2021-04-04 18:55:48,915 - 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+a68499b ------------------------------------------------------------ 2021-04-04 18:55:48,935 - mmaction - INFO - Distributed training: True 2021-04-04 18:55:48,935 - mmaction - INFO - Config: /mnt/lustre/duanhaodong1/mmaction2_res/configs/release/ntu60_cs_kp_0404.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=60, spatial_type='avg', dropout_ratio=0.5)) train_cfg = dict() test_cfg = dict(average_clips='prob') dataset_type = 'PoseDataset' ann_file_train = 'data/mmntu/train_60.pkl' ann_file_val = 'data/mmntu/val_60.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/ntu60_cs_kp_0404' load_from = None resume_from = None find_unused_parameters = False 2021-04-04 18:55:52,031 - mmaction - INFO - 40090 videos remain after valid thresholding 2021-04-04 18:55:59,004 - mmaction - INFO - 16487 videos remain after valid thresholding 2021-04-04 18:55:59,017 - mmaction - INFO - Start running, host: duanhaodong1@SH-IDC2-172-20-20-72, work_dir: /mnt/lustre/duanhaodong1/mmaction2_res/work_dirs/release/ntu60_cs_kp_0404 2021-04-04 18:55:59,017 - mmaction - INFO - workflow: [('train', 1)], max: 24 epochs 2021-04-04 18:56:55,395 - mmaction - INFO - Epoch [1][20/1567] lr: 4.000e-01, eta: 1 day, 5:21:50, time: 2.812, data_time: 1.553, memory: 9526, top1_acc: 0.0258, top5_acc: 0.1422, loss_cls: 4.0415, loss: 4.0415, grad_norm: 0.6547 2021-04-04 18:57:14,646 - mmaction - INFO - Epoch [1][40/1567] lr: 4.000e-01, eta: 19:42:29, time: 0.965, data_time: 0.008, memory: 9526, top1_acc: 0.0406, top5_acc: 0.1779, loss_cls: 3.8324, loss: 3.8324, grad_norm: 0.5016 2021-04-04 18:57:34,085 - mmaction - INFO - Epoch [1][60/1567] lr: 4.000e-01, eta: 16:31:13, time: 0.975, data_time: 0.005, memory: 9526, top1_acc: 0.0615, top5_acc: 0.2342, loss_cls: 3.6598, loss: 3.6598, grad_norm: 0.5296 2021-04-04 18:57:54,747 - mmaction - INFO - Epoch [1][80/1567] lr: 4.000e-01, eta: 15:04:10, time: 1.031, data_time: 0.002, memory: 9526, top1_acc: 0.0631, top5_acc: 0.2535, loss_cls: 3.6059, loss: 3.6059, grad_norm: 0.4842 2021-04-04 18:58:14,092 - mmaction - INFO - Epoch [1][100/1567] lr: 4.000e-01, eta: 14:04:02, time: 0.968, data_time: 0.005, memory: 9526, top1_acc: 0.0809, top5_acc: 0.2961, loss_cls: 3.4702, loss: 3.4702, grad_norm: 0.5035 2021-04-04 18:58:33,712 - mmaction - INFO - Epoch [1][120/1567] lr: 4.000e-01, eta: 13:25:15, time: 0.982, data_time: 0.003, memory: 9526, top1_acc: 0.1090, top5_acc: 0.3787, loss_cls: 3.2053, loss: 3.2053, grad_norm: 0.6508 2021-04-04 18:58:53,519 - mmaction - INFO - Epoch [1][140/1567] lr: 4.000e-01, eta: 12:58:11, time: 0.990, data_time: 0.005, memory: 9526, top1_acc: 0.1311, top5_acc: 0.4482, loss_cls: 3.0505, loss: 3.0505, grad_norm: 0.6586 2021-04-04 18:59:13,801 - mmaction - INFO - Epoch [1][160/1567] lr: 4.000e-01, eta: 12:39:36, time: 1.013, data_time: 0.002, memory: 9526, top1_acc: 0.1516, top5_acc: 0.4795, loss_cls: 2.9392, loss: 2.9392, grad_norm: 0.7177 2021-04-04 18:59:33,319 - mmaction - INFO - Epoch [1][180/1567] lr: 4.000e-01, eta: 12:22:20, time: 0.974, data_time: 0.003, memory: 9526, top1_acc: 0.1930, top5_acc: 0.5629, loss_cls: 2.7390, loss: 2.7390, grad_norm: 0.6306 2021-04-04 18:59:53,569 - mmaction - INFO - Epoch [1][200/1567] lr: 4.000e-01, eta: 12:11:05, time: 1.016, data_time: 0.004, memory: 9526, top1_acc: 0.2211, top5_acc: 0.6051, loss_cls: 2.6251, loss: 2.6251, grad_norm: 0.7116 2021-04-04 19:00:13,064 - mmaction - INFO - Epoch [1][220/1567] lr: 4.000e-01, eta: 11:59:29, time: 0.975, data_time: 0.002, memory: 9526, top1_acc: 0.2348, top5_acc: 0.6430, loss_cls: 2.5131, loss: 2.5131, grad_norm: 0.6940 2021-04-04 19:04:09,781 - mmaction - INFO - Epoch [1][240/1567] lr: 4.000e-01, eta: 21:13:19, time: 11.833, data_time: 10.949, memory: 9526, top1_acc: 0.2607, top5_acc: 0.6670, loss_cls: 2.4522, loss: 2.4522, grad_norm: 0.7339 2021-04-04 19:04:30,637 - mmaction - INFO - Epoch [1][260/1567] lr: 4.000e-01, eta: 20:24:36, time: 1.041, data_time: 0.005, memory: 9526, top1_acc: 0.2980, top5_acc: 0.7092, loss_cls: 2.2836, loss: 2.2836, grad_norm: 0.8015 2021-04-04 19:04:50,364 - mmaction - INFO - Epoch [1][280/1567] lr: 3.999e-01, eta: 19:40:25, time: 0.988, data_time: 0.006, memory: 9526, top1_acc: 0.3301, top5_acc: 0.7529, loss_cls: 2.1479, loss: 2.1479, grad_norm: 0.7696 2021-04-04 19:05:10,452 - mmaction - INFO - Epoch [1][300/1567] lr: 3.999e-01, eta: 19:02:48, time: 1.005, data_time: 0.004, memory: 9526, top1_acc: 0.3504, top5_acc: 0.7842, loss_cls: 2.0555, loss: 2.0555, grad_norm: 0.8281 2021-04-04 19:05:29,913 - mmaction - INFO - Epoch [1][320/1567] lr: 3.999e-01, eta: 18:28:37, time: 0.974, data_time: 0.004, memory: 9526, top1_acc: 0.3937, top5_acc: 0.8104, loss_cls: 1.9448, loss: 1.9448, grad_norm: 0.8162 2021-04-04 19:05:49,928 - mmaction - INFO - Epoch [1][340/1567] lr: 3.999e-01, eta: 17:59:17, time: 0.997, data_time: 0.004, memory: 9526, top1_acc: 0.4168, top5_acc: 0.8162, loss_cls: 1.8597, loss: 1.8597, grad_norm: 0.8376 2021-04-04 19:06:09,807 - mmaction - INFO - Epoch [1][360/1567] lr: 3.999e-01, eta: 17:33:05, time: 0.995, data_time: 0.006, memory: 9526, top1_acc: 0.4221, top5_acc: 0.8385, loss_cls: 1.8189, loss: 1.8189, grad_norm: 0.9088 2021-04-04 19:06:29,565 - mmaction - INFO - Epoch [1][380/1567] lr: 3.999e-01, eta: 17:09:27, time: 0.990, data_time: 0.005, memory: 9526, top1_acc: 0.4531, top5_acc: 0.8545, loss_cls: 1.7152, loss: 1.7152, grad_norm: 0.8613 2021-04-04 19:06:49,990 - mmaction - INFO - Epoch [1][400/1567] lr: 3.999e-01, eta: 16:49:01, time: 1.018, data_time: 0.003, memory: 9526, top1_acc: 0.4789, top5_acc: 0.8822, loss_cls: 1.6071, loss: 1.6071, grad_norm: 0.8000 2021-04-04 19:07:09,527 - mmaction - INFO - Epoch [1][420/1567] lr: 3.999e-01, eta: 16:29:23, time: 0.980, data_time: 0.006, memory: 9526, top1_acc: 0.4836, top5_acc: 0.8740, loss_cls: 1.6232, loss: 1.6232, grad_norm: 0.9064 2021-04-04 19:07:29,462 - mmaction - INFO - Epoch [1][440/1567] lr: 3.999e-01, eta: 16:11:57, time: 0.996, data_time: 0.003, memory: 9526, top1_acc: 0.5057, top5_acc: 0.8838, loss_cls: 1.5429, loss: 1.5429, grad_norm: 0.7909 2021-04-04 19:07:48,699 - mmaction - INFO - Epoch [1][460/1567] lr: 3.999e-01, eta: 15:55:05, time: 0.962, data_time: 0.004, memory: 9526, top1_acc: 0.5285, top5_acc: 0.8990, loss_cls: 1.4776, loss: 1.4776, grad_norm: 0.8206 2021-04-04 19:08:09,450 - mmaction - INFO - Epoch [1][480/1567] lr: 3.998e-01, eta: 15:41:35, time: 1.039, data_time: 0.004, memory: 9526, top1_acc: 0.5389, top5_acc: 0.9102, loss_cls: 1.4083, loss: 1.4083, grad_norm: 0.8184 2021-04-04 19:08:28,960 - mmaction - INFO - Epoch [1][500/1567] lr: 3.998e-01, eta: 15:27:29, time: 0.973, data_time: 0.002, memory: 9526, top1_acc: 0.5598, top5_acc: 0.9123, loss_cls: 1.3691, loss: 1.3691, grad_norm: 0.7874 2021-04-04 19:08:48,738 - mmaction - INFO - Epoch [1][520/1567] lr: 3.998e-01, eta: 15:14:55, time: 0.992, data_time: 0.005, memory: 9526, top1_acc: 0.5838, top5_acc: 0.9268, loss_cls: 1.2702, loss: 1.2702, grad_norm: 0.7906 2021-04-04 19:09:08,113 - mmaction - INFO - Epoch [1][540/1567] lr: 3.998e-01, eta: 15:02:37, time: 0.964, data_time: 0.004, memory: 9526, top1_acc: 0.5633, top5_acc: 0.9205, loss_cls: 1.3315, loss: 1.3315, grad_norm: 0.8158 2021-04-04 19:09:28,581 - mmaction - INFO - Epoch [1][560/1567] lr: 3.998e-01, eta: 14:52:36, time: 1.029, data_time: 0.007, memory: 9526, top1_acc: 0.5725, top5_acc: 0.9238, loss_cls: 1.3226, loss: 1.3226, grad_norm: 0.8462 2021-04-04 19:09:49,105 - mmaction - INFO - Epoch [1][580/1567] lr: 3.998e-01, eta: 14:43:09, time: 1.025, data_time: 0.002, memory: 9526, top1_acc: 0.5801, top5_acc: 0.9201, loss_cls: 1.3023, loss: 1.3023, grad_norm: 0.8071 2021-04-04 19:10:08,734 - mmaction - INFO - Epoch [1][600/1567] lr: 3.997e-01, eta: 14:33:21, time: 0.977, data_time: 0.003, memory: 9526, top1_acc: 0.5990, top5_acc: 0.9244, loss_cls: 1.2385, loss: 1.2385, grad_norm: 0.8010 2021-04-04 19:10:28,681 - mmaction - INFO - Epoch [1][620/1567] lr: 3.997e-01, eta: 14:24:33, time: 0.997, data_time: 0.009, memory: 9526, top1_acc: 0.6035, top5_acc: 0.9301, loss_cls: 1.2184, loss: 1.2184, grad_norm: 0.7965 2021-04-04 19:10:48,792 - mmaction - INFO - Epoch [1][640/1567] lr: 3.997e-01, eta: 14:16:33, time: 1.011, data_time: 0.007, memory: 9526, top1_acc: 0.6143, top5_acc: 0.9393, loss_cls: 1.1707, loss: 1.1707, grad_norm: 0.7827 2021-04-04 19:11:08,560 - mmaction - INFO - Epoch [1][660/1567] lr: 3.997e-01, eta: 14:08:33, time: 0.986, data_time: 0.002, memory: 9526, top1_acc: 0.6174, top5_acc: 0.9389, loss_cls: 1.1747, loss: 1.1747, grad_norm: 0.7911 2021-04-04 19:11:28,527 - mmaction - INFO - Epoch [1][680/1567] lr: 3.997e-01, eta: 14:01:12, time: 0.997, data_time: 0.005, memory: 9526, top1_acc: 0.6277, top5_acc: 0.9406, loss_cls: 1.1513, loss: 1.1513, grad_norm: 0.7798 2021-04-04 19:11:48,506 - mmaction - INFO - Epoch [1][700/1567] lr: 3.997e-01, eta: 13:54:19, time: 1.001, data_time: 0.011, memory: 9526, top1_acc: 0.6490, top5_acc: 0.9398, loss_cls: 1.0916, loss: 1.0916, grad_norm: 0.7539 2021-04-04 19:12:08,346 - mmaction - INFO - Epoch [1][720/1567] lr: 3.996e-01, eta: 13:47:37, time: 0.991, data_time: 0.004, memory: 9526, top1_acc: 0.6520, top5_acc: 0.9479, loss_cls: 1.0676, loss: 1.0676, grad_norm: 0.7938 2021-04-04 19:12:28,472 - mmaction - INFO - Epoch [1][740/1567] lr: 3.996e-01, eta: 13:41:34, time: 1.008, data_time: 0.004, memory: 9526, top1_acc: 0.6520, top5_acc: 0.9396, loss_cls: 1.0874, loss: 1.0874, grad_norm: 0.7544 2021-04-04 19:12:48,669 - mmaction - INFO - Epoch [1][760/1567] lr: 3.996e-01, eta: 13:35:47, time: 1.007, data_time: 0.001, memory: 9526, top1_acc: 0.6594, top5_acc: 0.9500, loss_cls: 1.0415, loss: 1.0415, grad_norm: 0.7575 2021-04-04 19:13:08,414 - mmaction - INFO - Epoch [1][780/1567] lr: 3.996e-01, eta: 13:30:01, time: 0.989, data_time: 0.004, memory: 9526, top1_acc: 0.6482, top5_acc: 0.9447, loss_cls: 1.0746, loss: 1.0746, grad_norm: 0.7922 2021-04-04 19:13:28,898 - mmaction - INFO - Epoch [1][800/1567] lr: 3.996e-01, eta: 13:25:01, time: 1.022, data_time: 0.002, memory: 9526, top1_acc: 0.6568, top5_acc: 0.9527, loss_cls: 1.0502, loss: 1.0502, grad_norm: 0.7750 2021-04-04 19:13:48,923 - mmaction - INFO - Epoch [1][820/1567] lr: 3.995e-01, eta: 13:19:57, time: 1.003, data_time: 0.003, memory: 9526, top1_acc: 0.6729, top5_acc: 0.9582, loss_cls: 0.9894, loss: 0.9894, grad_norm: 0.7838 2021-04-04 19:14:08,483 - mmaction - INFO - Epoch [1][840/1567] lr: 3.995e-01, eta: 13:14:42, time: 0.975, data_time: 0.002, memory: 9526, top1_acc: 0.6803, top5_acc: 0.9510, loss_cls: 0.9899, loss: 0.9899, grad_norm: 0.7161 2021-04-04 19:14:28,650 - mmaction - INFO - Epoch [1][860/1567] lr: 3.995e-01, eta: 13:10:11, time: 1.011, data_time: 0.006, memory: 9526, top1_acc: 0.6826, top5_acc: 0.9539, loss_cls: 0.9802, loss: 0.9802, grad_norm: 0.7350 2021-04-04 19:14:48,463 - mmaction - INFO - Epoch [1][880/1567] lr: 3.995e-01, eta: 13:05:35, time: 0.990, data_time: 0.004, memory: 9526, top1_acc: 0.6881, top5_acc: 0.9592, loss_cls: 0.9457, loss: 0.9457, grad_norm: 0.7514 2021-04-04 19:15:08,202 - mmaction - INFO - Epoch [1][900/1567] lr: 3.994e-01, eta: 13:01:07, time: 0.986, data_time: 0.004, memory: 9526, top1_acc: 0.6906, top5_acc: 0.9631, loss_cls: 0.9414, loss: 0.9414, grad_norm: 0.7476 2021-04-04 19:15:28,208 - mmaction - INFO - Epoch [1][920/1567] lr: 3.994e-01, eta: 12:57:00, time: 0.999, data_time: 0.006, memory: 9526, top1_acc: 0.6889, top5_acc: 0.9615, loss_cls: 0.9376, loss: 0.9376, grad_norm: 0.7417 2021-04-04 19:15:48,280 - mmaction - INFO - Epoch [1][940/1567] lr: 3.994e-01, eta: 12:53:09, time: 1.007, data_time: 0.008, memory: 9526, top1_acc: 0.7016, top5_acc: 0.9609, loss_cls: 0.9169, loss: 0.9169, grad_norm: 0.7420 2021-04-04 19:16:08,437 - mmaction - INFO - Epoch [1][960/1567] lr: 3.994e-01, eta: 12:49:27, time: 1.007, data_time: 0.006, memory: 9526, top1_acc: 0.6932, top5_acc: 0.9594, loss_cls: 0.9276, loss: 0.9276, grad_norm: 0.7557 2021-04-04 19:16:28,059 - mmaction - INFO - Epoch [1][980/1567] lr: 3.993e-01, eta: 12:45:33, time: 0.981, data_time: 0.003, memory: 9526, top1_acc: 0.7010, top5_acc: 0.9598, loss_cls: 0.9132, loss: 0.9132, grad_norm: 0.7487 2021-04-04 19:16:47,756 - mmaction - INFO - Epoch [1][1000/1567] lr: 3.993e-01, eta: 12:41:49, time: 0.982, data_time: 0.004, memory: 9526, top1_acc: 0.6953, top5_acc: 0.9576, loss_cls: 0.9332, loss: 0.9332, grad_norm: 0.7435 2021-04-04 19:17:07,773 - mmaction - INFO - Epoch [1][1020/1567] lr: 3.993e-01, eta: 12:38:28, time: 1.004, data_time: 0.005, memory: 9526, top1_acc: 0.7080, top5_acc: 0.9676, loss_cls: 0.8743, loss: 0.8743, grad_norm: 0.7241 2021-04-04 19:17:27,857 - mmaction - INFO - Epoch [1][1040/1567] lr: 3.992e-01, eta: 12:35:13, time: 1.001, data_time: 0.003, memory: 9526, top1_acc: 0.7090, top5_acc: 