2021-03-26 00:40:08,026 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: TITAN Xp CUDA_HOME: /mnt/lustre/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.0 OpenCV: 4.2.0 MMCV: 1.2.0 MMCV Compiler: GCC 5.3 MMCV CUDA Compiler: 9.0 MMAction2: 0.7.0+3ffc03b ------------------------------------------------------------ 2021-03-26 00:40:08,032 - mmaction - INFO - Distributed training: True 2021-03-26 00:40:08,032 - mmaction - INFO - Config: /mnt/lustre/duanhaodong1/mmaction2_res/configs/release/gym_kp_0325_wd34.py model = dict( type='Recognizer3D', backbone=dict( type='ResNet3dSlowOnly', depth=50, pretrained=None, in_channels=17, base_channels=32, num_stages=3, out_indices=(2, ), stage_blocks=(4, 6, 3), conv1_stride_s=1, pool1_stride_s=1, inflate=(0, 1, 1), spatial_strides=(2, 2, 2), temporal_strides=(1, 1, 2), dilations=(1, 1, 1)), cls_head=dict( type='I3DHead', in_channels=512, num_classes=99, spatial_type='avg', dropout_ratio=0.5)) train_cfg = dict() test_cfg = dict(average_clips='prob') dataset_type = 'PoseDataset' ann_file_train = 'data/gym_pose/gym_mytrain.pkl' ann_file_val = 'data/gym_pose/gym_myval.pkl' left=[1, 3, 5, 7, 9, 11, 13, 15] right=[2, 4, 6, 8, 10, 12, 14, 16] train_pipeline = [ dict(type='UniformSampleFrames', clip_len=48), dict(type='PoseDecode'), dict(type='PoseCompact', hw_ratio=1., allow_imgpad=True), dict(type='Resize', scale=(-1, 64)), dict(type='RandomResizedCrop', area_range=(0.56, 1.0)), dict(type='Resize', scale=(56, 56), keep_ratio=False), dict(type='Flip', flip_ratio=0.5, left=left, right=right), dict(type='GeneratePoseTarget', sigma=0.6, use_score=True, with_kp=True, with_limb=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict(type='UniformSampleFrames', clip_len=48, num_clips=1, test_mode=True), dict(type='PoseDecode'), dict(type='PoseCompact', hw_ratio=1., allow_imgpad=True), dict(type='Resize', scale=(-1, 64)), dict(type='CenterCrop', crop_size=64), dict(type='GeneratePoseTarget', sigma=0.6, use_score=True, with_kp=True, with_limb=False), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict(type='UniformSampleFrames', clip_len=48, num_clips=10, test_mode=True), dict(type='PoseDecode'), dict(type='PoseCompact', hw_ratio=1., allow_imgpad=True), dict(type='Resize', scale=(-1, 64)), dict(type='CenterCrop', crop_size=64), dict(type='GeneratePoseTarget', sigma=0.6, use_score=True, with_kp=True, with_limb=False, double=True, left=left, right=right), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=16, workers_per_gpu=4, train=dict( type='RepeatDataset', times=10, dataset=dict( type=dataset_type, ann_file=ann_file_train, data_prefix="", pipeline=train_pipeline)), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix="", pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_val, data_prefix="", pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', lr=0.4, momentum=0.9, weight_decay=0.0003) # this lr is used for 16 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict( policy='CosineAnnealing', by_epoch=False, min_lr=0) total_epochs = 24 checkpoint_config = dict(interval=1) workflow = [('train', 1)] evaluation = dict( interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/release/gym_kp_0325_wd34' load_from = None resume_from = None find_unused_parameters = False 2021-03-26 00:40:09,456 - mmaction - INFO - 20484 videos remain after valid thresholding 2021-03-26 00:40:15,751 - mmaction - INFO - 8521 videos remain after valid thresholding 2021-03-26 00:40:15,754 - mmaction - INFO - Start running, host: duanhaodong1@SH-IDC2-172-20-21-41, work_dir: /mnt/lustre/duanhaodong1/mmaction2_res/work_dirs/release/gym_kp_0325_wd34 2021-03-26 00:40:15,754 - mmaction - INFO - workflow: [('train', 1)], max: 24 epochs 2021-03-26 00:40:56,291 - mmaction - INFO - Epoch [1][20/801] lr: 4.000e-01, eta: 10:48:26, time: 2.026, data_time: 1.138, memory: 9526, top1_acc: 0.0559, top5_acc: 0.2086, loss_cls: 4.3224, loss: 4.3224, grad_norm: 0.5272 2021-03-26 00:41:10,750 - mmaction - INFO - Epoch [1][40/801] lr: 4.000e-01, eta: 7:19:17, time: 0.722, data_time: 0.001, memory: 9526, top1_acc: 0.0816, top5_acc: 0.3104, loss_cls: 4.0237, loss: 4.0237, grad_norm: 0.4437 2021-03-26 00:41:25,235 - mmaction - INFO - Epoch [1][60/801] lr: 4.000e-01, eta: 6:09:45, time: 0.725, data_time: 0.002, memory: 9526, top1_acc: 0.1031, top5_acc: 0.3715, loss_cls: 3.7713, loss: 3.7713, grad_norm: 0.5139 2021-03-26 00:41:39,657 - mmaction - INFO - Epoch [1][80/801] lr: 4.000e-01, eta: 5:34:31, time: 0.721, data_time: 0.001, memory: 9526, top1_acc: 0.1199, top5_acc: 0.4018, loss_cls: 3.5789, loss: 3.5789, grad_norm: 0.6317 2021-03-26 00:41:54,090 - mmaction - INFO - Epoch [1][100/801] lr: 4.000e-01, eta: 5:13:20, time: 0.722, data_time: 0.001, memory: 9526, top1_acc: 0.1346, top5_acc: 0.4439, loss_cls: 3.3707, loss: 3.3707, grad_norm: 0.6213 2021-03-26 00:42:08,627 - mmaction - INFO - Epoch [1][120/801] lr: 4.000e-01, eta: 4:59:26, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.1459, top5_acc: 0.4594, loss_cls: 3.2763, loss: 3.2763, grad_norm: 0.7046 2021-03-26 00:42:23,174 - mmaction - INFO - Epoch [1][140/801] lr: 3.999e-01, eta: 4:49:24, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.1777, top5_acc: 0.4971, loss_cls: 3.1524, loss: 3.1524, grad_norm: 0.7229 2021-03-26 00:42:37,658 - mmaction - INFO - Epoch [1][160/801] lr: 3.999e-01, eta: 4:41:46, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.1959, top5_acc: 0.5385, loss_cls: 3.0242, loss: 3.0242, grad_norm: 0.6784 2021-03-26 00:42:52,221 - mmaction - INFO - Epoch [1][180/801] lr: 3.999e-01, eta: 4:35:49, time: 0.727, data_time: 0.000, memory: 9526, top1_acc: 0.2275, top5_acc: 0.5631, loss_cls: 2.8798, loss: 2.8798, grad_norm: 0.7471 2021-03-26 00:43:06,873 - mmaction - INFO - Epoch [1][200/801] lr: 3.999e-01, eta: 4:31:14, time: 0.734, data_time: 0.003, memory: 9526, top1_acc: 0.2377, top5_acc: 0.5910, loss_cls: 2.7864, loss: 2.7864, grad_norm: 0.7334 2021-03-26 00:43:21,468 - mmaction - INFO - Epoch [1][220/801] lr: 3.999e-01, eta: 4:27:19, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.2678, top5_acc: 0.6289, loss_cls: 2.6264, loss: 2.6264, grad_norm: 0.7098 2021-03-26 00:43:35,963 - mmaction - INFO - Epoch [1][240/801] lr: 3.998e-01, eta: 4:23:54, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.2797, top5_acc: 0.6492, loss_cls: 2.5818, loss: 2.5818, grad_norm: 0.8533 2021-03-26 00:43:50,571 - mmaction - INFO - Epoch [1][260/801] lr: 3.998e-01, eta: 4:21:04, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.3006, top5_acc: 0.6639, loss_cls: 2.4799, loss: 2.4799, grad_norm: 0.8088 2021-03-26 00:44:05,162 - mmaction - INFO - Epoch [1][280/801] lr: 3.998e-01, eta: 4:18:39, time: 0.731, data_time: 0.002, memory: 9526, top1_acc: 0.3391, top5_acc: 0.7078, loss_cls: 2.3160, loss: 2.3160, grad_norm: 0.7740 2021-03-26 00:44:19,747 - mmaction - INFO - Epoch [1][300/801] lr: 3.998e-01, eta: 4:16:30, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.3590, top5_acc: 0.7395, loss_cls: 2.1955, loss: 2.1955, grad_norm: 0.8511 2021-03-26 00:44:34,305 - mmaction - INFO - Epoch [1][320/801] lr: 3.997e-01, eta: 4:14:32, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.3793, top5_acc: 0.7645, loss_cls: 2.1204, loss: 2.1204, grad_norm: 0.8597 2021-03-26 00:44:48,832 - mmaction - INFO - Epoch [1][340/801] lr: 3.997e-01, eta: 4:12:44, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.3914, top5_acc: 0.7707, loss_cls: 2.0546, loss: 2.0546, grad_norm: 0.9418 2021-03-26 00:45:03,271 - mmaction - INFO - Epoch [1][360/801] lr: 3.997e-01, eta: 4:11:04, time: 0.722, data_time: 0.002, memory: 9526, top1_acc: 0.4146, top5_acc: 0.7963, loss_cls: 1.9589, loss: 1.9589, grad_norm: 0.7856 2021-03-26 00:45:17,961 - mmaction - INFO - Epoch [1][380/801] lr: 3.996e-01, eta: 4:09:44, time: 0.734, data_time: 0.001, memory: 9526, top1_acc: 0.4371, top5_acc: 0.8268, loss_cls: 1.8370, loss: 1.8370, grad_norm: 0.8273 2021-03-26 00:45:32,369 - mmaction - INFO - Epoch [1][400/801] lr: 3.996e-01, eta: 4:08:17, time: 0.720, data_time: 0.002, memory: 9526, top1_acc: 0.4500, top5_acc: 0.8297, loss_cls: 1.8185, loss: 1.8185, grad_norm: 0.8620 2021-03-26 00:45:46,798 - mmaction - INFO - Epoch [1][420/801] lr: 3.995e-01, eta: 4:06:59, time: 0.722, data_time: 0.002, memory: 9526, top1_acc: 0.4547, top5_acc: 0.8396, loss_cls: 1.7911, loss: 1.7911, grad_norm: 0.8835 2021-03-26 00:46:01,247 - mmaction - INFO - Epoch [1][440/801] lr: 3.995e-01, eta: 4:05:47, time: 0.722, data_time: 0.002, memory: 9526, top1_acc: 0.4863, top5_acc: 0.8594, loss_cls: 1.6561, loss: 1.6561, grad_norm: 0.7943 2021-03-26 00:46:15,636 - mmaction - INFO - Epoch [1][460/801] lr: 3.994e-01, eta: 4:04:38, time: 0.720, data_time: 0.002, memory: 9526, top1_acc: 0.4982, top5_acc: 0.8645, loss_cls: 1.6247, loss: 1.6247, grad_norm: 0.8507 2021-03-26 00:46:30,169 - mmaction - INFO - Epoch [1][480/801] lr: 3.994e-01, eta: 4:03:40, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.5143, top5_acc: 0.8895, loss_cls: 1.5239, loss: 1.5239, grad_norm: 0.8039 2021-03-26 00:46:44,670 - mmaction - INFO - Epoch [1][500/801] lr: 3.993e-01, eta: 4:02:43, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.5301, top5_acc: 0.8943, loss_cls: 1.4888, loss: 1.4888, grad_norm: 0.8191 2021-03-26 00:46:59,228 - mmaction - INFO - Epoch [1][520/801] lr: 3.993e-01, eta: 4:01:51, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.5303, top5_acc: 0.8893, loss_cls: 1.5016, loss: 1.5016, grad_norm: 0.8681 2021-03-26 00:47:13,772 - mmaction - INFO - Epoch [1][540/801] lr: 3.992e-01, eta: 4:01:02, time: 0.727, data_time: 0.002, memory: 9526, top1_acc: 0.5426, top5_acc: 0.9012, loss_cls: 1.4361, loss: 1.4361, grad_norm: 0.8474 2021-03-26 00:47:28,325 - mmaction - INFO - Epoch [1][560/801] lr: 3.992e-01, eta: 4:00:15, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.5500, top5_acc: 0.9068, loss_cls: 1.4128, loss: 1.4128, grad_norm: 0.8850 2021-03-26 00:47:42,875 - mmaction - INFO - Epoch [1][580/801] lr: 3.991e-01, eta: 3:59:31, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.5430, top5_acc: 0.9070, loss_cls: 1.4252, loss: 1.4252, grad_norm: 0.8767 2021-03-26 00:47:57,382 - mmaction - INFO - Epoch [1][600/801] lr: 3.990e-01, eta: 3:58:47, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.5586, top5_acc: 0.9166, loss_cls: 1.3851, loss: 1.3851, grad_norm: 0.8136 2021-03-26 00:48:11,845 - mmaction - INFO - Epoch [1][620/801] lr: 3.990e-01, eta: 3:58:04, time: 0.724, data_time: 0.002, memory: 9526, top1_acc: 0.5740, top5_acc: 0.9217, loss_cls: 1.3185, loss: 1.3185, grad_norm: 0.8247 2021-03-26 00:48:26,322 - mmaction - INFO - Epoch [1][640/801] lr: 3.989e-01, eta: 3:57:24, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.5738, top5_acc: 0.9273, loss_cls: 1.2990, loss: 1.2990, grad_norm: 0.8425 2021-03-26 00:48:40,801 - mmaction - INFO - Epoch [1][660/801] lr: 3.988e-01, eta: 3:56:44, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.5854, top5_acc: 0.9371, loss_cls: 1.2470, loss: 1.2470, grad_norm: 0.8082 2021-03-26 00:48:55,273 - mmaction - INFO - Epoch [1][680/801] lr: 3.988e-01, eta: 3:56:06, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.6021, top5_acc: 0.9381, loss_cls: 1.2230, loss: 1.2230, grad_norm: 0.8223 2021-03-26 00:49:09,818 - mmaction - INFO - Epoch [1][700/801] lr: 3.987e-01, eta: 3:55:32, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.6102, top5_acc: 0.9379, loss_cls: 1.1989, loss: 1.1989, grad_norm: 0.8362 2021-03-26 00:49:24,279 - mmaction - INFO - Epoch [1][720/801] lr: 3.986e-01, eta: 3:54:56, time: 0.722, data_time: 0.000, memory: 9526, top1_acc: 0.6170, top5_acc: 0.9389, loss_cls: 1.1778, loss: 1.1778, grad_norm: 0.8438 2021-03-26 00:49:38,760 - mmaction - INFO - Epoch [1][740/801] lr: 3.985e-01, eta: 3:54:22, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.6309, top5_acc: 0.9441, loss_cls: 1.1380, loss: 1.1380, grad_norm: 0.8475 2021-03-26 00:49:53,273 - mmaction - INFO - Epoch [1][760/801] lr: 3.985e-01, eta: 3:53:50, time: 0.725, data_time: 0.000, memory: 9526, top1_acc: 0.6238, top5_acc: 0.9422, loss_cls: 1.1832, loss: 1.1832, grad_norm: 0.8873 2021-03-26 00:50:07,751 - mmaction - INFO - Epoch [1][780/801] lr: 3.984e-01, eta: 3:53:17, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.6193, top5_acc: 0.9363, loss_cls: 1.1867, loss: 1.1867, grad_norm: 0.9009 2021-03-26 00:50:22,139 - mmaction - INFO - Epoch [1][800/801] lr: 3.983e-01, eta: 3:52:44, time: 0.720, data_time: 0.001, memory: 9526, top1_acc: 0.6287, top5_acc: 0.9455, loss_cls: 1.1299, loss: 1.1299, grad_norm: 0.8222 2021-03-26 00:50:23,509 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-03-26 00:51:02,939 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 00:51:02,999 - mmaction - INFO - top1_acc 0.5679 top5_acc 0.9015 2021-03-26 00:51:02,999 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 00:51:03,012 - mmaction - INFO - mean_acc 0.4055 2021-03-26 00:51:03,013 - mmaction - INFO - Now best checkpoint is epoch_1.pth 2021-03-26 00:51:03,022 - mmaction - INFO - Epoch(val) [1][801] top1_acc: 0.5679, top5_acc: 0.9015, mean_class_accuracy: 0.4055 2021-03-26 00:51:46,249 - mmaction - INFO - Epoch [2][20/801] lr: 3.982e-01, eta: 4:02:40, time: 2.161, data_time: 1.429, memory: 9526, top1_acc: 0.6379, top5_acc: 0.9414, loss_cls: 1.1334, loss: 1.1334, grad_norm: 0.8142 2021-03-26 00:52:00,968 - mmaction - INFO - Epoch [2][40/801] lr: 3.981e-01, eta: 4:01:59, time: 0.735, data_time: 0.004, memory: 9526, top1_acc: 0.6604, top5_acc: 0.9555, loss_cls: 1.0534, loss: 1.0534, grad_norm: 0.7919 2021-03-26 00:52:15,601 - mmaction - INFO - Epoch [2][60/801] lr: 3.980e-01, eta: 4:01:19, time: 0.732, data_time: 0.002, memory: 9526, top1_acc: 0.6582, top5_acc: 0.9566, loss_cls: 1.0291, loss: 1.0291, grad_norm: 0.8905 2021-03-26 00:52:30,120 - mmaction - INFO - Epoch [2][80/801] lr: 3.979e-01, eta: 4:00:37, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.6510, top5_acc: 0.9496, loss_cls: 1.0661, loss: 1.0661, grad_norm: 0.9088 2021-03-26 00:52:44,704 - mmaction - INFO - Epoch [2][100/801] lr: 3.978e-01, eta: 3:59:58, time: 0.731, data_time: 0.002, memory: 9526, top1_acc: 0.6721, top5_acc: 0.9518, loss_cls: 1.0100, loss: 1.0100, grad_norm: 0.8214 2021-03-26 00:52:59,290 - mmaction - INFO - Epoch [2][120/801] lr: 3.977e-01, eta: 3:59:20, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.6887, top5_acc: 0.9652, loss_cls: 0.9513, loss: 0.9513, grad_norm: 0.8010 2021-03-26 00:53:13,798 - mmaction - INFO - Epoch [2][140/801] lr: 3.976e-01, eta: 3:58:41, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.6742, top5_acc: 0.9602, loss_cls: 1.0077, loss: 1.0077, grad_norm: 0.8484 2021-03-26 00:53:28,348 - mmaction - INFO - Epoch [2][160/801] lr: 3.975e-01, eta: 3:58:04, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.6844, top5_acc: 0.9625, loss_cls: 0.9489, loss: 0.9489, grad_norm: 0.8661 2021-03-26 00:53:42,814 - mmaction - INFO - Epoch [2][180/801] lr: 3.974e-01, eta: 3:57:27, time: 0.725, data_time: 0.002, memory: 9526, top1_acc: 0.6834, top5_acc: 0.9574, loss_cls: 0.9840, loss: 0.9840, grad_norm: 0.8447 2021-03-26 00:53:57,287 - mmaction - INFO - Epoch [2][200/801] lr: 3.973e-01, eta: 3:56:50, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.6918, top5_acc: 0.9635, loss_cls: 0.9322, loss: 0.9322, grad_norm: 0.8199 2021-03-26 00:54:11,866 - mmaction - INFO - Epoch [2][220/801] lr: 3.972e-01, eta: 3:56:16, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.7004, top5_acc: 0.9646, loss_cls: 0.9199, loss: 0.9199, grad_norm: 0.8509 2021-03-26 00:54:26,369 - mmaction - INFO - Epoch [2][240/801] lr: 3.971e-01, eta: 3:55:42, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.6830, top5_acc: 0.9617, loss_cls: 0.9751, loss: 0.9751, grad_norm: 0.8535 2021-03-26 00:54:40,903 - mmaction - INFO - Epoch [2][260/801] lr: 3.970e-01, eta: 3:55:09, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.6994, top5_acc: 0.9664, loss_cls: 0.9196, loss: 0.9196, grad_norm: 0.8221 2021-03-26 00:54:55,459 - mmaction - INFO - Epoch [2][280/801] lr: 3.969e-01, eta: 3:54:37, time: 0.728, data_time: 0.000, memory: 9526, top1_acc: 0.7180, top5_acc: 0.9674, loss_cls: 0.8825, loss: 0.8825, grad_norm: 0.8234 2021-03-26 00:55:09,989 - mmaction - INFO - Epoch [2][300/801] lr: 3.968e-01, eta: 3:54:06, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.7080, top5_acc: 0.9684, loss_cls: 0.9113, loss: 0.9113, grad_norm: 0.7868 2021-03-26 00:55:24,552 - mmaction - INFO - Epoch [2][320/801] lr: 3.967e-01, eta: 3:53:35, time: 0.728, data_time: 0.000, memory: 9526, top1_acc: 0.7193, top5_acc: 0.9686, loss_cls: 0.8787, loss: 0.8787, grad_norm: 0.8039 2021-03-26 00:55:39,192 - mmaction - INFO - Epoch [2][340/801] lr: 3.965e-01, eta: 3:53:06, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.7312, top5_acc: 0.9748, loss_cls: 0.8238, loss: 0.8238, grad_norm: 0.8167 2021-03-26 00:55:53,761 - mmaction - INFO - Epoch [2][360/801] lr: 3.964e-01, eta: 3:52:36, time: 0.729, data_time: 0.002, memory: 9526, top1_acc: 0.7211, top5_acc: 0.9754, loss_cls: 0.8441, loss: 0.8441, grad_norm: 0.7960 2021-03-26 00:56:08,375 - mmaction - INFO - Epoch [2][380/801] lr: 3.963e-01, eta: 3:52:08, time: 0.731, data_time: 0.002, memory: 9526, top1_acc: 0.7135, top5_acc: 0.9727, loss_cls: 0.8607, loss: 0.8607, grad_norm: 0.8569 2021-03-26 00:56:22,952 - mmaction - INFO - Epoch [2][400/801] lr: 3.962e-01, eta: 3:51:40, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.7234, top5_acc: 0.9703, loss_cls: 0.8458, loss: 0.8458, grad_norm: 0.8550 2021-03-26 00:56:37,422 - mmaction - INFO - Epoch [2][420/801] lr: 3.960e-01, eta: 3:51:10, time: 0.722, data_time: 0.000, memory: 9526, top1_acc: 0.7172, top5_acc: 0.9670, loss_cls: 0.8844, loss: 0.8844, grad_norm: 0.8714 2021-03-26 00:56:51,940 - mmaction - INFO - Epoch [2][440/801] lr: 3.959e-01, eta: 3:50:42, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.7123, top5_acc: 0.9682, loss_cls: 0.8730, loss: 0.8730, grad_norm: 0.8209 2021-03-26 00:57:06,478 - mmaction - INFO - Epoch [2][460/801] lr: 3.958e-01, eta: 3:50:14, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.7359, top5_acc: 0.9727, loss_cls: 0.7971, loss: 0.7971, grad_norm: 0.8028 2021-03-26 00:57:21,043 - mmaction - INFO - Epoch [2][480/801] lr: 3.956e-01, eta: 3:49:47, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.7418, top5_acc: 0.9752, loss_cls: 0.7856, loss: 0.7856, grad_norm: 0.8257 2021-03-26 00:57:35,658 - mmaction - INFO - Epoch [2][500/801] lr: 3.955e-01, eta: 3:49:22, time: 0.732, data_time: 0.001, memory: 9526, top1_acc: 0.7439, top5_acc: 0.9783, loss_cls: 0.7759, loss: 0.7759, grad_norm: 0.8225 2021-03-26 00:57:50,255 - mmaction - INFO - Epoch [2][520/801] lr: 3.954e-01, eta: 3:48:56, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.7285, top5_acc: 0.9703, loss_cls: 0.8220, loss: 0.8220, grad_norm: 0.8867 2021-03-26 00:58:04,724 - mmaction - INFO - Epoch [2][540/801] lr: 3.952e-01, eta: 3:48:29, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.7174, top5_acc: 0.9693, loss_cls: 0.8778, loss: 0.8778, grad_norm: 0.8914 2021-03-26 00:58:19,255 - mmaction - INFO - Epoch [2][560/801] lr: 3.951e-01, eta: 3:48:03, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.7242, top5_acc: 0.9703, loss_cls: 0.8380, loss: 0.8380, grad_norm: 0.8466 2021-03-26 00:58:33,746 - mmaction - INFO - Epoch [2][580/801] lr: 3.949e-01, eta: 3:47:37, time: 0.723, data_time: 0.000, memory: 9526, top1_acc: 0.7457, top5_acc: 0.9768, loss_cls: 0.7793, loss: 0.7793, grad_norm: 0.7785 2021-03-26 00:58:48,262 - mmaction - INFO - Epoch [2][600/801] lr: 3.948e-01, eta: 3:47:11, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.7574, top5_acc: 0.9754, loss_cls: 0.7695, loss: 0.7695, grad_norm: 0.7930 2021-03-26 00:59:02,867 - mmaction - INFO - Epoch [2][620/801] lr: 3.946e-01, eta: 3:46:48, time: 0.731, data_time: 0.002, memory: 9526, top1_acc: 0.7422, top5_acc: 0.9744, loss_cls: 0.7838, loss: 0.7838, grad_norm: 0.8476 2021-03-26 00:59:17,404 - mmaction - INFO - Epoch [2][640/801] lr: 3.945e-01, eta: 3:46:23, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.7410, top5_acc: 0.9748, loss_cls: 0.7878, loss: 0.7878, grad_norm: 0.8626 2021-03-26 00:59:31,971 - mmaction - INFO - Epoch [2][660/801] lr: 3.943e-01, eta: 3:45:59, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.7555, top5_acc: 0.9783, loss_cls: 0.7521, loss: 0.7521, grad_norm: 0.8191 2021-03-26 00:59:46,618 - mmaction - INFO - Epoch [2][680/801] lr: 3.942e-01, eta: 3:45:37, time: 0.732, data_time: 0.001, memory: 9526, top1_acc: 0.7525, top5_acc: 0.9760, loss_cls: 0.7622, loss: 0.7622, grad_norm: 0.7970 2021-03-26 01:00:01,161 - mmaction - INFO - Epoch [2][700/801] lr: 3.940e-01, eta: 3:45:13, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.7553, top5_acc: 0.9781, loss_cls: 0.7339, loss: 0.7339, grad_norm: 0.8024 2021-03-26 01:00:15,728 - mmaction - INFO - Epoch [2][720/801] lr: 3.939e-01, eta: 3:44:50, time: 0.729, data_time: 0.009, memory: 9526, top1_acc: 0.7607, top5_acc: 0.9812, loss_cls: 0.7252, loss: 0.7252, grad_norm: 0.8079 2021-03-26 01:00:30,192 - mmaction - INFO - Epoch [2][740/801] lr: 3.937e-01, eta: 3:44:26, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.7678, top5_acc: 0.9809, loss_cls: 0.7091, loss: 0.7091, grad_norm: 0.7964 2021-03-26 01:00:44,765 - mmaction - INFO - Epoch [2][760/801] lr: 3.935e-01, eta: 3:44:03, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.7623, top5_acc: 0.9738, loss_cls: 0.7309, loss: 0.7309, grad_norm: 0.8228 2021-03-26 01:00:59,281 - mmaction - INFO - Epoch [2][780/801] lr: 3.934e-01, eta: 3:43:40, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.7553, top5_acc: 0.9742, loss_cls: 0.7526, loss: 0.7526, grad_norm: 0.8326 2021-03-26 01:01:13,606 - mmaction - INFO - Epoch [2][800/801] lr: 3.932e-01, eta: 3:43:15, time: 0.717, data_time: 0.001, memory: 9526, top1_acc: 0.7605, top5_acc: 0.9775, loss_cls: 0.7556, loss: 0.7556, grad_norm: 0.8274 2021-03-26 01:01:15,086 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-03-26 01:01:53,268 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 01:01:53,332 - mmaction - INFO - top1_acc 0.5583 top5_acc 0.8702 2021-03-26 01:01:53,332 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 01:01:53,346 - mmaction - INFO - mean_acc 0.4184 2021-03-26 01:01:53,348 - mmaction - INFO - Epoch(val) [2][801] top1_acc: 0.5583, top5_acc: 0.8702, mean_class_accuracy: 0.4184 2021-03-26 01:02:35,771 - mmaction - INFO - Epoch [3][20/801] lr: 3.930e-01, eta: 3:47:46, time: 2.120, data_time: 1.348, memory: 9526, top1_acc: 0.7248, top5_acc: 0.9691, loss_cls: 0.8446, loss: 0.8446, grad_norm: 0.8884 2021-03-26 01:02:50,260 - mmaction - INFO - Epoch [3][40/801] lr: 3.929e-01, eta: 3:47:19, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.7570, top5_acc: 0.9797, loss_cls: 0.7506, loss: 0.7506, grad_norm: 0.7885 2021-03-26 01:03:04,871 - mmaction - INFO - Epoch [3][60/801] lr: 3.927e-01, eta: 3:46:54, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.7641, top5_acc: 0.9744, loss_cls: 0.7412, loss: 0.7412, grad_norm: 0.7947 2021-03-26 01:03:19,468 - mmaction - INFO - Epoch [3][80/801] lr: 3.925e-01, eta: 3:46:29, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.7721, top5_acc: 0.9793, loss_cls: 0.7291, loss: 0.7291, grad_norm: 0.8175 2021-03-26 01:03:34,058 - mmaction - INFO - Epoch [3][100/801] lr: 3.923e-01, eta: 3:46:04, time: 0.730, data_time: 0.002, memory: 9526, top1_acc: 0.7541, top5_acc: 0.9777, loss_cls: 0.7409, loss: 0.7409, grad_norm: 0.8195 2021-03-26 01:03:48,533 - mmaction - INFO - Epoch [3][120/801] lr: 3.921e-01, eta: 3:45:39, time: 0.724, data_time: 0.002, memory: 9526, top1_acc: 0.7670, top5_acc: 0.9801, loss_cls: 0.7130, loss: 0.7130, grad_norm: 0.7989 2021-03-26 01:04:03,010 - mmaction - INFO - Epoch [3][140/801] lr: 3.920e-01, eta: 3:45:13, time: 0.724, data_time: 0.002, memory: 9526, top1_acc: 0.7752, top5_acc: 0.9805, loss_cls: 0.6896, loss: 0.6896, grad_norm: 0.7752 2021-03-26 01:04:17,541 - mmaction - INFO - Epoch [3][160/801] lr: 3.918e-01, eta: 3:44:48, time: 0.727, data_time: 0.002, memory: 9526, top1_acc: 0.7682, top5_acc: 0.9771, loss_cls: 0.7071, loss: 0.7071, grad_norm: 0.8208 2021-03-26 01:04:32,124 - mmaction - INFO - Epoch [3][180/801] lr: 3.916e-01, eta: 3:44:24, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.7668, top5_acc: 0.9775, loss_cls: 0.7210, loss: 0.7210, grad_norm: 0.8404 2021-03-26 01:04:46,732 - mmaction - INFO - Epoch [3][200/801] lr: 3.914e-01, eta: 3:44:01, time: 0.730, data_time: 0.002, memory: 9526, top1_acc: 0.7779, top5_acc: 0.9809, loss_cls: 0.6766, loss: 0.6766, grad_norm: 0.7925 2021-03-26 01:05:01,299 - mmaction - INFO - Epoch [3][220/801] lr: 3.912e-01, eta: 3:43:37, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.7859, top5_acc: 0.9807, loss_cls: 0.6660, loss: 0.6660, grad_norm: 0.8035 2021-03-26 01:05:15,758 - mmaction - INFO - Epoch [3][240/801] lr: 3.910e-01, eta: 3:43:13, time: 0.724, data_time: 0.002, memory: 9526, top1_acc: 0.7898, top5_acc: 0.9834, loss_cls: 0.6545, loss: 0.6545, grad_norm: 0.7793 2021-03-26 01:05:30,422 - mmaction - INFO - Epoch [3][260/801] lr: 3.908e-01, eta: 3:42:50, time: 0.732, data_time: 0.001, memory: 9526, top1_acc: 0.7701, top5_acc: 0.9828, loss_cls: 0.6875, loss: 0.6875, grad_norm: 0.8134 2021-03-26 01:05:45,033 - mmaction - INFO - Epoch [3][280/801] lr: 3.906e-01, eta: 3:42:28, time: 0.732, data_time: 0.002, memory: 9526, top1_acc: 0.7779, top5_acc: 0.9809, loss_cls: 0.6771, loss: 0.6771, grad_norm: 0.8185 2021-03-26 01:05:59,517 - mmaction - INFO - Epoch [3][300/801] lr: 3.904e-01, eta: 3:42:04, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.7699, top5_acc: 0.9754, loss_cls: 0.7094, loss: 0.7094, grad_norm: 0.8489 2021-03-26 01:06:14,004 - mmaction - INFO - Epoch [3][320/801] lr: 3.902e-01, eta: 3:41:41, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.7844, top5_acc: 0.9824, loss_cls: 0.6517, loss: 0.6517, grad_norm: 0.7663 2021-03-26 01:06:28,719 - mmaction - INFO - Epoch [3][340/801] lr: 3.900e-01, eta: 3:41:19, time: 0.734, data_time: 0.000, memory: 9526, top1_acc: 0.7896, top5_acc: 0.9828, loss_cls: 0.6376, loss: 0.6376, grad_norm: 0.8070 2021-03-26 01:06:43,204 - mmaction - INFO - Epoch [3][360/801] lr: 3.898e-01, eta: 3:40:56, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.7760, top5_acc: 0.9812, loss_cls: 0.6722, loss: 0.6722, grad_norm: 0.8275 2021-03-26 01:06:57,758 - mmaction - INFO - Epoch [3][380/801] lr: 3.896e-01, eta: 3:40:34, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.7789, top5_acc: 0.9811, loss_cls: 0.6906, loss: 0.6906, grad_norm: 0.8360 2021-03-26 01:07:12,299 - mmaction - INFO - Epoch [3][400/801] lr: 3.894e-01, eta: 3:40:12, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.7859, top5_acc: 0.9852, loss_cls: 0.6639, loss: 0.6639, grad_norm: 0.7924 2021-03-26 01:07:26,863 - mmaction - INFO - Epoch [3][420/801] lr: 3.892e-01, eta: 3:39:50, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.7836, top5_acc: 0.9865, loss_cls: 0.6300, loss: 0.6300, grad_norm: 0.7774 2021-03-26 01:07:41,372 - mmaction - INFO - Epoch [3][440/801] lr: 3.890e-01, eta: 3:39:27, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.7926, top5_acc: 0.9854, loss_cls: 0.6301, loss: 0.6301, grad_norm: 0.8167 2021-03-26 01:07:55,763 - mmaction - INFO - Epoch [3][460/801] lr: 3.888e-01, eta: 3:39:04, time: 0.719, data_time: 0.001, memory: 9526, top1_acc: 0.8043, top5_acc: 0.9844, loss_cls: 0.6125, loss: 0.6125, grad_norm: 0.7961 2021-03-26 01:08:10,238 - mmaction - INFO - Epoch [3][480/801] lr: 3.885e-01, eta: 3:38:42, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.7904, top5_acc: 0.9840, loss_cls: 0.6510, loss: 0.6510, grad_norm: 0.8609 2021-03-26 01:08:24,756 - mmaction - INFO - Epoch [3][500/801] lr: 3.883e-01, eta: 3:38:20, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.7932, top5_acc: 0.9832, loss_cls: 0.6250, loss: 0.6250, grad_norm: 0.8264 2021-03-26 01:08:39,300 - mmaction - INFO - Epoch [3][520/801] lr: 3.881e-01, eta: 3:37:59, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.7824, top5_acc: 0.9816, loss_cls: 0.6684, loss: 0.6684, grad_norm: 0.8536 2021-03-26 01:08:53,742 - mmaction - INFO - Epoch [3][540/801] lr: 3.879e-01, eta: 3:37:37, time: 0.722, data_time: 0.001, memory: 9526, top1_acc: 0.7969, top5_acc: 0.9863, loss_cls: 0.6168, loss: 0.6168, grad_norm: 0.8099 2021-03-26 01:09:08,338 - mmaction - INFO - Epoch [3][560/801] lr: 