFO - Epoch [79][740/1243] lr: 7.500e-04, eta: 6:56:22, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8167, top5_acc: 0.9320, loss_cls: 0.7170, loss: 0.7170, grad_norm: 6.0579 2021-06-05 18:43:49,345 - mmaction - INFO - Epoch [79][760/1243] lr: 7.500e-04, eta: 6:56:03, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9417, loss_cls: 0.6824, loss: 0.6824, grad_norm: 7.6077 2021-06-05 18:44:07,776 - mmaction - INFO - Epoch [79][780/1243] lr: 7.500e-04, eta: 6:55:44, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9401, loss_cls: 0.6728, loss: 0.6728, grad_norm: 6.2192 2021-06-05 18:44:26,258 - mmaction - INFO - Epoch [79][800/1243] lr: 7.500e-04, eta: 6:55:25, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.8135, top5_acc: 0.9424, loss_cls: 0.7035, loss: 0.7035, grad_norm: 6.1505 2021-06-05 18:44:44,697 - mmaction - INFO - Epoch [79][820/1243] lr: 7.500e-04, eta: 6:55:07, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8271, top5_acc: 0.9424, loss_cls: 0.6747, loss: 0.6747, grad_norm: 6.8696 2021-06-05 18:45:03,068 - mmaction - INFO - Epoch [79][840/1243] lr: 7.500e-04, eta: 6:54:48, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8201, top5_acc: 0.9422, loss_cls: 0.6799, loss: 0.6799, grad_norm: 8.6697 2021-06-05 18:45:21,402 - mmaction - INFO - Epoch [79][860/1243] lr: 7.500e-04, eta: 6:54:29, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8195, top5_acc: 0.9372, loss_cls: 0.6971, loss: 0.6971, grad_norm: 5.7339 2021-06-05 18:45:39,702 - mmaction - INFO - Epoch [79][880/1243] lr: 7.500e-04, eta: 6:54:10, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8203, top5_acc: 0.9339, loss_cls: 0.7079, loss: 0.7079, grad_norm: 6.2400 2021-06-05 18:45:58,030 - mmaction - INFO - Epoch [79][900/1243] lr: 7.500e-04, eta: 6:53:51, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9385, loss_cls: 0.7137, loss: 0.7137, grad_norm: 5.7240 2021-06-05 18:46:16,431 - mmaction - INFO - Epoch [79][920/1243] lr: 7.500e-04, eta: 6:53:32, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9380, loss_cls: 0.6793, loss: 0.6793, grad_norm: 6.9650 2021-06-05 18:46:34,793 - mmaction - INFO - Epoch [79][940/1243] lr: 7.500e-04, eta: 6:53:13, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8253, top5_acc: 0.9401, loss_cls: 0.6917, loss: 0.6917, grad_norm: 6.0791 2021-06-05 18:46:53,129 - mmaction - INFO - Epoch [79][960/1243] lr: 7.500e-04, eta: 6:52:54, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8141, top5_acc: 0.9398, loss_cls: 0.7172, loss: 0.7172, grad_norm: 6.0446 2021-06-05 18:47:11,476 - mmaction - INFO - Epoch [79][980/1243] lr: 7.500e-04, eta: 6:52:35, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8250, top5_acc: 0.9430, loss_cls: 0.6635, loss: 0.6635, grad_norm: 5.7588 2021-06-05 18:47:29,813 - mmaction - INFO - Epoch [79][1000/1243] lr: 7.500e-04, eta: 6:52:16, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8195, top5_acc: 0.9401, loss_cls: 0.7168, loss: 0.7168, grad_norm: 6.0385 2021-06-05 18:47:48,119 - mmaction - INFO - Epoch [79][1020/1243] lr: 7.500e-04, eta: 6:51:58, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9401, loss_cls: 0.6732, loss: 0.6732, grad_norm: 6.0866 2021-06-05 18:48:06,405 - mmaction - INFO - Epoch [79][1040/1243] lr: 7.500e-04, eta: 6:51:39, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.8203, top5_acc: 0.9391, loss_cls: 0.7096, loss: 0.7096, grad_norm: 5.9936 2021-06-05 18:48:24,782 - mmaction - INFO - Epoch [79][1060/1243] lr: 7.500e-04, eta: 6:51:20, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8198, top5_acc: 0.9341, loss_cls: 0.7186, loss: 0.7186, grad_norm: 5.9377 2021-06-05 18:48:43,111 - mmaction - INFO - Epoch [79][1080/1243] lr: 7.500e-04, eta: 6:51:01, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9393, loss_cls: 0.6825, loss: 0.6825, grad_norm: 6.0408 2021-06-05 18:49:01,476 - mmaction - INFO - Epoch [79][1100/1243] lr: 7.500e-04, eta: 6:50:42, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8253, top5_acc: 0.9406, loss_cls: 0.6862, loss: 0.6862, grad_norm: 5.8354 2021-06-05 18:49:19,826 - mmaction - INFO - Epoch [79][1120/1243] lr: 7.500e-04, eta: 6:50:23, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8172, top5_acc: 0.9359, loss_cls: 0.7221, loss: 0.7221, grad_norm: 6.2557 2021-06-05 18:49:38,225 - mmaction - INFO - Epoch [79][1140/1243] lr: 7.500e-04, eta: 6:50:04, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8156, top5_acc: 0.9375, loss_cls: 0.7044, loss: 0.7044, grad_norm: 6.5926 2021-06-05 18:49:56,660 - mmaction - INFO - Epoch [79][1160/1243] lr: 7.500e-04, eta: 6:49:45, time: 0.923, data_time: 0.002, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9406, loss_cls: 0.6511, loss: 0.6511, grad_norm: 6.1824 2021-06-05 18:50:15,022 - mmaction - INFO - Epoch [79][1180/1243] lr: 7.500e-04, eta: 6:49:26, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8221, top5_acc: 0.9414, loss_cls: 0.6864, loss: 0.6864, grad_norm: 6.0097 2021-06-05 18:50:33,456 - mmaction - INFO - Epoch [79][1200/1243] lr: 7.500e-04, eta: 6:49:08, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8331, top5_acc: 0.9500, loss_cls: 0.6334, loss: 0.6334, grad_norm: 5.9777 2021-06-05 18:50:51,787 - mmaction - INFO - Epoch [79][1220/1243] lr: 7.500e-04, eta: 6:48:49, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8195, top5_acc: 0.9406, loss_cls: 0.6899, loss: 0.6899, grad_norm: 6.0016 2021-06-05 18:51:09,885 - mmaction - INFO - Epoch [79][1240/1243] lr: 7.500e-04, eta: 6:48:30, time: 0.905, data_time: 0.000, memory: 18352, top1_acc: 0.8146, top5_acc: 0.9383, loss_cls: 0.7128, loss: 0.7128, grad_norm: 6.0141 2021-06-05 18:53:33,043 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 18:53:33,682 - mmaction - INFO - top1_acc 0.7441 top5_acc 0.9076 2021-06-05 18:53:33,682 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 18:53:33,705 - mmaction - INFO - mean_acc 0.7440 2021-06-05 18:53:33,709 - mmaction - INFO - Saving checkpoint at 79 epochs 2021-06-05 18:53:34,822 - mmaction - INFO - Epoch(val) [79][104] top1_acc: 0.7441, top5_acc: 0.9076, mean_class_accuracy: 0.7440 2021-06-05 18:54:19,410 - mmaction - INFO - Epoch [80][20/1243] lr: 7.500e-04, eta: 6:48:14, time: 2.229, data_time: 1.316, memory: 18352, top1_acc: 0.8216, top5_acc: 0.9320, loss_cls: 0.7146, loss: 0.7146, grad_norm: 5.7112 2021-06-05 18:54:37,753 - mmaction - INFO - Epoch [80][40/1243] lr: 7.500e-04, eta: 6:47:55, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9396, loss_cls: 0.6815, loss: 0.6815, grad_norm: 5.9400 2021-06-05 18:54:56,008 - mmaction - INFO - Epoch [80][60/1243] lr: 7.500e-04, eta: 6:47:36, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.8349, top5_acc: 0.9448, loss_cls: 0.6564, loss: 0.6564, grad_norm: 6.0950 2021-06-05 18:55:14,351 - mmaction - INFO - Epoch [80][80/1243] lr: 7.500e-04, eta: 6:47:17, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9396, loss_cls: 0.6762, loss: 0.6762, grad_norm: 6.3127 2021-06-05 18:55:32,703 - mmaction - INFO - Epoch [80][100/1243] lr: 7.500e-04, eta: 6:46:59, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8141, top5_acc: 0.9393, loss_cls: 0.7227, loss: 0.7227, grad_norm: 7.9567 2021-06-05 18:55:50,966 - mmaction - INFO - Epoch [80][120/1243] lr: 7.500e-04, eta: 6:46:40, time: 0.914, data_time: 0.002, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9346, loss_cls: 0.7232, loss: 0.7232, grad_norm: 6.7959 2021-06-05 18:56:09,316 - mmaction - INFO - Epoch [80][140/1243] lr: 7.500e-04, eta: 6:46:21, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8258, top5_acc: 0.9396, loss_cls: 0.6615, loss: 0.6615, grad_norm: 5.9673 2021-06-05 18:56:27,620 - mmaction - INFO - Epoch [80][160/1243] lr: 7.500e-04, eta: 6:46:02, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8141, top5_acc: 0.9370, loss_cls: 0.7166, loss: 0.7166, grad_norm: 6.3045 2021-06-05 18:56:45,895 - mmaction - INFO - Epoch [80][180/1243] lr: 7.500e-04, eta: 6:45:43, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8120, top5_acc: 0.9333, loss_cls: 0.7204, loss: 0.7204, grad_norm: 6.1207 2021-06-05 18:57:04,250 - mmaction - INFO - Epoch [80][200/1243] lr: 7.500e-04, eta: 6:45:24, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9435, loss_cls: 0.6850, loss: 0.6850, grad_norm: 6.2232 2021-06-05 18:57:22,579 - mmaction - INFO - Epoch [80][220/1243] lr: 7.500e-04, eta: 6:45:05, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9409, loss_cls: 0.6711, loss: 0.6711, grad_norm: 5.8734 2021-06-05 18:57:40,940 - mmaction - INFO - Epoch [80][240/1243] lr: 7.500e-04, eta: 6:44:46, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9451, loss_cls: 0.6422, loss: 0.6422, grad_norm: 5.8975 2021-06-05 18:57:59,217 - mmaction - INFO - Epoch [80][260/1243] lr: 7.500e-04, eta: 6:44:27, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8362, top5_acc: 0.9461, loss_cls: 0.6430, loss: 0.6430, grad_norm: 6.0794 2021-06-05 18:58:17,547 - mmaction - INFO - Epoch [80][280/1243] lr: 7.500e-04, eta: 6:44:08, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8128, top5_acc: 0.9349, loss_cls: 0.7429, loss: 0.7429, grad_norm: 6.0312 2021-06-05 18:58:35,844 - mmaction - INFO - Epoch [80][300/1243] lr: 7.500e-04, eta: 6:43:50, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8273, top5_acc: 0.9404, loss_cls: 0.6842, loss: 0.6842, grad_norm: 6.1500 2021-06-05 18:58:54,188 - mmaction - INFO - Epoch [80][320/1243] lr: 7.500e-04, eta: 6:43:31, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9362, loss_cls: 0.6961, loss: 0.6961, grad_norm: 6.1002 2021-06-05 18:59:12,525 - mmaction - INFO - Epoch [80][340/1243] lr: 7.500e-04, eta: 6:43:12, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8174, top5_acc: 0.9323, loss_cls: 0.7170, loss: 0.7170, grad_norm: 6.2113 2021-06-05 18:59:30,881 - mmaction - INFO - Epoch [80][360/1243] lr: 7.500e-04, eta: 6:42:53, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8232, top5_acc: 0.9404, loss_cls: 0.6887, loss: 0.6887, grad_norm: 5.8877 2021-06-05 18:59:49,191 - mmaction - INFO - Epoch [80][380/1243] lr: 7.500e-04, eta: 6:42:34, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8208, top5_acc: 0.9385, loss_cls: 0.6851, loss: 0.6851, grad_norm: 6.1509 2021-06-05 19:00:07,543 - mmaction - INFO - Epoch [80][400/1243] lr: 7.500e-04, eta: 6:42:15, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9370, loss_cls: 0.6911, loss: 0.6911, grad_norm: 6.0935 2021-06-05 19:00:25,912 - mmaction - INFO - Epoch [80][420/1243] lr: 7.500e-04, eta: 6:41:56, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9448, loss_cls: 0.6533, loss: 0.6533, grad_norm: 5.8896 2021-06-05 19:00:44,295 - mmaction - INFO - Epoch [80][440/1243] lr: 7.500e-04, eta: 6:41:37, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8307, top5_acc: 0.9383, loss_cls: 0.6669, loss: 0.6669, grad_norm: 6.0105 2021-06-05 19:01:02,579 - mmaction - INFO - Epoch [80][460/1243] lr: 7.500e-04, eta: 6:41:18, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8109, top5_acc: 0.9378, loss_cls: 0.7040, loss: 0.7040, grad_norm: 5.8480 2021-06-05 19:01:21,002 - mmaction - INFO - Epoch [80][480/1243] lr: 7.500e-04, eta: 6:41:00, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8146, top5_acc: 0.9443, loss_cls: 0.6903, loss: 0.6903, grad_norm: 5.9432 2021-06-05 19:01:39,348 - mmaction - INFO - Epoch [80][500/1243] lr: 7.500e-04, eta: 6:40:41, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8195, top5_acc: 0.9419, loss_cls: 0.6743, loss: 0.6743, grad_norm: 6.0889 2021-06-05 19:01:57,759 - mmaction - INFO - Epoch [80][520/1243] lr: 7.500e-04, eta: 6:40:22, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8328, top5_acc: 0.9461, loss_cls: 0.6568, loss: 0.6568, grad_norm: 6.4402 2021-06-05 19:02:16,186 - mmaction - INFO - Epoch [80][540/1243] lr: 7.500e-04, eta: 6:40:03, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8143, top5_acc: 0.9313, loss_cls: 0.7220, loss: 0.7220, grad_norm: 5.8675 2021-06-05 19:02:34,534 - mmaction - INFO - Epoch [80][560/1243] lr: 7.500e-04, eta: 6:39:44, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9424, loss_cls: 0.7010, loss: 0.7010, grad_norm: 5.8179 2021-06-05 19:02:52,913 - mmaction - INFO - Epoch [80][580/1243] lr: 7.500e-04, eta: 6:39:25, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8154, top5_acc: 0.9357, loss_cls: 0.7248, loss: 0.7248, grad_norm: 6.5961 2021-06-05 19:03:11,242 - mmaction - INFO - Epoch [80][600/1243] lr: 7.500e-04, eta: 6:39:06, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8255, top5_acc: 0.9396, loss_cls: 0.6917, loss: 0.6917, grad_norm: 6.1995 2021-06-05 19:03:29,553 - mmaction - INFO - Epoch [80][620/1243] lr: 7.500e-04, eta: 6:38:47, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9398, loss_cls: 0.6992, loss: 0.6992, grad_norm: 6.3176 2021-06-05 19:03:47,888 - mmaction - INFO - Epoch [80][640/1243] lr: 7.500e-04, eta: 6:38:28, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8326, top5_acc: 0.9474, loss_cls: 0.6581, loss: 0.6581, grad_norm: 5.6995 2021-06-05 19:04:06,250 - mmaction - INFO - Epoch [80][660/1243] lr: 7.500e-04, eta: 6:38:10, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8250, top5_acc: 0.9372, loss_cls: 0.6855, loss: 0.6855, grad_norm: 6.5729 2021-06-05 19:04:24,563 - mmaction - INFO - Epoch [80][680/1243] lr: 7.500e-04, eta: 6:37:51, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8174, top5_acc: 0.9391, loss_cls: 0.7143, loss: 0.7143, grad_norm: 6.2637 2021-06-05 19:04:42,874 - mmaction - INFO - Epoch [80][700/1243] lr: 7.500e-04, eta: 6:37:32, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8156, top5_acc: 0.9359, loss_cls: 0.7089, loss: 0.7089, grad_norm: 5.9030 2021-06-05 19:05:01,102 - mmaction - INFO - Epoch [80][720/1243] lr: 7.500e-04, eta: 6:37:13, time: 0.911, data_time: 0.000, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9435, loss_cls: 0.6585, loss: 0.6585, grad_norm: 5.9155 2021-06-05 19:05:19,402 - mmaction - INFO - Epoch [80][740/1243] lr: 7.500e-04, eta: 6:36:54, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8404, top5_acc: 0.9477, loss_cls: 0.6268, loss: 0.6268, grad_norm: 5.9240 2021-06-05 19:05:37,853 - mmaction - INFO - Epoch [80][760/1243] lr: 7.500e-04, eta: 6:36:35, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8206, top5_acc: 0.9365, loss_cls: 0.6843, loss: 0.6843, grad_norm: 5.8829 2021-06-05 19:05:56,165 - mmaction - INFO - Epoch [80][780/1243] lr: 7.500e-04, eta: 6:36:16, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9385, loss_cls: 0.7008, loss: 0.7008, grad_norm: 5.7814 2021-06-05 19:06:14,538 - mmaction - INFO - Epoch [80][800/1243] lr: 7.500e-04, eta: 6:35:57, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8245, top5_acc: 0.9406, loss_cls: 0.6907, loss: 0.6907, grad_norm: 6.1530 2021-06-05 19:06:32,869 - mmaction - INFO - Epoch [80][820/1243] lr: 7.500e-04, eta: 6:35:38, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8266, top5_acc: 0.9396, loss_cls: 0.6909, loss: 0.6909, grad_norm: 5.7211 2021-06-05 19:06:51,249 - mmaction - INFO - Epoch [80][840/1243] lr: 7.500e-04, eta: 6:35:19, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8245, top5_acc: 0.9419, loss_cls: 0.6772, loss: 0.6772, grad_norm: 6.1925 2021-06-05 19:07:09,685 - mmaction - INFO - Epoch [80][860/1243] lr: 7.500e-04, eta: 6:35:01, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8250, top5_acc: 0.9398, loss_cls: 0.6803, loss: 0.6803, grad_norm: 6.1193 2021-06-05 19:07:28,013 - mmaction - INFO - Epoch [80][880/1243] lr: 7.500e-04, eta: 6:34:42, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8263, top5_acc: 0.9430, loss_cls: 0.6739, loss: 0.6739, grad_norm: 5.9829 2021-06-05 19:07:46,478 - mmaction - INFO - Epoch [80][900/1243] lr: 7.500e-04, eta: 6:34:23, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8310, top5_acc: 0.9414, loss_cls: 0.6608, loss: 0.6608, grad_norm: 5.9663 2021-06-05 19:08:04,819 - mmaction - INFO - Epoch [80][920/1243] lr: 7.500e-04, eta: 6:34:04, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8253, top5_acc: 0.9419, loss_cls: 0.6879, loss: 0.6879, grad_norm: 6.8643 2021-06-05 19:08:23,261 - mmaction - INFO - Epoch [80][940/1243] lr: 7.500e-04, eta: 6:33:45, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9456, loss_cls: 0.6497, loss: 0.6497, grad_norm: 6.5140 2021-06-05 19:08:41,626 - mmaction - INFO - Epoch [80][960/1243] lr: 7.500e-04, eta: 6:33:26, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8247, top5_acc: 0.9378, loss_cls: 0.6975, loss: 0.6975, grad_norm: 5.5709 2021-06-05 19:08:59,965 - mmaction - INFO - Epoch [80][980/1243] lr: 7.500e-04, eta: 6:33:07, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8201, top5_acc: 0.9333, loss_cls: 0.7185, loss: 0.7185, grad_norm: 5.8480 2021-06-05 19:09:18,371 - mmaction - INFO - Epoch [80][1000/1243] lr: 7.500e-04, eta: 6:32:48, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9367, loss_cls: 0.6914, loss: 0.6914, grad_norm: 6.0358 2021-06-05 19:09:36,741 - mmaction - INFO - Epoch [80][1020/1243] lr: 7.500e-04, eta: 6:32:30, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9380, loss_cls: 0.7022, loss: 0.7022, grad_norm: 6.0574 2021-06-05 19:09:55,114 - mmaction - INFO - Epoch [80][1040/1243] lr: 7.500e-04, eta: 6:32:11, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9437, loss_cls: 0.7021, loss: 0.7021, grad_norm: 6.0629 2021-06-05 19:10:13,411 - mmaction - INFO - Epoch [80][1060/1243] lr: 7.500e-04, eta: 6:31:52, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8266, top5_acc: 0.9414, loss_cls: 0.6811, loss: 0.6811, grad_norm: 6.4746 2021-06-05 19:10:31,759 - mmaction - INFO - Epoch [80][1080/1243] lr: 7.500e-04, eta: 6:31:33, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8148, top5_acc: 0.9344, loss_cls: 0.7204, loss: 0.7204, grad_norm: 6.1894 2021-06-05 19:10:50,082 - mmaction - INFO - Epoch [80][1100/1243] lr: 7.500e-04, eta: 6:31:14, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8164, top5_acc: 0.9409, loss_cls: 0.7008, loss: 0.7008, grad_norm: 5.9964 2021-06-05 19:11:08,423 - mmaction - INFO - Epoch [80][1120/1243] lr: 7.500e-04, eta: 6:30:55, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8242, top5_acc: 0.9417, loss_cls: 0.6865, loss: 0.6865, grad_norm: 5.8243 2021-06-05 19:11:26,783 - mmaction - INFO - Epoch [80][1140/1243] lr: 7.500e-04, eta: 6:30:36, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8198, top5_acc: 0.9393, loss_cls: 0.6971, loss: 0.6971, grad_norm: 5.9770 2021-06-05 19:11:45,100 - mmaction - INFO - Epoch [80][1160/1243] lr: 7.500e-04, eta: 6:30:17, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9359, loss_cls: 0.7107, loss: 0.7107, grad_norm: 5.8854 2021-06-05 19:12:03,563 - mmaction - INFO - Epoch [80][1180/1243] lr: 7.500e-04, eta: 6:29:59, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8154, top5_acc: 0.9372, loss_cls: 0.7232, loss: 0.7232, grad_norm: 6.0092 2021-06-05 19:12:21,955 - mmaction - INFO - Epoch [80][1200/1243] lr: 7.500e-04, eta: 6:29:40, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8156, top5_acc: 0.9391, loss_cls: 0.6877, loss: 0.6877, grad_norm: 6.2356 2021-06-05 19:12:40,252 - mmaction - INFO - Epoch [80][1220/1243] lr: 7.500e-04, eta: 6:29:21, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8372, top5_acc: 0.9466, loss_cls: 0.6492, loss: 0.6492, grad_norm: 6.5154 2021-06-05 19:12:58,331 - mmaction - INFO - Epoch [80][1240/1243] lr: 7.500e-04, eta: 6:29:02, time: 0.904, data_time: 0.001, memory: 18352, top1_acc: 0.8211, top5_acc: 0.9401, loss_cls: 0.6990, loss: 0.6990, grad_norm: 7.0390 2021-06-05 19:15:20,427 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 19:15:21,063 - mmaction - INFO - top1_acc 0.7447 top5_acc 0.9099 2021-06-05 19:15:21,063 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 19:15:21,086 - mmaction - INFO - mean_acc 0.7446 2021-06-05 19:15:21,091 - mmaction - INFO - Saving checkpoint at 80 epochs 2021-06-05 19:15:22,323 - mmaction - INFO - Epoch(val) [80][104] top1_acc: 0.7447, top5_acc: 0.9099, mean_class_accuracy: 0.7446 2021-06-05 19:16:06,225 - mmaction - INFO - Epoch [81][20/1243] lr: 7.500e-05, eta: 6:28:46, time: 2.194, data_time: 1.275, memory: 18352, top1_acc: 0.8227, top5_acc: 0.9383, loss_cls: 0.6943, loss: 0.6943, grad_norm: 5.8941 2021-06-05 19:16:24,514 - mmaction - INFO - Epoch [81][40/1243] lr: 7.500e-05, eta: 6:28:27, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8216, top5_acc: 0.9370, loss_cls: 0.6864, loss: 0.6864, grad_norm: 5.8969 2021-06-05 19:16:42,853 - mmaction - INFO - Epoch [81][60/1243] lr: 7.500e-05, eta: 6:28:08, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8203, top5_acc: 0.9362, loss_cls: 0.7034, loss: 0.7034, grad_norm: 5.9369 2021-06-05 19:17:01,118 - mmaction - INFO - Epoch [81][80/1243] lr: 7.500e-05, eta: 6:27:49, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8328, top5_acc: 0.9388, loss_cls: 0.6649, loss: 0.6649, grad_norm: 6.0341 2021-06-05 19:17:19,519 - mmaction - INFO - Epoch [81][100/1243] lr: 7.500e-05, eta: 6:27:30, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8307, top5_acc: 0.9380, loss_cls: 0.6616, loss: 0.6616, grad_norm: 5.7947 2021-06-05 19:17:37,830 - mmaction - INFO - Epoch [81][120/1243] lr: 7.500e-05, eta: 6:27:11, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8234, top5_acc: 0.9362, loss_cls: 0.6988, loss: 0.6988, grad_norm: 5.8253 2021-06-05 19:17:56,156 - mmaction - INFO - Epoch [81][140/1243] lr: 7.500e-05, eta: 6:26:52, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8331, top5_acc: 0.9388, loss_cls: 0.6772, loss: 0.6772, grad_norm: 5.9165 2021-06-05 19:18:14,494 - mmaction - INFO - Epoch [81][160/1243] lr: 7.500e-05, eta: 6:26:34, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9435, loss_cls: 0.6786, loss: 0.6786, grad_norm: 6.3592 2021-06-05 19:18:32,797 - mmaction - INFO - Epoch [81][180/1243] lr: 7.500e-05, eta: 6:26:15, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9406, loss_cls: 0.6643, loss: 0.6643, grad_norm: 5.5613 2021-06-05 19:18:51,155 - mmaction - INFO - Epoch [81][200/1243] lr: 7.500e-05, eta: 6:25:56, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8190, top5_acc: 0.9388, loss_cls: 0.6921, loss: 0.6921, grad_norm: 5.7042 2021-06-05 19:19:09,586 - mmaction - INFO - Epoch [81][220/1243] lr: 7.500e-05, eta: 6:25:37, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8245, top5_acc: 0.9346, loss_cls: 0.7011, loss: 0.7011, grad_norm: 5.8728 2021-06-05 19:19:28,008 - mmaction - INFO - Epoch [81][240/1243] lr: 7.500e-05, eta: 6:25:18, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9406, loss_cls: 0.6683, loss: 0.6683, grad_norm: 5.7713 2021-06-05 19:19:46,388 - mmaction - INFO - Epoch [81][260/1243] lr: 7.500e-05, eta: 6:24:59, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8349, top5_acc: 0.9479, loss_cls: 0.6319, loss: 0.6319, grad_norm: 5.5398 2021-06-05 19:20:04,740 - mmaction - INFO - Epoch [81][280/1243] lr: 7.500e-05, eta: 6:24:40, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8276, top5_acc: 0.9336, loss_cls: 0.6849, loss: 0.6849, grad_norm: 5.7081 2021-06-05 19:20:23,055 - mmaction - INFO - Epoch [81][300/1243] lr: 7.500e-05, eta: 6:24:21, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9341, loss_cls: 0.6831, loss: 0.6831, grad_norm: 5.7916 2021-06-05 19:20:41,389 - mmaction - INFO - Epoch [81][320/1243] lr: 7.500e-05, eta: 6:24:02, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8263, top5_acc: 0.9417, loss_cls: 0.6742, loss: 0.6742, grad_norm: 6.1628 2021-06-05 19:20:59,757 - mmaction - INFO - Epoch [81][340/1243] lr: 7.500e-05, eta: 6:23:44, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9424, loss_cls: 0.6634, loss: 0.6634, grad_norm: 7.2147 2021-06-05 19:21:18,121 - mmaction - INFO - Epoch [81][360/1243] lr: 7.500e-05, eta: 6:23:25, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8307, top5_acc: 0.9383, loss_cls: 0.6829, loss: 0.6829, grad_norm: 6.0112 2021-06-05 19:21:36,520 - mmaction - INFO - Epoch [81][380/1243] lr: 7.500e-05, eta: 6:23:06, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8383, top5_acc: 0.9422, loss_cls: 0.6353, loss: 0.6353, grad_norm: 6.4859 2021-06-05 19:21:54,893 - mmaction - INFO - Epoch [81][400/1243] lr: 7.500e-05, eta: 6:22:47, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8292, top5_acc: 0.9435, loss_cls: 0.6584, loss: 0.6584, grad_norm: 5.7040 2021-06-05 19:22:13,258 - mmaction - INFO - Epoch [81][420/1243] lr: 7.500e-05, eta: 6:22:28, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8411, top5_acc: 0.9466, loss_cls: 0.6292, loss: 0.6292, grad_norm: 5.8474 2021-06-05 19:22:31,574 - mmaction - INFO - Epoch [81][440/1243] lr: 7.500e-05, eta: 6:22:09, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8216, top5_acc: 0.9391, loss_cls: 0.6865, loss: 0.6865, grad_norm: 5.9460 2021-06-05 19:22:49,933 - mmaction - INFO - Epoch [81][460/1243] lr: 7.500e-05, eta: 6:21:50, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8349, top5_acc: 0.9398, loss_cls: 0.6602, loss: 0.6602, grad_norm: 6.2967 2021-06-05 19:23:08,228 - mmaction - INFO - Epoch [81][480/1243] lr: 7.500e-05, eta: 6:21:31, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8359, top5_acc: 0.9505, loss_cls: 0.6316, loss: 0.6316, grad_norm: 5.9437 2021-06-05 19:23:26,628 - mmaction - INFO - Epoch [81][500/1243] lr: 7.500e-05, eta: 6:21:13, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8313, top5_acc: 0.9437, loss_cls: 0.6550, loss: 0.6550, grad_norm: 5.7137 2021-06-05 19:23:44,995 - mmaction - INFO - Epoch [81][520/1243] lr: 7.500e-05, eta: 6:20:54, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9393, loss_cls: 0.6639, loss: 0.6639, grad_norm: 6.1435 2021-06-05 19:24:03,315 - mmaction - INFO - Epoch [81][540/1243] lr: 7.500e-05, eta: 6:20:35, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8289, top5_acc: 0.9391, loss_cls: 0.6880, loss: 0.6880, grad_norm: 5.6094 2021-06-05 19:24:21,674 - mmaction - INFO - Epoch [81][560/1243] lr: 7.500e-05, eta: 6:20:16, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8258, top5_acc: 0.9430, loss_cls: 0.6601, loss: 0.6601, grad_norm: 5.7122 2021-06-05 19:24:40,051 - mmaction - INFO - Epoch [81][580/1243] lr: 7.500e-05, eta: 6:19:57, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8362, top5_acc: 0.9437, loss_cls: 0.6429, loss: 0.6429, grad_norm: 5.7265 2021-06-05 19:24:58,431 - mmaction - INFO - Epoch [81][600/1243] lr: 7.500e-05, eta: 6:19:38, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8227, top5_acc: 0.9432, loss_cls: 0.6856, loss: 0.6856, grad_norm: 6.0919 2021-06-05 19:25:16,786 - mmaction - INFO - Epoch [81][620/1243] lr: 7.500e-05, eta: 6:19:19, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8245, top5_acc: 0.9422, loss_cls: 0.6598, loss: 0.6598, grad_norm: 5.7800 2021-06-05 19:25:35,168 - mmaction - INFO - Epoch [81][640/1243] lr: 7.500e-05, eta: 6:19:00, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8208, top5_acc: 0.9409, loss_cls: 0.6969, loss: 0.6969, grad_norm: 6.0899 2021-06-05 19:25:53,529 - mmaction - INFO - Epoch [81][660/1243] lr: 7.500e-05, eta: 6:18:41, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9432, loss_cls: 0.6625, loss: 0.6625, grad_norm: 5.8316 2021-06-05 19:26:11,848 - mmaction - INFO - Epoch [81][680/1243] lr: 7.500e-05, eta: 6:18:23, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9385, loss_cls: 0.6725, loss: 0.6725, grad_norm: 6.0244 2021-06-05 19:26:30,222 - mmaction - INFO - Epoch [81][700/1243] lr: 7.500e-05, eta: 6:18:04, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8245, top5_acc: 0.9370, loss_cls: 0.6882, loss: 0.6882, grad_norm: 6.0085 2021-06-05 19:26:48,554 - mmaction - INFO - Epoch [81][720/1243] lr: 7.500e-05, eta: 6:17:45, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9464, loss_cls: 0.6550, loss: 0.6550, grad_norm: 5.8168 2021-06-05 19:27:06,910 - mmaction - INFO - Epoch [81][740/1243] lr: 7.500e-05, eta: 6:17:26, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8289, top5_acc: 0.9451, loss_cls: 0.6589, loss: 0.6589, grad_norm: 5.9926 2021-06-05 19:27:25,414 - mmaction - INFO - Epoch [81][760/1243] lr: 7.500e-05, eta: 6:17:07, time: 0.926, data_time: 0.001, memory: 18352, top1_acc: 0.8302, top5_acc: 0.9396, loss_cls: 0.6624, loss: 0.6624, grad_norm: 5.7668 2021-06-05 19:27:43,811 - mmaction - INFO - Epoch [81][780/1243] lr: 7.500e-05, eta: 6:16:48, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8271, top5_acc: 0.9398, loss_cls: 0.6838, loss: 0.6838, grad_norm: 6.1288 2021-06-05 19:28:02,084 - mmaction - INFO - Epoch [81][800/1243] lr: 7.500e-05, eta: 6:16:29, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8255, top5_acc: 0.9393, loss_cls: 0.6940, loss: 0.6940, grad_norm: 5.7336 2021-06-05 19:28:20,409 - mmaction - INFO - Epoch [81][820/1243] lr: 7.500e-05, eta: 6:16:10, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8307, top5_acc: 0.9424, loss_cls: 0.6666, loss: 0.6666, grad_norm: 5.9357 2021-06-05 19:28:38,747 - mmaction - INFO - Epoch [81][840/1243] lr: 7.500e-05, eta: 6:15:52, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8255, top5_acc: 0.9391, loss_cls: 0.6712, loss: 0.6712, grad_norm: 5.7912 2021-06-05 19:28:57,178 - mmaction - INFO - Epoch [81][860/1243] lr: 7.500e-05, eta: 6:15:33, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8245, top5_acc: 0.9419, loss_cls: 0.6890, loss: 0.6890, grad_norm: 5.8184 2021-06-05 19:29:15,608 - mmaction - INFO - Epoch [81][880/1243] lr: 7.500e-05, eta: 6:15:14, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8245, top5_acc: 0.9406, loss_cls: 0.6644, loss: 0.6644, grad_norm: 6.4686 2021-06-05 19:29:34,039 - mmaction - INFO - Epoch [81][900/1243] lr: 7.500e-05, eta: 6:14:55, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9430, loss_cls: 0.6437, loss: 0.6437, grad_norm: 5.7514 2021-06-05 19:29:52,383 - mmaction - INFO - Epoch [81][920/1243] lr: 7.500e-05, eta: 6:14:36, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8263, top5_acc: 0.9469, loss_cls: 0.6573, loss: 0.6573, grad_norm: 6.1031 2021-06-05 19:30:10,724 - mmaction - INFO - Epoch [81][940/1243] lr: 7.500e-05, eta: 6:14:17, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8331, top5_acc: 0.9474, loss_cls: 0.6478, loss: 0.6478, grad_norm: 6.0005 2021-06-05 19:30:29,168 - mmaction - INFO - Epoch [81][960/1243] lr: 7.500e-05, eta: 6:13:58, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9451, loss_cls: 0.6631, loss: 0.6631, grad_norm: 5.6224 2021-06-05 19:30:47,647 - mmaction - INFO - Epoch [81][980/1243] lr: 7.500e-05, eta: 6:13:39, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8253, top5_acc: 0.9430, loss_cls: 0.6479, loss: 0.6479, grad_norm: 6.0396 2021-06-05 19:31:06,069 - mmaction - INFO - Epoch [81][1000/1243] lr: 7.500e-05, eta: 6:13:21, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9409, loss_cls: 0.6541, loss: 0.6541, grad_norm: 5.7749 2021-06-05 19:31:24,373 - mmaction - INFO - Epoch [81][1020/1243] lr: 7.500e-05, eta: 6:13:02, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8398, top5_acc: 0.9411, loss_cls: 0.6615, loss: 0.6615, grad_norm: 5.7840 2021-06-05 19:31:42,708 - mmaction - INFO - Epoch [81][1040/1243] lr: 7.500e-05, eta: 6:12:43, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8367, top5_acc: 0.9424, loss_cls: 0.6449, loss: 0.6449, grad_norm: 5.9454 2021-06-05 19:32:01,174 - mmaction - INFO - Epoch [81][1060/1243] lr: 7.500e-05, eta: 6:12:24, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8182, top5_acc: 0.9396, loss_cls: 0.6885, loss: 0.6885, grad_norm: 5.8885 2021-06-05 19:32:19,508 - mmaction - INFO - Epoch [81][1080/1243] lr: 7.500e-05, eta: 6:12:05, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8232, top5_acc: 0.9365, loss_cls: 0.7092, loss: 0.7092, grad_norm: 6.0153 2021-06-05 19:32:37,903 - mmaction - INFO - Epoch [81][1100/1243] lr: 7.500e-05, eta: 6:11:46, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8177, top5_acc: 0.9336, loss_cls: 0.7219, loss: 0.7219, grad_norm: 6.1780 2021-06-05 19:32:56,218 - mmaction - INFO - Epoch [81][1120/1243] lr: 7.500e-05, eta: 6:11:27, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9385, loss_cls: 0.6990, loss: 0.6990, grad_norm: 6.0411 2021-06-05 19:33:14,568 - mmaction - INFO - Epoch [81][1140/1243] lr: 7.500e-05, eta: 6:11:09, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8424, top5_acc: 0.9484, loss_cls: 0.6099, loss: 0.6099, grad_norm: 5.6188 2021-06-05 19:33:32,864 - mmaction - INFO - Epoch [81][1160/1243] lr: 7.500e-05, eta: 6:10:50, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8313, top5_acc: 0.9451, loss_cls: 0.6475, loss: 0.6475, grad_norm: 5.9924 2021-06-05 19:33:51,294 - mmaction - INFO - Epoch [81][1180/1243] lr: 7.500e-05, eta: 6:10:31, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9430, loss_cls: 0.6699, loss: 0.6699, grad_norm: 5.6921 2021-06-05 19:34:09,758 - mmaction - INFO - Epoch [81][1200/1243] lr: 7.500e-05, eta: 6:10:12, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8237, top5_acc: 0.9378, loss_cls: 0.6959, loss: 0.6959, grad_norm: 6.6755 2021-06-05 19:34:28,135 - mmaction - INFO - Epoch [81][1220/1243] lr: 7.500e-05, eta: 6:09:53, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8302, top5_acc: 0.9393, loss_cls: 0.6741, loss: 0.6741, grad_norm: 5.7495 2021-06-05 19:34:46,292 - mmaction - INFO - Epoch [81][1240/1243] lr: 7.500e-05, eta: 6:09:34, time: 0.909, data_time: 0.001, memory: 18352, top1_acc: 0.8273, top5_acc: 0.9443, loss_cls: 0.6779, loss: 0.6779, grad_norm: 6.1973 2021-06-05 19:37:09,291 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 19:37:09,929 - mmaction - INFO - top1_acc 0.7474 top5_acc 0.9097 2021-06-05 19:37:09,929 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 19:37:09,952 - mmaction - INFO - mean_acc 0.7473 2021-06-05 19:37:09,957 - mmaction - INFO - Saving checkpoint at 81 epochs 2021-06-05 19:37:11,084 - mmaction - INFO - Epoch(val) [81][104] top1_acc: 0.7474, top5_acc: 0.9097, mean_class_accuracy: 0.7473 2021-06-05 19:37:55,525 - mmaction - INFO - Epoch [82][20/1243] lr: 7.500e-05, eta: 6:09:18, time: 2.221, data_time: 1.289, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9443, loss_cls: 0.6884, loss: 0.6884, grad_norm: 6.3194 2021-06-05 19:38:14,122 - mmaction - INFO - Epoch [82][40/1243] lr: 7.500e-05, eta: 6:08:59, time: 0.929, data_time: 0.019, memory: 18352, top1_acc: 0.8263, top5_acc: 0.9430, loss_cls: 0.6747, loss: 0.6747, grad_norm: 6.2798 2021-06-05 19:38:32,434 - mmaction - INFO - Epoch [82][60/1243] lr: 7.500e-05, eta: 6:08:40, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.8289, top5_acc: 0.9359, loss_cls: 0.6718, loss: 0.6718, grad_norm: 6.0237 2021-06-05 19:38:50,705 - mmaction - INFO - Epoch [82][80/1243] lr: 7.500e-05, eta: 6:08:21, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9445, loss_cls: 0.6523, loss: 0.6523, grad_norm: 6.3879 2021-06-05 19:39:09,086 - mmaction - INFO - Epoch [82][100/1243] lr: 7.500e-05, eta: 6:08:02, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8333, top5_acc: 0.9451, loss_cls: 0.6500, loss: 0.6500, grad_norm: 5.8100 2021-06-05 19:39:27,401 - mmaction - INFO - Epoch [82][120/1243] lr: 7.500e-05, eta: 6:07:43, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9432, loss_cls: 0.6321, loss: 0.6321, grad_norm: 5.7571 2021-06-05 19:39:45,771 - mmaction - INFO - Epoch [82][140/1243] lr: 7.500e-05, eta: 6:07:25, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8302, top5_acc: 0.9404, loss_cls: 0.6608, loss: 0.6608, grad_norm: 5.8555 2021-06-05 19:40:04,067 - mmaction - INFO - Epoch [82][160/1243] lr: 7.500e-05, eta: 6:07:06, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8299, top5_acc: 0.9396, loss_cls: 0.6864, loss: 0.6864, grad_norm: 5.9033 2021-06-05 19:40:22,468 - mmaction - INFO - Epoch [82][180/1243] lr: 7.500e-05, eta: 6:06:47, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8357, top5_acc: 0.9453, loss_cls: 0.6452, loss: 0.6452, grad_norm: 5.7586 2021-06-05 19:40:40,840 - mmaction - INFO - Epoch [82][200/1243] lr: 7.500e-05, eta: 6:06:28, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9435, loss_cls: 0.6501, loss: 0.6501, grad_norm: 5.7032 2021-06-05 19:40:59,212 - mmaction - INFO - Epoch [82][220/1243] lr: 7.500e-05, eta: 6:06:09, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9401, loss_cls: 0.6775, loss: 0.6775, grad_norm: 6.3761 2021-06-05 19:41:17,614 - mmaction - INFO - Epoch [82][240/1243] lr: 7.500e-05, eta: 6:05:50, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8273, top5_acc: 0.9370, loss_cls: 0.6887, loss: 0.6887, grad_norm: 5.7734 2021-06-05 19:41:36,033 - mmaction - INFO - Epoch [82][260/1243] lr: 7.500e-05, eta: 6:05:31, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8266, top5_acc: 0.9443, loss_cls: 0.6903, loss: 0.6903, grad_norm: 5.8641 2021-06-05 19:41:54,365 - mmaction - INFO - Epoch [82][280/1243] lr: 7.500e-05, eta: 6:05:12, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8206, top5_acc: 0.9411, loss_cls: 0.6785, loss: 0.6785, grad_norm: 6.4855 2021-06-05 19:42:12,770 - mmaction - INFO - Epoch [82][300/1243] lr: 7.500e-05, eta: 6:04:54, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8310, top5_acc: 0.9396, loss_cls: 0.6674, loss: 0.6674, grad_norm: 5.7722 2021-06-05 19:42:31,113 - mmaction - INFO - Epoch [82][320/1243] lr: 7.500e-05, eta: 6:04:35, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8305, top5_acc: 0.9406, loss_cls: 0.6629, loss: 0.6629, grad_norm: 6.0449 2021-06-05 19:42:49,427 - mmaction - INFO - Epoch [82][340/1243] lr: 7.500e-05, eta: 