0.9646, loss_cls: 0.8677, loss: 0.8677, grad_norm: 0.7503 2021-04-04 19:17:47,588 - mmaction - INFO - Epoch [1][1060/1567] lr: 3.992e-01, eta: 12:31:53, time: 0.985, data_time: 0.007, memory: 9526, top1_acc: 0.7088, top5_acc: 0.9586, loss_cls: 0.9060, loss: 0.9060, grad_norm: 0.7653 2021-04-04 19:18:07,315 - mmaction - INFO - Epoch [1][1080/1567] lr: 3.992e-01, eta: 12:28:43, time: 0.990, data_time: 0.007, memory: 9526, top1_acc: 0.7225, top5_acc: 0.9654, loss_cls: 0.8687, loss: 0.8687, grad_norm: 0.7196 2021-04-04 19:18:27,170 - mmaction - INFO - Epoch [1][1100/1567] lr: 3.992e-01, eta: 12:25:41, time: 0.993, data_time: 0.003, memory: 9526, top1_acc: 0.7201, top5_acc: 0.9664, loss_cls: 0.8511, loss: 0.8511, grad_norm: 0.7740 2021-04-04 19:18:47,252 - mmaction - INFO - Epoch [1][1120/1567] lr: 3.991e-01, eta: 12:22:52, time: 1.004, data_time: 0.003, memory: 9526, top1_acc: 0.7252, top5_acc: 0.9648, loss_cls: 0.8571, loss: 0.8571, grad_norm: 0.7303 2021-04-04 19:19:07,108 - mmaction - INFO - Epoch [1][1140/1567] lr: 3.991e-01, eta: 12:20:01, time: 0.992, data_time: 0.007, memory: 9526, top1_acc: 0.7188, top5_acc: 0.9639, loss_cls: 0.8553, loss: 0.8553, grad_norm: 0.7259 2021-04-04 19:19:26,944 - mmaction - INFO - Epoch [1][1160/1567] lr: 3.991e-01, eta: 12:17:14, time: 0.990, data_time: 0.007, memory: 9526, top1_acc: 0.7096, top5_acc: 0.9668, loss_cls: 0.8585, loss: 0.8585, grad_norm: 0.7518 2021-04-04 19:19:46,882 - mmaction - INFO - Epoch [1][1180/1567] lr: 3.990e-01, eta: 12:14:37, time: 0.998, data_time: 0.006, memory: 9526, top1_acc: 0.7201, top5_acc: 0.9680, loss_cls: 0.8479, loss: 0.8479, grad_norm: 0.7432 2021-04-04 19:20:06,980 - mmaction - INFO - Epoch [1][1200/1567] lr: 3.990e-01, eta: 12:12:08, time: 1.005, data_time: 0.003, memory: 9526, top1_acc: 0.7305, top5_acc: 0.9707, loss_cls: 0.8145, loss: 0.8145, grad_norm: 0.6897 2021-04-04 19:20:27,233 - mmaction - INFO - Epoch [1][1220/1567] lr: 3.990e-01, eta: 12:09:49, time: 1.014, data_time: 0.003, memory: 9526, top1_acc: 0.7127, top5_acc: 0.9656, loss_cls: 0.8784, loss: 0.8784, grad_norm: 0.8074 2021-04-04 19:20:47,253 - mmaction - INFO - Epoch [1][1240/1567] lr: 3.989e-01, eta: 12:07:25, time: 0.999, data_time: 0.002, memory: 9526, top1_acc: 0.7324, top5_acc: 0.9699, loss_cls: 0.8143, loss: 0.8143, grad_norm: 0.7332 2021-04-04 19:21:06,976 - mmaction - INFO - Epoch [1][1260/1567] lr: 3.989e-01, eta: 12:04:57, time: 0.985, data_time: 0.004, memory: 9526, top1_acc: 0.7354, top5_acc: 0.9717, loss_cls: 0.7928, loss: 0.7928, grad_norm: 0.7031 2021-04-04 19:21:26,920 - mmaction - INFO - Epoch [1][1280/1567] lr: 3.989e-01, eta: 12:02:42, time: 1.001, data_time: 0.017, memory: 9526, top1_acc: 0.7422, top5_acc: 0.9725, loss_cls: 0.7974, loss: 0.7974, grad_norm: 0.7154 2021-04-04 19:21:47,374 - mmaction - INFO - Epoch [1][1300/1567] lr: 3.988e-01, eta: 12:00:42, time: 1.023, data_time: 0.073, memory: 9526, top1_acc: 0.7240, top5_acc: 0.9680, loss_cls: 0.8363, loss: 0.8363, grad_norm: 0.7570 2021-04-04 19:22:07,348 - mmaction - INFO - Epoch [1][1320/1567] lr: 3.988e-01, eta: 11:58:33, time: 0.999, data_time: 0.065, memory: 9526, top1_acc: 0.7357, top5_acc: 0.9695, loss_cls: 0.8021, loss: 0.8021, grad_norm: 0.7645 2021-04-04 19:22:27,363 - mmaction - INFO - Epoch [1][1340/1567] lr: 3.988e-01, eta: 11:56:27, time: 0.998, data_time: 0.003, memory: 9526, top1_acc: 0.7373, top5_acc: 0.9684, loss_cls: 0.8190, loss: 0.8190, grad_norm: 0.7531 2021-04-04 19:22:46,537 - mmaction - INFO - Epoch [1][1360/1567] lr: 3.987e-01, eta: 11:54:02, time: 0.958, data_time: 0.004, memory: 9526, top1_acc: 0.7424, top5_acc: 0.9709, loss_cls: 0.7939, loss: 0.7939, grad_norm: 0.7289 2021-04-04 19:23:06,742 - mmaction - INFO - Epoch [1][1380/1567] lr: 3.987e-01, eta: 11:52:08, time: 1.009, data_time: 0.009, memory: 9526, top1_acc: 0.7430, top5_acc: 0.9713, loss_cls: 0.7967, loss: 0.7967, grad_norm: 0.7127 2021-04-04 19:23:26,271 - mmaction - INFO - Epoch [1][1400/1567] lr: 3.986e-01, eta: 11:49:59, time: 0.976, data_time: 0.005, memory: 9526, top1_acc: 0.7412, top5_acc: 0.9746, loss_cls: 0.7883, loss: 0.7883, grad_norm: 0.7372 2021-04-04 19:23:46,653 - mmaction - INFO - Epoch [1][1420/1567] lr: 3.986e-01, eta: 11:48:16, time: 1.021, data_time: 0.005, memory: 9526, top1_acc: 0.7428, top5_acc: 0.9705, loss_cls: 0.7929, loss: 0.7929, grad_norm: 0.7498 2021-04-04 19:24:06,129 - mmaction - INFO - Epoch [1][1440/1567] lr: 3.986e-01, eta: 11:46:12, time: 0.973, data_time: 0.003, memory: 9526, top1_acc: 0.7365, top5_acc: 0.9715, loss_cls: 0.7862, loss: 0.7862, grad_norm: 0.7433 2021-04-04 19:24:26,443 - mmaction - INFO - Epoch [1][1460/1567] lr: 3.985e-01, eta: 11:44:32, time: 1.017, data_time: 0.004, memory: 9526, top1_acc: 0.7451, top5_acc: 0.9734, loss_cls: 0.7697, loss: 0.7697, grad_norm: 0.7314 2021-04-04 19:24:46,833 - mmaction - INFO - Epoch [1][1480/1567] lr: 3.985e-01, eta: 11:42:55, time: 1.019, data_time: 0.003, memory: 9526, top1_acc: 0.7529, top5_acc: 0.9748, loss_cls: 0.7576, loss: 0.7576, grad_norm: 0.7554 2021-04-04 19:25:06,910 - mmaction - INFO - Epoch [1][1500/1567] lr: 3.984e-01, eta: 11:41:12, time: 1.002, data_time: 0.004, memory: 9526, top1_acc: 0.7514, top5_acc: 0.9764, loss_cls: 0.7482, loss: 0.7482, grad_norm: 0.7033 2021-04-04 19:25:26,635 - mmaction - INFO - Epoch [1][1520/1567] lr: 3.984e-01, eta: 11:39:24, time: 0.988, data_time: 0.009, memory: 9526, top1_acc: 0.7562, top5_acc: 0.9748, loss_cls: 0.7269, loss: 0.7269, grad_norm: 0.6687 2021-04-04 19:25:47,168 - mmaction - INFO - Epoch [1][1540/1567] lr: 3.983e-01, eta: 11:37:58, time: 1.029, data_time: 0.004, memory: 9526, top1_acc: 0.7506, top5_acc: 0.9730, loss_cls: 0.7414, loss: 0.7414, grad_norm: 0.7090 2021-04-04 19:26:07,273 - mmaction - INFO - Epoch [1][1560/1567] lr: 3.983e-01, eta: 11:36:22, time: 1.003, data_time: 0.007, memory: 9526, top1_acc: 0.7621, top5_acc: 0.9779, loss_cls: 0.7122, loss: 0.7122, grad_norm: 0.6887 2021-04-04 19:26:13,672 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-04-04 19:27:39,836 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-04 19:27:39,915 - mmaction - INFO - top1_acc 0.6862 top5_acc 0.9592 2021-04-04 19:27:39,915 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-04 19:27:39,943 - mmaction - INFO - mean_acc 0.6858 2021-04-04 19:27:39,944 - mmaction - INFO - Now best checkpoint is epoch_1.pth 2021-04-04 19:27:39,955 - mmaction - INFO - Epoch(val) [1][1567] top1_acc: 