3.877e-01, eta: 3:37:16, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.7932, top5_acc: 0.9861, loss_cls: 0.6079, loss: 0.6079, grad_norm: 0.8037 2021-03-26 01:09:22,831 - mmaction - INFO - Epoch [3][580/801] lr: 3.874e-01, eta: 3:36:54, time: 0.724, data_time: 0.000, memory: 9526, top1_acc: 0.7967, top5_acc: 0.9824, loss_cls: 0.6155, loss: 0.6155, grad_norm: 0.7794 2021-03-26 01:09:37,322 - mmaction - INFO - Epoch [3][600/801] lr: 3.872e-01, eta: 3:36:33, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.7895, top5_acc: 0.9844, loss_cls: 0.6281, loss: 0.6281, grad_norm: 0.7822 2021-03-26 01:09:51,863 - mmaction - INFO - Epoch [3][620/801] lr: 3.870e-01, eta: 3:36:12, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.7875, top5_acc: 0.9846, loss_cls: 0.6345, loss: 0.6345, grad_norm: 0.8366 2021-03-26 01:10:06,425 - mmaction - INFO - Epoch [3][640/801] lr: 3.867e-01, eta: 3:35:52, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.7809, top5_acc: 0.9832, loss_cls: 0.6556, loss: 0.6556, grad_norm: 0.8473 2021-03-26 01:10:20,868 - mmaction - INFO - Epoch [3][660/801] lr: 3.865e-01, eta: 3:35:31, time: 0.722, data_time: 0.001, memory: 9526, top1_acc: 0.8064, top5_acc: 0.9877, loss_cls: 0.5886, loss: 0.5886, grad_norm: 0.7830 2021-03-26 01:10:35,481 - mmaction - INFO - Epoch [3][680/801] lr: 3.863e-01, eta: 3:35:11, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.8023, top5_acc: 0.9838, loss_cls: 0.6063, loss: 0.6063, grad_norm: 0.8338 2021-03-26 01:10:50,030 - mmaction - INFO - Epoch [3][700/801] lr: 3.860e-01, eta: 3:34:50, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.8039, top5_acc: 0.9865, loss_cls: 0.5979, loss: 0.5979, grad_norm: 0.7931 2021-03-26 01:11:04,597 - mmaction - INFO - Epoch [3][720/801] lr: 3.858e-01, eta: 3:34:30, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.7926, top5_acc: 0.9867, loss_cls: 0.6179, loss: 0.6179, grad_norm: 0.8476 2021-03-26 01:11:19,111 - mmaction - INFO - Epoch [3][740/801] lr: 3.855e-01, eta: 3:34:10, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.7982, top5_acc: 0.9824, loss_cls: 0.6073, loss: 0.6073, grad_norm: 0.7804 2021-03-26 01:11:33,728 - mmaction - INFO - Epoch [3][760/801] lr: 3.853e-01, eta: 3:33:50, time: 0.732, data_time: 0.002, memory: 9526, top1_acc: 0.7992, top5_acc: 0.9857, loss_cls: 0.6096, loss: 0.6096, grad_norm: 0.8194 2021-03-26 01:11:48,385 - mmaction - INFO - Epoch [3][780/801] lr: 3.850e-01, eta: 3:33:31, time: 0.733, data_time: 0.001, memory: 9526, top1_acc: 0.8146, top5_acc: 0.9855, loss_cls: 0.5854, loss: 0.5854, grad_norm: 0.7916 2021-03-26 01:12:02,729 - mmaction - INFO - Epoch [3][800/801] lr: 3.848e-01, eta: 3:33:10, time: 0.717, data_time: 0.001, memory: 9526, top1_acc: 0.7934, top5_acc: 0.9844, loss_cls: 0.6283, loss: 0.6283, grad_norm: 0.8798 2021-03-26 01:12:04,167 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-03-26 01:12:42,763 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 01:12:42,866 - mmaction - INFO - top1_acc 0.6363 top5_acc 0.9451 2021-03-26 01:12:42,866 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 01:12:42,917 - mmaction - INFO - mean_acc 0.5271 2021-03-26 01:12:42,918 - mmaction - INFO - Now best checkpoint is epoch_3.pth 2021-03-26 01:12:42,965 - mmaction - INFO - Epoch(val) [3][801] top1_acc: 0.6363, top5_acc: 0.9451, mean_class_accuracy: 0.5271 2021-03-26 01:13:35,000 - mmaction - INFO - Epoch [4][20/801] lr: 3.845e-01, eta: 3:37:04, time: 2.601, data_time: 1.812, memory: 9526, top1_acc: 0.7789, top5_acc: 0.9816, loss_cls: 0.6722, loss: 0.6722, grad_norm: 0.8738 2021-03-26 01:13:49,576 - mmaction - INFO - Epoch [4][40/801] lr: 3.843e-01, eta: 3:36:42, time: 0.728, data_time: 0.003, memory: 9526, top1_acc: 0.7883, top5_acc: 0.9805, loss_cls: 0.6538, loss: 0.6538, grad_norm: 0.8597 2021-03-26 01:14:04,107 - mmaction - INFO - Epoch [4][60/801] lr: 3.840e-01, eta: 3:36:20, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.7842, top5_acc: 0.9812, loss_cls: 0.6606, loss: 0.6606, grad_norm: 0.8538 2021-03-26 01:14:18,652 - mmaction - INFO - Epoch [4][80/801] lr: 3.838e-01, eta: 3:35:58, time: 0.726, data_time: 0.000, memory: 9526, top1_acc: 0.8031, top5_acc: 0.9863, loss_cls: 0.5981, loss: 0.5981, grad_norm: 0.7902 2021-03-26 01:14:33,273 - mmaction - INFO - Epoch [4][100/801] lr: 3.835e-01, eta: 3:35:37, time: 0.732, data_time: 0.003, memory: 9526, top1_acc: 0.8186, top5_acc: 0.9867, loss_cls: 0.5480, loss: 0.5480, grad_norm: 0.7030 2021-03-26 01:14:47,828 - mmaction - INFO - Epoch [4][120/801] lr: 3.833e-01, eta: 3:35:15, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.8131, top5_acc: 0.9871, loss_cls: 0.5674, loss: 0.5674, grad_norm: 0.7975 2021-03-26 01:15:02,313 - mmaction - INFO - Epoch [4][140/801] lr: 3.830e-01, eta: 3:34:53, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.8057, top5_acc: 0.9861, loss_cls: 0.5752, loss: 0.5752, grad_norm: 0.7990 2021-03-26 01:15:16,888 - mmaction - INFO - Epoch [4][160/801] lr: 3.827e-01, eta: 3:34:32, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.8041, top5_acc: 0.9834, loss_cls: 0.5897, loss: 0.5897, grad_norm: 0.8197 2021-03-26 01:15:31,436 - mmaction - INFO - Epoch [4][180/801] lr: 3.825e-01, eta: 3:34:11, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.8168, top5_acc: 0.9857, loss_cls: 0.5718, loss: 0.5718, grad_norm: 0.7902 2021-03-26 01:15:45,977 - mmaction - INFO - Epoch [4][200/801] lr: 3.822e-01, eta: 3:33:50, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.8193, top5_acc: 0.9852, loss_cls: 0.5605, loss: 0.5605, grad_norm: 0.7866 2021-03-26 01:16:00,533 - mmaction - INFO - Epoch [4][220/801] lr: 3.819e-01, eta: 3:33:28, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.8053, top5_acc: 0.9875, loss_cls: 0.5807, loss: 0.5807, grad_norm: 0.8029 2021-03-26 01:16:15,154 - mmaction - INFO - Epoch [4][240/801] lr: 3.816e-01, eta: 3:33:08, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.8131, top5_acc: 0.9848, loss_cls: 0.5632, loss: 0.5632, grad_norm: 0.7959 2021-03-26 01:16:29,649 - mmaction - INFO - Epoch [4][260/801] lr: 3.814e-01, eta: 3:32:47, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.8187, top5_acc: 0.9893, loss_cls: 0.5626, loss: 0.5626, grad_norm: 0.7964 2021-03-26 01:16:44,194 - mmaction - INFO - Epoch [4][280/801] lr: 3.811e-01, eta: 3:32:26, time: 0.725, data_time: 0.000, memory: 9526, top1_acc: 0.8059, top5_acc: 0.9846, loss_cls: 0.5885, loss: 0.5885, grad_norm: 0.8271 2021-03-26 01:16:58,649 - mmaction - INFO - Epoch [4][300/801] lr: 3.808e-01, eta: 3:32:05, time: 0.724, data_time: 0.002, memory: 9526, top1_acc: 0.8195, top5_acc: 0.9900, loss_cls: 0.5387, loss: 0.5387, grad_norm: 0.7828 2021-03-26 01:17:13,238 - mmaction - INFO - Epoch [4][320/801] lr: 3.805e-01, eta: 3:31:44, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.8057, top5_acc: 0.9857, loss_cls: 0.5987, loss: 0.5987, grad_norm: 0.8581 2021-03-26 01:17:27,689 - mmaction - INFO - Epoch [4][340/801] lr: 3.803e-01, eta: 3:31:23, time: 0.724, data_time: 0.002, memory: 9526, top1_acc: 0.8115, top5_acc: 0.9838, loss_cls: 0.5777, loss: 0.5777, grad_norm: 0.8094 2021-03-26 01:17:42,161 - mmaction - INFO - Epoch [4][360/801] lr: 3.800e-01, eta: 3:31:02, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.8303, top5_acc: 0.9875, loss_cls: 0.5301, loss: 0.5301, grad_norm: 0.7495 2021-03-26 01:17:56,615 - mmaction - INFO - Epoch [4][380/801] lr: 3.797e-01, eta: 3:30:42, time: 0.723, data_time: 0.002, memory: 9526, top1_acc: 0.8209, top5_acc: 0.9875, loss_cls: 0.5364, loss: 0.5364, grad_norm: 0.8056 2021-03-26 01:18:11,100 - mmaction - INFO - Epoch [4][400/801] lr: 3.794e-01, eta: 3:30:21, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.8156, top5_acc: 0.9871, loss_cls: 0.5514, loss: 0.5514, grad_norm: 0.8441 2021-03-26 01:18:25,591 - mmaction - INFO - Epoch [4][420/801] lr: 3.791e-01, eta: 3:30:00, time: 0.725, data_time: 0.002, memory: 9526, top1_acc: 0.8287, top5_acc: 0.9896, loss_cls: 0.5299, loss: 0.5299, grad_norm: 0.7562 2021-03-26 01:18:39,975 - mmaction - INFO - Epoch [4][440/801] lr: 3.788e-01, eta: 3:29:39, time: 0.720, data_time: 0.001, memory: 9526, top1_acc: 0.8100, top5_acc: 0.9854, loss_cls: 0.5753, loss: 0.5753, grad_norm: 0.7975 2021-03-26 01:18:54,424 - mmaction - INFO - Epoch [4][460/801] lr: 3.785e-01, eta: 3:29:19, time: 0.721, data_time: 0.000, memory: 9526, top1_acc: 0.8154, top5_acc: 0.9867, loss_cls: 0.5636, loss: 0.5636, grad_norm: 0.8081 2021-03-26 01:19:08,944 - mmaction - INFO - Epoch [4][480/801] lr: 3.782e-01, eta: 3:28:59, time: 0.727, data_time: 0.002, memory: 9526, top1_acc: 0.8195, top5_acc: 0.9846, loss_cls: 0.5626, loss: 0.5626, grad_norm: 0.8152 2021-03-26 01:19:23,371 - mmaction - INFO - Epoch [4][500/801] lr: 3.779e-01, eta: 3:28:38, time: 0.721, data_time: 0.000, memory: 9526, top1_acc: 0.8129, top5_acc: 0.9867, loss_cls: 0.5853, loss: 0.5853, grad_norm: 0.8602 2021-03-26 01:19:37,875 - mmaction - INFO - Epoch [4][520/801] lr: 3.776e-01, eta: 3:28:18, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.8197, top5_acc: 0.9861, loss_cls: 0.5602, loss: 0.5602, grad_norm: 0.8057 2021-03-26 01:19:52,404 - mmaction - INFO - Epoch [4][540/801] lr: 3.773e-01, eta: 3:27:58, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.8180, top5_acc: 0.9836, loss_cls: 0.5767, loss: 0.5767, grad_norm: 0.8485 2021-03-26 01:20:07,028 - mmaction - INFO - Epoch [4][560/801] lr: 3.770e-01, eta: 3:27:39, time: 0.732, data_time: 0.001, memory: 9526, top1_acc: 0.8109, top5_acc: 0.9809, loss_cls: 0.6078, loss: 0.6078, grad_norm: 0.8266 2021-03-26 01:20:21,629 - mmaction - INFO - Epoch [4][580/801] lr: 3.767e-01, eta: 3:27:20, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.8113, top5_acc: 0.9861, loss_cls: 0.5722, loss: 0.5722, grad_norm: 0.7998 2021-03-26 01:20:36,216 - mmaction - INFO - Epoch [4][600/801] lr: 3.764e-01, eta: 3:27:01, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.8133, top5_acc: 0.9895, loss_cls: 0.5411, loss: 0.5411, grad_norm: 0.7890 2021-03-26 01:20:50,712 - mmaction - INFO - Epoch [4][620/801] lr: 3.761e-01, eta: 3:26:41, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.8119, top5_acc: 0.9877, loss_cls: 0.5857, loss: 0.5857, grad_norm: 0.8444 2021-03-26 01:21:05,234 - mmaction - INFO - Epoch [4][640/801] lr: 3.758e-01, eta: 3:26:21, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.8266, top5_acc: 0.9883, loss_cls: 0.5301, loss: 0.5301, grad_norm: 0.7464 2021-03-26 01:21:19,625 - mmaction - INFO - Epoch [4][660/801] lr: 3.755e-01, eta: 3:26:01, time: 0.720, data_time: 0.002, memory: 9526, top1_acc: 0.8236, top5_acc: 0.9887, loss_cls: 0.5424, loss: 0.5424, grad_norm: 0.7772 2021-03-26 01:21:34,192 - mmaction - INFO - Epoch [4][680/801] lr: 3.752e-01, eta: 3:25:42, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.8266, top5_acc: 0.9895, loss_cls: 0.5444, loss: 0.5444, grad_norm: 0.8178 2021-03-26 01:21:48,696 - mmaction - INFO - Epoch [4][700/801] lr: 3.748e-01, eta: 3:25:23, time: 0.724, data_time: 0.002, memory: 9526, top1_acc: 0.8342, top5_acc: 0.9863, loss_cls: 0.5248, loss: 0.5248, grad_norm: 0.7394 2021-03-26 01:22:03,123 - mmaction - INFO - Epoch [4][720/801] lr: 3.745e-01, eta: 3:25:03, time: 0.723, data_time: 0.002, memory: 9526, top1_acc: 0.8311, top5_acc: 0.9861, loss_cls: 0.5125, loss: 0.5125, grad_norm: 0.7844 2021-03-26 01:22:17,706 - mmaction - INFO - Epoch [4][740/801] lr: 3.742e-01, eta: 3:24:44, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.8240, top5_acc: 0.9895, loss_cls: 0.5355, loss: 0.5355, grad_norm: 0.8081 2021-03-26 01:22:32,175 - mmaction - INFO - Epoch [4][760/801] lr: 3.739e-01, eta: 3:24:25, time: 0.725, data_time: 0.002, memory: 9526, top1_acc: 0.8305, top5_acc: 0.9867, loss_cls: 0.5325, loss: 0.5325, grad_norm: 0.7922 2021-03-26 01:22:46,659 - mmaction - INFO - Epoch [4][780/801] lr: 3.736e-01, eta: 3:24:06, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.8328, top5_acc: 0.9887, loss_cls: 0.5253, loss: 0.5253, grad_norm: 0.7822 2021-03-26 01:23:00,986 - mmaction - INFO - Epoch [4][800/801] lr: 3.732e-01, eta: 3:23:46, time: 0.717, data_time: 0.001, memory: 9526, top1_acc: 0.8324, top5_acc: 0.9914, loss_cls: 0.5160, loss: 0.5160, grad_norm: 0.8069 2021-03-26 01:23:03,783 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-03-26 01:23:42,315 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 01:23:42,377 - mmaction - INFO - top1_acc 0.5225 top5_acc 0.8280 2021-03-26 01:23:42,377 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 01:23:42,392 - mmaction - INFO - mean_acc 0.4160 2021-03-26 01:23:42,394 - mmaction - INFO - Epoch(val) [4][801] top1_acc: 0.5225, top5_acc: 0.8280, mean_class_accuracy: 0.4160 2021-03-26 01:24:29,146 - mmaction - INFO - Epoch [5][20/801] lr: 3.729e-01, eta: 3:26:02, time: 2.336, data_time: 1.551, memory: 9526, top1_acc: 0.8145, top5_acc: 0.9881, loss_cls: 0.5577, loss: 0.5577, grad_norm: 0.8422 2021-03-26 01:24:43,546 - mmaction - INFO - Epoch [5][40/801] lr: 3.726e-01, eta: 3:25:41, time: 0.721, data_time: 0.004, memory: 9526, top1_acc: 0.8291, top5_acc: 0.9859, loss_cls: 0.5206, loss: 0.5206, grad_norm: 0.8156 2021-03-26 01:24:58,006 - mmaction - INFO - Epoch [5][60/801] lr: 3.722e-01, eta: 3:25:21, time: 0.723, data_time: 0.005, memory: 9526, top1_acc: 0.8217, top5_acc: 0.9875, loss_cls: 0.5416, loss: 0.5416, grad_norm: 0.8510 2021-03-26 01:25:12,513 - mmaction - INFO - Epoch [5][80/801] lr: 3.719e-01, eta: 3:25:01, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.8348, top5_acc: 0.9873, loss_cls: 0.5180, loss: 0.5180, grad_norm: 0.8005 2021-03-26 01:25:27,009 - mmaction - INFO - Epoch [5][100/801] lr: 3.716e-01, eta: 3:24:41, time: 0.725, data_time: 0.003, memory: 9526, top1_acc: 0.8145, top5_acc: 0.9873, loss_cls: 0.5529, loss: 0.5529, grad_norm: 0.8431 2021-03-26 01:25:41,398 - mmaction - INFO - Epoch [5][120/801] lr: 3.712e-01, eta: 3:24:21, time: 0.720, data_time: 0.002, memory: 9526, top1_acc: 0.8178, top5_acc: 0.9846, loss_cls: 0.5719, loss: 0.5719, grad_norm: 0.8264 2021-03-26 01:25:55,834 - mmaction - INFO - Epoch [5][140/801] lr: 3.709e-01, eta: 3:24:01, time: 0.722, data_time: 0.002, memory: 9526, top1_acc: 0.8193, top5_acc: 0.9867, loss_cls: 0.5513, loss: 0.5513, grad_norm: 0.8129 2021-03-26 01:26:10,360 - mmaction - INFO - Epoch [5][160/801] lr: 3.705e-01, eta: 3:23:41, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.8324, top5_acc: 0.9893, loss_cls: 0.5158, loss: 0.5158, grad_norm: 0.7712 2021-03-26 01:26:24,948 - mmaction - INFO - Epoch [5][180/801] lr: 3.702e-01, eta: 3:23:22, time: 0.728, data_time: 0.000, memory: 9526, top1_acc: 0.8313, top5_acc: 0.9895, loss_cls: 0.5245, loss: 0.5245, grad_norm: 0.8212 2021-03-26 01:26:39,573 - mmaction - INFO - Epoch [5][200/801] lr: 3.699e-01, eta: 3:23:03, time: 0.732, data_time: 0.001, memory: 9526, top1_acc: 0.8314, top5_acc: 0.9895, loss_cls: 0.5148, loss: 0.5148, grad_norm: 0.7799 2021-03-26 01:26:54,136 - mmaction - INFO - Epoch [5][220/801] lr: 3.695e-01, eta: 3:22:43, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.8387, top5_acc: 0.9885, loss_cls: 0.4966, loss: 0.4966, grad_norm: 0.7561 2021-03-26 01:27:08,695 - mmaction - INFO - Epoch [5][240/801] lr: 3.692e-01, eta: 3:22:24, time: 0.729, data_time: 0.002, memory: 9526, top1_acc: 0.8332, top5_acc: 0.9906, loss_cls: 0.4963, loss: 0.4963, grad_norm: 0.7684 2021-03-26 01:27:23,184 - mmaction - INFO - Epoch [5][260/801] lr: 3.688e-01, eta: 3:22:05, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.8371, top5_acc: 0.9883, loss_cls: 0.5071, loss: 0.5071, grad_norm: 0.8359 2021-03-26 01:27:37,834 - mmaction - INFO - Epoch [5][280/801] lr: 3.685e-01, eta: 3:21:46, time: 0.731, data_time: 0.000, memory: 9526, top1_acc: 0.8367, top5_acc: 0.9891, loss_cls: 0.5049, loss: 0.5049, grad_norm: 0.8146 2021-03-26 01:27:52,460 - mmaction - INFO - Epoch [5][300/801] lr: 3.681e-01, eta: 3:21:27, time: 0.731, data_time: 0.003, memory: 9526, top1_acc: 0.8291, top5_acc: 0.9885, loss_cls: 0.5309, loss: 0.5309, grad_norm: 0.8295 2021-03-26 01:28:07,105 - mmaction - INFO - Epoch [5][320/801] lr: 3.678e-01, eta: 3:21:09, time: 0.734, data_time: 0.004, memory: 9526, top1_acc: 0.8277, top5_acc: 0.9895, loss_cls: 0.5087, loss: 0.5087, grad_norm: 0.8083 2021-03-26 01:28:21,606 - mmaction - INFO - Epoch [5][340/801] lr: 3.674e-01, eta: 3:20:49, time: 0.725, data_time: 0.000, memory: 9526, top1_acc: 0.8352, top5_acc: 0.9896, loss_cls: 0.5072, loss: 0.5072, grad_norm: 0.8077 2021-03-26 01:28:36,212 - mmaction - INFO - Epoch [5][360/801] lr: 3.670e-01, eta: 3:20:31, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.8342, top5_acc: 0.9885, loss_cls: 0.5165, loss: 0.5165, grad_norm: 0.8155 2021-03-26 01:28:50,813 - mmaction - INFO - Epoch [5][380/801] lr: 3.667e-01, eta: 3:20:12, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.8371, top5_acc: 0.9867, loss_cls: 0.5052, loss: 0.5052, grad_norm: 0.7872 2021-03-26 01:29:05,393 - mmaction - INFO - Epoch [5][400/801] lr: 3.663e-01, eta: 3:19:53, time: 0.729, data_time: 0.000, memory: 9526, top1_acc: 0.8301, top5_acc: 0.9904, loss_cls: 0.5170, loss: 0.5170, grad_norm: 0.8169 2021-03-26 01:29:20,019 - mmaction - INFO - Epoch [5][420/801] lr: 3.660e-01, eta: 3:19:35, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.8338, top5_acc: 0.9881, loss_cls: 0.5344, loss: 0.5344, grad_norm: 0.8209 2021-03-26 01:29:34,619 - mmaction - INFO - Epoch [5][440/801] lr: 3.656e-01, eta: 3:19:16, time: 0.731, data_time: 0.002, memory: 9526, top1_acc: 0.8496, top5_acc: 0.9930, loss_cls: 0.4684, loss: 0.4684, grad_norm: 0.7653 2021-03-26 01:29:49,070 - mmaction - INFO - Epoch [5][460/801] lr: 3.652e-01, eta: 3:18:57, time: 0.722, data_time: 0.002, memory: 9526, top1_acc: 0.8443, top5_acc: 0.9893, loss_cls: 0.4840, loss: 0.4840, grad_norm: 0.7715 2021-03-26 01:30:03,561 - mmaction - INFO - Epoch [5][480/801] lr: 3.649e-01, eta: 3:18:38, time: 0.725, data_time: 0.004, memory: 9526, top1_acc: 0.8428, top5_acc: 0.9893, loss_cls: 0.4872, loss: 0.4872, grad_norm: 0.7750 2021-03-26 01:30:18,315 - mmaction - INFO - Epoch [5][500/801] lr: 3.645e-01, eta: 3:18:20, time: 0.736, data_time: 0.001, memory: 9526, top1_acc: 0.8383, top5_acc: 0.9916, loss_cls: 0.4822, loss: 0.4822, grad_norm: 0.7861 2021-03-26 01:30:33,028 - mmaction - INFO - Epoch [5][520/801] lr: 3.641e-01, eta: 3:18:02, time: 0.736, data_time: 0.002, memory: 9526, top1_acc: 0.8441, top5_acc: 0.9898, loss_cls: 0.4833, loss: 0.4833, grad_norm: 0.7881 2021-03-26 01:30:47,524 - mmaction - INFO - Epoch [5][540/801] lr: 3.637e-01, eta: 3:17:43, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.8328, top5_acc: 0.9865, loss_cls: 0.5177, loss: 0.5177, grad_norm: 0.8548 2021-03-26 01:31:02,121 - mmaction - INFO - Epoch [5][560/801] lr: 3.634e-01, eta: 3:17:25, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.8375, top5_acc: 0.9895, loss_cls: 0.5016, loss: 0.5016, grad_norm: 0.8434 2021-03-26 01:31:16,611 - mmaction - INFO - Epoch [5][580/801] lr: 3.630e-01, eta: 3:17:06, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.8410, top5_acc: 0.9867, loss_cls: 0.4913, loss: 0.4913, grad_norm: 0.7949 2021-03-26 01:31:31,069 - mmaction - INFO - Epoch [5][600/801] lr: 3.626e-01, eta: 3:16:48, time: 0.725, data_time: 0.003, memory: 9526, top1_acc: 0.8469, top5_acc: 0.9906, loss_cls: 0.4720, loss: 0.4720, grad_norm: 0.7955 2021-03-26 01:31:45,653 - mmaction - INFO - Epoch [5][620/801] lr: 3.622e-01, eta: 3:16:29, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.8486, top5_acc: 0.9914, loss_cls: 0.4736, loss: 0.4736, grad_norm: 0.8200 2021-03-26 01:32:00,132 - mmaction - INFO - Epoch [5][640/801] lr: 3.618e-01, eta: 3:16:11, time: 0.724, data_time: 0.002, memory: 9526, top1_acc: 0.8424, top5_acc: 0.9881, loss_cls: 0.4920, loss: 0.4920, grad_norm: 0.7798 2021-03-26 01:32:14,672 - mmaction - INFO - Epoch [5][660/801] lr: 3.615e-01, eta: 3:15:52, time: 0.727, data_time: 0.002, memory: 9526, top1_acc: 0.8412, top5_acc: 0.9891, loss_cls: 0.5044, loss: 0.5044, grad_norm: 0.8386 2021-03-26 01:32:29,197 - mmaction - INFO - Epoch [5][680/801] lr: 3.611e-01, eta: 3:15:34, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.8523, top5_acc: 0.9918, loss_cls: 0.4589, loss: 0.4589, grad_norm: 0.7861 2021-03-26 01:32:43,695 - mmaction - INFO - Epoch [5][700/801] lr: 3.607e-01, eta: 3:15:16, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.8381, top5_acc: 0.9910, loss_cls: 0.4910, loss: 0.4910, grad_norm: 0.8029 2021-03-26 01:32:58,110 - mmaction - INFO - Epoch [5][720/801] lr: 3.603e-01, eta: 3:14:57, time: 0.720, data_time: 0.000, memory: 9526, top1_acc: 0.8570, top5_acc: 0.9924, loss_cls: 0.4602, loss: 0.4602, grad_norm: 0.7744 2021-03-26 01:33:12,520 - mmaction - INFO - Epoch [5][740/801] lr: 3.599e-01, eta: 3:14:38, time: 0.720, data_time: 0.001, memory: 9526, top1_acc: 0.8412, top5_acc: 0.9896, loss_cls: 0.4950, loss: 0.4950, grad_norm: 0.8542 2021-03-26 01:33:26,984 - mmaction - INFO - Epoch [5][760/801] lr: 3.595e-01, eta: 3:14:20, time: 0.725, data_time: 0.002, memory: 9526, top1_acc: 0.8447, top5_acc: 0.9924, loss_cls: 0.4640, loss: 0.4640, grad_norm: 0.7853 2021-03-26 01:33:41,466 - mmaction - INFO - Epoch [5][780/801] lr: 3.591e-01, eta: 3:14:01, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.8436, top5_acc: 0.9910, loss_cls: 0.4701, loss: 0.4701, grad_norm: 0.8056 2021-03-26 01:33:55,718 - mmaction - INFO - Epoch [5][800/801] lr: 3.587e-01, eta: 3:13:42, time: 0.714, data_time: 0.002, memory: 9526, top1_acc: 0.8381, top5_acc: 0.9904, loss_cls: 0.4855, loss: 0.4855, grad_norm: 0.8126 2021-03-26 01:33:57,116 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-03-26 01:34:35,628 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 01:34:35,695 - mmaction - INFO - top1_acc 0.7882 top5_acc 0.9772 2021-03-26 01:34:35,695 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 01:34:35,710 - mmaction - INFO - mean_acc 0.6816 2021-03-26 01:34:35,710 - mmaction - INFO - Now best checkpoint is epoch_5.pth 2021-03-26 01:34:35,740 - mmaction - INFO - Epoch(val) [5][801] top1_acc: 0.7882, top5_acc: 0.9772, mean_class_accuracy: 0.6816 2021-03-26 01:35:19,616 - mmaction - INFO - Epoch [6][20/801] lr: 3.583e-01, eta: 3:15:11, time: 2.193, data_time: 1.462, memory: 9526, top1_acc: 0.8187, top5_acc: 0.9875, loss_cls: 0.5573, loss: 0.5573, grad_norm: 0.8993 2021-03-26 01:35:34,222 - mmaction - INFO - Epoch [6][40/801] lr: 3.579e-01, eta: 3:14:53, time: 0.731, data_time: 0.003, memory: 9526, top1_acc: 0.8307, top5_acc: 0.9881, loss_cls: 0.5210, loss: 0.5210, grad_norm: 0.8388 2021-03-26 01:35:48,686 - mmaction - INFO - Epoch [6][60/801] lr: 3.575e-01, eta: 3:14:34, time: 0.722, data_time: 0.000, memory: 9526, top1_acc: 0.8451, top5_acc: 0.9924, loss_cls: 0.4689, loss: 0.4689, grad_norm: 0.7803 2021-03-26 01:36:03,323 - mmaction - INFO - Epoch [6][80/801] lr: 3.571e-01, eta: 3:14:16, time: 0.732, data_time: 0.001, memory: 9526, top1_acc: 0.8453, top5_acc: 0.9895, loss_cls: 0.4803, loss: 0.4803, grad_norm: 0.8266 2021-03-26 01:36:17,953 - mmaction - INFO - Epoch [6][100/801] lr: 3.567e-01, eta: 3:13:57, time: 0.733, data_time: 0.002, memory: 9526, top1_acc: 0.8443, top5_acc: 0.9895, loss_cls: 0.4820, loss: 0.4820, grad_norm: 0.8038 2021-03-26 01:36:32,472 - mmaction - INFO - Epoch [6][120/801] lr: 3.563e-01, eta: 3:13:39, time: 0.725, data_time: 0.000, memory: 9526, top1_acc: 0.8373, top5_acc: 0.9889, loss_cls: 0.5017, loss: 0.5017, grad_norm: 0.8482 2021-03-26 01:36:47,000 - mmaction - INFO - Epoch [6][140/801] lr: 3.559e-01, eta: 3:13:20, time: 0.727, data_time: 0.002, memory: 9526, top1_acc: 0.8342, top5_acc: 0.9904, loss_cls: 0.4890, loss: 0.4890, grad_norm: 0.8036 2021-03-26 01:37:01,632 - mmaction - INFO - Epoch [6][160/801] lr: 3.555e-01, eta: 3:13:02, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.8420, top5_acc: 0.9895, loss_cls: 0.4931, loss: 0.4931, grad_norm: 0.8297 2021-03-26 01:37:16,149 - mmaction - INFO - Epoch [6][180/801] lr: 3.550e-01, eta: 3:12:44, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.8408, top5_acc: 0.9902, loss_cls: 0.4843, loss: 0.4843, grad_norm: 0.7750 2021-03-26 01:37:30,692 - mmaction - INFO - Epoch [6][200/801] lr: 3.546e-01, eta: 3:12:25, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.8455, top5_acc: 0.9898, loss_cls: 0.4755, loss: 0.4755, grad_norm: 0.7708 2021-03-26 01:37:45,285 - mmaction - INFO - Epoch [6][220/801] lr: 3.542e-01, eta: 3:12:07, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.8496, top5_acc: 0.9869, loss_cls: 0.4643, loss: 0.4643, grad_norm: 0.7902 2021-03-26 01:37:59,879 - mmaction - INFO - Epoch [6][240/801] lr: 3.538e-01, eta: 3:11:49, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.8527, top5_acc: 0.9904, loss_cls: 0.4633, loss: 0.4633, grad_norm: 0.7511 2021-03-26 01:38:14,399 - mmaction - INFO - Epoch [6][260/801] lr: 3.534e-01, eta: 3:11:31, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.8607, top5_acc: 0.9910, loss_cls: 0.4188, loss: 0.4188, grad_norm: 0.7304 2021-03-26 01:38:28,967 - mmaction - INFO - Epoch [6][280/801] lr: 3.530e-01, eta: 3:11:12, time: 0.727, data_time: 0.000, memory: 9526, top1_acc: 0.8492, top5_acc: 0.9930, loss_cls: 0.4620, loss: 0.4620, grad_norm: 0.8166 2021-03-26 01:38:43,540 - mmaction - INFO - Epoch [6][300/801] lr: 3.525e-01, eta: 3:10:54, time: 0.729, data_time: 0.002, memory: 9526, top1_acc: 0.8463, top5_acc: 0.9904, loss_cls: 0.4644, loss: 0.4644, grad_norm: 0.8235 2021-03-26 01:38:57,988 - mmaction - INFO - Epoch [6][320/801] lr: 3.521e-01, eta: 3:10:36, time: 0.724, data_time: 0.004, memory: 9526, top1_acc: 0.8455, top5_acc: 0.9908, loss_cls: 0.4879, loss: 0.4879, grad_norm: 0.8119 2021-03-26 01:39:12,579 - mmaction - INFO - Epoch [6][340/801] lr: 3.517e-01, eta: 3:10:18, time: 0.729, data_time: 0.002, memory: 9526, top1_acc: 0.8494, top5_acc: 0.9930, loss_cls: 0.4624, loss: 0.4624, grad_norm: 0.8157 2021-03-26 01:39:27,073 - mmaction - INFO - Epoch [6][360/801] lr: 3.513e-01, eta: 3:10:00, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.8447, top5_acc: 0.9896, loss_cls: 0.4682, loss: 0.4682, grad_norm: 0.8010 2021-03-26 01:39:41,737 - mmaction - INFO - Epoch [6][380/801] lr: 3.508e-01, eta: 3:09:42, time: 0.733, data_time: 0.001, memory: 9526, top1_acc: 0.8582, top5_acc: 0.9908, loss_cls: 0.4244, loss: 0.4244, grad_norm: 0.7782 2021-03-26 01:39:56,280 - mmaction - INFO - Epoch [6][400/801] lr: 3.504e-01, eta: 3:09:24, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.8518, top5_acc: 0.9920, loss_cls: 0.4595, loss: 0.4595, grad_norm: 0.8101 2021-03-26 01:40:10,733 - mmaction - INFO - Epoch [6][420/801] lr: 3.500e-01, eta: 3:09:06, time: 0.723, data_time: 0.002, memory: 9526, top1_acc: 0.8514, top5_acc: 0.9914, loss_cls: 0.4639, loss: 0.4639, grad_norm: 0.8424 2021-03-26 01:40:25,315 - mmaction - INFO - Epoch [6][440/801] lr: 3.495e-01, eta: 3:08:48, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.8484, top5_acc: 0.9908, loss_cls: 0.4772, loss: 0.4772, grad_norm: 0.8512 2021-03-26 01:40:39,857 - mmaction - INFO - Epoch [6][460/801] lr: 3.491e-01, eta: 3:08:30, time: 0.727, data_time: 0.002, memory: 9526, top1_acc: 0.8609, top5_acc: 0.9916, loss_cls: 0.4192, loss: 0.4192, grad_norm: 0.7643 2021-03-26 01:40:54,565 - mmaction - INFO - Epoch [6][480/801] lr: 3.487e-01, eta: 3:08:13, time: 0.736, data_time: 0.002, memory: 9526, top1_acc: 0.8496, top5_acc: 0.9889, loss_cls: 0.4711, loss: 0.4711, grad_norm: 0.8344 2021-03-26 01:41:09,292 - mmaction - INFO - Epoch [6][500/801] lr: 3.482e-01, eta: 3:07:55, time: 0.735, data_time: 0.006, memory: 9526, top1_acc: 0.8643, top5_acc: 0.9924, loss_cls: 0.4281, loss: 0.4281, grad_norm: 0.7864 2021-03-26 01:41:23,943 - mmaction - INFO - Epoch [6][520/801] lr: 3.478e-01, eta: 3:07:38, time: 0.733, data_time: 0.002, memory: 9526, top1_acc: 0.8555, top5_acc: 0.9893, loss_cls: 0.4711, loss: 0.4711, grad_norm: 0.8245 2021-03-26 01:41:38,554 - mmaction - INFO - Epoch [6][540/801] lr: 3.473e-01, eta: 3:07:20, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.8570, top5_acc: 0.9904, loss_cls: 0.4558, loss: 0.4558, grad_norm: 0.7886 2021-03-26 01:41:53,181 - mmaction - INFO - Epoch [6][560/801] lr: 3.469e-01, eta: 3:07:03, time: 0.731, data_time: 0.002, memory: 9526, top1_acc: 0.8492, top5_acc: 0.9934, loss_cls: 0.4486, loss: 0.4486, grad_norm: 0.7959 2021-03-26 01:42:07,767 - mmaction - INFO - Epoch [6][580/801] lr: 3.465e-01, eta: 3:06:45, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.8648, top5_acc: 