6:04:16, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8250, top5_acc: 0.9385, loss_cls: 0.6812, loss: 0.6812, grad_norm: 5.9564 2021-06-05 19:43:07,759 - mmaction - INFO - Epoch [82][360/1243] lr: 7.500e-05, eta: 6:03:57, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9391, loss_cls: 0.6905, loss: 0.6905, grad_norm: 6.6335 2021-06-05 19:43:26,149 - mmaction - INFO - Epoch [82][380/1243] lr: 7.500e-05, eta: 6:03:38, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9411, loss_cls: 0.6718, loss: 0.6718, grad_norm: 7.1182 2021-06-05 19:43:44,490 - mmaction - INFO - Epoch [82][400/1243] lr: 7.500e-05, eta: 6:03:19, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8227, top5_acc: 0.9372, loss_cls: 0.7000, loss: 0.7000, grad_norm: 6.0268 2021-06-05 19:44:02,830 - mmaction - INFO - Epoch [82][420/1243] lr: 7.500e-05, eta: 6:03:00, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8375, top5_acc: 0.9440, loss_cls: 0.6517, loss: 0.6517, grad_norm: 6.2398 2021-06-05 19:44:21,102 - mmaction - INFO - Epoch [82][440/1243] lr: 7.500e-05, eta: 6:02:41, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8385, top5_acc: 0.9458, loss_cls: 0.6226, loss: 0.6226, grad_norm: 5.7100 2021-06-05 19:44:39,477 - mmaction - INFO - Epoch [82][460/1243] lr: 7.500e-05, eta: 6:02:23, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8185, top5_acc: 0.9411, loss_cls: 0.6821, loss: 0.6821, grad_norm: 5.8085 2021-06-05 19:44:57,865 - mmaction - INFO - Epoch [82][480/1243] lr: 7.500e-05, eta: 6:02:04, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8380, top5_acc: 0.9448, loss_cls: 0.6355, loss: 0.6355, grad_norm: 6.1557 2021-06-05 19:45:16,228 - mmaction - INFO - Epoch [82][500/1243] lr: 7.500e-05, eta: 6:01:45, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8297, top5_acc: 0.9448, loss_cls: 0.6594, loss: 0.6594, grad_norm: 6.4879 2021-06-05 19:45:34,578 - mmaction - INFO - Epoch [82][520/1243] lr: 7.500e-05, eta: 6:01:26, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8211, top5_acc: 0.9359, loss_cls: 0.6975, loss: 0.6975, grad_norm: 5.7821 2021-06-05 19:45:52,882 - mmaction - INFO - Epoch [82][540/1243] lr: 7.500e-05, eta: 6:01:07, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8370, top5_acc: 0.9495, loss_cls: 0.6470, loss: 0.6470, grad_norm: 5.9153 2021-06-05 19:46:11,314 - mmaction - INFO - Epoch [82][560/1243] lr: 7.500e-05, eta: 6:00:48, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9383, loss_cls: 0.6784, loss: 0.6784, grad_norm: 6.8483 2021-06-05 19:46:29,663 - mmaction - INFO - Epoch [82][580/1243] lr: 7.500e-05, eta: 6:00:29, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8198, top5_acc: 0.9391, loss_cls: 0.6940, loss: 0.6940, grad_norm: 6.1104 2021-06-05 19:46:48,019 - mmaction - INFO - Epoch [82][600/1243] lr: 7.500e-05, eta: 6:00:10, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9404, loss_cls: 0.6680, loss: 0.6680, grad_norm: 5.7468 2021-06-05 19:47:06,494 - mmaction - INFO - Epoch [82][620/1243] lr: 7.500e-05, eta: 5:59:52, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8313, top5_acc: 0.9437, loss_cls: 0.6629, loss: 0.6629, grad_norm: 5.9950 2021-06-05 19:47:24,817 - mmaction - INFO - Epoch [82][640/1243] lr: 7.500e-05, eta: 5:59:33, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.8266, top5_acc: 0.9398, loss_cls: 0.6833, loss: 0.6833, grad_norm: 5.9190 2021-06-05 19:47:43,201 - mmaction - INFO - Epoch [82][660/1243] lr: 7.500e-05, eta: 5:59:14, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9365, loss_cls: 0.6826, loss: 0.6826, grad_norm: 6.0840 2021-06-05 19:48:01,646 - mmaction - INFO - Epoch [82][680/1243] lr: 7.500e-05, eta: 5:58:55, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9352, loss_cls: 0.7185, loss: 0.7185, grad_norm: 6.6427 2021-06-05 19:48:19,935 - mmaction - INFO - Epoch [82][700/1243] lr: 7.500e-05, eta: 5:58:36, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8385, top5_acc: 0.9437, loss_cls: 0.6487, loss: 0.6487, grad_norm: 6.2900 2021-06-05 19:48:38,318 - mmaction - INFO - Epoch [82][720/1243] lr: 7.500e-05, eta: 5:58:17, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9396, loss_cls: 0.6791, loss: 0.6791, grad_norm: 5.8230 2021-06-05 19:48:56,757 - mmaction - INFO - Epoch [82][740/1243] lr: 7.500e-05, eta: 5:57:58, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8354, top5_acc: 0.9375, loss_cls: 0.6581, loss: 0.6581, grad_norm: 5.6812 2021-06-05 19:49:15,134 - mmaction - INFO - Epoch [82][760/1243] lr: 7.500e-05, eta: 5:57:40, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8398, top5_acc: 0.9435, loss_cls: 0.6382, loss: 0.6382, grad_norm: 5.5692 2021-06-05 19:49:33,470 - mmaction - INFO - Epoch [82][780/1243] lr: 7.500e-05, eta: 5:57:21, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8333, top5_acc: 0.9409, loss_cls: 0.6586, loss: 0.6586, grad_norm: 6.4671 2021-06-05 19:49:51,816 - mmaction - INFO - Epoch [82][800/1243] lr: 7.500e-05, eta: 5:57:02, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9430, loss_cls: 0.6689, loss: 0.6689, grad_norm: 5.7700 2021-06-05 19:50:10,245 - mmaction - INFO - Epoch [82][820/1243] lr: 7.500e-05, eta: 5:56:43, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9414, loss_cls: 0.6768, loss: 0.6768, grad_norm: 6.0747 2021-06-05 19:50:28,595 - mmaction - INFO - Epoch [82][840/1243] lr: 7.500e-05, eta: 5:56:24, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8404, top5_acc: 0.9464, loss_cls: 0.6136, loss: 0.6136, grad_norm: 5.6831 2021-06-05 19:50:46,967 - mmaction - INFO - Epoch [82][860/1243] lr: 7.500e-05, eta: 5:56:05, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9469, loss_cls: 0.6478, loss: 0.6478, grad_norm: 5.5790 2021-06-05 19:51:05,318 - mmaction - INFO - Epoch [82][880/1243] lr: 7.500e-05, eta: 5:55:46, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8250, top5_acc: 0.9404, loss_cls: 0.6887, loss: 0.6887, grad_norm: 5.8354 2021-06-05 19:51:23,802 - mmaction - INFO - Epoch [82][900/1243] lr: 7.500e-05, eta: 5:55:27, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8250, top5_acc: 0.9406, loss_cls: 0.6851, loss: 0.6851, grad_norm: 6.1377 2021-06-05 19:51:42,147 - mmaction - INFO - Epoch [82][920/1243] lr: 7.500e-05, eta: 5:55:09, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8326, top5_acc: 0.9424, loss_cls: 0.6446, loss: 0.6446, grad_norm: 5.8530 2021-06-05 19:52:00,613 - mmaction - INFO - Epoch [82][940/1243] lr: 7.500e-05, eta: 5:54:50, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9448, loss_cls: 0.6426, loss: 0.6426, grad_norm: 6.5062 2021-06-05 19:52:18,982 - mmaction - INFO - Epoch [82][960/1243] lr: 7.500e-05, eta: 5:54:31, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8328, top5_acc: 0.9443, loss_cls: 0.6508, loss: 0.6508, grad_norm: 5.8558 2021-06-05 19:52:37,273 - mmaction - INFO - Epoch [82][980/1243] lr: 7.500e-05, eta: 5:54:12, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9430, loss_cls: 0.6516, loss: 0.6516, grad_norm: 5.7999 2021-06-05 19:52:55,637 - mmaction - INFO - Epoch [82][1000/1243] lr: 7.500e-05, eta: 5:53:53, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8266, top5_acc: 0.9370, loss_cls: 0.6889, loss: 0.6889, grad_norm: 5.9549 2021-06-05 19:53:13,947 - mmaction - INFO - Epoch [82][1020/1243] lr: 7.500e-05, eta: 5:53:34, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8292, top5_acc: 0.9409, loss_cls: 0.6630, loss: 0.6630, grad_norm: 5.8714 2021-06-05 19:53:32,288 - mmaction - INFO - Epoch [82][1040/1243] lr: 7.500e-05, eta: 5:53:15, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8438, top5_acc: 0.9477, loss_cls: 0.6245, loss: 0.6245, grad_norm: 5.6332 2021-06-05 19:53:50,654 - mmaction - INFO - Epoch [82][1060/1243] lr: 7.500e-05, eta: 5:52:57, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8341, top5_acc: 0.9469, loss_cls: 0.6403, loss: 0.6403, grad_norm: 5.8424 2021-06-05 19:54:08,978 - mmaction - INFO - Epoch [82][1080/1243] lr: 7.500e-05, eta: 5:52:38, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8411, top5_acc: 0.9482, loss_cls: 0.6279, loss: 0.6279, grad_norm: 5.8737 2021-06-05 19:54:27,365 - mmaction - INFO - Epoch [82][1100/1243] lr: 7.500e-05, eta: 5:52:19, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8299, top5_acc: 0.9440, loss_cls: 0.6682, loss: 0.6682, grad_norm: 6.2005 2021-06-05 19:54:45,739 - mmaction - INFO - Epoch [82][1120/1243] lr: 7.500e-05, eta: 5:52:00, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9398, loss_cls: 0.6777, loss: 0.6777, grad_norm: 6.0549 2021-06-05 19:55:04,103 - mmaction - INFO - Epoch [82][1140/1243] lr: 7.500e-05, eta: 5:51:41, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8263, top5_acc: 0.9445, loss_cls: 0.6626, loss: 0.6626, grad_norm: 5.8670 2021-06-05 19:55:22,389 - mmaction - INFO - Epoch [82][1160/1243] lr: 7.500e-05, eta: 5:51:22, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8365, top5_acc: 0.9464, loss_cls: 0.6416, loss: 0.6416, grad_norm: 6.4191 2021-06-05 19:55:40,721 - mmaction - INFO - Epoch [82][1180/1243] lr: 7.500e-05, eta: 5:51:03, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8372, top5_acc: 0.9453, loss_cls: 0.6577, loss: 0.6577, grad_norm: 5.9221 2021-06-05 19:55:59,079 - mmaction - INFO - Epoch [82][1200/1243] lr: 7.500e-05, eta: 5:50:44, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8263, top5_acc: 0.9346, loss_cls: 0.6878, loss: 0.6878, grad_norm: 5.9724 2021-06-05 19:56:17,460 - mmaction - INFO - Epoch [82][1220/1243] lr: 7.500e-05, eta: 5:50:26, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8362, top5_acc: 0.9440, loss_cls: 0.6567, loss: 0.6567, grad_norm: 5.9057 2021-06-05 19:56:35,581 - mmaction - INFO - Epoch [82][1240/1243] lr: 7.500e-05, eta: 5:50:07, time: 0.907, data_time: 0.001, memory: 18352, top1_acc: 0.8385, top5_acc: 0.9385, loss_cls: 0.6393, loss: 0.6393, grad_norm: 5.6177 2021-06-05 19:58:59,588 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 19:59:00,225 - mmaction - INFO - top1_acc 0.7466 top5_acc 0.9096 2021-06-05 19:59:00,225 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 19:59:00,249 - mmaction - INFO - mean_acc 0.7465 2021-06-05 19:59:00,253 - mmaction - INFO - Saving checkpoint at 82 epochs 2021-06-05 19:59:01,379 - mmaction - INFO - Epoch(val) [82][104] top1_acc: 0.7466, top5_acc: 0.9096, mean_class_accuracy: 0.7465 2021-06-05 19:59:45,985 - mmaction - INFO - Epoch [83][20/1243] lr: 7.500e-05, eta: 5:49:50, time: 2.230, data_time: 1.284, memory: 18352, top1_acc: 0.8339, top5_acc: 0.9445, loss_cls: 0.6542, loss: 0.6542, grad_norm: 7.0321 2021-06-05 20:00:04,361 - mmaction - INFO - Epoch [83][40/1243] lr: 7.500e-05, eta: 5:49:31, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8245, top5_acc: 0.9417, loss_cls: 0.6684, loss: 0.6684, grad_norm: 5.8246 2021-06-05 20:00:22,692 - mmaction - INFO - Epoch [83][60/1243] lr: 7.500e-05, eta: 5:49:12, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9328, loss_cls: 0.6922, loss: 0.6922, grad_norm: 5.8023 2021-06-05 20:00:41,002 - mmaction - INFO - Epoch [83][80/1243] lr: 7.500e-05, eta: 5:48:53, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8367, top5_acc: 0.9427, loss_cls: 0.6394, loss: 0.6394, grad_norm: 6.0616 2021-06-05 20:00:59,291 - mmaction - INFO - Epoch [83][100/1243] lr: 7.500e-05, eta: 5:48:35, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9385, loss_cls: 0.6858, loss: 0.6858, grad_norm: 6.0430 2021-06-05 20:01:17,633 - mmaction - INFO - Epoch [83][120/1243] lr: 7.500e-05, eta: 5:48:16, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9326, loss_cls: 0.6953, loss: 0.6953, grad_norm: 5.8137 2021-06-05 20:01:35,991 - mmaction - INFO - Epoch [83][140/1243] lr: 7.500e-05, eta: 5:47:57, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8307, top5_acc: 0.9523, loss_cls: 0.6265, loss: 0.6265, grad_norm: 5.9660 2021-06-05 20:01:54,366 - mmaction - INFO - Epoch [83][160/1243] lr: 7.500e-05, eta: 5:47:38, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8341, top5_acc: 0.9422, loss_cls: 0.6580, loss: 0.6580, grad_norm: 5.9077 2021-06-05 20:02:12,783 - mmaction - INFO - Epoch [83][180/1243] lr: 7.500e-05, eta: 5:47:19, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.8375, top5_acc: 0.9477, loss_cls: 0.6363, loss: 0.6363, grad_norm: 5.9237 2021-06-05 20:02:31,231 - mmaction - INFO - Epoch [83][200/1243] lr: 7.500e-05, eta: 5:47:00, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9432, loss_cls: 0.6457, loss: 0.6457, grad_norm: 6.5797 2021-06-05 20:02:49,596 - mmaction - INFO - Epoch [83][220/1243] lr: 7.500e-05, eta: 5:46:41, time: 0.920, data_time: 0.003, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9445, loss_cls: 0.6535, loss: 0.6535, grad_norm: 5.6392 2021-06-05 20:03:07,996 - mmaction - INFO - Epoch [83][240/1243] lr: 7.500e-05, eta: 5:46:23, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8229, top5_acc: 0.9378, loss_cls: 0.6925, loss: 0.6925, grad_norm: 6.0218 2021-06-05 20:03:26,270 - mmaction - INFO - Epoch [83][260/1243] lr: 7.500e-05, eta: 5:46:04, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8299, top5_acc: 0.9378, loss_cls: 0.6715, loss: 0.6715, grad_norm: 5.8979 2021-06-05 20:03:44,658 - mmaction - INFO - Epoch [83][280/1243] lr: 7.500e-05, eta: 5:45:45, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8375, top5_acc: 0.9458, loss_cls: 0.6465, loss: 0.6465, grad_norm: 5.9664 2021-06-05 20:04:03,124 - mmaction - INFO - Epoch [83][300/1243] lr: 7.500e-05, eta: 5:45:26, time: 0.924, data_time: 0.002, memory: 18352, top1_acc: 0.8346, top5_acc: 0.9422, loss_cls: 0.6593, loss: 0.6593, grad_norm: 6.0703 2021-06-05 20:04:21,484 - mmaction - INFO - Epoch [83][320/1243] lr: 7.500e-05, eta: 5:45:07, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9422, loss_cls: 0.6599, loss: 0.6599, grad_norm: 6.4937 2021-06-05 20:04:39,825 - mmaction - INFO - Epoch [83][340/1243] lr: 7.500e-05, eta: 5:44:48, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8458, top5_acc: 0.9461, loss_cls: 0.5992, loss: 0.5992, grad_norm: 5.6215 2021-06-05 20:04:58,125 - mmaction - INFO - Epoch [83][360/1243] lr: 7.500e-05, eta: 5:44:29, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8341, top5_acc: 0.9435, loss_cls: 0.6463, loss: 0.6463, grad_norm: 5.9549 2021-06-05 20:05:16,425 - mmaction - INFO - Epoch [83][380/1243] lr: 7.500e-05, eta: 5:44:10, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8349, top5_acc: 0.9432, loss_cls: 0.6602, loss: 0.6602, grad_norm: 6.1306 2021-06-05 20:05:34,813 - mmaction - INFO - Epoch [83][400/1243] lr: 7.500e-05, eta: 5:43:52, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8359, top5_acc: 0.9453, loss_cls: 0.6351, loss: 0.6351, grad_norm: 5.7511 2021-06-05 20:05:53,181 - mmaction - INFO - Epoch [83][420/1243] lr: 7.500e-05, eta: 5:43:33, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9391, loss_cls: 0.6622, loss: 0.6622, grad_norm: 5.9060 2021-06-05 20:06:11,514 - mmaction - INFO - Epoch [83][440/1243] lr: 7.500e-05, eta: 5:43:14, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8422, top5_acc: 0.9471, loss_cls: 0.6180, loss: 0.6180, grad_norm: 5.9028 2021-06-05 20:06:29,795 - mmaction - INFO - Epoch [83][460/1243] lr: 7.500e-05, eta: 5:42:55, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8310, top5_acc: 0.9479, loss_cls: 0.6317, loss: 0.6317, grad_norm: 5.9879 2021-06-05 20:06:48,159 - mmaction - INFO - Epoch [83][480/1243] lr: 7.500e-05, eta: 5:42:36, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9406, loss_cls: 0.6573, loss: 0.6573, grad_norm: 6.7078 2021-06-05 20:07:06,488 - mmaction - INFO - Epoch [83][500/1243] lr: 7.500e-05, eta: 5:42:17, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9440, loss_cls: 0.6584, loss: 0.6584, grad_norm: 5.8698 2021-06-05 20:07:24,799 - mmaction - INFO - Epoch [83][520/1243] lr: 7.500e-05, eta: 5:41:58, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8380, top5_acc: 0.9443, loss_cls: 0.6469, loss: 0.6469, grad_norm: 5.8184 2021-06-05 20:07:43,137 - mmaction - INFO - Epoch [83][540/1243] lr: 7.500e-05, eta: 5:41:39, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8273, top5_acc: 0.9365, loss_cls: 0.6877, loss: 0.6877, grad_norm: 5.9678 2021-06-05 20:08:01,528 - mmaction - INFO - Epoch [83][560/1243] lr: 7.500e-05, eta: 5:41:21, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8385, top5_acc: 0.9424, loss_cls: 0.6527, loss: 0.6527, grad_norm: 6.1292 2021-06-05 20:08:19,806 - mmaction - INFO - Epoch [83][580/1243] lr: 7.500e-05, eta: 5:41:02, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.8310, top5_acc: 0.9401, loss_cls: 0.6772, loss: 0.6772, grad_norm: 6.0146 2021-06-05 20:08:38,193 - mmaction - INFO - Epoch [83][600/1243] lr: 7.500e-05, eta: 5:40:43, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8383, top5_acc: 0.9424, loss_cls: 0.6457, loss: 0.6457, grad_norm: 8.0969 2021-06-05 20:08:56,512 - mmaction - INFO - Epoch [83][620/1243] lr: 7.500e-05, eta: 5:40:24, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.8245, top5_acc: 0.9385, loss_cls: 0.6780, loss: 0.6780, grad_norm: 5.7731 2021-06-05 20:09:14,924 - mmaction - INFO - Epoch [83][640/1243] lr: 7.500e-05, eta: 5:40:05, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8232, top5_acc: 0.9404, loss_cls: 0.6848, loss: 0.6848, grad_norm: 6.0819 2021-06-05 20:09:33,276 - mmaction - INFO - Epoch [83][660/1243] lr: 7.500e-05, eta: 5:39:46, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9479, loss_cls: 0.6576, loss: 0.6576, grad_norm: 5.9097 2021-06-05 20:09:51,631 - mmaction - INFO - Epoch [83][680/1243] lr: 7.500e-05, eta: 5:39:27, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8339, top5_acc: 0.9414, loss_cls: 0.6417, loss: 0.6417, grad_norm: 6.5607 2021-06-05 20:10:10,042 - mmaction - INFO - Epoch [83][700/1243] lr: 7.500e-05, eta: 5:39:09, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8294, top5_acc: 0.9388, loss_cls: 0.6594, loss: 0.6594, grad_norm: 5.7864 2021-06-05 20:10:28,441 - mmaction - INFO - Epoch [83][720/1243] lr: 7.500e-05, eta: 5:38:50, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8365, top5_acc: 0.9466, loss_cls: 0.6436, loss: 0.6436, grad_norm: 6.0104 2021-06-05 20:10:46,764 - mmaction - INFO - Epoch [83][740/1243] lr: 7.500e-05, eta: 5:38:31, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8169, top5_acc: 0.9401, loss_cls: 0.6923, loss: 0.6923, grad_norm: 5.9267 2021-06-05 20:11:05,186 - mmaction - INFO - Epoch [83][760/1243] lr: 7.500e-05, eta: 5:38:12, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8313, top5_acc: 0.9456, loss_cls: 0.6549, loss: 0.6549, grad_norm: 5.9569 2021-06-05 20:11:23,606 - mmaction - INFO - Epoch [83][780/1243] lr: 7.500e-05, eta: 5:37:53, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8375, top5_acc: 0.9469, loss_cls: 0.6112, loss: 0.6112, grad_norm: 5.7397 2021-06-05 20:11:41,936 - mmaction - INFO - Epoch [83][800/1243] lr: 7.500e-05, eta: 5:37:34, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8297, top5_acc: 0.9414, loss_cls: 0.6705, loss: 0.6705, grad_norm: 8.2121 2021-06-05 20:12:00,351 - mmaction - INFO - Epoch [83][820/1243] lr: 7.500e-05, eta: 5:37:15, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8417, top5_acc: 0.9505, loss_cls: 0.6171, loss: 0.6171, grad_norm: 5.7149 2021-06-05 20:12:18,733 - mmaction - INFO - Epoch [83][840/1243] lr: 7.500e-05, eta: 5:36:56, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8378, top5_acc: 0.9471, loss_cls: 0.6340, loss: 0.6340, grad_norm: 6.0251 2021-06-05 20:12:37,083 - mmaction - INFO - Epoch [83][860/1243] lr: 7.500e-05, eta: 5:36:38, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8299, top5_acc: 0.9453, loss_cls: 0.6563, loss: 0.6563, grad_norm: 6.1485 2021-06-05 20:12:55,416 - mmaction - INFO - Epoch [83][880/1243] lr: 7.500e-05, eta: 5:36:19, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8250, top5_acc: 0.9422, loss_cls: 0.6616, loss: 0.6616, grad_norm: 5.9063 2021-06-05 20:13:13,809 - mmaction - INFO - Epoch [83][900/1243] lr: 7.500e-05, eta: 5:36:00, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8341, top5_acc: 0.9427, loss_cls: 0.6525, loss: 0.6525, grad_norm: 6.2509 2021-06-05 20:13:32,159 - mmaction - INFO - Epoch [83][920/1243] lr: 7.500e-05, eta: 5:35:41, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8380, top5_acc: 0.9396, loss_cls: 0.6554, loss: 0.6554, grad_norm: 6.2512 2021-06-05 20:13:50,599 - mmaction - INFO - Epoch [83][940/1243] lr: 7.500e-05, eta: 5:35:22, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8297, top5_acc: 0.9430, loss_cls: 0.6737, loss: 0.6737, grad_norm: 6.1635 2021-06-05 20:14:09,003 - mmaction - INFO - Epoch [83][960/1243] lr: 7.500e-05, eta: 5:35:03, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8273, top5_acc: 0.9419, loss_cls: 0.6673, loss: 0.6673, grad_norm: 7.3439 2021-06-05 20:14:27,381 - mmaction - INFO - Epoch [83][980/1243] lr: 7.500e-05, eta: 5:34:44, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8380, top5_acc: 0.9464, loss_cls: 0.6310, loss: 0.6310, grad_norm: 5.7933 2021-06-05 20:14:45,759 - mmaction - INFO - Epoch [83][1000/1243] lr: 7.500e-05, eta: 5:34:26, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8198, top5_acc: 0.9328, loss_cls: 0.7291, loss: 0.7291, grad_norm: 6.1437 2021-06-05 20:15:04,156 - mmaction - INFO - Epoch [83][1020/1243] lr: 7.500e-05, eta: 5:34:07, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9375, loss_cls: 0.6769, loss: 0.6769, grad_norm: 6.0815 2021-06-05 20:15:22,466 - mmaction - INFO - Epoch [83][1040/1243] lr: 7.500e-05, eta: 5:33:48, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8258, top5_acc: 0.9352, loss_cls: 0.6771, loss: 0.6771, grad_norm: 5.9873 2021-06-05 20:15:40,866 - mmaction - INFO - Epoch [83][1060/1243] lr: 7.500e-05, eta: 5:33:29, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8328, top5_acc: 0.9398, loss_cls: 0.6661, loss: 0.6661, grad_norm: 5.6674 2021-06-05 20:15:59,275 - mmaction - INFO - Epoch [83][1080/1243] lr: 7.500e-05, eta: 5:33:10, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8242, top5_acc: 0.9396, loss_cls: 0.6804, loss: 0.6804, grad_norm: 6.2756 2021-06-05 20:16:17,604 - mmaction - INFO - Epoch [83][1100/1243] lr: 7.500e-05, eta: 5:32:51, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8372, top5_acc: 0.9451, loss_cls: 0.6425, loss: 0.6425, grad_norm: 5.6862 2021-06-05 20:16:35,941 - mmaction - INFO - Epoch [83][1120/1243] lr: 7.500e-05, eta: 5:32:32, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8227, top5_acc: 0.9443, loss_cls: 0.6668, loss: 0.6668, grad_norm: 5.9481 2021-06-05 20:16:54,294 - mmaction - INFO - Epoch [83][1140/1243] lr: 7.500e-05, eta: 5:32:14, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8385, top5_acc: 0.9414, loss_cls: 0.6359, loss: 0.6359, grad_norm: 5.5747 2021-06-05 20:17:12,648 - mmaction - INFO - Epoch [83][1160/1243] lr: 7.500e-05, eta: 5:31:55, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8310, top5_acc: 0.9424, loss_cls: 0.6566, loss: 0.6566, grad_norm: 5.7172 2021-06-05 20:17:30,934 - mmaction - INFO - Epoch [83][1180/1243] lr: 7.500e-05, eta: 5:31:36, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8326, top5_acc: 0.9456, loss_cls: 0.6437, loss: 0.6437, grad_norm: 5.9184 2021-06-05 20:17:49,289 - mmaction - INFO - Epoch [83][1200/1243] lr: 7.500e-05, eta: 5:31:17, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9417, loss_cls: 0.6735, loss: 0.6735, grad_norm: 6.1424 2021-06-05 20:18:07,589 - mmaction - INFO - Epoch [83][1220/1243] lr: 7.500e-05, eta: 5:30:58, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9437, loss_cls: 0.6633, loss: 0.6633, grad_norm: 6.3398 2021-06-05 20:18:25,752 - mmaction - INFO - Epoch [83][1240/1243] lr: 7.500e-05, eta: 5:30:39, time: 0.908, data_time: 0.001, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9419, loss_cls: 0.6552, loss: 0.6552, grad_norm: 7.4985 2021-06-05 20:20:49,098 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 20:20:49,761 - mmaction - INFO - top1_acc 0.7465 top5_acc 0.9105 2021-06-05 20:20:49,761 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 20:20:49,792 - mmaction - INFO - mean_acc 0.7464 2021-06-05 20:20:49,796 - mmaction - INFO - Saving checkpoint at 83 epochs 2021-06-05 20:20:50,952 - mmaction - INFO - Epoch(val) [83][104] top1_acc: 0.7465, top5_acc: 0.9105, mean_class_accuracy: 0.7464 2021-06-05 20:21:35,508 - mmaction - INFO - Epoch [84][20/1243] lr: 7.500e-05, eta: 5:30:22, time: 2.227, data_time: 1.308, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9464, loss_cls: 0.6475, loss: 0.6475, grad_norm: 5.8473 2021-06-05 20:21:53,738 - mmaction - INFO - Epoch [84][40/1243] lr: 7.500e-05, eta: 5:30:03, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.8247, top5_acc: 0.9352, loss_cls: 0.6836, loss: 0.6836, grad_norm: 5.9561 2021-06-05 20:22:12,061 - mmaction - INFO - Epoch [84][60/1243] lr: 7.500e-05, eta: 5:29:45, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9370, loss_cls: 0.7025, loss: 0.7025, grad_norm: 5.9253 2021-06-05 20:22:30,409 - mmaction - INFO - Epoch [84][80/1243] lr: 7.500e-05, eta: 5:29:26, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8417, top5_acc: 0.9458, loss_cls: 0.6263, loss: 0.6263, grad_norm: 5.9064 2021-06-05 20:22:48,733 - mmaction - INFO - Epoch [84][100/1243] lr: 7.500e-05, eta: 5:29:07, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8307, top5_acc: 0.9417, loss_cls: 0.6555, loss: 0.6555, grad_norm: 7.0359 2021-06-05 20:23:07,111 - mmaction - INFO - Epoch [84][120/1243] lr: 7.500e-05, eta: 5:28:48, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9427, loss_cls: 0.6584, loss: 0.6584, grad_norm: 5.8649 2021-06-05 20:23:25,445 - mmaction - INFO - Epoch [84][140/1243] lr: 7.500e-05, eta: 5:28:29, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8346, top5_acc: 0.9401, loss_cls: 0.6622, loss: 0.6622, grad_norm: 5.8010 2021-06-05 20:23:43,792 - mmaction - INFO - Epoch [84][160/1243] lr: 7.500e-05, eta: 5:28:10, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8250, top5_acc: 0.9422, loss_cls: 0.6781, loss: 0.6781, grad_norm: 6.0692 2021-06-05 20:24:02,146 - mmaction - INFO - Epoch [84][180/1243] lr: 7.500e-05, eta: 5:27:51, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9383, loss_cls: 0.6711, loss: 0.6711, grad_norm: 5.7545 2021-06-05 20:24:20,497 - mmaction - INFO - Epoch [84][200/1243] lr: 7.500e-05, eta: 5:27:32, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8292, top5_acc: 0.9406, loss_cls: 0.6795, loss: 0.6795, grad_norm: 6.2614 2021-06-05 20:24:38,858 - mmaction - INFO - Epoch [84][220/1243] lr: 7.500e-05, eta: 5:27:14, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8333, top5_acc: 0.9406, loss_cls: 0.6690, loss: 0.6690, grad_norm: 5.9073 2021-06-05 20:24:57,175 - mmaction - INFO - Epoch [84][240/1243] lr: 7.500e-05, eta: 5:26:55, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9427, loss_cls: 0.6685, loss: 0.6685, grad_norm: 6.0465 2021-06-05 20:25:15,484 - mmaction - INFO - Epoch [84][260/1243] lr: 7.500e-05, eta: 5:26:36, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9422, loss_cls: 0.6681, loss: 0.6681, grad_norm: 5.7585 2021-06-05 20:25:33,788 - mmaction - INFO - Epoch [84][280/1243] lr: 7.500e-05, eta: 5:26:17, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9383, loss_cls: 0.6799, loss: 0.6799, grad_norm: 5.9872 2021-06-05 20:25:52,176 - mmaction - INFO - Epoch [84][300/1243] lr: 7.500e-05, eta: 5:25:58, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8411, top5_acc: 0.9448, loss_cls: 0.6278, loss: 0.6278, grad_norm: 5.6489 2021-06-05 20:26:10,492 - mmaction - INFO - Epoch [84][320/1243] lr: 7.500e-05, eta: 5:25:39, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8307, top5_acc: 0.9448, loss_cls: 0.6436, loss: 0.6436, grad_norm: 5.9704 2021-06-05 20:26:28,803 - mmaction - INFO - Epoch [84][340/1243] lr: 7.500e-05, eta: 5:25:20, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8271, top5_acc: 0.9445, loss_cls: 0.6535, loss: 0.6535, grad_norm: 6.1121 2021-06-05 20:26:47,110 - mmaction - INFO - Epoch [84][360/1243] lr: 7.500e-05, eta: 5:25:02, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8237, top5_acc: 0.9365, loss_cls: 0.6899, loss: 0.6899, grad_norm: 5.9368 2021-06-05 20:27:05,478 - mmaction - INFO - Epoch [84][380/1243] lr: 7.500e-05, eta: 5:24:43, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8250, top5_acc: 0.9388, loss_cls: 0.6893, loss: 0.6893, grad_norm: 6.2551 2021-06-05 20:27:23,830 - mmaction - INFO - Epoch [84][400/1243] lr: 7.500e-05, eta: 5:24:24, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8417, top5_acc: 0.9490, loss_cls: 0.6208, loss: 0.6208, grad_norm: 5.9035 2021-06-05 20:27:42,224 - mmaction - INFO - Epoch [84][420/1243] lr: 7.500e-05, eta: 5:24:05, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8349, top5_acc: 0.9445, loss_cls: 0.6377, loss: 0.6377, grad_norm: 5.8739 2021-06-05 20:28:00,566 - mmaction - INFO - Epoch [84][440/1243] lr: 7.500e-05, eta: 5:23:46, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8297, top5_acc: 0.9451, loss_cls: 0.6631, loss: 0.6631, grad_norm: 6.0100 2021-06-05 20:28:19,008 - mmaction - INFO - Epoch [84][460/1243] lr: 7.500e-05, eta: 5:23:27, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8370, top5_acc: 0.9417, loss_cls: 0.6233, loss: 0.6233, grad_norm: 5.7465 2021-06-05 20:28:37,453 - mmaction - INFO - Epoch [84][480/1243] lr: 7.500e-05, eta: 5:23:08, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8255, top5_acc: 0.9448, loss_cls: 0.6722, loss: 0.6722, grad_norm: 6.4780 2021-06-05 20:28:55,879 - mmaction - INFO - Epoch [84][500/1243] lr: 7.500e-05, eta: 5:22:50, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9391, loss_cls: 0.6733, loss: 0.6733, grad_norm: 5.9536 2021-06-05 20:29:14,253 - mmaction - INFO - Epoch [84][520/1243] lr: 7.500e-05, eta: 5:22:31, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8297, top5_acc: 0.9427, loss_cls: 0.6563, loss: 0.6563, grad_norm: 6.0709 2021-06-05 20:29:32,586 - mmaction - INFO - Epoch [84][540/1243] lr: 7.500e-05, eta: 5:22:12, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8190, top5_acc: 0.9375, loss_cls: 0.7027, loss: 0.7027, grad_norm: 6.2949 2021-06-05 20:29:50,966 - mmaction - INFO - Epoch [84][560/1243] lr: 7.500e-05, eta: 5:21:53, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8326, top5_acc: 0.9445, loss_cls: 0.6608, loss: 0.6608, grad_norm: 6.0194 2021-06-05 20:30:09,337 - mmaction - INFO - Epoch [84][580/1243] lr: 7.500e-05, eta: 5:21:34, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8247, top5_acc: 0.9385, loss_cls: 0.6924, loss: 0.6924, grad_norm: 6.2065 2021-06-05 20:30:27,770 - mmaction - INFO - Epoch [84][600/1243] lr: 7.500e-05, eta: 5:21:15, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8333, top5_acc: 0.9404, loss_cls: 0.6721, loss: 0.6721, grad_norm: 6.2440 2021-06-05 20:30:46,173 - mmaction - INFO - Epoch [84][620/1243] lr: 7.500e-05, eta: 5:20:56, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8299, top5_acc: 0.9443, loss_cls: 0.6540, loss: 0.6540, grad_norm: 5.7450 2021-06-05 20:31:04,488 - mmaction - INFO - Epoch [84][640/1243] lr: 7.500e-05, eta: 5:20:38, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8263, top5_acc: 0.9359, loss_cls: 0.6836, loss: 0.6836, grad_norm: 6.1546 2021-06-05 20:31:22,792 - mmaction - INFO - Epoch [84][660/1243] lr: 7.500e-05, eta: 5:20:19, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8234, top5_acc: 0.9404, loss_cls: 0.6783, loss: 0.6783, grad_norm: 6.0619 2021-06-05 20:31:41,098 - mmaction - INFO - Epoch [84][680/1243] lr: 7.500e-05, eta: 5:20:00, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9419, loss_cls: 0.6556, loss: 0.6556, grad_norm: 5.6967 2021-06-05 20:31:59,430 - mmaction - INFO - Epoch [84][700/1243] lr: 7.500e-05, eta: 5:19:41, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8326, top5_acc: 0.9461, loss_cls: 0.6548, loss: 0.6548, grad_norm: 7.8847 2021-06-05 20:32:17,688 - mmaction - INFO - Epoch [84][720/1243] lr: 7.500e-05, eta: 5:19:22, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8430, top5_acc: 0.9422, loss_cls: 0.6314, loss: 0.6314, grad_norm: 5.8717 2021-06-05 20:32:35,944 - mmaction - INFO - Epoch [84][740/1243] lr: 7.500e-05, eta: 5:19:03, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9432, loss_cls: 0.6724, loss: 0.6724, grad_norm: 5.9832 2021-06-05 20:32:54,260 - mmaction - INFO - Epoch [84][760/1243] lr: 7.500e-05, eta: 5:18:44, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8466, top5_acc: 0.9492, loss_cls: 0.6019, loss: 0.6019, grad_norm: 5.6810 2021-06-05 20:33:12,636 - mmaction - INFO - Epoch [84][780/1243] lr: 7.500e-05, eta: 5:18:25, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9477, loss_cls: 0.6337, loss: 0.6337, grad_norm: 5.5496 2021-06-05 20:33:30,940 - mmaction - INFO - Epoch [84][800/1243] lr: 7.500e-05, eta: 5:18:07, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8383, top5_acc: 0.9414, loss_cls: 0.6392, loss: 0.6392, grad_norm: 5.9054 2021-06-05 20:33:49,231 - mmaction - INFO - Epoch [84][820/1243] lr: 7.500e-05, eta: 5:17:48, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8341, top5_acc: 0.9419, loss_cls: 0.6601, loss: 0.6601, grad_norm: 5.6827 2021-06-05 20:34:07,602 - mmaction - INFO - Epoch [84][840/1243] lr: 7.500e-05, eta: 5:17:29, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9443, loss_cls: 0.6759, loss: 0.6759, grad_norm: 6.0898 2021-06-05 20:34:26,027 - mmaction - INFO - Epoch [84][860/1243] lr: 7.500e-05, eta: 5:17:10, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8299, top5_acc: 0.9490, loss_cls: 0.6156, loss: 0.6156, grad_norm: 5.9102 2021-06-05 20:34:44,420 - mmaction - INFO - Epoch [84][880/1243] lr: 7.500e-05, eta: 5:16:51, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8503, top5_acc: 0.9518, loss_cls: 0.5921, loss: 0.5921, grad_norm: 5.3645 2021-06-05 20:35:02,886 - mmaction - INFO - Epoch [84][900/1243] lr: 7.500e-05, eta: 5:16:32, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8438, top5_acc: 0.9396, loss_cls: 0.6343, loss: 0.6343, grad_norm: 5.6393 2021-06-05 20:35:21,303 - mmaction - INFO - Epoch [84][920/1243] lr: 7.500e-05, eta: 5:16:13, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8294, top5_acc: 0.9362, loss_cls: 0.6629, loss: 0.6629, grad_norm: 5.7398 2021-06-05 20:35:39,728 - mmaction - INFO - Epoch [84][940/1243] lr: 7.500e-05, eta: 5:15:55, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8302, top5_acc: 0.9398, loss_cls: 0.6553, loss: 0.6553, grad_norm: 5.8929 2021-06-05 20:35:58,165 - mmaction - INFO - Epoch [84][960/1243] lr: 7.500e-05, eta: 5:15:36, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8211, top5_acc: 0.9375, loss_cls: 0.6731, loss: 0.6731, grad_norm: 6.0307 2021-06-05 20:36:16,520 - mmaction - INFO - Epoch [84][980/1243] lr: 7.500e-05, eta: 5:15:17, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8393, top5_acc: 0.9419, loss_cls: 0.6435, loss: 0.6435, grad_norm: 5.8648 2021-06-05 20:36:34,938 - mmaction - INFO - Epoch [84][1000/1243] lr: 7.500e-05, eta: 5:14:58, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8250, top5_acc: 0.9461, loss_cls: 0.6587, loss: 0.6587, grad_norm: 5.6954 2021-06-05 20:36:53,352 - mmaction - INFO - Epoch [84][1020/1243] lr: 7.500e-05, eta: 5:14:39, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9411, loss_cls: 0.6848, loss: 0.6848, grad_norm: 6.3077 2021-06-05 20:37:11,676 - mmaction - INFO - Epoch [84][1040/1243] lr: 7.500e-05, eta: 5:14:20, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8276, top5_acc: 0.9380, loss_cls: 0.7000, loss: 0.7000, grad_norm: 6.0708 2021-06-05 20:37:30,076 - mmaction - INFO - Epoch [84][1060/1243] lr: 7.500e-05, eta: 5:14:02, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8346, top5_acc: 0.9430, loss_cls: 0.6485, loss: 0.6485, grad_norm: 6.3559 2021-06-05 20:37:48,449 - mmaction - INFO - Epoch [84][1080/1243] lr: 7.500e-05, eta: 5:13:43, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8409, top5_acc: 0.9479, loss_cls: 0.6256, loss: 0.6256, grad_norm: 5.7783 2021-06-05 20:38:06,755 - mmaction - INFO - Epoch [84][1100/1243] lr: 7.500e-05, eta: 5:13:24, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8211, top5_acc: 0.9318, loss_cls: 0.7223, loss: 0.7223, grad_norm: 6.6272 2021-06-05 20:38:25,052 - mmaction - INFO - Epoch [84][1120/1243] lr: 7.500e-05, eta: 5:13:05, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9453, loss_cls: 0.6396, loss: 0.6396, grad_norm: 5.7436 2021-06-05 20:38:43,378 - mmaction - INFO - Epoch [84][1140/1243] lr: 7.500e-05, eta: 5:12:46, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8266, top5_acc: 0.9430, loss_cls: 0.6654, loss: 0.6654, grad_norm: 6.1800 2021-06-05 20:39:01,729 - mmaction - INFO - Epoch [84][1160/1243] lr: 7.500e-05, eta: 5:12:27, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8292, top5_acc: 0.9357, loss_cls: 0.6665, loss: 0.6665, grad_norm: 5.6859 2021-06-05 20:39:20,075 - mmaction - INFO - Epoch [84][1180/1243] lr: 7.500e-05, eta: 5:12:08, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9393, loss_cls: 0.6786, loss: 0.6786, grad_norm: 6.1135 2021-06-05 20:39:38,502 - mmaction - INFO - Epoch [84][1200/1243] lr: 7.500e-05, eta: 5:11:50, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8292, top5_acc: 0.9445, loss_cls: 0.6510, loss: 0.6510, grad_norm: 5.7252 2021-06-05 20:39:56,825 - mmaction - INFO - Epoch [84][1220/1243] lr: 7.500e-05, eta: 5:11:31, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8313, top5_acc: 0.9479, loss_cls: 