0.6862, top5_acc: 0.9592, mean_class_accuracy: 0.6858 2021-04-04 19:28:37,084 - mmaction - INFO - Epoch [2][20/1567] lr: 3.982e-01, eta: 11:45:34, time: 2.851, data_time: 1.719, memory: 9526, top1_acc: 0.7273, top5_acc: 0.9684, loss_cls: 0.8527, loss: 0.8527, grad_norm: 0.7953 2021-04-04 19:28:55,951 - mmaction - INFO - Epoch [2][40/1567] lr: 3.982e-01, eta: 11:43:29, time: 0.948, data_time: 0.007, memory: 9526, top1_acc: 0.7527, top5_acc: 0.9744, loss_cls: 0.7481, loss: 0.7481, grad_norm: 0.7175 2021-04-04 19:29:16,751 - mmaction - INFO - Epoch [2][60/1567] lr: 3.982e-01, eta: 11:42:07, time: 1.040, data_time: 0.002, memory: 9526, top1_acc: 0.7430, top5_acc: 0.9721, loss_cls: 0.7741, loss: 0.7741, grad_norm: 0.7484 2021-04-04 19:29:36,802 - mmaction - INFO - Epoch [2][80/1567] lr: 3.981e-01, eta: 11:40:28, time: 0.999, data_time: 0.003, memory: 9526, top1_acc: 0.7588, top5_acc: 0.9789, loss_cls: 0.7253, loss: 0.7253, grad_norm: 0.7365 2021-04-04 19:29:56,417 - mmaction - INFO - Epoch [2][100/1567] lr: 3.981e-01, eta: 11:38:45, time: 0.983, data_time: 0.007, memory: 9526, top1_acc: 0.7635, top5_acc: 0.9732, loss_cls: 0.7460, loss: 0.7460, grad_norm: 0.7155 2021-04-04 19:30:15,382 - mmaction - INFO - Epoch [2][120/1567] lr: 3.980e-01, eta: 11:36:49, time: 0.949, data_time: 0.004, memory: 9526, top1_acc: 0.7621, top5_acc: 0.9725, loss_cls: 0.7192, loss: 0.7192, grad_norm: 0.7084 2021-04-04 19:30:36,064 - mmaction - INFO - Epoch [2][140/1567] lr: 3.980e-01, eta: 11:35:31, time: 1.035, data_time: 0.004, memory: 9526, top1_acc: 0.7621, top5_acc: 0.9756, loss_cls: 0.7277, loss: 0.7277, grad_norm: 0.7448 2021-04-04 19:30:56,024 - mmaction - INFO - Epoch [2][160/1567] lr: 3.979e-01, eta: 11:33:59, time: 0.997, data_time: 0.004, memory: 9526, top1_acc: 0.7676, top5_acc: 0.9764, loss_cls: 0.6939, loss: 0.6939, grad_norm: 0.6989 2021-04-04 19:31:15,444 - mmaction - INFO - Epoch [2][180/1567] lr: 3.979e-01, eta: 11:32:18, time: 0.971, data_time: 0.003, memory: 9526, top1_acc: 0.7789, top5_acc: 0.9779, loss_cls: 0.6701, loss: 0.6701, grad_norm: 0.7162 2021-04-04 19:31:35,461 - mmaction - INFO - Epoch [2][200/1567] lr: 3.978e-01, eta: 11:30:51, time: 1.000, data_time: 0.004, memory: 9526, top1_acc: 0.7627, top5_acc: 0.9818, loss_cls: 0.6919, loss: 0.6919, grad_norm: 0.7331 2021-04-04 19:31:55,291 - mmaction - INFO - Epoch [2][220/1567] lr: 3.978e-01, eta: 11:29:22, time: 0.993, data_time: 0.004, memory: 9526, top1_acc: 0.7512, top5_acc: 0.9740, loss_cls: 0.7390, loss: 0.7390, grad_norm: 0.7580 2021-04-04 19:32:15,681 - mmaction - INFO - Epoch [2][240/1567] lr: 3.977e-01, eta: 11:28:06, time: 1.020, data_time: 0.003, memory: 9526, top1_acc: 0.7623, top5_acc: 0.9738, loss_cls: 0.7127, loss: 0.7127, grad_norm: 0.7239 2021-04-04 19:32:35,473 - mmaction - INFO - Epoch [2][260/1567] lr: 3.977e-01, eta: 11:26:37, time: 0.985, data_time: 0.002, memory: 9526, top1_acc: 0.7682, top5_acc: 0.9748, loss_cls: 0.7148, loss: 0.7148, grad_norm: 0.7440 2021-04-04 19:32:55,193 - mmaction - INFO - Epoch [2][280/1567] lr: 3.976e-01, eta: 11:25:10, time: 0.988, data_time: 0.007, memory: 9526, top1_acc: 0.7521, top5_acc: 0.9771, loss_cls: 0.7472, loss: 0.7472, grad_norm: 0.7574 2021-04-04 19:33:14,962 - mmaction - INFO - Epoch [2][300/1567] lr: 3.976e-01, eta: 11:23:46, time: 0.989, data_time: 0.005, memory: 9526, top1_acc: 0.7742, top5_acc: 0.9760, loss_cls: 0.6934, loss: 0.6934, grad_norm: 0.7020 2021-04-04 19:33:34,563 - mmaction - INFO - Epoch [2][320/1567] lr: 3.975e-01, eta: 11:22:20, time: 0.983, data_time: 0.005, memory: 9526, top1_acc: 0.7602, top5_acc: 0.9783, loss_cls: 0.7144, loss: 0.7144, grad_norm: 0.7126 2021-04-04 19:33:54,429 - mmaction - INFO - Epoch [2][340/1567] lr: 3.975e-01, eta: 11:21:00, time: 0.992, data_time: 0.018, memory: 9526, top1_acc: 0.7793, top5_acc: 0.9781, loss_cls: 0.6743, loss: 0.6743, grad_norm: 0.6798 2021-04-04 19:34:14,461 - mmaction - INFO - Epoch [2][360/1567] lr: 3.974e-01, eta: 11:19:43, time: 0.999, data_time: 0.003, memory: 9526, top1_acc: 0.7852, top5_acc: 0.9797, loss_cls: 0.6500, loss: 0.6500, grad_norm: 0.6605 2021-04-04 19:34:34,615 - mmaction - INFO - Epoch [2][380/1567] lr: 3.974e-01, eta: 11:18:30, time: 1.006, data_time: 0.006, memory: 9526, top1_acc: 0.7785, top5_acc: 0.9832, loss_cls: 0.6586, loss: 0.6586, grad_norm: 0.7118 2021-04-04 19:34:54,286 - mmaction - INFO - Epoch [2][400/1567] lr: 3.973e-01, eta: 11:17:11, time: 0.988, data_time: 0.008, memory: 9526, top1_acc: 0.7760, top5_acc: 0.9768, loss_cls: 0.6798, loss: 0.6798, grad_norm: 0.7326 2021-04-04 19:35:14,139 - mmaction - INFO - Epoch [2][420/1567] lr: 3.973e-01, eta: 11:15:56, time: 0.993, data_time: 0.002, memory: 9526, top1_acc: 0.7734, top5_acc: 0.9820, loss_cls: 0.6660, loss: 0.6660, grad_norm: 0.7373 2021-04-04 19:35:34,375 - mmaction - INFO - Epoch [2][440/1567] lr: 3.972e-01, eta: 11:14:49, time: 1.013, data_time: 0.003, memory: 9526, top1_acc: 0.7854, top5_acc: 0.9775, loss_cls: 0.6554, loss: 0.6554, grad_norm: 0.7351 2021-04-04 19:35:54,247 - mmaction - INFO - Epoch [2][460/1567] lr: 3.971e-01, eta: 11:13:33, time: 0.988, data_time: 0.001, memory: 9526, top1_acc: 0.7730, top5_acc: 0.9771, loss_cls: 0.6796, loss: 0.6796, grad_norm: 0.7510 2021-04-04 19:36:13,990 - mmaction - INFO - Epoch [2][480/1567] lr: 3.971e-01, eta: 11:12:21, time: 0.993, data_time: 0.007, memory: 9526, top1_acc: 0.7773, top5_acc: 0.9787, loss_cls: 0.6716, loss: 0.6716, grad_norm: 0.7215 2021-04-04 19:36:34,182 - mmaction - INFO - Epoch [2][500/1567] lr: 3.970e-01, eta: 11:11:14, time: 1.007, data_time: 0.001, memory: 9526, top1_acc: 0.7914, top5_acc: 0.9830, loss_cls: 0.6295, loss: 0.6295, grad_norm: 0.7229 2021-04-04 19:36:53,616 - mmaction - INFO - Epoch [2][520/1567] lr: 3.970e-01, eta: 11:09:56, time: 0.968, data_time: 0.003, memory: 9526, top1_acc: 0.7807, top5_acc: 0.9807, loss_cls: 0.6674, loss: 0.6674, grad_norm: 0.7203 2021-04-04 19:37:13,317 - mmaction - INFO - Epoch [2][540/1567] lr: 3.969e-01, eta: 11:08:45, time: 0.989, data_time: 0.010, memory: 9526, top1_acc: 0.7898, top5_acc: 0.9805, loss_cls: 0.6265, loss: 0.6265, grad_norm: 0.7032 2021-04-04 19:37:33,376 - mmaction - INFO - Epoch [2][560/1567] lr: 3.969e-01, eta: 11:07:40, time: 1.004, data_time: 0.004, memory: 9526, top1_acc: 0.7908, top5_acc: 0.9814, loss_cls: 0.6180, loss: 0.6180, grad_norm: 0.6883 2021-04-04 19:37:53,198 - mmaction - INFO - Epoch [2][580/1567] lr: 