0.9941, loss_cls: 0.4113, loss: 0.4113, grad_norm: 0.7722 2021-03-26 01:42:22,430 - mmaction - INFO - Epoch [6][600/801] lr: 3.460e-01, eta: 3:06:28, time: 0.733, data_time: 0.002, memory: 9526, top1_acc: 0.8533, top5_acc: 0.9896, loss_cls: 0.4496, loss: 0.4496, grad_norm: 0.8162 2021-03-26 01:42:37,065 - mmaction - INFO - Epoch [6][620/801] lr: 3.456e-01, eta: 3:06:10, time: 0.732, data_time: 0.002, memory: 9526, top1_acc: 0.8479, top5_acc: 0.9914, loss_cls: 0.4581, loss: 0.4581, grad_norm: 0.7947 2021-03-26 01:42:51,742 - mmaction - INFO - Epoch [6][640/801] lr: 3.451e-01, eta: 3:05:53, time: 0.735, data_time: 0.002, memory: 9526, top1_acc: 0.8646, top5_acc: 0.9914, loss_cls: 0.4249, loss: 0.4249, grad_norm: 0.7656 2021-03-26 01:43:06,352 - mmaction - INFO - Epoch [6][660/801] lr: 3.447e-01, eta: 3:05:36, time: 0.730, data_time: 0.000, memory: 9526, top1_acc: 0.8533, top5_acc: 0.9910, loss_cls: 0.4447, loss: 0.4447, grad_norm: 0.7988 2021-03-26 01:43:20,945 - mmaction - INFO - Epoch [6][680/801] lr: 3.442e-01, eta: 3:05:18, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.8602, top5_acc: 0.9924, loss_cls: 0.4366, loss: 0.4366, grad_norm: 0.8074 2021-03-26 01:43:35,391 - mmaction - INFO - Epoch [6][700/801] lr: 3.438e-01, eta: 3:05:00, time: 0.723, data_time: 0.002, memory: 9526, top1_acc: 0.8486, top5_acc: 0.9910, loss_cls: 0.4611, loss: 0.4611, grad_norm: 0.8199 2021-03-26 01:43:50,004 - mmaction - INFO - Epoch [6][720/801] lr: 3.433e-01, eta: 3:04:43, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.8592, top5_acc: 0.9902, loss_cls: 0.4453, loss: 0.4453, grad_norm: 0.7878 2021-03-26 01:44:04,486 - mmaction - INFO - Epoch [6][740/801] lr: 3.428e-01, eta: 3:04:25, time: 0.725, data_time: 0.002, memory: 9526, top1_acc: 0.8639, top5_acc: 0.9930, loss_cls: 0.4267, loss: 0.4267, grad_norm: 0.7710 2021-03-26 01:44:19,156 - mmaction - INFO - Epoch [6][760/801] lr: 3.424e-01, eta: 3:04:08, time: 0.732, data_time: 0.001, memory: 9526, top1_acc: 0.8641, top5_acc: 0.9910, loss_cls: 0.4190, loss: 0.4190, grad_norm: 0.7879 2021-03-26 01:44:33,701 - mmaction - INFO - Epoch [6][780/801] lr: 3.419e-01, eta: 3:03:50, time: 0.729, data_time: 0.002, memory: 9526, top1_acc: 0.8549, top5_acc: 0.9930, loss_cls: 0.4492, loss: 0.4492, grad_norm: 0.8548 2021-03-26 01:44:48,130 - mmaction - INFO - Epoch [6][800/801] lr: 3.415e-01, eta: 3:03:33, time: 0.722, data_time: 0.001, memory: 9526, top1_acc: 0.8514, top5_acc: 0.9896, loss_cls: 0.4856, loss: 0.4856, grad_norm: 0.8719 2021-03-26 01:44:49,347 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-03-26 01:45:26,585 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 01:45:26,649 - mmaction - INFO - top1_acc 0.5909 top5_acc 0.8676 2021-03-26 01:45:26,649 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 01:45:26,663 - mmaction - INFO - mean_acc 0.5293 2021-03-26 01:45:26,665 - mmaction - INFO - Epoch(val) [6][801] top1_acc: 0.5909, top5_acc: 0.8676, mean_class_accuracy: 0.5293 2021-03-26 01:46:06,813 - mmaction - INFO - Epoch [7][20/801] lr: 3.410e-01, eta: 3:04:28, time: 2.007, data_time: 1.200, memory: 9526, top1_acc: 0.8506, top5_acc: 0.9883, loss_cls: 0.4958, loss: 0.4958, grad_norm: 0.8314 2021-03-26 01:46:21,437 - mmaction - INFO - Epoch [7][40/801] lr: 3.405e-01, eta: 3:04:11, time: 0.730, data_time: 0.003, memory: 9526, top1_acc: 0.8646, top5_acc: 0.9914, loss_cls: 0.4218, loss: 0.4218, grad_norm: 0.7740 2021-03-26 01:46:35,927 - mmaction - INFO - Epoch [7][60/801] lr: 3.401e-01, eta: 3:03:53, time: 0.725, data_time: 0.002, memory: 9526, top1_acc: 0.8574, top5_acc: 0.9906, loss_cls: 0.4506, loss: 0.4506, grad_norm: 0.8081 2021-03-26 01:46:50,516 - mmaction - INFO - Epoch [7][80/801] lr: 3.396e-01, eta: 3:03:35, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.8611, top5_acc: 0.9943, loss_cls: 0.4302, loss: 0.4302, grad_norm: 0.7783 2021-03-26 01:47:05,102 - mmaction - INFO - Epoch [7][100/801] lr: 3.391e-01, eta: 3:03:18, time: 0.729, data_time: 0.000, memory: 9526, top1_acc: 0.8602, top5_acc: 0.9898, loss_cls: 0.4382, loss: 0.4382, grad_norm: 0.7896 2021-03-26 01:47:19,725 - mmaction - INFO - Epoch [7][120/801] lr: 3.386e-01, eta: 3:03:00, time: 0.731, data_time: 0.005, memory: 9526, top1_acc: 0.8619, top5_acc: 0.9938, loss_cls: 0.4246, loss: 0.4246, grad_norm: 0.7937 2021-03-26 01:47:34,272 - mmaction - INFO - Epoch [7][140/801] lr: 3.382e-01, eta: 3:02:42, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.8609, top5_acc: 0.9918, loss_cls: 0.4339, loss: 0.4339, grad_norm: 0.8260 2021-03-26 01:47:48,843 - mmaction - INFO - Epoch [7][160/801] lr: 3.377e-01, eta: 3:02:25, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.8592, top5_acc: 0.9902, loss_cls: 0.4393, loss: 0.4393, grad_norm: 0.7846 2021-03-26 01:48:03,475 - mmaction - INFO - Epoch [7][180/801] lr: 3.372e-01, eta: 3:02:07, time: 0.731, data_time: 0.002, memory: 9526, top1_acc: 0.8555, top5_acc: 0.9914, loss_cls: 0.4360, loss: 0.4360, grad_norm: 0.8185 2021-03-26 01:48:18,140 - mmaction - INFO - Epoch [7][200/801] lr: 3.367e-01, eta: 3:01:50, time: 0.733, data_time: 0.002, memory: 9526, top1_acc: 0.8533, top5_acc: 0.9924, loss_cls: 0.4539, loss: 0.4539, grad_norm: 0.7916 2021-03-26 01:48:32,532 - mmaction - INFO - Epoch [7][220/801] lr: 3.363e-01, eta: 3:01:32, time: 0.721, data_time: 0.003, memory: 9526, top1_acc: 0.8656, top5_acc: 0.9932, loss_cls: 0.4213, loss: 0.4213, grad_norm: 0.7991 2021-03-26 01:48:47,145 - mmaction - INFO - Epoch [7][240/801] lr: 3.358e-01, eta: 3:01:15, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.8670, top5_acc: 0.9918, loss_cls: 0.4250, loss: 0.4250, grad_norm: 0.7893 2021-03-26 01:49:01,758 - mmaction - INFO - Epoch [7][260/801] lr: 3.353e-01, eta: 3:00:57, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.8672, top5_acc: 0.9906, loss_cls: 0.4279, loss: 0.4279, grad_norm: 0.8067 2021-03-26 01:49:16,324 - mmaction - INFO - Epoch [7][280/801] lr: 3.348e-01, eta: 3:00:40, time: 0.730, data_time: 0.002, memory: 9526, top1_acc: 0.8617, top5_acc: 0.9930, loss_cls: 0.4200, loss: 0.4200, grad_norm: 0.7803 2021-03-26 01:49:30,906 - mmaction - INFO - Epoch [7][300/801] lr: 3.343e-01, eta: 3:00:22, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.8727, top5_acc: 0.9906, loss_cls: 0.4091, loss: 0.4091, grad_norm: 0.7759 2021-03-26 01:49:45,644 - mmaction - INFO - Epoch [7][320/801] lr: 3.339e-01, eta: 3:00:05, time: 0.736, data_time: 0.001, memory: 9526, top1_acc: 0.8648, top5_acc: 0.9922, loss_cls: 0.4232, loss: 0.4232, grad_norm: 0.8122 2021-03-26 01:50:00,304 - mmaction - INFO - Epoch [7][340/801] lr: 3.334e-01, eta: 2:59:48, time: 0.733, data_time: 0.007, memory: 9526, top1_acc: 0.8773, top5_acc: 0.9932, loss_cls: 0.3910, loss: 0.3910, grad_norm: 0.7557 2021-03-26 01:50:14,910 - mmaction - INFO - Epoch [7][360/801] lr: 3.329e-01, eta: 2:59:31, time: 0.730, data_time: 0.002, memory: 9526, top1_acc: 0.8736, top5_acc: 0.9939, loss_cls: 0.4140, loss: 0.4140, grad_norm: 0.7982 2021-03-26 01:50:29,521 - mmaction - INFO - Epoch [7][380/801] lr: 3.324e-01, eta: 2:59:14, time: 0.732, data_time: 0.002, memory: 9526, top1_acc: 0.8615, top5_acc: 0.9930, loss_cls: 0.4155, loss: 0.4155, grad_norm: 0.8408 2021-03-26 01:50:44,194 - mmaction - INFO - Epoch [7][400/801] lr: 3.319e-01, eta: 2:58:56, time: 0.732, data_time: 0.001, memory: 9526, top1_acc: 0.8682, top5_acc: 0.9922, loss_cls: 0.4180, loss: 0.4180, grad_norm: 0.7729 2021-03-26 01:50:58,880 - mmaction - INFO - Epoch [7][420/801] lr: 3.314e-01, eta: 2:58:39, time: 0.735, data_time: 0.003, memory: 9526, top1_acc: 0.8725, top5_acc: 0.9914, loss_cls: 0.4088, loss: 0.4088, grad_norm: 0.8046 2021-03-26 01:51:13,439 - mmaction - INFO - Epoch [7][440/801] lr: 3.309e-01, eta: 2:58:22, time: 0.729, data_time: 0.002, memory: 9526, top1_acc: 0.8672, top5_acc: 0.9924, loss_cls: 0.4209, loss: 0.4209, grad_norm: 0.8540 2021-03-26 01:51:28,113 - mmaction - INFO - Epoch [7][460/801] lr: 3.304e-01, eta: 2:58:05, time: 0.735, data_time: 0.001, memory: 9526, top1_acc: 0.8668, top5_acc: 0.9914, loss_cls: 0.4124, loss: 0.4124, grad_norm: 0.8279 2021-03-26 01:51:42,637 - mmaction - INFO - Epoch [7][480/801] lr: 3.299e-01, eta: 2:57:48, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.8639, top5_acc: 0.9889, loss_cls: 0.4291, loss: 0.4291, grad_norm: 0.8015 2021-03-26 01:51:57,254 - mmaction - INFO - Epoch [7][500/801] lr: 3.294e-01, eta: 2:57:31, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.8688, top5_acc: 0.9904, loss_cls: 0.4164, loss: 0.4164, grad_norm: 0.7950 2021-03-26 01:52:11,791 - mmaction - INFO - Epoch [7][520/801] lr: 3.289e-01, eta: 2:57:13, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.8627, top5_acc: 0.9922, loss_cls: 0.4343, loss: 0.4343, grad_norm: 0.8288 2021-03-26 01:52:26,417 - mmaction - INFO - Epoch [7][540/801] lr: 3.284e-01, eta: 2:56:56, time: 0.731, data_time: 0.000, memory: 9526, top1_acc: 0.8604, top5_acc: 0.9893, loss_cls: 0.4382, loss: 0.4382, grad_norm: 0.8227 2021-03-26 01:52:41,009 - mmaction - INFO - Epoch [7][560/801] lr: 3.279e-01, eta: 2:56:39, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.8709, top5_acc: 0.9926, loss_cls: 0.3987, loss: 0.3987, grad_norm: 0.7723 2021-03-26 01:52:55,652 - mmaction - INFO - Epoch [7][580/801] lr: 3.274e-01, eta: 2:56:22, time: 0.730, data_time: 0.000, memory: 9526, top1_acc: 0.8635, top5_acc: 0.9906, loss_cls: 0.4384, loss: 0.4384, grad_norm: 0.8682 2021-03-26 01:53:10,154 - mmaction - INFO - Epoch [7][600/801] lr: 3.269e-01, eta: 2:56:05, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.8648, top5_acc: 0.9914, loss_cls: 0.4155, loss: 0.4155, grad_norm: 0.8107 2021-03-26 01:53:24,824 - mmaction - INFO - Epoch [7][620/801] lr: 3.264e-01, eta: 2:55:48, time: 0.733, data_time: 0.001, memory: 9526, top1_acc: 0.8664, top5_acc: 0.9938, loss_cls: 0.4137, loss: 0.4137, grad_norm: 0.7872 2021-03-26 01:53:39,326 - mmaction - INFO - Epoch [7][640/801] lr: 3.259e-01, eta: 2:55:31, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.8779, top5_acc: 0.9939, loss_cls: 0.3794, loss: 0.3794, grad_norm: 0.7724 2021-03-26 01:53:53,729 - mmaction - INFO - Epoch [7][660/801] lr: 3.254e-01, eta: 2:55:13, time: 0.720, data_time: 0.001, memory: 9526, top1_acc: 0.8676, top5_acc: 0.9930, loss_cls: 0.4040, loss: 0.4040, grad_norm: 0.8389 2021-03-26 01:54:08,301 - mmaction - INFO - Epoch [7][680/801] lr: 3.249e-01, eta: 2:54:56, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.8672, top5_acc: 0.9914, loss_cls: 0.4330, loss: 0.4330, grad_norm: 0.8022 2021-03-26 01:54:22,919 - mmaction - INFO - Epoch [7][700/801] lr: 3.244e-01, eta: 2:54:39, time: 0.732, data_time: 0.001, memory: 9526, top1_acc: 0.8744, top5_acc: 0.9920, loss_cls: 0.3974, loss: 0.3974, grad_norm: 0.7868 2021-03-26 01:54:37,440 - mmaction - INFO - Epoch [7][720/801] lr: 3.239e-01, eta: 2:54:22, time: 0.725, data_time: 0.000, memory: 9526, top1_acc: 0.8781, top5_acc: 0.9936, loss_cls: 0.3732, loss: 0.3732, grad_norm: 0.7865 2021-03-26 01:54:52,036 - mmaction - INFO - Epoch [7][740/801] lr: 3.234e-01, eta: 2:54:05, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.8627, top5_acc: 0.9936, loss_cls: 0.4242, loss: 0.4242, grad_norm: 0.8501 2021-03-26 01:55:06,558 - mmaction - INFO - Epoch [7][760/801] lr: 3.228e-01, eta: 2:53:48, time: 0.727, data_time: 0.002, memory: 9526, top1_acc: 0.8732, top5_acc: 0.9928, loss_cls: 0.3944, loss: 0.3944, grad_norm: 0.7558 2021-03-26 01:55:21,137 - mmaction - INFO - Epoch [7][780/801] lr: 3.223e-01, eta: 2:53:31, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.8789, top5_acc: 0.9936, loss_cls: 0.3839, loss: 0.3839, grad_norm: 0.7856 2021-03-26 01:55:35,506 - mmaction - INFO - Epoch [7][800/801] lr: 3.218e-01, eta: 2:53:14, time: 0.720, data_time: 0.002, memory: 9526, top1_acc: 0.8721, top5_acc: 0.9934, loss_cls: 0.4010, loss: 0.4010, grad_norm: 0.8080 2021-03-26 01:55:36,831 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-03-26 01:56:15,937 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 01:56:15,997 - mmaction - INFO - top1_acc 0.6571 top5_acc 0.8880 2021-03-26 01:56:15,997 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 01:56:16,010 - mmaction - INFO - mean_acc 0.5590 2021-03-26 01:56:16,012 - mmaction - INFO - Epoch(val) [7][801] top1_acc: 0.6571, top5_acc: 0.8880, mean_class_accuracy: 0.5590 2021-03-26 01:56:54,379 - mmaction - INFO - Epoch [8][20/801] lr: 3.213e-01, eta: 2:53:51, time: 1.918, data_time: 1.159, memory: 9526, top1_acc: 0.8525, top5_acc: 0.9896, loss_cls: 0.4683, loss: 0.4683, grad_norm: 0.8805 2021-03-26 01:57:08,854 - mmaction - INFO - Epoch [8][40/801] lr: 3.207e-01, eta: 2:53:34, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.8793, top5_acc: 0.9930, loss_cls: 0.3785, loss: 0.3785, grad_norm: 0.7619 2021-03-26 01:57:23,286 - mmaction - INFO - Epoch [8][60/801] lr: 3.202e-01, eta: 2:53:17, time: 0.721, data_time: 0.001, memory: 9526, top1_acc: 0.8693, top5_acc: 0.9928, loss_cls: 0.4077, loss: 0.4077, grad_norm: 0.8219 2021-03-26 01:57:37,727 - mmaction - INFO - Epoch [8][80/801] lr: 3.197e-01, eta: 2:52:59, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.8781, top5_acc: 0.9934, loss_cls: 0.3681, loss: 0.3681, grad_norm: 0.7495 2021-03-26 01:57:52,166 - mmaction - INFO - Epoch [8][100/801] lr: 3.192e-01, eta: 2:52:42, time: 0.720, data_time: 0.001, memory: 9526, top1_acc: 0.8736, top5_acc: 0.9926, loss_cls: 0.4018, loss: 0.4018, grad_norm: 0.8339 2021-03-26 01:58:06,520 - mmaction - INFO - Epoch [8][120/801] lr: 3.186e-01, eta: 2:52:24, time: 0.718, data_time: 0.002, memory: 9526, top1_acc: 0.8758, top5_acc: 0.9936, loss_cls: 0.3888, loss: 0.3888, grad_norm: 0.8308 2021-03-26 01:58:20,935 - mmaction - INFO - Epoch [8][140/801] lr: 3.181e-01, eta: 2:52:06, time: 0.722, data_time: 0.002, memory: 9526, top1_acc: 0.8633, top5_acc: 0.9918, loss_cls: 0.4296, loss: 0.4296, grad_norm: 0.8416 2021-03-26 01:58:35,302 - mmaction - INFO - Epoch [8][160/801] lr: 3.176e-01, eta: 2:51:49, time: 0.718, data_time: 0.001, memory: 9526, top1_acc: 0.8820, top5_acc: 0.9938, loss_cls: 0.3706, loss: 0.3706, grad_norm: 0.7717 2021-03-26 01:58:49,763 - mmaction - INFO - Epoch [8][180/801] lr: 3.171e-01, eta: 2:51:32, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.8662, top5_acc: 0.9938, loss_cls: 0.4193, loss: 0.4193, grad_norm: 0.8626 2021-03-26 01:59:04,238 - mmaction - INFO - Epoch [8][200/801] lr: 3.165e-01, eta: 2:51:14, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.8738, top5_acc: 0.9941, loss_cls: 0.3998, loss: 0.3998, grad_norm: 0.8011 2021-03-26 01:59:18,821 - mmaction - INFO - Epoch [8][220/801] lr: 3.160e-01, eta: 2:50:57, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.8641, top5_acc: 0.9922, loss_cls: 0.4220, loss: 0.4220, grad_norm: 0.8651 2021-03-26 01:59:33,381 - mmaction - INFO - Epoch [8][240/801] lr: 3.155e-01, eta: 2:50:40, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.8709, top5_acc: 0.9938, loss_cls: 0.3930, loss: 0.3930, grad_norm: 0.7966 2021-03-26 01:59:47,892 - mmaction - INFO - Epoch [8][260/801] lr: 3.149e-01, eta: 2:50:23, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.8650, top5_acc: 0.9930, loss_cls: 0.4196, loss: 0.4196, grad_norm: 0.8205 2021-03-26 02:00:02,377 - mmaction - INFO - Epoch [8][280/801] lr: 3.144e-01, eta: 2:50:06, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.8662, top5_acc: 0.9924, loss_cls: 0.4066, loss: 0.4066, grad_norm: 0.7869 2021-03-26 02:00:16,926 - mmaction - INFO - Epoch [8][300/801] lr: 3.139e-01, eta: 2:49:49, time: 0.727, data_time: 0.002, memory: 9526, top1_acc: 0.8730, top5_acc: 0.9930, loss_cls: 0.4047, loss: 0.4047, grad_norm: 0.8230 2021-03-26 02:00:31,441 - mmaction - INFO - Epoch [8][320/801] lr: 3.133e-01, eta: 2:49:32, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.8723, top5_acc: 0.9953, loss_cls: 0.3962, loss: 0.3962, grad_norm: 0.8127 2021-03-26 02:00:45,896 - mmaction - INFO - Epoch [8][340/801] lr: 3.128e-01, eta: 2:49:15, time: 0.724, data_time: 0.002, memory: 9526, top1_acc: 0.8750, top5_acc: 0.9938, loss_cls: 0.3910, loss: 0.3910, grad_norm: 0.8072 2021-03-26 02:01:00,333 - mmaction - INFO - Epoch [8][360/801] lr: 3.122e-01, eta: 2:48:58, time: 0.721, data_time: 0.000, memory: 9526, top1_acc: 0.8727, top5_acc: 0.9922, loss_cls: 0.4000, loss: 0.4000, grad_norm: 0.7979 2021-03-26 02:01:14,752 - mmaction - INFO - Epoch [8][380/801] lr: 3.117e-01, eta: 2:48:40, time: 0.720, data_time: 0.001, memory: 9526, top1_acc: 0.8750, top5_acc: 0.9939, loss_cls: 0.4001, loss: 0.4001, grad_norm: 0.8219 2021-03-26 02:01:29,196 - mmaction - INFO - Epoch [8][400/801] lr: 3.112e-01, eta: 2:48:23, time: 0.722, data_time: 0.002, memory: 9526, top1_acc: 0.8754, top5_acc: 0.9936, loss_cls: 0.3994, loss: 0.3994, grad_norm: 0.8401 2021-03-26 02:01:43,668 - mmaction - INFO - Epoch [8][420/801] lr: 3.106e-01, eta: 2:48:06, time: 0.725, data_time: 0.002, memory: 9526, top1_acc: 0.8783, top5_acc: 0.9955, loss_cls: 0.3699, loss: 0.3699, grad_norm: 0.7627 2021-03-26 02:01:58,030 - mmaction - INFO - Epoch [8][440/801] lr: 3.101e-01, eta: 2:47:49, time: 0.718, data_time: 0.001, memory: 9526, top1_acc: 0.8658, top5_acc: 0.9914, loss_cls: 0.4118, loss: 0.4118, grad_norm: 0.8659 2021-03-26 02:02:12,551 - mmaction - INFO - Epoch [8][460/801] lr: 3.095e-01, eta: 2:47:32, time: 0.726, data_time: 0.000, memory: 9526, top1_acc: 0.8734, top5_acc: 0.9934, loss_cls: 0.3987, loss: 0.3987, grad_norm: 0.8193 2021-03-26 02:02:27,076 - mmaction - INFO - Epoch [8][480/801] lr: 3.090e-01, eta: 2:47:15, time: 0.726, data_time: 0.000, memory: 9526, top1_acc: 0.8762, top5_acc: 0.9918, loss_cls: 0.3951, loss: 0.3951, grad_norm: 0.7812 2021-03-26 02:02:41,550 - mmaction - INFO - Epoch [8][500/801] lr: 3.084e-01, eta: 2:46:58, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.8869, top5_acc: 0.9934, loss_cls: 0.3548, loss: 0.3548, grad_norm: 0.8020 2021-03-26 02:02:55,937 - mmaction - INFO - Epoch [8][520/801] lr: 3.079e-01, eta: 2:46:41, time: 0.719, data_time: 0.001, memory: 9526, top1_acc: 0.8717, top5_acc: 0.9945, loss_cls: 0.3924, loss: 0.3924, grad_norm: 0.8169 2021-03-26 02:03:10,434 - mmaction - INFO - Epoch [8][540/801] lr: 3.073e-01, eta: 2:46:24, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.8684, top5_acc: 0.9939, loss_cls: 0.4038, loss: 0.4038, grad_norm: 0.8433 2021-03-26 02:03:24,902 - mmaction - INFO - Epoch [8][560/801] lr: 3.068e-01, eta: 2:46:07, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.8836, top5_acc: 0.9938, loss_cls: 0.3776, loss: 0.3776, grad_norm: 0.8037 2021-03-26 02:03:39,236 - mmaction - INFO - Epoch [8][580/801] lr: 3.062e-01, eta: 2:45:50, time: 0.716, data_time: 0.000, memory: 9526, top1_acc: 0.8846, top5_acc: 0.9943, loss_cls: 0.3707, loss: 0.3707, grad_norm: 0.7918 2021-03-26 02:03:53,726 - mmaction - INFO - Epoch [8][600/801] lr: 3.057e-01, eta: 2:45:33, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.8797, top5_acc: 0.9947, loss_cls: 0.3753, loss: 0.3753, grad_norm: 0.8096 2021-03-26 02:04:08,286 - mmaction - INFO - Epoch [8][620/801] lr: 3.051e-01, eta: 2:45:16, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.8668, top5_acc: 0.9930, loss_cls: 0.4038, loss: 0.4038, grad_norm: 0.8633 2021-03-26 02:04:22,797 - mmaction - INFO - Epoch [8][640/801] lr: 3.045e-01, eta: 2:44:59, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.8609, top5_acc: 0.9938, loss_cls: 0.4397, loss: 0.4397, grad_norm: 0.8799 2021-03-26 02:04:37,345 - mmaction - INFO - Epoch [8][660/801] lr: 3.040e-01, eta: 2:44:42, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.8672, top5_acc: 0.9932, loss_cls: 0.4109, loss: 0.4109, grad_norm: 0.8290 2021-03-26 02:04:51,904 - mmaction - INFO - Epoch [8][680/801] lr: 3.034e-01, eta: 2:44:26, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.8779, top5_acc: 0.9934, loss_cls: 0.3862, loss: 0.3862, grad_norm: 0.7764 2021-03-26 02:05:06,397 - mmaction - INFO - Epoch [8][700/801] lr: 3.029e-01, eta: 2:44:09, time: 0.724, data_time: 0.000, memory: 9526, top1_acc: 0.8791, top5_acc: 0.9932, loss_cls: 0.3798, loss: 0.3798, grad_norm: 0.7928 2021-03-26 02:05:20,922 - mmaction - INFO - Epoch [8][720/801] lr: 3.023e-01, eta: 2:43:52, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.8812, top5_acc: 0.9934, loss_cls: 0.3780, loss: 0.3780, grad_norm: 0.8034 2021-03-26 02:05:35,426 - mmaction - INFO - Epoch [8][740/801] lr: 3.017e-01, eta: 2:43:35, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.8850, top5_acc: 0.9941, loss_cls: 0.3601, loss: 0.3601, grad_norm: 0.7735 2021-03-26 02:05:49,832 - mmaction - INFO - Epoch [8][760/801] lr: 3.012e-01, eta: 2:43:18, time: 0.721, data_time: 0.001, memory: 9526, top1_acc: 0.8783, top5_acc: 0.9945, loss_cls: 0.3829, loss: 0.3829, grad_norm: 0.8053 2021-03-26 02:06:04,429 - mmaction - INFO - Epoch [8][780/801] lr: 3.006e-01, eta: 2:43:02, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.8830, top5_acc: 0.9938, loss_cls: 0.3603, loss: 0.3603, grad_norm: 0.7593 2021-03-26 02:06:18,767 - mmaction - INFO - Epoch [8][800/801] lr: 3.001e-01, eta: 2:42:45, time: 0.717, data_time: 0.001, memory: 9526, top1_acc: 0.8918, top5_acc: 0.9947, loss_cls: 0.3537, loss: 0.3537, grad_norm: 0.7818 2021-03-26 02:06:20,353 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-03-26 02:06:58,566 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 02:06:59,047 - mmaction - INFO - top1_acc 0.7020 top5_acc 0.9318 2021-03-26 02:06:59,047 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 02:06:59,077 - mmaction - INFO - mean_acc 0.6168 2021-03-26 02:06:59,080 - mmaction - INFO - Epoch(val) [8][801] top1_acc: 0.7020, top5_acc: 0.9318, mean_class_accuracy: 0.6168 2021-03-26 02:07:47,696 - mmaction - INFO - Epoch [9][20/801] lr: 2.995e-01, eta: 2:43:34, time: 2.429, data_time: 1.652, memory: 9526, top1_acc: 0.8635, top5_acc: 0.9924, loss_cls: 0.4378, loss: 0.4378, grad_norm: 0.9046 2021-03-26 02:08:02,231 - mmaction - INFO - Epoch [9][40/801] lr: 2.989e-01, eta: 2:43:17, time: 0.728, data_time: 0.005, memory: 9526, top1_acc: 0.8656, top5_acc: 0.9936, loss_cls: 0.4028, loss: 0.4028, grad_norm: 0.8242 2021-03-26 02:08:16,797 - mmaction - INFO - Epoch [9][60/801] lr: 2.983e-01, eta: 2:43:00, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.8811, top5_acc: 0.9922, loss_cls: 0.3819, loss: 0.3819, grad_norm: 0.8079 2021-03-26 02:08:31,244 - mmaction - INFO - Epoch [9][80/801] lr: 2.978e-01, eta: 2:42:43, time: 0.723, data_time: 0.002, memory: 9526, top1_acc: 0.8777, top5_acc: 0.9930, loss_cls: 0.3817, loss: 0.3817, grad_norm: 0.8099 2021-03-26 02:08:45,755 - mmaction - INFO - Epoch [9][100/801] lr: 2.972e-01, eta: 2:42:26, time: 0.725, data_time: 0.000, memory: 9526, top1_acc: 0.8770, top5_acc: 0.9947, loss_cls: 0.3837, loss: 0.3837, grad_norm: 0.8315 2021-03-26 02:09:00,167 - mmaction - INFO - Epoch [9][120/801] lr: 2.966e-01, eta: 2:42:09, time: 0.720, data_time: 0.001, memory: 9526, top1_acc: 0.8883, top5_acc: 0.9941, loss_cls: 0.3558, loss: 0.3558, grad_norm: 0.7773 2021-03-26 02:09:14,644 - mmaction - INFO - Epoch [9][140/801] lr: 2.960e-01, eta: 2:41:52, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.8838, top5_acc: 0.9922, loss_cls: 0.3613, loss: 0.3613, grad_norm: 0.8193 2021-03-26 02:09:29,148 - mmaction - INFO - Epoch [9][160/801] lr: 2.955e-01, eta: 2:41:35, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.8830, top5_acc: 0.9924, loss_cls: 0.3647, loss: 0.3647, grad_norm: 0.7968 2021-03-26 02:09:43,611 - mmaction - INFO - Epoch [9][180/801] lr: 2.949e-01, eta: 2:41:18, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.8916, top5_acc: 0.9922, loss_cls: 0.3620, loss: 0.3620, grad_norm: 0.7824 2021-03-26 02:09:58,158 - mmaction - INFO - Epoch [9][200/801] lr: 2.943e-01, eta: 2:41:01, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.8896, top5_acc: 0.9943, loss_cls: 0.3475, loss: 0.3475, grad_norm: 0.7680 2021-03-26 02:10:12,635 - mmaction - INFO - Epoch [9][220/801] lr: 2.937e-01, eta: 2:40:44, time: 0.725, data_time: 0.002, memory: 9526, top1_acc: 0.8887, top5_acc: 0.9949, loss_cls: 0.3396, loss: 0.3396, grad_norm: 0.7678 2021-03-26 02:10:27,017 - mmaction - INFO - Epoch [9][240/801] lr: 2.932e-01, eta: 2:40:27, time: 0.720, data_time: 0.003, memory: 9526, top1_acc: 0.8865, top5_acc: 0.9939, loss_cls: 0.3655, loss: 0.3655, grad_norm: 0.8268 2021-03-26 02:10:41,555 - mmaction - INFO - Epoch [9][260/801] lr: 2.926e-01, eta: 2:40:10, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.8840, top5_acc: 0.9928, loss_cls: 0.3737, loss: 0.3737, grad_norm: 0.8402 2021-03-26 02:10:55,992 - mmaction - INFO - Epoch [9][280/801] lr: 2.920e-01, eta: 2:39:54, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.8859, top5_acc: 0.9955, loss_cls: 0.3609, loss: 0.3609, grad_norm: 0.8484 2021-03-26 02:11:10,495 - mmaction - INFO - Epoch [9][300/801] lr: 2.914e-01, eta: 2:39:37, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.8781, top5_acc: 0.9941, loss_cls: 0.3838, loss: 0.3838, grad_norm: 0.7956 2021-03-26 02:11:25,018 - mmaction - INFO - Epoch [9][320/801] lr: 2.908e-01, eta: 2:39:20, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.8865, top5_acc: 0.9957, loss_cls: 0.3580, loss: 0.3580, grad_norm: 0.7776 2021-03-26 02:11:39,421 - mmaction - INFO - Epoch [9][340/801] lr: 2.903e-01, eta: 2:39:03, time: 0.721, data_time: 0.002, memory: 9526, top1_acc: 0.8840, top5_acc: 0.9936, loss_cls: 0.3691, loss: 0.3691, grad_norm: 0.8061 2021-03-26 02:11:53,855 - mmaction - INFO - Epoch [9][360/801] lr: 2.897e-01, eta: 2:38:46, time: 0.722, data_time: 0.001, memory: 9526, top1_acc: 0.8850, top5_acc: 0.9947, loss_cls: 0.3572, loss: 0.3572, grad_norm: 0.8575 2021-03-26 02:12:08,501 - mmaction - INFO - Epoch [9][380/801] lr: 2.891e-01, eta: 2:38:30, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.8693, top5_acc: 0.9926, loss_cls: 0.4012, loss: 0.4012, grad_norm: 0.8669 2021-03-26 02:12:22,941 - mmaction - INFO - Epoch [9][400/801] lr: 2.885e-01, eta: 2:38:13, time: 0.722, data_time: 0.002, memory: 9526, top1_acc: 0.8887, top5_acc: 0.9949, loss_cls: 0.3501, loss: 0.3501, grad_norm: 0.7894 2021-03-26 02:12:37,520 - mmaction - INFO - Epoch [9][420/801] lr: 2.879e-01, eta: 2:37:56, time: 0.730, data_time: 0.002, memory: 9526, top1_acc: 0.8871, top5_acc: 0.9953, loss_cls: 0.3495, loss: 0.3495, grad_norm: 0.8004 2021-03-26 02:12:52,134 - mmaction - INFO - Epoch [9][440/801] lr: 2.873e-01, eta: 2:37:40, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.8861, top5_acc: 0.9928, loss_cls: 0.3602, loss: 0.3602, grad_norm: 0.8004 2021-03-26 02:13:06,692 - mmaction - INFO - Epoch [9][460/801] lr: 2.867e-01, eta: 2:37:23, time: 0.729, data_time: 0.002, memory: 9526, top1_acc: 0.8996, top5_acc: 0.9961, loss_cls: 0.3189, loss: 0.3189, grad_norm: 0.7805 2021-03-26 02:13:21,257 - mmaction - INFO - Epoch [9][480/801] lr: 2.861e-01, eta: 2:37:07, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.8861, top5_acc: 0.9945, loss_cls: 0.3682, loss: 0.3682, grad_norm: 0.8408 2021-03-26 02:13:35,830 - mmaction - INFO - Epoch [9][500/801] lr: 2.856e-01, eta: 2:36:50, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.8893, top5_acc: 0.9938, loss_cls: 0.3616, loss: 0.3616, grad_norm: 0.8182 2021-03-26 02:13:50,429 - mmaction - INFO - Epoch [9][520/801] lr: 2.850e-01, eta: 2:36:33, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.8848, top5_acc: 0.9939, loss_cls: 0.3511, loss: 0.3511, grad_norm: 0.8033 2021-03-26 02:14:05,083 - mmaction - INFO - Epoch [9][540/801] lr: 2.844e-01, eta: 2:36:17, time: 0.732, data_time: 0.001, memory: 9526, top1_acc: 0.8867, top5_acc: 0.9943, loss_cls: 0.3634, loss: 0.3634, grad_norm: 0.8019 2021-03-26 02:14:19,607 - mmaction - INFO - Epoch [9][560/801] lr: 2.838e-01, eta: 2:36:00, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.8943, top5_acc: 0.9945, loss_cls: 0.3413, loss: 0.3413, grad_norm: 0.7620 2021-03-26 02:14:34,026 - mmaction - INFO - Epoch [9][580/801] lr: 2.832e-01, eta: 2:35:44, time: 0.722, data_time: 0.002, memory: 9526, top1_acc: 0.8818, top5_acc: 0.9951, loss_cls: 0.3560, loss: 0.3560, grad_norm: 0.8113 2021-03-26 02:14:48,618 - mmaction - INFO - Epoch [9][600/801] lr: 2.826e-01, eta: 2:35:27, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.8943, top5_acc: 0.9947, loss_cls: 0.3377, loss: 0.3377, grad_norm: 0.8042 2021-03-26 02:15:03,216 - mmaction - INFO - Epoch [9][620/801] lr: 2.820e-01, eta: 2:35:11, time: 0.732, data_time: 0.002, memory: 9526, top1_acc: 0.8900, top5_acc: 0.9945, loss_cls: 