0.6496, loss: 0.6496, grad_norm: 6.2176 2021-06-05 20:40:14,994 - mmaction - INFO - Epoch [84][1240/1243] lr: 7.500e-05, eta: 5:11:12, time: 0.909, data_time: 0.001, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9336, loss_cls: 0.6833, loss: 0.6833, grad_norm: 6.0062 2021-06-05 20:42:37,738 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 20:42:38,373 - mmaction - INFO - top1_acc 0.7474 top5_acc 0.9111 2021-06-05 20:42:38,373 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 20:42:38,397 - mmaction - INFO - mean_acc 0.7473 2021-06-05 20:42:38,402 - mmaction - INFO - Saving checkpoint at 84 epochs 2021-06-05 20:42:39,673 - mmaction - INFO - Epoch(val) [84][104] top1_acc: 0.7474, top5_acc: 0.9111, mean_class_accuracy: 0.7473 2021-06-05 20:43:25,140 - mmaction - INFO - Epoch [85][20/1243] lr: 7.500e-05, eta: 5:10:55, time: 2.272, data_time: 1.362, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9396, loss_cls: 0.6654, loss: 0.6654, grad_norm: 6.1858 2021-06-05 20:43:43,342 - mmaction - INFO - Epoch [85][40/1243] lr: 7.500e-05, eta: 5:10:36, time: 0.910, data_time: 0.001, memory: 18352, top1_acc: 0.8271, top5_acc: 0.9419, loss_cls: 0.6673, loss: 0.6673, grad_norm: 6.2769 2021-06-05 20:44:01,663 - mmaction - INFO - Epoch [85][60/1243] lr: 7.500e-05, eta: 5:10:17, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8263, top5_acc: 0.9365, loss_cls: 0.6724, loss: 0.6724, grad_norm: 5.9925 2021-06-05 20:44:19,890 - mmaction - INFO - Epoch [85][80/1243] lr: 7.500e-05, eta: 5:09:58, time: 0.912, data_time: 0.001, memory: 18352, top1_acc: 0.8435, top5_acc: 0.9458, loss_cls: 0.5984, loss: 0.5984, grad_norm: 5.7444 2021-06-05 20:44:38,168 - mmaction - INFO - Epoch [85][100/1243] lr: 7.500e-05, eta: 5:09:39, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9404, loss_cls: 0.6732, loss: 0.6732, grad_norm: 6.4170 2021-06-05 20:44:56,441 - mmaction - INFO - Epoch [85][120/1243] lr: 7.500e-05, eta: 5:09:20, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9443, loss_cls: 0.6694, loss: 0.6694, grad_norm: 6.1529 2021-06-05 20:45:14,736 - mmaction - INFO - Epoch [85][140/1243] lr: 7.500e-05, eta: 5:09:01, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8354, top5_acc: 0.9419, loss_cls: 0.6404, loss: 0.6404, grad_norm: 6.0342 2021-06-05 20:45:33,073 - mmaction - INFO - Epoch [85][160/1243] lr: 7.500e-05, eta: 5:08:43, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8266, top5_acc: 0.9388, loss_cls: 0.6790, loss: 0.6790, grad_norm: 5.9439 2021-06-05 20:45:51,432 - mmaction - INFO - Epoch [85][180/1243] lr: 7.500e-05, eta: 5:08:24, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8328, top5_acc: 0.9456, loss_cls: 0.6295, loss: 0.6295, grad_norm: 5.9070 2021-06-05 20:46:09,765 - mmaction - INFO - Epoch [85][200/1243] lr: 7.500e-05, eta: 5:08:05, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8401, top5_acc: 0.9464, loss_cls: 0.6534, loss: 0.6534, grad_norm: 6.2045 2021-06-05 20:46:28,131 - mmaction - INFO - Epoch [85][220/1243] lr: 7.500e-05, eta: 5:07:46, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8227, top5_acc: 0.9482, loss_cls: 0.6475, loss: 0.6475, grad_norm: 7.2416 2021-06-05 20:46:46,450 - mmaction - INFO - Epoch [85][240/1243] lr: 7.500e-05, eta: 5:07:27, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8331, top5_acc: 0.9411, loss_cls: 0.6559, loss: 0.6559, grad_norm: 6.0366 2021-06-05 20:47:04,812 - mmaction - INFO - Epoch [85][260/1243] lr: 7.500e-05, eta: 5:07:08, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8359, top5_acc: 0.9451, loss_cls: 0.6325, loss: 0.6325, grad_norm: 5.9856 2021-06-05 20:47:23,155 - mmaction - INFO - Epoch [85][280/1243] lr: 7.500e-05, eta: 5:06:49, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8305, top5_acc: 0.9404, loss_cls: 0.6798, loss: 0.6798, grad_norm: 5.6867 2021-06-05 20:47:41,497 - mmaction - INFO - Epoch [85][300/1243] lr: 7.500e-05, eta: 5:06:31, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8299, top5_acc: 0.9411, loss_cls: 0.6620, loss: 0.6620, grad_norm: 5.8153 2021-06-05 20:47:59,866 - mmaction - INFO - Epoch [85][320/1243] lr: 7.500e-05, eta: 5:06:12, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8393, top5_acc: 0.9427, loss_cls: 0.6413, loss: 0.6413, grad_norm: 6.3803 2021-06-05 20:48:18,234 - mmaction - INFO - Epoch [85][340/1243] lr: 7.500e-05, eta: 5:05:53, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8242, top5_acc: 0.9451, loss_cls: 0.6676, loss: 0.6676, grad_norm: 6.1470 2021-06-05 20:48:36,646 - mmaction - INFO - Epoch [85][360/1243] lr: 7.500e-05, eta: 5:05:34, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8305, top5_acc: 0.9365, loss_cls: 0.6823, loss: 0.6823, grad_norm: 6.4170 2021-06-05 20:48:54,999 - mmaction - INFO - Epoch [85][380/1243] lr: 7.500e-05, eta: 5:05:15, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8193, top5_acc: 0.9354, loss_cls: 0.6833, loss: 0.6833, grad_norm: 6.0234 2021-06-05 20:49:13,399 - mmaction - INFO - Epoch [85][400/1243] lr: 7.500e-05, eta: 5:04:56, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9474, loss_cls: 0.6416, loss: 0.6416, grad_norm: 5.7639 2021-06-05 20:49:31,815 - mmaction - INFO - Epoch [85][420/1243] lr: 7.500e-05, eta: 5:04:37, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8341, top5_acc: 0.9458, loss_cls: 0.6418, loss: 0.6418, grad_norm: 5.9499 2021-06-05 20:49:50,178 - mmaction - INFO - Epoch [85][440/1243] lr: 7.500e-05, eta: 5:04:19, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8187, top5_acc: 0.9435, loss_cls: 0.6736, loss: 0.6736, grad_norm: 5.9129 2021-06-05 20:50:08,504 - mmaction - INFO - Epoch [85][460/1243] lr: 7.500e-05, eta: 5:04:00, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8388, top5_acc: 0.9495, loss_cls: 0.6310, loss: 0.6310, grad_norm: 5.7247 2021-06-05 20:50:26,831 - mmaction - INFO - Epoch [85][480/1243] lr: 7.500e-05, eta: 5:03:41, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8247, top5_acc: 0.9357, loss_cls: 0.6834, loss: 0.6834, grad_norm: 5.9950 2021-06-05 20:50:45,270 - mmaction - INFO - Epoch [85][500/1243] lr: 7.500e-05, eta: 5:03:22, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8375, top5_acc: 0.9445, loss_cls: 0.6437, loss: 0.6437, grad_norm: 6.0016 2021-06-05 20:51:03,685 - mmaction - INFO - Epoch [85][520/1243] lr: 7.500e-05, eta: 5:03:03, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8339, top5_acc: 0.9482, loss_cls: 0.6432, loss: 0.6432, grad_norm: 5.8425 2021-06-05 20:51:21,972 - mmaction - INFO - Epoch [85][540/1243] lr: 7.500e-05, eta: 5:02:44, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8229, top5_acc: 0.9372, loss_cls: 0.6860, loss: 0.6860, grad_norm: 5.9313 2021-06-05 20:51:40,278 - mmaction - INFO - Epoch [85][560/1243] lr: 7.500e-05, eta: 5:02:26, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9432, loss_cls: 0.6821, loss: 0.6821, grad_norm: 6.1431 2021-06-05 20:51:58,697 - mmaction - INFO - Epoch [85][580/1243] lr: 7.500e-05, eta: 5:02:07, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9437, loss_cls: 0.6367, loss: 0.6367, grad_norm: 5.6936 2021-06-05 20:52:17,063 - mmaction - INFO - Epoch [85][600/1243] lr: 7.500e-05, eta: 5:01:48, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9362, loss_cls: 0.6826, loss: 0.6826, grad_norm: 6.0793 2021-06-05 20:52:35,415 - mmaction - INFO - Epoch [85][620/1243] lr: 7.500e-05, eta: 5:01:29, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8273, top5_acc: 0.9469, loss_cls: 0.6533, loss: 0.6533, grad_norm: 8.0270 2021-06-05 20:52:53,844 - mmaction - INFO - Epoch [85][640/1243] lr: 7.500e-05, eta: 5:01:10, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8341, top5_acc: 0.9396, loss_cls: 0.6480, loss: 0.6480, grad_norm: 8.7312 2021-06-05 20:53:12,204 - mmaction - INFO - Epoch [85][660/1243] lr: 7.500e-05, eta: 5:00:51, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9365, loss_cls: 0.6885, loss: 0.6885, grad_norm: 6.0853 2021-06-05 20:53:30,545 - mmaction - INFO - Epoch [85][680/1243] lr: 7.500e-05, eta: 5:00:32, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9367, loss_cls: 0.6841, loss: 0.6841, grad_norm: 6.1848 2021-06-05 20:53:48,885 - mmaction - INFO - Epoch [85][700/1243] lr: 7.500e-05, eta: 5:00:14, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8339, top5_acc: 0.9401, loss_cls: 0.6651, loss: 0.6651, grad_norm: 6.0419 2021-06-05 20:54:07,244 - mmaction - INFO - Epoch [85][720/1243] lr: 7.500e-05, eta: 4:59:55, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8375, top5_acc: 0.9401, loss_cls: 0.6674, loss: 0.6674, grad_norm: 6.1258 2021-06-05 20:54:25,677 - mmaction - INFO - Epoch [85][740/1243] lr: 7.500e-05, eta: 4:59:36, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.8411, top5_acc: 0.9469, loss_cls: 0.6223, loss: 0.6223, grad_norm: 5.9671 2021-06-05 20:54:44,004 - mmaction - INFO - Epoch [85][760/1243] lr: 7.500e-05, eta: 4:59:17, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9372, loss_cls: 0.6476, loss: 0.6476, grad_norm: 5.8497 2021-06-05 20:55:02,381 - mmaction - INFO - Epoch [85][780/1243] lr: 7.500e-05, eta: 4:58:58, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8234, top5_acc: 0.9479, loss_cls: 0.6670, loss: 0.6670, grad_norm: 6.0141 2021-06-05 20:55:20,779 - mmaction - INFO - Epoch [85][800/1243] lr: 7.500e-05, eta: 4:58:39, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9443, loss_cls: 0.6513, loss: 0.6513, grad_norm: 6.4168 2021-06-05 20:55:39,086 - mmaction - INFO - Epoch [85][820/1243] lr: 7.500e-05, eta: 4:58:20, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8349, top5_acc: 0.9359, loss_cls: 0.6771, loss: 0.6771, grad_norm: 5.6789 2021-06-05 20:55:57,445 - mmaction - INFO - Epoch [85][840/1243] lr: 7.500e-05, eta: 4:58:02, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8474, top5_acc: 0.9503, loss_cls: 0.6134, loss: 0.6134, grad_norm: 5.8038 2021-06-05 20:56:15,776 - mmaction - INFO - Epoch [85][860/1243] lr: 7.500e-05, eta: 4:57:43, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9414, loss_cls: 0.6566, loss: 0.6566, grad_norm: 5.7907 2021-06-05 20:56:34,082 - mmaction - INFO - Epoch [85][880/1243] lr: 7.500e-05, eta: 4:57:24, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8365, top5_acc: 0.9503, loss_cls: 0.6296, loss: 0.6296, grad_norm: 6.2986 2021-06-05 20:56:52,491 - mmaction - INFO - Epoch [85][900/1243] lr: 7.500e-05, eta: 4:57:05, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8375, top5_acc: 0.9461, loss_cls: 0.6523, loss: 0.6523, grad_norm: 5.8429 2021-06-05 20:57:10,891 - mmaction - INFO - Epoch [85][920/1243] lr: 7.500e-05, eta: 4:56:46, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8305, top5_acc: 0.9391, loss_cls: 0.6705, loss: 0.6705, grad_norm: 6.1212 2021-06-05 20:57:29,347 - mmaction - INFO - Epoch [85][940/1243] lr: 7.500e-05, eta: 4:56:27, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8383, top5_acc: 0.9427, loss_cls: 0.6662, loss: 0.6662, grad_norm: 5.8026 2021-06-05 20:57:47,739 - mmaction - INFO - Epoch [85][960/1243] lr: 7.500e-05, eta: 4:56:09, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8258, top5_acc: 0.9440, loss_cls: 0.6650, loss: 0.6650, grad_norm: 6.0620 2021-06-05 20:58:06,168 - mmaction - INFO - Epoch [85][980/1243] lr: 7.500e-05, eta: 4:55:50, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8161, top5_acc: 0.9388, loss_cls: 0.6956, loss: 0.6956, grad_norm: 6.2549 2021-06-05 20:58:24,614 - mmaction - INFO - Epoch [85][1000/1243] lr: 7.500e-05, eta: 4:55:31, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9417, loss_cls: 0.6682, loss: 0.6682, grad_norm: 6.2590 2021-06-05 20:58:43,024 - mmaction - INFO - Epoch [85][1020/1243] lr: 7.500e-05, eta: 4:55:12, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9419, loss_cls: 0.6652, loss: 0.6652, grad_norm: 5.9586 2021-06-05 20:59:01,426 - mmaction - INFO - Epoch [85][1040/1243] lr: 7.500e-05, eta: 4:54:53, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8333, top5_acc: 0.9427, loss_cls: 0.6652, loss: 0.6652, grad_norm: 6.1020 2021-06-05 20:59:19,802 - mmaction - INFO - Epoch [85][1060/1243] lr: 7.500e-05, eta: 4:54:34, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8143, top5_acc: 0.9401, loss_cls: 0.6894, loss: 0.6894, grad_norm: 6.2938 2021-06-05 20:59:38,192 - mmaction - INFO - Epoch [85][1080/1243] lr: 7.500e-05, eta: 4:54:15, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9380, loss_cls: 0.6849, loss: 0.6849, grad_norm: 5.8224 2021-06-05 20:59:56,571 - mmaction - INFO - Epoch [85][1100/1243] lr: 7.500e-05, eta: 4:53:57, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8292, top5_acc: 0.9451, loss_cls: 0.6535, loss: 0.6535, grad_norm: 6.4167 2021-06-05 21:00:14,953 - mmaction - INFO - Epoch [85][1120/1243] lr: 7.500e-05, eta: 4:53:38, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9419, loss_cls: 0.6715, loss: 0.6715, grad_norm: 6.2706 2021-06-05 21:00:33,280 - mmaction - INFO - Epoch [85][1140/1243] lr: 7.500e-05, eta: 4:53:19, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9453, loss_cls: 0.6546, loss: 0.6546, grad_norm: 5.7494 2021-06-05 21:00:51,640 - mmaction - INFO - Epoch [85][1160/1243] lr: 7.500e-05, eta: 4:53:00, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8305, top5_acc: 0.9437, loss_cls: 0.6589, loss: 0.6589, grad_norm: 5.7052 2021-06-05 21:01:10,027 - mmaction - INFO - Epoch [85][1180/1243] lr: 7.500e-05, eta: 4:52:41, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9409, loss_cls: 0.6646, loss: 0.6646, grad_norm: 5.7541 2021-06-05 21:01:28,408 - mmaction - INFO - Epoch [85][1200/1243] lr: 7.500e-05, eta: 4:52:22, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9417, loss_cls: 0.6626, loss: 0.6626, grad_norm: 6.1075 2021-06-05 21:01:46,832 - mmaction - INFO - Epoch [85][1220/1243] lr: 7.500e-05, eta: 4:52:04, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9430, loss_cls: 0.6433, loss: 0.6433, grad_norm: 5.9209 2021-06-05 21:02:05,017 - mmaction - INFO - Epoch [85][1240/1243] lr: 7.500e-05, eta: 4:51:45, time: 0.909, data_time: 0.001, memory: 18352, top1_acc: 0.8352, top5_acc: 0.9458, loss_cls: 0.6288, loss: 0.6288, grad_norm: 5.8903 2021-06-05 21:04:28,490 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 21:04:29,125 - mmaction - INFO - top1_acc 0.7472 top5_acc 0.9102 2021-06-05 21:04:29,126 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 21:04:29,149 - mmaction - INFO - mean_acc 0.7471 2021-06-05 21:04:29,153 - mmaction - INFO - Saving checkpoint at 85 epochs 2021-06-05 21:04:30,306 - mmaction - INFO - Epoch(val) [85][104] top1_acc: 0.7472, top5_acc: 0.9102, mean_class_accuracy: 0.7471 2021-06-05 21:05:14,720 - mmaction - INFO - Epoch [86][20/1243] lr: 7.500e-05, eta: 4:51:27, time: 2.220, data_time: 1.298, memory: 18352, top1_acc: 0.8289, top5_acc: 0.9427, loss_cls: 0.6879, loss: 0.6879, grad_norm: 6.5470 2021-06-05 21:05:32,998 - mmaction - INFO - Epoch [86][40/1243] lr: 7.500e-05, eta: 4:51:08, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8294, top5_acc: 0.9385, loss_cls: 0.6886, loss: 0.6886, grad_norm: 6.6145 2021-06-05 21:05:51,355 - mmaction - INFO - Epoch [86][60/1243] lr: 7.500e-05, eta: 4:50:49, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9388, loss_cls: 0.6757, loss: 0.6757, grad_norm: 6.1493 2021-06-05 21:06:09,694 - mmaction - INFO - Epoch [86][80/1243] lr: 7.500e-05, eta: 4:50:31, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8326, top5_acc: 0.9456, loss_cls: 0.6527, loss: 0.6527, grad_norm: 5.8583 2021-06-05 21:06:27,978 - mmaction - INFO - Epoch [86][100/1243] lr: 7.500e-05, eta: 4:50:12, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8245, top5_acc: 0.9357, loss_cls: 0.7119, loss: 0.7119, grad_norm: 6.1150 2021-06-05 21:06:46,278 - mmaction - INFO - Epoch [86][120/1243] lr: 7.500e-05, eta: 4:49:53, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8328, top5_acc: 0.9419, loss_cls: 0.6541, loss: 0.6541, grad_norm: 5.8114 2021-06-05 21:07:04,636 - mmaction - INFO - Epoch [86][140/1243] lr: 7.500e-05, eta: 4:49:34, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8326, top5_acc: 0.9414, loss_cls: 0.6450, loss: 0.6450, grad_norm: 5.9641 2021-06-05 21:07:22,959 - mmaction - INFO - Epoch [86][160/1243] lr: 7.500e-05, eta: 4:49:15, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.8482, top5_acc: 0.9448, loss_cls: 0.6231, loss: 0.6231, grad_norm: 5.6377 2021-06-05 21:07:41,311 - mmaction - INFO - Epoch [86][180/1243] lr: 7.500e-05, eta: 4:48:56, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9445, loss_cls: 0.6384, loss: 0.6384, grad_norm: 6.0651 2021-06-05 21:07:59,594 - mmaction - INFO - Epoch [86][200/1243] lr: 7.500e-05, eta: 4:48:37, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9453, loss_cls: 0.6445, loss: 0.6445, grad_norm: 5.8920 2021-06-05 21:08:17,959 - mmaction - INFO - Epoch [86][220/1243] lr: 7.500e-05, eta: 4:48:19, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8307, top5_acc: 0.9357, loss_cls: 0.6673, loss: 0.6673, grad_norm: 5.7368 2021-06-05 21:08:36,425 - mmaction - INFO - Epoch [86][240/1243] lr: 7.500e-05, eta: 4:48:00, time: 0.925, data_time: 0.002, memory: 18352, top1_acc: 0.8346, top5_acc: 0.9453, loss_cls: 0.6492, loss: 0.6492, grad_norm: 6.1128 2021-06-05 21:08:54,781 - mmaction - INFO - Epoch [86][260/1243] lr: 7.500e-05, eta: 4:47:41, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8339, top5_acc: 0.9398, loss_cls: 0.6603, loss: 0.6603, grad_norm: 6.4621 2021-06-05 21:09:13,189 - mmaction - INFO - Epoch [86][280/1243] lr: 7.500e-05, eta: 4:47:22, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8292, top5_acc: 0.9411, loss_cls: 0.6834, loss: 0.6834, grad_norm: 6.3914 2021-06-05 21:09:31,542 - mmaction - INFO - Epoch [86][300/1243] lr: 7.500e-05, eta: 4:47:03, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9380, loss_cls: 0.6836, loss: 0.6836, grad_norm: 5.8270 2021-06-05 21:09:49,929 - mmaction - INFO - Epoch [86][320/1243] lr: 7.500e-05, eta: 4:46:44, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9458, loss_cls: 0.6698, loss: 0.6698, grad_norm: 6.8685 2021-06-05 21:10:08,305 - mmaction - INFO - Epoch [86][340/1243] lr: 7.500e-05, eta: 4:46:25, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8297, top5_acc: 0.9432, loss_cls: 0.6553, loss: 0.6553, grad_norm: 5.8459 2021-06-05 21:10:26,685 - mmaction - INFO - Epoch [86][360/1243] lr: 7.500e-05, eta: 4:46:07, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8326, top5_acc: 0.9464, loss_cls: 0.6407, loss: 0.6407, grad_norm: 6.1864 2021-06-05 21:10:45,011 - mmaction - INFO - Epoch [86][380/1243] lr: 7.500e-05, eta: 4:45:48, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8339, top5_acc: 0.9466, loss_cls: 0.6430, loss: 0.6430, grad_norm: 5.7982 2021-06-05 21:11:03,394 - mmaction - INFO - Epoch [86][400/1243] lr: 7.500e-05, eta: 4:45:29, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9448, loss_cls: 0.6482, loss: 0.6482, grad_norm: 7.0948 2021-06-05 21:11:21,761 - mmaction - INFO - Epoch [86][420/1243] lr: 7.500e-05, eta: 4:45:10, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8354, top5_acc: 0.9497, loss_cls: 0.6237, loss: 0.6237, grad_norm: 6.8918 2021-06-05 21:11:40,074 - mmaction - INFO - Epoch [86][440/1243] lr: 7.500e-05, eta: 4:44:51, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8365, top5_acc: 0.9437, loss_cls: 0.6354, loss: 0.6354, grad_norm: 5.8464 2021-06-05 21:11:58,494 - mmaction - INFO - Epoch [86][460/1243] lr: 7.500e-05, eta: 4:44:32, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8195, top5_acc: 0.9383, loss_cls: 0.7026, loss: 0.7026, grad_norm: 6.0281 2021-06-05 21:12:16,858 - mmaction - INFO - Epoch [86][480/1243] lr: 7.500e-05, eta: 4:44:14, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8253, top5_acc: 0.9401, loss_cls: 0.6684, loss: 0.6684, grad_norm: 5.7353 2021-06-05 21:12:35,327 - mmaction - INFO - Epoch [86][500/1243] lr: 7.500e-05, eta: 4:43:55, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9414, loss_cls: 0.6554, loss: 0.6554, grad_norm: 6.2095 2021-06-05 21:12:53,743 - mmaction - INFO - Epoch [86][520/1243] lr: 7.500e-05, eta: 4:43:36, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8302, top5_acc: 0.9375, loss_cls: 0.6712, loss: 0.6712, grad_norm: 5.7214 2021-06-05 21:13:12,000 - mmaction - INFO - Epoch [86][540/1243] lr: 7.500e-05, eta: 4:43:17, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8276, top5_acc: 0.9414, loss_cls: 0.6703, loss: 0.6703, grad_norm: 5.8448 2021-06-05 21:13:30,365 - mmaction - INFO - Epoch [86][560/1243] lr: 7.500e-05, eta: 4:42:58, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8354, top5_acc: 0.9417, loss_cls: 0.6664, loss: 0.6664, grad_norm: 5.9211 2021-06-05 21:13:48,793 - mmaction - INFO - Epoch [86][580/1243] lr: 7.500e-05, eta: 4:42:39, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9362, loss_cls: 0.6765, loss: 0.6765, grad_norm: 5.9727 2021-06-05 21:14:07,216 - mmaction - INFO - Epoch [86][600/1243] lr: 7.500e-05, eta: 4:42:20, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8310, top5_acc: 0.9378, loss_cls: 0.6702, loss: 0.6702, grad_norm: 5.7992 2021-06-05 21:14:25,582 - mmaction - INFO - Epoch [86][620/1243] lr: 7.500e-05, eta: 4:42:02, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8378, top5_acc: 0.9443, loss_cls: 0.6230, loss: 0.6230, grad_norm: 6.9845 2021-06-05 21:14:43,991 - mmaction - INFO - Epoch [86][640/1243] lr: 7.500e-05, eta: 4:41:43, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8354, top5_acc: 0.9432, loss_cls: 0.6509, loss: 0.6509, grad_norm: 5.8131 2021-06-05 21:15:02,409 - mmaction - INFO - Epoch [86][660/1243] lr: 7.500e-05, eta: 4:41:24, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9396, loss_cls: 0.6822, loss: 0.6822, grad_norm: 6.0016 2021-06-05 21:15:20,706 - mmaction - INFO - Epoch [86][680/1243] lr: 7.500e-05, eta: 4:41:05, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8352, top5_acc: 0.9451, loss_cls: 0.6357, loss: 0.6357, grad_norm: 6.0437 2021-06-05 21:15:39,099 - mmaction - INFO - Epoch [86][700/1243] lr: 7.500e-05, eta: 4:40:46, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9430, loss_cls: 0.6638, loss: 0.6638, grad_norm: 6.4341 2021-06-05 21:15:57,463 - mmaction - INFO - Epoch [86][720/1243] lr: 7.500e-05, eta: 4:40:27, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8372, top5_acc: 0.9500, loss_cls: 0.6159, loss: 0.6159, grad_norm: 6.3722 2021-06-05 21:16:15,880 - mmaction - INFO - Epoch [86][740/1243] lr: 7.500e-05, eta: 4:40:09, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9388, loss_cls: 0.6801, loss: 0.6801, grad_norm: 6.7398 2021-06-05 21:16:34,223 - mmaction - INFO - Epoch [86][760/1243] lr: 7.500e-05, eta: 4:39:50, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8302, top5_acc: 0.9437, loss_cls: 0.6487, loss: 0.6487, grad_norm: 5.7942 2021-06-05 21:16:52,585 - mmaction - INFO - Epoch [86][780/1243] lr: 7.500e-05, eta: 4:39:31, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8253, top5_acc: 0.9456, loss_cls: 0.6629, loss: 0.6629, grad_norm: 7.9244 2021-06-05 21:17:10,954 - mmaction - INFO - Epoch [86][800/1243] lr: 7.500e-05, eta: 4:39:12, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8414, top5_acc: 0.9411, loss_cls: 0.6423, loss: 0.6423, grad_norm: 5.6998 2021-06-05 21:17:29,316 - mmaction - INFO - Epoch [86][820/1243] lr: 7.500e-05, eta: 4:38:53, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8357, top5_acc: 0.9401, loss_cls: 0.6301, loss: 0.6301, grad_norm: 6.2327 2021-06-05 21:17:47,668 - mmaction - INFO - Epoch [86][840/1243] lr: 7.500e-05, eta: 4:38:34, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9424, loss_cls: 0.6498, loss: 0.6498, grad_norm: 6.0414 2021-06-05 21:18:06,071 - mmaction - INFO - Epoch [86][860/1243] lr: 7.500e-05, eta: 4:38:16, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8372, top5_acc: 0.9474, loss_cls: 0.6291, loss: 0.6291, grad_norm: 5.7331 2021-06-05 21:18:24,441 - mmaction - INFO - Epoch [86][880/1243] lr: 7.500e-05, eta: 4:37:57, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8393, top5_acc: 0.9419, loss_cls: 0.6372, loss: 0.6372, grad_norm: 5.5332 2021-06-05 21:18:42,782 - mmaction - INFO - Epoch [86][900/1243] lr: 7.500e-05, eta: 4:37:38, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8326, top5_acc: 0.9406, loss_cls: 0.6572, loss: 0.6572, grad_norm: 6.1055 2021-06-05 21:19:01,189 - mmaction - INFO - Epoch [86][920/1243] lr: 7.500e-05, eta: 4:37:19, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8391, top5_acc: 0.9464, loss_cls: 0.6345, loss: 0.6345, grad_norm: 5.8395 2021-06-05 21:19:19,585 - mmaction - INFO - Epoch [86][940/1243] lr: 7.500e-05, eta: 4:37:00, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9451, loss_cls: 0.6570, loss: 0.6570, grad_norm: 6.0069 2021-06-05 21:19:38,058 - mmaction - INFO - Epoch [86][960/1243] lr: 7.500e-05, eta: 4:36:41, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8250, top5_acc: 0.9445, loss_cls: 0.6637, loss: 0.6637, grad_norm: 8.3400 2021-06-05 21:19:56,384 - mmaction - INFO - Epoch [86][980/1243] lr: 7.500e-05, eta: 4:36:22, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8333, top5_acc: 0.9477, loss_cls: 0.6592, loss: 0.6592, grad_norm: 5.7422 2021-06-05 21:20:14,796 - mmaction - INFO - Epoch [86][1000/1243] lr: 7.500e-05, eta: 4:36:04, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9477, loss_cls: 0.6474, loss: 0.6474, grad_norm: 6.0294 2021-06-05 21:20:33,161 - mmaction - INFO - Epoch [86][1020/1243] lr: 7.500e-05, eta: 4:35:45, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8273, top5_acc: 0.9445, loss_cls: 0.6533, loss: 0.6533, grad_norm: 6.4742 2021-06-05 21:20:51,541 - mmaction - INFO - Epoch [86][1040/1243] lr: 7.500e-05, eta: 4:35:26, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9411, loss_cls: 0.6632, loss: 0.6632, grad_norm: 6.1277 2021-06-05 21:21:09,896 - mmaction - INFO - Epoch [86][1060/1243] lr: 7.500e-05, eta: 4:35:07, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8333, top5_acc: 0.9474, loss_cls: 0.6418, loss: 0.6418, grad_norm: 5.9968 2021-06-05 21:21:28,283 - mmaction - INFO - Epoch [86][1080/1243] lr: 7.500e-05, eta: 4:34:48, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8302, top5_acc: 0.9422, loss_cls: 0.6671, loss: 0.6671, grad_norm: 7.6829 2021-06-05 21:21:46,621 - mmaction - INFO - Epoch [86][1100/1243] lr: 7.500e-05, eta: 4:34:29, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8253, top5_acc: 0.9427, loss_cls: 0.6667, loss: 0.6667, grad_norm: 6.0256 2021-06-05 21:22:05,008 - mmaction - INFO - Epoch [86][1120/1243] lr: 7.500e-05, eta: 4:34:11, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8440, top5_acc: 0.9466, loss_cls: 0.6122, loss: 0.6122, grad_norm: 5.6581 2021-06-05 21:22:23,407 - mmaction - INFO - Epoch [86][1140/1243] lr: 7.500e-05, eta: 4:33:52, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8253, top5_acc: 0.9461, loss_cls: 0.6597, loss: 0.6597, grad_norm: 6.0883 2021-06-05 21:22:41,710 - mmaction - INFO - Epoch [86][1160/1243] lr: 7.500e-05, eta: 4:33:33, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9398, loss_cls: 0.6631, loss: 0.6631, grad_norm: 5.7492 2021-06-05 21:23:00,002 - mmaction - INFO - Epoch [86][1180/1243] lr: 7.500e-05, eta: 4:33:14, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8326, top5_acc: 0.9443, loss_cls: 0.6627, loss: 0.6627, grad_norm: 6.1431 2021-06-05 21:23:18,386 - mmaction - INFO - Epoch [86][1200/1243] lr: 7.500e-05, eta: 4:32:55, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8357, top5_acc: 0.9383, loss_cls: 0.6681, loss: 0.6681, grad_norm: 6.4395 2021-06-05 21:23:36,739 - mmaction - INFO - Epoch [86][1220/1243] lr: 7.500e-05, eta: 4:32:36, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8367, top5_acc: 0.9458, loss_cls: 0.6575, loss: 0.6575, grad_norm: 6.2066 2021-06-05 21:23:54,894 - mmaction - INFO - Epoch [86][1240/1243] lr: 7.500e-05, eta: 4:32:17, time: 0.908, data_time: 0.001, memory: 18352, top1_acc: 0.8393, top5_acc: 0.9422, loss_cls: 0.6426, loss: 0.6426, grad_norm: 7.4101 2021-06-05 21:26:17,619 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 21:26:18,275 - mmaction - INFO - top1_acc 0.7486 top5_acc 0.9104 2021-06-05 21:26:18,276 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 21:26:18,309 - mmaction - INFO - mean_acc 0.7485 2021-06-05 21:26:19,540 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_86.pth. 2021-06-05 21:26:19,541 - mmaction - INFO - Best top1_acc is 0.7486 at 86 epoch. 2021-06-05 21:26:19,548 - mmaction - INFO - Saving checkpoint at 86 epochs 2021-06-05 21:26:20,639 - mmaction - INFO - Epoch(val) [86][104] top1_acc: 0.7486, top5_acc: 0.9104, mean_class_accuracy: 0.7485 2021-06-05 21:27:06,260 - mmaction - INFO - Epoch [87][20/1243] lr: 7.500e-05, eta: 4:32:00, time: 2.280, data_time: 1.368, memory: 18352, top1_acc: 0.8294, top5_acc: 0.9385, loss_cls: 0.6750, loss: 0.6750, grad_norm: 5.8435 2021-06-05 21:27:24,614 - mmaction - INFO - Epoch [87][40/1243] lr: 7.500e-05, eta: 4:31:41, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9458, loss_cls: 0.6382, loss: 0.6382, grad_norm: 5.8104 2021-06-05 21:27:42,938 - mmaction - INFO - Epoch [87][60/1243] lr: 7.500e-05, eta: 4:31:22, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8359, top5_acc: 0.9482, loss_cls: 0.6280, loss: 0.6280, grad_norm: 6.7819 2021-06-05 21:28:01,239 - mmaction - INFO - Epoch [87][80/1243] lr: 7.500e-05, eta: 4:31:03, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9417, loss_cls: 0.6651, loss: 0.6651, grad_norm: 6.8844 2021-06-05 21:28:19,663 - mmaction - INFO - Epoch [87][100/1243] lr: 7.500e-05, eta: 4:30:44, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8331, top5_acc: 0.9414, loss_cls: 0.6543, loss: 0.6543, grad_norm: 6.2048 2021-06-05 21:28:38,055 - mmaction - INFO - Epoch [87][120/1243] lr: 7.500e-05, eta: 4:30:26, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8440, top5_acc: 0.9469, loss_cls: 0.6288, loss: 0.6288, grad_norm: 5.8539 2021-06-05 21:28:56,384 - mmaction - INFO - Epoch [87][140/1243] lr: 7.500e-05, eta: 4:30:07, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8247, top5_acc: 0.9349, loss_cls: 0.6847, loss: 0.6847, grad_norm: 5.9316 2021-06-05 21:29:14,781 - mmaction - INFO - Epoch [87][160/1243] lr: 7.500e-05, eta: 4:29:48, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8289, top5_acc: 0.9427, loss_cls: 0.6653, loss: 0.6653, grad_norm: 6.1204 2021-06-05 21:29:33,058 - mmaction - INFO - Epoch [87][180/1243] lr: 7.500e-05, eta: 4:29:29, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8271, top5_acc: 0.9409, loss_cls: 0.6695, loss: 0.6695, grad_norm: 6.3673 2021-06-05 21:29:51,443 - mmaction - INFO - Epoch [87][200/1243] lr: 7.500e-05, eta: 4:29:10, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8326, top5_acc: 0.9385, loss_cls: 0.6724, loss: 0.6724, grad_norm: 6.5383 2021-06-05 21:30:09,848 - mmaction - INFO - Epoch [87][220/1243] lr: 7.500e-05, eta: 4:28:51, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9440, loss_cls: 0.6461, loss: 0.6461, grad_norm: 6.0122 2021-06-05 21:30:28,221 - mmaction - INFO - Epoch [87][240/1243] lr: 7.500e-05, eta: 4:28:33, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8185, top5_acc: 0.9357, loss_cls: 0.7043, loss: 0.7043, grad_norm: 5.9587 2021-06-05 21:30:46,545 - mmaction - INFO - Epoch [87][260/1243] lr: 7.500e-05, eta: 4:28:14, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8299, top5_acc: 0.9422, loss_cls: 0.6635, loss: 0.6635, grad_norm: 5.8098 2021-06-05 21:31:04,900 - mmaction - INFO - Epoch [87][280/1243] lr: 7.500e-05, eta: 4:27:55, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8396, top5_acc: 0.9477, loss_cls: 0.6153, loss: 0.6153, grad_norm: 6.1264 2021-06-05 21:31:23,257 - mmaction - INFO - Epoch [87][300/1243] lr: 7.500e-05, eta: 4:27:36, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8310, top5_acc: 0.9487, loss_cls: 0.6465, loss: 0.6465, grad_norm: 6.2060 2021-06-05 21:31:41,557 - mmaction - INFO - Epoch [87][320/1243] lr: 7.500e-05, eta: 4:27:17, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8313, top5_acc: 0.9422, loss_cls: 0.6555, loss: 0.6555, grad_norm: 6.3570 2021-06-05 21:31:59,905 - mmaction - INFO - Epoch [87][340/1243] lr: 7.500e-05, eta: 4:26:58, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8383, top5_acc: 0.9424, loss_cls: 0.6347, loss: 0.6347, grad_norm: 5.6889 2021-06-05 21:32:18,298 - mmaction - INFO - Epoch [87][360/1243] lr: 7.500e-05, eta: 4:26:39, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8221, top5_acc: 0.9354, loss_cls: 0.7092, loss: 0.7092, grad_norm: 7.2016 2021-06-05 21:32:36,682 - mmaction - INFO - Epoch [87][380/1243] lr: 7.500e-05, eta: 4:26:21, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8326, top5_acc: 0.9458, loss_cls: 0.6550, loss: 0.6550, grad_norm: 6.2385 2021-06-05 21:32:55,038 - mmaction - INFO - Epoch [87][400/1243] lr: 7.500e-05, eta: 4:26:02, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9419, loss_cls: 0.7010, loss: 0.7010, grad_norm: 6.2023 2021-06-05 21:33:13,414 - mmaction - INFO - Epoch [87][420/1243] lr: 7.500e-05, eta: 4:25:43, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8331, top5_acc: 0.9466, loss_cls: 0.6435, loss: 0.6435, grad_norm: 5.8751 2021-06-05 21:33:31,875 - mmaction - INFO - Epoch [87][440/1243] lr: 7.500e-05, eta: 4:25:24, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8328, top5_acc: 0.9451, loss_cls: 0.6446, loss: 0.6446, grad_norm: 6.1414 2021-06-05 21:33:50,256 - mmaction - INFO - Epoch [87][460/1243] lr: 7.500e-05, eta: 4:25:05, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8372, top5_acc: 0.9464, loss_cls: 0.6304, loss: 0.6304, grad_norm: 6.0045 2021-06-05 21:34:08,610 - mmaction - INFO - Epoch [87][480/1243] lr: 7.500e-05, eta: 4:24:46, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8310, top5_acc: 0.9443, loss_cls: 0.6448, loss: 0.6448, grad_norm: 7.8575 2021-06-05 21:34:27,016 - mmaction - INFO - Epoch [87][500/1243] lr: 7.500e-05, eta: 4:24:28, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8391, top5_acc: 0.9495, loss_cls: 0.6232, loss: 0.6232, grad_norm: 6.6483 2021-06-05 21:34:45,409 - mmaction - INFO - Epoch [87][520/1243] lr: 7.500e-05, eta: 4:24:09, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8266, top5_acc: 0.9404, loss_cls: 0.6761, loss: 0.6761, grad_norm: 6.0202 2021-06-05 21:35:03,708 - mmaction - INFO - Epoch [87][540/1243] lr: 7.500e-05, eta: 4:23:50, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8258, top5_acc: 0.9432, loss_cls: 0.6588, loss: 0.6588, grad_norm: 6.2890 2021-06-05 21:35:22,145 - mmaction - INFO - Epoch [87][560/1243] lr: 7.500e-05, eta: 4:23:31, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8331, top5_acc: 0.9414, loss_cls: 0.6562, loss: 0.6562, grad_norm: 5.7053 2021-06-05 21:35:40,538 - mmaction - INFO - Epoch [87][580/1243] lr: 7.500e-05, eta: 4:23:12, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9422, loss_cls: 0.6766, loss: 0.6766, grad_norm: 5.9212 2021-06-05 21:35:58,844 - mmaction - INFO - Epoch [87][600/1243] lr: 7.500e-05, eta: 4:22:53, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9469, loss_cls: 0.6470, loss: 0.6470, grad_norm: 5.8449 2021-06-05 21:36:17,259 - mmaction - INFO - Epoch [87][620/1243] lr: 7.500e-05, eta: 4:22:35, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8430, top5_acc: 0.9477, loss_cls: 0.6096, loss: 0.6096, grad_norm: 5.7060 2021-06-05 21:36:35,684 - mmaction - INFO - Epoch [87][640/1243] lr: 7.500e-05, eta: 4:22:16, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8417, top5_acc: 0.9432, loss_cls: 0.6317, loss: 0.6317, grad_norm: 5.5612 2021-06-05 21:36:54,037 - mmaction - INFO - Epoch [87][660/1243] lr: 7.500e-05, eta: 4:21:57, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8313, top5_acc: 0.9484, loss_cls: 0.6421, loss: 0.6421, grad_norm: 5.9351 2021-06-05 21:37:12,409 - mmaction - INFO - Epoch [87][680/1243] lr: 7.500e-05, eta: 4:21:38, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9378, loss_cls: 0.6786, loss: 0.6786, grad_norm: 6.6290 2021-06-05 21:37:30,804 - mmaction - INFO - Epoch [87][700/1243] lr: 7.500e-05, eta: 4:21:19, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8294, top5_acc: 0.9372, loss_cls: 0.6793, loss: 0.6793, grad_norm: 5.7640 2021-06-05 21:37:49,096 - mmaction - INFO - Epoch [87][720/1243] lr: 7.500e-05, eta: 4:21:00, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9427, loss_cls: 0.6733, loss: 0.6733, grad_norm: 6.4947 2021-06-05 21:38:07,577 - mmaction - INFO - Epoch [87][740/1243] lr: 7.500e-05, eta: 4:20:42, time: 0.924, data_time: 0.000, memory: 18352, top1_acc: 0.8380, top5_acc: 0.9445, loss_cls: 0.6215, loss: 0.6215, grad_norm: 7.1520 2021-06-05 21:38:25,966 - mmaction - INFO - Epoch [87][760/1243] lr: 7.500e-05, eta: 4:20:23, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9451, loss_cls: 0.6488, loss: 0.6488, grad_norm: 5.7369 2021-06-05 21:38:44,302 - mmaction - INFO - Epoch [87][780/1243] lr: 7.500e-05, eta: 4:20:04, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9417, loss_cls: 0.6816, loss: 0.6816, grad_norm: 5.9988 2021-06-05 21:39:02,622 - mmaction - INFO - Epoch [87][800/1243] lr: 7.500e-05, eta: 4:19:45, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9359, loss_cls: 0.6742, loss: 0.6742, grad_norm: 6.2862 2021-06-05 21:39:21,031 - mmaction - INFO - Epoch [87][820/1243] lr: 7.500e-05, eta: 4:19:26, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8435, top5_acc: 0.9453, loss_cls: 0.6290, loss: 