3.968e-01, eta: 11:06:31, time: 0.988, data_time: 0.002, memory: 9526, top1_acc: 0.7779, top5_acc: 0.9783, loss_cls: 0.6484, loss: 0.6484, grad_norm: 0.7307 2021-04-04 19:38:13,434 - mmaction - INFO - Epoch [2][600/1567] lr: 3.967e-01, eta: 11:05:30, time: 1.009, data_time: 0.005, memory: 9526, top1_acc: 0.7824, top5_acc: 0.9793, loss_cls: 0.6684, loss: 0.6684, grad_norm: 0.7296 2021-04-04 19:38:33,055 - mmaction - INFO - Epoch [2][620/1567] lr: 3.967e-01, eta: 11:04:21, time: 0.985, data_time: 0.007, memory: 9526, top1_acc: 0.7795, top5_acc: 0.9791, loss_cls: 0.6772, loss: 0.6772, grad_norm: 0.7207 2021-04-04 19:38:52,840 - mmaction - INFO - Epoch [2][640/1567] lr: 3.966e-01, eta: 11:03:15, time: 0.991, data_time: 0.005, memory: 9526, top1_acc: 0.7961, top5_acc: 0.9809, loss_cls: 0.6143, loss: 0.6143, grad_norm: 0.7014 2021-04-04 19:39:13,007 - mmaction - INFO - Epoch [2][660/1567] lr: 3.966e-01, eta: 11:02:16, time: 1.009, data_time: 0.003, memory: 9526, top1_acc: 0.7949, top5_acc: 0.9830, loss_cls: 0.6082, loss: 0.6082, grad_norm: 0.6809 2021-04-04 19:39:32,866 - mmaction - INFO - Epoch [2][680/1567] lr: 3.965e-01, eta: 11:01:13, time: 0.992, data_time: 0.001, memory: 9526, top1_acc: 0.7947, top5_acc: 0.9848, loss_cls: 0.6114, loss: 0.6114, grad_norm: 0.7290 2021-04-04 19:39:52,929 - mmaction - INFO - Epoch [2][700/1567] lr: 3.964e-01, eta: 11:00:12, time: 1.000, data_time: 0.003, memory: 9526, top1_acc: 0.7945, top5_acc: 0.9811, loss_cls: 0.6158, loss: 0.6158, grad_norm: 0.7139 2021-04-04 19:40:12,698 - mmaction - INFO - Epoch [2][720/1567] lr: 3.964e-01, eta: 10:59:09, time: 0.990, data_time: 0.005, memory: 9526, top1_acc: 0.8031, top5_acc: 0.9818, loss_cls: 0.6098, loss: 0.6098, grad_norm: 0.6864 2021-04-04 19:40:32,613 - mmaction - INFO - Epoch [2][740/1567] lr: 3.963e-01, eta: 10:58:09, time: 0.994, data_time: 0.004, memory: 9526, top1_acc: 0.7846, top5_acc: 0.9803, loss_cls: 0.6481, loss: 0.6481, grad_norm: 0.7608 2021-04-04 19:40:52,312 - mmaction - INFO - Epoch [2][760/1567] lr: 3.962e-01, eta: 10:57:06, time: 0.987, data_time: 0.017, memory: 9526, top1_acc: 0.7920, top5_acc: 0.9803, loss_cls: 0.6418, loss: 0.6418, grad_norm: 0.7175 2021-04-04 19:41:12,056 - mmaction - INFO - Epoch [2][780/1567] lr: 3.962e-01, eta: 10:56:04, time: 0.985, data_time: 0.004, memory: 9526, top1_acc: 0.7973, top5_acc: 0.9787, loss_cls: 0.6242, loss: 0.6242, grad_norm: 0.7622 2021-04-04 19:41:32,011 - mmaction - INFO - Epoch [2][800/1567] lr: 3.961e-01, eta: 10:55:07, time: 1.000, data_time: 0.005, memory: 9526, top1_acc: 0.7936, top5_acc: 0.9814, loss_cls: 0.6133, loss: 0.6133, grad_norm: 0.7235 2021-04-04 19:41:52,112 - mmaction - INFO - Epoch [2][820/1567] lr: 3.960e-01, eta: 10:54:12, time: 1.005, data_time: 0.003, memory: 9526, top1_acc: 0.7885, top5_acc: 0.9791, loss_cls: 0.6403, loss: 0.6403, grad_norm: 0.7439 2021-04-04 19:42:12,208 - mmaction - INFO - Epoch [2][840/1567] lr: 3.960e-01, eta: 10:53:18, time: 1.004, data_time: 0.004, memory: 9526, top1_acc: 0.7924, top5_acc: 0.9812, loss_cls: 0.6220, loss: 0.6220, grad_norm: 0.7044 2021-04-04 19:42:32,079 - mmaction - INFO - Epoch [2][860/1567] lr: 3.959e-01, eta: 10:52:21, time: 0.995, data_time: 0.008, memory: 9526, top1_acc: 0.7930, top5_acc: 0.9807, loss_cls: 0.6263, loss: 0.6263, grad_norm: 0.7412 2021-04-04 19:42:51,607 - mmaction - INFO - Epoch [2][880/1567] lr: 3.958e-01, eta: 10:51:18, time: 0.972, data_time: 0.003, memory: 9526, top1_acc: 0.7955, top5_acc: 0.9791, loss_cls: 0.6217, loss: 0.6217, grad_norm: 0.7035 2021-04-04 19:43:11,154 - mmaction - INFO - Epoch [2][900/1567] lr: 3.958e-01, eta: 10:50:19, time: 0.981, data_time: 0.007, memory: 9526, top1_acc: 0.7971, top5_acc: 0.9816, loss_cls: 0.6137, loss: 0.6137, grad_norm: 0.7231 2021-04-04 19:43:31,558 - mmaction - INFO - Epoch [2][920/1567] lr: 3.957e-01, eta: 10:49:30, time: 1.016, data_time: 0.008, memory: 9526, top1_acc: 0.7895, top5_acc: 0.9797, loss_cls: 0.6441, loss: 0.6441, grad_norm: 0.7764 2021-04-04 19:43:51,394 - mmaction - INFO - Epoch [2][940/1567] lr: 3.956e-01, eta: 10:48:37, time: 0.997, data_time: 0.007, memory: 9526, top1_acc: 0.7857, top5_acc: 0.9799, loss_cls: 0.6487, loss: 0.6487, grad_norm: 0.7361 2021-04-04 19:44:11,741 - mmaction - INFO - Epoch [2][960/1567] lr: 3.956e-01, eta: 10:47:48, time: 1.014, data_time: 0.002, memory: 9526, top1_acc: 0.7742, top5_acc: 0.9797, loss_cls: 0.6759, loss: 0.6759, grad_norm: 0.7391 2021-04-04 19:44:31,399 - mmaction - INFO - Epoch [2][980/1567] lr: 3.955e-01, eta: 10:46:52, time: 0.987, data_time: 0.005, memory: 9526, top1_acc: 0.7869, top5_acc: 0.9799, loss_cls: 0.6355, loss: 0.6355, grad_norm: 0.7138 2021-04-04 19:44:51,494 - mmaction - INFO - Epoch [2][1000/1567] lr: 3.954e-01, eta: 10:46:01, time: 1.001, data_time: 0.003, memory: 9526, top1_acc: 0.8102, top5_acc: 0.9859, loss_cls: 0.5808, loss: 0.5808, grad_norm: 0.6612 2021-04-04 19:45:11,582 - mmaction - INFO - Epoch [2][1020/1567] lr: 3.954e-01, eta: 10:45:13, time: 1.008, data_time: 0.006, memory: 9526, top1_acc: 0.8129, top5_acc: 0.9871, loss_cls: 0.5819, loss: 0.5819, grad_norm: 0.7392 2021-04-04 19:45:31,417 - mmaction - INFO - Epoch [2][1040/1567] lr: 3.953e-01, eta: 10:44:19, time: 0.988, data_time: 0.003, memory: 9526, top1_acc: 0.8041, top5_acc: 0.9805, loss_cls: 0.6002, loss: 0.6002, grad_norm: 0.6987 2021-04-04 19:45:51,079 - mmaction - INFO - Epoch [2][1060/1567] lr: 3.952e-01, eta: 10:43:25, time: 0.985, data_time: 0.006, memory: 9526, top1_acc: 0.8047, top5_acc: 0.9830, loss_cls: 0.6010, loss: 0.6010, grad_norm: 0.7410 2021-04-04 19:46:11,086 - mmaction - INFO - Epoch [2][1080/1567] lr: 3.951e-01, eta: 10:42:36, time: 1.003, data_time: 0.004, memory: 9526, top1_acc: 0.8053, top5_acc: 0.9852, loss_cls: 0.5812, loss: 0.5812, grad_norm: 0.7026 2021-04-04 19:46:31,011 - mmaction - INFO - Epoch [2][1100/1567] lr: 3.951e-01, eta: 10:41:45, time: 0.993, data_time: 0.003, memory: 9526, top1_acc: 0.7961, top5_acc: 0.9805, loss_cls: 0.6188, loss: 0.6188, grad_norm: 0.7391 2021-04-04 19:46:51,067 - mmaction - INFO - Epoch [2][1120/1567] lr: 3.950e-01, eta: 10:40:57, time: 1.002, data_time: 0.005, memory: 9526, top1_acc: 0.8000, top5_acc: 0.9814, loss_cls: 0.6115, loss: 0.6115, grad_norm: 0.6931 2021-04-04 19:47:11,067 - mmaction - INFO - Epoch [2][1140/1567] lr: 3.949e-01, eta: 10:40:10, time: 1.005, data_time: 0.011, memory: 9526, top1_acc: 0.8014, top5_acc: 0.9807, loss_cls: 