0.3432, loss: 0.3432, grad_norm: 0.8165 2021-03-26 02:15:17,741 - mmaction - INFO - Epoch [9][640/801] lr: 2.814e-01, eta: 2:34:54, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.8906, top5_acc: 0.9932, loss_cls: 0.3545, loss: 0.3545, grad_norm: 0.8181 2021-03-26 02:15:32,355 - mmaction - INFO - Epoch [9][660/801] lr: 2.808e-01, eta: 2:34:38, time: 0.731, data_time: 0.008, memory: 9526, top1_acc: 0.8857, top5_acc: 0.9945, loss_cls: 0.3729, loss: 0.3729, grad_norm: 0.8643 2021-03-26 02:15:46,951 - mmaction - INFO - Epoch [9][680/801] lr: 2.802e-01, eta: 2:34:21, time: 0.731, data_time: 0.002, memory: 9526, top1_acc: 0.8887, top5_acc: 0.9938, loss_cls: 0.3732, loss: 0.3732, grad_norm: 0.8151 2021-03-26 02:16:01,357 - mmaction - INFO - Epoch [9][700/801] lr: 2.796e-01, eta: 2:34:05, time: 0.721, data_time: 0.001, memory: 9526, top1_acc: 0.8992, top5_acc: 0.9926, loss_cls: 0.3212, loss: 0.3212, grad_norm: 0.7483 2021-03-26 02:16:15,852 - mmaction - INFO - Epoch [9][720/801] lr: 2.790e-01, eta: 2:33:48, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.8926, top5_acc: 0.9932, loss_cls: 0.3445, loss: 0.3445, grad_norm: 0.8252 2021-03-26 02:16:30,310 - mmaction - INFO - Epoch [9][740/801] lr: 2.784e-01, eta: 2:33:32, time: 0.722, data_time: 0.001, memory: 9526, top1_acc: 0.8957, top5_acc: 0.9957, loss_cls: 0.3433, loss: 0.3433, grad_norm: 0.7915 2021-03-26 02:16:44,862 - mmaction - INFO - Epoch [9][760/801] lr: 2.778e-01, eta: 2:33:15, time: 0.729, data_time: 0.002, memory: 9526, top1_acc: 0.8918, top5_acc: 0.9945, loss_cls: 0.3401, loss: 0.3401, grad_norm: 0.8271 2021-03-26 02:16:59,376 - mmaction - INFO - Epoch [9][780/801] lr: 2.772e-01, eta: 2:32:59, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.8977, top5_acc: 0.9943, loss_cls: 0.3270, loss: 0.3270, grad_norm: 0.7943 2021-03-26 02:17:13,734 - mmaction - INFO - Epoch [9][800/801] lr: 2.766e-01, eta: 2:32:42, time: 0.719, data_time: 0.001, memory: 9526, top1_acc: 0.8904, top5_acc: 0.9941, loss_cls: 0.3463, loss: 0.3463, grad_norm: 0.8252 2021-03-26 02:17:15,102 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-03-26 02:17:52,817 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 02:17:52,884 - mmaction - INFO - top1_acc 0.6811 top5_acc 0.9182 2021-03-26 02:17:52,884 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 02:17:52,899 - mmaction - INFO - mean_acc 0.5867 2021-03-26 02:17:52,900 - mmaction - INFO - Epoch(val) [9][801] top1_acc: 0.6811, top5_acc: 0.9182, mean_class_accuracy: 0.5867 2021-03-26 02:18:34,521 - mmaction - INFO - Epoch [10][20/801] lr: 2.760e-01, eta: 2:33:08, time: 2.080, data_time: 1.349, memory: 9526, top1_acc: 0.8809, top5_acc: 0.9924, loss_cls: 0.3983, loss: 0.3983, grad_norm: 0.8929 2021-03-26 02:18:48,953 - mmaction - INFO - Epoch [10][40/801] lr: 2.754e-01, eta: 2:32:52, time: 0.722, data_time: 0.001, memory: 9526, top1_acc: 0.8850, top5_acc: 0.9959, loss_cls: 0.3533, loss: 0.3533, grad_norm: 0.8191 2021-03-26 02:19:03,542 - mmaction - INFO - Epoch [10][60/801] lr: 2.748e-01, eta: 2:32:35, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.8947, top5_acc: 0.9961, loss_cls: 0.3197, loss: 0.3197, grad_norm: 0.7694 2021-03-26 02:19:18,171 - mmaction - INFO - Epoch [10][80/801] lr: 2.741e-01, eta: 2:32:19, time: 0.733, data_time: 0.002, memory: 9526, top1_acc: 0.9041, top5_acc: 0.9961, loss_cls: 0.3126, loss: 0.3126, grad_norm: 0.7509 2021-03-26 02:19:32,712 - mmaction - INFO - Epoch [10][100/801] lr: 2.735e-01, eta: 2:32:02, time: 0.725, data_time: 0.000, memory: 9526, top1_acc: 0.8975, top5_acc: 0.9967, loss_cls: 0.3218, loss: 0.3218, grad_norm: 0.7858 2021-03-26 02:19:47,151 - mmaction - INFO - Epoch [10][120/801] lr: 2.729e-01, eta: 2:31:45, time: 0.723, data_time: 0.002, memory: 9526, top1_acc: 0.9066, top5_acc: 0.9963, loss_cls: 0.3005, loss: 0.3005, grad_norm: 0.7654 2021-03-26 02:20:01,713 - mmaction - INFO - Epoch [10][140/801] lr: 2.723e-01, eta: 2:31:29, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.8975, top5_acc: 0.9957, loss_cls: 0.3244, loss: 0.3244, grad_norm: 0.8074 2021-03-26 02:20:16,303 - mmaction - INFO - Epoch [10][160/801] lr: 2.717e-01, eta: 2:31:12, time: 0.729, data_time: 0.000, memory: 9526, top1_acc: 0.8953, top5_acc: 0.9949, loss_cls: 0.3433, loss: 0.3433, grad_norm: 0.8526 2021-03-26 02:20:30,951 - mmaction - INFO - Epoch [10][180/801] lr: 2.711e-01, eta: 2:30:56, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.8982, top5_acc: 0.9945, loss_cls: 0.3283, loss: 0.3283, grad_norm: 0.7994 2021-03-26 02:20:45,477 - mmaction - INFO - Epoch [10][200/801] lr: 2.705e-01, eta: 2:30:39, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.8941, top5_acc: 0.9945, loss_cls: 0.3330, loss: 0.3330, grad_norm: 0.8224 2021-03-26 02:21:00,062 - mmaction - INFO - Epoch [10][220/801] lr: 2.699e-01, eta: 2:30:23, time: 0.730, data_time: 0.002, memory: 9526, top1_acc: 0.8840, top5_acc: 0.9957, loss_cls: 0.3706, loss: 0.3706, grad_norm: 0.9002 2021-03-26 02:21:14,670 - mmaction - INFO - Epoch [10][240/801] lr: 2.693e-01, eta: 2:30:07, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.8938, top5_acc: 0.9945, loss_cls: 0.3424, loss: 0.3424, grad_norm: 0.8499 2021-03-26 02:21:29,373 - mmaction - INFO - Epoch [10][260/801] lr: 2.686e-01, eta: 2:29:50, time: 0.735, data_time: 0.002, memory: 9526, top1_acc: 0.9076, top5_acc: 0.9939, loss_cls: 0.3179, loss: 0.3179, grad_norm: 0.8009 2021-03-26 02:21:44,057 - mmaction - INFO - Epoch [10][280/801] lr: 2.680e-01, eta: 2:29:34, time: 0.735, data_time: 0.002, memory: 9526, top1_acc: 0.8941, top5_acc: 0.9936, loss_cls: 0.3522, loss: 0.3522, grad_norm: 0.8413 2021-03-26 02:21:58,708 - mmaction - INFO - Epoch [10][300/801] lr: 2.674e-01, eta: 2:29:18, time: 0.732, data_time: 0.001, memory: 9526, top1_acc: 0.8963, top5_acc: 0.9939, loss_cls: 0.3264, loss: 0.3264, grad_norm: 0.8257 2021-03-26 02:22:13,348 - mmaction - INFO - Epoch [10][320/801] lr: 2.668e-01, eta: 2:29:01, time: 0.732, data_time: 0.002, memory: 9526, top1_acc: 0.8986, top5_acc: 0.9947, loss_cls: 0.3327, loss: 0.3327, grad_norm: 0.8283 2021-03-26 02:22:28,071 - mmaction - INFO - Epoch [10][340/801] lr: 2.662e-01, eta: 2:28:45, time: 0.736, data_time: 0.002, memory: 9526, top1_acc: 0.8912, top5_acc: 0.9949, loss_cls: 0.3475, loss: 0.3475, grad_norm: 0.8395 2021-03-26 02:22:42,693 - mmaction - INFO - Epoch [10][360/801] lr: 2.656e-01, eta: 2:28:29, time: 0.732, data_time: 0.002, memory: 9526, top1_acc: 0.8922, top5_acc: 0.9961, loss_cls: 0.3311, loss: 0.3311, grad_norm: 0.8079 2021-03-26 02:22:57,355 - mmaction - INFO - Epoch [10][380/801] lr: 2.650e-01, eta: 2:28:13, time: 0.733, data_time: 0.001, memory: 9526, top1_acc: 0.8994, top5_acc: 0.9963, loss_cls: 0.3192, loss: 0.3192, grad_norm: 0.8303 2021-03-26 02:23:12,035 - mmaction - INFO - Epoch [10][400/801] lr: 2.643e-01, eta: 2:27:56, time: 0.735, data_time: 0.001, memory: 9526, top1_acc: 0.8928, top5_acc: 0.9951, loss_cls: 0.3255, loss: 0.3255, grad_norm: 0.7900 2021-03-26 02:23:26,650 - mmaction - INFO - Epoch [10][420/801] lr: 2.637e-01, eta: 2:27:40, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9025, top5_acc: 0.9959, loss_cls: 0.3067, loss: 0.3067, grad_norm: 0.8056 2021-03-26 02:23:41,307 - mmaction - INFO - Epoch [10][440/801] lr: 2.631e-01, eta: 2:27:24, time: 0.733, data_time: 0.002, memory: 9526, top1_acc: 0.8936, top5_acc: 0.9936, loss_cls: 0.3378, loss: 0.3378, grad_norm: 0.8318 2021-03-26 02:23:55,863 - mmaction - INFO - Epoch [10][460/801] lr: 2.625e-01, eta: 2:27:08, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.9018, top5_acc: 0.9949, loss_cls: 0.3176, loss: 0.3176, grad_norm: 0.7744 2021-03-26 02:24:10,521 - mmaction - INFO - Epoch [10][480/801] lr: 2.619e-01, eta: 2:26:51, time: 0.734, data_time: 0.002, memory: 9526, top1_acc: 0.9039, top5_acc: 0.9957, loss_cls: 0.3129, loss: 0.3129, grad_norm: 0.8202 2021-03-26 02:24:25,255 - mmaction - INFO - Epoch [10][500/801] lr: 2.612e-01, eta: 2:26:35, time: 0.737, data_time: 0.001, memory: 9526, top1_acc: 0.8994, top5_acc: 0.9947, loss_cls: 0.3318, loss: 0.3318, grad_norm: 0.8342 2021-03-26 02:24:39,923 - mmaction - INFO - Epoch [10][520/801] lr: 2.606e-01, eta: 2:26:19, time: 0.732, data_time: 0.001, memory: 9526, top1_acc: 0.8918, top5_acc: 0.9936, loss_cls: 0.3555, loss: 0.3555, grad_norm: 0.8594 2021-03-26 02:24:54,465 - mmaction - INFO - Epoch [10][540/801] lr: 2.600e-01, eta: 2:26:03, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.8980, top5_acc: 0.9955, loss_cls: 0.3226, loss: 0.3226, grad_norm: 0.8204 2021-03-26 02:25:09,045 - mmaction - INFO - Epoch [10][560/801] lr: 2.594e-01, eta: 2:25:46, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.8936, top5_acc: 0.9928, loss_cls: 0.3498, loss: 0.3498, grad_norm: 0.8595 2021-03-26 02:25:23,637 - mmaction - INFO - Epoch [10][580/801] lr: 2.587e-01, eta: 2:25:30, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.8928, top5_acc: 0.9951, loss_cls: 0.3388, loss: 0.3388, grad_norm: 0.8648 2021-03-26 02:25:38,200 - mmaction - INFO - Epoch [10][600/801] lr: 2.581e-01, eta: 2:25:14, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.8934, top5_acc: 0.9953, loss_cls: 0.3464, loss: 0.3464, grad_norm: 0.8466 2021-03-26 02:25:52,787 - mmaction - INFO - Epoch [10][620/801] lr: 2.575e-01, eta: 2:24:58, time: 0.730, data_time: 0.002, memory: 9526, top1_acc: 0.8939, top5_acc: 0.9957, loss_cls: 0.3305, loss: 0.3305, grad_norm: 0.8156 2021-03-26 02:26:07,480 - mmaction - INFO - Epoch [10][640/801] lr: 2.569e-01, eta: 2:24:42, time: 0.735, data_time: 0.001, memory: 9526, top1_acc: 0.8934, top5_acc: 0.9949, loss_cls: 0.3313, loss: 0.3313, grad_norm: 0.8021 2021-03-26 02:26:22,021 - mmaction - INFO - Epoch [10][660/801] lr: 2.562e-01, eta: 2:24:25, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.8990, top5_acc: 0.9967, loss_cls: 0.3118, loss: 0.3118, grad_norm: 0.8034 2021-03-26 02:26:36,427 - mmaction - INFO - Epoch [10][680/801] lr: 2.556e-01, eta: 2:24:09, time: 0.721, data_time: 0.001, memory: 9526, top1_acc: 0.8963, top5_acc: 0.9949, loss_cls: 0.3238, loss: 0.3238, grad_norm: 0.8520 2021-03-26 02:26:50,921 - mmaction - INFO - Epoch [10][700/801] lr: 2.550e-01, eta: 2:23:52, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.9023, top5_acc: 0.9963, loss_cls: 0.3079, loss: 0.3079, grad_norm: 0.8224 2021-03-26 02:27:05,534 - mmaction - INFO - Epoch [10][720/801] lr: 2.543e-01, eta: 2:23:36, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.8957, top5_acc: 0.9943, loss_cls: 0.3311, loss: 0.3311, grad_norm: 0.8571 2021-03-26 02:27:20,027 - mmaction - INFO - Epoch [10][740/801] lr: 2.537e-01, eta: 2:23:20, time: 0.725, data_time: 0.002, memory: 9526, top1_acc: 0.9035, top5_acc: 0.9955, loss_cls: 0.3193, loss: 0.3193, grad_norm: 0.8250 2021-03-26 02:27:34,573 - mmaction - INFO - Epoch [10][760/801] lr: 2.531e-01, eta: 2:23:04, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.8947, top5_acc: 0.9928, loss_cls: 0.3342, loss: 0.3342, grad_norm: 0.8525 2021-03-26 02:27:49,252 - mmaction - INFO - Epoch [10][780/801] lr: 2.525e-01, eta: 2:22:48, time: 0.735, data_time: 0.002, memory: 9526, top1_acc: 0.8953, top5_acc: 0.9951, loss_cls: 0.3332, loss: 0.3332, grad_norm: 0.8718 2021-03-26 02:28:03,587 - mmaction - INFO - Epoch [10][800/801] lr: 2.518e-01, eta: 2:22:31, time: 0.717, data_time: 0.001, memory: 9526, top1_acc: 0.8893, top5_acc: 0.9932, loss_cls: 0.3529, loss: 0.3529, grad_norm: 0.8678 2021-03-26 02:28:04,875 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-03-26 02:28:43,517 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 02:28:43,580 - mmaction - INFO - top1_acc 0.7858 top5_acc 0.9648 2021-03-26 02:28:43,580 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 02:28:43,593 - mmaction - INFO - mean_acc 0.7412 2021-03-26 02:28:43,594 - mmaction - INFO - Epoch(val) [10][801] top1_acc: 0.7858, top5_acc: 0.9648, mean_class_accuracy: 0.7412 2021-03-26 02:29:28,906 - mmaction - INFO - Epoch [11][20/801] lr: 2.512e-01, eta: 2:22:56, time: 2.264, data_time: 1.508, memory: 9526, top1_acc: 0.8918, top5_acc: 0.9959, loss_cls: 0.3529, loss: 0.3529, grad_norm: 0.8721 2021-03-26 02:29:43,472 - mmaction - INFO - Epoch [11][40/801] lr: 2.505e-01, eta: 2:22:39, time: 0.727, data_time: 0.005, memory: 9526, top1_acc: 0.9094, top5_acc: 0.9949, loss_cls: 0.3042, loss: 0.3042, grad_norm: 0.7591 2021-03-26 02:29:57,893 - mmaction - INFO - Epoch [11][60/801] lr: 2.499e-01, eta: 2:22:23, time: 0.722, data_time: 0.002, memory: 9526, top1_acc: 0.9027, top5_acc: 0.9957, loss_cls: 0.3152, loss: 0.3152, grad_norm: 0.8238 2021-03-26 02:30:12,478 - mmaction - INFO - Epoch [11][80/801] lr: 2.493e-01, eta: 2:22:07, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9016, top5_acc: 0.9957, loss_cls: 0.3097, loss: 0.3097, grad_norm: 0.7867 2021-03-26 02:30:26,928 - mmaction - INFO - Epoch [11][100/801] lr: 2.486e-01, eta: 2:21:50, time: 0.722, data_time: 0.001, memory: 9526, top1_acc: 0.9004, top5_acc: 0.9965, loss_cls: 0.3101, loss: 0.3101, grad_norm: 0.7823 2021-03-26 02:30:41,440 - mmaction - INFO - Epoch [11][120/801] lr: 2.480e-01, eta: 2:21:34, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9066, top5_acc: 0.9955, loss_cls: 0.3023, loss: 0.3023, grad_norm: 0.7891 2021-03-26 02:30:56,053 - mmaction - INFO - Epoch [11][140/801] lr: 2.474e-01, eta: 2:21:17, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9037, top5_acc: 0.9947, loss_cls: 0.3081, loss: 0.3081, grad_norm: 0.8213 2021-03-26 02:31:10,564 - mmaction - INFO - Epoch [11][160/801] lr: 2.467e-01, eta: 2:21:01, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.9064, top5_acc: 0.9953, loss_cls: 0.3055, loss: 0.3055, grad_norm: 0.8381 2021-03-26 02:31:25,086 - mmaction - INFO - Epoch [11][180/801] lr: 2.461e-01, eta: 2:20:45, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.8975, top5_acc: 0.9947, loss_cls: 0.3294, loss: 0.3294, grad_norm: 0.8784 2021-03-26 02:31:39,629 - mmaction - INFO - Epoch [11][200/801] lr: 2.455e-01, eta: 2:20:28, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9043, top5_acc: 0.9965, loss_cls: 0.3081, loss: 0.3081, grad_norm: 0.8013 2021-03-26 02:31:54,142 - mmaction - INFO - Epoch [11][220/801] lr: 2.448e-01, eta: 2:20:12, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.8980, top5_acc: 0.9949, loss_cls: 0.3239, loss: 0.3239, grad_norm: 0.8809 2021-03-26 02:32:08,623 - mmaction - INFO - Epoch [11][240/801] lr: 2.442e-01, eta: 2:19:55, time: 0.724, data_time: 0.000, memory: 9526, top1_acc: 0.9021, top5_acc: 0.9932, loss_cls: 0.3203, loss: 0.3203, grad_norm: 0.8556 2021-03-26 02:32:23,206 - mmaction - INFO - Epoch [11][260/801] lr: 2.435e-01, eta: 2:19:39, time: 0.729, data_time: 0.000, memory: 9526, top1_acc: 0.9062, top5_acc: 0.9965, loss_cls: 0.3069, loss: 0.3069, grad_norm: 0.8167 2021-03-26 02:32:37,763 - mmaction - INFO - Epoch [11][280/801] lr: 2.429e-01, eta: 2:19:23, time: 0.727, data_time: 0.000, memory: 9526, top1_acc: 0.9029, top5_acc: 0.9961, loss_cls: 0.3169, loss: 0.3169, grad_norm: 0.8665 2021-03-26 02:32:52,329 - mmaction - INFO - Epoch [11][300/801] lr: 2.423e-01, eta: 2:19:07, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.8982, top5_acc: 0.9943, loss_cls: 0.3129, loss: 0.3129, grad_norm: 0.8497 2021-03-26 02:33:06,808 - mmaction - INFO - Epoch [11][320/801] lr: 2.416e-01, eta: 2:18:50, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.8994, top5_acc: 0.9938, loss_cls: 0.3392, loss: 0.3392, grad_norm: 0.8815 2021-03-26 02:33:21,294 - mmaction - INFO - Epoch [11][340/801] lr: 2.410e-01, eta: 2:18:34, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.8980, top5_acc: 0.9941, loss_cls: 0.3315, loss: 0.3315, grad_norm: 0.8145 2021-03-26 02:33:35,894 - mmaction - INFO - Epoch [11][360/801] lr: 2.403e-01, eta: 2:18:18, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9086, top5_acc: 0.9963, loss_cls: 0.2947, loss: 0.2947, grad_norm: 0.7851 2021-03-26 02:33:50,328 - mmaction - INFO - Epoch [11][380/801] lr: 2.397e-01, eta: 2:18:01, time: 0.722, data_time: 0.001, memory: 9526, top1_acc: 0.9061, top5_acc: 0.9949, loss_cls: 0.3157, loss: 0.3157, grad_norm: 0.8612 2021-03-26 02:34:04,843 - mmaction - INFO - Epoch [11][400/801] lr: 2.391e-01, eta: 2:17:45, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9137, top5_acc: 0.9943, loss_cls: 0.2864, loss: 0.2864, grad_norm: 0.7755 2021-03-26 02:34:19,217 - mmaction - INFO - Epoch [11][420/801] lr: 2.384e-01, eta: 2:17:29, time: 0.720, data_time: 0.002, memory: 9526, top1_acc: 0.9051, top5_acc: 0.9969, loss_cls: 0.2956, loss: 0.2956, grad_norm: 0.8132 2021-03-26 02:34:33,689 - mmaction - INFO - Epoch [11][440/801] lr: 2.378e-01, eta: 2:17:12, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9133, top5_acc: 0.9959, loss_cls: 0.2928, loss: 0.2928, grad_norm: 0.8006 2021-03-26 02:34:48,041 - mmaction - INFO - Epoch [11][460/801] lr: 2.371e-01, eta: 2:16:56, time: 0.717, data_time: 0.001, memory: 9526, top1_acc: 0.9039, top5_acc: 0.9949, loss_cls: 0.3056, loss: 0.3056, grad_norm: 0.8324 2021-03-26 02:35:02,403 - mmaction - INFO - Epoch [11][480/801] lr: 2.365e-01, eta: 2:16:39, time: 0.719, data_time: 0.001, memory: 9526, top1_acc: 0.8988, top5_acc: 0.9953, loss_cls: 0.3189, loss: 0.3189, grad_norm: 0.8811 2021-03-26 02:35:16,869 - mmaction - INFO - Epoch [11][500/801] lr: 2.359e-01, eta: 2:16:23, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.9006, top5_acc: 0.9959, loss_cls: 0.3179, loss: 0.3179, grad_norm: 0.8677 2021-03-26 02:35:31,267 - mmaction - INFO - Epoch [11][520/801] lr: 2.352e-01, eta: 2:16:07, time: 0.720, data_time: 0.001, memory: 9526, top1_acc: 0.9057, top5_acc: 0.9959, loss_cls: 0.2952, loss: 0.2952, grad_norm: 0.8195 2021-03-26 02:35:45,760 - mmaction - INFO - Epoch [11][540/801] lr: 2.346e-01, eta: 2:15:50, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.9104, top5_acc: 0.9975, loss_cls: 0.2906, loss: 0.2906, grad_norm: 0.8615 2021-03-26 02:36:00,250 - mmaction - INFO - Epoch [11][560/801] lr: 2.339e-01, eta: 2:15:34, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.8994, top5_acc: 0.9955, loss_cls: 0.3221, loss: 0.3221, grad_norm: 0.8923 2021-03-26 02:36:14,725 - mmaction - INFO - Epoch [11][580/801] lr: 2.333e-01, eta: 2:15:18, time: 0.722, data_time: 0.001, memory: 9526, top1_acc: 0.8996, top5_acc: 0.9949, loss_cls: 0.3181, loss: 0.3181, grad_norm: 0.8623 2021-03-26 02:36:29,159 - mmaction - INFO - Epoch [11][600/801] lr: 2.326e-01, eta: 2:15:02, time: 0.723, data_time: 0.002, memory: 9526, top1_acc: 0.9062, top5_acc: 0.9965, loss_cls: 0.2937, loss: 0.2937, grad_norm: 0.8366 2021-03-26 02:36:43,640 - mmaction - INFO - Epoch [11][620/801] lr: 2.320e-01, eta: 2:14:45, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9119, top5_acc: 0.9971, loss_cls: 0.2857, loss: 0.2857, grad_norm: 0.8335 2021-03-26 02:36:58,090 - mmaction - INFO - Epoch [11][640/801] lr: 2.313e-01, eta: 2:14:29, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.8986, top5_acc: 0.9961, loss_cls: 0.3152, loss: 0.3152, grad_norm: 0.8536 2021-03-26 02:37:12,566 - mmaction - INFO - Epoch [11][660/801] lr: 2.307e-01, eta: 2:14:13, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.9066, top5_acc: 0.9963, loss_cls: 0.3017, loss: 0.3017, grad_norm: 0.8612 2021-03-26 02:37:26,859 - mmaction - INFO - Epoch [11][680/801] lr: 2.301e-01, eta: 2:13:57, time: 0.716, data_time: 0.002, memory: 9526, top1_acc: 0.9020, top5_acc: 0.9953, loss_cls: 0.3193, loss: 0.3193, grad_norm: 0.8225 2021-03-26 02:37:41,268 - mmaction - INFO - Epoch [11][700/801] lr: 2.294e-01, eta: 2:13:40, time: 0.721, data_time: 0.001, memory: 9526, top1_acc: 0.9174, top5_acc: 0.9961, loss_cls: 0.2661, loss: 0.2661, grad_norm: 0.7787 2021-03-26 02:37:55,744 - mmaction - INFO - Epoch [11][720/801] lr: 2.288e-01, eta: 2:13:24, time: 0.724, data_time: 0.000, memory: 9526, top1_acc: 0.9096, top5_acc: 0.9965, loss_cls: 0.2828, loss: 0.2828, grad_norm: 0.8232 2021-03-26 02:38:10,084 - mmaction - INFO - Epoch [11][740/801] lr: 2.281e-01, eta: 2:13:08, time: 0.716, data_time: 0.000, memory: 9526, top1_acc: 0.9141, top5_acc: 0.9963, loss_cls: 0.2765, loss: 0.2765, grad_norm: 0.7857 2021-03-26 02:38:24,433 - mmaction - INFO - Epoch [11][760/801] lr: 2.275e-01, eta: 2:12:51, time: 0.718, data_time: 0.001, memory: 9526, top1_acc: 0.9162, top5_acc: 0.9957, loss_cls: 0.2831, loss: 0.2831, grad_norm: 0.8004 2021-03-26 02:38:38,872 - mmaction - INFO - Epoch [11][780/801] lr: 2.268e-01, eta: 2:12:35, time: 0.722, data_time: 0.000, memory: 9526, top1_acc: 0.9066, top5_acc: 0.9955, loss_cls: 0.2997, loss: 0.2997, grad_norm: 0.8389 2021-03-26 02:38:53,197 - mmaction - INFO - Epoch [11][800/801] lr: 2.262e-01, eta: 2:12:19, time: 0.716, data_time: 0.000, memory: 9526, top1_acc: 0.9154, top5_acc: 0.9967, loss_cls: 0.2751, loss: 0.2751, grad_norm: 0.7762 2021-03-26 02:38:54,636 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-03-26 02:39:31,975 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 02:39:32,042 - mmaction - INFO - top1_acc 0.8150 top5_acc 0.9819 2021-03-26 02:39:32,043 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 02:39:32,057 - mmaction - INFO - mean_acc 0.7263 2021-03-26 02:39:32,057 - mmaction - INFO - Now best checkpoint is epoch_11.pth 2021-03-26 02:39:32,063 - mmaction - INFO - Epoch(val) [11][801] top1_acc: 0.8150, top5_acc: 0.9819, mean_class_accuracy: 0.7263 2021-03-26 02:40:15,944 - mmaction - INFO - Epoch [12][20/801] lr: 2.255e-01, eta: 2:12:36, time: 2.192, data_time: 1.434, memory: 9526, top1_acc: 0.9008, top5_acc: 0.9949, loss_cls: 0.3247, loss: 0.3247, grad_norm: 0.8824 2021-03-26 02:40:30,370 - mmaction - INFO - Epoch [12][40/801] lr: 2.248e-01, eta: 2:12:19, time: 0.721, data_time: 0.006, memory: 9526, top1_acc: 0.9133, top5_acc: 0.9941, loss_cls: 0.3007, loss: 0.3007, grad_norm: 0.8396 2021-03-26 02:40:44,861 - mmaction - INFO - Epoch [12][60/801] lr: 2.242e-01, eta: 2:12:03, time: 0.725, data_time: 0.002, memory: 9526, top1_acc: 0.9125, top5_acc: 0.9963, loss_cls: 0.2799, loss: 0.2799, grad_norm: 0.8089 2021-03-26 02:40:59,388 - mmaction - INFO - Epoch [12][80/801] lr: 2.235e-01, eta: 2:11:47, time: 0.727, data_time: 0.002, memory: 9526, top1_acc: 0.9146, top5_acc: 0.9959, loss_cls: 0.2857, loss: 0.2857, grad_norm: 0.8123 2021-03-26 02:41:13,902 - mmaction - INFO - Epoch [12][100/801] lr: 2.229e-01, eta: 2:11:31, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9080, top5_acc: 0.9965, loss_cls: 0.3001, loss: 0.3001, grad_norm: 0.9102 2021-03-26 02:41:28,455 - mmaction - INFO - Epoch [12][120/801] lr: 2.222e-01, eta: 2:11:14, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9088, top5_acc: 0.9965, loss_cls: 0.3028, loss: 0.3028, grad_norm: 0.8643 2021-03-26 02:41:42,892 - mmaction - INFO - Epoch [12][140/801] lr: 2.216e-01, eta: 2:10:58, time: 0.721, data_time: 0.001, memory: 9526, top1_acc: 0.9146, top5_acc: 0.9959, loss_cls: 0.2822, loss: 0.2822, grad_norm: 0.7875 2021-03-26 02:41:57,350 - mmaction - INFO - Epoch [12][160/801] lr: 2.209e-01, eta: 2:10:42, time: 0.721, data_time: 0.001, memory: 9526, top1_acc: 0.9113, top5_acc: 0.9963, loss_cls: 0.2810, loss: 0.2810, grad_norm: 0.8189 2021-03-26 02:42:11,929 - mmaction - INFO - Epoch [12][180/801] lr: 2.203e-01, eta: 2:10:26, time: 0.730, data_time: 0.003, memory: 9526, top1_acc: 0.9160, top5_acc: 0.9969, loss_cls: 0.2674, loss: 0.2674, grad_norm: 0.8396 2021-03-26 02:42:26,403 - mmaction - INFO - Epoch [12][200/801] lr: 2.196e-01, eta: 2:10:09, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.9064, top5_acc: 0.9963, loss_cls: 0.3045, loss: 0.3045, grad_norm: 0.8558 2021-03-26 02:42:40,885 - mmaction - INFO - Epoch [12][220/801] lr: 2.190e-01, eta: 2:09:53, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9152, top5_acc: 0.9957, loss_cls: 0.2722, loss: 0.2722, grad_norm: 0.8326 2021-03-26 02:42:55,287 - mmaction - INFO - Epoch [12][240/801] lr: 2.183e-01, eta: 2:09:37, time: 0.720, data_time: 0.001, memory: 9526, top1_acc: 0.9072, top5_acc: 0.9953, loss_cls: 0.3026, loss: 0.3026, grad_norm: 0.8376 2021-03-26 02:43:09,842 - mmaction - INFO - Epoch [12][260/801] lr: 2.177e-01, eta: 2:09:21, time: 0.728, data_time: 0.000, memory: 9526, top1_acc: 0.9139, top5_acc: 0.9969, loss_cls: 0.2770, loss: 0.2770, grad_norm: 0.8095 2021-03-26 02:43:24,310 - mmaction - INFO - Epoch [12][280/801] lr: 2.170e-01, eta: 2:09:05, time: 0.722, data_time: 0.001, memory: 9526, top1_acc: 0.9104, top5_acc: 0.9969, loss_cls: 0.2882, loss: 0.2882, grad_norm: 0.8602 2021-03-26 02:43:38,823 - mmaction - INFO - Epoch [12][300/801] lr: 2.164e-01, eta: 2:08:49, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.9115, top5_acc: 0.9943, loss_cls: 0.2958, loss: 0.2958, grad_norm: 0.9073 2021-03-26 02:43:53,359 - mmaction - INFO - Epoch [12][320/801] lr: 2.157e-01, eta: 2:08:32, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9090, top5_acc: 0.9963, loss_cls: 0.2962, loss: 0.2962, grad_norm: 0.8287 2021-03-26 02:44:07,857 - mmaction - INFO - Epoch [12][340/801] lr: 2.151e-01, eta: 2:08:16, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.9223, top5_acc: 0.9967, loss_cls: 0.2543, loss: 0.2543, grad_norm: 0.7930 2021-03-26 02:44:22,337 - mmaction - INFO - Epoch [12][360/801] lr: 2.144e-01, eta: 2:08:00, time: 0.722, data_time: 0.001, memory: 9526, top1_acc: 0.9123, top5_acc: 0.9959, loss_cls: 0.2858, loss: 0.2858, grad_norm: 0.8551 2021-03-26 02:44:36,824 - mmaction - INFO - Epoch [12][380/801] lr: 2.138e-01, eta: 2:07:44, time: 0.725, data_time: 0.002, memory: 9526, top1_acc: 0.9121, top5_acc: 0.9967, loss_cls: 0.2814, loss: 0.2814, grad_norm: 0.8688 2021-03-26 02:44:51,293 - mmaction - INFO - Epoch [12][400/801] lr: 2.131e-01, eta: 2:07:28, time: 0.725, data_time: 0.002, memory: 9526, top1_acc: 0.9154, top5_acc: 0.9959, loss_cls: 0.2717, loss: 0.2717, grad_norm: 0.8023 2021-03-26 02:45:05,842 - mmaction - INFO - Epoch [12][420/801] lr: 2.125e-01, eta: 2:07:12, time: 0.727, data_time: 0.000, memory: 9526, top1_acc: 0.9104, top5_acc: 0.9961, loss_cls: 0.2835, loss: 0.2835, grad_norm: 0.8238 2021-03-26 02:45:20,378 - mmaction - INFO - Epoch [12][440/801] lr: 2.118e-01, eta: 2:06:56, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9178, top5_acc: 0.9967, loss_cls: 0.2573, loss: 0.2573, grad_norm: 0.7657 2021-03-26 02:45:35,096 - mmaction - INFO - Epoch [12][460/801] lr: 2.112e-01, eta: 2:06:40, time: 0.735, data_time: 0.010, memory: 9526, top1_acc: 0.9225, top5_acc: 0.9963, loss_cls: 0.2513, loss: 0.2513, grad_norm: 0.7996 2021-03-26 02:45:49,548 - mmaction - INFO - Epoch [12][480/801] lr: 2.105e-01, eta: 2:06:24, time: 0.723, data_time: 0.002, memory: 9526, top1_acc: 0.9199, top5_acc: 0.9965, loss_cls: 0.2633, loss: 0.2633, grad_norm: 0.7783 2021-03-26 02:46:03,903 - mmaction - INFO - Epoch [12][500/801] lr: 2.099e-01, eta: 2:06:07, time: 0.719, data_time: 0.002, memory: 9526, top1_acc: 0.9230, top5_acc: 0.9965, loss_cls: 0.2502, loss: 0.2502, grad_norm: 0.8088 2021-03-26 02:46:18,584 - mmaction - INFO - Epoch [12][520/801] lr: 2.092e-01, eta: 2:05:51, time: 0.734, data_time: 0.001, memory: 9526, top1_acc: 0.9254, top5_acc: 0.9973, loss_cls: 0.2448, loss: 0.2448, grad_norm: 0.7950 2021-03-26 02:46:33,290 - mmaction - INFO - Epoch [12][540/801] lr: 2.086e-01, eta: 2:05:36, time: 0.735, data_time: 0.001, memory: 9526, top1_acc: 0.9152, top5_acc: 0.9955, loss_cls: 0.2827, loss: 0.2827, grad_norm: 0.8239 2021-03-26 02:46:47,827 - mmaction - INFO - Epoch [12][560/801] lr: 2.079e-01, eta: 2:05:20, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9152, top5_acc: 0.9969, loss_cls: 0.2753, loss: 0.2753, grad_norm: 0.8156 2021-03-26 02:47:02,442 - mmaction - INFO - Epoch [12][580/801] lr: 2.073e-01, eta: 2:05:04, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9109, top5_acc: 0.9947, loss_cls: 0.2936, loss: 0.2936, grad_norm: 0.8808 2021-03-26 02:47:17,065 - mmaction - INFO - Epoch [12][600/801] lr: 2.066e-01, eta: 2:04:48, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9160, top5_acc: 0.9975, loss_cls: 0.2775, loss: 0.2775, grad_norm: 0.8321 2021-03-26 02:47:31,517 - mmaction - INFO - Epoch [12][620/801] lr: 2.059e-01, eta: 2:04:32, time: 0.723, data_time: 0.002, memory: 9526, top1_acc: 0.9256, top5_acc: 0.9980, loss_cls: 0.2454, loss: 0.2454, grad_norm: 0.8110 2021-03-26 02:47:46,124 - mmaction - INFO - Epoch [12][640/801] lr: 2.053e-01, eta: 2:04:16, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9191, top5_acc: 0.9967, loss_cls: 0.2676, loss: 0.2676, grad_norm: 0.8944 