0.6290, grad_norm: 5.6250 2021-06-05 21:39:39,376 - mmaction - INFO - Epoch [87][840/1243] lr: 7.500e-05, eta: 4:19:07, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.8276, top5_acc: 0.9398, loss_cls: 0.6572, loss: 0.6572, grad_norm: 6.3701 2021-06-05 21:39:57,679 - mmaction - INFO - Epoch [87][860/1243] lr: 7.500e-05, eta: 4:18:48, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9445, loss_cls: 0.6592, loss: 0.6592, grad_norm: 5.8978 2021-06-05 21:40:16,029 - mmaction - INFO - Epoch [87][880/1243] lr: 7.500e-05, eta: 4:18:30, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8273, top5_acc: 0.9419, loss_cls: 0.6644, loss: 0.6644, grad_norm: 5.9795 2021-06-05 21:40:34,393 - mmaction - INFO - Epoch [87][900/1243] lr: 7.500e-05, eta: 4:18:11, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8180, top5_acc: 0.9380, loss_cls: 0.7017, loss: 0.7017, grad_norm: 5.9649 2021-06-05 21:40:52,736 - mmaction - INFO - Epoch [87][920/1243] lr: 7.500e-05, eta: 4:17:52, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8271, top5_acc: 0.9477, loss_cls: 0.6554, loss: 0.6554, grad_norm: 5.7296 2021-06-05 21:41:11,107 - mmaction - INFO - Epoch [87][940/1243] lr: 7.500e-05, eta: 4:17:33, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9365, loss_cls: 0.6760, loss: 0.6760, grad_norm: 5.9064 2021-06-05 21:41:29,562 - mmaction - INFO - Epoch [87][960/1243] lr: 7.500e-05, eta: 4:17:14, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8378, top5_acc: 0.9422, loss_cls: 0.6563, loss: 0.6563, grad_norm: 5.8359 2021-06-05 21:41:47,936 - mmaction - INFO - Epoch [87][980/1243] lr: 7.500e-05, eta: 4:16:55, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8495, top5_acc: 0.9490, loss_cls: 0.6189, loss: 0.6189, grad_norm: 6.4266 2021-06-05 21:42:06,341 - mmaction - INFO - Epoch [87][1000/1243] lr: 7.500e-05, eta: 4:16:37, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8331, top5_acc: 0.9453, loss_cls: 0.6421, loss: 0.6421, grad_norm: 6.2004 2021-06-05 21:42:24,752 - mmaction - INFO - Epoch [87][1020/1243] lr: 7.500e-05, eta: 4:16:18, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8310, top5_acc: 0.9427, loss_cls: 0.6484, loss: 0.6484, grad_norm: 5.9197 2021-06-05 21:42:43,208 - mmaction - INFO - Epoch [87][1040/1243] lr: 7.500e-05, eta: 4:15:59, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9419, loss_cls: 0.6514, loss: 0.6514, grad_norm: 6.0126 2021-06-05 21:43:01,529 - mmaction - INFO - Epoch [87][1060/1243] lr: 7.500e-05, eta: 4:15:40, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8359, top5_acc: 0.9430, loss_cls: 0.6517, loss: 0.6517, grad_norm: 6.1365 2021-06-05 21:43:19,914 - mmaction - INFO - Epoch [87][1080/1243] lr: 7.500e-05, eta: 4:15:21, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9354, loss_cls: 0.7000, loss: 0.7000, grad_norm: 6.1316 2021-06-05 21:43:38,309 - mmaction - INFO - Epoch [87][1100/1243] lr: 7.500e-05, eta: 4:15:02, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9409, loss_cls: 0.6667, loss: 0.6667, grad_norm: 6.0272 2021-06-05 21:43:56,707 - mmaction - INFO - Epoch [87][1120/1243] lr: 7.500e-05, eta: 4:14:44, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.8401, top5_acc: 0.9432, loss_cls: 0.6450, loss: 0.6450, grad_norm: 5.8007 2021-06-05 21:44:15,036 - mmaction - INFO - Epoch [87][1140/1243] lr: 7.500e-05, eta: 4:14:25, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8451, top5_acc: 0.9461, loss_cls: 0.6160, loss: 0.6160, grad_norm: 5.5685 2021-06-05 21:44:33,315 - mmaction - INFO - Epoch [87][1160/1243] lr: 7.500e-05, eta: 4:14:06, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8310, top5_acc: 0.9422, loss_cls: 0.6564, loss: 0.6564, grad_norm: 5.9544 2021-06-05 21:44:51,674 - mmaction - INFO - Epoch [87][1180/1243] lr: 7.500e-05, eta: 4:13:47, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8185, top5_acc: 0.9362, loss_cls: 0.6988, loss: 0.6988, grad_norm: 6.6854 2021-06-05 21:45:09,996 - mmaction - INFO - Epoch [87][1200/1243] lr: 7.500e-05, eta: 4:13:28, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8375, top5_acc: 0.9469, loss_cls: 0.6467, loss: 0.6467, grad_norm: 5.9412 2021-06-05 21:45:28,366 - mmaction - INFO - Epoch [87][1220/1243] lr: 7.500e-05, eta: 4:13:09, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8393, top5_acc: 0.9500, loss_cls: 0.6298, loss: 0.6298, grad_norm: 6.0136 2021-06-05 21:45:46,516 - mmaction - INFO - Epoch [87][1240/1243] lr: 7.500e-05, eta: 4:12:51, time: 0.908, data_time: 0.001, memory: 18352, top1_acc: 0.8299, top5_acc: 0.9383, loss_cls: 0.6678, loss: 0.6678, grad_norm: 6.3026 2021-06-05 21:48:09,948 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 21:48:10,586 - mmaction - INFO - top1_acc 0.7486 top5_acc 0.9114 2021-06-05 21:48:10,586 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 21:48:10,610 - mmaction - INFO - mean_acc 0.7485 2021-06-05 21:48:10,615 - mmaction - INFO - Saving checkpoint at 87 epochs 2021-06-05 21:48:11,735 - mmaction - INFO - Epoch(val) [87][104] top1_acc: 0.7486, top5_acc: 0.9114, mean_class_accuracy: 0.7485 2021-06-05 21:48:56,937 - mmaction - INFO - Epoch [88][20/1243] lr: 7.500e-05, eta: 4:12:32, time: 2.260, data_time: 1.303, memory: 18352, top1_acc: 0.8417, top5_acc: 0.9495, loss_cls: 0.6016, loss: 0.6016, grad_norm: 6.0084 2021-06-05 21:49:15,278 - mmaction - INFO - Epoch [88][40/1243] lr: 7.500e-05, eta: 4:12:14, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8297, top5_acc: 0.9388, loss_cls: 0.6648, loss: 0.6648, grad_norm: 5.9550 2021-06-05 21:49:33,650 - mmaction - INFO - Epoch [88][60/1243] lr: 7.500e-05, eta: 4:11:55, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8448, top5_acc: 0.9484, loss_cls: 0.6109, loss: 0.6109, grad_norm: 5.8199 2021-06-05 21:49:51,919 - mmaction - INFO - Epoch [88][80/1243] lr: 7.500e-05, eta: 4:11:36, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8302, top5_acc: 0.9393, loss_cls: 0.6709, loss: 0.6709, grad_norm: 5.8500 2021-06-05 21:50:10,292 - mmaction - INFO - Epoch [88][100/1243] lr: 7.500e-05, eta: 4:11:17, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8302, top5_acc: 0.9406, loss_cls: 0.6652, loss: 0.6652, grad_norm: 6.2934 2021-06-05 21:50:28,701 - mmaction - INFO - Epoch [88][120/1243] lr: 7.500e-05, eta: 4:10:58, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8393, top5_acc: 0.9448, loss_cls: 0.6330, loss: 0.6330, grad_norm: 5.8470 2021-06-05 21:50:47,122 - mmaction - INFO - Epoch [88][140/1243] lr: 7.500e-05, eta: 4:10:39, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8266, top5_acc: 0.9404, loss_cls: 0.6719, loss: 0.6719, grad_norm: 6.0908 2021-06-05 21:51:05,413 - mmaction - INFO - Epoch [88][160/1243] lr: 7.500e-05, eta: 4:10:21, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9437, loss_cls: 0.6503, loss: 0.6503, grad_norm: 5.7784 2021-06-05 21:51:23,804 - mmaction - INFO - Epoch [88][180/1243] lr: 7.500e-05, eta: 4:10:02, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8151, top5_acc: 0.9341, loss_cls: 0.7229, loss: 0.7229, grad_norm: 6.1454 2021-06-05 21:51:42,147 - mmaction - INFO - Epoch [88][200/1243] lr: 7.500e-05, eta: 4:09:43, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9404, loss_cls: 0.6643, loss: 0.6643, grad_norm: 5.9482 2021-06-05 21:52:00,501 - mmaction - INFO - Epoch [88][220/1243] lr: 7.500e-05, eta: 4:09:24, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8401, top5_acc: 0.9451, loss_cls: 0.6227, loss: 0.6227, grad_norm: 5.5718 2021-06-05 21:52:18,942 - mmaction - INFO - Epoch [88][240/1243] lr: 7.500e-05, eta: 4:09:05, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8232, top5_acc: 0.9393, loss_cls: 0.6855, loss: 0.6855, grad_norm: 5.7801 2021-06-05 21:52:37,291 - mmaction - INFO - Epoch [88][260/1243] lr: 7.500e-05, eta: 4:08:46, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8372, top5_acc: 0.9453, loss_cls: 0.6349, loss: 0.6349, grad_norm: 5.7749 2021-06-05 21:52:55,668 - mmaction - INFO - Epoch [88][280/1243] lr: 7.500e-05, eta: 4:08:28, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8326, top5_acc: 0.9417, loss_cls: 0.6668, loss: 0.6668, grad_norm: 6.6336 2021-06-05 21:53:14,074 - mmaction - INFO - Epoch [88][300/1243] lr: 7.500e-05, eta: 4:08:09, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8349, top5_acc: 0.9451, loss_cls: 0.6385, loss: 0.6385, grad_norm: 6.3339 2021-06-05 21:53:32,422 - mmaction - INFO - Epoch [88][320/1243] lr: 7.500e-05, eta: 4:07:50, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8424, top5_acc: 0.9451, loss_cls: 0.6280, loss: 0.6280, grad_norm: 6.3242 2021-06-05 21:53:50,865 - mmaction - INFO - Epoch [88][340/1243] lr: 7.500e-05, eta: 4:07:31, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8352, top5_acc: 0.9453, loss_cls: 0.6676, loss: 0.6676, grad_norm: 6.0590 2021-06-05 21:54:09,231 - mmaction - INFO - Epoch [88][360/1243] lr: 7.500e-05, eta: 4:07:12, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9427, loss_cls: 0.6439, loss: 0.6439, grad_norm: 5.9528 2021-06-05 21:54:27,585 - mmaction - INFO - Epoch [88][380/1243] lr: 7.500e-05, eta: 4:06:53, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8406, top5_acc: 0.9435, loss_cls: 0.6275, loss: 0.6275, grad_norm: 5.8654 2021-06-05 21:54:45,940 - mmaction - INFO - Epoch [88][400/1243] lr: 7.500e-05, eta: 4:06:35, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8299, top5_acc: 0.9365, loss_cls: 0.6797, loss: 0.6797, grad_norm: 5.9274 2021-06-05 21:55:04,277 - mmaction - INFO - Epoch [88][420/1243] lr: 7.500e-05, eta: 4:06:16, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8341, top5_acc: 0.9365, loss_cls: 0.6609, loss: 0.6609, grad_norm: 5.9922 2021-06-05 21:55:22,609 - mmaction - INFO - Epoch [88][440/1243] lr: 7.500e-05, eta: 4:05:57, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8365, top5_acc: 0.9445, loss_cls: 0.6423, loss: 0.6423, grad_norm: 7.4043 2021-06-05 21:55:40,890 - mmaction - INFO - Epoch [88][460/1243] lr: 7.500e-05, eta: 4:05:38, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8378, top5_acc: 0.9458, loss_cls: 0.6486, loss: 0.6486, grad_norm: 6.0386 2021-06-05 21:55:59,475 - mmaction - INFO - Epoch [88][480/1243] lr: 7.500e-05, eta: 4:05:19, time: 0.930, data_time: 0.002, memory: 18352, top1_acc: 0.8417, top5_acc: 0.9458, loss_cls: 0.6232, loss: 0.6232, grad_norm: 6.4229 2021-06-05 21:56:17,892 - mmaction - INFO - Epoch [88][500/1243] lr: 7.500e-05, eta: 4:05:00, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9331, loss_cls: 0.6953, loss: 0.6953, grad_norm: 7.3208 2021-06-05 21:56:36,278 - mmaction - INFO - Epoch [88][520/1243] lr: 7.500e-05, eta: 4:04:42, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8229, top5_acc: 0.9411, loss_cls: 0.6673, loss: 0.6673, grad_norm: 6.2942 2021-06-05 21:56:54,649 - mmaction - INFO - Epoch [88][540/1243] lr: 7.500e-05, eta: 4:04:23, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8167, top5_acc: 0.9380, loss_cls: 0.6925, loss: 0.6925, grad_norm: 6.3696 2021-06-05 21:57:13,113 - mmaction - INFO - Epoch [88][560/1243] lr: 7.500e-05, eta: 4:04:04, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8297, top5_acc: 0.9380, loss_cls: 0.6675, loss: 0.6675, grad_norm: 6.3665 2021-06-05 21:57:31,476 - mmaction - INFO - Epoch [88][580/1243] lr: 7.500e-05, eta: 4:03:45, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8445, top5_acc: 0.9456, loss_cls: 0.6241, loss: 0.6241, grad_norm: 5.8763 2021-06-05 21:57:49,876 - mmaction - INFO - Epoch [88][600/1243] lr: 7.500e-05, eta: 4:03:26, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8375, top5_acc: 0.9474, loss_cls: 0.6327, loss: 0.6327, grad_norm: 5.6578 2021-06-05 21:58:08,202 - mmaction - INFO - Epoch [88][620/1243] lr: 7.500e-05, eta: 4:03:07, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8263, top5_acc: 0.9466, loss_cls: 0.6671, loss: 0.6671, grad_norm: 6.2871 2021-06-05 21:58:26,543 - mmaction - INFO - Epoch [88][640/1243] lr: 7.500e-05, eta: 4:02:49, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8349, top5_acc: 0.9482, loss_cls: 0.6367, loss: 0.6367, grad_norm: 6.5051 2021-06-05 21:58:44,915 - mmaction - INFO - Epoch [88][660/1243] lr: 7.500e-05, eta: 4:02:30, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8357, top5_acc: 0.9451, loss_cls: 0.6556, loss: 0.6556, grad_norm: 5.8189 2021-06-05 21:59:03,186 - mmaction - INFO - Epoch [88][680/1243] lr: 7.500e-05, eta: 4:02:11, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8263, top5_acc: 0.9411, loss_cls: 0.6632, loss: 0.6632, grad_norm: 5.8506 2021-06-05 21:59:21,610 - mmaction - INFO - Epoch [88][700/1243] lr: 7.500e-05, eta: 4:01:52, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8289, top5_acc: 0.9401, loss_cls: 0.6574, loss: 0.6574, grad_norm: 6.1108 2021-06-05 21:59:39,982 - mmaction - INFO - Epoch [88][720/1243] lr: 7.500e-05, eta: 4:01:33, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8398, top5_acc: 0.9495, loss_cls: 0.6274, loss: 0.6274, grad_norm: 5.6936 2021-06-05 21:59:58,339 - mmaction - INFO - Epoch [88][740/1243] lr: 7.500e-05, eta: 4:01:14, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8349, top5_acc: 0.9427, loss_cls: 0.6364, loss: 0.6364, grad_norm: 6.2189 2021-06-05 22:00:16,695 - mmaction - INFO - Epoch [88][760/1243] lr: 7.500e-05, eta: 4:00:56, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8406, top5_acc: 0.9505, loss_cls: 0.6003, loss: 0.6003, grad_norm: 5.7612 2021-06-05 22:00:35,073 - mmaction - INFO - Epoch [88][780/1243] lr: 7.500e-05, eta: 4:00:37, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8294, top5_acc: 0.9391, loss_cls: 0.6810, loss: 0.6810, grad_norm: 6.1884 2021-06-05 22:00:53,419 - mmaction - INFO - Epoch [88][800/1243] lr: 7.500e-05, eta: 4:00:18, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8383, top5_acc: 0.9453, loss_cls: 0.6332, loss: 0.6332, grad_norm: 6.1793 2021-06-05 22:01:11,787 - mmaction - INFO - Epoch [88][820/1243] lr: 7.500e-05, eta: 3:59:59, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8313, top5_acc: 0.9427, loss_cls: 0.6589, loss: 0.6589, grad_norm: 5.8798 2021-06-05 22:01:30,089 - mmaction - INFO - Epoch [88][840/1243] lr: 7.500e-05, eta: 3:59:40, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8404, top5_acc: 0.9469, loss_cls: 0.6196, loss: 0.6196, grad_norm: 5.6066 2021-06-05 22:01:48,404 - mmaction - INFO - Epoch [88][860/1243] lr: 7.500e-05, eta: 3:59:21, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8430, top5_acc: 0.9495, loss_cls: 0.6132, loss: 0.6132, grad_norm: 6.3592 2021-06-05 22:02:06,730 - mmaction - INFO - Epoch [88][880/1243] lr: 7.500e-05, eta: 3:59:03, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8242, top5_acc: 0.9411, loss_cls: 0.6881, loss: 0.6881, grad_norm: 6.0113 2021-06-05 22:02:25,155 - mmaction - INFO - Epoch [88][900/1243] lr: 7.500e-05, eta: 3:58:44, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9393, loss_cls: 0.6851, loss: 0.6851, grad_norm: 5.8829 2021-06-05 22:02:43,605 - mmaction - INFO - Epoch [88][920/1243] lr: 7.500e-05, eta: 3:58:25, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9388, loss_cls: 0.6765, loss: 0.6765, grad_norm: 7.3113 2021-06-05 22:03:02,048 - mmaction - INFO - Epoch [88][940/1243] lr: 7.500e-05, eta: 3:58:06, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8375, top5_acc: 0.9380, loss_cls: 0.6672, loss: 0.6672, grad_norm: 6.0028 2021-06-05 22:03:20,468 - mmaction - INFO - Epoch [88][960/1243] lr: 7.500e-05, eta: 3:57:47, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.8307, top5_acc: 0.9437, loss_cls: 0.6696, loss: 0.6696, grad_norm: 6.0953 2021-06-05 22:03:38,864 - mmaction - INFO - Epoch [88][980/1243] lr: 7.500e-05, eta: 3:57:28, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8289, top5_acc: 0.9448, loss_cls: 0.6740, loss: 0.6740, grad_norm: 5.9489 2021-06-05 22:03:57,160 - mmaction - INFO - Epoch [88][1000/1243] lr: 7.500e-05, eta: 3:57:10, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8310, top5_acc: 0.9419, loss_cls: 0.6523, loss: 0.6523, grad_norm: 6.1744 2021-06-05 22:04:15,550 - mmaction - INFO - Epoch [88][1020/1243] lr: 7.500e-05, eta: 3:56:51, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8367, top5_acc: 0.9445, loss_cls: 0.6405, loss: 0.6405, grad_norm: 6.2363 2021-06-05 22:04:33,976 - mmaction - INFO - Epoch [88][1040/1243] lr: 7.500e-05, eta: 3:56:32, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9427, loss_cls: 0.6688, loss: 0.6688, grad_norm: 6.0576 2021-06-05 22:04:52,313 - mmaction - INFO - Epoch [88][1060/1243] lr: 7.500e-05, eta: 3:56:13, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8380, top5_acc: 0.9469, loss_cls: 0.6314, loss: 0.6314, grad_norm: 5.7897 2021-06-05 22:05:10,713 - mmaction - INFO - Epoch [88][1080/1243] lr: 7.500e-05, eta: 3:55:54, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9451, loss_cls: 0.6652, loss: 0.6652, grad_norm: 5.9285 2021-06-05 22:05:29,030 - mmaction - INFO - Epoch [88][1100/1243] lr: 7.500e-05, eta: 3:55:35, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8398, top5_acc: 0.9477, loss_cls: 0.6266, loss: 0.6266, grad_norm: 5.8655 2021-06-05 22:05:47,431 - mmaction - INFO - Epoch [88][1120/1243] lr: 7.500e-05, eta: 3:55:17, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8370, top5_acc: 0.9474, loss_cls: 0.6332, loss: 0.6332, grad_norm: 5.7890 2021-06-05 22:06:05,703 - mmaction - INFO - Epoch [88][1140/1243] lr: 7.500e-05, eta: 3:54:58, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8432, top5_acc: 0.9474, loss_cls: 0.6235, loss: 0.6235, grad_norm: 6.9597 2021-06-05 22:06:23,975 - mmaction - INFO - Epoch [88][1160/1243] lr: 7.500e-05, eta: 3:54:39, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9435, loss_cls: 0.6417, loss: 0.6417, grad_norm: 6.0061 2021-06-05 22:06:42,358 - mmaction - INFO - Epoch [88][1180/1243] lr: 7.500e-05, eta: 3:54:20, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9409, loss_cls: 0.6472, loss: 0.6472, grad_norm: 5.9676 2021-06-05 22:07:00,736 - mmaction - INFO - Epoch [88][1200/1243] lr: 7.500e-05, eta: 3:54:01, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8271, top5_acc: 0.9422, loss_cls: 0.6628, loss: 0.6628, grad_norm: 6.5811 2021-06-05 22:07:19,144 - mmaction - INFO - Epoch [88][1220/1243] lr: 7.500e-05, eta: 3:53:42, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8331, top5_acc: 0.9453, loss_cls: 0.6559, loss: 0.6559, grad_norm: 6.5131 2021-06-05 22:07:37,250 - mmaction - INFO - Epoch [88][1240/1243] lr: 7.500e-05, eta: 3:53:24, time: 0.905, data_time: 0.001, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9388, loss_cls: 0.6745, loss: 0.6745, grad_norm: 5.9103 2021-06-05 22:09:59,355 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 22:10:00,011 - mmaction - INFO - top1_acc 0.7487 top5_acc 0.9105 2021-06-05 22:10:00,011 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 22:10:00,035 - mmaction - INFO - mean_acc 0.7486 2021-06-05 22:10:01,235 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_88.pth. 2021-06-05 22:10:01,235 - mmaction - INFO - Best top1_acc is 0.7487 at 88 epoch. 2021-06-05 22:10:01,242 - mmaction - INFO - Saving checkpoint at 88 epochs 2021-06-05 22:10:02,417 - mmaction - INFO - Epoch(val) [88][104] top1_acc: 0.7487, top5_acc: 0.9105, mean_class_accuracy: 0.7486 2021-06-05 22:10:47,471 - mmaction - INFO - Epoch [89][20/1243] lr: 7.500e-05, eta: 3:53:05, time: 2.251, data_time: 1.342, memory: 18352, top1_acc: 0.8333, top5_acc: 0.9393, loss_cls: 0.6517, loss: 0.6517, grad_norm: 5.6524 2021-06-05 22:11:05,777 - mmaction - INFO - Epoch [89][40/1243] lr: 7.500e-05, eta: 3:52:46, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.8328, top5_acc: 0.9432, loss_cls: 0.6470, loss: 0.6470, grad_norm: 6.0685 2021-06-05 22:11:24,052 - mmaction - INFO - Epoch [89][60/1243] lr: 7.500e-05, eta: 3:52:28, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8307, top5_acc: 0.9435, loss_cls: 0.6793, loss: 0.6793, grad_norm: 5.9052 2021-06-05 22:11:42,398 - mmaction - INFO - Epoch [89][80/1243] lr: 7.500e-05, eta: 3:52:09, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8417, top5_acc: 0.9456, loss_cls: 0.6341, loss: 0.6341, grad_norm: 6.1498 2021-06-05 22:12:00,738 - mmaction - INFO - Epoch [89][100/1243] lr: 7.500e-05, eta: 3:51:50, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8365, top5_acc: 0.9510, loss_cls: 0.6211, loss: 0.6211, grad_norm: 6.1400 2021-06-05 22:12:19,003 - mmaction - INFO - Epoch [89][120/1243] lr: 7.500e-05, eta: 3:51:31, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8294, top5_acc: 0.9396, loss_cls: 0.6692, loss: 0.6692, grad_norm: 5.7695 2021-06-05 22:12:37,349 - mmaction - INFO - Epoch [89][140/1243] lr: 7.500e-05, eta: 3:51:12, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8326, top5_acc: 0.9492, loss_cls: 0.6346, loss: 0.6346, grad_norm: 5.8009 2021-06-05 22:12:55,768 - mmaction - INFO - Epoch [89][160/1243] lr: 7.500e-05, eta: 3:50:53, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8383, top5_acc: 0.9484, loss_cls: 0.6239, loss: 0.6239, grad_norm: 6.2049 2021-06-05 22:13:14,225 - mmaction - INFO - Epoch [89][180/1243] lr: 7.500e-05, eta: 3:50:35, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8297, top5_acc: 0.9406, loss_cls: 0.6543, loss: 0.6543, grad_norm: 6.2863 2021-06-05 22:13:32,640 - mmaction - INFO - Epoch [89][200/1243] lr: 7.500e-05, eta: 3:50:16, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.8370, top5_acc: 0.9435, loss_cls: 0.6445, loss: 0.6445, grad_norm: 5.7345 2021-06-05 22:13:51,037 - mmaction - INFO - Epoch [89][220/1243] lr: 7.500e-05, eta: 3:49:57, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8266, top5_acc: 0.9461, loss_cls: 0.6544, loss: 0.6544, grad_norm: 5.9912 2021-06-05 22:14:09,372 - mmaction - INFO - Epoch [89][240/1243] lr: 7.500e-05, eta: 3:49:38, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9461, loss_cls: 0.6454, loss: 0.6454, grad_norm: 6.0281 2021-06-05 22:14:27,783 - mmaction - INFO - Epoch [89][260/1243] lr: 7.500e-05, eta: 3:49:19, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9380, loss_cls: 0.6709, loss: 0.6709, grad_norm: 5.9494 2021-06-05 22:14:46,151 - mmaction - INFO - Epoch [89][280/1243] lr: 7.500e-05, eta: 3:49:00, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8469, top5_acc: 0.9492, loss_cls: 0.6050, loss: 0.6050, grad_norm: 6.0857 2021-06-05 22:15:04,477 - mmaction - INFO - Epoch [89][300/1243] lr: 7.500e-05, eta: 3:48:42, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8396, top5_acc: 0.9544, loss_cls: 0.6130, loss: 0.6130, grad_norm: 5.7055 2021-06-05 22:15:22,861 - mmaction - INFO - Epoch [89][320/1243] lr: 7.500e-05, eta: 3:48:23, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8232, top5_acc: 0.9404, loss_cls: 0.6962, loss: 0.6962, grad_norm: 7.9782 2021-06-05 22:15:41,222 - mmaction - INFO - Epoch [89][340/1243] lr: 7.500e-05, eta: 3:48:04, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8396, top5_acc: 0.9503, loss_cls: 0.6221, loss: 0.6221, grad_norm: 5.8260 2021-06-05 22:15:59,606 - mmaction - INFO - Epoch [89][360/1243] lr: 7.500e-05, eta: 3:47:45, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8398, top5_acc: 0.9458, loss_cls: 0.6319, loss: 0.6319, grad_norm: 5.5332 2021-06-05 22:16:17,937 - mmaction - INFO - Epoch [89][380/1243] lr: 7.500e-05, eta: 3:47:26, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9427, loss_cls: 0.6745, loss: 0.6745, grad_norm: 5.9271 2021-06-05 22:16:36,314 - mmaction - INFO - Epoch [89][400/1243] lr: 7.500e-05, eta: 3:47:07, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8289, top5_acc: 0.9469, loss_cls: 0.6548, loss: 0.6548, grad_norm: 6.4862 2021-06-05 22:16:54,658 - mmaction - INFO - Epoch [89][420/1243] lr: 7.500e-05, eta: 3:46:49, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8357, top5_acc: 0.9456, loss_cls: 0.6323, loss: 0.6323, grad_norm: 5.5996 2021-06-05 22:17:12,900 - mmaction - INFO - Epoch [89][440/1243] lr: 7.500e-05, eta: 3:46:30, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9396, loss_cls: 0.6742, loss: 0.6742, grad_norm: 5.8642 2021-06-05 22:17:31,290 - mmaction - INFO - Epoch [89][460/1243] lr: 7.500e-05, eta: 3:46:11, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9411, loss_cls: 0.6762, loss: 0.6762, grad_norm: 6.0156 2021-06-05 22:17:49,621 - mmaction - INFO - Epoch [89][480/1243] lr: 7.500e-05, eta: 3:45:52, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9349, loss_cls: 0.6967, loss: 0.6967, grad_norm: 5.9453 2021-06-05 22:18:07,980 - mmaction - INFO - Epoch [89][500/1243] lr: 7.500e-05, eta: 3:45:33, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8346, top5_acc: 0.9458, loss_cls: 0.6228, loss: 0.6228, grad_norm: 5.8850 2021-06-05 22:18:26,369 - mmaction - INFO - Epoch [89][520/1243] lr: 7.500e-05, eta: 3:45:14, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8289, top5_acc: 0.9404, loss_cls: 0.6794, loss: 0.6794, grad_norm: 6.3815 2021-06-05 22:18:44,801 - mmaction - INFO - Epoch [89][540/1243] lr: 7.500e-05, eta: 3:44:56, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8409, top5_acc: 0.9469, loss_cls: 0.6275, loss: 0.6275, grad_norm: 5.9544 2021-06-05 22:19:03,252 - mmaction - INFO - Epoch [89][560/1243] lr: 7.500e-05, eta: 3:44:37, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.8339, top5_acc: 0.9427, loss_cls: 0.6582, loss: 0.6582, grad_norm: 6.0587 2021-06-05 22:19:21,574 - mmaction - INFO - Epoch [89][580/1243] lr: 7.500e-05, eta: 3:44:18, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8305, top5_acc: 0.9437, loss_cls: 0.6522, loss: 0.6522, grad_norm: 5.5956 2021-06-05 22:19:39,917 - mmaction - INFO - Epoch [89][600/1243] lr: 7.500e-05, eta: 3:43:59, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8359, top5_acc: 0.9435, loss_cls: 0.6380, loss: 0.6380, grad_norm: 6.0852 2021-06-05 22:19:58,298 - mmaction - INFO - Epoch [89][620/1243] lr: 7.500e-05, eta: 3:43:40, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8234, top5_acc: 0.9396, loss_cls: 0.6826, loss: 0.6826, grad_norm: 6.8227 2021-06-05 22:20:16,683 - mmaction - INFO - Epoch [89][640/1243] lr: 7.500e-05, eta: 3:43:21, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8271, top5_acc: 0.9424, loss_cls: 0.6580, loss: 0.6580, grad_norm: 5.9665 2021-06-05 22:20:35,106 - mmaction - INFO - Epoch [89][660/1243] lr: 7.500e-05, eta: 3:43:03, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8349, top5_acc: 0.9495, loss_cls: 0.6445, loss: 0.6445, grad_norm: 6.0494 2021-06-05 22:20:53,517 - mmaction - INFO - Epoch [89][680/1243] lr: 7.500e-05, eta: 3:42:44, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8297, top5_acc: 0.9461, loss_cls: 0.6493, loss: 0.6493, grad_norm: 5.9741 2021-06-05 22:21:11,897 - mmaction - INFO - Epoch [89][700/1243] lr: 7.500e-05, eta: 3:42:25, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9391, loss_cls: 0.6996, loss: 0.6996, grad_norm: 6.2108 2021-06-05 22:21:30,211 - mmaction - INFO - Epoch [89][720/1243] lr: 7.500e-05, eta: 3:42:06, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8346, top5_acc: 0.9396, loss_cls: 0.6611, loss: 0.6611, grad_norm: 5.6895 2021-06-05 22:21:48,574 - mmaction - INFO - Epoch [89][740/1243] lr: 7.500e-05, eta: 3:41:47, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9430, loss_cls: 0.6684, loss: 0.6684, grad_norm: 5.9934 2021-06-05 22:22:06,904 - mmaction - INFO - Epoch [89][760/1243] lr: 7.500e-05, eta: 3:41:28, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8253, top5_acc: 0.9393, loss_cls: 0.6518, loss: 0.6518, grad_norm: 6.0858 2021-06-05 22:22:25,261 - mmaction - INFO - Epoch [89][780/1243] lr: 7.500e-05, eta: 3:41:10, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8346, top5_acc: 0.9430, loss_cls: 0.6335, loss: 0.6335, grad_norm: 6.0504 2021-06-05 22:22:43,554 - mmaction - INFO - Epoch [89][800/1243] lr: 7.500e-05, eta: 3:40:51, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8424, top5_acc: 0.9451, loss_cls: 0.6232, loss: 0.6232, grad_norm: 6.7643 2021-06-05 22:23:02,019 - mmaction - INFO - Epoch [89][820/1243] lr: 7.500e-05, eta: 3:40:32, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.8292, top5_acc: 0.9430, loss_cls: 0.6465, loss: 0.6465, grad_norm: 5.7418 2021-06-05 22:23:20,311 - mmaction - INFO - Epoch [89][840/1243] lr: 7.500e-05, eta: 3:40:13, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9393, loss_cls: 0.6614, loss: 0.6614, grad_norm: 6.1428 2021-06-05 22:23:38,656 - mmaction - INFO - Epoch [89][860/1243] lr: 7.500e-05, eta: 3:39:54, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8393, top5_acc: 0.9437, loss_cls: 0.6358, loss: 0.6358, grad_norm: 5.7935 2021-06-05 22:23:57,030 - mmaction - INFO - Epoch [89][880/1243] lr: 7.500e-05, eta: 3:39:35, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8245, top5_acc: 0.9424, loss_cls: 0.6743, loss: 0.6743, grad_norm: 6.2693 2021-06-05 22:24:15,365 - mmaction - INFO - Epoch [89][900/1243] lr: 7.500e-05, eta: 3:39:17, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9466, loss_cls: 0.6496, loss: 0.6496, grad_norm: 7.8537 2021-06-05 22:24:33,711 - mmaction - INFO - Epoch [89][920/1243] lr: 7.500e-05, eta: 3:38:58, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9406, loss_cls: 0.6712, loss: 0.6712, grad_norm: 6.1100 2021-06-05 22:24:52,163 - mmaction - INFO - Epoch [89][940/1243] lr: 7.500e-05, eta: 3:38:39, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8404, top5_acc: 0.9437, loss_cls: 0.6216, loss: 0.6216, grad_norm: 5.9729 2021-06-05 22:25:10,550 - mmaction - INFO - Epoch [89][960/1243] lr: 7.500e-05, eta: 3:38:20, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8333, top5_acc: 0.9406, loss_cls: 0.6482, loss: 0.6482, grad_norm: 6.6193 2021-06-05 22:25:28,902 - mmaction - INFO - Epoch [89][980/1243] lr: 7.500e-05, eta: 3:38:01, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8242, top5_acc: 0.9344, loss_cls: 0.6914, loss: 0.6914, grad_norm: 7.0923 2021-06-05 22:25:47,292 - mmaction - INFO - Epoch [89][1000/1243] lr: 7.500e-05, eta: 3:37:43, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8255, top5_acc: 0.9419, loss_cls: 0.6772, loss: 0.6772, grad_norm: 6.0314 2021-06-05 22:26:05,677 - mmaction - INFO - Epoch [89][1020/1243] lr: 7.500e-05, eta: 3:37:24, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8388, top5_acc: 0.9484, loss_cls: 0.6237, loss: 0.6237, grad_norm: 6.3396 2021-06-05 22:26:24,030 - mmaction - INFO - Epoch [89][1040/1243] lr: 7.500e-05, eta: 3:37:05, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9477, loss_cls: 0.6363, loss: 0.6363, grad_norm: 5.8164 2021-06-05 22:26:42,392 - mmaction - INFO - Epoch [89][1060/1243] lr: 7.500e-05, eta: 3:36:46, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8398, top5_acc: 0.9466, loss_cls: 0.6271, loss: 0.6271, grad_norm: 5.8496 2021-06-05 22:27:00,740 - mmaction - INFO - Epoch [89][1080/1243] lr: 7.500e-05, eta: 3:36:27, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9466, loss_cls: 0.6495, loss: 0.6495, grad_norm: 5.8299 2021-06-05 22:27:19,182 - mmaction - INFO - Epoch [89][1100/1243] lr: 7.500e-05, eta: 3:36:08, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9409, loss_cls: 0.6592, loss: 0.6592, grad_norm: 6.2464 2021-06-05 22:27:37,623 - mmaction - INFO - Epoch [89][1120/1243] lr: 7.500e-05, eta: 3:35:50, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8266, top5_acc: 0.9422, loss_cls: 0.6691, loss: 0.6691, grad_norm: 6.1456 2021-06-05 22:27:55,956 - mmaction - INFO - Epoch [89][1140/1243] lr: 7.500e-05, eta: 3:35:31, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8294, top5_acc: 0.9453, loss_cls: 0.6416, loss: 0.6416, grad_norm: 5.9948 2021-06-05 22:28:14,330 - mmaction - INFO - Epoch [89][1160/1243] lr: 7.500e-05, eta: 3:35:12, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9372, loss_cls: 0.6878, loss: 0.6878, grad_norm: 6.0282 2021-06-05 22:28:32,670 - mmaction - INFO - Epoch [89][1180/1243] lr: 7.500e-05, eta: 3:34:53, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8258, top5_acc: 0.9388, loss_cls: 0.6886, loss: 0.6886, grad_norm: 6.4984 2021-06-05 22:28:50,965 - mmaction - INFO - Epoch [89][1200/1243] lr: 7.500e-05, eta: 3:34:34, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8305, top5_acc: 0.9419, loss_cls: 0.6571, loss: 0.6571, grad_norm: 6.0239 2021-06-05 22:29:09,326 - mmaction - INFO - Epoch [89][1220/1243] lr: 7.500e-05, eta: 3:34:15, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8471, top5_acc: 0.9456, loss_cls: 0.6170, loss: 0.6170, grad_norm: 6.0954 2021-06-05 22:29:27,440 - mmaction - INFO - Epoch [89][1240/1243] lr: 7.500e-05, eta: 3:33:57, time: 0.906, data_time: 0.001, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9430, loss_cls: 0.6635, loss: 0.6635, grad_norm: 5.9151 2021-06-05 22:31:50,841 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 22:31:51,473 - mmaction - INFO - top1_acc 0.7482 top5_acc 0.9108 2021-06-05 22:31:51,473 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 22:31:51,496 - mmaction - INFO - mean_acc 0.7481 2021-06-05 22:31:51,501 - mmaction - INFO - Saving checkpoint at 89 epochs 2021-06-05 22:31:52,625 - mmaction - INFO - Epoch(val) [89][104] top1_acc: 0.7482, top5_acc: 0.9108, mean_class_accuracy: 0.7481 2021-06-05 22:32:37,082 - mmaction - INFO - Epoch [90][20/1243] lr: 7.500e-05, eta: 3:33:38, time: 2.222, data_time: 1.312, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9437, loss_cls: 0.6555, loss: 0.6555, grad_norm: 5.8224 2021-06-05 22:32:55,422 - mmaction - INFO - Epoch [90][40/1243] lr: 7.500e-05, eta: 3:33:19, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8292, top5_acc: 0.9388, loss_cls: 0.6844, loss: 0.6844, grad_norm: 6.0366 2021-06-05 22:33:13,744 - mmaction - INFO - Epoch [90][60/1243] lr: 7.500e-05, eta: 3:33:00, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8383, top5_acc: 0.9427, loss_cls: 0.6497, loss: 0.6497, grad_norm: 5.8538 2021-06-05 22:33:32,083 - mmaction - INFO - Epoch [90][80/1243] lr: 7.500e-05, eta: 3:32:41, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8396, top5_acc: 0.9445, loss_cls: 0.6444, loss: 0.6444, grad_norm: 5.7926 2021-06-05 22:33:50,490 - mmaction - INFO - Epoch [90][100/1243] lr: 7.500e-05, eta: 3:32:23, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8302, top5_acc: 0.9451, loss_cls: 0.6444, loss: 0.6444, grad_norm: 5.7675 2021-06-05 22:34:08,896 - mmaction - INFO - Epoch [90][120/1243] lr: 7.500e-05, eta: 3:32:04, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8292, top5_acc: 0.9424, loss_cls: 0.6527, loss: 0.6527, grad_norm: 6.0885 2021-06-05 22:34:27,272 - mmaction - INFO - Epoch [90][140/1243] lr: 7.500e-05, eta: 3:31:45, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8310, top5_acc: 0.9406, loss_cls: 0.6499, loss: 0.6499, grad_norm: 6.0803 2021-06-05 22:34:45,607 - mmaction - INFO - Epoch [90][160/1243] lr: 7.500e-05, eta: 3:31:26, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8305, top5_acc: 0.9411, loss_cls: 0.6658, loss: 0.6658, grad_norm: 5.8673 2021-06-05 22:35:03,904 - mmaction - INFO - Epoch [90][180/1243] lr: 7.500e-05, eta: 3:31:07, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8253, top5_acc: 0.9344, loss_cls: 0.6887, loss: 0.6887, grad_norm: 6.0487 2021-06-05 22:35:22,261 - mmaction - INFO - Epoch [90][200/1243] lr: 7.500e-05, eta: 3:30:48, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8331, top5_acc: 0.9440, loss_cls: 0.6511, loss: 0.6511, grad_norm: 5.9602 2021-06-05 22:35:40,623 - mmaction - INFO - Epoch [90][220/1243] lr: 7.500e-05, eta: 3:30:30, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8352, top5_acc: 0.9406, loss_cls: 0.6544, loss: 0.6544, grad_norm: 6.0489 2021-06-05 22:35:59,000 - mmaction - INFO - Epoch [90][240/1243] lr: 7.500e-05, eta: 3:30:11, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8352, top5_acc: 0.9456, loss_cls: 0.6406, loss: 0.6406, grad_norm: 6.2584 2021-06-05 22:36:17,373 - mmaction - INFO - Epoch [90][260/1243] lr: 7.500e-05, eta: 3:29:52, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8409, top5_acc: 0.9445, loss_cls: 0.6197, loss: 0.6197, grad_norm: 5.5894 2021-06-05 22:36:35,848 - mmaction - INFO - Epoch [90][280/1243] lr: 7.500e-05, eta: 3:29:33, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.8352, top5_acc: 0.9422, loss_cls: 0.6547, loss: 0.6547, grad_norm: 6.1907 2021-06-05 22:36:54,206 - mmaction - INFO - Epoch [90][300/1243] lr: 7.500e-05, eta: 3:29:14, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9404, loss_cls: 0.6488, loss: 0.6488, grad_norm: 6.7006 2021-06-05 22:37:12,566 - mmaction - INFO - Epoch [90][320/1243] lr: 7.500e-05, eta: 3:28:55, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8307, top5_acc: 0.9388, loss_cls: 0.6757, loss: 0.6757, grad_norm: 6.1068 2021-06-05 22:37:30,910 - mmaction - INFO - Epoch [90][340/1243] lr: 7.500e-05, eta: 3:28:37, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8333, top5_acc: 0.9477, loss_cls: 0.6374, loss: 0.6374, grad_norm: 5.8407 2021-06-05 22:37:49,330 - mmaction - INFO - Epoch [90][360/1243] lr: 7.500e-05, eta: 3:28:18, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8253, top5_acc: 0.9393, loss_cls: 0.6809, loss: 0.6809, grad_norm: 6.3275 2021-06-05 22:38:07,657 - mmaction - INFO - Epoch [90][380/1243] lr: 7.500e-05, eta: 3:27:59, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8307, top5_acc: 0.9417, loss_cls: 0.6557, loss: 0.6557, grad_norm: 6.0209 2021-06-05 22:38:25,959 - mmaction - INFO - Epoch [90][400/1243] lr: 7.500e-05, eta: 3:27:40, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8294, top5_acc: 