0.6047, loss: 0.6047, grad_norm: 0.7241 2021-04-04 19:47:30,958 - mmaction - INFO - Epoch [2][1160/1567] lr: 3.948e-01, eta: 10:39:21, time: 0.994, data_time: 0.001, memory: 9526, top1_acc: 0.7982, top5_acc: 0.9824, loss_cls: 0.6110, loss: 0.6110, grad_norm: 0.7135 2021-04-04 19:47:50,305 - mmaction - INFO - Epoch [2][1180/1567] lr: 3.948e-01, eta: 10:38:25, time: 0.966, data_time: 0.002, memory: 9526, top1_acc: 0.8123, top5_acc: 0.9818, loss_cls: 0.5794, loss: 0.5794, grad_norm: 0.6808 2021-04-04 19:48:10,552 - mmaction - INFO - Epoch [2][1200/1567] lr: 3.947e-01, eta: 10:37:42, time: 1.013, data_time: 0.003, memory: 9526, top1_acc: 0.8057, top5_acc: 0.9836, loss_cls: 0.5925, loss: 0.5925, grad_norm: 0.7419 2021-04-04 19:48:30,624 - mmaction - INFO - Epoch [2][1220/1567] lr: 3.946e-01, eta: 10:36:56, time: 1.003, data_time: 0.003, memory: 9526, top1_acc: 0.7893, top5_acc: 0.9830, loss_cls: 0.6283, loss: 0.6283, grad_norm: 0.7375 2021-04-04 19:48:50,895 - mmaction - INFO - Epoch [2][1240/1567] lr: 3.945e-01, eta: 10:36:13, time: 1.014, data_time: 0.003, memory: 9526, top1_acc: 0.8055, top5_acc: 0.9816, loss_cls: 0.5877, loss: 0.5877, grad_norm: 0.7044 2021-04-04 19:49:11,224 - mmaction - INFO - Epoch [2][1260/1567] lr: 3.945e-01, eta: 10:35:32, time: 1.017, data_time: 0.004, memory: 9526, top1_acc: 0.7955, top5_acc: 0.9834, loss_cls: 0.6061, loss: 0.6061, grad_norm: 0.7415 2021-04-04 19:49:31,019 - mmaction - INFO - Epoch [2][1280/1567] lr: 3.944e-01, eta: 10:34:43, time: 0.986, data_time: 0.005, memory: 9526, top1_acc: 0.8020, top5_acc: 0.9834, loss_cls: 0.5913, loss: 0.5913, grad_norm: 0.7308 2021-04-04 19:49:51,145 - mmaction - INFO - Epoch [2][1300/1567] lr: 3.943e-01, eta: 10:34:00, time: 1.009, data_time: 0.006, memory: 9526, top1_acc: 0.7988, top5_acc: 0.9820, loss_cls: 0.6265, loss: 0.6265, grad_norm: 0.7513 2021-04-04 19:50:10,837 - mmaction - INFO - Epoch [2][1320/1567] lr: 3.942e-01, eta: 10:33:11, time: 0.982, data_time: 0.004, memory: 9526, top1_acc: 0.8033, top5_acc: 0.9805, loss_cls: 0.6120, loss: 0.6120, grad_norm: 0.7333 2021-04-04 19:50:30,622 - mmaction - INFO - Epoch [2][1340/1567] lr: 3.941e-01, eta: 10:32:24, time: 0.993, data_time: 0.007, memory: 9526, top1_acc: 0.8039, top5_acc: 0.9846, loss_cls: 0.6005, loss: 0.6005, grad_norm: 0.7190 2021-04-04 19:50:51,100 - mmaction - INFO - Epoch [2][1360/1567] lr: 3.941e-01, eta: 10:31:46, time: 1.023, data_time: 0.007, memory: 9526, top1_acc: 0.8141, top5_acc: 0.9844, loss_cls: 0.5739, loss: 0.5739, grad_norm: 0.6966 2021-04-04 19:51:10,731 - mmaction - INFO - Epoch [2][1380/1567] lr: 3.940e-01, eta: 10:30:58, time: 0.982, data_time: 0.005, memory: 9526, top1_acc: 0.8068, top5_acc: 0.9826, loss_cls: 0.5923, loss: 0.5923, grad_norm: 0.7463 2021-04-04 19:51:30,520 - mmaction - INFO - Epoch [2][1400/1567] lr: 3.939e-01, eta: 10:30:12, time: 0.991, data_time: 0.004, memory: 9526, top1_acc: 0.7998, top5_acc: 0.9822, loss_cls: 0.6089, loss: 0.6089, grad_norm: 0.7510 2021-04-04 19:51:50,711 - mmaction - INFO - Epoch [2][1420/1567] lr: 3.938e-01, eta: 10:29:32, time: 1.009, data_time: 0.002, memory: 9526, top1_acc: 0.8090, top5_acc: 0.9854, loss_cls: 0.5686, loss: 0.5686, grad_norm: 0.7036 2021-04-04 19:52:10,409 - mmaction - INFO - Epoch [2][1440/1567] lr: 3.937e-01, eta: 10:28:45, time: 0.984, data_time: 0.002, memory: 9526, top1_acc: 0.8057, top5_acc: 0.9844, loss_cls: 0.5910, loss: 0.5910, grad_norm: 0.7509 2021-04-04 19:52:30,285 - mmaction - INFO - Epoch [2][1460/1567] lr: 3.936e-01, eta: 10:28:01, time: 0.995, data_time: 0.003, memory: 9526, top1_acc: 0.8033, top5_acc: 0.9809, loss_cls: 0.6036, loss: 0.6036, grad_norm: 0.7540 2021-04-04 19:52:50,212 - mmaction - INFO - Epoch [2][1480/1567] lr: 3.936e-01, eta: 10:27:18, time: 0.993, data_time: 0.003, memory: 9526, top1_acc: 0.8178, top5_acc: 0.9838, loss_cls: 0.5640, loss: 0.5640, grad_norm: 0.7421 2021-04-04 19:53:10,239 - mmaction - INFO - Epoch [2][1500/1567] lr: 3.935e-01, eta: 10:26:36, time: 1.002, data_time: 0.006, memory: 9526, top1_acc: 0.8090, top5_acc: 0.9838, loss_cls: 0.5697, loss: 0.5697, grad_norm: 0.7134 2021-04-04 19:53:30,286 - mmaction - INFO - Epoch [2][1520/1567] lr: 3.934e-01, eta: 10:25:56, time: 1.006, data_time: 0.012, memory: 9526, top1_acc: 0.8166, top5_acc: 0.9850, loss_cls: 0.5627, loss: 0.5627, grad_norm: 0.6938 2021-04-04 19:53:50,111 - mmaction - INFO - Epoch [2][1540/1567] lr: 3.933e-01, eta: 10:25:12, time: 0.986, data_time: 0.001, memory: 9526, top1_acc: 0.8180, top5_acc: 0.9842, loss_cls: 0.5683, loss: 0.5683, grad_norm: 0.6921 2021-04-04 19:54:09,865 - mmaction - INFO - Epoch [2][1560/1567] lr: 3.932e-01, eta: 10:24:29, time: 0.991, data_time: 0.008, memory: 9526, top1_acc: 0.8174, top5_acc: 0.9865, loss_cls: 0.5483, loss: 0.5483, grad_norm: 0.7245 2021-04-04 19:54:16,310 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-04-04 19:55:44,402 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-04 19:55:44,478 - mmaction - INFO - top1_acc 0.7413 top5_acc 0.9711 2021-04-04 19:55:44,479 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-04 19:55:44,506 - mmaction - INFO - mean_acc 0.7411 2021-04-04 19:55:44,507 - mmaction - INFO - Now best checkpoint is epoch_2.pth 2021-04-04 19:55:44,515 - mmaction - INFO - Epoch(val) [2][1567] top1_acc: 0.7413, top5_acc: 0.9711, mean_class_accuracy: 0.7411 2021-04-04 19:56:51,657 - mmaction - INFO - Epoch [3][20/1567] lr: 3.931e-01, eta: 10:30:51, time: 3.352, data_time: 2.429, memory: 9526, top1_acc: 0.7799, top5_acc: 0.9797, loss_cls: 0.6728, loss: 0.6728, grad_norm: 0.8074 2021-04-04 19:57:11,578 - mmaction - INFO - Epoch [3][40/1567] lr: 3.930e-01, eta: 10:30:07, time: 0.998, data_time: 0.013, memory: 9526, top1_acc: 0.8063, top5_acc: 0.9824, loss_cls: 0.5902, loss: 0.5902, grad_norm: 0.7027 2021-04-04 19:57:31,161 - mmaction - INFO - Epoch [3][60/1567] lr: 3.929e-01, eta: 10:29:20, time: 0.982, data_time: 0.006, memory: 9526, top1_acc: 0.8131, top5_acc: 0.9820, loss_cls: 0.5784, loss: 0.5784, grad_norm: 0.6909 2021-04-04 19:57:51,122 - mmaction - INFO - Epoch [3][80/1567] lr: 3.928e-01, eta: 10:28:37, time: 0.995, data_time: 0.001, memory: 9526, top1_acc: 0.8225, top5_acc: 0.9855, loss_cls: 0.5576, loss: 0.5576, grad_norm: 0.6866 2021-04-04 19:58:10,693 - mmaction - INFO - Epoch [3][100/1567] lr: 3.928e-01, eta: 10:27:50, time: 0.979, data_time: 0.004, memory: 9526, top1_acc: 0.8031, top5_acc: 0.9836, loss_cls: 