2021-03-26 02:48:00,673 - mmaction - INFO - Epoch [12][660/801] lr: 2.046e-01, eta: 2:04:00, time: 0.726, data_time: 0.000, memory: 9526, top1_acc: 0.9180, top5_acc: 0.9971, loss_cls: 0.2686, loss: 0.2686, grad_norm: 0.8235 2021-03-26 02:48:15,250 - mmaction - INFO - Epoch [12][680/801] lr: 2.040e-01, eta: 2:03:44, time: 0.729, data_time: 0.002, memory: 9526, top1_acc: 0.9256, top5_acc: 0.9973, loss_cls: 0.2427, loss: 0.2427, grad_norm: 0.7913 2021-03-26 02:48:29,792 - mmaction - INFO - Epoch [12][700/801] lr: 2.033e-01, eta: 2:03:28, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9279, top5_acc: 0.9965, loss_cls: 0.2415, loss: 0.2415, grad_norm: 0.7976 2021-03-26 02:48:44,338 - mmaction - INFO - Epoch [12][720/801] lr: 2.027e-01, eta: 2:03:12, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9230, top5_acc: 0.9967, loss_cls: 0.2587, loss: 0.2587, grad_norm: 0.8165 2021-03-26 02:48:58,951 - mmaction - INFO - Epoch [12][740/801] lr: 2.020e-01, eta: 2:02:56, time: 0.732, data_time: 0.002, memory: 9526, top1_acc: 0.9230, top5_acc: 0.9971, loss_cls: 0.2611, loss: 0.2611, grad_norm: 0.8402 2021-03-26 02:49:13,463 - mmaction - INFO - Epoch [12][760/801] lr: 2.014e-01, eta: 2:02:40, time: 0.725, data_time: 0.000, memory: 9526, top1_acc: 0.9225, top5_acc: 0.9967, loss_cls: 0.2540, loss: 0.2540, grad_norm: 0.8196 2021-03-26 02:49:28,146 - mmaction - INFO - Epoch [12][780/801] lr: 2.007e-01, eta: 2:02:24, time: 0.734, data_time: 0.001, memory: 9526, top1_acc: 0.9156, top5_acc: 0.9969, loss_cls: 0.2678, loss: 0.2678, grad_norm: 0.8959 2021-03-26 02:49:42,522 - mmaction - INFO - Epoch [12][800/801] lr: 2.001e-01, eta: 2:02:08, time: 0.719, data_time: 0.001, memory: 9526, top1_acc: 0.9176, top5_acc: 0.9951, loss_cls: 0.2741, loss: 0.2741, grad_norm: 0.8311 2021-03-26 02:49:44,013 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-03-26 02:50:23,299 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 02:50:23,366 - mmaction - INFO - top1_acc 0.8388 top5_acc 0.9756 2021-03-26 02:50:23,366 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 02:50:23,380 - mmaction - INFO - mean_acc 0.7883 2021-03-26 02:50:23,380 - mmaction - INFO - Now best checkpoint is epoch_12.pth 2021-03-26 02:50:23,383 - mmaction - INFO - Epoch(val) [12][801] top1_acc: 0.8388, top5_acc: 0.9756, mean_class_accuracy: 0.7883 2021-03-26 02:51:08,390 - mmaction - INFO - Epoch [13][20/801] lr: 1.994e-01, eta: 2:02:21, time: 2.250, data_time: 1.439, memory: 9526, top1_acc: 0.9152, top5_acc: 0.9957, loss_cls: 0.2816, loss: 0.2816, grad_norm: 0.8608 2021-03-26 02:51:22,917 - mmaction - INFO - Epoch [13][40/801] lr: 1.987e-01, eta: 2:02:05, time: 0.725, data_time: 0.000, memory: 9526, top1_acc: 0.9162, top5_acc: 0.9943, loss_cls: 0.2787, loss: 0.2787, grad_norm: 0.8449 2021-03-26 02:51:37,436 - mmaction - INFO - Epoch [13][60/801] lr: 1.981e-01, eta: 2:01:49, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.9197, top5_acc: 0.9969, loss_cls: 0.2529, loss: 0.2529, grad_norm: 0.8255 2021-03-26 02:51:51,899 - mmaction - INFO - Epoch [13][80/801] lr: 1.974e-01, eta: 2:01:33, time: 0.724, data_time: 0.002, memory: 9526, top1_acc: 0.9230, top5_acc: 0.9967, loss_cls: 0.2517, loss: 0.2517, grad_norm: 0.8210 2021-03-26 02:52:06,454 - mmaction - INFO - Epoch [13][100/801] lr: 1.968e-01, eta: 2:01:16, time: 0.727, data_time: 0.002, memory: 9526, top1_acc: 0.9219, top5_acc: 0.9975, loss_cls: 0.2482, loss: 0.2482, grad_norm: 0.8597 2021-03-26 02:52:21,062 - mmaction - INFO - Epoch [13][120/801] lr: 1.961e-01, eta: 2:01:01, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9158, top5_acc: 0.9963, loss_cls: 0.2761, loss: 0.2761, grad_norm: 0.9172 2021-03-26 02:52:35,515 - mmaction - INFO - Epoch [13][140/801] lr: 1.955e-01, eta: 2:00:44, time: 0.722, data_time: 0.001, memory: 9526, top1_acc: 0.9197, top5_acc: 0.9963, loss_cls: 0.2617, loss: 0.2617, grad_norm: 0.8499 2021-03-26 02:52:50,209 - mmaction - INFO - Epoch [13][160/801] lr: 1.948e-01, eta: 2:00:28, time: 0.735, data_time: 0.001, memory: 9526, top1_acc: 0.9055, top5_acc: 0.9961, loss_cls: 0.3048, loss: 0.3048, grad_norm: 0.9368 2021-03-26 02:53:04,788 - mmaction - INFO - Epoch [13][180/801] lr: 1.942e-01, eta: 2:00:13, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9201, top5_acc: 0.9963, loss_cls: 0.2651, loss: 0.2651, grad_norm: 0.8138 2021-03-26 02:53:19,336 - mmaction - INFO - Epoch [13][200/801] lr: 1.935e-01, eta: 1:59:56, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9270, top5_acc: 0.9973, loss_cls: 0.2417, loss: 0.2417, grad_norm: 0.8011 2021-03-26 02:53:33,879 - mmaction - INFO - Epoch [13][220/801] lr: 1.928e-01, eta: 1:59:40, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.9160, top5_acc: 0.9971, loss_cls: 0.2637, loss: 0.2637, grad_norm: 0.8830 2021-03-26 02:53:48,481 - mmaction - INFO - Epoch [13][240/801] lr: 1.922e-01, eta: 1:59:25, time: 0.730, data_time: 0.003, memory: 9526, top1_acc: 0.9150, top5_acc: 0.9973, loss_cls: 0.2697, loss: 0.2697, grad_norm: 0.8503 2021-03-26 02:54:03,037 - mmaction - INFO - Epoch [13][260/801] lr: 1.915e-01, eta: 1:59:09, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9227, top5_acc: 0.9955, loss_cls: 0.2565, loss: 0.2565, grad_norm: 0.8311 2021-03-26 02:54:17,655 - mmaction - INFO - Epoch [13][280/801] lr: 1.909e-01, eta: 1:58:53, time: 0.732, data_time: 0.001, memory: 9526, top1_acc: 0.9285, top5_acc: 0.9963, loss_cls: 0.2478, loss: 0.2478, grad_norm: 0.8071 2021-03-26 02:54:32,193 - mmaction - INFO - Epoch [13][300/801] lr: 1.902e-01, eta: 1:58:37, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9238, top5_acc: 0.9980, loss_cls: 0.2419, loss: 0.2419, grad_norm: 0.8401 2021-03-26 02:54:46,729 - mmaction - INFO - Epoch [13][320/801] lr: 1.896e-01, eta: 1:58:21, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9219, top5_acc: 0.9975, loss_cls: 0.2410, loss: 0.2410, grad_norm: 0.8436 2021-03-26 02:55:01,189 - mmaction - INFO - Epoch [13][340/801] lr: 1.889e-01, eta: 1:58:05, time: 0.724, data_time: 0.004, memory: 9526, top1_acc: 0.9313, top5_acc: 0.9967, loss_cls: 0.2410, loss: 0.2410, grad_norm: 0.8081 2021-03-26 02:55:15,724 - mmaction - INFO - Epoch [13][360/801] lr: 1.883e-01, eta: 1:57:49, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9322, top5_acc: 0.9982, loss_cls: 0.2284, loss: 0.2284, grad_norm: 0.8093 2021-03-26 02:55:30,322 - mmaction - INFO - Epoch [13][380/801] lr: 1.876e-01, eta: 1:57:33, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9248, top5_acc: 0.9984, loss_cls: 0.2373, loss: 0.2373, grad_norm: 0.8552 2021-03-26 02:55:44,651 - mmaction - INFO - Epoch [13][400/801] lr: 1.870e-01, eta: 1:57:17, time: 0.718, data_time: 0.002, memory: 9526, top1_acc: 0.9256, top5_acc: 0.9982, loss_cls: 0.2481, loss: 0.2481, grad_norm: 0.8494 2021-03-26 02:55:59,148 - mmaction - INFO - Epoch [13][420/801] lr: 1.863e-01, eta: 1:57:01, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9266, top5_acc: 0.9975, loss_cls: 0.2426, loss: 0.2426, grad_norm: 0.7958 2021-03-26 02:56:13,677 - mmaction - INFO - Epoch [13][440/801] lr: 1.857e-01, eta: 1:56:45, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9277, top5_acc: 0.9975, loss_cls: 0.2342, loss: 0.2342, grad_norm: 0.8614 2021-03-26 02:56:28,211 - mmaction - INFO - Epoch [13][460/801] lr: 1.850e-01, eta: 1:56:29, time: 0.727, data_time: 0.002, memory: 9526, top1_acc: 0.9201, top5_acc: 0.9969, loss_cls: 0.2631, loss: 0.2631, grad_norm: 0.8593 2021-03-26 02:56:42,663 - mmaction - INFO - Epoch [13][480/801] lr: 1.844e-01, eta: 1:56:13, time: 0.723, data_time: 0.002, memory: 9526, top1_acc: 0.9262, top5_acc: 0.9971, loss_cls: 0.2465, loss: 0.2465, grad_norm: 0.8088 2021-03-26 02:56:57,150 - mmaction - INFO - Epoch [13][500/801] lr: 1.837e-01, eta: 1:55:57, time: 0.724, data_time: 0.002, memory: 9526, top1_acc: 0.9299, top5_acc: 0.9963, loss_cls: 0.2356, loss: 0.2356, grad_norm: 0.8646 2021-03-26 02:57:11,578 - mmaction - INFO - Epoch [13][520/801] lr: 1.831e-01, eta: 1:55:41, time: 0.722, data_time: 0.001, memory: 9526, top1_acc: 0.9207, top5_acc: 0.9971, loss_cls: 0.2606, loss: 0.2606, grad_norm: 0.8962 2021-03-26 02:57:26,044 - mmaction - INFO - Epoch [13][540/801] lr: 1.824e-01, eta: 1:55:25, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.9137, top5_acc: 0.9971, loss_cls: 0.2730, loss: 0.2730, grad_norm: 0.9080 2021-03-26 02:57:40,546 - mmaction - INFO - Epoch [13][560/801] lr: 1.818e-01, eta: 1:55:09, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.9221, top5_acc: 0.9977, loss_cls: 0.2503, loss: 0.2503, grad_norm: 0.8709 2021-03-26 02:57:54,981 - mmaction - INFO - Epoch [13][580/801] lr: 1.811e-01, eta: 1:54:53, time: 0.722, data_time: 0.001, memory: 9526, top1_acc: 0.9275, top5_acc: 0.9959, loss_cls: 0.2462, loss: 0.2462, grad_norm: 0.8378 2021-03-26 02:58:09,423 - mmaction - INFO - Epoch [13][600/801] lr: 1.805e-01, eta: 1:54:37, time: 0.722, data_time: 0.001, memory: 9526, top1_acc: 0.9316, top5_acc: 0.9973, loss_cls: 0.2223, loss: 0.2223, grad_norm: 0.7977 2021-03-26 02:58:23,853 - mmaction - INFO - Epoch [13][620/801] lr: 1.798e-01, eta: 1:54:21, time: 0.722, data_time: 0.001, memory: 9526, top1_acc: 0.9293, top5_acc: 0.9982, loss_cls: 0.2259, loss: 0.2259, grad_norm: 0.8223 2021-03-26 02:58:38,420 - mmaction - INFO - Epoch [13][640/801] lr: 1.792e-01, eta: 1:54:05, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9250, top5_acc: 0.9963, loss_cls: 0.2482, loss: 0.2482, grad_norm: 0.8636 2021-03-26 02:58:52,874 - mmaction - INFO - Epoch [13][660/801] lr: 1.785e-01, eta: 1:53:49, time: 0.723, data_time: 0.002, memory: 9526, top1_acc: 0.9262, top5_acc: 0.9979, loss_cls: 0.2388, loss: 0.2388, grad_norm: 0.8755 2021-03-26 02:59:07,409 - mmaction - INFO - Epoch [13][680/801] lr: 1.779e-01, eta: 1:53:33, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9297, top5_acc: 0.9973, loss_cls: 0.2385, loss: 0.2385, grad_norm: 0.8566 2021-03-26 02:59:21,920 - mmaction - INFO - Epoch [13][700/801] lr: 1.772e-01, eta: 1:53:17, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9260, top5_acc: 0.9955, loss_cls: 0.2465, loss: 0.2465, grad_norm: 0.8321 2021-03-26 02:59:36,371 - mmaction - INFO - Epoch [13][720/801] lr: 1.766e-01, eta: 1:53:01, time: 0.722, data_time: 0.001, memory: 9526, top1_acc: 0.9336, top5_acc: 0.9977, loss_cls: 0.2233, loss: 0.2233, grad_norm: 0.8373 2021-03-26 02:59:50,894 - mmaction - INFO - Epoch [13][740/801] lr: 1.759e-01, eta: 1:52:45, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9264, top5_acc: 0.9975, loss_cls: 0.2396, loss: 0.2396, grad_norm: 0.8535 2021-03-26 03:00:05,437 - mmaction - INFO - Epoch [13][760/801] lr: 1.753e-01, eta: 1:52:29, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9227, top5_acc: 0.9973, loss_cls: 0.2518, loss: 0.2518, grad_norm: 0.8286 2021-03-26 03:00:19,866 - mmaction - INFO - Epoch [13][780/801] lr: 1.746e-01, eta: 1:52:13, time: 0.722, data_time: 0.002, memory: 9526, top1_acc: 0.9297, top5_acc: 0.9975, loss_cls: 0.2301, loss: 0.2301, grad_norm: 0.8637 2021-03-26 03:00:34,250 - mmaction - INFO - Epoch [13][800/801] lr: 1.740e-01, eta: 1:51:57, time: 0.719, data_time: 0.001, memory: 9526, top1_acc: 0.9314, top5_acc: 0.9975, loss_cls: 0.2392, loss: 0.2392, grad_norm: 0.8754 2021-03-26 03:00:35,569 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-03-26 03:01:12,551 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 03:01:12,847 - mmaction - INFO - top1_acc 0.8332 top5_acc 0.9797 2021-03-26 03:01:12,847 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 03:01:12,885 - mmaction - INFO - mean_acc 0.7708 2021-03-26 03:01:12,887 - mmaction - INFO - Epoch(val) [13][801] top1_acc: 0.8332, top5_acc: 0.9797, mean_class_accuracy: 0.7708 2021-03-26 03:01:55,278 - mmaction - INFO - Epoch [14][20/801] lr: 1.733e-01, eta: 1:52:04, time: 2.118, data_time: 1.338, memory: 9526, top1_acc: 0.9266, top5_acc: 0.9980, loss_cls: 0.2390, loss: 0.2390, grad_norm: 0.8494 2021-03-26 03:02:09,881 - mmaction - INFO - Epoch [14][40/801] lr: 1.726e-01, eta: 1:51:48, time: 0.730, data_time: 0.003, memory: 9526, top1_acc: 0.9307, top5_acc: 0.9990, loss_cls: 0.2244, loss: 0.2244, grad_norm: 0.8637 2021-03-26 03:02:24,360 - mmaction - INFO - Epoch [14][60/801] lr: 1.720e-01, eta: 1:51:32, time: 0.725, data_time: 0.003, memory: 9526, top1_acc: 0.9322, top5_acc: 0.9979, loss_cls: 0.2208, loss: 0.2208, grad_norm: 0.7898 2021-03-26 03:02:38,871 - mmaction - INFO - Epoch [14][80/801] lr: 1.713e-01, eta: 1:51:16, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9232, top5_acc: 0.9975, loss_cls: 0.2432, loss: 0.2432, grad_norm: 0.8540 2021-03-26 03:02:53,430 - mmaction - INFO - Epoch [14][100/801] lr: 1.707e-01, eta: 1:51:00, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9346, top5_acc: 0.9969, loss_cls: 0.2219, loss: 0.2219, grad_norm: 0.8097 2021-03-26 03:03:08,049 - mmaction - INFO - Epoch [14][120/801] lr: 1.700e-01, eta: 1:50:44, time: 0.730, data_time: 0.003, memory: 9526, top1_acc: 0.9271, top5_acc: 0.9971, loss_cls: 0.2408, loss: 0.2408, grad_norm: 0.8953 2021-03-26 03:03:22,538 - mmaction - INFO - Epoch [14][140/801] lr: 1.694e-01, eta: 1:50:28, time: 0.725, data_time: 0.002, memory: 9526, top1_acc: 0.9268, top5_acc: 0.9965, loss_cls: 0.2389, loss: 0.2389, grad_norm: 0.8706 2021-03-26 03:03:37,116 - mmaction - INFO - Epoch [14][160/801] lr: 1.688e-01, eta: 1:50:12, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.9195, top5_acc: 0.9963, loss_cls: 0.2516, loss: 0.2516, grad_norm: 0.9206 2021-03-26 03:03:51,614 - mmaction - INFO - Epoch [14][180/801] lr: 1.681e-01, eta: 1:49:56, time: 0.725, data_time: 0.002, memory: 9526, top1_acc: 0.9320, top5_acc: 0.9963, loss_cls: 0.2356, loss: 0.2356, grad_norm: 0.8512 2021-03-26 03:04:06,177 - mmaction - INFO - Epoch [14][200/801] lr: 1.675e-01, eta: 1:49:40, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.9258, top5_acc: 0.9982, loss_cls: 0.2403, loss: 0.2403, grad_norm: 0.9072 2021-03-26 03:04:20,657 - mmaction - INFO - Epoch [14][220/801] lr: 1.668e-01, eta: 1:49:25, time: 0.725, data_time: 0.002, memory: 9526, top1_acc: 0.9354, top5_acc: 0.9984, loss_cls: 0.2199, loss: 0.2199, grad_norm: 0.8346 2021-03-26 03:04:35,205 - mmaction - INFO - Epoch [14][240/801] lr: 1.662e-01, eta: 1:49:09, time: 0.726, data_time: 0.000, memory: 9526, top1_acc: 0.9289, top5_acc: 0.9977, loss_cls: 0.2406, loss: 0.2406, grad_norm: 0.8573 2021-03-26 03:04:49,716 - mmaction - INFO - Epoch [14][260/801] lr: 1.655e-01, eta: 1:48:53, time: 0.725, data_time: 0.002, memory: 9526, top1_acc: 0.9264, top5_acc: 0.9967, loss_cls: 0.2435, loss: 0.2435, grad_norm: 0.8772 2021-03-26 03:05:04,343 - mmaction - INFO - Epoch [14][280/801] lr: 1.649e-01, eta: 1:48:37, time: 0.731, data_time: 0.002, memory: 9526, top1_acc: 0.9318, top5_acc: 0.9986, loss_cls: 0.2222, loss: 0.2222, grad_norm: 0.8313 2021-03-26 03:05:19,010 - mmaction - INFO - Epoch [14][300/801] lr: 1.642e-01, eta: 1:48:21, time: 0.735, data_time: 0.002, memory: 9526, top1_acc: 0.9316, top5_acc: 0.9979, loss_cls: 0.2280, loss: 0.2280, grad_norm: 0.8579 2021-03-26 03:05:33,680 - mmaction - INFO - Epoch [14][320/801] lr: 1.636e-01, eta: 1:48:05, time: 0.733, data_time: 0.001, memory: 9526, top1_acc: 0.9303, top5_acc: 0.9986, loss_cls: 0.2169, loss: 0.2169, grad_norm: 0.8532 2021-03-26 03:05:48,320 - mmaction - INFO - Epoch [14][340/801] lr: 1.630e-01, eta: 1:47:50, time: 0.733, data_time: 0.001, memory: 9526, top1_acc: 0.9328, top5_acc: 0.9969, loss_cls: 0.2256, loss: 0.2256, grad_norm: 0.8617 2021-03-26 03:06:02,901 - mmaction - INFO - Epoch [14][360/801] lr: 1.623e-01, eta: 1:47:34, time: 0.729, data_time: 0.000, memory: 9526, top1_acc: 0.9244, top5_acc: 0.9979, loss_cls: 0.2534, loss: 0.2534, grad_norm: 0.9411 2021-03-26 03:06:17,648 - mmaction - INFO - Epoch [14][380/801] lr: 1.617e-01, eta: 1:47:18, time: 0.737, data_time: 0.002, memory: 9526, top1_acc: 0.9340, top5_acc: 0.9967, loss_cls: 0.2240, loss: 0.2240, grad_norm: 0.8447 2021-03-26 03:06:32,263 - mmaction - INFO - Epoch [14][400/801] lr: 1.610e-01, eta: 1:47:02, time: 0.731, data_time: 0.003, memory: 9526, top1_acc: 0.9191, top5_acc: 0.9975, loss_cls: 0.2600, loss: 0.2600, grad_norm: 0.9206 2021-03-26 03:06:46,922 - mmaction - INFO - Epoch [14][420/801] lr: 1.604e-01, eta: 1:46:47, time: 0.734, data_time: 0.002, memory: 9526, top1_acc: 0.9320, top5_acc: 0.9973, loss_cls: 0.2260, loss: 0.2260, grad_norm: 0.8183 2021-03-26 03:07:01,518 - mmaction - INFO - Epoch [14][440/801] lr: 1.597e-01, eta: 1:46:31, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9348, top5_acc: 0.9979, loss_cls: 0.2202, loss: 0.2202, grad_norm: 0.8701 2021-03-26 03:07:16,011 - mmaction - INFO - Epoch [14][460/801] lr: 1.591e-01, eta: 1:46:15, time: 0.724, data_time: 0.000, memory: 9526, top1_acc: 0.9344, top5_acc: 0.9963, loss_cls: 0.2175, loss: 0.2175, grad_norm: 0.8424 2021-03-26 03:07:30,569 - mmaction - INFO - Epoch [14][480/801] lr: 1.585e-01, eta: 1:45:59, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9334, top5_acc: 0.9967, loss_cls: 0.2242, loss: 0.2242, grad_norm: 0.8698 2021-03-26 03:07:45,083 - mmaction - INFO - Epoch [14][500/801] lr: 1.578e-01, eta: 1:45:43, time: 0.725, data_time: 0.000, memory: 9526, top1_acc: 0.9414, top5_acc: 0.9977, loss_cls: 0.1943, loss: 0.1943, grad_norm: 0.8066 2021-03-26 03:07:59,636 - mmaction - INFO - Epoch [14][520/801] lr: 1.572e-01, eta: 1:45:28, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9324, top5_acc: 0.9975, loss_cls: 0.2288, loss: 0.2288, grad_norm: 0.9101 2021-03-26 03:08:14,215 - mmaction - INFO - Epoch [14][540/801] lr: 1.566e-01, eta: 1:45:12, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9322, top5_acc: 0.9973, loss_cls: 0.2272, loss: 0.2272, grad_norm: 0.8967 2021-03-26 03:08:28,877 - mmaction - INFO - Epoch [14][560/801] lr: 1.559e-01, eta: 1:44:56, time: 0.733, data_time: 0.000, memory: 9526, top1_acc: 0.9350, top5_acc: 0.9988, loss_cls: 0.2104, loss: 0.2104, grad_norm: 0.8032 2021-03-26 03:08:43,437 - mmaction - INFO - Epoch [14][580/801] lr: 1.553e-01, eta: 1:44:40, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9344, top5_acc: 0.9965, loss_cls: 0.2202, loss: 0.2202, grad_norm: 0.8482 2021-03-26 03:08:58,040 - mmaction - INFO - Epoch [14][600/801] lr: 1.546e-01, eta: 1:44:24, time: 0.731, data_time: 0.002, memory: 9526, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 0.2180, loss: 0.2180, grad_norm: 0.8710 2021-03-26 03:09:12,583 - mmaction - INFO - Epoch [14][620/801] lr: 1.540e-01, eta: 1:44:09, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9383, top5_acc: 0.9988, loss_cls: 0.2054, loss: 0.2054, grad_norm: 0.8283 2021-03-26 03:09:27,117 - mmaction - INFO - Epoch [14][640/801] lr: 1.534e-01, eta: 1:43:53, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9352, top5_acc: 0.9982, loss_cls: 0.2080, loss: 0.2080, grad_norm: 0.8403 2021-03-26 03:09:41,691 - mmaction - INFO - Epoch [14][660/801] lr: 1.527e-01, eta: 1:43:37, time: 0.729, data_time: 0.002, memory: 9526, top1_acc: 0.9383, top5_acc: 0.9977, loss_cls: 0.2025, loss: 0.2025, grad_norm: 0.8131 2021-03-26 03:09:56,246 - mmaction - INFO - Epoch [14][680/801] lr: 1.521e-01, eta: 1:43:21, time: 0.727, data_time: 0.002, memory: 9526, top1_acc: 0.9414, top5_acc: 0.9973, loss_cls: 0.2044, loss: 0.2044, grad_norm: 0.8422 2021-03-26 03:10:10,676 - mmaction - INFO - Epoch [14][700/801] lr: 1.515e-01, eta: 1:43:06, time: 0.723, data_time: 0.002, memory: 9526, top1_acc: 0.9412, top5_acc: 0.9977, loss_cls: 0.2075, loss: 0.2075, grad_norm: 0.8349 2021-03-26 03:10:25,232 - mmaction - INFO - Epoch [14][720/801] lr: 1.508e-01, eta: 1:42:50, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9434, top5_acc: 0.9992, loss_cls: 0.1911, loss: 0.1911, grad_norm: 0.8389 2021-03-26 03:10:39,716 - mmaction - INFO - Epoch [14][740/801] lr: 1.502e-01, eta: 1:42:34, time: 0.725, data_time: 0.002, memory: 9526, top1_acc: 0.9379, top5_acc: 0.9982, loss_cls: 0.2067, loss: 0.2067, grad_norm: 0.8372 2021-03-26 03:10:54,173 - mmaction - INFO - Epoch [14][760/801] lr: 1.496e-01, eta: 1:42:18, time: 0.721, data_time: 0.001, memory: 9526, top1_acc: 0.9379, top5_acc: 0.9969, loss_cls: 0.2149, loss: 0.2149, grad_norm: 0.8682 2021-03-26 03:11:08,713 - mmaction - INFO - Epoch [14][780/801] lr: 1.489e-01, eta: 1:42:02, time: 0.729, data_time: 0.002, memory: 9526, top1_acc: 0.9334, top5_acc: 0.9979, loss_cls: 0.2244, loss: 0.2244, grad_norm: 0.8775 2021-03-26 03:11:23,098 - mmaction - INFO - Epoch [14][800/801] lr: 1.483e-01, eta: 1:41:47, time: 0.719, data_time: 0.001, memory: 9526, top1_acc: 0.9371, top5_acc: 0.9984, loss_cls: 0.2061, loss: 0.2061, grad_norm: 0.8777 2021-03-26 03:11:24,408 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-03-26 03:12:02,299 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 03:12:02,366 - mmaction - INFO - top1_acc 0.8236 top5_acc 0.9728 2021-03-26 03:12:02,366 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 03:12:02,381 - mmaction - INFO - mean_acc 0.7602 2021-03-26 03:12:02,383 - mmaction - INFO - Epoch(val) [14][801] top1_acc: 0.8236, top5_acc: 0.9728, mean_class_accuracy: 0.7602 2021-03-26 03:12:46,709 - mmaction - INFO - Epoch [15][20/801] lr: 1.476e-01, eta: 1:41:51, time: 2.215, data_time: 1.438, memory: 9526, top1_acc: 0.9359, top5_acc: 0.9979, loss_cls: 0.2180, loss: 0.2180, grad_norm: 0.9264 2021-03-26 03:13:01,398 - mmaction - INFO - Epoch [15][40/801] lr: 1.470e-01, eta: 1:41:35, time: 0.736, data_time: 0.002, memory: 9526, top1_acc: 0.9371, top5_acc: 0.9977, loss_cls: 0.2191, loss: 0.2191, grad_norm: 0.8682 2021-03-26 03:13:15,870 - mmaction - INFO - Epoch [15][60/801] lr: 1.464e-01, eta: 1:41:19, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.9383, top5_acc: 0.9982, loss_cls: 0.2023, loss: 0.2023, grad_norm: 0.8928 2021-03-26 03:13:30,457 - mmaction - INFO - Epoch [15][80/801] lr: 1.457e-01, eta: 1:41:03, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9396, top5_acc: 0.9986, loss_cls: 0.1952, loss: 0.1952, grad_norm: 0.8180 2021-03-26 03:13:44,953 - mmaction - INFO - Epoch [15][100/801] lr: 1.451e-01, eta: 1:40:47, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.9412, top5_acc: 0.9969, loss_cls: 0.2062, loss: 0.2062, grad_norm: 0.8584 2021-03-26 03:13:59,576 - mmaction - INFO - Epoch [15][120/801] lr: 1.445e-01, eta: 1:40:32, time: 0.733, data_time: 0.005, memory: 9526, top1_acc: 0.9367, top5_acc: 0.9986, loss_cls: 0.2068, loss: 0.2068, grad_norm: 0.8201 2021-03-26 03:14:14,084 - mmaction - INFO - Epoch [15][140/801] lr: 1.439e-01, eta: 1:40:16, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.9365, top5_acc: 0.9982, loss_cls: 0.2122, loss: 0.2122, grad_norm: 0.8388 2021-03-26 03:14:28,658 - mmaction - INFO - Epoch [15][160/801] lr: 1.432e-01, eta: 1:40:00, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9469, top5_acc: 0.9982, loss_cls: 0.1869, loss: 0.1869, grad_norm: 0.7883 2021-03-26 03:14:43,144 - mmaction - INFO - Epoch [15][180/801] lr: 1.426e-01, eta: 1:39:44, time: 0.724, data_time: 0.000, memory: 9526, top1_acc: 0.9439, top5_acc: 0.9980, loss_cls: 0.1889, loss: 0.1889, grad_norm: 0.8095 2021-03-26 03:14:57,735 - mmaction - INFO - Epoch [15][200/801] lr: 1.420e-01, eta: 1:39:28, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9426, top5_acc: 0.9984, loss_cls: 0.1921, loss: 0.1921, grad_norm: 0.8395 2021-03-26 03:15:12,229 - mmaction - INFO - Epoch [15][220/801] lr: 1.414e-01, eta: 1:39:13, time: 0.725, data_time: 0.002, memory: 9526, top1_acc: 0.9480, top5_acc: 0.9988, loss_cls: 0.1791, loss: 0.1791, grad_norm: 0.8181 2021-03-26 03:15:26,672 - mmaction - INFO - Epoch [15][240/801] lr: 1.407e-01, eta: 1:38:57, time: 0.722, data_time: 0.001, memory: 9526, top1_acc: 0.9447, top5_acc: 0.9984, loss_cls: 0.1866, loss: 0.1866, grad_norm: 0.7849 2021-03-26 03:15:41,103 - mmaction - INFO - Epoch [15][260/801] lr: 1.401e-01, eta: 1:38:41, time: 0.722, data_time: 0.001, memory: 9526, top1_acc: 0.9420, top5_acc: 0.9982, loss_cls: 0.1909, loss: 0.1909, grad_norm: 0.8534 2021-03-26 03:15:55,655 - mmaction - INFO - Epoch [15][280/801] lr: 1.395e-01, eta: 1:38:25, time: 0.726, data_time: 0.000, memory: 9526, top1_acc: 0.9467, top5_acc: 0.9988, loss_cls: 0.1819, loss: 0.1819, grad_norm: 0.8959 2021-03-26 03:16:10,126 - mmaction - INFO - Epoch [15][300/801] lr: 1.389e-01, eta: 1:38:09, time: 0.723, data_time: 0.002, memory: 9526, top1_acc: 0.9400, top5_acc: 0.9990, loss_cls: 0.1930, loss: 0.1930, grad_norm: 0.8787 2021-03-26 03:16:24,553 - mmaction - INFO - Epoch [15][320/801] lr: 1.382e-01, eta: 1:37:53, time: 0.723, data_time: 0.002, memory: 9526, top1_acc: 0.9367, top5_acc: 0.9984, loss_cls: 0.2093, loss: 0.2093, grad_norm: 0.8983 2021-03-26 03:16:39,040 - mmaction - INFO - Epoch [15][340/801] lr: 1.376e-01, eta: 1:37:38, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9457, top5_acc: 0.9979, loss_cls: 0.1903, loss: 0.1903, grad_norm: 0.8408 2021-03-26 03:16:53,563 - mmaction - INFO - Epoch [15][360/801] lr: 1.370e-01, eta: 1:37:22, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.9455, top5_acc: 0.9986, loss_cls: 0.1902, loss: 0.1902, grad_norm: 0.8311 2021-03-26 03:17:07,966 - mmaction - INFO - Epoch [15][380/801] lr: 1.364e-01, eta: 1:37:06, time: 0.721, data_time: 0.002, memory: 9526, top1_acc: 0.9387, top5_acc: 0.9982, loss_cls: 0.2004, loss: 0.2004, grad_norm: 0.8906 2021-03-26 03:17:22,492 - mmaction - INFO - Epoch [15][400/801] lr: 1.358e-01, eta: 1:36:50, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.9396, top5_acc: 0.9977, loss_cls: 0.2038, loss: 0.2038, grad_norm: 0.8842 2021-03-26 03:17:36,892 - mmaction - INFO - Epoch [15][420/801] lr: 1.351e-01, eta: 1:36:34, time: 0.721, data_time: 0.002, memory: 9526, top1_acc: 0.9408, top5_acc: 0.9988, loss_cls: 0.1987, loss: 0.1987, grad_norm: 0.8691 2021-03-26 03:17:51,419 - mmaction - INFO - Epoch [15][440/801] lr: 1.345e-01, eta: 1:36:19, time: 0.727, data_time: 0.002, memory: 9526, top1_acc: 0.9322, top5_acc: 0.9980, loss_cls: 0.2179, loss: 0.2179, grad_norm: 0.9243 2021-03-26 03:18:05,929 - mmaction - INFO - Epoch [15][460/801] lr: 1.339e-01, eta: 1:36:03, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9355, top5_acc: 0.9971, loss_cls: 0.2185, loss: 0.2185, grad_norm: 0.9296 2021-03-26 03:18:20,498 - mmaction - INFO - Epoch [15][480/801] lr: 1.333e-01, eta: 1:35:47, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9410, top5_acc: 0.9982, loss_cls: 0.2049, loss: 0.2049, grad_norm: 0.8697 2021-03-26 03:18:35,094 - mmaction - INFO - Epoch [15][500/801] lr: 1.327e-01, eta: 1:35:31, time: 0.731, data_time: 0.005, memory: 9526, top1_acc: 0.9396, top5_acc: 0.9986, loss_cls: 0.1982, loss: 0.1982, grad_norm: 0.8842 2021-03-26 03:18:49,688 - mmaction - INFO - Epoch [15][520/801] lr: 1.321e-01, eta: 1:35:16, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9414, top5_acc: 0.9980, loss_cls: 0.1937, loss: 0.1937, grad_norm: 0.8696 2021-03-26 03:19:04,336 - mmaction - INFO - Epoch [15][540/801] lr: 1.314e-01, eta: 1:35:00, time: 0.732, data_time: 0.002, memory: 9526, top1_acc: 0.9443, top5_acc: 0.9979, loss_cls: 0.1944, loss: 0.1944, grad_norm: 0.8844 2021-03-26 03:19:18,803 - mmaction - INFO - Epoch [15][560/801] lr: 1.308e-01, eta: 1:34:44, time: 0.725, data_time: 0.002, memory: 9526, top1_acc: 0.9496, top5_acc: 0.9986, loss_cls: 0.1753, loss: 0.1753, grad_norm: 0.8241 2021-03-26 03:19:33,419 - mmaction - INFO - Epoch [15][580/801] lr: 1.302e-01, eta: 1:34:29, time: 0.731, data_time: 0.000, memory: 9526, top1_acc: 0.9469, top5_acc: 0.9988, loss_cls: 0.1749, loss: 0.1749, grad_norm: 0.8081 2021-03-26 03:19:48,017 - mmaction - INFO - Epoch [15][600/801] lr: 1.296e-01, eta: 1:34:13, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9396, top5_acc: 0.9980, loss_cls: 0.2053, loss: 0.2053, grad_norm: 0.8915 2021-03-26 03:20:02,592 - mmaction - INFO - Epoch [15][620/801] lr: 1.290e-01, eta: 1:33:57, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9434, top5_acc: 0.9992, loss_cls: 0.1834, loss: 0.1834, grad_norm: 0.8769 2021-03-26 03:20:17,197 - mmaction - INFO - Epoch [15][640/801] lr: 1.284e-01, eta: 1:33:42, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9471, top5_acc: 0.9988, loss_cls: 0.1807, loss: 0.1807, grad_norm: 0.8545 2021-03-26 03:20:31,736 - mmaction - INFO - Epoch [15][660/801] lr: 1.278e-01, eta: 1:33:26, time: 0.729, data_time: 0.004, memory: 9526, top1_acc: 0.9426, top5_acc: 0.9975, loss_cls: 0.1875, loss: 0.1875, grad_norm: 0.8875 2021-03-26 03:20:46,282 - mmaction - INFO - Epoch [15][680/801] lr: 1.272e-01, eta: 1:33:10, time: 0.725, data_time: 0.000, memory: 9526, top1_acc: 0.9463, top5_acc: 0.9980, loss_cls: 0.1930, loss: 0.1930, grad_norm: 0.9559 2021-03-26 03:21:00,850 - mmaction - INFO - Epoch [15][700/801] lr: 1.266e-01, eta: 1:32:55, time: 0.730, data_time: 0.003, memory: 9526, top1_acc: 0.9461, top5_acc: 0.9982, loss_cls: 0.1870, loss: 0.1870, grad_norm: 0.8597 2021-03-26 03:21:15,374 - mmaction - INFO - Epoch [15][720/801] lr: 1.259e-01, eta: 1:32:39, time: 0.725, data_time: 0.000, memory: 9526, top1_acc: 0.9459, top5_acc: 0.9988, loss_cls: 0.1763, loss: 0.1763, grad_norm: 0.8194 2021-03-26 03:21:29,903 - mmaction - INFO - Epoch [15][740/801] lr: 1.253e-01, eta: 1:32:23, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.9465, top5_acc: 0.9975, loss_cls: 0.1883, loss: 0.1883, grad_norm: 0.9133 2021-03-26 03:21:44,433 - mmaction - INFO - Epoch [15][760/801] lr: 1.247e-01, eta: 1:32:08, time: 0.727, data_time: 0.003, memory: 9526, top1_acc: 0.9373, top5_acc: 0.9982, loss_cls: 0.2086, loss: 0.2086, grad_norm: 0.9678 2021-03-26 03:21:58,904 - mmaction - INFO - Epoch [15][780/801] lr: 1.241e-01, eta: 1:31:52, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9461, top5_acc: 0.9973, loss_cls: 0.1862, loss: 0.1862, grad_norm: 0.8336 2021-03-26 03:22:13,248 - mmaction - INFO - Epoch [15][800/801] lr: 1.235e-01, eta: 1:31:36, time: 0.717, data_time: 0.001, memory: 9526, top1_acc: 0.9514, top5_acc: 0.9984, loss_cls: 0.1713, loss: 0.1713, grad_norm: 0.8039 2021-03-26 03:22:14,611 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-03-26 03:22:52,104 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 03:22:52,169 - mmaction - INFO - top1_acc 0.8581 top5_acc 0.9891 2021-03-26 03:22:52,169 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 03:22:52,184 - mmaction - INFO - mean_acc 0.7863 2021-03-26 03:22:52,184 - mmaction - INFO - Now best checkpoint is epoch_15.pth 2021-03-26 03:22:52,187 - mmaction - INFO - Epoch(val) [15][801] top1_acc: 0.8581, top5_acc: 0.9891, mean_class_accuracy: 0.7863 2021-03-26 03:23:33,957 - mmaction - INFO - Epoch [16][20/801] lr: 1.229e-01, eta: 1:31:35, time: 2.088, data_time: 1.274, memory: 9526, top1_acc: 0.9412, top5_acc: 0.9977, loss_cls: 0.2043, loss: 0.2043, grad_norm: 0.9613 2021-03-26 03:23:48,429 - mmaction - INFO - Epoch [16][40/801] lr: 1.223e-01, eta: 1:31:20, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.9373, top5_acc: 0.9975, loss_cls: 0.2102, loss: 0.2102, grad_norm: 0.9570 2021-03-26 03:24:03,013 - mmaction - INFO - Epoch [16][60/801] lr: 1.217e-01, eta: 1:31:04, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9422, top5_acc: 0.9984, loss_cls: 0.1915, loss: 0.1915, grad_norm: 0.9229 2021-03-26 03:24:17,513 - mmaction - INFO - Epoch [16][80/801] lr: 1.211e-01, eta: 1:30:48, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9467, top5_acc: 0.9994, loss_cls: 0.1741, loss: 0.1741, grad_norm: 0.8394 2021-03-26 03:24:32,092 - mmaction - INFO - Epoch [16][100/801] lr: 1.205e-01, eta: 1:30:32, time: 0.729, data_time: 0.002, memory: 9526, top1_acc: 0.9541, top5_acc: 0.9988, loss_cls: 0.1600, loss: 0.1600, grad_norm: 0.8407 2021-03-26 03:24:46,724 - mmaction - INFO - Epoch [16][120/801] lr: 1.199e-01, eta: 1:30:17, time: 0.732, data_time: 0.001, memory: 9526, top1_acc: 0.9475, top5_acc: 0.9988, loss_cls: 0.1771, loss: 0.1771, grad_norm: 0.8509 2021-03-26 03:25:01,371 - mmaction - INFO - Epoch [16][140/801] lr: 1.193e-01, eta: 1:30:01, time: 0.733, data_time: 0.001, memory: 9526, top1_acc: 0.9506, top5_acc: 0.9984, loss_cls: 0.1731, loss: 0.1731, grad_norm: 0.9097 2021-03-26 03:25:16,039 - mmaction - INFO - Epoch [16][160/801] lr: 1.187e-01, eta: 1:29:45, time: 0.734, data_time: 0.001, memory: 9526, top1_acc: 0.9520, top5_acc: 0.9980, loss_cls: 0.1667, loss: 0.1667, grad_norm: 0.8692 2021-03-26 03:25:30,641 - mmaction - INFO - Epoch [16][180/801] lr: 1.181e-01, eta: 1:29:30, time: 0.730, data_time: 0.000, memory: 9526, top1_acc: 0.9437, top5_acc: 0.9980, loss_cls: 0.1939, loss: 0.1939, grad_norm: 0.9706 2021-03-26 03:25:45,267 - mmaction - INFO - Epoch [16][200/801] lr: 1.175e-01, eta: 1:29:14, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9469, top5_acc: 0.9986, loss_cls: 0.1867, loss: 0.1867, grad_norm: 0.8967 2021-03-26 03:25:59,822 - mmaction - INFO - Epoch [16][220/801] lr: 1.169e-01, eta: 1:28:58, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9473, top5_acc: 0.9973, loss_cls: 0.1879, loss: 0.1879, grad_norm: 0.9218 2021-03-26 03:26:14,253 - mmaction - INFO - Epoch [16][240/801] lr: 1.163e-01, eta: 1:28:43, time: 0.721, data_time: 0.000, memory: 9526, top1_acc: 0.9504, top5_acc: 0.9986, loss_cls: 0.1641, loss: 0.1641, grad_norm: 0.8339 2021-03-26 03:26:28,826 - mmaction - INFO - Epoch [16][260/801] lr: 1.157e-01, eta: 1:28:27, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9502, top5_acc: 0.9988, loss_cls: 0.1697, loss: 0.1697, grad_norm: 0.9069 2021-03-26 03:26:43,428 - mmaction - INFO - Epoch [16][280/801] lr: 1.151e-01, eta: 1:28:11, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9482, top5_acc: 0.9994, loss_cls: 0.1732, loss: 0.1732, grad_norm: 0.8795 2021-03-26 03:26:58,011 - mmaction - INFO - Epoch [16][300/801] lr: 1.145e-01, eta: 1:27:56, time: 0.730, data_time: 0.002, memory: 9526, top1_acc: 0.9479, top5_acc: 0.9988, loss_cls: 0.1737, loss: 0.1737, grad_norm: 0.8814 2021-03-26 03:27:12,526 - mmaction - INFO - Epoch [16][320/801] lr: 1.139e-01, eta: 1:27:40, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9561, top5_acc: 0.9982, loss_cls: 0.1566, loss: 0.1566, grad_norm: 0.8226 2021-03-26 03:27:27,082 - mmaction - INFO - Epoch [16][340/801] lr: 1.133e-01, eta: 1:27:24, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9498, top5_acc: 0.9990, loss_cls: 0.1716, loss: 0.1716, grad_norm: 0.8760 2021-03-26 03:27:41,632 - mmaction - INFO - Epoch [16][360/801] lr: 1.128e-01, eta: 1:27:09, time: 0.727, data_time: 0.002, memory: 9526, top1_acc: 0.9512, top5_acc: 0.9996, loss_cls: 0.1617, loss: 0.1617, grad_norm: 0.8624 2021-03-26 03:27:56,166 - mmaction - INFO - Epoch [16][380/801] lr: 1.122e-01, eta: 1:26:53, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.9486, top5_acc: 0.9990, loss_cls: 0.1698, loss: 0.1698, grad_norm: 0.9630 2021-03-26 03:28:10,684 - mmaction - INFO - Epoch [16][400/801] lr: 1.116e-01, eta: 1:26:37, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9457, top5_acc: 0.9994, loss_cls: 0.1748, loss: 0.1748, grad_norm: 0.9354 2021-03-26 03:28:25,213 - mmaction - INFO - Epoch [16][420/801] lr: 1.110e-01, eta: 1:26:22, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.9439, top5_acc: 0.9977, loss_cls: 0.1844, loss: 0.1844, grad_norm: 0.9071 2021-03-26 03:28:39,604 - mmaction - INFO - Epoch [16][440/801] lr: 1.104e-01, eta: 1:26:06, time: 0.721, data_time: 0.002, memory: 9526, top1_acc: 0.9547, top5_acc: 0.9984, loss_cls: 0.1658, loss: 0.1658, grad_norm: 0.8535 2021-03-26 03:28:53,989 - mmaction - INFO - Epoch [16][460/801] lr: 1.098e-01, eta: 1:25:50, time: 0.719, data_time: 0.000, memory: 9526, top1_acc: 0.9576, top5_acc: 0.9979, loss_cls: 0.1526, loss: 0.1526, grad_norm: 0.8150 2021-03-26 03:29:08,456 - mmaction - INFO - Epoch [16][480/801] lr: 1.092e-01, eta: 1:25:34, time: 0.723, data_time: 0.000, memory: 9526, top1_acc: 0.9590, top5_acc: 0.9994, loss_cls: 0.1517, loss: 0.1517, grad_norm: 0.8087 2021-03-26 03:29:23,038 - mmaction - INFO - Epoch [16][500/801] lr: 1.087e-01, eta: 1:25:19, time: 0.729, data_time: 0.006, memory: 9526, top1_acc: 0.9508, top5_acc: 0.9992, loss_cls: 0.1577, loss: 0.1577, grad_norm: 0.8755 2021-03-26 03:29:37,598 - mmaction - INFO - Epoch [16][520/801] lr: 1.081e-01, eta: 1:25:03, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9506, top5_acc: 0.9992, loss_cls: 0.1641, loss: 0.1641, grad_norm: 0.9279 2021-03-26 03:29:52,166 - mmaction - INFO - Epoch [16][540/801] lr: 1.075e-01, eta: 1:24:48, time: 0.730, data_time: 0.002, memory: 9526, top1_acc: 0.9582, top5_acc: 0.9984, loss_cls: 0.1569, loss: 0.1569, grad_norm: 0.8595 2021-03-26 03:30:06,666 - mmaction - INFO - Epoch [16][560/801] lr: 1.069e-01, eta: 1:24:32, time: 0.725, data_time: 0.000, memory: 9526, top1_acc: 0.9574, top5_acc: 0.9988, loss_cls: 0.1517, loss: 0.1517, grad_norm: 0.8113 2021-03-26 03:30:21,295 - mmaction - INFO - Epoch [16][580/801] lr: 1.063e-01, eta: 1:24:16, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9566, top5_acc: 0.9990, loss_cls: 0.1481, loss: 0.1481, grad_norm: 0.8607 2021-03-26 03:30:35,864 - mmaction - INFO - Epoch [16][600/801] lr: 1.058e-01, eta: 1:24:01, time: 0.730, data_time: 0.003, memory: 9526, top1_acc: 0.9584, top5_acc: 0.9992, loss_cls: 0.1608, loss: 0.1608, grad_norm: 0.8411 2021-03-26 03:30:50,331 - mmaction - INFO - Epoch [16][620/801] lr: 1.052e-01, eta: 1:23:45, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.9586, top5_acc: 0.9992, loss_cls: 0.1485, loss: 0.1485, grad_norm: 0.8530 2021-03-26 03:31:04,997 - mmaction - INFO - Epoch [16][640/801] lr: 1.046e-01, eta: 1:23:29, time: 0.733, data_time: 0.001, memory: 9526, top1_acc: 0.9604, top5_acc: 0.9998, loss_cls: 0.1389, loss: 0.1389, grad_norm: 0.8106 2021-03-26 03:31:19,556 - mmaction - INFO - Epoch [16][660/801] lr: 1.040e-01, eta: 1:23:14, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9574, top5_acc: 0.9998, loss_cls: 0.1449, loss: 0.1449, grad_norm: 0.8248 2021-03-26 03:31:34,130 - mmaction - INFO - Epoch [16][680/801] lr: 1.035e-01, eta: 1:22:58, time: 0.730, data_time: 0.002, memory: 9526, top1_acc: 0.9535, top5_acc: 0.9992, loss_cls: 0.1525, loss: 0.1525, grad_norm: 0.8825 2021-03-26 03:31:48,608 - mmaction - INFO - Epoch [16][700/801] lr: 1.029e-01, eta: 1:22:43, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9574, top5_acc: 0.9994, loss_cls: 0.1533, loss: 0.1533, grad_norm: 0.8429 2021-03-26 03:32:03,114 - mmaction - INFO - Epoch [16][720/801] lr: 1.023e-01, eta: 1:22:27, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.9543, top5_acc: 0.9992, loss_cls: 0.1546, loss: 0.1546, grad_norm: 0.8797 2021-03-26 03:32:17,637 - mmaction - INFO - Epoch [16][740/801] lr: 1.018e-01, eta: 1:22:11, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.9525, top5_acc: 0.9982, loss_cls: 0.1653, loss: 0.1653, grad_norm: 0.9646 2021-03-26 03:32:32,105 - mmaction - INFO - Epoch [16][760/801] lr: 1.012e-01, eta: 1:21:56, time: 0.725, data_time: 0.002, memory: 9526, top1_acc: 0.9533, top5_acc: 0.9988, loss_cls: 0.1675, loss: 0.1675, grad_norm: 0.9605 2021-03-26 03:32:46,760 - mmaction - INFO - Epoch [16][780/801] lr: 1.006e-01, eta: 1:21:40, time: 0.731, data_time: 0.000, memory: 9526, top1_acc: 0.9586, top5_acc: 0.9988, loss_cls: 0.1573, loss: 0.1573, grad_norm: 0.8772 2021-03-26 03:33:01,154 - mmaction - INFO - Epoch [16][800/801] lr: 1.001e-01, eta: 1:21:25, time: 0.721, data_time: 0.002, memory: 9526, top1_acc: 0.9518, top5_acc: 0.9994, loss_cls: 0.1567, loss: 0.1567, grad_norm: 0.8814 2021-03-26 03:33:02,506 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-03-26 03:33:42,636 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 03:33:42,953 - mmaction - INFO - top1_acc 0.8609 top5_acc 0.9846 2021-03-26 03:33:42,953 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 03:33:42,991 - mmaction - INFO - mean_acc 0.8275 2021-03-26 03:33:42,991 - mmaction - INFO - Now best checkpoint is epoch_16.pth 2021-03-26 03:33:43,018 - mmaction - INFO - Epoch(val) [16][801] top1_acc: 0.8609, top5_acc: 0.9846, mean_class_accuracy: 0.8275 2021-03-26 03:34:25,084 - mmaction - INFO - Epoch [17][20/801] lr: 9.946e-02, eta: 1:21:21, time: 2.103, data_time: 1.268, memory: 9526, top1_acc: 0.9557, top5_acc: 0.9988, loss_cls: 0.1592, loss: 0.1592, grad_norm: 0.8783 2021-03-26 03:34:39,671 - mmaction - INFO - Epoch [17][40/801] lr: 9.890e-02, eta: 1:21:06, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9615, top5_acc: 0.9994, loss_cls: 0.1453, loss: 0.1453, grad_norm: 0.8346 2021-03-26 03:34:54,294 - mmaction - INFO - Epoch [17][60/801] lr: 9.833e-02, eta: 1:20:50, time: 0.731, data_time: 0.002, memory: 9526, top1_acc: 0.9539, top5_acc: 0.9984, loss_cls: 0.1534, loss: 0.1534, grad_norm: 0.8974 2021-03-26 03:35:08,831 - mmaction - INFO - Epoch [17][80/801] lr: 9.777e-02, eta: 1:20:35, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9498, top5_acc: 0.9986, loss_cls: 0.1660, loss: 0.1660, grad_norm: 0.9983 2021-03-26 03:35:23,397 - mmaction - INFO - Epoch [17][100/801] lr: 9.721e-02, eta: 1:20:19, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9598, top5_acc: 0.9984, loss_cls: 0.1432, loss: 0.1432, grad_norm: 0.8369 2021-03-26 03:35:37,922 - mmaction - INFO - Epoch [17][120/801] lr: 9.665e-02, eta: 1:20:03, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9588, top5_acc: 0.9990, loss_cls: 0.1484, loss: 0.1484, grad_norm: 0.8389 2021-03-26 03:35:52,476 - mmaction - INFO - Epoch [17][140/801] lr: 9.609e-02, eta: 1:19:48, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9623, top5_acc: 0.9988, loss_cls: 0.1349, loss: 0.1349, grad_norm: 0.8173 2021-03-26 03:36:07,095 - mmaction - INFO - Epoch [17][160/801] lr: 9.553e-02, eta: 1:19:32, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9629, top5_acc: 0.9988, loss_cls: 0.1337, loss: 0.1337, grad_norm: 0.8158 2021-03-26 03:36:21,598 - mmaction - INFO - Epoch [17][180/801] lr: 9.498e-02, eta: 1:19:16, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9578, top5_acc: 0.9994, loss_cls: 0.1471, loss: 0.1471, grad_norm: 0.8774 2021-03-26 03:36:36,061 - mmaction - INFO - Epoch [17][200/801] lr: 9.442e-02, eta: 1:19:01, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.9609, top5_acc: 0.9994, loss_cls: 0.1439, loss: 0.1439, grad_norm: 0.8495 2021-03-26 03:36:50,624 - mmaction - INFO - Epoch [17][220/801] lr: 9.387e-02, eta: 1:18:45, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9590, top5_acc: 0.9990, loss_cls: 0.1445, loss: 0.1445, grad_norm: 0.8505 2021-03-26 03:37:05,170 - mmaction - INFO - Epoch [17][240/801] lr: 9.331e-02, eta: 1:18:30, time: 0.727, data_time: 0.002, memory: 9526, top1_acc: 0.9678, top5_acc: 0.9998, loss_cls: 0.1235, loss: 0.1235, grad_norm: 0.7764 2021-03-26 03:37:19,625 - mmaction - INFO - Epoch [17][260/801] lr: 9.276e-02, eta: 1:18:14, time: 0.723, data_time: 0.002, memory: 9526, top1_acc: 0.9695, top5_acc: 0.9994, loss_cls: 0.1247, loss: 0.1247, grad_norm: 0.8020 2021-03-26 03:37:34,155 - mmaction - INFO - Epoch [17][280/801] lr: 9.221e-02, eta: 1:17:58, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.9641, top5_acc: 0.9994, loss_cls: 0.1214, loss: 0.1214, grad_norm: 0.8242 2021-03-26 03:37:48,755 - mmaction - INFO - Epoch [17][300/801] lr: 9.166e-02, eta: 1:17:43, time: 0.731, data_time: 0.002, memory: 9526, top1_acc: 0.9621, top5_acc: 0.9984, loss_cls: 0.1321, loss: 0.1321, grad_norm: 0.8782 2021-03-26 03:38:03,415 - mmaction - INFO - Epoch [17][320/801] lr: 9.111e-02, eta: 1:17:27, time: 0.734, data_time: 0.002, memory: 9526, top1_acc: 0.9576, top5_acc: 0.9996, loss_cls: 0.1479, loss: 0.1479, grad_norm: 0.9408 2021-03-26 03:38:17,980 - mmaction - INFO - Epoch [17][340/801] lr: 9.056e-02, eta: 1:17:12, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9613, top5_acc: 0.9992, loss_cls: 0.1401, loss: 0.1401, grad_norm: 0.8627 2021-03-26 03:38:32,599 - mmaction - INFO - Epoch [17][360/801] lr: 9.002e-02, eta: 1:16:56, time: 0.732, data_time: 0.002, memory: 9526, top1_acc: 0.9656, top5_acc: 0.9990, loss_cls: 0.1273, loss: 0.1273, grad_norm: 0.8407 2021-03-26 03:38:47,072 - mmaction - INFO - Epoch [17][380/801] lr: 8.947e-02, eta: 1:16:40, time: 0.723, data_time: 0.002, memory: 9526, top1_acc: 0.9607, top5_acc: 0.9988, loss_cls: 0.1392, loss: 0.1392, grad_norm: 0.8743 2021-03-26 03:39:01,582 - mmaction - INFO - Epoch [17][400/801] lr: 8.893e-02, eta: 1:16:25, time: 0.727, data_time: 0.003, memory: 9526, top1_acc: 0.9637, top5_acc: 0.9992, loss_cls: 0.1326, loss: 0.1326, grad_norm: 0.8601 2021-03-26 03:39:16,141 - mmaction - INFO - Epoch [17][420/801] lr: 8.838e-02, eta: 1:16:09, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9607, top5_acc: 0.9990, loss_cls: 0.1348, loss: 0.1348, grad_norm: 0.9010 2021-03-26 03:39:30,786 - mmaction - INFO - Epoch [17][440/801] lr: 8.784e-02, eta: 1:15:54, time: 0.732, data_time: 0.001, memory: 9526, top1_acc: 0.9656, top5_acc: 0.9986, loss_cls: 0.1318, loss: 0.1318, grad_norm: 0.8862 2021-03-26 03:39:45,405 - mmaction - INFO - Epoch [17][460/801] lr: 8.730e-02, eta: 1:15:38, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9646, top5_acc: 0.9996, loss_cls: 0.1342, loss: 0.1342, grad_norm: 0.8862 2021-03-26 03:39:59,973 - mmaction - INFO - Epoch [17][480/801] lr: 8.676e-02, eta: 1:15:22, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.9648, top5_acc: 0.9996, loss_cls: 0.1271, loss: 0.1271, grad_norm: 0.8779 2021-03-26 03:40:14,604 - mmaction - INFO - Epoch [17][500/801] lr: 8.622e-02, eta: 1:15:07, time: 0.733, data_time: 0.002, memory: 9526, top1_acc: 0.9604, top5_acc: 0.9990, loss_cls: 0.1416, loss: 0.1416, grad_norm: 0.9227 2021-03-26 03:40:29,158 - mmaction - INFO - Epoch [17][520/801] lr: 8.569e-02, eta: 1:14:51, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9588, top5_acc: 0.9998, loss_cls: 0.1370, loss: 0.1370, grad_norm: 0.8916 2021-03-26 03:40:43,700 - mmaction - INFO - Epoch [17][540/801] lr: 8.515e-02, eta: 1:14:36, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9652, top5_acc: 0.9992, loss_cls: 0.1269, loss: 0.1269, grad_norm: 0.8863 2021-03-26 03:40:58,353 - mmaction - INFO - Epoch [17][560/801] lr: 8.462e-02, eta: 1:14:20, time: 0.734, data_time: 0.002, memory: 9526, top1_acc: 0.9609, top5_acc: 0.9992, loss_cls: 0.1367, loss: 0.1367, grad_norm: 0.8888 2021-03-26 03:41:12,971 - mmaction - INFO - Epoch [17][580/801] lr: 8.408e-02, eta: 1:14:05, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9623, top5_acc: 0.9992, loss_cls: 0.1301, loss: 0.1301, grad_norm: 0.8586 2021-03-26 03:41:27,564 - mmaction - INFO - Epoch [17][600/801] lr: 8.355e-02, eta: 1:13:49, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9713, top5_acc: 0.9992, loss_cls: 0.1126, loss: 0.1126, grad_norm: 0.8108 2021-03-26 03:41:42,104 - mmaction - INFO - Epoch [17][620/801] lr: 8.302e-02, eta: 1:13:34, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.9695, top5_acc: 0.9988, loss_cls: 0.1146, loss: 0.1146, grad_norm: 0.8332 2021-03-26 03:41:56,699 - mmaction - INFO - Epoch [17][640/801] lr: 8.249e-02, eta: 1:13:18, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9656, top5_acc: 0.9996, loss_cls: 0.1194, loss: 0.1194, grad_norm: 0.8516 2021-03-26 03:42:11,301 - mmaction - INFO - Epoch [17][660/801] lr: 8.196e-02, eta: 1:13:03, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9645, top5_acc: 0.9996, loss_cls: 0.1346, loss: 0.1346, grad_norm: 0.9412 2021-03-26 03:42:25,786 - mmaction - INFO - Epoch [17][680/801] lr: 8.144e-02, eta: 1:12:47, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9631, top5_acc: 0.9996, loss_cls: 0.1312, loss: 0.1312, grad_norm: 0.8464 2021-03-26 03:42:40,395 - mmaction - INFO - Epoch [17][700/801] lr: 8.091e-02, eta: 1:12:31, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9654, top5_acc: 0.9990, loss_cls: 0.1286, loss: 0.1286, grad_norm: 0.9189 2021-03-26 03:42:54,911 - mmaction - INFO - Epoch [17][720/801] lr: 8.038e-02, eta: 1:12:16, time: 0.727, data_time: 0.002, memory: 9526, top1_acc: 0.9605, top5_acc: 0.9994, loss_cls: 0.1435, loss: 0.1435, grad_norm: 0.9519 2021-03-26 03:43:09,446 - mmaction - INFO - Epoch [17][740/801] lr: 7.986e-02, eta: 1:12:00, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9631, top5_acc: 0.9992, loss_cls: 0.1305, loss: 0.1305, grad_norm: 0.8905 2021-03-26 03:43:24,028 - mmaction - INFO - Epoch [17][760/801] lr: 7.934e-02, eta: 1:11:45, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9660, top5_acc: 0.9988, loss_cls: 0.1368, loss: 0.1368, grad_norm: 0.8778 2021-03-26 03:43:38,594 - mmaction - INFO - Epoch [17][780/801] lr: 7.882e-02, eta: 1:11:29, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9709, top5_acc: 0.9984, loss_cls: 0.1179, loss: 0.1179, grad_norm: 0.8009 2021-03-26 03:43:53,009 - mmaction - INFO - Epoch [17][800/801] lr: 7.830e-02, eta: 1:11:14, time: 0.721, data_time: 0.001, memory: 9526, top1_acc: 0.9709, top5_acc: 0.9996, loss_cls: 0.1087, loss: 0.1087, grad_norm: 0.8013 2021-03-26 03:43:54,519 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-03-26 03:44:40,999 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 03:44:41,061 - mmaction - INFO - top1_acc 0.9049 top5_acc 0.9940 2021-03-26 03:44:41,061 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 03:44:41,075 - mmaction - INFO - mean_acc 0.8566 2021-03-26 03:44:41,075 - mmaction - INFO - Now best checkpoint is epoch_17.pth 2021-03-26 03:44:41,134 - mmaction - INFO - Epoch(val) [17][801] top1_acc: 0.9049, top5_acc: 0.9940, mean_class_accuracy: 0.8566 2021-03-26 03:45:27,604 - mmaction - INFO - Epoch [18][20/801] lr: 7.776e-02, eta: 1:11:10, time: 2.322, data_time: 1.559, memory: 9526, top1_acc: 0.9660, top5_acc: 0.9988, loss_cls: 0.1326, loss: 0.1326, grad_norm: 0.9828 2021-03-26 03:45:42,083 - mmaction - INFO - Epoch [18][40/801] lr: 7.724e-02, eta: 1:10:55, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9656, top5_acc: 0.9992, loss_cls: 0.1278, loss: 0.1278, grad_norm: 0.8690 2021-03-26 03:45:56,772 - mmaction - INFO - Epoch [18][60/801] lr: 7.672e-02, eta: 1:10:39, time: 0.735, data_time: 0.001, memory: 9526, top1_acc: 0.9699, top5_acc: 0.9992, loss_cls: 0.1169, loss: 0.1169, grad_norm: 0.8409 2021-03-26 03:46:11,246 - mmaction - INFO - Epoch [18][80/801] lr: 7.621e-02, eta: 1:10:23, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9625, top5_acc: 0.9992, loss_cls: 0.1297, loss: 0.1297, grad_norm: 0.9444 2021-03-26 03:46:25,804 - mmaction - INFO - Epoch [18][100/801] lr: 7.570e-02, eta: 1:10:08, time: 0.726, data_time: 0.000, memory: 9526, top1_acc: 0.9627, top5_acc: 0.9992, loss_cls: 0.1313, loss: 0.1313, grad_norm: 0.9217 2021-03-26 03:46:40,355 - mmaction - INFO - Epoch [18][120/801] lr: 7.519e-02, eta: 1:09:52, time: 0.729, data_time: 0.003, memory: 9526, top1_acc: 0.9686, top5_acc: 0.9996, loss_cls: 0.1162, loss: 0.1162, grad_norm: 0.8723 2021-03-26 03:46:54,894 - mmaction - INFO - Epoch [18][140/801] lr: 7.468e-02, eta: 1:09:37, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9688, top5_acc: 0.9988, loss_cls: 0.1195, loss: 0.1195, grad_norm: 0.9262 2021-03-26 03:47:09,431 - mmaction - INFO - Epoch [18][160/801] lr: 7.417e-02, eta: 1:09:21, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9633, top5_acc: 0.9994, loss_cls: 0.1289, loss: 0.1289, grad_norm: 0.9598 2021-03-26 03:47:24,008 - mmaction - INFO - Epoch [18][180/801] lr: 7.366e-02, eta: 1:09:06, time: 0.730, data_time: 0.002, memory: 9526, top1_acc: 0.9707, top5_acc: 0.9996, loss_cls: 0.1099, loss: 0.1099, grad_norm: 0.8382 2021-03-26 03:47:38,509 - mmaction - INFO - Epoch [18][200/801] lr: 7.315e-02, eta: 1:08:50, time: 0.725, data_time: 0.000, memory: 9526, top1_acc: 0.9689, top5_acc: 0.9998, loss_cls: 0.1158, loss: 0.1158, grad_norm: 0.9315 2021-03-26 03:47:53,086 - mmaction - INFO - Epoch [18][220/801] lr: 7.265e-02, eta: 1:08:34, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9678, top5_acc: 0.9990, loss_cls: 0.1192, loss: 0.1192, grad_norm: 0.8992 2021-03-26 03:48:07,625 - mmaction - INFO - Epoch [18][240/801] lr: 7.214e-02, eta: 1:08:19, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9709, top5_acc: 0.9992, loss_cls: 0.1125, loss: 0.1125, grad_norm: 0.8585 2021-03-26 03:48:22,160 - mmaction - INFO - Epoch [18][260/801] lr: 7.164e-02, eta: 1:08:03, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9707, top5_acc: 0.9996, loss_cls: 0.1048, loss: 0.1048, grad_norm: 0.8213 2021-03-26 03:48:36,637 - mmaction - INFO - Epoch [18][280/801] lr: 7.114e-02, eta: 1:07:48, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9713, top5_acc: 0.9998, loss_cls: 0.1115, loss: 0.1115, grad_norm: 0.8295 2021-03-26 03:48:51,178 - mmaction - INFO - Epoch [18][300/801] lr: 7.064e-02, eta: 1:07:32, time: 0.727, data_time: 0.002, memory: 9526, top1_acc: 0.9629, top5_acc: 1.0000, loss_cls: 0.1246, loss: 0.1246, grad_norm: 0.9621 2021-03-26 03:49:05,633 - mmaction - INFO - Epoch [18][320/801] lr: 7.015e-02, eta: 1:07:17, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.9734, top5_acc: 0.9998, loss_cls: 0.1042, loss: 0.1042, grad_norm: 0.8346 2021-03-26 03:49:20,113 - mmaction - INFO - Epoch [18][340/801] lr: 6.965e-02, eta: 1:07:01, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.9711, top5_acc: 0.9996, loss_cls: 0.1044, loss: 0.1044, grad_norm: 0.8160 2021-03-26 03:49:34,558 - mmaction - INFO - Epoch [18][360/801] lr: 6.915e-02, eta: 1:06:45, time: 0.723, data_time: 0.002, memory: 9526, top1_acc: 0.9709, top5_acc: 0.9996, loss_cls: 0.1054, loss: 0.1054, grad_norm: 0.8372 2021-03-26 03:49:48,988 - mmaction - INFO - Epoch [18][380/801] lr: 6.866e-02, eta: 1:06:30, time: 0.722, data_time: 0.001, memory: 9526, top1_acc: 0.9721, top5_acc: 0.9988, loss_cls: 0.1056, loss: 0.1056, grad_norm: 0.7909 2021-03-26 03:50:03,466 - mmaction - INFO - Epoch [18][400/801] lr: 6.817e-02, eta: 1:06:14, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.9742, top5_acc: 0.9998, loss_cls: 0.1005, loss: 0.1005, grad_norm: 0.7973 2021-03-26 03:50:17,973 - mmaction - INFO - Epoch [18][420/801] lr: 6.768e-02, eta: 1:05:59, time: 0.725, data_time: 0.002, memory: 9526, top1_acc: 0.9742, top5_acc: 0.9996, loss_cls: 0.0997, loss: 0.0997, grad_norm: 0.8221 2021-03-26 03:50:32,509 - mmaction - INFO - Epoch [18][440/801] lr: 6.719e-02, eta: 1:05:43, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.9732, top5_acc: 0.9998, loss_cls: 0.0992, loss: 0.0992, grad_norm: 0.7861 2021-03-26 03:50:47,022 - mmaction - INFO - Epoch [18][460/801] lr: 6.670e-02, eta: 1:05:28, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9725, top5_acc: 0.9994, loss_cls: 0.1074, loss: 0.1074, grad_norm: 0.9042 2021-03-26 03:51:01,488 - mmaction - INFO - Epoch [18][480/801] lr: 6.621e-02, eta: 1:05:12, time: 0.723, data_time: 0.000, memory: 9526, top1_acc: 0.9727, top5_acc: 1.0000, loss_cls: 0.1006, loss: 0.1006, grad_norm: 0.8889 2021-03-26 03:51:16,009 - mmaction - INFO - Epoch [18][500/801] lr: 6.573e-02, eta: 1:04:57, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9699, top5_acc: 0.9994, loss_cls: 0.1063, loss: 0.1063, grad_norm: 0.8605 2021-03-26 03:51:30,485 - mmaction - INFO - Epoch [18][520/801] lr: 6.524e-02, eta: 1:04:41, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9727, top5_acc: 0.9996, loss_cls: 0.1008, loss: 0.1008, grad_norm: 0.8509 2021-03-26 03:51:44,988 - mmaction - INFO - Epoch [18][540/801] lr: 6.476e-02, eta: 1:04:26, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.9758, top5_acc: 1.0000, loss_cls: 0.0895, loss: 0.0895, grad_norm: 0.8027 2021-03-26 03:51:59,389 - mmaction - INFO - Epoch [18][560/801] lr: 6.428e-02, eta: 1:04:10, time: 0.721, data_time: 0.001, memory: 9526, top1_acc: 0.9715, top5_acc: 0.9996, loss_cls: 0.1077, loss: 0.1077, grad_norm: 0.8992 2021-03-26 03:52:13,930 - mmaction - INFO - Epoch [18][580/801] lr: 6.380e-02, eta: 1:03:54, time: 0.727, data_time: 0.000, memory: 9526, top1_acc: 0.9711, top5_acc: 0.9996, loss_cls: 0.1042, loss: 0.1042, grad_norm: 0.8285 2021-03-26 03:52:28,428 - mmaction - INFO - Epoch [18][600/801] lr: 6.332e-02, eta: 1:03:39, time: 0.725, data_time: 0.000, memory: 9526, top1_acc: 0.9736, top5_acc: 0.9998, loss_cls: 0.0959, loss: 0.0959, grad_norm: 0.8642 2021-03-26 03:52:42,849 - mmaction - INFO - Epoch [18][620/801] lr: 6.285e-02, eta: 1:03:23, time: 0.721, data_time: 0.001, memory: 9526, top1_acc: 0.9646, top5_acc: 0.9998, loss_cls: 0.1192, loss: 0.1192, grad_norm: 0.9969 2021-03-26 03:52:57,377 - mmaction - INFO - Epoch [18][640/801] lr: 6.237e-02, eta: 1:03:08, time: 0.725, data_time: 0.000, memory: 9526, top1_acc: 0.9734, top5_acc: 1.0000, loss_cls: 0.1000, loss: 0.1000, grad_norm: 0.8365 2021-03-26 03:53:11,719 - mmaction - INFO - Epoch [18][660/801] lr: 6.190e-02, eta: 1:02:52, time: 0.718, data_time: 0.002, memory: 9526, top1_acc: 0.9730, top5_acc: 1.0000, loss_cls: 0.0990, loss: 0.0990, grad_norm: 0.8335 2021-03-26 03:53:26,095 - mmaction - INFO - Epoch [18][680/801] lr: 6.143e-02, eta: 1:02:37, time: 0.719, data_time: 0.001, memory: 9526, top1_acc: 0.9736, top5_acc: 0.9994, loss_cls: 0.1021, loss: 0.1021, grad_norm: 0.8493 2021-03-26 03:53:40,505 - mmaction - INFO - Epoch [18][700/801] lr: 6.096e-02, eta: 1:02:21, time: 0.720, data_time: 0.001, memory: 9526, top1_acc: 0.9771, top5_acc: 1.0000, loss_cls: 0.0907, loss: 0.0907, grad_norm: 0.7997 2021-03-26 03:53:54,889 - mmaction - INFO - Epoch [18][720/801] lr: 6.049e-02, eta: 1:02:06, time: 0.720, data_time: 0.001, memory: 9526, top1_acc: 0.9762, top5_acc: 0.9998, loss_cls: 0.0935, loss: 0.0935, grad_norm: 0.8041 2021-03-26 03:54:09,498 - mmaction - INFO - Epoch [18][740/801] lr: 6.002e-02, eta: 1:01:50, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9730, top5_acc: 0.9990, loss_cls: 0.1006, loss: 0.1006, grad_norm: 0.8501 2021-03-26 03:54:24,054 - mmaction - INFO - Epoch [18][760/801] lr: 5.955e-02, eta: 1:01:35, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.9777, top5_acc: 0.9996, loss_cls: 0.0859, loss: 0.0859, grad_norm: 0.7771 2021-03-26 03:54:38,493 - mmaction - INFO - Epoch [18][780/801] lr: 5.909e-02, eta: 1:01:19, time: 0.721, data_time: 0.001, memory: 9526, top1_acc: 0.9758, top5_acc: 0.9996, loss_cls: 0.0888, loss: 0.0888, grad_norm: 0.8258 2021-03-26 03:54:52,783 - mmaction - INFO - Epoch [18][800/801] lr: 5.862e-02, eta: 1:01:04, time: 0.716, data_time: 0.002, memory: 9526, top1_acc: 0.9814, top5_acc: 1.0000, loss_cls: 0.0803, loss: 0.0803, grad_norm: 0.7521 2021-03-26 03:54:53,953 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-03-26 03:55:32,356 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 03:55:32,423 - mmaction - INFO - top1_acc 0.9163 top5_acc 0.9953 2021-03-26 03:55:32,423 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 03:55:32,440 - mmaction - INFO - mean_acc 0.8764 2021-03-26 03:55:32,440 - mmaction - INFO - Now best checkpoint is epoch_18.pth 2021-03-26 03:55:32,447 - mmaction - INFO - Epoch(val) [18][801] top1_acc: 0.9163, top5_acc: 0.9953, mean_class_accuracy: 0.8764 2021-03-26 03:56:11,996 - mmaction - INFO - Epoch [19][20/801] lr: 5.814e-02, eta: 1:00:55, time: 1.977, data_time: 1.213, memory: 9526, top1_acc: 0.9684, top5_acc: 0.9990, loss_cls: 0.1117, loss: 0.1117, grad_norm: 0.9209 2021-03-26 03:56:26,428 - mmaction - INFO - Epoch [19][40/801] lr: 5.768e-02, eta: 1:00:40, time: 0.721, data_time: 0.001, memory: 9526, top1_acc: 0.9789, top5_acc: 0.9996, loss_cls: 0.0860, loss: 0.0860, grad_norm: 0.7667 2021-03-26 03:56:40,974 - mmaction - INFO - Epoch [19][60/801] lr: 5.722e-02, eta: 1:00:24, time: 0.728, data_time: 0.007, memory: 9526, top1_acc: 0.9777, top5_acc: 0.9998, loss_cls: 0.0881, loss: 0.0881, grad_norm: 0.7778 2021-03-26 03:56:55,384 - mmaction - INFO - Epoch [19][80/801] lr: 5.676e-02, eta: 1:00:09, time: 0.721, data_time: 0.001, memory: 9526, top1_acc: 0.9789, top5_acc: 0.9998, loss_cls: 0.0789, loss: 0.0789, grad_norm: 0.7236 2021-03-26 03:57:09,814 - mmaction - INFO - Epoch [19][100/801] lr: 5.631e-02, eta: 0:59:53, time: 0.721, data_time: 0.000, memory: 9526, top1_acc: 0.9756, top5_acc: 0.9996, loss_cls: 0.0904, loss: 0.0904, grad_norm: 0.8400 2021-03-26 03:57:24,209 - mmaction - INFO - Epoch [19][120/801] lr: 5.586e-02, eta: 0:59:38, time: 0.718, data_time: 0.001, memory: 9526, top1_acc: 0.9803, top5_acc: 0.9996, loss_cls: 0.0787, loss: 0.0787, grad_norm: 0.7738 2021-03-26 03:57:38,832 - mmaction - INFO - Epoch [19][140/801] lr: 5.540e-02, eta: 0:59:22, time: 0.732, data_time: 0.002, memory: 9526, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.0871, loss: 0.0871, grad_norm: 0.8460 2021-03-26 03:57:53,295 - mmaction - INFO - Epoch [19][160/801] lr: 5.495e-02, eta: 0:59:07, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.9770, top5_acc: 0.9998, loss_cls: 0.0853, loss: 0.0853, grad_norm: 0.8328 2021-03-26 03:58:07,760 - mmaction - INFO - Epoch [19][180/801] lr: 5.450e-02, eta: 0:58:51, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9764, top5_acc: 0.9994, loss_cls: 0.0979, loss: 0.0979, grad_norm: 0.8732 2021-03-26 03:58:22,297 - mmaction - INFO - Epoch [19][200/801] lr: 5.406e-02, eta: 0:58:36, time: 0.727, data_time: 0.000, memory: 9526, top1_acc: 0.9766, top5_acc: 1.0000, loss_cls: 0.0852, loss: 0.0852, grad_norm: 0.8266 2021-03-26 03:58:36,923 - mmaction - INFO - Epoch [19][220/801] lr: 5.361e-02, eta: 0:58:20, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9758, top5_acc: 1.0000, loss_cls: 0.0924, loss: 0.0924, grad_norm: 0.9341 2021-03-26 03:58:51,502 - mmaction - INFO - Epoch [19][240/801] lr: 5.316e-02, eta: 0:58:05, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9809, top5_acc: 0.9998, loss_cls: 0.0819, loss: 0.0819, grad_norm: 0.7693 2021-03-26 03:59:06,153 - mmaction - INFO - Epoch [19][260/801] lr: 5.272e-02, eta: 0:57:49, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9773, top5_acc: 0.9996, loss_cls: 0.0873, loss: 0.0873, grad_norm: 0.8573 2021-03-26 03:59:20,800 - mmaction - INFO - Epoch [19][280/801] lr: 5.228e-02, eta: 0:57:34, time: 0.734, data_time: 0.003, memory: 9526, top1_acc: 0.9752, top5_acc: 1.0000, loss_cls: 0.0926, loss: 0.0926, grad_norm: 0.8943 2021-03-26 03:59:35,454 - mmaction - INFO - Epoch [19][300/801] lr: 5.184e-02, eta: 0:57:18, time: 0.733, data_time: 0.000, memory: 9526, top1_acc: 0.9773, top5_acc: 0.9996, loss_cls: 0.0886, loss: 0.0886, grad_norm: 0.8798 2021-03-26 03:59:50,083 - mmaction - INFO - Epoch [19][320/801] lr: 5.140e-02, eta: 0:57:03, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9797, top5_acc: 0.9998, loss_cls: 0.0813, loss: 0.0813, grad_norm: 0.8372 2021-03-26 04:00:04,706 - mmaction - INFO - Epoch [19][340/801] lr: 5.096e-02, eta: 0:56:47, time: 0.732, data_time: 0.002, memory: 9526, top1_acc: 0.9744, top5_acc: 0.9996, loss_cls: 0.0873, loss: 0.0873, grad_norm: 0.9272 2021-03-26 04:00:19,432 - mmaction - INFO - Epoch [19][360/801] lr: 5.053e-02, eta: 0:56:32, time: 0.736, data_time: 0.001, memory: 9526, top1_acc: 0.9791, top5_acc: 0.9998, loss_cls: 0.0844, loss: 0.0844, grad_norm: 0.8030 2021-03-26 04:00:33,970 - mmaction - INFO - Epoch [19][380/801] lr: 5.010e-02, eta: 0:56:17, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9791, top5_acc: 0.9998, loss_cls: 0.0800, loss: 0.0800, grad_norm: 0.8206 2021-03-26 04:00:48,603 - mmaction - INFO - Epoch [19][400/801] lr: 4.966e-02, eta: 0:56:01, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9760, top5_acc: 1.0000, loss_cls: 0.0870, loss: 0.0870, grad_norm: 0.8568 2021-03-26 04:01:03,220 - mmaction - INFO - Epoch [19][420/801] lr: 4.923e-02, eta: 0:55:46, time: 0.731, data_time: 0.002, memory: 9526, top1_acc: 0.9783, top5_acc: 0.9998, loss_cls: 0.0824, loss: 0.0824, grad_norm: 0.8679 2021-03-26 04:01:17,774 - mmaction - INFO - Epoch [19][440/801] lr: 4.881e-02, eta: 0:55:30, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9830, top5_acc: 1.0000, loss_cls: 0.0779, loss: 0.0779, grad_norm: 0.8288 2021-03-26 04:01:32,338 - mmaction - INFO - Epoch [19][460/801] lr: 4.838e-02, eta: 0:55:15, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9791, top5_acc: 0.9998, loss_cls: 0.0865, loss: 0.0865, grad_norm: 0.9202 2021-03-26 04:01:46,915 - mmaction - INFO - Epoch [19][480/801] lr: 4.795e-02, eta: 0:54:59, time: 0.729, data_time: 0.000, memory: 9526, top1_acc: 0.9809, top5_acc: 1.0000, loss_cls: 0.0759, loss: 0.0759, grad_norm: 0.7891 2021-03-26 04:02:01,607 - mmaction - INFO - Epoch [19][500/801] lr: 4.753e-02, eta: 0:54:44, time: 0.734, data_time: 0.001, memory: 9526, top1_acc: 0.9828, top5_acc: 0.9998, loss_cls: 0.0788, loss: 0.0788, grad_norm: 0.8114 2021-03-26 04:02:16,245 - mmaction - INFO - Epoch [19][520/801] lr: 4.711e-02, eta: 0:54:28, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9832, top5_acc: 1.0000, loss_cls: 0.0715, loss: 0.0715, grad_norm: 0.7321 2021-03-26 04:02:30,831 - mmaction - INFO - Epoch [19][540/801] lr: 4.669e-02, eta: 0:54:13, time: 0.729, data_time: 0.002, memory: 9526, top1_acc: 0.9850, top5_acc: 0.9998, loss_cls: 0.0665, loss: 0.0665, grad_norm: 0.7225 2021-03-26 04:02:45,388 - mmaction - INFO - Epoch [19][560/801] lr: 4.627e-02, eta: 0:53:58, time: 0.730, data_time: 0.003, memory: 9526, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0768, loss: 0.0768, grad_norm: 0.7557 2021-03-26 04:03:00,023 - mmaction - INFO - Epoch [19][580/801] lr: 4.585e-02, eta: 0:53:42, time: 0.731, data_time: 0.000, memory: 9526, top1_acc: 0.9820, top5_acc: 0.9998, loss_cls: 0.0766, loss: 0.0766, grad_norm: 0.8312 2021-03-26 04:03:14,572 - mmaction - INFO - Epoch [19][600/801] lr: 4.543e-02, eta: 0:53:27, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9824, top5_acc: 0.9996, loss_cls: 0.0741, loss: 0.0741, grad_norm: 0.8384 2021-03-26 04:03:29,107 - mmaction - INFO - Epoch [19][620/801] lr: 4.502e-02, eta: 0:53:11, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9779, top5_acc: 0.9994, loss_cls: 0.0876, loss: 0.0876, grad_norm: 0.9202 2021-03-26 04:03:43,638 - mmaction - INFO - Epoch [19][640/801] lr: 4.461e-02, eta: 0:52:56, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9834, top5_acc: 1.0000, loss_cls: 0.0724, loss: 0.0724, grad_norm: 0.8472 2021-03-26 04:03:58,098 - mmaction - INFO - Epoch [19][660/801] lr: 4.420e-02, eta: 0:52:40, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9822, top5_acc: 0.9996, loss_cls: 0.0735, loss: 0.0735, grad_norm: 0.8211 2021-03-26 04:04:12,610 - mmaction - INFO - Epoch [19][680/801] lr: 4.379e-02, eta: 0:52:25, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.9807, top5_acc: 0.9994, loss_cls: 0.0791, loss: 0.0791, grad_norm: 0.8577 2021-03-26 04:04:27,069 - mmaction - INFO - Epoch [19][700/801] lr: 4.338e-02, eta: 0:52:09, time: 0.722, data_time: 0.001, memory: 9526, top1_acc: 0.9832, top5_acc: 0.9998, loss_cls: 0.0728, loss: 0.0728, grad_norm: 0.8156 2021-03-26 04:04:41,697 - mmaction - INFO - Epoch [19][720/801] lr: 4.298e-02, eta: 0:51:54, time: 0.732, data_time: 0.002, memory: 9526, top1_acc: 0.9834, top5_acc: 0.9994, loss_cls: 0.0753, loss: 0.0753, grad_norm: 0.8461 2021-03-26 04:04:56,161 - mmaction - INFO - Epoch [19][740/801] lr: 4.257e-02, eta: 0:51:39, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.9832, top5_acc: 0.9998, loss_cls: 0.0717, loss: 0.0717, grad_norm: 0.8052 2021-03-26 04:05:10,876 - mmaction - INFO - Epoch [19][760/801] lr: 4.217e-02, eta: 0:51:23, time: 0.736, data_time: 0.001, memory: 9526, top1_acc: 0.9773, top5_acc: 0.9994, loss_cls: 0.0863, loss: 0.0863, grad_norm: 0.9803 2021-03-26 04:05:25,395 - mmaction - INFO - Epoch [19][780/801] lr: 4.177e-02, eta: 0:51:08, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9838, top5_acc: 0.9996, loss_cls: 0.0710, loss: 0.0710, grad_norm: 0.8124 2021-03-26 04:05:39,778 - mmaction - INFO - Epoch [19][800/801] lr: 4.137e-02, eta: 0:50:52, time: 0.719, data_time: 0.001, memory: 9526, top1_acc: 0.9826, top5_acc: 0.9994, loss_cls: 0.0723, loss: 0.0723, grad_norm: 0.8203 2021-03-26 04:05:40,935 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-03-26 04:06:19,264 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 04:06:19,332 - mmaction - INFO - top1_acc 0.9283 top5_acc 0.9946 2021-03-26 04:06:19,332 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 04:06:19,346 - mmaction - INFO - mean_acc 0.8919 2021-03-26 04:06:19,347 - mmaction - INFO - Now best checkpoint is epoch_19.pth 2021-03-26 04:06:19,410 - mmaction - INFO - Epoch(val) [19][801] top1_acc: 0.9283, top5_acc: 0.9946, mean_class_accuracy: 0.8919 2021-03-26 04:07:04,975 - mmaction - INFO - Epoch [20][20/801] lr: 4.095e-02, eta: 0:50:44, time: 2.278, data_time: 1.428, memory: 9526, top1_acc: 0.9832, top5_acc: 1.0000, loss_cls: 0.0775, loss: 0.0775, grad_norm: 0.8239 2021-03-26 04:07:19,573 - mmaction - INFO - Epoch [20][40/801] lr: 4.056e-02, eta: 0:50:28, time: 0.729, data_time: 0.005, memory: 9526, top1_acc: 0.9842, top5_acc: 1.0000, loss_cls: 0.0702, loss: 0.0702, grad_norm: 0.8146 2021-03-26 04:07:34,110 - mmaction - INFO - Epoch [20][60/801] lr: 4.016e-02, eta: 0:50:13, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9836, top5_acc: 1.0000, loss_cls: 0.0719, loss: 0.0719, grad_norm: 0.7837 2021-03-26 04:07:48,692 - mmaction - INFO - Epoch [20][80/801] lr: 3.977e-02, eta: 0:49:58, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9832, top5_acc: 1.0000, loss_cls: 0.0651, loss: 0.0651, grad_norm: 0.7158 2021-03-26 04:08:03,291 - mmaction - INFO - Epoch [20][100/801] lr: 3.938e-02, eta: 0:49:42, time: 0.731, data_time: 0.002, memory: 9526, top1_acc: 0.9869, top5_acc: 0.9998, loss_cls: 0.0598, loss: 0.0598, grad_norm: 0.6823 2021-03-26 04:08:17,901 - mmaction - INFO - Epoch [20][120/801] lr: 3.899e-02, eta: 0:49:27, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9877, top5_acc: 0.9998, loss_cls: 0.0586, loss: 0.0586, grad_norm: 0.7139 2021-03-26 04:08:32,488 - mmaction - INFO - Epoch [20][140/801] lr: 3.860e-02, eta: 0:49:11, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9840, top5_acc: 1.0000, loss_cls: 0.0633, loss: 0.0633, grad_norm: 0.7413 2021-03-26 04:08:47,026 - mmaction - INFO - Epoch [20][160/801] lr: 3.822e-02, eta: 0:48:56, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9861, top5_acc: 1.0000, loss_cls: 0.0604, loss: 0.0604, grad_norm: 0.7496 2021-03-26 04:09:01,590 - mmaction - INFO - Epoch [20][180/801] lr: 3.784e-02, eta: 0:48:40, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9836, top5_acc: 1.0000, loss_cls: 0.0643, loss: 0.0643, grad_norm: 0.7844 2021-03-26 04:09:16,189 - mmaction - INFO - Epoch [20][200/801] lr: 3.745e-02, eta: 0:48:25, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9857, top5_acc: 0.9998, loss_cls: 0.0615, loss: 0.0615, grad_norm: 0.7831 2021-03-26 04:09:30,825 - mmaction - INFO - Epoch [20][220/801] lr: 3.707e-02, eta: 0:48:09, time: 0.732, data_time: 0.002, memory: 9526, top1_acc: 0.9863, top5_acc: 1.0000, loss_cls: 0.0626, loss: 0.0626, grad_norm: 0.7818 2021-03-26 04:09:45,451 - mmaction - INFO - Epoch [20][240/801] lr: 3.670e-02, eta: 0:47:54, time: 0.732, data_time: 0.002, memory: 9526, top1_acc: 0.9883, top5_acc: 0.9998, loss_cls: 0.0583, loss: 0.0583, grad_norm: 0.7283 2021-03-26 04:10:00,118 - mmaction - INFO - Epoch [20][260/801] lr: 3.632e-02, eta: 0:47:39, time: 0.733, data_time: 0.001, memory: 9526, top1_acc: 0.9855, top5_acc: 1.0000, loss_cls: 0.0597, loss: 0.0597, grad_norm: 0.7917 2021-03-26 04:10:14,730 - mmaction - INFO - Epoch [20][280/801] lr: 3.594e-02, eta: 0:47:23, time: 0.731, data_time: 0.002, memory: 9526, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0597, loss: 0.0597, grad_norm: 0.7618 2021-03-26 04:10:29,334 - mmaction - INFO - Epoch [20][300/801] lr: 3.557e-02, eta: 0:47:08, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9834, top5_acc: 1.0000, loss_cls: 0.0662, loss: 0.0662, grad_norm: 0.7473 2021-03-26 04:10:43,881 - mmaction - INFO - Epoch [20][320/801] lr: 3.520e-02, eta: 0:46:52, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9873, top5_acc: 1.0000, loss_cls: 0.0590, loss: 0.0590, grad_norm: 0.6973 2021-03-26 04:10:58,489 - mmaction - INFO - Epoch [20][340/801] lr: 3.483e-02, eta: 0:46:37, time: 0.731, data_time: 0.002, memory: 9526, top1_acc: 0.9863, top5_acc: 0.9998, loss_cls: 0.0616, loss: 0.0616, grad_norm: 0.7748 2021-03-26 04:11:13,092 - mmaction - INFO - Epoch [20][360/801] lr: 3.446e-02, eta: 0:46:21, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9867, top5_acc: 0.9994, loss_cls: 0.0587, loss: 0.0587, grad_norm: 0.7689 2021-03-26 04:11:27,704 - mmaction - INFO - Epoch [20][380/801] lr: 3.410e-02, eta: 0:46:06, time: 0.730, data_time: 0.000, memory: 9526, top1_acc: 0.9900, top5_acc: 0.9998, loss_cls: 0.0517, loss: 0.0517, grad_norm: 0.6726 2021-03-26 04:11:42,349 - mmaction - INFO - Epoch [20][400/801] lr: 3.373e-02, eta: 0:45:51, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9900, top5_acc: 0.9998, loss_cls: 0.0496, loss: 0.0496, grad_norm: 0.6663 2021-03-26 04:11:57,000 - mmaction - INFO - Epoch [20][420/801] lr: 3.337e-02, eta: 0:45:35, time: 0.733, data_time: 0.002, memory: 9526, top1_acc: 0.9889, top5_acc: 1.0000, loss_cls: 0.0516, loss: 0.0516, grad_norm: 0.7008 2021-03-26 04:12:11,580 - mmaction - INFO - Epoch [20][440/801] lr: 3.301e-02, eta: 0:45:20, time: 0.729, data_time: 0.002, memory: 9526, top1_acc: 0.9893, top5_acc: 0.9998, loss_cls: 0.0511, loss: 0.0511, grad_norm: 0.6276 2021-03-26 04:12:26,124 - mmaction - INFO - Epoch [20][460/801] lr: 3.265e-02, eta: 0:45:04, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9887, top5_acc: 0.9994, loss_cls: 0.0574, loss: 0.0574, grad_norm: 0.7664 2021-03-26 04:12:40,702 - mmaction - INFO - Epoch [20][480/801] lr: 3.229e-02, eta: 0:44:49, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0551, loss: 0.0551, grad_norm: 0.7469 2021-03-26 04:12:55,205 - mmaction - INFO - Epoch [20][500/801] lr: 3.194e-02, eta: 0:44:34, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.9908, top5_acc: 1.0000, loss_cls: 0.0474, loss: 0.0474, grad_norm: 0.6605 2021-03-26 04:13:09,743 - mmaction - INFO - Epoch [20][520/801] lr: 3.159e-02, eta: 0:44:18, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.9877, top5_acc: 0.9998, loss_cls: 0.0597, loss: 0.0597, grad_norm: 0.7638 2021-03-26 04:13:24,390 - mmaction - INFO - Epoch [20][540/801] lr: 3.123e-02, eta: 0:44:03, time: 0.732, data_time: 0.001, memory: 9526, top1_acc: 0.9902, top5_acc: 1.0000, loss_cls: 0.0489, loss: 0.0489, grad_norm: 0.6654 2021-03-26 04:13:39,013 - mmaction - INFO - Epoch [20][560/801] lr: 3.088e-02, eta: 0:43:47, time: 0.732, data_time: 0.001, memory: 9526, top1_acc: 0.9889, top5_acc: 0.9998, loss_cls: 0.0535, loss: 0.0535, grad_norm: 0.6798 2021-03-26 04:13:53,517 - mmaction - INFO - Epoch [20][580/801] lr: 3.054e-02, eta: 0:43:32, time: 0.724, data_time: 0.000, memory: 9526, top1_acc: 0.9895, top5_acc: 1.0000, loss_cls: 0.0501, loss: 0.0501, grad_norm: 0.7996 2021-03-26 04:14:08,172 - mmaction - INFO - Epoch [20][600/801] lr: 3.019e-02, eta: 0:43:17, time: 0.734, data_time: 0.001, memory: 9526, top1_acc: 0.9861, top5_acc: 0.9998, loss_cls: 0.0544, loss: 0.0544, grad_norm: 0.8235 2021-03-26 04:14:22,831 - mmaction - INFO - Epoch [20][620/801] lr: 2.985e-02, eta: 0:43:01, time: 0.732, data_time: 0.001, memory: 9526, top1_acc: 0.9883, top5_acc: 1.0000, loss_cls: 0.0538, loss: 0.0538, grad_norm: 0.7973 2021-03-26 04:14:37,362 - mmaction - INFO - Epoch [20][640/801] lr: 2.950e-02, eta: 0:42:46, time: 0.727, data_time: 0.002, memory: 9526, top1_acc: 0.9902, top5_acc: 1.0000, loss_cls: 0.0493, loss: 0.0493, grad_norm: 0.6897 2021-03-26 04:14:52,083 - mmaction - INFO - Epoch [20][660/801] lr: 2.916e-02, eta: 0:42:30, time: 0.735, data_time: 0.003, memory: 9526, top1_acc: 0.9895, top5_acc: 1.0000, loss_cls: 0.0510, loss: 0.0510, grad_norm: 0.7216 2021-03-26 04:15:06,723 - mmaction - INFO - Epoch [20][680/801] lr: 2.882e-02, eta: 0:42:15, time: 0.733, data_time: 0.002, memory: 9526, top1_acc: 0.9895, top5_acc: 1.0000, loss_cls: 0.0509, loss: 0.0509, grad_norm: 0.6980 2021-03-26 04:15:21,298 - mmaction - INFO - Epoch [20][700/801] lr: 2.849e-02, eta: 0:42:00, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9895, top5_acc: 1.0000, loss_cls: 0.0515, loss: 0.0515, grad_norm: 0.7928 2021-03-26 04:15:35,876 - mmaction - INFO - Epoch [20][720/801] lr: 2.815e-02, eta: 0:41:44, time: 0.729, data_time: 0.002, memory: 9526, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0472, loss: 0.0472, grad_norm: 0.6626 2021-03-26 04:15:50,454 - mmaction - INFO - Epoch [20][740/801] lr: 2.782e-02, eta: 0:41:29, time: 0.729, data_time: 0.002, memory: 9526, top1_acc: 0.9898, top5_acc: 0.9996, loss_cls: 0.0493, loss: 0.0493, grad_norm: 0.7126 2021-03-26 04:16:04,932 - mmaction - INFO - Epoch [20][760/801] lr: 2.749e-02, eta: 0:41:13, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9906, top5_acc: 0.9998, loss_cls: 0.0485, loss: 0.0485, grad_norm: 0.7592 2021-03-26 04:16:19,530 - mmaction - INFO - Epoch [20][780/801] lr: 2.716e-02, eta: 0:40:58, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9900, top5_acc: 0.9998, loss_cls: 0.0528, loss: 0.0528, grad_norm: 0.7052 2021-03-26 04:16:33,899 - mmaction - INFO - Epoch [20][800/801] lr: 2.683e-02, eta: 0:40:43, time: 0.720, data_time: 0.002, memory: 9526, top1_acc: 0.9887, top5_acc: 0.9998, loss_cls: 0.0503, loss: 0.0503, grad_norm: 0.8251 2021-03-26 04:16:36,624 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-03-26 04:17:13,809 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 04:17:13,875 - mmaction - INFO - top1_acc 0.9412 top5_acc 0.9974 2021-03-26 04:17:13,875 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 04:17:13,890 - mmaction - INFO - mean_acc 0.9137 2021-03-26 04:17:13,890 - mmaction - INFO - Now best checkpoint is epoch_20.pth 2021-03-26 04:17:13,912 - mmaction - INFO - Epoch(val) [20][801] top1_acc: 0.9412, top5_acc: 0.9974, mean_class_accuracy: 0.9137 2021-03-26 04:18:06,755 - mmaction - INFO - Epoch [21][20/801] lr: 2.649e-02, eta: 0:40:34, time: 2.640, data_time: 1.886, memory: 9526, top1_acc: 0.9875, top5_acc: 0.9998, loss_cls: 0.0598, loss: 0.0598, grad_norm: 0.8365 2021-03-26 04:18:21,146 - mmaction - INFO - Epoch [21][40/801] lr: 2.616e-02, eta: 0:40:18, time: 0.721, data_time: 0.005, memory: 9526, top1_acc: 0.9883, top5_acc: 1.0000, loss_cls: 0.0567, loss: 0.0567, grad_norm: 0.7662 2021-03-26 04:18:35,577 - mmaction - INFO - Epoch [21][60/801] lr: 2.584e-02, eta: 0:40:03, time: 0.720, data_time: 0.001, memory: 9526, top1_acc: 0.9908, top5_acc: 1.0000, loss_cls: 0.0461, loss: 0.0461, grad_norm: 0.6790 2021-03-26 04:18:50,047 - mmaction - INFO - Epoch [21][80/801] lr: 2.552e-02, eta: 0:39:48, time: 0.724, data_time: 0.002, memory: 9526, top1_acc: 0.9904, top5_acc: 1.0000, loss_cls: 0.0468, loss: 0.0468, grad_norm: 0.7450 2021-03-26 04:19:04,644 - mmaction - INFO - Epoch [21][100/801] lr: 2.520e-02, eta: 0:39:32, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9926, top5_acc: 1.0000, loss_cls: 0.0393, loss: 0.0393, grad_norm: 0.6296 2021-03-26 04:19:19,115 - mmaction - INFO - Epoch [21][120/801] lr: 2.488e-02, eta: 0:39:17, time: 0.724, data_time: 0.002, memory: 9526, top1_acc: 0.9898, top5_acc: 0.9998, loss_cls: 0.0489, loss: 0.0489, grad_norm: 0.7009 2021-03-26 04:19:33,676 - mmaction - INFO - Epoch [21][140/801] lr: 2.457e-02, eta: 0:39:01, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9896, top5_acc: 1.0000, loss_cls: 0.0498, loss: 0.0498, grad_norm: 0.7976 2021-03-26 04:19:48,191 - mmaction - INFO - Epoch [21][160/801] lr: 2.426e-02, eta: 0:38:46, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.9916, top5_acc: 1.0000, loss_cls: 0.0470, loss: 0.0470, grad_norm: 0.7687 2021-03-26 04:20:02,812 - mmaction - INFO - Epoch [21][180/801] lr: 2.394e-02, eta: 0:38:30, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9898, top5_acc: 0.9998, loss_cls: 0.0501, loss: 0.0501, grad_norm: 0.7227 2021-03-26 04:20:17,271 - mmaction - INFO - Epoch [21][200/801] lr: 2.364e-02, eta: 0:38:15, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.9934, top5_acc: 1.0000, loss_cls: 0.0432, loss: 0.0432, grad_norm: 0.6946 2021-03-26 04:20:31,765 - mmaction - INFO - Epoch [21][220/801] lr: 2.333e-02, eta: 0:38:00, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.9928, top5_acc: 1.0000, loss_cls: 0.0392, loss: 0.0392, grad_norm: 0.6398 2021-03-26 04:20:46,363 - mmaction - INFO - Epoch [21][240/801] lr: 2.302e-02, eta: 0:37:44, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9932, top5_acc: 1.0000, loss_cls: 0.0401, loss: 0.0401, grad_norm: 0.6352 2021-03-26 04:21:00,791 - mmaction - INFO - Epoch [21][260/801] lr: 2.272e-02, eta: 0:37:29, time: 0.720, data_time: 0.001, memory: 9526, top1_acc: 0.9914, top5_acc: 1.0000, loss_cls: 0.0443, loss: 0.0443, grad_norm: 0.6584 2021-03-26 04:21:15,316 - mmaction - INFO - Epoch [21][280/801] lr: 2.242e-02, eta: 0:37:13, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.9932, top5_acc: 1.0000, loss_cls: 0.0380, loss: 0.0380, grad_norm: 0.5526 2021-03-26 04:21:29,925 - mmaction - INFO - Epoch [21][300/801] lr: 2.212e-02, eta: 0:36:58, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9926, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391, grad_norm: 0.6267 2021-03-26 04:21:44,395 - mmaction - INFO - Epoch [21][320/801] lr: 2.182e-02, eta: 0:36:43, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9928, top5_acc: 1.0000, loss_cls: 0.0379, loss: 0.0379, grad_norm: 0.6227 2021-03-26 04:21:58,980 - mmaction - INFO - Epoch [21][340/801] lr: 2.152e-02, eta: 0:36:27, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9926, top5_acc: 1.0000, loss_cls: 0.0368, loss: 0.0368, grad_norm: 0.6007 2021-03-26 04:22:13,623 - mmaction - INFO - Epoch [21][360/801] lr: 2.123e-02, eta: 0:36:12, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9943, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359, grad_norm: 0.5501 2021-03-26 04:22:28,176 - mmaction - INFO - Epoch [21][380/801] lr: 2.094e-02, eta: 0:35:56, time: 0.729, data_time: 0.002, memory: 9526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0402, loss: 0.0402, grad_norm: 0.6804 2021-03-26 04:22:42,770 - mmaction - INFO - Epoch [21][400/801] lr: 2.065e-02, eta: 0:35:41, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9914, top5_acc: 1.0000, loss_cls: 0.0400, loss: 0.0400, grad_norm: 0.6837 2021-03-26 04:22:57,415 - mmaction - INFO - Epoch [21][420/801] lr: 2.036e-02, eta: 0:35:26, time: 0.734, data_time: 0.002, memory: 9526, top1_acc: 0.9926, top5_acc: 1.0000, loss_cls: 0.0421, loss: 0.0421, grad_norm: 0.7087 2021-03-26 04:23:11,972 - mmaction - INFO - Epoch [21][440/801] lr: 2.007e-02, eta: 0:35:10, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9920, top5_acc: 1.0000, loss_cls: 0.0391, loss: 0.0391, grad_norm: 0.6227 2021-03-26 04:23:26,349 - mmaction - INFO - Epoch [21][460/801] lr: 1.979e-02, eta: 0:34:55, time: 0.720, data_time: 0.002, memory: 9526, top1_acc: 0.9928, top5_acc: 1.0000, loss_cls: 0.0407, loss: 0.0407, grad_norm: 0.5999 2021-03-26 04:23:40,824 - mmaction - INFO - Epoch [21][480/801] lr: 1.951e-02, eta: 0:34:39, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.9939, top5_acc: 1.0000, loss_cls: 0.0346, loss: 0.0346, grad_norm: 0.5977 2021-03-26 04:23:55,407 - mmaction - INFO - Epoch [21][500/801] lr: 1.922e-02, eta: 0:34:24, time: 0.730, data_time: 0.002, memory: 9526, top1_acc: 0.9936, top5_acc: 0.9998, loss_cls: 0.0372, loss: 0.0372, grad_norm: 0.6309 2021-03-26 04:24:10,029 - mmaction - INFO - Epoch [21][520/801] lr: 1.895e-02, eta: 0:34:09, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9930, top5_acc: 1.0000, loss_cls: 0.0367, loss: 0.0367, grad_norm: 0.6297 2021-03-26 04:24:24,654 - mmaction - INFO - Epoch [21][540/801] lr: 1.867e-02, eta: 0:33:53, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9926, top5_acc: 0.9998, loss_cls: 0.0369, loss: 0.0369, grad_norm: 0.6418 2021-03-26 04:24:39,230 - mmaction - INFO - Epoch [21][560/801] lr: 1.839e-02, eta: 0:33:38, time: 0.730, data_time: 0.004, memory: 9526, top1_acc: 0.9939, top5_acc: 1.0000, loss_cls: 0.0358, loss: 0.0358, grad_norm: 0.6032 2021-03-26 04:24:53,818 - mmaction - INFO - Epoch [21][580/801] lr: 1.812e-02, eta: 0:33:22, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9941, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357, grad_norm: 0.6436 2021-03-26 04:25:08,359 - mmaction - INFO - Epoch [21][600/801] lr: 1.785e-02, eta: 0:33:07, time: 0.726, data_time: 0.000, memory: 9526, top1_acc: 0.9939, top5_acc: 1.0000, loss_cls: 0.0384, loss: 0.0384, grad_norm: 0.6250 2021-03-26 04:25:22,899 - mmaction - INFO - Epoch [21][620/801] lr: 1.758e-02, eta: 0:32:52, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.9918, top5_acc: 1.0000, loss_cls: 0.0402, loss: 0.0402, grad_norm: 0.6667 2021-03-26 04:25:37,477 - mmaction - INFO - Epoch [21][640/801] lr: 1.731e-02, eta: 0:32:36, time: 0.729, data_time: 0.003, memory: 9526, top1_acc: 0.9934, top5_acc: 1.0000, loss_cls: 0.0384, loss: 0.0384, grad_norm: 0.6048 2021-03-26 04:25:52,071 - mmaction - INFO - Epoch [21][660/801] lr: 1.705e-02, eta: 0:32:21, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9930, top5_acc: 0.9998, loss_cls: 0.0399, loss: 0.0399, grad_norm: 0.5987 2021-03-26 04:26:06,633 - mmaction - INFO - Epoch [21][680/801] lr: 1.679e-02, eta: 0:32:06, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9924, top5_acc: 1.0000, loss_cls: 0.0369, loss: 0.0369, grad_norm: 0.5995 2021-03-26 04:26:21,299 - mmaction - INFO - Epoch [21][700/801] lr: 1.653e-02, eta: 0:31:50, time: 0.733, data_time: 0.001, memory: 9526, top1_acc: 0.9957, top5_acc: 1.0000, loss_cls: 0.0340, loss: 