0.9437, loss_cls: 0.6549, loss: 0.6549, grad_norm: 6.2681 2021-06-05 22:38:44,412 - mmaction - INFO - Epoch [90][420/1243] lr: 7.500e-05, eta: 3:27:21, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8367, top5_acc: 0.9437, loss_cls: 0.6340, loss: 0.6340, grad_norm: 5.9377 2021-06-05 22:39:02,685 - mmaction - INFO - Epoch [90][440/1243] lr: 7.500e-05, eta: 3:27:02, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8289, top5_acc: 0.9404, loss_cls: 0.6675, loss: 0.6675, grad_norm: 5.8571 2021-06-05 22:39:21,044 - mmaction - INFO - Epoch [90][460/1243] lr: 7.500e-05, eta: 3:26:44, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8391, top5_acc: 0.9430, loss_cls: 0.6311, loss: 0.6311, grad_norm: 5.7584 2021-06-05 22:39:39,430 - mmaction - INFO - Epoch [90][480/1243] lr: 7.500e-05, eta: 3:26:25, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8404, top5_acc: 0.9445, loss_cls: 0.6187, loss: 0.6187, grad_norm: 5.7960 2021-06-05 22:39:57,762 - mmaction - INFO - Epoch [90][500/1243] lr: 7.500e-05, eta: 3:26:06, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8357, top5_acc: 0.9464, loss_cls: 0.6572, loss: 0.6572, grad_norm: 5.8609 2021-06-05 22:40:16,073 - mmaction - INFO - Epoch [90][520/1243] lr: 7.500e-05, eta: 3:25:47, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8427, top5_acc: 0.9497, loss_cls: 0.6127, loss: 0.6127, grad_norm: 6.1166 2021-06-05 22:40:34,405 - mmaction - INFO - Epoch [90][540/1243] lr: 7.500e-05, eta: 3:25:28, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8354, top5_acc: 0.9385, loss_cls: 0.6521, loss: 0.6521, grad_norm: 5.8162 2021-06-05 22:40:52,865 - mmaction - INFO - Epoch [90][560/1243] lr: 7.500e-05, eta: 3:25:10, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8271, top5_acc: 0.9370, loss_cls: 0.6652, loss: 0.6652, grad_norm: 5.9256 2021-06-05 22:41:11,252 - mmaction - INFO - Epoch [90][580/1243] lr: 7.500e-05, eta: 3:24:51, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8359, top5_acc: 0.9409, loss_cls: 0.6577, loss: 0.6577, grad_norm: 5.8837 2021-06-05 22:41:29,652 - mmaction - INFO - Epoch [90][600/1243] lr: 7.500e-05, eta: 3:24:32, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8232, top5_acc: 0.9354, loss_cls: 0.7088, loss: 0.7088, grad_norm: 6.7326 2021-06-05 22:41:47,994 - mmaction - INFO - Epoch [90][620/1243] lr: 7.500e-05, eta: 3:24:13, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8380, top5_acc: 0.9482, loss_cls: 0.6418, loss: 0.6418, grad_norm: 6.2397 2021-06-05 22:42:06,463 - mmaction - INFO - Epoch [90][640/1243] lr: 7.500e-05, eta: 3:23:54, time: 0.923, data_time: 0.000, memory: 18352, top1_acc: 0.8263, top5_acc: 0.9411, loss_cls: 0.6703, loss: 0.6703, grad_norm: 6.1728 2021-06-05 22:42:24,824 - mmaction - INFO - Epoch [90][660/1243] lr: 7.500e-05, eta: 3:23:35, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8477, top5_acc: 0.9479, loss_cls: 0.6160, loss: 0.6160, grad_norm: 6.2423 2021-06-05 22:42:43,171 - mmaction - INFO - Epoch [90][680/1243] lr: 7.500e-05, eta: 3:23:17, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8263, top5_acc: 0.9393, loss_cls: 0.6848, loss: 0.6848, grad_norm: 6.1013 2021-06-05 22:43:01,538 - mmaction - INFO - Epoch [90][700/1243] lr: 7.500e-05, eta: 3:22:58, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8339, top5_acc: 0.9409, loss_cls: 0.6505, loss: 0.6505, grad_norm: 5.8965 2021-06-05 22:43:19,872 - mmaction - INFO - Epoch [90][720/1243] lr: 7.500e-05, eta: 3:22:39, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8380, top5_acc: 0.9393, loss_cls: 0.6572, loss: 0.6572, grad_norm: 5.9202 2021-06-05 22:43:38,263 - mmaction - INFO - Epoch [90][740/1243] lr: 7.500e-05, eta: 3:22:20, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8266, top5_acc: 0.9388, loss_cls: 0.6707, loss: 0.6707, grad_norm: 6.2266 2021-06-05 22:43:56,562 - mmaction - INFO - Epoch [90][760/1243] lr: 7.500e-05, eta: 3:22:01, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8375, top5_acc: 0.9482, loss_cls: 0.6310, loss: 0.6310, grad_norm: 5.8354 2021-06-05 22:44:14,844 - mmaction - INFO - Epoch [90][780/1243] lr: 7.500e-05, eta: 3:21:42, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8305, top5_acc: 0.9456, loss_cls: 0.6504, loss: 0.6504, grad_norm: 6.0045 2021-06-05 22:44:33,231 - mmaction - INFO - Epoch [90][800/1243] lr: 7.500e-05, eta: 3:21:24, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9458, loss_cls: 0.6340, loss: 0.6340, grad_norm: 5.7175 2021-06-05 22:44:51,609 - mmaction - INFO - Epoch [90][820/1243] lr: 7.500e-05, eta: 3:21:05, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8326, top5_acc: 0.9437, loss_cls: 0.6469, loss: 0.6469, grad_norm: 6.4484 2021-06-05 22:45:09,961 - mmaction - INFO - Epoch [90][840/1243] lr: 7.500e-05, eta: 3:20:46, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9445, loss_cls: 0.6569, loss: 0.6569, grad_norm: 5.6689 2021-06-05 22:45:28,345 - mmaction - INFO - Epoch [90][860/1243] lr: 7.500e-05, eta: 3:20:27, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8237, top5_acc: 0.9398, loss_cls: 0.6668, loss: 0.6668, grad_norm: 5.9756 2021-06-05 22:45:46,632 - mmaction - INFO - Epoch [90][880/1243] lr: 7.500e-05, eta: 3:20:08, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8341, top5_acc: 0.9427, loss_cls: 0.6532, loss: 0.6532, grad_norm: 6.0918 2021-06-05 22:46:04,950 - mmaction - INFO - Epoch [90][900/1243] lr: 7.500e-05, eta: 3:19:50, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8313, top5_acc: 0.9432, loss_cls: 0.6574, loss: 0.6574, grad_norm: 6.4949 2021-06-05 22:46:23,327 - mmaction - INFO - Epoch [90][920/1243] lr: 7.500e-05, eta: 3:19:31, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8349, top5_acc: 0.9419, loss_cls: 0.6562, loss: 0.6562, grad_norm: 6.0075 2021-06-05 22:46:41,691 - mmaction - INFO - Epoch [90][940/1243] lr: 7.500e-05, eta: 3:19:12, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8453, top5_acc: 0.9490, loss_cls: 0.6135, loss: 0.6135, grad_norm: 6.0152 2021-06-05 22:47:00,056 - mmaction - INFO - Epoch [90][960/1243] lr: 7.500e-05, eta: 3:18:53, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8419, top5_acc: 0.9448, loss_cls: 0.6261, loss: 0.6261, grad_norm: 5.8861 2021-06-05 22:47:18,453 - mmaction - INFO - Epoch [90][980/1243] lr: 7.500e-05, eta: 3:18:34, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8362, top5_acc: 0.9432, loss_cls: 0.6378, loss: 0.6378, grad_norm: 5.8995 2021-06-05 22:47:36,840 - mmaction - INFO - Epoch [90][1000/1243] lr: 7.500e-05, eta: 3:18:15, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9474, loss_cls: 0.6600, loss: 0.6600, grad_norm: 6.0033 2021-06-05 22:47:55,248 - mmaction - INFO - Epoch [90][1020/1243] lr: 7.500e-05, eta: 3:17:57, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8313, top5_acc: 0.9435, loss_cls: 0.6539, loss: 0.6539, grad_norm: 5.9442 2021-06-05 22:48:13,700 - mmaction - INFO - Epoch [90][1040/1243] lr: 7.500e-05, eta: 3:17:38, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8276, top5_acc: 0.9367, loss_cls: 0.7023, loss: 0.7023, grad_norm: 6.8999 2021-06-05 22:48:32,065 - mmaction - INFO - Epoch [90][1060/1243] lr: 7.500e-05, eta: 3:17:19, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9430, loss_cls: 0.6616, loss: 0.6616, grad_norm: 6.0914 2021-06-05 22:48:50,435 - mmaction - INFO - Epoch [90][1080/1243] lr: 7.500e-05, eta: 3:17:00, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9409, loss_cls: 0.6730, loss: 0.6730, grad_norm: 6.6557 2021-06-05 22:49:08,875 - mmaction - INFO - Epoch [90][1100/1243] lr: 7.500e-05, eta: 3:16:41, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8451, top5_acc: 0.9409, loss_cls: 0.6398, loss: 0.6398, grad_norm: 5.8188 2021-06-05 22:49:27,277 - mmaction - INFO - Epoch [90][1120/1243] lr: 7.500e-05, eta: 3:16:23, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9435, loss_cls: 0.6565, loss: 0.6565, grad_norm: 6.1862 2021-06-05 22:49:45,727 - mmaction - INFO - Epoch [90][1140/1243] lr: 7.500e-05, eta: 3:16:04, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8380, top5_acc: 0.9430, loss_cls: 0.6339, loss: 0.6339, grad_norm: 5.7317 2021-06-05 22:50:04,097 - mmaction - INFO - Epoch [90][1160/1243] lr: 7.500e-05, eta: 3:15:45, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8406, top5_acc: 0.9497, loss_cls: 0.6232, loss: 0.6232, grad_norm: 5.6746 2021-06-05 22:50:22,548 - mmaction - INFO - Epoch [90][1180/1243] lr: 7.500e-05, eta: 3:15:26, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8245, top5_acc: 0.9380, loss_cls: 0.6884, loss: 0.6884, grad_norm: 6.0433 2021-06-05 22:50:40,909 - mmaction - INFO - Epoch [90][1200/1243] lr: 7.500e-05, eta: 3:15:07, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9456, loss_cls: 0.6388, loss: 0.6388, grad_norm: 6.0731 2021-06-05 22:50:59,306 - mmaction - INFO - Epoch [90][1220/1243] lr: 7.500e-05, eta: 3:14:48, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8393, top5_acc: 0.9471, loss_cls: 0.6280, loss: 0.6280, grad_norm: 5.9618 2021-06-05 22:51:17,423 - mmaction - INFO - Epoch [90][1240/1243] lr: 7.500e-05, eta: 3:14:30, time: 0.906, data_time: 0.001, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9406, loss_cls: 0.6512, loss: 0.6512, grad_norm: 5.8855 2021-06-05 22:53:40,423 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 22:53:41,055 - mmaction - INFO - top1_acc 0.7487 top5_acc 0.9107 2021-06-05 22:53:41,055 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 22:53:41,078 - mmaction - INFO - mean_acc 0.7486 2021-06-05 22:53:41,083 - mmaction - INFO - Saving checkpoint at 90 epochs 2021-06-05 22:53:42,194 - mmaction - INFO - Epoch(val) [90][104] top1_acc: 0.7487, top5_acc: 0.9107, mean_class_accuracy: 0.7486 2021-06-05 22:54:25,936 - mmaction - INFO - Epoch [91][20/1243] lr: 7.500e-05, eta: 3:14:10, time: 2.186, data_time: 1.273, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9422, loss_cls: 0.6632, loss: 0.6632, grad_norm: 6.1116 2021-06-05 22:54:44,780 - mmaction - INFO - Epoch [91][40/1243] lr: 7.500e-05, eta: 3:13:52, time: 0.942, data_time: 0.001, memory: 18352, top1_acc: 0.8372, top5_acc: 0.9437, loss_cls: 0.6339, loss: 0.6339, grad_norm: 5.9012 2021-06-05 22:55:03,371 - mmaction - INFO - Epoch [91][60/1243] lr: 7.500e-05, eta: 3:13:33, time: 0.929, data_time: 0.001, memory: 18352, top1_acc: 0.8297, top5_acc: 0.9440, loss_cls: 0.6443, loss: 0.6443, grad_norm: 5.7490 2021-06-05 22:55:21,739 - mmaction - INFO - Epoch [91][80/1243] lr: 7.500e-05, eta: 3:13:14, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8307, top5_acc: 0.9437, loss_cls: 0.6484, loss: 0.6484, grad_norm: 6.6762 2021-06-05 22:55:40,083 - mmaction - INFO - Epoch [91][100/1243] lr: 7.500e-05, eta: 3:12:55, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8266, top5_acc: 0.9422, loss_cls: 0.6729, loss: 0.6729, grad_norm: 6.0044 2021-06-05 22:55:58,350 - mmaction - INFO - Epoch [91][120/1243] lr: 7.500e-05, eta: 3:12:36, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8404, top5_acc: 0.9458, loss_cls: 0.6160, loss: 0.6160, grad_norm: 5.7343 2021-06-05 22:56:16,728 - mmaction - INFO - Epoch [91][140/1243] lr: 7.500e-05, eta: 3:12:18, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8375, top5_acc: 0.9404, loss_cls: 0.6548, loss: 0.6548, grad_norm: 5.8293 2021-06-05 22:56:35,033 - mmaction - INFO - Epoch [91][160/1243] lr: 7.500e-05, eta: 3:11:59, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8302, top5_acc: 0.9372, loss_cls: 0.6767, loss: 0.6767, grad_norm: 6.3315 2021-06-05 22:56:53,351 - mmaction - INFO - Epoch [91][180/1243] lr: 7.500e-05, eta: 3:11:40, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8362, top5_acc: 0.9443, loss_cls: 0.6322, loss: 0.6322, grad_norm: 5.7637 2021-06-05 22:57:11,765 - mmaction - INFO - Epoch [91][200/1243] lr: 7.500e-05, eta: 3:11:21, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8216, top5_acc: 0.9393, loss_cls: 0.6856, loss: 0.6856, grad_norm: 6.1630 2021-06-05 22:57:30,114 - mmaction - INFO - Epoch [91][220/1243] lr: 7.500e-05, eta: 3:11:02, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8247, top5_acc: 0.9357, loss_cls: 0.6980, loss: 0.6980, grad_norm: 5.8671 2021-06-05 22:57:48,549 - mmaction - INFO - Epoch [91][240/1243] lr: 7.500e-05, eta: 3:10:44, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8352, top5_acc: 0.9404, loss_cls: 0.6407, loss: 0.6407, grad_norm: 5.6858 2021-06-05 22:58:06,898 - mmaction - INFO - Epoch [91][260/1243] lr: 7.500e-05, eta: 3:10:25, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8406, top5_acc: 0.9490, loss_cls: 0.6258, loss: 0.6258, grad_norm: 6.1531 2021-06-05 22:58:25,222 - mmaction - INFO - Epoch [91][280/1243] lr: 7.500e-05, eta: 3:10:06, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8195, top5_acc: 0.9409, loss_cls: 0.6747, loss: 0.6747, grad_norm: 5.9503 2021-06-05 22:58:43,535 - mmaction - INFO - Epoch [91][300/1243] lr: 7.500e-05, eta: 3:09:47, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9378, loss_cls: 0.6677, loss: 0.6677, grad_norm: 6.1140 2021-06-05 22:59:01,950 - mmaction - INFO - Epoch [91][320/1243] lr: 7.500e-05, eta: 3:09:28, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8375, top5_acc: 0.9378, loss_cls: 0.6528, loss: 0.6528, grad_norm: 5.9813 2021-06-05 22:59:20,357 - mmaction - INFO - Epoch [91][340/1243] lr: 7.500e-05, eta: 3:09:09, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8310, top5_acc: 0.9427, loss_cls: 0.6670, loss: 0.6670, grad_norm: 6.0547 2021-06-05 22:59:38,717 - mmaction - INFO - Epoch [91][360/1243] lr: 7.500e-05, eta: 3:08:51, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8331, top5_acc: 0.9378, loss_cls: 0.6546, loss: 0.6546, grad_norm: 6.0680 2021-06-05 22:59:57,008 - mmaction - INFO - Epoch [91][380/1243] lr: 7.500e-05, eta: 3:08:32, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8255, top5_acc: 0.9414, loss_cls: 0.6662, loss: 0.6662, grad_norm: 6.1970 2021-06-05 23:00:15,361 - mmaction - INFO - Epoch [91][400/1243] lr: 7.500e-05, eta: 3:08:13, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8276, top5_acc: 0.9432, loss_cls: 0.6606, loss: 0.6606, grad_norm: 6.8502 2021-06-05 23:00:33,749 - mmaction - INFO - Epoch [91][420/1243] lr: 7.500e-05, eta: 3:07:54, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8247, top5_acc: 0.9299, loss_cls: 0.6986, loss: 0.6986, grad_norm: 6.4764 2021-06-05 23:00:52,128 - mmaction - INFO - Epoch [91][440/1243] lr: 7.500e-05, eta: 3:07:35, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8448, top5_acc: 0.9495, loss_cls: 0.6071, loss: 0.6071, grad_norm: 6.2398 2021-06-05 23:01:10,465 - mmaction - INFO - Epoch [91][460/1243] lr: 7.500e-05, eta: 3:07:16, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9427, loss_cls: 0.6472, loss: 0.6472, grad_norm: 5.9052 2021-06-05 23:01:29,000 - mmaction - INFO - Epoch [91][480/1243] lr: 7.500e-05, eta: 3:06:58, time: 0.927, data_time: 0.001, memory: 18352, top1_acc: 0.8359, top5_acc: 0.9458, loss_cls: 0.6517, loss: 0.6517, grad_norm: 5.8594 2021-06-05 23:01:47,352 - mmaction - INFO - Epoch [91][500/1243] lr: 7.500e-05, eta: 3:06:39, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8424, top5_acc: 0.9435, loss_cls: 0.6322, loss: 0.6322, grad_norm: 5.9197 2021-06-05 23:02:05,745 - mmaction - INFO - Epoch [91][520/1243] lr: 7.500e-05, eta: 3:06:20, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8253, top5_acc: 0.9471, loss_cls: 0.6478, loss: 0.6478, grad_norm: 5.8322 2021-06-05 23:02:24,079 - mmaction - INFO - Epoch [91][540/1243] lr: 7.500e-05, eta: 3:06:01, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8391, top5_acc: 0.9448, loss_cls: 0.6297, loss: 0.6297, grad_norm: 6.0989 2021-06-05 23:02:42,516 - mmaction - INFO - Epoch [91][560/1243] lr: 7.500e-05, eta: 3:05:42, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9414, loss_cls: 0.6655, loss: 0.6655, grad_norm: 5.9482 2021-06-05 23:03:00,944 - mmaction - INFO - Epoch [91][580/1243] lr: 7.500e-05, eta: 3:05:24, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8388, top5_acc: 0.9482, loss_cls: 0.6410, loss: 0.6410, grad_norm: 5.9125 2021-06-05 23:03:19,419 - mmaction - INFO - Epoch [91][600/1243] lr: 7.500e-05, eta: 3:05:05, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8250, top5_acc: 0.9409, loss_cls: 0.6698, loss: 0.6698, grad_norm: 6.2757 2021-06-05 23:03:37,755 - mmaction - INFO - Epoch [91][620/1243] lr: 7.500e-05, eta: 3:04:46, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8357, top5_acc: 0.9430, loss_cls: 0.6531, loss: 0.6531, grad_norm: 6.0586 2021-06-05 23:03:56,184 - mmaction - INFO - Epoch [91][640/1243] lr: 7.500e-05, eta: 3:04:27, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8203, top5_acc: 0.9362, loss_cls: 0.6978, loss: 0.6978, grad_norm: 5.9591 2021-06-05 23:04:14,568 - mmaction - INFO - Epoch [91][660/1243] lr: 7.500e-05, eta: 3:04:08, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9372, loss_cls: 0.6753, loss: 0.6753, grad_norm: 5.9188 2021-06-05 23:04:32,903 - mmaction - INFO - Epoch [91][680/1243] lr: 7.500e-05, eta: 3:03:50, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9445, loss_cls: 0.6778, loss: 0.6778, grad_norm: 6.1662 2021-06-05 23:04:51,302 - mmaction - INFO - Epoch [91][700/1243] lr: 7.500e-05, eta: 3:03:31, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8341, top5_acc: 0.9367, loss_cls: 0.6737, loss: 0.6737, grad_norm: 5.8781 2021-06-05 23:05:09,591 - mmaction - INFO - Epoch [91][720/1243] lr: 7.500e-05, eta: 3:03:12, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9445, loss_cls: 0.6401, loss: 0.6401, grad_norm: 6.0229 2021-06-05 23:05:27,919 - mmaction - INFO - Epoch [91][740/1243] lr: 7.500e-05, eta: 3:02:53, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8388, top5_acc: 0.9464, loss_cls: 0.6315, loss: 0.6315, grad_norm: 6.1465 2021-06-05 23:05:46,270 - mmaction - INFO - Epoch [91][760/1243] lr: 7.500e-05, eta: 3:02:34, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8380, top5_acc: 0.9479, loss_cls: 0.6297, loss: 0.6297, grad_norm: 6.5025 2021-06-05 23:06:04,647 - mmaction - INFO - Epoch [91][780/1243] lr: 7.500e-05, eta: 3:02:15, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8427, top5_acc: 0.9440, loss_cls: 0.6295, loss: 0.6295, grad_norm: 5.9716 2021-06-05 23:06:22,946 - mmaction - INFO - Epoch [91][800/1243] lr: 7.500e-05, eta: 3:01:57, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8292, top5_acc: 0.9492, loss_cls: 0.6504, loss: 0.6504, grad_norm: 6.4305 2021-06-05 23:06:41,277 - mmaction - INFO - Epoch [91][820/1243] lr: 7.500e-05, eta: 3:01:38, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9466, loss_cls: 0.6516, loss: 0.6516, grad_norm: 7.5014 2021-06-05 23:06:59,704 - mmaction - INFO - Epoch [91][840/1243] lr: 7.500e-05, eta: 3:01:19, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9443, loss_cls: 0.6441, loss: 0.6441, grad_norm: 6.1101 2021-06-05 23:07:18,050 - mmaction - INFO - Epoch [91][860/1243] lr: 7.500e-05, eta: 3:01:00, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8299, top5_acc: 0.9417, loss_cls: 0.6609, loss: 0.6609, grad_norm: 6.4209 2021-06-05 23:07:36,495 - mmaction - INFO - Epoch [91][880/1243] lr: 7.500e-05, eta: 3:00:41, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9393, loss_cls: 0.6590, loss: 0.6590, grad_norm: 5.8639 2021-06-05 23:07:54,823 - mmaction - INFO - Epoch [91][900/1243] lr: 7.500e-05, eta: 3:00:23, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8346, top5_acc: 0.9453, loss_cls: 0.6448, loss: 0.6448, grad_norm: 5.7765 2021-06-05 23:08:13,201 - mmaction - INFO - Epoch [91][920/1243] lr: 7.500e-05, eta: 3:00:04, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8341, top5_acc: 0.9435, loss_cls: 0.6491, loss: 0.6491, grad_norm: 6.3305 2021-06-05 23:08:31,546 - mmaction - INFO - Epoch [91][940/1243] lr: 7.500e-05, eta: 2:59:45, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8307, top5_acc: 0.9406, loss_cls: 0.6637, loss: 0.6637, grad_norm: 5.9181 2021-06-05 23:08:49,902 - mmaction - INFO - Epoch [91][960/1243] lr: 7.500e-05, eta: 2:59:26, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8302, top5_acc: 0.9430, loss_cls: 0.6565, loss: 0.6565, grad_norm: 5.9681 2021-06-05 23:09:08,334 - mmaction - INFO - Epoch [91][980/1243] lr: 7.500e-05, eta: 2:59:07, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8242, top5_acc: 0.9354, loss_cls: 0.6698, loss: 0.6698, grad_norm: 7.1034 2021-06-05 23:09:26,733 - mmaction - INFO - Epoch [91][1000/1243] lr: 7.500e-05, eta: 2:58:48, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8328, top5_acc: 0.9354, loss_cls: 0.6681, loss: 0.6681, grad_norm: 5.9121 2021-06-05 23:09:45,110 - mmaction - INFO - Epoch [91][1020/1243] lr: 7.500e-05, eta: 2:58:30, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9388, loss_cls: 0.6665, loss: 0.6665, grad_norm: 5.7596 2021-06-05 23:10:03,431 - mmaction - INFO - Epoch [91][1040/1243] lr: 7.500e-05, eta: 2:58:11, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8313, top5_acc: 0.9456, loss_cls: 0.6347, loss: 0.6347, grad_norm: 5.8010 2021-06-05 23:10:21,800 - mmaction - INFO - Epoch [91][1060/1243] lr: 7.500e-05, eta: 2:57:52, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8375, top5_acc: 0.9393, loss_cls: 0.6493, loss: 0.6493, grad_norm: 8.9052 2021-06-05 23:10:40,218 - mmaction - INFO - Epoch [91][1080/1243] lr: 7.500e-05, eta: 2:57:33, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9430, loss_cls: 0.6476, loss: 0.6476, grad_norm: 5.8500 2021-06-05 23:10:58,540 - mmaction - INFO - Epoch [91][1100/1243] lr: 7.500e-05, eta: 2:57:14, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8339, top5_acc: 0.9409, loss_cls: 0.6640, loss: 0.6640, grad_norm: 6.0778 2021-06-05 23:11:16,926 - mmaction - INFO - Epoch [91][1120/1243] lr: 7.500e-05, eta: 2:56:56, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9461, loss_cls: 0.6325, loss: 0.6325, grad_norm: 5.8433 2021-06-05 23:11:35,295 - mmaction - INFO - Epoch [91][1140/1243] lr: 7.500e-05, eta: 2:56:37, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8339, top5_acc: 0.9469, loss_cls: 0.6291, loss: 0.6291, grad_norm: 8.6631 2021-06-05 23:11:53,669 - mmaction - INFO - Epoch [91][1160/1243] lr: 7.500e-05, eta: 2:56:18, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8328, top5_acc: 0.9359, loss_cls: 0.6611, loss: 0.6611, grad_norm: 6.1950 2021-06-05 23:12:12,100 - mmaction - INFO - Epoch [91][1180/1243] lr: 7.500e-05, eta: 2:55:59, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9445, loss_cls: 0.6532, loss: 0.6532, grad_norm: 5.9494 2021-06-05 23:12:30,443 - mmaction - INFO - Epoch [91][1200/1243] lr: 7.500e-05, eta: 2:55:40, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8404, top5_acc: 0.9466, loss_cls: 0.6323, loss: 0.6323, grad_norm: 5.5228 2021-06-05 23:12:48,824 - mmaction - INFO - Epoch [91][1220/1243] lr: 7.500e-05, eta: 2:55:22, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8393, top5_acc: 0.9445, loss_cls: 0.6246, loss: 0.6246, grad_norm: 5.7004 2021-06-05 23:13:07,001 - mmaction - INFO - Epoch [91][1240/1243] lr: 7.500e-05, eta: 2:55:03, time: 0.909, data_time: 0.001, memory: 18352, top1_acc: 0.8393, top5_acc: 0.9458, loss_cls: 0.6326, loss: 0.6326, grad_norm: 7.0683 2021-06-05 23:15:29,089 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 23:15:29,730 - mmaction - INFO - top1_acc 0.7486 top5_acc 0.9101 2021-06-05 23:15:29,730 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 23:15:29,753 - mmaction - INFO - mean_acc 0.7485 2021-06-05 23:15:29,758 - mmaction - INFO - Saving checkpoint at 91 epochs 2021-06-05 23:15:31,022 - mmaction - INFO - Epoch(val) [91][104] top1_acc: 0.7486, top5_acc: 0.9101, mean_class_accuracy: 0.7485 2021-06-05 23:16:15,212 - mmaction - INFO - Epoch [92][20/1243] lr: 7.500e-05, eta: 2:54:43, time: 2.209, data_time: 1.301, memory: 18352, top1_acc: 0.8367, top5_acc: 0.9500, loss_cls: 0.6281, loss: 0.6281, grad_norm: 6.1934 2021-06-05 23:16:33,569 - mmaction - INFO - Epoch [92][40/1243] lr: 7.500e-05, eta: 2:54:25, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8331, top5_acc: 0.9383, loss_cls: 0.6665, loss: 0.6665, grad_norm: 7.1216 2021-06-05 23:16:51,857 - mmaction - INFO - Epoch [92][60/1243] lr: 7.500e-05, eta: 2:54:06, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8346, top5_acc: 0.9497, loss_cls: 0.6241, loss: 0.6241, grad_norm: 5.8948 2021-06-05 23:17:10,135 - mmaction - INFO - Epoch [92][80/1243] lr: 7.500e-05, eta: 2:53:47, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9430, loss_cls: 0.6797, loss: 0.6797, grad_norm: 5.8581 2021-06-05 23:17:28,445 - mmaction - INFO - Epoch [92][100/1243] lr: 7.500e-05, eta: 2:53:28, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8305, top5_acc: 0.9440, loss_cls: 0.6714, loss: 0.6714, grad_norm: 5.8417 2021-06-05 23:17:46,795 - mmaction - INFO - Epoch [92][120/1243] lr: 7.500e-05, eta: 2:53:09, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8328, top5_acc: 0.9409, loss_cls: 0.6667, loss: 0.6667, grad_norm: 6.1694 2021-06-05 23:18:05,165 - mmaction - INFO - Epoch [92][140/1243] lr: 7.500e-05, eta: 2:52:50, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8221, top5_acc: 0.9396, loss_cls: 0.7115, loss: 0.7115, grad_norm: 6.1967 2021-06-05 23:18:23,520 - mmaction - INFO - Epoch [92][160/1243] lr: 7.500e-05, eta: 2:52:32, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8370, top5_acc: 0.9482, loss_cls: 0.6281, loss: 0.6281, grad_norm: 5.9381 2021-06-05 23:18:41,946 - mmaction - INFO - Epoch [92][180/1243] lr: 7.500e-05, eta: 2:52:13, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8266, top5_acc: 0.9359, loss_cls: 0.6820, loss: 0.6820, grad_norm: 6.4372 2021-06-05 23:19:00,295 - mmaction - INFO - Epoch [92][200/1243] lr: 7.500e-05, eta: 2:51:54, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8313, top5_acc: 0.9464, loss_cls: 0.6449, loss: 0.6449, grad_norm: 6.7056 2021-06-05 23:19:18,631 - mmaction - INFO - Epoch [92][220/1243] lr: 7.500e-05, eta: 2:51:35, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8310, top5_acc: 0.9458, loss_cls: 0.6511, loss: 0.6511, grad_norm: 6.1705 2021-06-05 23:19:36,986 - mmaction - INFO - Epoch [92][240/1243] lr: 7.500e-05, eta: 2:51:16, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8294, top5_acc: 0.9411, loss_cls: 0.6568, loss: 0.6568, grad_norm: 5.8374 2021-06-05 23:19:55,329 - mmaction - INFO - Epoch [92][260/1243] lr: 7.500e-05, eta: 2:50:58, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8391, top5_acc: 0.9427, loss_cls: 0.6454, loss: 0.6454, grad_norm: 5.8958 2021-06-05 23:20:13,677 - mmaction - INFO - Epoch [92][280/1243] lr: 7.500e-05, eta: 2:50:39, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8422, top5_acc: 0.9440, loss_cls: 0.6246, loss: 0.6246, grad_norm: 5.5000 2021-06-05 23:20:32,100 - mmaction - INFO - Epoch [92][300/1243] lr: 7.500e-05, eta: 2:50:20, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8305, top5_acc: 0.9492, loss_cls: 0.6330, loss: 0.6330, grad_norm: 5.9061 2021-06-05 23:20:50,470 - mmaction - INFO - Epoch [92][320/1243] lr: 7.500e-05, eta: 2:50:01, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9443, loss_cls: 0.6490, loss: 0.6490, grad_norm: 5.8948 2021-06-05 23:21:08,870 - mmaction - INFO - Epoch [92][340/1243] lr: 7.500e-05, eta: 2:49:42, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8305, top5_acc: 0.9393, loss_cls: 0.6616, loss: 0.6616, grad_norm: 6.1979 2021-06-05 23:21:27,225 - mmaction - INFO - Epoch [92][360/1243] lr: 7.500e-05, eta: 2:49:23, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8273, top5_acc: 0.9443, loss_cls: 0.6654, loss: 0.6654, grad_norm: 6.5792 2021-06-05 23:21:45,540 - mmaction - INFO - Epoch [92][380/1243] lr: 7.500e-05, eta: 2:49:05, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.8201, top5_acc: 0.9318, loss_cls: 0.7170, loss: 0.7170, grad_norm: 6.8843 2021-06-05 23:22:03,919 - mmaction - INFO - Epoch [92][400/1243] lr: 7.500e-05, eta: 2:48:46, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8289, top5_acc: 0.9372, loss_cls: 0.6824, loss: 0.6824, grad_norm: 6.1978 2021-06-05 23:22:22,347 - mmaction - INFO - Epoch [92][420/1243] lr: 7.500e-05, eta: 2:48:27, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8354, top5_acc: 0.9469, loss_cls: 0.6312, loss: 0.6312, grad_norm: 5.8141 2021-06-05 23:22:40,695 - mmaction - INFO - Epoch [92][440/1243] lr: 7.500e-05, eta: 2:48:08, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8331, top5_acc: 0.9391, loss_cls: 0.6697, loss: 0.6697, grad_norm: 6.7950 2021-06-05 23:22:59,110 - mmaction - INFO - Epoch [92][460/1243] lr: 7.500e-05, eta: 2:47:49, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8326, top5_acc: 0.9466, loss_cls: 0.6284, loss: 0.6284, grad_norm: 6.0129 2021-06-05 23:23:17,541 - mmaction - INFO - Epoch [92][480/1243] lr: 7.500e-05, eta: 2:47:31, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8404, top5_acc: 0.9440, loss_cls: 0.6285, loss: 0.6285, grad_norm: 5.5949 2021-06-05 23:23:35,906 - mmaction - INFO - Epoch [92][500/1243] lr: 7.500e-05, eta: 2:47:12, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8247, top5_acc: 0.9417, loss_cls: 0.6533, loss: 0.6533, grad_norm: 6.1597 2021-06-05 23:23:54,239 - mmaction - INFO - Epoch [92][520/1243] lr: 7.500e-05, eta: 2:46:53, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8417, top5_acc: 0.9466, loss_cls: 0.6254, loss: 0.6254, grad_norm: 5.9574 2021-06-05 23:24:12,649 - mmaction - INFO - Epoch [92][540/1243] lr: 7.500e-05, eta: 2:46:34, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8388, top5_acc: 0.9487, loss_cls: 0.6238, loss: 0.6238, grad_norm: 6.0774 2021-06-05 23:24:31,008 - mmaction - INFO - Epoch [92][560/1243] lr: 7.500e-05, eta: 2:46:15, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8299, top5_acc: 0.9370, loss_cls: 0.6820, loss: 0.6820, grad_norm: 5.8480 2021-06-05 23:24:49,403 - mmaction - INFO - Epoch [92][580/1243] lr: 7.500e-05, eta: 2:45:57, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9396, loss_cls: 0.6713, loss: 0.6713, grad_norm: 5.9449 2021-06-05 23:25:07,765 - mmaction - INFO - Epoch [92][600/1243] lr: 7.500e-05, eta: 2:45:38, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8346, top5_acc: 0.9451, loss_cls: 0.6496, loss: 0.6496, grad_norm: 6.1518 2021-06-05 23:25:26,195 - mmaction - INFO - Epoch [92][620/1243] lr: 7.500e-05, eta: 2:45:19, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9380, loss_cls: 0.6838, loss: 0.6838, grad_norm: 6.5123 2021-06-05 23:25:44,606 - mmaction - INFO - Epoch [92][640/1243] lr: 7.500e-05, eta: 2:45:00, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8299, top5_acc: 0.9443, loss_cls: 0.6506, loss: 0.6506, grad_norm: 6.0865 2021-06-05 23:26:03,026 - mmaction - INFO - Epoch [92][660/1243] lr: 7.500e-05, eta: 2:44:41, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8370, top5_acc: 0.9531, loss_cls: 0.6151, loss: 0.6151, grad_norm: 5.9169 2021-06-05 23:26:21,376 - mmaction - INFO - Epoch [92][680/1243] lr: 7.500e-05, eta: 2:44:22, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8388, top5_acc: 0.9445, loss_cls: 0.6375, loss: 0.6375, grad_norm: 7.0055 2021-06-05 23:26:39,765 - mmaction - INFO - Epoch [92][700/1243] lr: 7.500e-05, eta: 2:44:04, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8266, top5_acc: 0.9411, loss_cls: 0.6640, loss: 0.6640, grad_norm: 6.0732 2021-06-05 23:26:58,037 - mmaction - INFO - Epoch [92][720/1243] lr: 7.500e-05, eta: 2:43:45, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8406, top5_acc: 0.9523, loss_cls: 0.6326, loss: 0.6326, grad_norm: 6.6754 2021-06-05 23:27:16,338 - mmaction - INFO - Epoch [92][740/1243] lr: 7.500e-05, eta: 2:43:26, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8451, top5_acc: 0.9464, loss_cls: 0.6113, loss: 0.6113, grad_norm: 6.0407 2021-06-05 23:27:34,746 - mmaction - INFO - Epoch [92][760/1243] lr: 7.500e-05, eta: 2:43:07, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8341, top5_acc: 0.9445, loss_cls: 0.6351, loss: 0.6351, grad_norm: 6.0696 2021-06-05 23:27:53,157 - mmaction - INFO - Epoch [92][780/1243] lr: 7.500e-05, eta: 2:42:48, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8253, top5_acc: 0.9419, loss_cls: 0.6775, loss: 0.6775, grad_norm: 6.7647 2021-06-05 23:28:11,544 - mmaction - INFO - Epoch [92][800/1243] lr: 7.500e-05, eta: 2:42:30, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8354, top5_acc: 0.9422, loss_cls: 0.6494, loss: 0.6494, grad_norm: 5.7197 2021-06-05 23:28:29,979 - mmaction - INFO - Epoch [92][820/1243] lr: 7.500e-05, eta: 2:42:11, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9422, loss_cls: 0.6673, loss: 0.6673, grad_norm: 6.2234 2021-06-05 23:28:48,422 - mmaction - INFO - Epoch [92][840/1243] lr: 7.500e-05, eta: 2:41:52, time: 0.923, data_time: 0.002, memory: 18352, top1_acc: 0.8357, top5_acc: 0.9401, loss_cls: 0.6499, loss: 0.6499, grad_norm: 6.1075 2021-06-05 23:29:06,705 - mmaction - INFO - Epoch [92][860/1243] lr: 7.500e-05, eta: 2:41:33, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8349, top5_acc: 0.9396, loss_cls: 0.6595, loss: 0.6595, grad_norm: 5.8505 2021-06-05 23:29:25,080 - mmaction - INFO - Epoch [92][880/1243] lr: 7.500e-05, eta: 2:41:14, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8354, top5_acc: 0.9362, loss_cls: 0.6611, loss: 0.6611, grad_norm: 5.7681 2021-06-05 23:29:43,472 - mmaction - INFO - Epoch [92][900/1243] lr: 7.500e-05, eta: 2:40:56, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9451, loss_cls: 0.6585, loss: 0.6585, grad_norm: 6.1742 2021-06-05 23:30:01,847 - mmaction - INFO - Epoch [92][920/1243] lr: 7.500e-05, eta: 2:40:37, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9497, loss_cls: 0.6342, loss: 0.6342, grad_norm: 5.8255 2021-06-05 23:30:20,160 - mmaction - INFO - Epoch [92][940/1243] lr: 7.500e-05, eta: 2:40:18, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8354, top5_acc: 0.9424, loss_cls: 0.6243, loss: 0.6243, grad_norm: 5.7340 2021-06-05 23:30:38,528 - mmaction - INFO - Epoch [92][960/1243] lr: 7.500e-05, eta: 2:39:59, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9456, loss_cls: 0.6551, loss: 0.6551, grad_norm: 6.7392 2021-06-05 23:30:56,899 - mmaction - INFO - Epoch [92][980/1243] lr: 7.500e-05, eta: 2:39:40, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8328, top5_acc: 0.9448, loss_cls: 0.6503, loss: 0.6503, grad_norm: 5.9349 2021-06-05 23:31:15,307 - mmaction - INFO - Epoch [92][1000/1243] lr: 7.500e-05, eta: 2:39:22, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8263, top5_acc: 0.9474, loss_cls: 0.6446, loss: 0.6446, grad_norm: 5.9069 2021-06-05 23:31:33,698 - mmaction - INFO - Epoch [92][1020/1243] lr: 7.500e-05, eta: 2:39:03, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8422, top5_acc: 0.9448, loss_cls: 0.6308, loss: 0.6308, grad_norm: 5.8131 2021-06-05 23:31:52,052 - mmaction - INFO - Epoch [92][1040/1243] lr: 7.500e-05, eta: 2:38:44, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8417, top5_acc: 0.9440, loss_cls: 0.6359, loss: 0.6359, grad_norm: 5.7136 2021-06-05 23:32:10,420 - mmaction - INFO - Epoch [92][1060/1243] lr: 7.500e-05, eta: 2:38:25, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8388, top5_acc: 0.9484, loss_cls: 0.6191, loss: 0.6191, grad_norm: 6.3093 2021-06-05 23:32:28,724 - mmaction - INFO - Epoch [92][1080/1243] lr: 7.500e-05, eta: 2:38:06, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8370, top5_acc: 0.9479, loss_cls: 0.6180, loss: 0.6180, grad_norm: 5.8762 2021-06-05 23:32:47,137 - mmaction - INFO - Epoch [92][1100/1243] lr: 7.500e-05, eta: 2:37:47, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9401, loss_cls: 0.6580, loss: 0.6580, grad_norm: 6.2861 2021-06-05 23:33:05,470 - mmaction - INFO - Epoch [92][1120/1243] lr: 7.500e-05, eta: 2:37:29, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8383, top5_acc: 0.9466, loss_cls: 0.6294, loss: 0.6294, grad_norm: 6.2275 2021-06-05 23:33:23,823 - mmaction - INFO - Epoch [92][1140/1243] lr: 7.500e-05, eta: 2:37:10, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9409, loss_cls: 0.6619, loss: 0.6619, grad_norm: 5.9232 2021-06-05 23:33:42,259 - mmaction - INFO - Epoch [92][1160/1243] lr: 7.500e-05, eta: 2:36:51, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8302, top5_acc: 0.9427, loss_cls: 0.6617, loss: 0.6617, grad_norm: 6.3620 2021-06-05 23:34:00,590 - mmaction - INFO - Epoch [92][1180/1243] lr: 7.500e-05, eta: 2:36:32, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8367, top5_acc: 0.9430, loss_cls: 0.6509, loss: 0.6509, grad_norm: 6.0785 2021-06-05 23:34:18,988 - mmaction - INFO - Epoch [92][1200/1243] lr: 7.500e-05, eta: 2:36:13, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8294, top5_acc: 0.9375, loss_cls: 0.6635, loss: 0.6635, grad_norm: 6.0533 2021-06-05 23:34:37,292 - mmaction - INFO - Epoch [92][1220/1243] lr: 7.500e-05, eta: 2:35:55, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9464, loss_cls: 0.6368, loss: 0.6368, grad_norm: 5.9488 2021-06-05 23:34:55,472 - mmaction - INFO - Epoch [92][1240/1243] lr: 7.500e-05, eta: 2:35:36, time: 0.910, data_time: 0.001, memory: 18352, top1_acc: 0.8273, top5_acc: 0.9445, loss_cls: 0.6538, loss: 0.6538, grad_norm: 6.2765 2021-06-05 23:37:19,845 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 23:37:20,475 - mmaction - INFO - top1_acc 0.7484 top5_acc 0.9111 2021-06-05 23:37:20,475 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 23:37:20,498 - mmaction - INFO - mean_acc 0.7483 2021-06-05 23:37:20,503 - mmaction - INFO - Saving