0.5810, loss: 0.5810, grad_norm: 0.7106 2021-04-04 19:58:30,210 - mmaction - INFO - Epoch [3][120/1567] lr: 3.927e-01, eta: 10:27:03, time: 0.977, data_time: 0.010, memory: 9526, top1_acc: 0.8002, top5_acc: 0.9805, loss_cls: 0.6059, loss: 0.6059, grad_norm: 0.7537 2021-04-04 19:58:49,910 - mmaction - INFO - Epoch [3][140/1567] lr: 3.926e-01, eta: 10:26:18, time: 0.987, data_time: 0.003, memory: 9526, top1_acc: 0.8098, top5_acc: 0.9826, loss_cls: 0.5823, loss: 0.5823, grad_norm: 0.7219 2021-04-04 19:59:10,713 - mmaction - INFO - Epoch [3][160/1567] lr: 3.925e-01, eta: 10:25:45, time: 1.039, data_time: 0.003, memory: 9526, top1_acc: 0.8025, top5_acc: 0.9838, loss_cls: 0.5860, loss: 0.5860, grad_norm: 0.7416 2021-04-04 19:59:30,024 - mmaction - INFO - Epoch [3][180/1567] lr: 3.924e-01, eta: 10:24:56, time: 0.965, data_time: 0.002, memory: 9526, top1_acc: 0.8070, top5_acc: 0.9859, loss_cls: 0.5765, loss: 0.5765, grad_norm: 0.6946 2021-04-04 19:59:50,634 - mmaction - INFO - Epoch [3][200/1567] lr: 3.923e-01, eta: 10:24:21, time: 1.030, data_time: 0.003, memory: 9526, top1_acc: 0.8080, top5_acc: 0.9836, loss_cls: 0.5775, loss: 0.5775, grad_norm: 0.7255 2021-04-04 20:00:10,802 - mmaction - INFO - Epoch [3][220/1567] lr: 3.922e-01, eta: 10:23:42, time: 1.008, data_time: 0.003, memory: 9526, top1_acc: 0.8334, top5_acc: 0.9861, loss_cls: 0.5320, loss: 0.5320, grad_norm: 0.7028 2021-04-04 20:00:30,194 - mmaction - INFO - Epoch [3][240/1567] lr: 3.921e-01, eta: 10:22:55, time: 0.970, data_time: 0.004, memory: 9526, top1_acc: 0.8184, top5_acc: 0.9844, loss_cls: 0.5512, loss: 0.5512, grad_norm: 0.7149 2021-04-04 20:00:50,779 - mmaction - INFO - Epoch [3][260/1567] lr: 3.920e-01, eta: 10:22:20, time: 1.026, data_time: 0.003, memory: 9526, top1_acc: 0.8195, top5_acc: 0.9852, loss_cls: 0.5460, loss: 0.5460, grad_norm: 0.7137 2021-04-04 20:01:10,756 - mmaction - INFO - Epoch [3][280/1567] lr: 3.919e-01, eta: 10:21:39, time: 0.998, data_time: 0.008, memory: 9526, top1_acc: 0.8047, top5_acc: 0.9848, loss_cls: 0.5896, loss: 0.5896, grad_norm: 0.7401 2021-04-04 20:01:30,559 - mmaction - INFO - Epoch [3][300/1567] lr: 3.918e-01, eta: 10:20:58, time: 0.993, data_time: 0.008, memory: 9526, top1_acc: 0.8146, top5_acc: 0.9855, loss_cls: 0.5638, loss: 0.5638, grad_norm: 0.7141 2021-04-04 20:01:50,369 - mmaction - INFO - Epoch [3][320/1567] lr: 3.917e-01, eta: 10:20:17, time: 0.994, data_time: 0.007, memory: 9526, top1_acc: 0.8254, top5_acc: 0.9848, loss_cls: 0.5467, loss: 0.5467, grad_norm: 0.7045 2021-04-04 20:02:09,923 - mmaction - INFO - Epoch [3][340/1567] lr: 3.916e-01, eta: 10:19:33, time: 0.977, data_time: 0.001, memory: 9526, top1_acc: 0.8248, top5_acc: 0.9879, loss_cls: 0.5331, loss: 0.5331, grad_norm: 0.6924 2021-04-04 20:02:29,524 - mmaction - INFO - Epoch [3][360/1567] lr: 3.915e-01, eta: 10:18:50, time: 0.977, data_time: 0.002, memory: 9526, top1_acc: 0.8186, top5_acc: 0.9867, loss_cls: 0.5537, loss: 0.5537, grad_norm: 0.7308 2021-04-04 20:02:49,867 - mmaction - INFO - Epoch [3][380/1567] lr: 3.914e-01, eta: 10:18:14, time: 1.018, data_time: 0.006, memory: 9526, top1_acc: 0.8105, top5_acc: 0.9842, loss_cls: 0.5843, loss: 0.5843, grad_norm: 0.7506 2021-04-04 20:03:09,435 - mmaction - INFO - Epoch [3][400/1567] lr: 3.914e-01, eta: 10:17:31, time: 0.979, data_time: 0.004, memory: 9526, top1_acc: 0.8225, top5_acc: 0.9863, loss_cls: 0.5345, loss: 0.5345, grad_norm: 0.6928 2021-04-04 20:03:29,105 - mmaction - INFO - Epoch [3][420/1567] lr: 3.913e-01, eta: 10:16:50, time: 0.983, data_time: 0.004, memory: 9526, top1_acc: 0.8201, top5_acc: 0.9855, loss_cls: 0.5394, loss: 0.5394, grad_norm: 0.7216 2021-04-04 20:03:49,172 - mmaction - INFO - Epoch [3][440/1567] lr: 3.912e-01, eta: 10:16:12, time: 1.001, data_time: 0.004, memory: 9526, top1_acc: 0.8205, top5_acc: 0.9863, loss_cls: 0.5427, loss: 0.5427, grad_norm: 0.7059 2021-04-04 20:04:08,873 - mmaction - INFO - Epoch [3][460/1567] lr: 3.911e-01, eta: 10:15:32, time: 0.990, data_time: 0.009, memory: 9526, top1_acc: 0.8068, top5_acc: 0.9834, loss_cls: 0.5928, loss: 0.5928, grad_norm: 0.7435 2021-04-04 20:04:29,327 - mmaction - INFO - Epoch [3][480/1567] lr: 3.910e-01, eta: 10:14:58, time: 1.021, data_time: 0.002, memory: 9526, top1_acc: 0.8223, top5_acc: 0.9855, loss_cls: 0.5360, loss: 0.5360, grad_norm: 0.6836 2021-04-04 20:04:49,565 - mmaction - INFO - Epoch [3][500/1567] lr: 3.909e-01, eta: 10:14:22, time: 1.009, data_time: 0.007, memory: 9526, top1_acc: 0.8178, top5_acc: 0.9887, loss_cls: 0.5524, loss: 0.5524, grad_norm: 0.7537 2021-04-04 20:05:09,258 - mmaction - INFO - Epoch [3][520/1567] lr: 3.908e-01, eta: 10:13:41, time: 0.983, data_time: 0.010, memory: 9526, top1_acc: 0.8229, top5_acc: 0.9871, loss_cls: 0.5412, loss: 0.5412, grad_norm: 0.6929 2021-04-04 20:05:29,716 - mmaction - INFO - Epoch [3][540/1567] lr: 3.907e-01, eta: 10:13:08, time: 1.025, data_time: 0.007, memory: 9526, top1_acc: 0.8234, top5_acc: 0.9869, loss_cls: 0.5343, loss: 0.5343, grad_norm: 0.7113 2021-04-04 20:05:49,203 - mmaction - INFO - Epoch [3][560/1567] lr: 3.906e-01, eta: 10:12:27, time: 0.978, data_time: 0.005, memory: 9526, top1_acc: 0.8186, top5_acc: 0.9842, loss_cls: 0.5616, loss: 0.5616, grad_norm: 0.7282 2021-04-04 20:06:09,232 - mmaction - INFO - Epoch [3][580/1567] lr: 3.905e-01, eta: 10:11:50, time: 0.996, data_time: 0.001, memory: 9526, top1_acc: 0.8271, top5_acc: 0.9863, loss_cls: 0.5241, loss: 0.5241, grad_norm: 0.6978 2021-04-04 20:06:29,078 - mmaction - INFO - Epoch [3][600/1567] lr: 3.904e-01, eta: 10:11:12, time: 0.994, data_time: 0.006, memory: 9526, top1_acc: 0.8309, top5_acc: 0.9834, loss_cls: 0.5384, loss: 0.5384, grad_norm: 0.6925 2021-04-04 20:06:48,854 - mmaction - INFO - Epoch [3][620/1567] lr: 3.903e-01, eta: 10:10:33, time: 0.986, data_time: 0.004, memory: 9526, top1_acc: 0.8084, top5_acc: 0.9824, loss_cls: 0.5626, loss: 0.5626, grad_norm: 0.7508 2021-04-04 20:07:08,499 - mmaction - INFO - Epoch [3][640/1567] lr: 3.901e-01, eta: 10:09:53, time: 0.982, data_time: 0.010, memory: 9526, top1_acc: 0.8307, top5_acc: 0.9830, loss_cls: 0.5286, loss: 0.5286, grad_norm: 0.6872 2021-04-04 20:07:28,244 - mmaction - INFO - Epoch [3][660/1567] lr: 3.900e-01, eta: 10:09:16, time: 0.992, data_time: 0.007, memory: 9526, top1_acc: 0.8281, top5_acc: 0.9854, loss_cls: 0.5411, loss: 0.5411, grad_norm: 0.6943 2021-04-04 20:07:47,730 - mmaction - INFO - Epoch [3][680/1567] lr: 