0.0340, grad_norm: 0.5346 2021-03-26 04:26:35,825 - mmaction - INFO - Epoch [21][720/801] lr: 1.627e-02, eta: 0:31:35, time: 0.727, data_time: 0.002, memory: 9526, top1_acc: 0.9945, top5_acc: 1.0000, loss_cls: 0.0341, loss: 0.0341, grad_norm: 0.6006 2021-03-26 04:26:50,348 - mmaction - INFO - Epoch [21][740/801] lr: 1.601e-02, eta: 0:31:19, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9941, top5_acc: 1.0000, loss_cls: 0.0369, loss: 0.0369, grad_norm: 0.6171 2021-03-26 04:27:04,905 - mmaction - INFO - Epoch [21][760/801] lr: 1.575e-02, eta: 0:31:04, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9932, top5_acc: 1.0000, loss_cls: 0.0379, loss: 0.0379, grad_norm: 0.6910 2021-03-26 04:27:19,529 - mmaction - INFO - Epoch [21][780/801] lr: 1.550e-02, eta: 0:30:49, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0312, loss: 0.0312, grad_norm: 0.4938 2021-03-26 04:27:33,895 - mmaction - INFO - Epoch [21][800/801] lr: 1.525e-02, eta: 0:30:33, time: 0.718, data_time: 0.000, memory: 9526, top1_acc: 0.9928, top5_acc: 1.0000, loss_cls: 0.0346, loss: 0.0346, grad_norm: 0.6093 2021-03-26 04:27:35,359 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-03-26 04:28:13,255 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 04:28:13,317 - mmaction - INFO - top1_acc 0.9428 top5_acc 0.9966 2021-03-26 04:28:13,317 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 04:28:13,330 - mmaction - INFO - mean_acc 0.9194 2021-03-26 04:28:13,330 - mmaction - INFO - Now best checkpoint is epoch_21.pth 2021-03-26 04:28:13,340 - mmaction - INFO - Epoch(val) [21][801] top1_acc: 0.9428, top5_acc: 0.9966, mean_class_accuracy: 0.9194 2021-03-26 04:28:55,813 - mmaction - INFO - Epoch [22][20/801] lr: 1.499e-02, eta: 0:30:21, time: 2.123, data_time: 1.225, memory: 9526, top1_acc: 0.9965, top5_acc: 1.0000, loss_cls: 0.0325, loss: 0.0325, grad_norm: 0.6227 2021-03-26 04:29:10,419 - mmaction - INFO - Epoch [22][40/801] lr: 1.474e-02, eta: 0:30:06, time: 0.730, data_time: 0.002, memory: 9526, top1_acc: 0.9949, top5_acc: 1.0000, loss_cls: 0.0344, loss: 0.0344, grad_norm: 0.5901 2021-03-26 04:29:25,053 - mmaction - INFO - Epoch [22][60/801] lr: 1.449e-02, eta: 0:29:50, time: 0.731, data_time: 0.002, memory: 9526, top1_acc: 0.9961, top5_acc: 1.0000, loss_cls: 0.0299, loss: 0.0299, grad_norm: 0.5283 2021-03-26 04:29:39,561 - mmaction - INFO - Epoch [22][80/801] lr: 1.425e-02, eta: 0:29:35, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9957, top5_acc: 1.0000, loss_cls: 0.0346, loss: 0.0346, grad_norm: 0.5612 2021-03-26 04:29:54,154 - mmaction - INFO - Epoch [22][100/801] lr: 1.401e-02, eta: 0:29:20, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9957, top5_acc: 1.0000, loss_cls: 0.0300, loss: 0.0300, grad_norm: 0.5501 2021-03-26 04:30:08,698 - mmaction - INFO - Epoch [22][120/801] lr: 1.377e-02, eta: 0:29:04, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.9947, top5_acc: 1.0000, loss_cls: 0.0330, loss: 0.0330, grad_norm: 0.5609 2021-03-26 04:30:23,117 - mmaction - INFO - Epoch [22][140/801] lr: 1.353e-02, eta: 0:28:49, time: 0.722, data_time: 0.002, memory: 9526, top1_acc: 0.9934, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357, grad_norm: 0.5982 2021-03-26 04:30:37,731 - mmaction - INFO - Epoch [22][160/801] lr: 1.330e-02, eta: 0:28:33, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9949, top5_acc: 1.0000, loss_cls: 0.0325, loss: 0.0325, grad_norm: 0.6133 2021-03-26 04:30:52,264 - mmaction - INFO - Epoch [22][180/801] lr: 1.306e-02, eta: 0:28:18, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9949, top5_acc: 1.0000, loss_cls: 0.0305, loss: 0.0305, grad_norm: 0.6204 2021-03-26 04:31:06,798 - mmaction - INFO - Epoch [22][200/801] lr: 1.283e-02, eta: 0:28:03, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.9949, top5_acc: 1.0000, loss_cls: 0.0313, loss: 0.0313, grad_norm: 0.5576 2021-03-26 04:31:21,398 - mmaction - INFO - Epoch [22][220/801] lr: 1.260e-02, eta: 0:27:47, time: 0.728, data_time: 0.000, memory: 9526, top1_acc: 0.9945, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316, grad_norm: 0.6041 2021-03-26 04:31:35,976 - mmaction - INFO - Epoch [22][240/801] lr: 1.238e-02, eta: 0:27:32, time: 0.730, data_time: 0.002, memory: 9526, top1_acc: 0.9938, top5_acc: 0.9998, loss_cls: 0.0312, loss: 0.0312, grad_norm: 0.6320 2021-03-26 04:31:50,601 - mmaction - INFO - Epoch [22][260/801] lr: 1.215e-02, eta: 0:27:17, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9939, top5_acc: 1.0000, loss_cls: 0.0316, loss: 0.0316, grad_norm: 0.6096 2021-03-26 04:32:05,191 - mmaction - INFO - Epoch [22][280/801] lr: 1.193e-02, eta: 0:27:01, time: 0.730, data_time: 0.002, memory: 9526, top1_acc: 0.9957, top5_acc: 1.0000, loss_cls: 0.0305, loss: 0.0305, grad_norm: 0.5626 2021-03-26 04:32:19,679 - mmaction - INFO - Epoch [22][300/801] lr: 1.171e-02, eta: 0:26:46, time: 0.725, data_time: 0.002, memory: 9526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0350, loss: 0.0350, grad_norm: 0.6142 2021-03-26 04:32:34,291 - mmaction - INFO - Epoch [22][320/801] lr: 1.149e-02, eta: 0:26:30, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9953, top5_acc: 1.0000, loss_cls: 0.0298, loss: 0.0298, grad_norm: 0.6042 2021-03-26 04:32:48,808 - mmaction - INFO - Epoch [22][340/801] lr: 1.127e-02, eta: 0:26:15, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0305, loss: 0.0305, grad_norm: 0.5599 2021-03-26 04:33:03,486 - mmaction - INFO - Epoch [22][360/801] lr: 1.105e-02, eta: 0:26:00, time: 0.733, data_time: 0.001, memory: 9526, top1_acc: 0.9955, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288, grad_norm: 0.5659 2021-03-26 04:33:18,028 - mmaction - INFO - Epoch [22][380/801] lr: 1.084e-02, eta: 0:25:44, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.9955, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290, grad_norm: 0.5033 2021-03-26 04:33:32,681 - mmaction - INFO - Epoch [22][400/801] lr: 1.063e-02, eta: 0:25:29, time: 0.732, data_time: 0.001, memory: 9526, top1_acc: 0.9957, top5_acc: 1.0000, loss_cls: 0.0286, loss: 0.0286, grad_norm: 0.4775 2021-03-26 04:33:47,214 - mmaction - INFO - Epoch [22][420/801] lr: 1.042e-02, eta: 0:25:14, time: 0.727, data_time: 0.002, memory: 9526, top1_acc: 0.9951, top5_acc: 1.0000, loss_cls: 0.0295, loss: 0.0295, grad_norm: 0.6470 2021-03-26 04:34:01,857 - mmaction - INFO - Epoch [22][440/801] lr: 1.021e-02, eta: 0:24:58, time: 0.732, data_time: 0.001, memory: 9526, top1_acc: 0.9963, top5_acc: 0.9998, loss_cls: 0.0288, loss: 0.0288, grad_norm: 0.5412 2021-03-26 04:34:16,452 - mmaction - INFO - Epoch [22][460/801] lr: 1.001e-02, eta: 0:24:43, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245, grad_norm: 0.4375 2021-03-26 04:34:31,036 - mmaction - INFO - Epoch [22][480/801] lr: 9.805e-03, eta: 0:24:28, time: 0.729, data_time: 0.002, memory: 9526, top1_acc: 0.9973, top5_acc: 0.9998, loss_cls: 0.0287, loss: 0.0287, grad_norm: 0.4903 2021-03-26 04:34:45,591 - mmaction - INFO - Epoch [22][500/801] lr: 9.604e-03, eta: 0:24:12, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238, grad_norm: 0.4318 2021-03-26 04:35:00,085 - mmaction - INFO - Epoch [22][520/801] lr: 9.405e-03, eta: 0:23:57, time: 0.727, data_time: 0.002, memory: 9526, top1_acc: 0.9965, top5_acc: 1.0000, loss_cls: 0.0271, loss: 0.0271, grad_norm: 0.5520 2021-03-26 04:35:14,639 - mmaction - INFO - Epoch [22][540/801] lr: 9.208e-03, eta: 0:23:42, time: 0.728, data_time: 0.004, memory: 9526, top1_acc: 0.9955, top5_acc: 1.0000, loss_cls: 0.0293, loss: 0.0293, grad_norm: 0.5500 2021-03-26 04:35:29,229 - mmaction - INFO - Epoch [22][560/801] lr: 9.012e-03, eta: 0:23:26, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9965, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257, grad_norm: 0.5225 2021-03-26 04:35:43,903 - mmaction - INFO - Epoch [22][580/801] lr: 8.819e-03, eta: 0:23:11, time: 0.734, data_time: 0.001, memory: 9526, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0272, loss: 0.0272, grad_norm: 0.5153 2021-03-26 04:35:58,502 - mmaction - INFO - Epoch [22][600/801] lr: 8.629e-03, eta: 0:22:56, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253, grad_norm: 0.4892 2021-03-26 04:36:13,085 - mmaction - INFO - Epoch [22][620/801] lr: 8.440e-03, eta: 0:22:40, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9961, top5_acc: 1.0000, loss_cls: 0.0281, loss: 0.0281, grad_norm: 0.5399 2021-03-26 04:36:27,613 - mmaction - INFO - Epoch [22][640/801] lr: 8.253e-03, eta: 0:22:25, time: 0.725, data_time: 0.000, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0255, loss: 0.0255, grad_norm: 0.5116 2021-03-26 04:36:42,103 - mmaction - INFO - Epoch [22][660/801] lr: 8.068e-03, eta: 0:22:10, time: 0.724, data_time: 0.002, memory: 9526, top1_acc: 0.9957, top5_acc: 1.0000, loss_cls: 0.0275, loss: 0.0275, grad_norm: 0.5701 2021-03-26 04:36:56,566 - mmaction - INFO - Epoch [22][680/801] lr: 7.885e-03, eta: 0:21:54, time: 0.724, data_time: 0.002, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270, grad_norm: 0.5338 2021-03-26 04:37:11,152 - mmaction - INFO - Epoch [22][700/801] lr: 7.704e-03, eta: 0:21:39, time: 0.729, data_time: 0.003, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0267, loss: 0.0267, grad_norm: 0.4627 2021-03-26 04:37:25,669 - mmaction - INFO - Epoch [22][720/801] lr: 7.526e-03, eta: 0:21:24, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238, grad_norm: 0.4613 2021-03-26 04:37:40,217 - mmaction - INFO - Epoch [22][740/801] lr: 7.349e-03, eta: 0:21:08, time: 0.729, data_time: 0.002, memory: 9526, top1_acc: 0.9947, top5_acc: 1.0000, loss_cls: 0.0300, loss: 0.0300, grad_norm: 0.5771 2021-03-26 04:37:54,784 - mmaction - INFO - Epoch [22][760/801] lr: 7.175e-03, eta: 0:20:53, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0268, loss: 0.0268, grad_norm: 0.4939 2021-03-26 04:38:09,295 - mmaction - INFO - Epoch [22][780/801] lr: 7.002e-03, eta: 0:20:38, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243, grad_norm: 0.4491 2021-03-26 04:38:23,760 - mmaction - INFO - Epoch [22][800/801] lr: 6.832e-03, eta: 0:20:22, time: 0.725, data_time: 0.004, memory: 9526, top1_acc: 0.9953, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273, grad_norm: 0.5640 2021-03-26 04:38:25,203 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-03-26 04:39:02,795 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 04:39:02,863 - mmaction - INFO - top1_acc 0.9486 top5_acc 0.9969 2021-03-26 04:39:02,863 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 04:39:02,878 - mmaction - INFO - mean_acc 0.9259 2021-03-26 04:39:02,878 - mmaction - INFO - Now best checkpoint is epoch_22.pth 2021-03-26 04:39:02,932 - mmaction - INFO - Epoch(val) [22][801] top1_acc: 0.9486, top5_acc: 0.9969, mean_class_accuracy: 0.9259 2021-03-26 04:39:44,391 - mmaction - INFO - Epoch [23][20/801] lr: 6.655e-03, eta: 0:20:09, time: 2.071, data_time: 1.258, memory: 9526, top1_acc: 0.9961, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262, grad_norm: 0.5241 2021-03-26 04:39:58,899 - mmaction - INFO - Epoch [23][40/801] lr: 6.489e-03, eta: 0:19:53, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241, grad_norm: 0.4641 2021-03-26 04:40:13,446 - mmaction - INFO - Epoch [23][60/801] lr: 6.325e-03, eta: 0:19:38, time: 0.728, data_time: 0.003, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263, grad_norm: 0.5148 2021-03-26 04:40:28,035 - mmaction - INFO - Epoch [23][80/801] lr: 6.163e-03, eta: 0:19:23, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265, grad_norm: 0.4756 2021-03-26 04:40:42,661 - mmaction - INFO - Epoch [23][100/801] lr: 6.003e-03, eta: 0:19:07, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9951, top5_acc: 1.0000, loss_cls: 0.0280, loss: 0.0280, grad_norm: 0.5388 2021-03-26 04:40:57,162 - mmaction - INFO - Epoch [23][120/801] lr: 5.845e-03, eta: 0:18:52, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243, grad_norm: 0.4741 2021-03-26 04:41:11,725 - mmaction - INFO - Epoch [23][140/801] lr: 5.689e-03, eta: 0:18:36, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9979, top5_acc: 0.9998, loss_cls: 0.0243, loss: 0.0243, grad_norm: 0.4536 2021-03-26 04:41:26,248 - mmaction - INFO - Epoch [23][160/801] lr: 5.535e-03, eta: 0:18:21, time: 0.727, data_time: 0.002, memory: 9526, top1_acc: 0.9957, top5_acc: 0.9998, loss_cls: 0.0288, loss: 0.0288, grad_norm: 0.5255 2021-03-26 04:41:40,701 - mmaction - INFO - Epoch [23][180/801] lr: 5.383e-03, eta: 0:18:06, time: 0.723, data_time: 0.001, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250, grad_norm: 0.4821 2021-03-26 04:41:55,290 - mmaction - INFO - Epoch [23][200/801] lr: 5.234e-03, eta: 0:17:50, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229, grad_norm: 0.4574 2021-03-26 04:42:09,817 - mmaction - INFO - Epoch [23][220/801] lr: 5.086e-03, eta: 0:17:35, time: 0.726, data_time: 0.003, memory: 9526, top1_acc: 0.9973, top5_acc: 0.9998, loss_cls: 0.0254, loss: 0.0254, grad_norm: 0.4541 2021-03-26 04:42:24,331 - mmaction - INFO - Epoch [23][240/801] lr: 4.941e-03, eta: 0:17:20, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9955, top5_acc: 0.9998, loss_cls: 0.0281, loss: 0.0281, grad_norm: 0.5431 2021-03-26 04:42:39,107 - mmaction - INFO - Epoch [23][260/801] lr: 4.798e-03, eta: 0:17:04, time: 0.740, data_time: 0.003, memory: 9526, top1_acc: 0.9979, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216, grad_norm: 0.4213 2021-03-26 04:42:53,760 - mmaction - INFO - Epoch [23][280/801] lr: 4.656e-03, eta: 0:16:49, time: 0.732, data_time: 0.001, memory: 9526, top1_acc: 0.9971, top5_acc: 0.9998, loss_cls: 0.0251, loss: 0.0251, grad_norm: 0.4489 2021-03-26 04:43:08,353 - mmaction - INFO - Epoch [23][300/801] lr: 4.517e-03, eta: 0:16:34, time: 0.730, data_time: 0.002, memory: 9526, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233, grad_norm: 0.4418 2021-03-26 04:43:23,001 - mmaction - INFO - Epoch [23][320/801] lr: 4.380e-03, eta: 0:16:19, time: 0.733, data_time: 0.001, memory: 9526, top1_acc: 0.9963, top5_acc: 0.9998, loss_cls: 0.0261, loss: 0.0261, grad_norm: 0.5356 2021-03-26 04:43:37,605 - mmaction - INFO - Epoch [23][340/801] lr: 4.245e-03, eta: 0:16:03, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9971, top5_acc: 0.9998, loss_cls: 0.0232, loss: 0.0232, grad_norm: 0.4094 2021-03-26 04:43:52,193 - mmaction - INFO - Epoch [23][360/801] lr: 4.112e-03, eta: 0:15:48, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226, grad_norm: 0.4468 2021-03-26 04:44:06,735 - mmaction - INFO - Epoch [23][380/801] lr: 3.981e-03, eta: 0:15:33, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240, grad_norm: 0.4832 2021-03-26 04:44:21,270 - mmaction - INFO - Epoch [23][400/801] lr: 3.853e-03, eta: 0:15:17, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244, grad_norm: 0.4839 2021-03-26 04:44:35,920 - mmaction - INFO - Epoch [23][420/801] lr: 3.726e-03, eta: 0:15:02, time: 0.733, data_time: 0.002, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243, grad_norm: 0.4744 2021-03-26 04:44:50,589 - mmaction - INFO - Epoch [23][440/801] lr: 3.601e-03, eta: 0:14:47, time: 0.734, data_time: 0.002, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236, grad_norm: 0.4839 2021-03-26 04:45:05,173 - mmaction - INFO - Epoch [23][460/801] lr: 3.479e-03, eta: 0:14:31, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.9979, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232, grad_norm: 0.4036 2021-03-26 04:45:19,684 - mmaction - INFO - Epoch [23][480/801] lr: 3.359e-03, eta: 0:14:16, time: 0.727, data_time: 0.003, memory: 9526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237, grad_norm: 0.4524 2021-03-26 04:45:34,199 - mmaction - INFO - Epoch [23][500/801] lr: 3.240e-03, eta: 0:14:01, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231, grad_norm: 0.5329 2021-03-26 04:45:48,696 - mmaction - INFO - Epoch [23][520/801] lr: 3.124e-03, eta: 0:13:45, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.9971, top5_acc: 0.9998, loss_cls: 0.0229, loss: 0.0229, grad_norm: 0.4028 2021-03-26 04:46:03,312 - mmaction - INFO - Epoch [23][540/801] lr: 3.010e-03, eta: 0:13:30, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9967, top5_acc: 0.9998, loss_cls: 0.0236, loss: 0.0236, grad_norm: 0.4419 2021-03-26 04:46:17,822 - mmaction - INFO - Epoch [23][560/801] lr: 2.898e-03, eta: 0:13:15, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225, grad_norm: 0.4260 2021-03-26 04:46:32,387 - mmaction - INFO - Epoch [23][580/801] lr: 2.788e-03, eta: 0:12:59, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237, grad_norm: 0.4721 2021-03-26 04:46:46,855 - mmaction - INFO - Epoch [23][600/801] lr: 2.681e-03, eta: 0:12:44, time: 0.724, data_time: 0.002, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246, grad_norm: 0.4949 2021-03-26 04:47:01,410 - mmaction - INFO - Epoch [23][620/801] lr: 2.575e-03, eta: 0:12:29, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9961, top5_acc: 1.0000, loss_cls: 0.0256, loss: 0.0256, grad_norm: 0.5356 2021-03-26 04:47:16,019 - mmaction - INFO - Epoch [23][640/801] lr: 2.472e-03, eta: 0:12:14, time: 0.732, data_time: 0.003, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226, grad_norm: 0.4305 2021-03-26 04:47:30,629 - mmaction - INFO - Epoch [23][660/801] lr: 2.370e-03, eta: 0:11:58, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241, grad_norm: 0.4641 2021-03-26 04:47:45,058 - mmaction - INFO - Epoch [23][680/801] lr: 2.271e-03, eta: 0:11:43, time: 0.723, data_time: 0.002, memory: 9526, top1_acc: 0.9979, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221, grad_norm: 0.4363 2021-03-26 04:47:59,688 - mmaction - INFO - Epoch [23][700/801] lr: 2.174e-03, eta: 0:11:28, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215, grad_norm: 0.4074 2021-03-26 04:48:14,177 - mmaction - INFO - Epoch [23][720/801] lr: 2.079e-03, eta: 0:11:12, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221, grad_norm: 0.4484 2021-03-26 04:48:28,767 - mmaction - INFO - Epoch [23][740/801] lr: 1.986e-03, eta: 0:10:57, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9961, top5_acc: 1.0000, loss_cls: 0.0251, loss: 0.0251, grad_norm: 0.5292 2021-03-26 04:48:43,217 - mmaction - INFO - Epoch [23][760/801] lr: 1.895e-03, eta: 0:10:42, time: 0.722, data_time: 0.002, memory: 9526, top1_acc: 0.9980, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218, grad_norm: 0.4089 2021-03-26 04:48:57,621 - mmaction - INFO - Epoch [23][780/801] lr: 1.806e-03, eta: 0:10:26, time: 0.721, data_time: 0.002, memory: 9526, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242, grad_norm: 0.4270 2021-03-26 04:49:11,947 - mmaction - INFO - Epoch [23][800/801] lr: 1.720e-03, eta: 0:10:11, time: 0.717, data_time: 0.001, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241, grad_norm: 0.4625 2021-03-26 04:49:13,539 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-03-26 04:49:51,455 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 04:49:51,519 - mmaction - INFO - top1_acc 0.9505 top5_acc 0.9968 2021-03-26 04:49:51,520 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 04:49:51,534 - mmaction - INFO - mean_acc 0.9292 2021-03-26 04:49:51,534 - mmaction - INFO - Now best checkpoint is epoch_23.pth 2021-03-26 04:49:51,540 - mmaction - INFO - Epoch(val) [23][801] top1_acc: 0.9505, top5_acc: 0.9968, mean_class_accuracy: 0.9292 2021-03-26 04:50:33,255 - mmaction - INFO - Epoch [24][20/801] lr: 1.631e-03, eta: 0:09:56, time: 2.084, data_time: 1.324, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237, grad_norm: 0.4964 2021-03-26 04:50:47,814 - mmaction - INFO - Epoch [24][40/801] lr: 1.549e-03, eta: 0:09:41, time: 0.729, data_time: 0.002, memory: 9526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237, grad_norm: 0.4547 2021-03-26 04:51:02,349 - mmaction - INFO - Epoch [24][60/801] lr: 1.469e-03, eta: 0:09:26, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9984, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226, grad_norm: 0.4807 2021-03-26 04:51:16,923 - mmaction - INFO - Epoch [24][80/801] lr: 1.391e-03, eta: 0:09:10, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9965, top5_acc: 0.9998, loss_cls: 0.0233, loss: 0.0233, grad_norm: 0.4373 2021-03-26 04:51:31,357 - mmaction - INFO - Epoch [24][100/801] lr: 1.315e-03, eta: 0:08:55, time: 0.724, data_time: 0.003, memory: 9526, top1_acc: 0.9984, top5_acc: 1.0000, loss_cls: 0.0206, loss: 0.0206, grad_norm: 0.4027 2021-03-26 04:51:45,876 - mmaction - INFO - Epoch [24][120/801] lr: 1.241e-03, eta: 0:08:40, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224, grad_norm: 0.4658 2021-03-26 04:52:00,510 - mmaction - INFO - Epoch [24][140/801] lr: 1.169e-03, eta: 0:08:24, time: 0.732, data_time: 0.006, memory: 9526, top1_acc: 0.9984, top5_acc: 1.0000, loss_cls: 0.0206, loss: 0.0206, grad_norm: 0.3615 2021-03-26 04:52:14,966 - mmaction - INFO - Epoch [24][160/801] lr: 1.100e-03, eta: 0:08:09, time: 0.722, data_time: 0.002, memory: 9526, top1_acc: 0.9982, top5_acc: 0.9998, loss_cls: 0.0226, loss: 0.0226, grad_norm: 0.4219 2021-03-26 04:52:29,528 - mmaction - INFO - Epoch [24][180/801] lr: 1.032e-03, eta: 0:07:54, time: 0.729, data_time: 0.002, memory: 9526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0193, loss: 0.0193, grad_norm: 0.3509 2021-03-26 04:52:44,026 - mmaction - INFO - Epoch [24][200/801] lr: 9.671e-04, eta: 0:07:39, time: 0.726, data_time: 0.002, memory: 9526, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249, grad_norm: 0.4350 2021-03-26 04:52:58,618 - mmaction - INFO - Epoch [24][220/801] lr: 9.039e-04, eta: 0:07:23, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0226, loss: 0.0226, grad_norm: 0.4250 2021-03-26 04:53:13,108 - mmaction - INFO - Epoch [24][240/801] lr: 8.429e-04, eta: 0:07:08, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9979, top5_acc: 1.0000, loss_cls: 0.0229, loss: 0.0229, grad_norm: 0.3983 2021-03-26 04:53:27,782 - mmaction - INFO - Epoch [24][260/801] lr: 7.840e-04, eta: 0:06:53, time: 0.734, data_time: 0.001, memory: 9526, top1_acc: 0.9979, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232, grad_norm: 0.4407 2021-03-26 04:53:42,298 - mmaction - INFO - Epoch [24][280/801] lr: 7.273e-04, eta: 0:06:37, time: 0.725, data_time: 0.001, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224, grad_norm: 0.4578 2021-03-26 04:53:56,864 - mmaction - INFO - Epoch [24][300/801] lr: 6.726e-04, eta: 0:06:22, time: 0.727, data_time: 0.002, memory: 9526, top1_acc: 0.9979, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207, grad_norm: 0.4649 2021-03-26 04:54:11,449 - mmaction - INFO - Epoch [24][320/801] lr: 6.201e-04, eta: 0:06:07, time: 0.730, data_time: 0.002, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243, grad_norm: 0.4425 2021-03-26 04:54:26,053 - mmaction - INFO - Epoch [24][340/801] lr: 5.698e-04, eta: 0:05:51, time: 0.731, data_time: 0.002, memory: 9526, top1_acc: 0.9979, top5_acc: 1.0000, loss_cls: 0.0215, loss: 0.0215, grad_norm: 0.4421 2021-03-26 04:54:40,567 - mmaction - INFO - Epoch [24][360/801] lr: 5.215e-04, eta: 0:05:36, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9979, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211, grad_norm: 0.3560 2021-03-26 04:54:55,193 - mmaction - INFO - Epoch [24][380/801] lr: 4.754e-04, eta: 0:05:21, time: 0.732, data_time: 0.002, memory: 9526, top1_acc: 0.9980, top5_acc: 0.9998, loss_cls: 0.0209, loss: 0.0209, grad_norm: 0.3849 2021-03-26 04:55:09,780 - mmaction - INFO - Epoch [24][400/801] lr: 4.314e-04, eta: 0:05:06, time: 0.730, data_time: 0.002, memory: 9526, top1_acc: 0.9984, top5_acc: 1.0000, loss_cls: 0.0203, loss: 0.0203, grad_norm: 0.3906 2021-03-26 04:55:24,370 - mmaction - INFO - Epoch [24][420/801] lr: 3.896e-04, eta: 0:04:50, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250, grad_norm: 0.4732 2021-03-26 04:55:38,905 - mmaction - INFO - Epoch [24][440/801] lr: 3.499e-04, eta: 0:04:35, time: 0.728, data_time: 0.002, memory: 9526, top1_acc: 0.9988, top5_acc: 1.0000, loss_cls: 0.0191, loss: 0.0191, grad_norm: 0.3540 2021-03-26 04:55:53,492 - mmaction - INFO - Epoch [24][460/801] lr: 3.123e-04, eta: 0:04:20, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246, grad_norm: 0.4648 2021-03-26 04:56:08,018 - mmaction - INFO - Epoch [24][480/801] lr: 2.768e-04, eta: 0:04:04, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217, grad_norm: 0.4356 2021-03-26 04:56:22,609 - mmaction - INFO - Epoch [24][500/801] lr: 2.435e-04, eta: 0:03:49, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9980, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234, grad_norm: 0.4320 2021-03-26 04:56:37,124 - mmaction - INFO - Epoch [24][520/801] lr: 2.123e-04, eta: 0:03:34, time: 0.726, data_time: 0.001, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246, grad_norm: 0.4793 2021-03-26 04:56:51,717 - mmaction - INFO - Epoch [24][540/801] lr: 1.833e-04, eta: 0:03:19, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9980, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228, grad_norm: 0.4408 2021-03-26 04:57:06,326 - mmaction - INFO - Epoch [24][560/801] lr: 1.564e-04, eta: 0:03:03, time: 0.730, data_time: 0.000, memory: 9526, top1_acc: 0.9990, top5_acc: 1.0000, loss_cls: 0.0190, loss: 0.0190, grad_norm: 0.3615 2021-03-26 04:57:20,912 - mmaction - INFO - Epoch [24][580/801] lr: 1.316e-04, eta: 0:02:48, time: 0.729, data_time: 0.001, memory: 9526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0193, loss: 0.0193, grad_norm: 0.3610 2021-03-26 04:57:35,473 - mmaction - INFO - Epoch [24][600/801] lr: 1.090e-04, eta: 0:02:33, time: 0.727, data_time: 0.001, memory: 9526, top1_acc: 0.9984, top5_acc: 1.0000, loss_cls: 0.0212, loss: 0.0212, grad_norm: 0.3868 2021-03-26 04:57:50,035 - mmaction - INFO - Epoch [24][620/801] lr: 8.846e-05, eta: 0:02:18, time: 0.729, data_time: 0.002, memory: 9526, top1_acc: 0.9979, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228, grad_norm: 0.4078 2021-03-26 04:58:04,651 - mmaction - INFO - Epoch [24][640/801] lr: 7.008e-05, eta: 0:02:02, time: 0.731, data_time: 0.001, memory: 9526, top1_acc: 0.9979, top5_acc: 1.0000, loss_cls: 0.0214, loss: 0.0214, grad_norm: 0.4337 2021-03-26 04:58:19,275 - mmaction - INFO - Epoch [24][660/801] lr: 5.385e-05, eta: 0:01:47, time: 0.730, data_time: 0.000, memory: 9526, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238, grad_norm: 0.5473 2021-03-26 04:58:33,938 - mmaction - INFO - Epoch [24][680/801] lr: 3.975e-05, eta: 0:01:32, time: 0.734, data_time: 0.001, memory: 9526, top1_acc: 0.9973, top5_acc: 0.9998, loss_cls: 0.0229, loss: 0.0229, grad_norm: 0.4401 2021-03-26 04:58:48,418 - mmaction - INFO - Epoch [24][700/801] lr: 2.778e-05, eta: 0:01:17, time: 0.724, data_time: 0.001, memory: 9526, top1_acc: 0.9980, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248, grad_norm: 0.4458 2021-03-26 04:59:02,840 - mmaction - INFO - Epoch [24][720/801] lr: 1.796e-05, eta: 0:01:01, time: 0.721, data_time: 0.001, memory: 9526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228, grad_norm: 0.4191 2021-03-26 04:59:17,421 - mmaction - INFO - Epoch [24][740/801] lr: 1.027e-05, eta: 0:00:46, time: 0.728, data_time: 0.001, memory: 9526, top1_acc: 0.9953, top5_acc: 0.9998, loss_cls: 0.0280, loss: 0.0280, grad_norm: 0.5397 2021-03-26 04:59:32,082 - mmaction - INFO - Epoch [24][760/801] lr: 4.711e-06, eta: 0:00:31, time: 0.734, data_time: 0.002, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223, grad_norm: 0.4863 2021-03-26 04:59:46,712 - mmaction - INFO - Epoch [24][780/801] lr: 1.293e-06, eta: 0:00:16, time: 0.730, data_time: 0.001, memory: 9526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0225, loss: 0.0225, grad_norm: 0.4366 2021-03-26 05:00:01,108 - mmaction - INFO - Epoch [24][800/801] lr: 1.068e-08, eta: 0:00:00, time: 0.721, data_time: 0.002, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0261, loss: 0.0261, grad_norm: 0.5230 2021-03-26 05:00:02,440 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-03-26 05:00:40,002 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 05:00:40,069 - mmaction - INFO - top1_acc 0.9504 top5_acc 0.9971 2021-03-26 05:00:40,069 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 05:00:40,083 - mmaction - INFO - mean_acc 0.9270 2021-03-26 05:00:40,085 - mmaction - INFO - Epoch(val) [24][801] top1_acc: 0.9504, top5_acc: 0.9971, mean_class_accuracy: 0.9270 2021-03-26 05:00:41,610 - mmaction - INFO - 8521 videos remain after valid thresholding