checkpoint at 92 epochs 2021-06-05 23:37:21,636 - mmaction - INFO - Epoch(val) [92][104] top1_acc: 0.7484, top5_acc: 0.9111, mean_class_accuracy: 0.7483 2021-06-05 23:38:05,627 - mmaction - INFO - Epoch [93][20/1243] lr: 7.500e-05, eta: 2:35:16, time: 2.199, data_time: 1.287, memory: 18352, top1_acc: 0.8266, top5_acc: 0.9419, loss_cls: 0.6686, loss: 0.6686, grad_norm: 6.6871 2021-06-05 23:38:23,952 - mmaction - INFO - Epoch [93][40/1243] lr: 7.500e-05, eta: 2:34:57, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8388, top5_acc: 0.9443, loss_cls: 0.6189, loss: 0.6189, grad_norm: 6.3929 2021-06-05 23:38:42,398 - mmaction - INFO - Epoch [93][60/1243] lr: 7.500e-05, eta: 2:34:39, time: 0.923, data_time: 0.002, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9396, loss_cls: 0.6585, loss: 0.6585, grad_norm: 5.9533 2021-06-05 23:39:00,769 - mmaction - INFO - Epoch [93][80/1243] lr: 7.500e-05, eta: 2:34:20, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8341, top5_acc: 0.9417, loss_cls: 0.6499, loss: 0.6499, grad_norm: 5.7885 2021-06-05 23:39:19,108 - mmaction - INFO - Epoch [93][100/1243] lr: 7.500e-05, eta: 2:34:01, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8357, top5_acc: 0.9451, loss_cls: 0.6376, loss: 0.6376, grad_norm: 5.6868 2021-06-05 23:39:37,474 - mmaction - INFO - Epoch [93][120/1243] lr: 7.500e-05, eta: 2:33:42, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9393, loss_cls: 0.6697, loss: 0.6697, grad_norm: 5.9303 2021-06-05 23:39:55,863 - mmaction - INFO - Epoch [93][140/1243] lr: 7.500e-05, eta: 2:33:23, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9419, loss_cls: 0.6655, loss: 0.6655, grad_norm: 5.9323 2021-06-05 23:40:14,226 - mmaction - INFO - Epoch [93][160/1243] lr: 7.500e-05, eta: 2:33:04, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8297, top5_acc: 0.9422, loss_cls: 0.6624, loss: 0.6624, grad_norm: 5.7580 2021-06-05 23:40:32,601 - mmaction - INFO - Epoch [93][180/1243] lr: 7.500e-05, eta: 2:32:46, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8357, top5_acc: 0.9482, loss_cls: 0.6269, loss: 0.6269, grad_norm: 6.4356 2021-06-05 23:40:50,972 - mmaction - INFO - Epoch [93][200/1243] lr: 7.500e-05, eta: 2:32:27, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8417, top5_acc: 0.9448, loss_cls: 0.6410, loss: 0.6410, grad_norm: 5.8133 2021-06-05 23:41:09,336 - mmaction - INFO - Epoch [93][220/1243] lr: 7.500e-05, eta: 2:32:08, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8440, top5_acc: 0.9419, loss_cls: 0.6416, loss: 0.6416, grad_norm: 5.8281 2021-06-05 23:41:27,692 - mmaction - INFO - Epoch [93][240/1243] lr: 7.500e-05, eta: 2:31:49, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9396, loss_cls: 0.6741, loss: 0.6741, grad_norm: 6.3368 2021-06-05 23:41:46,087 - mmaction - INFO - Epoch [93][260/1243] lr: 7.500e-05, eta: 2:31:30, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9401, loss_cls: 0.6739, loss: 0.6739, grad_norm: 6.2179 2021-06-05 23:42:04,453 - mmaction - INFO - Epoch [93][280/1243] lr: 7.500e-05, eta: 2:31:12, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8276, top5_acc: 0.9393, loss_cls: 0.6672, loss: 0.6672, grad_norm: 6.8208 2021-06-05 23:42:22,817 - mmaction - INFO - Epoch [93][300/1243] lr: 7.500e-05, eta: 2:30:53, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8401, top5_acc: 0.9490, loss_cls: 0.6229, loss: 0.6229, grad_norm: 5.9317 2021-06-05 23:42:41,172 - mmaction - INFO - Epoch [93][320/1243] lr: 7.500e-05, eta: 2:30:34, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8370, top5_acc: 0.9435, loss_cls: 0.6374, loss: 0.6374, grad_norm: 6.0860 2021-06-05 23:42:59,587 - mmaction - INFO - Epoch [93][340/1243] lr: 7.500e-05, eta: 2:30:15, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8372, top5_acc: 0.9437, loss_cls: 0.6162, loss: 0.6162, grad_norm: 5.8032 2021-06-05 23:43:17,922 - mmaction - INFO - Epoch [93][360/1243] lr: 7.500e-05, eta: 2:29:56, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9409, loss_cls: 0.6514, loss: 0.6514, grad_norm: 6.5227 2021-06-05 23:43:36,247 - mmaction - INFO - Epoch [93][380/1243] lr: 7.500e-05, eta: 2:29:38, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8305, top5_acc: 0.9427, loss_cls: 0.6526, loss: 0.6526, grad_norm: 7.2388 2021-06-05 23:43:54,648 - mmaction - INFO - Epoch [93][400/1243] lr: 7.500e-05, eta: 2:29:19, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8273, top5_acc: 0.9411, loss_cls: 0.6837, loss: 0.6837, grad_norm: 6.2275 2021-06-05 23:44:12,984 - mmaction - INFO - Epoch [93][420/1243] lr: 7.500e-05, eta: 2:29:00, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8396, top5_acc: 0.9477, loss_cls: 0.6232, loss: 0.6232, grad_norm: 5.9476 2021-06-05 23:44:31,377 - mmaction - INFO - Epoch [93][440/1243] lr: 7.500e-05, eta: 2:28:41, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9427, loss_cls: 0.6595, loss: 0.6595, grad_norm: 6.9696 2021-06-05 23:44:49,794 - mmaction - INFO - Epoch [93][460/1243] lr: 7.500e-05, eta: 2:28:22, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9456, loss_cls: 0.6524, loss: 0.6524, grad_norm: 5.9203 2021-06-05 23:45:08,169 - mmaction - INFO - Epoch [93][480/1243] lr: 7.500e-05, eta: 2:28:04, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8362, top5_acc: 0.9448, loss_cls: 0.6584, loss: 0.6584, grad_norm: 6.0230 2021-06-05 23:45:26,581 - mmaction - INFO - Epoch [93][500/1243] lr: 7.500e-05, eta: 2:27:45, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8432, top5_acc: 0.9482, loss_cls: 0.6128, loss: 0.6128, grad_norm: 5.7062 2021-06-05 23:45:44,962 - mmaction - INFO - Epoch [93][520/1243] lr: 7.500e-05, eta: 2:27:26, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8427, top5_acc: 0.9477, loss_cls: 0.6210, loss: 0.6210, grad_norm: 6.3532 2021-06-05 23:46:03,323 - mmaction - INFO - Epoch [93][540/1243] lr: 7.500e-05, eta: 2:27:07, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8404, top5_acc: 0.9437, loss_cls: 0.6379, loss: 0.6379, grad_norm: 5.7351 2021-06-05 23:46:21,716 - mmaction - INFO - Epoch [93][560/1243] lr: 7.500e-05, eta: 2:26:48, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9372, loss_cls: 0.6628, loss: 0.6628, grad_norm: 6.1844 2021-06-05 23:46:40,061 - mmaction - INFO - Epoch [93][580/1243] lr: 7.500e-05, eta: 2:26:30, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8370, top5_acc: 0.9474, loss_cls: 0.6400, loss: 0.6400, grad_norm: 5.9865 2021-06-05 23:46:58,393 - mmaction - INFO - Epoch [93][600/1243] lr: 7.500e-05, eta: 2:26:11, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9370, loss_cls: 0.6633, loss: 0.6633, grad_norm: 5.7134 2021-06-05 23:47:16,814 - mmaction - INFO - Epoch [93][620/1243] lr: 7.500e-05, eta: 2:25:52, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8398, top5_acc: 0.9461, loss_cls: 0.6418, loss: 0.6418, grad_norm: 6.0500 2021-06-05 23:47:35,214 - mmaction - INFO - Epoch [93][640/1243] lr: 7.500e-05, eta: 2:25:33, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8242, top5_acc: 0.9422, loss_cls: 0.6782, loss: 0.6782, grad_norm: 5.9361 2021-06-05 23:47:53,576 - mmaction - INFO - Epoch [93][660/1243] lr: 7.500e-05, eta: 2:25:14, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9419, loss_cls: 0.6513, loss: 0.6513, grad_norm: 5.9291 2021-06-05 23:48:11,951 - mmaction - INFO - Epoch [93][680/1243] lr: 7.500e-05, eta: 2:24:55, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8313, top5_acc: 0.9419, loss_cls: 0.6534, loss: 0.6534, grad_norm: 6.5857 2021-06-05 23:48:30,380 - mmaction - INFO - Epoch [93][700/1243] lr: 7.500e-05, eta: 2:24:37, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9435, loss_cls: 0.6487, loss: 0.6487, grad_norm: 6.1153 2021-06-05 23:48:48,722 - mmaction - INFO - Epoch [93][720/1243] lr: 7.500e-05, eta: 2:24:18, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9453, loss_cls: 0.6425, loss: 0.6425, grad_norm: 5.7699 2021-06-05 23:49:07,157 - mmaction - INFO - Epoch [93][740/1243] lr: 7.500e-05, eta: 2:23:59, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8250, top5_acc: 0.9404, loss_cls: 0.6862, loss: 0.6862, grad_norm: 6.0048 2021-06-05 23:49:25,555 - mmaction - INFO - Epoch [93][760/1243] lr: 7.500e-05, eta: 2:23:40, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8341, top5_acc: 0.9495, loss_cls: 0.6376, loss: 0.6376, grad_norm: 5.9384 2021-06-05 23:49:43,869 - mmaction - INFO - Epoch [93][780/1243] lr: 7.500e-05, eta: 2:23:21, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9401, loss_cls: 0.6553, loss: 0.6553, grad_norm: 5.9481 2021-06-05 23:50:02,272 - mmaction - INFO - Epoch [93][800/1243] lr: 7.500e-05, eta: 2:23:03, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8349, top5_acc: 0.9427, loss_cls: 0.6677, loss: 0.6677, grad_norm: 6.2036 2021-06-05 23:50:20,784 - mmaction - INFO - Epoch [93][820/1243] lr: 7.500e-05, eta: 2:22:44, time: 0.926, data_time: 0.001, memory: 18352, top1_acc: 0.8346, top5_acc: 0.9440, loss_cls: 0.6539, loss: 0.6539, grad_norm: 5.9274 2021-06-05 23:50:39,167 - mmaction - INFO - Epoch [93][840/1243] lr: 7.500e-05, eta: 2:22:25, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8339, top5_acc: 0.9427, loss_cls: 0.6680, loss: 0.6680, grad_norm: 6.5088 2021-06-05 23:50:57,520 - mmaction - INFO - Epoch [93][860/1243] lr: 7.500e-05, eta: 2:22:06, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9409, loss_cls: 0.6621, loss: 0.6621, grad_norm: 5.8536 2021-06-05 23:51:15,885 - mmaction - INFO - Epoch [93][880/1243] lr: 7.500e-05, eta: 2:21:47, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9409, loss_cls: 0.6694, loss: 0.6694, grad_norm: 6.1148 2021-06-05 23:51:34,135 - mmaction - INFO - Epoch [93][900/1243] lr: 7.500e-05, eta: 2:21:29, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8372, top5_acc: 0.9417, loss_cls: 0.6551, loss: 0.6551, grad_norm: 5.7957 2021-06-05 23:51:52,507 - mmaction - INFO - Epoch [93][920/1243] lr: 7.500e-05, eta: 2:21:10, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8328, top5_acc: 0.9391, loss_cls: 0.6657, loss: 0.6657, grad_norm: 5.8212 2021-06-05 23:52:10,844 - mmaction - INFO - Epoch [93][940/1243] lr: 7.500e-05, eta: 2:20:51, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8341, top5_acc: 0.9445, loss_cls: 0.6397, loss: 0.6397, grad_norm: 6.1911 2021-06-05 23:52:29,216 - mmaction - INFO - Epoch [93][960/1243] lr: 7.500e-05, eta: 2:20:32, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8333, top5_acc: 0.9393, loss_cls: 0.6551, loss: 0.6551, grad_norm: 5.7802 2021-06-05 23:52:47,584 - mmaction - INFO - Epoch [93][980/1243] lr: 7.500e-05, eta: 2:20:13, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8268, top5_acc: 0.9474, loss_cls: 0.6650, loss: 0.6650, grad_norm: 5.9846 2021-06-05 23:53:05,933 - mmaction - INFO - Epoch [93][1000/1243] lr: 7.500e-05, eta: 2:19:55, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8385, top5_acc: 0.9510, loss_cls: 0.6134, loss: 0.6134, grad_norm: 5.9913 2021-06-05 23:53:24,355 - mmaction - INFO - Epoch [93][1020/1243] lr: 7.500e-05, eta: 2:19:36, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.8372, top5_acc: 0.9424, loss_cls: 0.6483, loss: 0.6483, grad_norm: 6.1385 2021-06-05 23:53:42,768 - mmaction - INFO - Epoch [93][1040/1243] lr: 7.500e-05, eta: 2:19:17, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8237, top5_acc: 0.9375, loss_cls: 0.6959, loss: 0.6959, grad_norm: 6.9194 2021-06-05 23:54:01,077 - mmaction - INFO - Epoch [93][1060/1243] lr: 7.500e-05, eta: 2:18:58, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9391, loss_cls: 0.6769, loss: 0.6769, grad_norm: 6.2302 2021-06-05 23:54:19,391 - mmaction - INFO - Epoch [93][1080/1243] lr: 7.500e-05, eta: 2:18:39, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8297, top5_acc: 0.9372, loss_cls: 0.6778, loss: 0.6778, grad_norm: 6.1194 2021-06-05 23:54:37,810 - mmaction - INFO - Epoch [93][1100/1243] lr: 7.500e-05, eta: 2:18:21, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9385, loss_cls: 0.6693, loss: 0.6693, grad_norm: 6.7116 2021-06-05 23:54:56,144 - mmaction - INFO - Epoch [93][1120/1243] lr: 7.500e-05, eta: 2:18:02, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9437, loss_cls: 0.6338, loss: 0.6338, grad_norm: 5.6792 2021-06-05 23:55:14,452 - mmaction - INFO - Epoch [93][1140/1243] lr: 7.500e-05, eta: 2:17:43, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9445, loss_cls: 0.6400, loss: 0.6400, grad_norm: 5.8922 2021-06-05 23:55:32,833 - mmaction - INFO - Epoch [93][1160/1243] lr: 7.500e-05, eta: 2:17:24, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8333, top5_acc: 0.9391, loss_cls: 0.6728, loss: 0.6728, grad_norm: 5.8738 2021-06-05 23:55:51,229 - mmaction - INFO - Epoch [93][1180/1243] lr: 7.500e-05, eta: 2:17:05, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8372, top5_acc: 0.9409, loss_cls: 0.6494, loss: 0.6494, grad_norm: 5.8967 2021-06-05 23:56:09,543 - mmaction - INFO - Epoch [93][1200/1243] lr: 7.500e-05, eta: 2:16:47, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8313, top5_acc: 0.9443, loss_cls: 0.6551, loss: 0.6551, grad_norm: 5.9825 2021-06-05 23:56:27,858 - mmaction - INFO - Epoch [93][1220/1243] lr: 7.500e-05, eta: 2:16:28, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8305, top5_acc: 0.9417, loss_cls: 0.6598, loss: 0.6598, grad_norm: 6.8437 2021-06-05 23:56:45,964 - mmaction - INFO - Epoch [93][1240/1243] lr: 7.500e-05, eta: 2:16:09, time: 0.906, data_time: 0.001, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9414, loss_cls: 0.6487, loss: 0.6487, grad_norm: 6.0925 2021-06-05 23:59:08,368 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-05 23:59:09,001 - mmaction - INFO - top1_acc 0.7493 top5_acc 0.9115 2021-06-05 23:59:09,001 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-05 23:59:09,025 - mmaction - INFO - mean_acc 0.7492 2021-06-05 23:59:10,269 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_93.pth. 2021-06-05 23:59:10,269 - mmaction - INFO - Best top1_acc is 0.7493 at 93 epoch. 2021-06-05 23:59:10,276 - mmaction - INFO - Saving checkpoint at 93 epochs 2021-06-05 23:59:11,394 - mmaction - INFO - Epoch(val) [93][104] top1_acc: 0.7493, top5_acc: 0.9115, mean_class_accuracy: 0.7492 2021-06-05 23:59:55,979 - mmaction - INFO - Epoch [94][20/1243] lr: 7.500e-05, eta: 2:15:49, time: 2.228, data_time: 1.317, memory: 18352, top1_acc: 0.8299, top5_acc: 0.9401, loss_cls: 0.6711, loss: 0.6711, grad_norm: 7.1499 2021-06-06 00:00:14,214 - mmaction - INFO - Epoch [94][40/1243] lr: 7.500e-05, eta: 2:15:30, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8406, top5_acc: 0.9453, loss_cls: 0.6429, loss: 0.6429, grad_norm: 5.8665 2021-06-06 00:00:32,511 - mmaction - INFO - Epoch [94][60/1243] lr: 7.500e-05, eta: 2:15:11, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8424, top5_acc: 0.9497, loss_cls: 0.6066, loss: 0.6066, grad_norm: 5.7916 2021-06-06 00:00:50,841 - mmaction - INFO - Epoch [94][80/1243] lr: 7.500e-05, eta: 2:14:53, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8221, top5_acc: 0.9359, loss_cls: 0.6876, loss: 0.6876, grad_norm: 6.4465 2021-06-06 00:01:09,172 - mmaction - INFO - Epoch [94][100/1243] lr: 7.500e-05, eta: 2:14:34, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8391, top5_acc: 0.9474, loss_cls: 0.6381, loss: 0.6381, grad_norm: 5.8000 2021-06-06 00:01:27,522 - mmaction - INFO - Epoch [94][120/1243] lr: 7.500e-05, eta: 2:14:15, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8292, top5_acc: 0.9380, loss_cls: 0.6672, loss: 0.6672, grad_norm: 5.8164 2021-06-06 00:01:45,822 - mmaction - INFO - Epoch [94][140/1243] lr: 7.500e-05, eta: 2:13:56, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9393, loss_cls: 0.6781, loss: 0.6781, grad_norm: 6.0467 2021-06-06 00:02:04,233 - mmaction - INFO - Epoch [94][160/1243] lr: 7.500e-05, eta: 2:13:37, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.8221, top5_acc: 0.9388, loss_cls: 0.6641, loss: 0.6641, grad_norm: 6.0011 2021-06-06 00:02:22,626 - mmaction - INFO - Epoch [94][180/1243] lr: 7.500e-05, eta: 2:13:19, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8427, top5_acc: 0.9521, loss_cls: 0.6128, loss: 0.6128, grad_norm: 5.7931 2021-06-06 00:02:41,024 - mmaction - INFO - Epoch [94][200/1243] lr: 7.500e-05, eta: 2:13:00, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8297, top5_acc: 0.9393, loss_cls: 0.6696, loss: 0.6696, grad_norm: 5.8712 2021-06-06 00:02:59,334 - mmaction - INFO - Epoch [94][220/1243] lr: 7.500e-05, eta: 2:12:41, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8331, top5_acc: 0.9505, loss_cls: 0.6275, loss: 0.6275, grad_norm: 5.8382 2021-06-06 00:03:17,694 - mmaction - INFO - Epoch [94][240/1243] lr: 7.500e-05, eta: 2:12:22, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8388, top5_acc: 0.9479, loss_cls: 0.6112, loss: 0.6112, grad_norm: 5.9047 2021-06-06 00:03:36,097 - mmaction - INFO - Epoch [94][260/1243] lr: 7.500e-05, eta: 2:12:03, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8359, top5_acc: 0.9419, loss_cls: 0.6517, loss: 0.6517, grad_norm: 5.7918 2021-06-06 00:03:54,471 - mmaction - INFO - Epoch [94][280/1243] lr: 7.500e-05, eta: 2:11:45, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9443, loss_cls: 0.6397, loss: 0.6397, grad_norm: 5.8202 2021-06-06 00:04:12,841 - mmaction - INFO - Epoch [94][300/1243] lr: 7.500e-05, eta: 2:11:26, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8339, top5_acc: 0.9422, loss_cls: 0.6599, loss: 0.6599, grad_norm: 5.9429 2021-06-06 00:04:31,223 - mmaction - INFO - Epoch [94][320/1243] lr: 7.500e-05, eta: 2:11:07, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8391, top5_acc: 0.9432, loss_cls: 0.6549, loss: 0.6549, grad_norm: 5.8347 2021-06-06 00:04:49,613 - mmaction - INFO - Epoch [94][340/1243] lr: 7.500e-05, eta: 2:10:48, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8451, top5_acc: 0.9443, loss_cls: 0.6219, loss: 0.6219, grad_norm: 6.2314 2021-06-06 00:05:07,954 - mmaction - INFO - Epoch [94][360/1243] lr: 7.500e-05, eta: 2:10:29, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8422, top5_acc: 0.9404, loss_cls: 0.6243, loss: 0.6243, grad_norm: 5.7895 2021-06-06 00:05:26,393 - mmaction - INFO - Epoch [94][380/1243] lr: 7.500e-05, eta: 2:10:11, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8352, top5_acc: 0.9414, loss_cls: 0.6562, loss: 0.6562, grad_norm: 6.1235 2021-06-06 00:05:44,771 - mmaction - INFO - Epoch [94][400/1243] lr: 7.500e-05, eta: 2:09:52, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8349, top5_acc: 0.9432, loss_cls: 0.6279, loss: 0.6279, grad_norm: 6.1047 2021-06-06 00:06:03,118 - mmaction - INFO - Epoch [94][420/1243] lr: 7.500e-05, eta: 2:09:33, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8409, top5_acc: 0.9419, loss_cls: 0.6434, loss: 0.6434, grad_norm: 5.9789 2021-06-06 00:06:21,497 - mmaction - INFO - Epoch [94][440/1243] lr: 7.500e-05, eta: 2:09:14, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8313, top5_acc: 0.9440, loss_cls: 0.6457, loss: 0.6457, grad_norm: 6.2156 2021-06-06 00:06:39,886 - mmaction - INFO - Epoch [94][460/1243] lr: 7.500e-05, eta: 2:08:55, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9349, loss_cls: 0.6768, loss: 0.6768, grad_norm: 7.2884 2021-06-06 00:06:58,228 - mmaction - INFO - Epoch [94][480/1243] lr: 7.500e-05, eta: 2:08:37, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9414, loss_cls: 0.6362, loss: 0.6362, grad_norm: 5.8631 2021-06-06 00:07:16,649 - mmaction - INFO - Epoch [94][500/1243] lr: 7.500e-05, eta: 2:08:18, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8276, top5_acc: 0.9404, loss_cls: 0.6528, loss: 0.6528, grad_norm: 6.1021 2021-06-06 00:07:35,085 - mmaction - INFO - Epoch [94][520/1243] lr: 7.500e-05, eta: 2:07:59, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8404, top5_acc: 0.9453, loss_cls: 0.6299, loss: 0.6299, grad_norm: 7.1966 2021-06-06 00:07:53,397 - mmaction - INFO - Epoch [94][540/1243] lr: 7.500e-05, eta: 2:07:40, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.8398, top5_acc: 0.9461, loss_cls: 0.6390, loss: 0.6390, grad_norm: 5.8579 2021-06-06 00:08:11,821 - mmaction - INFO - Epoch [94][560/1243] lr: 7.500e-05, eta: 2:07:21, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8253, top5_acc: 0.9419, loss_cls: 0.6694, loss: 0.6694, grad_norm: 6.0847 2021-06-06 00:08:30,294 - mmaction - INFO - Epoch [94][580/1243] lr: 7.500e-05, eta: 2:07:03, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8411, top5_acc: 0.9464, loss_cls: 0.6340, loss: 0.6340, grad_norm: 6.0000 2021-06-06 00:08:48,626 - mmaction - INFO - Epoch [94][600/1243] lr: 7.500e-05, eta: 2:06:44, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8398, top5_acc: 0.9469, loss_cls: 0.6221, loss: 0.6221, grad_norm: 5.6662 2021-06-06 00:09:07,071 - mmaction - INFO - Epoch [94][620/1243] lr: 7.500e-05, eta: 2:06:25, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9471, loss_cls: 0.6435, loss: 0.6435, grad_norm: 6.1610 2021-06-06 00:09:25,478 - mmaction - INFO - Epoch [94][640/1243] lr: 7.500e-05, eta: 2:06:06, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8276, top5_acc: 0.9388, loss_cls: 0.6805, loss: 0.6805, grad_norm: 6.0090 2021-06-06 00:09:43,820 - mmaction - INFO - Epoch [94][660/1243] lr: 7.500e-05, eta: 2:05:47, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8417, top5_acc: 0.9529, loss_cls: 0.6007, loss: 0.6007, grad_norm: 5.7969 2021-06-06 00:10:02,162 - mmaction - INFO - Epoch [94][680/1243] lr: 7.500e-05, eta: 2:05:29, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9453, loss_cls: 0.6528, loss: 0.6528, grad_norm: 5.9914 2021-06-06 00:10:20,491 - mmaction - INFO - Epoch [94][700/1243] lr: 7.500e-05, eta: 2:05:10, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8367, top5_acc: 0.9466, loss_cls: 0.6313, loss: 0.6313, grad_norm: 6.0331 2021-06-06 00:10:38,865 - mmaction - INFO - Epoch [94][720/1243] lr: 7.500e-05, eta: 2:04:51, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8201, top5_acc: 0.9305, loss_cls: 0.7060, loss: 0.7060, grad_norm: 6.5836 2021-06-06 00:10:57,131 - mmaction - INFO - Epoch [94][740/1243] lr: 7.500e-05, eta: 2:04:32, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8292, top5_acc: 0.9385, loss_cls: 0.6887, loss: 0.6887, grad_norm: 6.0802 2021-06-06 00:11:15,521 - mmaction - INFO - Epoch [94][760/1243] lr: 7.500e-05, eta: 2:04:13, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8313, top5_acc: 0.9365, loss_cls: 0.6664, loss: 0.6664, grad_norm: 5.8812 2021-06-06 00:11:33,922 - mmaction - INFO - Epoch [94][780/1243] lr: 7.500e-05, eta: 2:03:55, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9495, loss_cls: 0.6416, loss: 0.6416, grad_norm: 6.1016 2021-06-06 00:11:52,284 - mmaction - INFO - Epoch [94][800/1243] lr: 7.500e-05, eta: 2:03:36, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8378, top5_acc: 0.9469, loss_cls: 0.6219, loss: 0.6219, grad_norm: 6.2328 2021-06-06 00:12:10,641 - mmaction - INFO - Epoch [94][820/1243] lr: 7.500e-05, eta: 2:03:17, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8443, top5_acc: 0.9461, loss_cls: 0.6300, loss: 0.6300, grad_norm: 5.6547 2021-06-06 00:12:28,968 - mmaction - INFO - Epoch [94][840/1243] lr: 7.500e-05, eta: 2:02:58, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8401, top5_acc: 0.9393, loss_cls: 0.6491, loss: 0.6491, grad_norm: 6.0084 2021-06-06 00:12:47,278 - mmaction - INFO - Epoch [94][860/1243] lr: 7.500e-05, eta: 2:02:39, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8331, top5_acc: 0.9432, loss_cls: 0.6481, loss: 0.6481, grad_norm: 5.9085 2021-06-06 00:13:05,647 - mmaction - INFO - Epoch [94][880/1243] lr: 7.500e-05, eta: 2:02:21, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8414, top5_acc: 0.9445, loss_cls: 0.6379, loss: 0.6379, grad_norm: 5.8862 2021-06-06 00:13:24,025 - mmaction - INFO - Epoch [94][900/1243] lr: 7.500e-05, eta: 2:02:02, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8406, top5_acc: 0.9479, loss_cls: 0.6195, loss: 0.6195, grad_norm: 5.5888 2021-06-06 00:13:42,456 - mmaction - INFO - Epoch [94][920/1243] lr: 7.500e-05, eta: 2:01:43, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8331, top5_acc: 0.9396, loss_cls: 0.6748, loss: 0.6748, grad_norm: 5.9496 2021-06-06 00:14:00,899 - mmaction - INFO - Epoch [94][940/1243] lr: 7.500e-05, eta: 2:01:24, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8357, top5_acc: 0.9443, loss_cls: 0.6404, loss: 0.6404, grad_norm: 6.0881 2021-06-06 00:14:19,255 - mmaction - INFO - Epoch [94][960/1243] lr: 7.500e-05, eta: 2:01:05, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9352, loss_cls: 0.6672, loss: 0.6672, grad_norm: 8.5068 2021-06-06 00:14:37,621 - mmaction - INFO - Epoch [94][980/1243] lr: 7.500e-05, eta: 2:00:47, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8289, top5_acc: 0.9396, loss_cls: 0.6714, loss: 0.6714, grad_norm: 7.6697 2021-06-06 00:14:55,983 - mmaction - INFO - Epoch [94][1000/1243] lr: 7.500e-05, eta: 2:00:28, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8398, top5_acc: 0.9440, loss_cls: 0.6420, loss: 0.6420, grad_norm: 6.2496 2021-06-06 00:15:14,350 - mmaction - INFO - Epoch [94][1020/1243] lr: 7.500e-05, eta: 2:00:09, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8333, top5_acc: 0.9419, loss_cls: 0.6667, loss: 0.6667, grad_norm: 5.8478 2021-06-06 00:15:32,789 - mmaction - INFO - Epoch [94][1040/1243] lr: 7.500e-05, eta: 1:59:50, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8221, top5_acc: 0.9401, loss_cls: 0.6924, loss: 0.6924, grad_norm: 6.7589 2021-06-06 00:15:51,177 - mmaction - INFO - Epoch [94][1060/1243] lr: 7.500e-05, eta: 1:59:31, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8328, top5_acc: 0.9414, loss_cls: 0.6563, loss: 0.6563, grad_norm: 6.1767 2021-06-06 00:16:09,636 - mmaction - INFO - Epoch [94][1080/1243] lr: 7.500e-05, eta: 1:59:13, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8229, top5_acc: 0.9349, loss_cls: 0.6953, loss: 0.6953, grad_norm: 6.0973 2021-06-06 00:16:28,040 - mmaction - INFO - Epoch [94][1100/1243] lr: 7.500e-05, eta: 1:58:54, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.8409, top5_acc: 0.9464, loss_cls: 0.6141, loss: 0.6141, grad_norm: 5.8188 2021-06-06 00:16:46,395 - mmaction - INFO - Epoch [94][1120/1243] lr: 7.500e-05, eta: 1:58:35, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9448, loss_cls: 0.6424, loss: 0.6424, grad_norm: 6.0391 2021-06-06 00:17:04,781 - mmaction - INFO - Epoch [94][1140/1243] lr: 7.500e-05, eta: 1:58:16, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8313, top5_acc: 0.9417, loss_cls: 0.6544, loss: 0.6544, grad_norm: 6.4533 2021-06-06 00:17:23,106 - mmaction - INFO - Epoch [94][1160/1243] lr: 7.500e-05, eta: 1:57:57, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9393, loss_cls: 0.6722, loss: 0.6722, grad_norm: 6.2185 2021-06-06 00:17:41,519 - mmaction - INFO - Epoch [94][1180/1243] lr: 7.500e-05, eta: 1:57:39, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8365, top5_acc: 0.9427, loss_cls: 0.6449, loss: 0.6449, grad_norm: 5.9232 2021-06-06 00:17:59,928 - mmaction - INFO - Epoch [94][1200/1243] lr: 7.500e-05, eta: 1:57:20, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9378, loss_cls: 0.6706, loss: 0.6706, grad_norm: 6.0218 2021-06-06 00:18:18,297 - mmaction - INFO - Epoch [94][1220/1243] lr: 7.500e-05, eta: 1:57:01, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8385, top5_acc: 0.9430, loss_cls: 0.6356, loss: 0.6356, grad_norm: 6.9928 2021-06-06 00:18:36,472 - mmaction - INFO - Epoch [94][1240/1243] lr: 7.500e-05, eta: 1:56:42, time: 0.909, data_time: 0.001, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9404, loss_cls: 0.6720, loss: 0.6720, grad_norm: 6.0591 2021-06-06 00:20:58,970 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 00:20:59,609 - mmaction - INFO - top1_acc 0.7477 top5_acc 0.9104 2021-06-06 00:20:59,609 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 00:20:59,632 - mmaction - INFO - mean_acc 0.7476 2021-06-06 00:20:59,637 - mmaction - INFO - Saving checkpoint at 94 epochs 2021-06-06 00:21:00,747 - mmaction - INFO - Epoch(val) [94][104] top1_acc: 0.7477, top5_acc: 0.9104, mean_class_accuracy: 0.7476 2021-06-06 00:21:45,399 - mmaction - INFO - Epoch [95][20/1243] lr: 7.500e-05, eta: 1:56:22, time: 2.232, data_time: 1.319, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9422, loss_cls: 0.6512, loss: 0.6512, grad_norm: 6.2101 2021-06-06 00:22:03,668 - mmaction - INFO - Epoch [95][40/1243] lr: 7.500e-05, eta: 1:56:03, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8383, top5_acc: 0.9497, loss_cls: 0.6196, loss: 0.6196, grad_norm: 6.0784 2021-06-06 00:22:21,977 - mmaction - INFO - Epoch [95][60/1243] lr: 7.500e-05, eta: 1:55:44, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8289, top5_acc: 0.9401, loss_cls: 0.6525, loss: 0.6525, grad_norm: 6.5224 2021-06-06 00:22:40,289 - mmaction - INFO - Epoch [95][80/1243] lr: 7.500e-05, eta: 1:55:26, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9409, loss_cls: 0.6672, loss: 0.6672, grad_norm: 6.0617 2021-06-06 00:22:58,667 - mmaction - INFO - Epoch [95][100/1243] lr: 7.500e-05, eta: 1:55:07, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8464, top5_acc: 0.9437, loss_cls: 0.6299, loss: 0.6299, grad_norm: 6.7143 2021-06-06 00:23:17,044 - mmaction - INFO - Epoch [95][120/1243] lr: 7.500e-05, eta: 1:54:48, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8263, top5_acc: 0.9336, loss_cls: 0.6998, loss: 0.6998, grad_norm: 6.1340 2021-06-06 00:23:35,418 - mmaction - INFO - Epoch [95][140/1243] lr: 7.500e-05, eta: 1:54:29, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9479, loss_cls: 0.6420, loss: 0.6420, grad_norm: 6.3280 2021-06-06 00:23:53,820 - mmaction - INFO - Epoch [95][160/1243] lr: 7.500e-05, eta: 1:54:10, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8372, top5_acc: 0.9435, loss_cls: 0.6457, loss: 0.6457, grad_norm: 6.0728 2021-06-06 00:24:12,248 - mmaction - INFO - Epoch [95][180/1243] lr: 7.500e-05, eta: 1:53:52, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8411, top5_acc: 0.9523, loss_cls: 0.6095, loss: 0.6095, grad_norm: 6.1984 2021-06-06 00:24:30,568 - mmaction - INFO - Epoch [95][200/1243] lr: 7.500e-05, eta: 1:53:33, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8451, top5_acc: 0.9477, loss_cls: 0.6215, loss: 0.6215, grad_norm: 5.5499 2021-06-06 00:24:48,958 - mmaction - INFO - Epoch [95][220/1243] lr: 7.500e-05, eta: 1:53:14, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8305, top5_acc: 0.9432, loss_cls: 0.6633, loss: 0.6633, grad_norm: 6.4434 2021-06-06 00:25:07,260 - mmaction - INFO - Epoch [95][240/1243] lr: 7.500e-05, eta: 1:52:55, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8313, top5_acc: 0.9437, loss_cls: 0.6432, loss: 0.6432, grad_norm: 6.0142 2021-06-06 00:25:25,582 - mmaction - INFO - Epoch [95][260/1243] lr: 7.500e-05, eta: 1:52:36, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8375, top5_acc: 0.9451, loss_cls: 0.6646, loss: 0.6646, grad_norm: 6.3561 2021-06-06 00:25:43,966 - mmaction - INFO - Epoch [95][280/1243] lr: 7.500e-05, eta: 1:52:18, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8409, top5_acc: 0.9404, loss_cls: 0.6582, loss: 0.6582, grad_norm: 6.0418 2021-06-06 00:26:02,316 - mmaction - INFO - Epoch [95][300/1243] lr: 7.500e-05, eta: 1:51:59, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8292, top5_acc: 0.9370, loss_cls: 0.6826, loss: 0.6826, grad_norm: 9.5104 2021-06-06 00:26:20,657 - mmaction - INFO - Epoch [95][320/1243] lr: 7.500e-05, eta: 1:51:40, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9383, loss_cls: 0.6771, loss: 0.6771, grad_norm: 6.6442 2021-06-06 00:26:39,125 - mmaction - INFO - Epoch [95][340/1243] lr: 7.500e-05, eta: 1:51:21, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8331, top5_acc: 0.9448, loss_cls: 0.6494, loss: 0.6494, grad_norm: 6.0267 2021-06-06 00:26:57,557 - mmaction - INFO - Epoch [95][360/1243] lr: 7.500e-05, eta: 1:51:02, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8409, top5_acc: 0.9435, loss_cls: 0.6257, loss: 0.6257, grad_norm: 5.7447 2021-06-06 00:27:15,936 - mmaction - INFO - Epoch [95][380/1243] lr: 7.500e-05, eta: 1:50:44, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9404, loss_cls: 0.6716, loss: 0.6716, grad_norm: 6.0402 2021-06-06 00:27:34,265 - mmaction - INFO - Epoch [95][400/1243] lr: 7.500e-05, eta: 1:50:25, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8372, top5_acc: 0.9437, loss_cls: 0.6583, loss: 0.6583, grad_norm: 5.9305 2021-06-06 00:27:52,566 - mmaction - INFO - Epoch [95][420/1243] lr: 7.500e-05, eta: 1:50:06, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8380, top5_acc: 0.9440, loss_cls: 0.6326, loss: 0.6326, grad_norm: 7.1186 2021-06-06 00:28:10,887 - mmaction - INFO - Epoch [95][440/1243] lr: 7.500e-05, eta: 1:49:47, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8380, top5_acc: 0.9417, loss_cls: 0.6473, loss: 0.6473, grad_norm: 6.0668 2021-06-06 00:28:29,160 - mmaction - INFO - Epoch [95][460/1243] lr: 7.500e-05, eta: 1:49:28, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8185, top5_acc: 0.9417, loss_cls: 0.6980, loss: 0.6980, grad_norm: 6.0759 2021-06-06 00:28:47,590 - mmaction - INFO - Epoch [95][480/1243] lr: 7.500e-05, eta: 1:49:10, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9398, loss_cls: 0.6635, loss: 0.6635, grad_norm: 6.1260 2021-06-06 00:29:06,027 - mmaction - INFO - Epoch [95][500/1243] lr: 7.500e-05, eta: 1:48:51, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8341, top5_acc: 0.9456, loss_cls: 0.6362, loss: 0.6362, grad_norm: 7.0874 2021-06-06 00:29:24,436 - mmaction - INFO - Epoch [95][520/1243] lr: 7.500e-05, eta: 1:48:32, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8422, top5_acc: 0.9453, loss_cls: 0.6230, loss: 0.6230, grad_norm: 5.7631 2021-06-06 00:29:42,832 - mmaction - INFO - Epoch [95][540/1243] lr: 7.500e-05, eta: 1:48:13, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9464, loss_cls: 0.6588, loss: 0.6588, grad_norm: 6.6883 2021-06-06 00:30:01,247 - mmaction - INFO - Epoch [95][560/1243] lr: 7.500e-05, eta: 1:47:54, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8297, top5_acc: 0.9393, loss_cls: 0.6687, loss: 0.6687, grad_norm: 5.9783 2021-06-06 00:30:19,638 - mmaction - INFO - Epoch [95][580/1243] lr: 7.500e-05, eta: 1:47:36, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8328, top5_acc: 0.9419, loss_cls: 0.6482, loss: 0.6482, grad_norm: 6.3433 2021-06-06 00:30:38,003 - mmaction - INFO - Epoch [95][600/1243] lr: 7.500e-05, eta: 1:47:17, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8362, top5_acc: 0.9445, loss_cls: 0.6309, loss: 0.6309, grad_norm: 5.8407 2021-06-06 00:30:56,398 - mmaction - INFO - Epoch [95][620/1243] lr: 7.500e-05, eta: 1:46:58, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8365, top5_acc: 0.9401, loss_cls: 0.6436, loss: 0.6436, grad_norm: 5.9894 2021-06-06 00:31:14,672 - mmaction - INFO - Epoch [95][640/1243] lr: 7.500e-05, eta: 1:46:39, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8362, top5_acc: 0.9448, loss_cls: 0.6345, loss: 0.6345, grad_norm: 5.7784 2021-06-06 00:31:32,992 - mmaction - INFO - Epoch [95][660/1243] lr: 7.500e-05, eta: 1:46:20, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9419, loss_cls: 0.6454, loss: 0.6454, grad_norm: 5.8597 2021-06-06 00:31:51,285 - mmaction - INFO - Epoch [95][680/1243] lr: 7.500e-05, eta: 1:46:02, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8365, top5_acc: 0.9461, loss_cls: 0.6312, loss: 0.6312, grad_norm: 5.9292 2021-06-06 00:32:09,650 - mmaction - INFO - Epoch [95][700/1243] lr: 7.500e-05, eta: 1:45:43, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8263, top5_acc: 0.9430, loss_cls: 0.6571, loss: 0.6571, grad_norm: 6.1459 2021-06-06 00:32:27,968 - mmaction - INFO - Epoch [95][720/1243] lr: 7.500e-05, eta: 1:45:24, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8362, top5_acc: 0.9456, loss_cls: 0.6299, loss: 0.6299, grad_norm: 6.2841 2021-06-06 00:32:46,316 - mmaction - INFO - Epoch [95][740/1243] lr: 7.500e-05, eta: 1:45:05, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8349, top5_acc: 0.9383, loss_cls: 0.6605, loss: 0.6605, grad_norm: 6.1175 2021-06-06 00:33:04,669 - mmaction - INFO - Epoch [95][760/1243] lr: 7.500e-05, eta: 1:44:46, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8367, top5_acc: 0.9458, loss_cls: 0.6279, loss: 0.6279, grad_norm: 7.6015 2021-06-06 00:33:23,010 - mmaction - INFO - Epoch [95][780/1243] lr: 7.500e-05, eta: 1:44:28, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8307, top5_acc: 0.9365, loss_cls: 0.6753, loss: 0.6753, grad_norm: 5.9565 2021-06-06 00:33:41,330 - mmaction - INFO - Epoch [95][800/1243] lr: 7.500e-05, eta: 1:44:09, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8456, top5_acc: 0.9461, loss_cls: 0.5987, loss: 0.5987, grad_norm: 5.7004 2021-06-06 00:33:59,629 - mmaction - INFO - Epoch [95][820/1243] lr: 7.500e-05, eta: 1:43:50, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8242, top5_acc: 0.9383, loss_cls: 0.6675, loss: 0.6675, grad_norm: 5.9980 2021-06-06 00:34:18,070 - mmaction - INFO - Epoch [95][840/1243] lr: 7.500e-05, eta: 1:43:31, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9456, loss_cls: 0.6611, loss: 0.6611, grad_norm: 6.9581 2021-06-06 00:34:36,433 - mmaction - INFO - Epoch [95][860/1243] lr: 7.500e-05, eta: 1:43:13, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8380, top5_acc: 0.9451, loss_cls: 0.6407, loss: 0.6407, grad_norm: 6.1064 2021-06-06 00:34:54,856 - mmaction - INFO - Epoch [95][880/1243] lr: 7.500e-05, eta: 1:42:54, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.8250, top5_acc: 0.9396, loss_cls: 0.6715, loss: 0.6715, grad_norm: 6.3992 2021-06-06 00:35:13,324 - mmaction - INFO - Epoch [95][900/1243] lr: 7.500e-05, eta: 1:42:35, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8359, top5_acc: 0.9383, loss_cls: 0.6601, loss: 0.6601, grad_norm: 5.6469 2021-06-06 00:35:31,699 - mmaction - INFO - Epoch [95][920/1243] lr: 7.500e-05, eta: 1:42:16, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9427, loss_cls: 0.6366, loss: 0.6366, grad_norm: 5.9311 2021-06-06 00:35:50,076 - mmaction - INFO - Epoch [95][940/1243] lr: 7.500e-05, eta: 1:41:57, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9409, loss_cls: 0.6548, loss: 0.6548, grad_norm: 5.8133 2021-06-06 00:36:08,471 - mmaction - INFO - Epoch [95][960/1243] lr: 7.500e-05, eta: 1:41:39, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8258, top5_acc: 0.9380, loss_cls: 0.6885, loss: 0.6885, grad_norm: 6.9228 2021-06-06 00:36:26,822 - mmaction - INFO - Epoch [95][980/1243] lr: 7.500e-05, eta: 1:41:20, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8375, top5_acc: 0.9417, loss_cls: 0.6556, loss: 0.6556, grad_norm: 5.8632 2021-06-06 00:36:45,167 - mmaction - INFO - Epoch [95][1000/1243] lr: 7.500e-05, eta: 1:41:01, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8294, top5_acc: 0.9445, loss_cls: 0.6548, loss: 0.6548, grad_norm: 5.9952 2021-06-06 00:37:03,526 - mmaction - INFO - Epoch [95][1020/1243] lr: 7.500e-05, eta: 1:40:42, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8294, top5_acc: 0.9417, loss_cls: 0.6651, loss: 0.6651, grad_norm: 6.1540 2021-06-06 00:37:21,784 - mmaction - INFO - Epoch [95][1040/1243] lr: 7.500e-05, eta: 1:40:23, time: 0.913, data_time: 0.001, memory: 18352, top1_acc: 0.8404, top5_acc: 0.9523, loss_cls: 0.6051, loss: 0.6051, grad_norm: 6.8960 2021-06-06 00:37:40,137 - mmaction - INFO - Epoch [95][1060/1243] lr: 7.500e-05, eta: 1:40:05, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8419, top5_acc: 0.9549, loss_cls: 0.6046, loss: 0.6046, grad_norm: 5.8135 2021-06-06 00:37:58,526 - mmaction - INFO - Epoch [95][1080/1243] lr: 7.500e-05, eta: 1:39:46, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9466, loss_cls: 0.6561, loss: 0.6561, grad_norm: 6.4510 2021-06-06 00:38:16,932 - mmaction - INFO - Epoch [95][1100/1243] lr: 7.500e-05, eta: 1:39:27, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8346, top5_acc: 0.9422, loss_cls: 0.6531, loss: 0.6531, grad_norm: 6.1372 2021-06-06 00:38:35,311 - mmaction - INFO - Epoch [95][1120/1243] lr: 7.500e-05, eta: 1:39:08, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8250, top5_acc: 0.9385, loss_cls: 0.6830, loss: 0.6830, grad_norm: 6.2847 2021-06-06 00:38:53,791 - mmaction - INFO - Epoch [95][1140/1243] lr: 7.500e-05, eta: 1:38:49, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8276, top5_acc: 0.9406, loss_cls: 0.6742, loss: 0.6742, grad_norm: 6.1155 2021-06-06 00:39:12,162 - mmaction - INFO - Epoch [95][1160/1243] lr: 7.500e-05, eta: 1:38:31, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8313, top5_acc: 0.9440, loss_cls: 0.6718, loss: 0.6718, grad_norm: 6.0937 2021-06-06 00:39:30,535 - mmaction - INFO - Epoch [95][1180/1243] lr: 7.500e-05, eta: 1:38:12, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8357, top5_acc: 0.9432, loss_cls: 0.6620, loss: 0.6620, grad_norm: 6.3662 2021-06-06 00:39:48,859 - mmaction - INFO - Epoch [95][1200/1243] lr: 7.500e-05, eta: 1:37:53, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.8326, top5_acc: 0.9409, loss_cls: 0.6711, loss: 0.6711, grad_norm: 5.9193 2021-06-06 00:40:07,321 - mmaction - INFO - Epoch [95][1220/1243] lr: 7.500e-05, eta: 1:37:34, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8310, top5_acc: 0.9378, loss_cls: 0.6749, loss: 0.6749, grad_norm: 7.3203 2021-06-06 00:40:25,446 - mmaction - INFO - Epoch [95][1240/1243] lr: 7.500e-05, eta: 1:37:15, time: 0.907, data_time: 0.001, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9422, loss_cls: 0.6593, loss: 0.6593, grad_norm: 7.2896 2021-06-06 00:42:48,222 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 00:42:48,856 - mmaction - INFO - top1_acc 0.7479 top5_acc 0.9115 2021-06-06 00:42:48,856 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 00:42:48,879 - mmaction - INFO - mean_acc 0.7479 2021-06-06 00:42:48,884 - mmaction - INFO - Saving checkpoint at 95 epochs 2021-06-06 00:42:50,017 - mmaction - INFO - Epoch(val) [95][104] top1_acc: 0.7479, top5_acc: 0.9115, mean_class_accuracy: 0.7479 2021-06-06 00:43:34,540 - mmaction - INFO - Epoch [96][20/1243] lr: 7.500e-05, eta: 1:36:55, time: 2.226, data_time: 1.270, memory: 18352, top1_acc: 0.8276, top5_acc: 0.9474, loss_cls: 0.6566, loss: 0.6566, grad_norm: 6.8005 2021-06-06 00:43:52,847 - mmaction - INFO - Epoch [96][40/1243] lr: 7.500e-05, eta: 1:36:36, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8370, top5_acc: 0.9464, loss_cls: 0.6381, loss: 0.6381, grad_norm: 5.9180 2021-06-06 00:44:11,204 - mmaction - INFO - Epoch [96][60/1243] lr: 7.500e-05, eta: 1:36:17, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8266, top5_acc: 0.9440, loss_cls: 0.6598, loss: 0.6598, grad_norm: 6.1055 2021-06-06 00:44:29,697 - mmaction - INFO - Epoch [96][80/1243] lr: 7.500e-05, eta: 1:35:59, time: 0.924, data_time: 0.000, memory: 18352, top1_acc: 0.8299, top5_acc: 0.9419, loss_cls: 0.6479, loss: 0.6479, grad_norm: 5.9341 2021-06-06 00:44:48,046 - mmaction - INFO - Epoch [96][100/1243] lr: 7.500e-05, eta: 1:35:40, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8456, top5_acc: 0.9497, loss_cls: 0.5988, loss: 0.5988, grad_norm: 5.9193 2021-06-06 00:45:06,329 - mmaction - INFO - Epoch [96][120/1243] lr: 7.500e-05, eta: 1:35:21, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.8266, top5_acc: 0.9414, loss_cls: 0.6858, loss: 0.6858, grad_norm: 6.3521 2021-06-06 00:45:24,680 - mmaction - INFO - Epoch [96][140/1243] lr: 7.500e-05, eta: 1:35:02, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8357, top5_acc: 0.9474, loss_cls: 0.6187, loss: 0.6187, grad_norm: 5.8958 2021-06-06 00:45:43,028 - mmaction - INFO - Epoch [96][160/1243] lr: 7.500e-05, eta: 1:34:43, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8328, top5_acc: 0.9477, loss_cls: 0.6410, loss: 0.6410, grad_norm: 6.0544 2021-06-06 00:46:01,466 - mmaction - INFO - Epoch [96][180/1243] lr: 7.500e-05, eta: 1:34:25, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8365, top5_acc: 0.9448, loss_cls: 0.6370, loss: 0.6370, grad_norm: 6.1315 2021-06-06 00:46:19,873 - mmaction - INFO - Epoch [96][200/1243] lr: 7.500e-05, eta: 1:34:06, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8333, top5_acc: 0.9419, loss_cls: 0.6534, loss: 0.6534, grad_norm: 6.3479 2021-06-06 00:46:38,286 - mmaction - INFO - Epoch [96][220/1243] lr: 7.500e-05, eta: 1:33:47, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8367, top5_acc: 0.9443, loss_cls: 0.6256, loss: 0.6256, grad_norm: 5.7867 2021-06-06 00:46:56,666 - mmaction - INFO - Epoch [96][240/1243] lr: 7.500e-05, eta: 1:33:28, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9440, loss_cls: 0.6468, loss: 0.6468, grad_norm: 5.7804 2021-06-06 00:47:15,055 - mmaction - INFO - Epoch [96][260/1243] lr: 7.500e-05, eta: 1:33:09, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9440, loss_cls: 0.6382, loss: 0.6382, grad_norm: 6.0339 2021-06-06 00:47:33,373 - mmaction - INFO - Epoch [96][280/1243] lr: 7.500e-05, eta: 1:32:51, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8385, top5_acc: 0.9453, loss_cls: 0.6207, loss: 0.6207, grad_norm: 5.9048 2021-06-06 00:47:51,647 - mmaction - INFO - Epoch [96][300/1243] lr: 7.500e-05, eta: 1:32:32, time: 0.915, data_time: 0.002, memory: 18352, top1_acc: 0.8383, top5_acc: 0.9406, loss_cls: 0.6469, loss: 0.6469, grad_norm: 5.9252 2021-06-06 00:48:09,886 - mmaction - INFO - Epoch [96][320/1243] lr: 7.500e-05, eta: 1:32:13, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.8393, top5_acc: 0.9432, loss_cls: 0.6496, loss: 0.6496, grad_norm: 6.3800 2021-06-06 00:48:28,278 - mmaction - INFO - Epoch [96][340/1243] lr: 7.500e-05, eta: 1:31:54, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8307, top5_acc: 0.9432, loss_cls: 0.6634, loss: 0.6634, grad_norm: 6.3916 2021-06-06 00:48:46,666 - mmaction - INFO - Epoch [96][360/1243] lr: 7.500e-05, eta: 1:31:36, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9380, loss_cls: 0.6593, loss: 0.6593, grad_norm: 8.7489 2021-06-06 00:49:04,966 - mmaction - INFO - Epoch [96][380/1243] lr: 7.500e-05, eta: 1:31:17, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8339, top5_acc: 0.9445, loss_cls: 0.6443, loss: 0.6443, grad_norm: 6.5314 2021-06-06 00:49:23,343 - mmaction - INFO - Epoch [96][400/1243] lr: 7.500e-05, eta: 1:30:58, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9453, loss_cls: 0.6520, loss: 0.6520, grad_norm: 6.2864 2021-06-06 00:49:41,658 - mmaction - INFO - Epoch [96][420/1243] lr: 7.500e-05, eta: 1:30:39, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8396, top5_acc: 0.9437, loss_cls: 0.6540, loss: 0.6540, grad_norm: 6.6625 2021-06-06 00:50:00,004 - mmaction - INFO - Epoch [96][440/1243] lr: 7.500e-05, eta: 1:30:20, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9451, loss_cls: 0.6358, loss: 0.6358, grad_norm: 5.9405 2021-06-06 00:50:18,325 - mmaction - INFO - Epoch [96][460/1243] lr: 7.500e-05, eta: 1:30:02, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9417, loss_cls: 0.6529, loss: 0.6529, grad_norm: 6.1366 2021-06-06 00:50:36,679 - mmaction - INFO - Epoch [96][480/1243] lr: 7.500e-05, eta: 1:29:43, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8372, top5_acc: 0.9419, loss_cls: 0.6594, loss: 0.6594, grad_norm: 7.0975 2021-06-06 00:50:55,116 - mmaction - INFO - Epoch [96][500/1243] lr: 7.500e-05, eta: 1:29:24, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8427, top5_acc: 0.9432, loss_cls: 0.6426, loss: 0.6426, grad_norm: 5.9292 2021-06-06 00:51:13,405 - mmaction - INFO - Epoch [96][520/1243] lr: 7.500e-05, eta: 1:29:05, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9422, loss_cls: 0.6560, loss: 0.6560, grad_norm: 6.2342 2021-06-06 00:51:31,758 - mmaction - INFO - Epoch [96][540/1243] lr: 7.500e-05, eta: 1:28:46, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8469, top5_acc: 0.9437, loss_cls: 0.6376, loss: 0.6376, grad_norm: 6.0020 2021-06-06 00:51:50,070 - mmaction - INFO - Epoch [96][560/1243] lr: 7.500e-05, eta: 1:28:28, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8458, top5_acc: 0.9474, loss_cls: 0.6217, loss: 0.6217, grad_norm: 5.9768 2021-06-06 00:52:08,399 - mmaction - INFO - Epoch [96][580/1243] lr: 7.500e-05, eta: 1:28:09, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8313, top5_acc: 0.9422, loss_cls: 0.6362, loss: 0.6362, grad_norm: 5.7961 2021-06-06 00:52:26,794 - mmaction - INFO - Epoch [96][600/1243] lr: 7.500e-05, eta: 1:27:50, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9349, loss_cls: 0.6864, loss: 0.6864, grad_norm: 6.3044 2021-06-06 00:52:45,145 - mmaction - INFO - Epoch [96][620/1243] lr: 7.500e-05, eta: 1:27:31, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8333, top5_acc: 0.9430, loss_cls: 0.6435, loss: 0.6435, grad_norm: 5.8998 2021-06-06 00:53:03,562 - mmaction - INFO - Epoch [96][640/1243] lr: 7.500e-05, eta: 1:27:12, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8401, top5_acc: 0.9492, loss_cls: 0.6077, loss: 0.6077, grad_norm: 6.1044 2021-06-06 00:53:21,914 - mmaction - INFO - Epoch [96][660/1243] lr: 7.500e-05, eta: 1:26:54, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8393, top5_acc: 0.9484, loss_cls: 0.6167, loss: 0.6167, grad_norm: 5.9982 2021-06-06 00:53:40,285 - mmaction - INFO - Epoch [96][680/1243] lr: 7.500e-05, eta: 1:26:35, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9404, loss_cls: 0.6671, loss: 0.6671, grad_norm: 6.7990 2021-06-06 00:53:58,711 - mmaction - INFO - Epoch [96][700/1243] lr: 7.500e-05, eta: 1:26:16, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8333, top5_acc: 0.9380, loss_cls: 0.6701, loss: 0.6701, grad_norm: 6.4813 2021-06-06 00:54:17,090 - mmaction - INFO - Epoch [96][720/1243] lr: 7.500e-05, eta: 1:25:57, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8346, top5_acc: 0.9432, loss_cls: 0.6487, loss: 0.6487, grad_norm: 8.3290 2021-06-06 00:54:35,469 - mmaction - INFO - Epoch [96][740/1243] lr: 7.500e-05, eta: 1:25:38, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8289, top5_acc: 0.9451, loss_cls: 0.6432, loss: 0.6432, grad_norm: 6.0871 2021-06-06 00:54:53,814 - mmaction - INFO - Epoch [96][760/1243] lr: 7.500e-05, eta: 1:25:20, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9414, loss_cls: 0.6628, loss: 0.6628, grad_norm: 5.8112 2021-06-06 00:55:12,252 - mmaction - INFO - Epoch [96][780/1243] lr: 7.500e-05, eta: 1:25:01, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8177, top5_acc: 0.9365, loss_cls: 0.6949, loss: 0.6949, grad_norm: 6.5289 2021-06-06 00:55:30,669 - mmaction - INFO - Epoch [96][800/1243] lr: 7.500e-05, eta: 1:24:42, time: 0.922, data_time: 0.003, memory: 18352, top1_acc: 0.8357, top5_acc: 0.9401, loss_cls: 0.6578, loss: 0.6578, grad_norm: 7.2491 2021-06-06 00:55:49,032 - mmaction - INFO - Epoch [96][820/1243] lr: 7.500e-05, eta: 1:24:23, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9362, loss_cls: 0.6784, loss: 0.6784, grad_norm: 7.2377 2021-06-06 00:56:07,459 - mmaction - INFO - Epoch [96][840/1243] lr: 7.500e-05, eta: 1:24:05, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8388, top5_acc: 0.9391, loss_cls: 0.6679, loss: 0.6679, grad_norm: 6.0238 2021-06-06 00:56:25,822 - mmaction - INFO - Epoch [96][860/1243] lr: 7.500e-05, eta: 1:23:46, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8401, top5_acc: 0.9430, loss_cls: 0.6274, loss: 0.6274, grad_norm: 5.8093 2021-06-06 00:56:44,153 - mmaction - INFO - Epoch [96][880/1243] lr: 7.500e-05, eta: 1:23:27, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8357, top5_acc: 0.9388, loss_cls: 0.6367, loss: 0.6367, grad_norm: 5.8796 2021-06-06 00:57:02,589 - mmaction - INFO - Epoch [96][900/1243] lr: 7.500e-05, eta: 1:23:08, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9435, loss_cls: 0.6598, loss: 0.6598, grad_norm: 5.8345 2021-06-06 00:57:21,014 - mmaction - INFO - Epoch [96][920/1243] lr: 7.500e-05, eta: 1:22:49, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8435, top5_acc: 0.9536, loss_cls: 0.6049, loss: 0.6049, grad_norm: 5.6721 2021-06-06 00:57:39,348 - mmaction - INFO - Epoch [96][940/1243] lr: 7.500e-05, eta: 1:22:31, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8273, top5_acc: 0.9422, loss_cls: 0.6528, loss: 0.6528, grad_norm: 7.4651 2021-06-06 00:57:57,692 - mmaction - INFO - Epoch [96][960/1243] lr: 7.500e-05, eta: 1:22:12, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9409, loss_cls: 0.6608, loss: 0.6608, grad_norm: 5.8206 2021-06-06 00:58:15,958 - mmaction - INFO - Epoch [96][980/1243] lr: 7.500e-05, eta: 1:21:53, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9354, loss_cls: 0.7005, loss: 0.7005, grad_norm: 6.2171 2021-06-06 00:58:34,305 - mmaction - INFO - Epoch [96][1000/1243] lr: 7.500e-05, eta: 1:21:34, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8375, top5_acc: 0.9432, loss_cls: 0.6429, loss: 0.6429, grad_norm: 6.0422 2021-06-06 00:58:52,561 - mmaction - INFO - Epoch [96][1020/1243] lr: 7.500e-05, eta: 1:21:15, time: 0.913, data_time: 0.000, memory: 18352, top1_acc: 0.8393, top5_acc: 0.9484, loss_cls: 0.6272, loss: 0.6272, grad_norm: 6.3278 2021-06-06 00:59:10,951 - mmaction - INFO - Epoch [96][1040/1243] lr: 7.500e-05, eta: 1:20:57, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8380, top5_acc: 0.9477, loss_cls: 0.6269, loss: 0.6269, grad_norm: 6.0268 2021-06-06 00:59:29,270 - mmaction - INFO - Epoch [96][1060/1243] lr: 7.500e-05, eta: 1:20:38, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9414, loss_cls: 0.6762, loss: 0.6762, grad_norm: 6.8263 2021-06-06 00:59:47,653 - mmaction - INFO - Epoch [96][1080/1243] lr: 7.500e-05, eta: 1:20:19, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8219, top5_acc: 0.9383, loss_cls: 0.7007, loss: 0.7007, grad_norm: 6.5883 2021-06-06 01:00:06,010 - mmaction - INFO - Epoch [96][1100/1243] lr: 7.500e-05, eta: 1:20:00, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8341, top5_acc: 0.9424, loss_cls: 0.6343, loss: 0.6343, grad_norm: 6.2698 2021-06-06 01:00:24,375 - mmaction - INFO - Epoch [96][1120/1243] lr: 7.500e-05, eta: 1:19:41, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8354, top5_acc: 0.9471, loss_cls: 0.6314, loss: 0.6314, grad_norm: 7.1920 2021-06-06 01:00:42,778 - mmaction - INFO - Epoch [96][1140/1243] lr: 7.500e-05, eta: 1:19:23, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9427, loss_cls: 0.6579, loss: 0.6579, grad_norm: 6.0151 2021-06-06 01:01:01,221 - mmaction - INFO - Epoch [96][1160/1243] lr: 7.500e-05, eta: 1:19:04, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9440, loss_cls: 0.6460, loss: 0.6460, grad_norm: 5.8312 2021-06-06 01:01:19,588 - mmaction - INFO - Epoch [96][1180/1243] lr: 7.500e-05, eta: 1:18:45, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9404, loss_cls: 0.6446, loss: 0.6446, grad_norm: 6.0137 2021-06-06 01:01:37,985 - mmaction - INFO - Epoch [96][1200/1243] lr: 7.500e-05, eta: 1:18:26, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8404, top5_acc: 0.9479, loss_cls: 0.6192, loss: 0.6192, grad_norm: 6.2200 2021-06-06 01:01:56,325 - mmaction - INFO - Epoch [96][1220/1243] lr: 7.500e-05, eta: 1:18:08, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9427, loss_cls: 0.6399, loss: 0.6399, grad_norm: 6.0509 2021-06-06 01:02:14,480 - mmaction - INFO - Epoch [96][1240/1243] lr: 7.500e-05, eta: 1:17:49, time: 0.909, data_time: 0.002, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9365, loss_cls: 0.6605, loss: 0.6605, grad_norm: 5.7480 2021-06-06 01:04:37,829 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 01:04:38,541 - mmaction - INFO - top1_acc 0.7493 top5_acc 0.9107 2021-06-06 01:04:38,541 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 01:04:38,564 - mmaction - INFO - mean_acc 0.7492 2021-06-06 01:04:38,569 - mmaction - INFO - Saving checkpoint at 96 epochs 2021-06-06 01:04:39,677 - mmaction - INFO - Epoch(val) [96][104] top1_acc: 0.7493, top5_acc: 0.9107, mean_class_accuracy: 0.7492 2021-06-06 01:05:23,919 - mmaction - INFO - Epoch [97][20/1243] lr: 7.500e-05, eta: 1:17:28, time: 2.211, data_time: 1.292, memory: 18352, top1_acc: 0.8289, top5_acc: 0.9419, loss_cls: 0.6568, loss: 0.6568, grad_norm: 6.0917 2021-06-06 01:05:42,225 - mmaction - INFO - Epoch [97][40/1243] lr: 7.500e-05, eta: 1:17:09, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8310, top5_acc: 0.9406, loss_cls: 0.6579, loss: 0.6579, grad_norm: 5.8527 2021-06-06 01:06:00,630 - mmaction - INFO - Epoch [97][60/1243] lr: 7.500e-05, eta: 1:16:50, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8326, top5_acc: 0.9424, loss_cls: 0.6606, loss: 0.6606, grad_norm: 6.0732 2021-06-06 01:06:18,954 - mmaction - INFO - Epoch [97][80/1243] lr: 7.500e-05, eta: 1:16:32, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8380, top5_acc: 0.9495, loss_cls: 0.6119, loss: 0.6119, grad_norm: 6.3826 2021-06-06 01:06:37,343 - mmaction - INFO - Epoch [97][100/1243] lr: 7.500e-05, eta: 1:16:13, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8247, top5_acc: 0.9398, loss_cls: 0.6777, loss: 0.6777, grad_norm: 5.8539 2021-06-06 01:06:55,738 - mmaction - INFO - Epoch [97][120/1243] lr: 7.500e-05, eta: 1:15:54, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.8349, top5_acc: 0.9417, loss_cls: 0.6445, loss: 0.6445, grad_norm: 6.1812 2021-06-06 01:07:14,113 - mmaction - INFO - Epoch [97][140/1243] lr: 7.500e-05, eta: 1:15:35, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8266, top5_acc: 0.9448, loss_cls: 0.6612, loss: 0.6612, grad_norm: 6.1993 2021-06-06 01:07:32,545 - mmaction - INFO - Epoch [97][160/1243] lr: 7.500e-05, eta: 1:15:17, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9398, loss_cls: 0.6763, loss: 0.6763, grad_norm: 6.1315 2021-06-06 01:07:50,978 - mmaction - INFO - Epoch [97][180/1243] lr: 7.500e-05, eta: 1:14:58, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8432, top5_acc: 0.9503, loss_cls: 0.6261, loss: 0.6261, grad_norm: 6.1436 2021-06-06 01:08:09,394 - mmaction - INFO - Epoch [97][200/1243] lr: 7.500e-05, eta: 1:14:39, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8289, top5_acc: 0.9443, loss_cls: 0.6422, loss: 0.6422, grad_norm: 5.9678 2021-06-06 01:08:27,858 - mmaction - INFO - Epoch [97][220/1243] lr: 7.500e-05, eta: 1:14:20, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8302, top5_acc: 0.9422, loss_cls: 0.6608, loss: 0.6608, grad_norm: 6.1030 2021-06-06 01:08:46,177 - mmaction - INFO - Epoch [97][240/1243] lr: 7.500e-05, eta: 1:14:01, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9411, loss_cls: 0.6792, loss: 0.6792, grad_norm: 6.0199 2021-06-06 01:09:04,513 - mmaction - INFO - Epoch [97][260/1243] lr: 7.500e-05, eta: 1:13:43, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8307, top5_acc: 0.9422, loss_cls: 0.6686, loss: 0.6686, grad_norm: 5.9419 2021-06-06 01:09:22,868 - mmaction - INFO - Epoch [97][280/1243] lr: 7.500e-05, eta: 1:13:24, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8383, top5_acc: 0.9492, loss_cls: 0.6112, loss: 0.6112, grad_norm: 8.7756 2021-06-06 01:09:41,251 - mmaction - INFO - Epoch [97][300/1243] lr: 7.500e-05, eta: 1:13:05, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8404, top5_acc: 0.9471, loss_cls: 0.6056, loss: 0.6056, grad_norm: 5.7804 2021-06-06 01:09:59,606 - mmaction - INFO - Epoch [97][320/1243] lr: 7.500e-05, eta: 1:12:46, time: 0.919, data_time: 0.002, memory: 18352, top1_acc: 0.8414, top5_acc: 0.9497, loss_cls: 0.6172, loss: 0.6172, grad_norm: 5.9342 2021-06-06 01:10:18,044 - mmaction - INFO - Epoch [97][340/1243] lr: 7.500e-05, eta: 1:12:27, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8451, top5_acc: 0.9469, loss_cls: 0.6004, loss: 0.6004, grad_norm: 5.8361 2021-06-06 01:10:36,415 - mmaction - INFO - Epoch [97][360/1243] lr: 7.500e-05, eta: 1:12:09, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8383, top5_acc: 0.9422, loss_cls: 0.6476, loss: 0.6476, grad_norm: 5.7208 2021-06-06 01:10:54,843 - mmaction - INFO - Epoch [97][380/1243] lr: 7.500e-05, eta: 1:11:50, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8352, top5_acc: 0.9367, loss_cls: 0.6800, loss: 0.6800, grad_norm: 6.4070 2021-06-06 01:11:13,239 - mmaction - INFO - Epoch [97][400/1243] lr: 7.500e-05, eta: 1:11:31, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9398, loss_cls: 0.6642, loss: 0.6642, grad_norm: 6.4924 2021-06-06 01:11:31,575 - mmaction - INFO - Epoch [97][420/1243] lr: 7.500e-05, eta: 1:11:12, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8289, top5_acc: 0.9398, loss_cls: 0.6366, loss: 0.6366, grad_norm: 6.3492 2021-06-06 01:11:50,006 - mmaction - INFO - Epoch [97][440/1243] lr: 7.500e-05, eta: 1:10:53, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8396, top5_acc: 0.9487, loss_cls: 0.6319, loss: 0.6319, grad_norm: 6.3289 2021-06-06 01:12:08,415 - mmaction - INFO - Epoch [97][460/1243] lr: 7.500e-05, eta: 1:10:35, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9458, loss_cls: 0.6322, loss: 0.6322, grad_norm: 5.6641 2021-06-06 01:12:26,869 - mmaction - INFO - Epoch [97][480/1243] lr: 7.500e-05, eta: 1:10:16, time: 0.924, data_time: 0.002, memory: 18352, top1_acc: 0.8232, top5_acc: 0.9409, loss_cls: 0.6964, loss: 0.6964, grad_norm: 6.4775 2021-06-06 01:12:45,321 - mmaction - INFO - Epoch [97][500/1243] lr: 7.500e-05, eta: 1:09:57, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9375, loss_cls: 0.6848, loss: 0.6848, grad_norm: 7.0557 2021-06-06 01:13:03,803 - mmaction - INFO - Epoch [97][520/1243] lr: 7.500e-05, eta: 1:09:38, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.8427, top5_acc: 0.9448, loss_cls: 0.6265, loss: 0.6265, grad_norm: 5.9255 2021-06-06 01:13:22,184 - mmaction - INFO - Epoch [97][540/1243] lr: 7.500e-05, eta: 1:09:20, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8305, top5_acc: 0.9372, loss_cls: 0.6778, loss: 0.6778, grad_norm: 6.1049 2021-06-06 01:13:40,644 - mmaction - INFO - Epoch [97][560/1243] lr: 7.500e-05, eta: 1:09:01, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8375, top5_acc: 0.9487, loss_cls: 0.6401, loss: 0.6401, grad_norm: 6.1994 2021-06-06 01:13:59,009 - mmaction - INFO - Epoch [97][580/1243] lr: 7.500e-05, eta: 1:08:42, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8422, top5_acc: 0.9536, loss_cls: 0.6095, loss: 0.6095, grad_norm: 5.9347 2021-06-06 01:14:17,382 - mmaction - INFO - Epoch [97][600/1243] lr: 7.500e-05, eta: 1:08:23, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8354, top5_acc: 0.9456, loss_cls: 0.6591, loss: 0.6591, grad_norm: 6.1324 2021-06-06 01:14:35,841 - mmaction - INFO - Epoch [97][620/1243] lr: 7.500e-05, eta: 1:08:04, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9484, loss_cls: 0.6331, loss: 0.6331, grad_norm: 6.1849 2021-06-06 01:14:54,238 - mmaction - INFO - Epoch [97][640/1243] lr: 7.500e-05, eta: 1:07:46, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.8242, top5_acc: 0.9414, loss_cls: 0.6611, loss: 0.6611, grad_norm: 6.6936 2021-06-06 01:15:12,630 - mmaction - INFO - Epoch [97][660/1243] lr: 7.500e-05, eta: 1:07:27, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8372, top5_acc: 0.9456, loss_cls: 0.6418, loss: 0.6418, grad_norm: 5.9706 2021-06-06 01:15:30,996 - mmaction - INFO - Epoch [97][680/1243] lr: 7.500e-05, eta: 1:07:08, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8383, top5_acc: 0.9484, loss_cls: 0.6120, loss: 0.6120, grad_norm: 6.3934 2021-06-06 01:15:49,326 - mmaction - INFO - Epoch [97][700/1243] lr: 7.500e-05, eta: 1:06:49, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8258, top5_acc: 0.9443, loss_cls: 0.6739, loss: 0.6739, grad_norm: 6.1311 2021-06-06 01:16:07,743 - mmaction - INFO - Epoch [97][720/1243] lr: 7.500e-05, eta: 1:06:30, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8357, top5_acc: 0.9417, loss_cls: 0.6565, loss: 0.6565, grad_norm: 6.2789 2021-06-06 01:16:26,125 - mmaction - INFO - Epoch [97][740/1243] lr: 7.500e-05, eta: 1:06:12, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9458, loss_cls: 0.6243, loss: 0.6243, grad_norm: 6.3876 2021-06-06 01:16:44,547 - mmaction - INFO - Epoch [97][760/1243] lr: 7.500e-05, eta: 1:05:53, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8422, top5_acc: 0.9508, loss_cls: 0.5963, loss: 0.5963, grad_norm: 6.0627 2021-06-06 01:17:02,935 - mmaction - INFO - Epoch [97][780/1243] lr: 7.500e-05, eta: 1:05:34, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8370, top5_acc: 0.9427, loss_cls: 0.6486, loss: 0.6486, grad_norm: 5.8627 2021-06-06 01:17:21,352 - mmaction - INFO - Epoch [97][800/1243] lr: 7.500e-05, eta: 1:05:15, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8393, top5_acc: 0.9443, loss_cls: 0.6308, loss: 0.6308, grad_norm: 6.4936 2021-06-06 01:17:39,789 - mmaction - INFO - Epoch [97][820/1243] lr: 7.500e-05, eta: 1:04:57, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8359, top5_acc: 0.9409, loss_cls: 0.6401, loss: 0.6401, grad_norm: 6.6663 2021-06-06 01:17:58,112 - mmaction - INFO - Epoch [97][840/1243] lr: 7.500e-05, eta: 1:04:38, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8391, top5_acc: 0.9451, loss_cls: 0.6370, loss: 0.6370, grad_norm: 6.1523 2021-06-06 01:18:16,530 - mmaction - INFO - Epoch [97][860/1243] lr: 7.500e-05, eta: 1:04:19, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8271, top5_acc: 0.9391, loss_cls: 0.6867, loss: 0.6867, grad_norm: 6.2051 2021-06-06 01:18:34,914 - mmaction - INFO - Epoch [97][880/1243] lr: 7.500e-05, eta: 1:04:00, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8258, top5_acc: 0.9458, loss_cls: 0.6624, loss: 0.6624, grad_norm: 6.7325 2021-06-06 01:18:53,313 - mmaction - INFO - Epoch [97][900/1243] lr: 7.500e-05, eta: 1:03:41, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8297, top5_acc: 0.9388, loss_cls: 0.6576, loss: 0.6576, grad_norm: 6.0142 2021-06-06 01:19:11,631 - mmaction - INFO - Epoch [97][920/1243] lr: 7.500e-05, eta: 1:03:23, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8247, top5_acc: 0.9430, loss_cls: 0.6586, loss: 0.6586, grad_norm: 6.4008 2021-06-06 01:19:30,078 - mmaction - INFO - Epoch [97][940/1243] lr: 7.500e-05, eta: 1:03:04, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8273, top5_acc: 0.9443, loss_cls: 0.6579, loss: 0.6579, grad_norm: 7.0333 2021-06-06 01:19:48,450 - mmaction - INFO - Epoch [97][960/1243] lr: 7.500e-05, eta: 1:02:45, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8404, top5_acc: 0.9422, loss_cls: 0.6370, loss: 0.6370, grad_norm: 5.8669 2021-06-06 01:20:06,934 - mmaction - INFO - Epoch [97][980/1243] lr: 7.500e-05, eta: 1:02:26, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8313, top5_acc: 0.9385, loss_cls: 0.6516, loss: 0.6516, grad_norm: 6.9015 2021-06-06 01:20:25,321 - mmaction - INFO - Epoch [97][1000/1243] lr: 7.500e-05, eta: 1:02:08, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8435, top5_acc: 0.9456, loss_cls: 0.6250, loss: 0.6250, grad_norm: 5.9821 2021-06-06 01:20:43,712 - mmaction - INFO - Epoch [97][1020/1243] lr: 7.500e-05, eta: 1:01:49, time: 0.920, data_time: 0.002, memory: 18352, top1_acc: 0.8448, top5_acc: 0.9440, loss_cls: 0.6194, loss: 0.6194, grad_norm: 6.1932 2021-06-06 01:21:02,140 - mmaction - INFO - Epoch [97][1040/1243] lr: 7.500e-05, eta: 1:01:30, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.8388, top5_acc: 0.9469, loss_cls: 0.6110, loss: 0.6110, grad_norm: 6.2549 2021-06-06 01:21:20,573 - mmaction - INFO - Epoch [97][1060/1243] lr: 7.500e-05, eta: 1:01:11, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8398, top5_acc: 0.9469, loss_cls: 0.6197, loss: 0.6197, grad_norm: 5.5915 2021-06-06 01:21:39,069 - mmaction - INFO - Epoch [97][1080/1243] lr: 7.500e-05, eta: 1:00:52, time: 0.925, data_time: 0.002, memory: 18352, top1_acc: 0.8427, top5_acc: 0.9406, loss_cls: 0.6466, loss: 0.6466, grad_norm: 5.7253 2021-06-06 01:21:57,492 - mmaction - INFO - Epoch [97][1100/1243] lr: 7.500e-05, eta: 1:00:34, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.8352, top5_acc: 0.9417, loss_cls: 0.6460, loss: 0.6460, grad_norm: 6.4655 2021-06-06 01:22:15,932 - mmaction - INFO - Epoch [97][1120/1243] lr: 7.500e-05, eta: 1:00:15, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8232, top5_acc: 0.9365, loss_cls: 0.6804, loss: 0.6804, grad_norm: 6.4226 2021-06-06 01:22:34,415 - mmaction - INFO - Epoch [97][1140/1243] lr: 7.500e-05, eta: 0:59:56, time: 0.925, data_time: 0.001, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9409, loss_cls: 0.6773, loss: 0.6773, grad_norm: 6.1176 2021-06-06 01:22:52,776 - mmaction - INFO - Epoch [97][1160/1243] lr: 7.500e-05, eta: 0:59:37, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8305, top5_acc: 0.9401, loss_cls: 0.6651, loss: 0.6651, grad_norm: 6.0509 2021-06-06 01:23:11,209 - mmaction - INFO - Epoch [97][1180/1243] lr: 7.500e-05, eta: 0:59:18, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9375, loss_cls: 0.6853, loss: 0.6853, grad_norm: 6.3927 2021-06-06 01:23:29,639 - mmaction - INFO - Epoch [97][1200/1243] lr: 7.500e-05, eta: 0:59:00, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8404, top5_acc: 0.9539, loss_cls: 0.6048, loss: 0.6048, grad_norm: 6.1776 2021-06-06 01:23:48,008 - mmaction - INFO - Epoch [97][1220/1243] lr: 7.500e-05, eta: 0:58:41, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8354, top5_acc: 0.9464, loss_cls: 0.6277, loss: 0.6277, grad_norm: 5.7222 2021-06-06 01:24:06,124 - mmaction - INFO - Epoch [97][1240/1243] lr: 7.500e-05, eta: 0:58:22, time: 0.907, data_time: 0.001, memory: 18352, top1_acc: 0.8341, top5_acc: 0.9424, loss_cls: 0.6605, loss: 0.6605, grad_norm: 6.4677 2021-06-06 01:26:29,363 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 01:26:29,991 - mmaction - INFO - top1_acc 0.7481 top5_acc 0.9104 2021-06-06 01:26:29,991 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 01:26:30,015 - mmaction - INFO - mean_acc 0.7480 2021-06-06 01:26:30,020 - mmaction - INFO - Saving checkpoint at 97 epochs 2021-06-06 01:26:31,237 - mmaction - INFO - Epoch(val) [97][104] top1_acc: 0.7481, top5_acc: 0.9104, mean_class_accuracy: 0.7480 2021-06-06 01:27:15,416 - mmaction - INFO - Epoch [98][20/1243] lr: 7.500e-05, eta: 0:58:01, time: 2.209, data_time: 1.286, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9448, loss_cls: 0.6523, loss: 0.6523, grad_norm: 6.0117 2021-06-06 01:27:33,831 - mmaction - INFO - Epoch [98][40/1243] lr: 7.500e-05, eta: 0:57:42, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8299, top5_acc: 0.9474, loss_cls: 0.6407, loss: 0.6407, grad_norm: 6.3039 2021-06-06 01:27:52,164 - mmaction - INFO - Epoch [98][60/1243] lr: 7.500e-05, eta: 0:57:24, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8393, top5_acc: 0.9409, loss_cls: 0.6392, loss: 0.6392, grad_norm: 6.5195 2021-06-06 01:28:10,594 - mmaction - INFO - Epoch [98][80/1243] lr: 7.500e-05, eta: 0:57:05, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8401, top5_acc: 0.9424, loss_cls: 0.6352, loss: 0.6352, grad_norm: 6.1715 2021-06-06 01:28:28,986 - mmaction - INFO - Epoch [98][100/1243] lr: 7.500e-05, eta: 0:56:46, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8380, top5_acc: 0.9474, loss_cls: 0.6408, loss: 0.6408, grad_norm: 5.9131 2021-06-06 01:28:47,401 - mmaction - INFO - Epoch [98][120/1243] lr: 7.500e-05, eta: 0:56:27, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8214, top5_acc: 0.9430, loss_cls: 0.6828, loss: 0.6828, grad_norm: 5.9245 2021-06-06 01:29:05,742 - mmaction - INFO - Epoch [98][140/1243] lr: 7.500e-05, eta: 0:56:09, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8422, top5_acc: 0.9492, loss_cls: 0.5960, loss: 0.5960, grad_norm: 5.8077 2021-06-06 01:29:24,124 - mmaction - INFO - Epoch [98][160/1243] lr: 7.500e-05, eta: 0:55:50, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8339, top5_acc: 0.9432, loss_cls: 0.6538, loss: 0.6538, grad_norm: 6.4505 2021-06-06 01:29:42,533 - mmaction - INFO - Epoch [98][180/1243] lr: 7.500e-05, eta: 0:55:31, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8419, top5_acc: 0.9497, loss_cls: 0.6245, loss: 0.6245, grad_norm: 5.9871 2021-06-06 01:30:00,925 - mmaction - INFO - Epoch [98][200/1243] lr: 7.500e-05, eta: 0:55:12, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9471, loss_cls: 0.6419, loss: 0.6419, grad_norm: 6.5682 2021-06-06 01:30:19,285 - mmaction - INFO - Epoch [98][220/1243] lr: 7.500e-05, eta: 0:54:53, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8247, top5_acc: 0.9432, loss_cls: 0.6614, loss: 0.6614, grad_norm: 6.3920 2021-06-06 01:30:37,677 - mmaction - INFO - Epoch [98][240/1243] lr: 7.500e-05, eta: 0:54:35, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8401, top5_acc: 0.9391, loss_cls: 0.6540, loss: 0.6540, grad_norm: 5.9901 2021-06-06 01:30:56,052 - mmaction - INFO - Epoch [98][260/1243] lr: 7.500e-05, eta: 0:54:16, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8349, top5_acc: 0.9432, loss_cls: 0.6411, loss: 0.6411, grad_norm: 6.0895 2021-06-06 01:31:14,429 - mmaction - INFO - Epoch [98][280/1243] lr: 7.500e-05, eta: 0:53:57, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8362, top5_acc: 0.9445, loss_cls: 0.6424, loss: 0.6424, grad_norm: 6.3738 2021-06-06 01:31:32,762 - mmaction - INFO - Epoch [98][300/1243] lr: 7.500e-05, eta: 0:53:38, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8297, top5_acc: 0.9393, loss_cls: 0.6665, loss: 0.6665, grad_norm: 5.8896 2021-06-06 01:31:51,190 - mmaction - INFO - Epoch [98][320/1243] lr: 7.500e-05, eta: 0:53:19, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9393, loss_cls: 0.6481, loss: 0.6481, grad_norm: 6.0629 2021-06-06 01:32:09,491 - mmaction - INFO - Epoch [98][340/1243] lr: 7.500e-05, eta: 0:53:01, time: 0.917, data_time: 0.002, memory: 18352, top1_acc: 0.8313, top5_acc: 0.9378, loss_cls: 0.6846, loss: 0.6846, grad_norm: 6.3751 2021-06-06 01:32:27,933 - mmaction - INFO - Epoch [98][360/1243] lr: 7.500e-05, eta: 0:52:42, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9451, loss_cls: 0.6552, loss: 0.6552, grad_norm: 5.8180 2021-06-06 01:32:46,315 - mmaction - INFO - Epoch [98][380/1243] lr: 7.500e-05, eta: 0:52:23, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8375, top5_acc: 0.9417, loss_cls: 0.6279, loss: 0.6279, grad_norm: 5.6742 2021-06-06 01:33:04,755 - mmaction - INFO - Epoch [98][400/1243] lr: 7.500e-05, eta: 0:52:04, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8375, top5_acc: 0.9406, loss_cls: 0.6557, loss: 0.6557, grad_norm: 6.1151 2021-06-06 01:33:23,218 - mmaction - INFO - Epoch [98][420/1243] lr: 7.500e-05, eta: 0:51:46, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8271, top5_acc: 0.9477, loss_cls: 0.6419, loss: 0.6419, grad_norm: 5.9561 2021-06-06 01:33:41,557 - mmaction - INFO - Epoch [98][440/1243] lr: 7.500e-05, eta: 0:51:27, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8305, top5_acc: 0.9375, loss_cls: 0.6554, loss: 0.6554, grad_norm: 6.2708 2021-06-06 01:33:59,952 - mmaction - INFO - Epoch [98][460/1243] lr: 7.500e-05, eta: 0:51:08, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8346, top5_acc: 0.9427, loss_cls: 0.6514, loss: 0.6514, grad_norm: 6.0976 2021-06-06 01:34:18,329 - mmaction - INFO - Epoch [98][480/1243] lr: 7.500e-05, eta: 0:50:49, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9362, loss_cls: 0.6816, loss: 0.6816, grad_norm: 5.9605 2021-06-06 01:34:36,762 - mmaction - INFO - Epoch [98][500/1243] lr: 7.500e-05, eta: 0:50:30, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8380, top5_acc: 0.9477, loss_cls: 0.6316, loss: 0.6316, grad_norm: 5.9247 2021-06-06 01:34:55,172 - mmaction - INFO - Epoch [98][520/1243] lr: 7.500e-05, eta: 0:50:12, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8354, top5_acc: 0.9437, loss_cls: 0.6392, loss: 0.6392, grad_norm: 6.0063 2021-06-06 01:35:13,682 - mmaction - INFO - Epoch [98][540/1243] lr: 7.500e-05, eta: 0:49:53, time: 0.926, data_time: 0.000, memory: 18352, top1_acc: 0.8349, top5_acc: 0.9411, loss_cls: 0.6606, loss: 0.6606, grad_norm: 6.1765 2021-06-06 01:35:31,989 - mmaction - INFO - Epoch [98][560/1243] lr: 7.500e-05, eta: 0:49:34, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8404, top5_acc: 0.9427, loss_cls: 0.6411, loss: 0.6411, grad_norm: 6.1079 2021-06-06 01:35:50,362 - mmaction - INFO - Epoch [98][580/1243] lr: 7.500e-05, eta: 0:49:15, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8292, top5_acc: 0.9427, loss_cls: 0.6662, loss: 0.6662, grad_norm: 6.0021 2021-06-06 01:36:08,746 - mmaction - INFO - Epoch [98][600/1243] lr: 7.500e-05, eta: 0:48:56, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8406, top5_acc: 0.9482, loss_cls: 0.6239, loss: 0.6239, grad_norm: 6.7117 2021-06-06 01:36:27,120 - mmaction - INFO - Epoch [98][620/1243] lr: 7.500e-05, eta: 0:48:38, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9396, loss_cls: 0.6477, loss: 0.6477, grad_norm: 6.0340 2021-06-06 01:36:45,547 - mmaction - INFO - Epoch [98][640/1243] lr: 7.500e-05, eta: 0:48:19, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9466, loss_cls: 0.6452, loss: 0.6452, grad_norm: 6.2247 2021-06-06 01:37:03,968 - mmaction - INFO - Epoch [98][660/1243] lr: 7.500e-05, eta: 0:48:00, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9411, loss_cls: 0.6556, loss: 0.6556, grad_norm: 6.5016 2021-06-06 01:37:22,329 - mmaction - INFO - Epoch [98][680/1243] lr: 7.500e-05, eta: 0:47:41, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8299, top5_acc: 0.9437, loss_cls: 0.6602, loss: 0.6602, grad_norm: 6.3174 2021-06-06 01:37:40,699 - mmaction - INFO - Epoch [98][700/1243] lr: 7.500e-05, eta: 0:47:23, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8474, top5_acc: 0.9464, loss_cls: 0.6110, loss: 0.6110, grad_norm: 7.1140 2021-06-06 01:37:59,129 - mmaction - INFO - Epoch [98][720/1243] lr: 7.500e-05, eta: 0:47:04, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8391, top5_acc: 0.9448, loss_cls: 0.6207, loss: 0.6207, grad_norm: 6.9704 2021-06-06 01:38:17,610 - mmaction - INFO - Epoch [98][740/1243] lr: 7.500e-05, eta: 0:46:45, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9443, loss_cls: 0.6520, loss: 0.6520, grad_norm: 6.2024 2021-06-06 01:38:36,039 - mmaction - INFO - Epoch [98][760/1243] lr: 7.500e-05, eta: 0:46:26, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8398, top5_acc: 0.9451, loss_cls: 0.6317, loss: 0.6317, grad_norm: 5.8415 2021-06-06 01:38:54,465 - mmaction - INFO - Epoch [98][780/1243] lr: 7.500e-05, eta: 0:46:07, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8326, top5_acc: 0.9435, loss_cls: 0.6457, loss: 0.6457, grad_norm: 6.5249 2021-06-06 01:39:12,913 - mmaction - INFO - Epoch [98][800/1243] lr: 7.500e-05, eta: 0:45:49, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8354, top5_acc: 0.9422, loss_cls: 0.6482, loss: 0.6482, grad_norm: 6.0590 2021-06-06 01:39:31,354 - mmaction - INFO - Epoch [98][820/1243] lr: 7.500e-05, eta: 0:45:30, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8370, top5_acc: 0.9453, loss_cls: 0.6273, loss: 0.6273, grad_norm: 6.2071 2021-06-06 01:39:49,763 - mmaction - INFO - Epoch [98][840/1243] lr: 7.500e-05, eta: 0:45:11, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8362, top5_acc: 0.9398, loss_cls: 0.6476, loss: 0.6476, grad_norm: 6.0119 2021-06-06 01:40:08,187 - mmaction - INFO - Epoch [98][860/1243] lr: 7.500e-05, eta: 0:44:52, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.8250, top5_acc: 0.9380, loss_cls: 0.6785, loss: 0.6785, grad_norm: 6.1379 2021-06-06 01:40:26,568 - mmaction - INFO - Epoch [98][880/1243] lr: 7.500e-05, eta: 0:44:34, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8401, top5_acc: 0.9469, loss_cls: 0.6201, loss: 0.6201, grad_norm: 5.9322 2021-06-06 01:40:44,990 - mmaction - INFO - Epoch [98][900/1243] lr: 7.500e-05, eta: 0:44:15, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8383, top5_acc: 0.9510, loss_cls: 0.6197, loss: 0.6197, grad_norm: 5.8952 2021-06-06 01:41:03,496 - mmaction - INFO - Epoch [98][920/1243] lr: 7.500e-05, eta: 0:43:56, time: 0.925, data_time: 0.000, memory: 18352, top1_acc: 0.8326, top5_acc: 0.9401, loss_cls: 0.6636, loss: 0.6636, grad_norm: 6.0141 2021-06-06 01:41:21,905 - mmaction - INFO - Epoch [98][940/1243] lr: 7.500e-05, eta: 0:43:37, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8247, top5_acc: 0.9440, loss_cls: 0.6830, loss: 0.6830, grad_norm: 5.8344 2021-06-06 01:41:40,259 - mmaction - INFO - Epoch [98][960/1243] lr: 7.500e-05, eta: 0:43:18, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8292, top5_acc: 0.9445, loss_cls: 0.6656, loss: 0.6656, grad_norm: 6.1494 2021-06-06 01:41:58,691 - mmaction - INFO - Epoch [98][980/1243] lr: 7.500e-05, eta: 0:43:00, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8378, top5_acc: 0.9406, loss_cls: 0.6554, loss: 0.6554, grad_norm: 5.7590 2021-06-06 01:42:17,143 - mmaction - INFO - Epoch [98][1000/1243] lr: 7.500e-05, eta: 0:42:41, time: 0.923, data_time: 0.001, memory: 18352, top1_acc: 0.8510, top5_acc: 0.9516, loss_cls: 0.6081, loss: 0.6081, grad_norm: 5.5214 2021-06-06 01:42:35,463 - mmaction - INFO - Epoch [98][1020/1243] lr: 7.500e-05, eta: 0:42:22, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8380, top5_acc: 0.9359, loss_cls: 0.6545, loss: 0.6545, grad_norm: 6.4332 2021-06-06 01:42:53,872 - mmaction - INFO - Epoch [98][1040/1243] lr: 7.500e-05, eta: 0:42:03, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9432, loss_cls: 0.6442, loss: 0.6442, grad_norm: 5.8245 2021-06-06 01:43:12,173 - mmaction - INFO - Epoch [98][1060/1243] lr: 7.500e-05, eta: 0:41:45, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8299, top5_acc: 0.9398, loss_cls: 0.6647, loss: 0.6647, grad_norm: 6.5148 2021-06-06 01:43:30,548 - mmaction - INFO - Epoch [98][1080/1243] lr: 7.500e-05, eta: 0:41:26, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9385, loss_cls: 0.6530, loss: 0.6530, grad_norm: 5.9396 2021-06-06 01:43:48,910 - mmaction - INFO - Epoch [98][1100/1243] lr: 7.500e-05, eta: 0:41:07, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8451, top5_acc: 0.9471, loss_cls: 0.5993, loss: 0.5993, grad_norm: 5.7830 2021-06-06 01:44:07,344 - mmaction - INFO - Epoch [98][1120/1243] lr: 7.500e-05, eta: 0:40:48, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9461, loss_cls: 0.6436, loss: 0.6436, grad_norm: 5.9157 2021-06-06 01:44:25,772 - mmaction - INFO - Epoch [98][1140/1243] lr: 7.500e-05, eta: 0:40:29, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8292, top5_acc: 0.9388, loss_cls: 0.6780, loss: 0.6780, grad_norm: 6.5019 2021-06-06 01:44:44,168 - mmaction - INFO - Epoch [98][1160/1243] lr: 7.500e-05, eta: 0:40:11, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9396, loss_cls: 0.6823, loss: 0.6823, grad_norm: 6.8316 2021-06-06 01:45:02,630 - mmaction - INFO - Epoch [98][1180/1243] lr: 7.500e-05, eta: 0:39:52, time: 0.924, data_time: 0.002, memory: 18352, top1_acc: 0.8357, top5_acc: 0.9471, loss_cls: 0.6309, loss: 0.6309, grad_norm: 6.1065 2021-06-06 01:45:21,047 - mmaction - INFO - Epoch [98][1200/1243] lr: 7.500e-05, eta: 0:39:33, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8424, top5_acc: 0.9534, loss_cls: 0.6025, loss: 0.6025, grad_norm: 5.8005 2021-06-06 01:45:39,316 - mmaction - INFO - Epoch [98][1220/1243] lr: 7.500e-05, eta: 0:39:14, time: 0.912, data_time: 0.000, memory: 18352, top1_acc: 0.8305, top5_acc: 0.9443, loss_cls: 0.6405, loss: 0.6405, grad_norm: 5.9696 2021-06-06 01:45:57,444 - mmaction - INFO - Epoch [98][1240/1243] lr: 7.500e-05, eta: 0:38:56, time: 0.908, data_time: 0.002, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9435, loss_cls: 0.6588, loss: 0.6588, grad_norm: 6.0512 2021-06-06 01:48:20,232 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 01:48:20,858 - mmaction - INFO - top1_acc 0.7471 top5_acc 0.9101 2021-06-06 01:48:20,858 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 01:48:20,881 - mmaction - INFO - mean_acc 0.7471 2021-06-06 01:48:20,886 - mmaction - INFO - Saving checkpoint at 98 epochs 2021-06-06 01:48:22,025 - mmaction - INFO - Epoch(val) [98][104] top1_acc: 0.7471, top5_acc: 0.9101, mean_class_accuracy: 0.7471 2021-06-06 01:49:05,983 - mmaction - INFO - Epoch [99][20/1243] lr: 7.500e-05, eta: 0:38:34, time: 2.196, data_time: 1.266, memory: 18352, top1_acc: 0.8432, top5_acc: 0.9464, loss_cls: 0.6025, loss: 0.6025, grad_norm: 6.7950 2021-06-06 01:49:24,380 - mmaction - INFO - Epoch [99][40/1243] lr: 7.500e-05, eta: 0:38:16, time: 0.921, data_time: 0.002, memory: 18352, top1_acc: 0.8445, top5_acc: 0.9448, loss_cls: 0.6277, loss: 0.6277, grad_norm: 6.0931 2021-06-06 01:49:42,680 - mmaction - INFO - Epoch [99][60/1243] lr: 7.500e-05, eta: 0:37:57, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9406, loss_cls: 0.6753, loss: 0.6753, grad_norm: 6.2471 2021-06-06 01:50:00,998 - mmaction - INFO - Epoch [99][80/1243] lr: 7.500e-05, eta: 0:37:38, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8372, top5_acc: 0.9484, loss_cls: 0.6345, loss: 0.6345, grad_norm: 6.0484 2021-06-06 01:50:19,413 - mmaction - INFO - Epoch [99][100/1243] lr: 7.500e-05, eta: 0:37:19, time: 0.921, data_time: 0.000, memory: 18352, top1_acc: 0.8380, top5_acc: 0.9448, loss_cls: 0.6297, loss: 0.6297, grad_norm: 5.7539 2021-06-06 01:50:37,742 - mmaction - INFO - Epoch [99][120/1243] lr: 7.500e-05, eta: 0:37:00, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9461, loss_cls: 0.6364, loss: 0.6364, grad_norm: 6.0731 2021-06-06 01:50:56,097 - mmaction - INFO - Epoch [99][140/1243] lr: 7.500e-05, eta: 0:36:42, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9419, loss_cls: 0.6521, loss: 0.6521, grad_norm: 5.8578 2021-06-06 01:51:14,438 - mmaction - INFO - Epoch [99][160/1243] lr: 7.500e-05, eta: 0:36:23, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8365, top5_acc: 0.9437, loss_cls: 0.6416, loss: 0.6416, grad_norm: 5.9170 2021-06-06 01:51:32,753 - mmaction - INFO - Epoch [99][180/1243] lr: 7.500e-05, eta: 0:36:04, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8346, top5_acc: 0.9409, loss_cls: 0.6533, loss: 0.6533, grad_norm: 6.1492 2021-06-06 01:51:51,139 - mmaction - INFO - Epoch [99][200/1243] lr: 7.500e-05, eta: 0:35:45, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8453, top5_acc: 0.9495, loss_cls: 0.6197, loss: 0.6197, grad_norm: 6.0415 2021-06-06 01:52:09,476 - mmaction - INFO - Epoch [99][220/1243] lr: 7.500e-05, eta: 0:35:27, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8388, top5_acc: 0.9482, loss_cls: 0.6301, loss: 0.6301, grad_norm: 5.9261 2021-06-06 01:52:27,804 - mmaction - INFO - Epoch [99][240/1243] lr: 7.500e-05, eta: 0:35:08, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8414, top5_acc: 0.9440, loss_cls: 0.6203, loss: 0.6203, grad_norm: 5.8061 2021-06-06 01:52:46,186 - mmaction - INFO - Epoch [99][260/1243] lr: 7.500e-05, eta: 0:34:49, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8401, top5_acc: 0.9422, loss_cls: 0.6333, loss: 0.6333, grad_norm: 5.9587 2021-06-06 01:53:04,579 - mmaction - INFO - Epoch [99][280/1243] lr: 7.500e-05, eta: 0:34:30, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8419, top5_acc: 0.9469, loss_cls: 0.6402, loss: 0.6402, grad_norm: 5.9190 2021-06-06 01:53:23,019 - mmaction - INFO - Epoch [99][300/1243] lr: 7.500e-05, eta: 0:34:11, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8352, top5_acc: 0.9484, loss_cls: 0.6365, loss: 0.6365, grad_norm: 6.0448 2021-06-06 01:53:41,443 - mmaction - INFO - Epoch [99][320/1243] lr: 7.500e-05, eta: 0:33:53, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8466, top5_acc: 0.9461, loss_cls: 0.6234, loss: 0.6234, grad_norm: 5.9802 2021-06-06 01:53:59,805 - mmaction - INFO - Epoch [99][340/1243] lr: 7.500e-05, eta: 0:33:34, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8354, top5_acc: 0.9510, loss_cls: 0.6198, loss: 0.6198, grad_norm: 7.6425 2021-06-06 01:54:18,177 - mmaction - INFO - Epoch [99][360/1243] lr: 7.500e-05, eta: 0:33:15, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9357, loss_cls: 0.6726, loss: 0.6726, grad_norm: 6.2213 2021-06-06 01:54:36,494 - mmaction - INFO - Epoch [99][380/1243] lr: 7.500e-05, eta: 0:32:56, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8352, top5_acc: 0.9427, loss_cls: 0.6369, loss: 0.6369, grad_norm: 6.3014 2021-06-06 01:54:54,899 - mmaction - INFO - Epoch [99][400/1243] lr: 7.500e-05, eta: 0:32:38, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8276, top5_acc: 0.9435, loss_cls: 0.6567, loss: 0.6567, grad_norm: 6.0645 2021-06-06 01:55:13,188 - mmaction - INFO - Epoch [99][420/1243] lr: 7.500e-05, eta: 0:32:19, time: 0.914, data_time: 0.002, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9451, loss_cls: 0.6471, loss: 0.6471, grad_norm: 6.0643 2021-06-06 01:55:31,500 - mmaction - INFO - Epoch [99][440/1243] lr: 7.500e-05, eta: 0:32:00, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8385, top5_acc: 0.9448, loss_cls: 0.6338, loss: 0.6338, grad_norm: 6.0054 2021-06-06 01:55:49,885 - mmaction - INFO - Epoch [99][460/1243] lr: 7.500e-05, eta: 0:31:41, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8258, top5_acc: 0.9417, loss_cls: 0.6805, loss: 0.6805, grad_norm: 6.3890 2021-06-06 01:56:08,354 - mmaction - INFO - Epoch [99][480/1243] lr: 7.500e-05, eta: 0:31:22, time: 0.924, data_time: 0.001, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9380, loss_cls: 0.6752, loss: 0.6752, grad_norm: 6.0810 2021-06-06 01:56:26,724 - mmaction - INFO - Epoch [99][500/1243] lr: 7.500e-05, eta: 0:31:04, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8398, top5_acc: 0.9448, loss_cls: 0.6332, loss: 0.6332, grad_norm: 5.7959 2021-06-06 01:56:45,071 - mmaction - INFO - Epoch [99][520/1243] lr: 7.500e-05, eta: 0:30:45, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8411, top5_acc: 0.9440, loss_cls: 0.6442, loss: 0.6442, grad_norm: 6.1467 2021-06-06 01:57:03,396 - mmaction - INFO - Epoch [99][540/1243] lr: 7.500e-05, eta: 0:30:26, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8328, top5_acc: 0.9471, loss_cls: 0.6491, loss: 0.6491, grad_norm: 5.9472 2021-06-06 01:57:21,747 - mmaction - INFO - Epoch [99][560/1243] lr: 7.500e-05, eta: 0:30:07, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8284, top5_acc: 0.9349, loss_cls: 0.6781, loss: 0.6781, grad_norm: 5.9072 2021-06-06 01:57:40,189 - mmaction - INFO - Epoch [99][580/1243] lr: 7.500e-05, eta: 0:29:49, time: 0.922, data_time: 0.000, memory: 18352, top1_acc: 0.8372, top5_acc: 0.9417, loss_cls: 0.6515, loss: 0.6515, grad_norm: 6.1769 2021-06-06 01:57:58,517 - mmaction - INFO - Epoch [99][600/1243] lr: 7.500e-05, eta: 0:29:30, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8427, top5_acc: 0.9453, loss_cls: 0.6217, loss: 0.6217, grad_norm: 7.1703 2021-06-06 01:58:16,850 - mmaction - INFO - Epoch [99][620/1243] lr: 7.500e-05, eta: 0:29:11, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8370, top5_acc: 0.9500, loss_cls: 0.6355, loss: 0.6355, grad_norm: 6.1907 2021-06-06 01:58:35,223 - mmaction - INFO - Epoch [99][640/1243] lr: 7.500e-05, eta: 0:28:52, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8404, top5_acc: 0.9464, loss_cls: 0.6470, loss: 0.6470, grad_norm: 5.9080 2021-06-06 01:58:53,578 - mmaction - INFO - Epoch [99][660/1243] lr: 7.500e-05, eta: 0:28:33, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8362, top5_acc: 0.9474, loss_cls: 0.6351, loss: 0.6351, grad_norm: 5.9907 2021-06-06 01:59:11,905 - mmaction - INFO - Epoch [99][680/1243] lr: 7.500e-05, eta: 0:28:15, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9362, loss_cls: 0.6583, loss: 0.6583, grad_norm: 5.9393 2021-06-06 01:59:30,242 - mmaction - INFO - Epoch [99][700/1243] lr: 7.500e-05, eta: 0:27:56, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8349, top5_acc: 0.9469, loss_cls: 0.6248, loss: 0.6248, grad_norm: 6.3330 2021-06-06 01:59:48,628 - mmaction - INFO - Epoch [99][720/1243] lr: 7.500e-05, eta: 0:27:37, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8331, top5_acc: 0.9466, loss_cls: 0.6376, loss: 0.6376, grad_norm: 5.7540 2021-06-06 02:00:07,052 - mmaction - INFO - Epoch [99][740/1243] lr: 7.500e-05, eta: 0:27:18, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8417, top5_acc: 0.9497, loss_cls: 0.6076, loss: 0.6076, grad_norm: 6.0311 2021-06-06 02:00:25,394 - mmaction - INFO - Epoch [99][760/1243] lr: 7.500e-05, eta: 0:27:00, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8383, top5_acc: 0.9456, loss_cls: 0.6432, loss: 0.6432, grad_norm: 6.0993 2021-06-06 02:00:43,732 - mmaction - INFO - Epoch [99][780/1243] lr: 7.500e-05, eta: 0:26:41, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8503, top5_acc: 0.9503, loss_cls: 0.5956, loss: 0.5956, grad_norm: 6.9406 2021-06-06 02:01:02,126 - mmaction - INFO - Epoch [99][800/1243] lr: 7.500e-05, eta: 0:26:22, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8393, top5_acc: 0.9487, loss_cls: 0.6258, loss: 0.6258, grad_norm: 6.1191 2021-06-06 02:01:20,548 - mmaction - INFO - Epoch [99][820/1243] lr: 7.500e-05, eta: 0:26:03, time: 0.922, data_time: 0.002, memory: 18352, top1_acc: 0.8331, top5_acc: 0.9396, loss_cls: 0.6557, loss: 0.6557, grad_norm: 5.7495 2021-06-06 02:01:38,826 - mmaction - INFO - Epoch [99][840/1243] lr: 7.500e-05, eta: 0:25:44, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9370, loss_cls: 0.6639, loss: 0.6639, grad_norm: 6.3649 2021-06-06 02:01:57,230 - mmaction - INFO - Epoch [99][860/1243] lr: 7.500e-05, eta: 0:25:26, time: 0.920, data_time: 0.000, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9427, loss_cls: 0.6511, loss: 0.6511, grad_norm: 6.5342 2021-06-06 02:02:15,555 - mmaction - INFO - Epoch [99][880/1243] lr: 7.500e-05, eta: 0:25:07, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9440, loss_cls: 0.6356, loss: 0.6356, grad_norm: 5.7981 2021-06-06 02:02:33,928 - mmaction - INFO - Epoch [99][900/1243] lr: 7.500e-05, eta: 0:24:48, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9427, loss_cls: 0.6638, loss: 0.6638, grad_norm: 6.4687 2021-06-06 02:02:52,325 - mmaction - INFO - Epoch [99][920/1243] lr: 7.500e-05, eta: 0:24:29, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8328, top5_acc: 0.9443, loss_cls: 0.6386, loss: 0.6386, grad_norm: 6.4443 2021-06-06 02:03:10,719 - mmaction - INFO - Epoch [99][940/1243] lr: 7.500e-05, eta: 0:24:11, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8349, top5_acc: 0.9424, loss_cls: 0.6380, loss: 0.6380, grad_norm: 6.9149 2021-06-06 02:03:29,091 - mmaction - INFO - Epoch [99][960/1243] lr: 7.500e-05, eta: 0:23:52, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8372, top5_acc: 0.9427, loss_cls: 0.6551, loss: 0.6551, grad_norm: 5.9056 2021-06-06 02:03:47,536 - mmaction - INFO - Epoch [99][980/1243] lr: 7.500e-05, eta: 0:23:33, time: 0.923, data_time: 0.002, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9388, loss_cls: 0.6846, loss: 0.6846, grad_norm: 6.0991 2021-06-06 02:04:05,912 - mmaction - INFO - Epoch [99][1000/1243] lr: 7.500e-05, eta: 0:23:14, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8401, top5_acc: 0.9440, loss_cls: 0.6555, loss: 0.6555, grad_norm: 6.0489 2021-06-06 02:04:24,273 - mmaction - INFO - Epoch [99][1020/1243] lr: 7.500e-05, eta: 0:22:55, time: 0.920, data_time: 0.003, memory: 18352, top1_acc: 0.8393, top5_acc: 0.9461, loss_cls: 0.6257, loss: 0.6257, grad_norm: 6.0617 2021-06-06 02:04:42,540 - mmaction - INFO - Epoch [99][1040/1243] lr: 7.500e-05, eta: 0:22:37, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8245, top5_acc: 0.9453, loss_cls: 0.6565, loss: 0.6565, grad_norm: 6.3012 2021-06-06 02:05:00,909 - mmaction - INFO - Epoch [99][1060/1243] lr: 7.500e-05, eta: 0:22:18, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8365, top5_acc: 0.9445, loss_cls: 0.6505, loss: 0.6505, grad_norm: 6.3892 2021-06-06 02:05:19,315 - mmaction - INFO - Epoch [99][1080/1243] lr: 7.500e-05, eta: 0:21:59, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8388, top5_acc: 0.9396, loss_cls: 0.6474, loss: 0.6474, grad_norm: 5.7238 2021-06-06 02:05:37,694 - mmaction - INFO - Epoch [99][1100/1243] lr: 7.500e-05, eta: 0:21:40, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8326, top5_acc: 0.9440, loss_cls: 0.6539, loss: 0.6539, grad_norm: 6.0909 2021-06-06 02:05:56,039 - mmaction - INFO - Epoch [99][1120/1243] lr: 7.500e-05, eta: 0:21:22, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8302, top5_acc: 0.9404, loss_cls: 0.6455, loss: 0.6455, grad_norm: 6.1817 2021-06-06 02:06:14,381 - mmaction - INFO - Epoch [99][1140/1243] lr: 7.500e-05, eta: 0:21:03, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8263, top5_acc: 0.9404, loss_cls: 0.6813, loss: 0.6813, grad_norm: 5.9611 2021-06-06 02:06:32,706 - mmaction - INFO - Epoch [99][1160/1243] lr: 7.500e-05, eta: 0:20:44, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8255, top5_acc: 0.9445, loss_cls: 0.6478, loss: 0.6478, grad_norm: 6.5923 2021-06-06 02:06:51,029 - mmaction - INFO - Epoch [99][1180/1243] lr: 7.500e-05, eta: 0:20:25, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8320, top5_acc: 0.9461, loss_cls: 0.6515, loss: 0.6515, grad_norm: 5.9717 2021-06-06 02:07:09,397 - mmaction - INFO - Epoch [99][1200/1243] lr: 7.500e-05, eta: 0:20:06, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8422, top5_acc: 0.9437, loss_cls: 0.6329, loss: 0.6329, grad_norm: 5.7856 2021-06-06 02:07:27,745 - mmaction - INFO - Epoch [99][1220/1243] lr: 7.500e-05, eta: 0:19:48, time: 0.917, data_time: 0.000, memory: 18352, top1_acc: 0.8328, top5_acc: 0.9492, loss_cls: 0.6496, loss: 0.6496, grad_norm: 5.9860 2021-06-06 02:07:45,903 - mmaction - INFO - Epoch [99][1240/1243] lr: 7.500e-05, eta: 0:19:29, time: 0.908, data_time: 0.001, memory: 18352, top1_acc: 0.8307, top5_acc: 0.9445, loss_cls: 0.6656, loss: 0.6656, grad_norm: 5.8145 2021-06-06 02:10:09,902 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 02:10:10,540 - mmaction - INFO - top1_acc 0.7485 top5_acc 0.9111 2021-06-06 02:10:10,540 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 02:10:10,564 - mmaction - INFO - mean_acc 0.7484 2021-06-06 02:10:10,568 - mmaction - INFO - Saving checkpoint at 99 epochs 2021-06-06 02:10:11,714 - mmaction - INFO - Epoch(val) [99][104] top1_acc: 0.7485, top5_acc: 0.9111, mean_class_accuracy: 0.7484 2021-06-06 02:10:56,523 - mmaction - INFO - Epoch [100][20/1243] lr: 7.500e-05, eta: 0:19:08, time: 2.239, data_time: 1.328, memory: 18352, top1_acc: 0.8417, top5_acc: 0.9451, loss_cls: 0.6237, loss: 0.6237, grad_norm: 5.6236 2021-06-06 02:11:14,850 - mmaction - INFO - Epoch [100][40/1243] lr: 7.500e-05, eta: 0:18:49, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9482, loss_cls: 0.6469, loss: 0.6469, grad_norm: 6.1755 2021-06-06 02:11:33,122 - mmaction - INFO - Epoch [100][60/1243] lr: 7.500e-05, eta: 0:18:30, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8292, top5_acc: 0.9435, loss_cls: 0.6641, loss: 0.6641, grad_norm: 6.0244 2021-06-06 02:11:51,429 - mmaction - INFO - Epoch [100][80/1243] lr: 7.500e-05, eta: 0:18:11, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8224, top5_acc: 0.9437, loss_cls: 0.6815, loss: 0.6815, grad_norm: 6.2545 2021-06-06 02:12:09,741 - mmaction - INFO - Epoch [100][100/1243] lr: 7.500e-05, eta: 0:17:52, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9435, loss_cls: 0.6543, loss: 0.6543, grad_norm: 6.4929 2021-06-06 02:12:28,094 - mmaction - INFO - Epoch [100][120/1243] lr: 7.500e-05, eta: 0:17:34, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8372, top5_acc: 0.9385, loss_cls: 0.6514, loss: 0.6514, grad_norm: 6.2182 2021-06-06 02:12:46,505 - mmaction - INFO - Epoch [100][140/1243] lr: 7.500e-05, eta: 0:17:15, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8328, top5_acc: 0.9451, loss_cls: 0.6497, loss: 0.6497, grad_norm: 5.8466 2021-06-06 02:13:04,863 - mmaction - INFO - Epoch [100][160/1243] lr: 7.500e-05, eta: 0:16:56, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8424, top5_acc: 0.9458, loss_cls: 0.6291, loss: 0.6291, grad_norm: 5.9033 2021-06-06 02:13:23,166 - mmaction - INFO - Epoch [100][180/1243] lr: 7.500e-05, eta: 0:16:37, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.8336, top5_acc: 0.9430, loss_cls: 0.6487, loss: 0.6487, grad_norm: 6.3463 2021-06-06 02:13:41,491 - mmaction - INFO - Epoch [100][200/1243] lr: 7.500e-05, eta: 0:16:19, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9427, loss_cls: 0.6695, loss: 0.6695, grad_norm: 6.3917 2021-06-06 02:13:59,847 - mmaction - INFO - Epoch [100][220/1243] lr: 7.500e-05, eta: 0:16:00, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8250, top5_acc: 0.9396, loss_cls: 0.6760, loss: 0.6760, grad_norm: 6.3593 2021-06-06 02:14:18,227 - mmaction - INFO - Epoch [100][240/1243] lr: 7.500e-05, eta: 0:15:41, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8393, top5_acc: 0.9445, loss_cls: 0.6265, loss: 0.6265, grad_norm: 6.3645 2021-06-06 02:14:36,574 - mmaction - INFO - Epoch [100][260/1243] lr: 7.500e-05, eta: 0:15:22, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8380, top5_acc: 0.9461, loss_cls: 0.6528, loss: 0.6528, grad_norm: 5.7254 2021-06-06 02:14:54,890 - mmaction - INFO - Epoch [100][280/1243] lr: 7.500e-05, eta: 0:15:03, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8375, top5_acc: 0.9487, loss_cls: 0.6451, loss: 0.6451, grad_norm: 7.3054 2021-06-06 02:15:13,175 - mmaction - INFO - Epoch [100][300/1243] lr: 7.500e-05, eta: 0:14:45, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8346, top5_acc: 0.9456, loss_cls: 0.6494, loss: 0.6494, grad_norm: 5.8959 2021-06-06 02:15:31,474 - mmaction - INFO - Epoch [100][320/1243] lr: 7.500e-05, eta: 0:14:26, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8391, top5_acc: 0.9414, loss_cls: 0.6353, loss: 0.6353, grad_norm: 6.0623 2021-06-06 02:15:49,806 - mmaction - INFO - Epoch [100][340/1243] lr: 7.500e-05, eta: 0:14:07, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8388, top5_acc: 0.9492, loss_cls: 0.6264, loss: 0.6264, grad_norm: 6.0444 2021-06-06 02:16:08,131 - mmaction - INFO - Epoch [100][360/1243] lr: 7.500e-05, eta: 0:13:48, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8409, top5_acc: 0.9477, loss_cls: 0.6145, loss: 0.6145, grad_norm: 6.2105 2021-06-06 02:16:26,422 - mmaction - INFO - Epoch [100][380/1243] lr: 7.500e-05, eta: 0:13:30, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8310, top5_acc: 0.9411, loss_cls: 0.6621, loss: 0.6621, grad_norm: 5.8921 2021-06-06 02:16:44,723 - mmaction - INFO - Epoch [100][400/1243] lr: 7.500e-05, eta: 0:13:11, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8299, top5_acc: 0.9362, loss_cls: 0.6864, loss: 0.6864, grad_norm: 6.0824 2021-06-06 02:17:03,049 - mmaction - INFO - Epoch [100][420/1243] lr: 7.500e-05, eta: 0:12:52, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9409, loss_cls: 0.6806, loss: 0.6806, grad_norm: 7.0494 2021-06-06 02:17:21,396 - mmaction - INFO - Epoch [100][440/1243] lr: 7.500e-05, eta: 0:12:33, time: 0.918, data_time: 0.002, memory: 18352, top1_acc: 0.8318, top5_acc: 0.9404, loss_cls: 0.6560, loss: 0.6560, grad_norm: 6.3998 2021-06-06 02:17:39,728 - mmaction - INFO - Epoch [100][460/1243] lr: 7.500e-05, eta: 0:12:14, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8294, top5_acc: 0.9440, loss_cls: 0.6642, loss: 0.6642, grad_norm: 5.9678 2021-06-06 02:17:58,088 - mmaction - INFO - Epoch [100][480/1243] lr: 7.500e-05, eta: 0:11:56, time: 0.918, data_time: 0.000, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9401, loss_cls: 0.6813, loss: 0.6813, grad_norm: 6.3147 2021-06-06 02:18:16,434 - mmaction - INFO - Epoch [100][500/1243] lr: 7.500e-05, eta: 0:11:37, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8414, top5_acc: 0.9422, loss_cls: 0.6433, loss: 0.6433, grad_norm: 6.6225 2021-06-06 02:18:34,778 - mmaction - INFO - Epoch [100][520/1243] lr: 7.500e-05, eta: 0:11:18, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8367, top5_acc: 0.9367, loss_cls: 0.6555, loss: 0.6555, grad_norm: 5.7203 2021-06-06 02:18:53,080 - mmaction - INFO - Epoch [100][540/1243] lr: 7.500e-05, eta: 0:10:59, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9424, loss_cls: 0.6547, loss: 0.6547, grad_norm: 5.8440 2021-06-06 02:19:11,371 - mmaction - INFO - Epoch [100][560/1243] lr: 7.500e-05, eta: 0:10:41, time: 0.914, data_time: 0.000, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9401, loss_cls: 0.6525, loss: 0.6525, grad_norm: 5.8420 2021-06-06 02:19:29,693 - mmaction - INFO - Epoch [100][580/1243] lr: 7.500e-05, eta: 0:10:22, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8396, top5_acc: 0.9466, loss_cls: 0.6319, loss: 0.6319, grad_norm: 6.2127 2021-06-06 02:19:48,036 - mmaction - INFO - Epoch [100][600/1243] lr: 7.500e-05, eta: 0:10:03, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9435, loss_cls: 0.6593, loss: 0.6593, grad_norm: 6.0833 2021-06-06 02:20:06,361 - mmaction - INFO - Epoch [100][620/1243] lr: 7.500e-05, eta: 0:09:44, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8315, top5_acc: 0.9422, loss_cls: 0.6506, loss: 0.6506, grad_norm: 7.6168 2021-06-06 02:20:24,661 - mmaction - INFO - Epoch [100][640/1243] lr: 7.500e-05, eta: 0:09:25, time: 0.915, data_time: 0.001, memory: 18352, top1_acc: 0.8372, top5_acc: 0.9419, loss_cls: 0.6515, loss: 0.6515, grad_norm: 6.1497 2021-06-06 02:20:43,082 - mmaction - INFO - Epoch [100][660/1243] lr: 7.500e-05, eta: 0:09:07, time: 0.922, data_time: 0.001, memory: 18352, top1_acc: 0.8398, top5_acc: 0.9435, loss_cls: 0.6287, loss: 0.6287, grad_norm: 5.9147 2021-06-06 02:21:01,410 - mmaction - INFO - Epoch [100][680/1243] lr: 7.500e-05, eta: 0:08:48, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8302, top5_acc: 0.9380, loss_cls: 0.6677, loss: 0.6677, grad_norm: 6.1706 2021-06-06 02:21:19,733 - mmaction - INFO - Epoch [100][700/1243] lr: 7.500e-05, eta: 0:08:29, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8341, top5_acc: 0.9495, loss_cls: 0.6340, loss: 0.6340, grad_norm: 5.9079 2021-06-06 02:21:38,132 - mmaction - INFO - Epoch [100][720/1243] lr: 7.500e-05, eta: 0:08:10, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8406, top5_acc: 0.9432, loss_cls: 0.6452, loss: 0.6452, grad_norm: 5.9129 2021-06-06 02:21:56,461 - mmaction - INFO - Epoch [100][740/1243] lr: 7.500e-05, eta: 0:07:52, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8279, top5_acc: 0.9427, loss_cls: 0.6884, loss: 0.6884, grad_norm: 6.2318 2021-06-06 02:22:14,838 - mmaction - INFO - Epoch [100][760/1243] lr: 7.500e-05, eta: 0:07:33, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8344, top5_acc: 0.9448, loss_cls: 0.6388, loss: 0.6388, grad_norm: 5.8799 2021-06-06 02:22:33,184 - mmaction - INFO - Epoch [100][780/1243] lr: 7.500e-05, eta: 0:07:14, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8323, top5_acc: 0.9417, loss_cls: 0.6626, loss: 0.6626, grad_norm: 5.7733 2021-06-06 02:22:51,569 - mmaction - INFO - Epoch [100][800/1243] lr: 7.500e-05, eta: 0:06:55, time: 0.919, data_time: 0.001, memory: 18352, top1_acc: 0.8362, top5_acc: 0.9414, loss_cls: 0.6527, loss: 0.6527, grad_norm: 5.8842 2021-06-06 02:23:09,924 - mmaction - INFO - Epoch [100][820/1243] lr: 7.500e-05, eta: 0:06:37, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8286, top5_acc: 0.9383, loss_cls: 0.6671, loss: 0.6671, grad_norm: 6.5516 2021-06-06 02:23:28,257 - mmaction - INFO - Epoch [100][840/1243] lr: 7.500e-05, eta: 0:06:18, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8453, top5_acc: 0.9503, loss_cls: 0.5923, loss: 0.5923, grad_norm: 6.4192 2021-06-06 02:23:46,607 - mmaction - INFO - Epoch [100][860/1243] lr: 7.500e-05, eta: 0:05:59, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8281, top5_acc: 0.9461, loss_cls: 0.6574, loss: 0.6574, grad_norm: 6.0316 2021-06-06 02:24:04,933 - mmaction - INFO - Epoch [100][880/1243] lr: 7.500e-05, eta: 0:05:40, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8266, top5_acc: 0.9396, loss_cls: 0.6776, loss: 0.6776, grad_norm: 6.7906 2021-06-06 02:24:23,319 - mmaction - INFO - Epoch [100][900/1243] lr: 7.500e-05, eta: 0:05:21, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8242, top5_acc: 0.9383, loss_cls: 0.6734, loss: 0.6734, grad_norm: 6.4807 2021-06-06 02:24:41,679 - mmaction - INFO - Epoch [100][920/1243] lr: 7.500e-05, eta: 0:05:03, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8341, top5_acc: 0.9417, loss_cls: 0.6540, loss: 0.6540, grad_norm: 6.0795 2021-06-06 02:24:59,990 - mmaction - INFO - Epoch [100][940/1243] lr: 7.500e-05, eta: 0:04:44, time: 0.916, data_time: 0.002, memory: 18352, top1_acc: 0.8378, top5_acc: 0.9401, loss_cls: 0.6472, loss: 0.6472, grad_norm: 5.7951 2021-06-06 02:25:18,268 - mmaction - INFO - Epoch [100][960/1243] lr: 7.500e-05, eta: 0:04:25, time: 0.914, data_time: 0.001, memory: 18352, top1_acc: 0.8260, top5_acc: 0.9406, loss_cls: 0.6622, loss: 0.6622, grad_norm: 6.5448 2021-06-06 02:25:36,611 - mmaction - INFO - Epoch [100][980/1243] lr: 7.500e-05, eta: 0:04:06, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8354, top5_acc: 0.9440, loss_cls: 0.6448, loss: 0.6448, grad_norm: 7.2591 2021-06-06 02:25:54,930 - mmaction - INFO - Epoch [100][1000/1243] lr: 7.500e-05, eta: 0:03:48, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8240, top5_acc: 0.9367, loss_cls: 0.6841, loss: 0.6841, grad_norm: 5.7817 2021-06-06 02:26:13,257 - mmaction - INFO - Epoch [100][1020/1243] lr: 7.500e-05, eta: 0:03:29, time: 0.915, data_time: 0.000, memory: 18352, top1_acc: 0.8422, top5_acc: 0.9464, loss_cls: 0.6284, loss: 0.6284, grad_norm: 5.7118 2021-06-06 02:26:31,647 - mmaction - INFO - Epoch [100][1040/1243] lr: 7.500e-05, eta: 0:03:10, time: 0.920, data_time: 0.001, memory: 18352, top1_acc: 0.8367, top5_acc: 0.9435, loss_cls: 0.6509, loss: 0.6509, grad_norm: 6.1174 2021-06-06 02:26:50,012 - mmaction - INFO - Epoch [100][1060/1243] lr: 7.500e-05, eta: 0:02:51, time: 0.917, data_time: 0.001, memory: 18352, top1_acc: 0.8378, top5_acc: 0.9461, loss_cls: 0.6447, loss: 0.6447, grad_norm: 6.4709 2021-06-06 02:27:08,312 - mmaction - INFO - Epoch [100][1080/1243] lr: 7.500e-05, eta: 0:02:32, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8516, top5_acc: 0.9479, loss_cls: 0.6030, loss: 0.6030, grad_norm: 5.9680 2021-06-06 02:27:26,728 - mmaction - INFO - Epoch [100][1100/1243] lr: 7.500e-05, eta: 0:02:14, time: 0.921, data_time: 0.001, memory: 18352, top1_acc: 0.8380, top5_acc: 0.9437, loss_cls: 0.6365, loss: 0.6365, grad_norm: 7.2344 2021-06-06 02:27:45,058 - mmaction - INFO - Epoch [100][1120/1243] lr: 7.500e-05, eta: 0:01:55, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8341, top5_acc: 0.9409, loss_cls: 0.6531, loss: 0.6531, grad_norm: 5.9455 2021-06-06 02:28:03,405 - mmaction - INFO - Epoch [100][1140/1243] lr: 7.500e-05, eta: 0:01:36, time: 0.918, data_time: 0.001, memory: 18352, top1_acc: 0.8424, top5_acc: 0.9526, loss_cls: 0.5942, loss: 0.5942, grad_norm: 5.6204 2021-06-06 02:28:21,782 - mmaction - INFO - Epoch [100][1160/1243] lr: 7.500e-05, eta: 0:01:17, time: 0.919, data_time: 0.000, memory: 18352, top1_acc: 0.8354, top5_acc: 0.9443, loss_cls: 0.6340, loss: 0.6340, grad_norm: 6.2241 2021-06-06 02:28:40,113 - mmaction - INFO - Epoch [100][1180/1243] lr: 7.500e-05, eta: 0:00:59, time: 0.916, data_time: 0.000, memory: 18352, top1_acc: 0.8438, top5_acc: 0.9466, loss_cls: 0.6201, loss: 0.6201, grad_norm: 5.9132 2021-06-06 02:28:58,439 - mmaction - INFO - Epoch [100][1200/1243] lr: 7.500e-05, eta: 0:00:40, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8406, top5_acc: 0.9411, loss_cls: 0.6308, loss: 0.6308, grad_norm: 5.7637 2021-06-06 02:29:16,758 - mmaction - INFO - Epoch [100][1220/1243] lr: 7.500e-05, eta: 0:00:21, time: 0.916, data_time: 0.001, memory: 18352, top1_acc: 0.8307, top5_acc: 0.9391, loss_cls: 0.6661, loss: 0.6661, grad_norm: 6.0899 2021-06-06 02:29:34,803 - mmaction - INFO - Epoch [100][1240/1243] lr: 7.500e-05, eta: 0:00:02, time: 0.902, data_time: 0.001, memory: 18352, top1_acc: 0.8404, top5_acc: 0.9456, loss_cls: 0.6106, loss: 0.6106, grad_norm: 5.6799 2021-06-06 02:31:58,403 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-06-06 02:31:59,076 - mmaction - INFO - top1_acc 0.7478 top5_acc 0.9105 2021-06-06 02:31:59,076 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-06-06 02:31:59,101 - mmaction - INFO - mean_acc 0.7478 2021-06-06 02:31:59,106 - mmaction - INFO - Saving checkpoint at 100 epochs 2021-06-06 02:32:00,313 - mmaction - INFO - Epoch(val) [100][104] top1_acc: 0.7478, top5_acc: 0.9105, mean_class_accuracy: 0.7478