3.899e-01, eta: 10:08:35, time: 0.973, data_time: 0.001, memory: 9526, top1_acc: 0.8236, top5_acc: 0.9869, loss_cls: 0.5190, loss: 0.5190, grad_norm: 0.6851 2021-04-04 20:08:07,520 - mmaction - INFO - Epoch [3][700/1567] lr: 3.898e-01, eta: 10:07:57, time: 0.987, data_time: 0.003, memory: 9526, top1_acc: 0.8195, top5_acc: 0.9834, loss_cls: 0.5548, loss: 0.5548, grad_norm: 0.7208 2021-04-04 20:08:27,596 - mmaction - INFO - Epoch [3][720/1567] lr: 3.897e-01, eta: 10:07:23, time: 1.007, data_time: 0.006, memory: 9526, top1_acc: 0.8176, top5_acc: 0.9865, loss_cls: 0.5582, loss: 0.5582, grad_norm: 0.7389 2021-04-04 20:08:47,748 - mmaction - INFO - Epoch [3][740/1567] lr: 3.896e-01, eta: 10:06:48, time: 1.007, data_time: 0.003, memory: 9526, top1_acc: 0.8217, top5_acc: 0.9840, loss_cls: 0.5435, loss: 0.5435, grad_norm: 0.7168 2021-04-04 20:09:08,065 - mmaction - INFO - Epoch [3][760/1567] lr: 3.895e-01, eta: 10:06:16, time: 1.014, data_time: 0.002, memory: 9526, top1_acc: 0.8256, top5_acc: 0.9855, loss_cls: 0.5463, loss: 0.5463, grad_norm: 0.6960 2021-04-04 20:09:27,700 - mmaction - INFO - Epoch [3][780/1567] lr: 3.894e-01, eta: 10:05:37, time: 0.982, data_time: 0.003, memory: 9526, top1_acc: 0.8184, top5_acc: 0.9859, loss_cls: 0.5500, loss: 0.5500, grad_norm: 0.7142 2021-04-04 20:09:47,365 - mmaction - INFO - Epoch [3][800/1567] lr: 3.893e-01, eta: 10:04:59, time: 0.983, data_time: 0.003, memory: 9526, top1_acc: 0.8250, top5_acc: 0.9826, loss_cls: 0.5385, loss: 0.5385, grad_norm: 0.6656 2021-04-04 20:10:07,129 - mmaction - INFO - Epoch [3][820/1567] lr: 3.892e-01, eta: 10:04:23, time: 0.989, data_time: 0.005, memory: 9526, top1_acc: 0.8246, top5_acc: 0.9873, loss_cls: 0.5190, loss: 0.5190, grad_norm: 0.7148 2021-04-04 20:10:27,001 - mmaction - INFO - Epoch [3][840/1567] lr: 3.891e-01, eta: 10:03:46, time: 0.991, data_time: 0.004, memory: 9526, top1_acc: 0.8162, top5_acc: 0.9873, loss_cls: 0.5531, loss: 0.5531, grad_norm: 0.7447 2021-04-04 20:10:47,383 - mmaction - INFO - Epoch [3][860/1567] lr: 3.890e-01, eta: 10:03:16, time: 1.021, data_time: 0.007, memory: 9526, top1_acc: 0.8094, top5_acc: 0.9840, loss_cls: 0.5713, loss: 0.5713, grad_norm: 0.7591 2021-04-04 20:11:07,414 - mmaction - INFO - Epoch [3][880/1567] lr: 3.889e-01, eta: 10:02:41, time: 0.999, data_time: 0.004, memory: 9526, top1_acc: 0.8354, top5_acc: 0.9875, loss_cls: 0.5119, loss: 0.5119, grad_norm: 0.6772 2021-04-04 20:11:27,206 - mmaction - INFO - Epoch [3][900/1567] lr: 3.888e-01, eta: 10:02:05, time: 0.993, data_time: 0.006, memory: 9526, top1_acc: 0.8221, top5_acc: 0.9854, loss_cls: 0.5321, loss: 0.5321, grad_norm: 0.7139 2021-04-04 20:11:47,250 - mmaction - INFO - Epoch [3][920/1567] lr: 3.886e-01, eta: 10:01:31, time: 1.000, data_time: 0.003, memory: 9526, top1_acc: 0.8281, top5_acc: 0.9840, loss_cls: 0.5309, loss: 0.5309, grad_norm: 0.6971 2021-04-04 20:12:07,077 - mmaction - INFO - Epoch [3][940/1567] lr: 3.885e-01, eta: 10:00:56, time: 0.993, data_time: 0.005, memory: 9526, top1_acc: 0.8299, top5_acc: 0.9893, loss_cls: 0.5108, loss: 0.5108, grad_norm: 0.7014 2021-04-04 20:12:26,755 - mmaction - INFO - Epoch [3][960/1567] lr: 3.884e-01, eta: 10:00:20, time: 0.984, data_time: 0.004, memory: 9526, top1_acc: 0.8215, top5_acc: 0.9861, loss_cls: 0.5333, loss: 0.5333, grad_norm: 0.7154 2021-04-04 20:12:46,956 - mmaction - INFO - Epoch [3][980/1567] lr: 3.883e-01, eta: 9:59:48, time: 1.011, data_time: 0.004, memory: 9526, top1_acc: 0.8293, top5_acc: 0.9869, loss_cls: 0.5279, loss: 0.5279, grad_norm: 0.7281 2021-04-04 20:13:06,558 - mmaction - INFO - Epoch [3][1000/1567] lr: 3.882e-01, eta: 9:59:11, time: 0.981, data_time: 0.004, memory: 9526, top1_acc: 0.8279, top5_acc: 0.9848, loss_cls: 0.5240, loss: 0.5240, grad_norm: 0.7084 2021-04-04 20:13:26,781 - mmaction - INFO - Epoch [3][1020/1567] lr: 3.881e-01, eta: 9:58:39, time: 1.009, data_time: 0.002, memory: 9526, top1_acc: 0.8148, top5_acc: 0.9857, loss_cls: 0.5665, loss: 0.5665, grad_norm: 0.7644 2021-04-04 20:13:46,466 - mmaction - INFO - Epoch [3][1040/1567] lr: 3.880e-01, eta: 9:58:03, time: 0.982, data_time: 0.004, memory: 9526, top1_acc: 0.8271, top5_acc: 0.9887, loss_cls: 0.5092, loss: 0.5092, grad_norm: 0.6970 2021-04-04 20:14:06,739 - mmaction - INFO - Epoch [3][1060/1567] lr: 3.879e-01, eta: 9:57:33, time: 1.017, data_time: 0.007, memory: 9526, top1_acc: 0.8201, top5_acc: 0.9846, loss_cls: 0.5422, loss: 0.5422, grad_norm: 0.7195 2021-04-04 20:14:26,493 - mmaction - INFO - Epoch [3][1080/1567] lr: 3.877e-01, eta: 9:56:58, time: 0.987, data_time: 0.005, memory: 9526, top1_acc: 0.8189, top5_acc: 0.9854, loss_cls: 0.5492, loss: 0.5492, grad_norm: 0.6895 2021-04-04 20:14:46,684 - mmaction - INFO - Epoch [3][1100/1567] lr: 3.876e-01, eta: 9:56:26, time: 1.010, data_time: 0.004, memory: 9526, top1_acc: 0.8297, top5_acc: 0.9867, loss_cls: 0.5212, loss: 0.5212, grad_norm: 0.6942 2021-04-04 20:15:06,646 - mmaction - INFO - Epoch [3][1120/1567] lr: 3.875e-01, eta: 9:55:53, time: 0.999, data_time: 0.005, memory: 9526, top1_acc: 0.8268, top5_acc: 0.9871, loss_cls: 0.5241, loss: 0.5241, grad_norm: 0.7241 2021-04-04 20:15:26,301 - mmaction - INFO - Epoch [3][1140/1567] lr: 3.874e-01, eta: 9:55:18, time: 0.983, data_time: 0.004, memory: 9526, top1_acc: 0.8217, top5_acc: 0.9861, loss_cls: 0.5405, loss: 0.5405, grad_norm: 0.7181 2021-04-04 20:15:45,806 - mmaction - INFO - Epoch [3][1160/1567] lr: 3.873e-01, eta: 9:54:42, time: 0.977, data_time: 0.003, memory: 9526, top1_acc: 0.8221, top5_acc: 0.9869, loss_cls: 0.5408, loss: 0.5408, grad_norm: 0.7275 2021-04-04 20:16:05,490 - mmaction - INFO - Epoch [3][1180/1567] lr: 3.872e-01, eta: 9:54:07, time: 0.984, data_time: 0.001, memory: 9526, top1_acc: 0.8322, top5_acc: 0.9857, loss_cls: 0.5220, loss: 0.5220, grad_norm: 0.6771 2021-04-04 20:16:25,362 - mmaction - INFO - Epoch [3][1200/1567] lr: 3.870e-01, eta: 9:53:34, time: 0.995, data_time: 0.002, memory: 9526, top1_acc: 0.8340, top5_acc: 0.9836, loss_cls: 0.5172, loss: 0.5172, grad_norm: 0.6993 2021-04-04 20:16:45,818 - mmaction - INFO - Epoch [3][1220/1567] lr: 3.869e-01, eta: 9:53:05, time: 1.021, data_time: 0.002, memory: 9526, top1_acc: 0.8313, top5_acc: 0.9873, loss_cls: 0.5139, loss: 0.5139, grad_norm: 0.6903 2021-04-04 20:17:05,711 - mmaction - INFO - Epoch [3][1240/1567] lr: 3.868e-01, eta: 9:52:32, time: 0.993, data_time: 0.003, memory: 9526, top1_acc: 0.8186, top5_acc: 0.9822, loss_cls: 0.5523, loss: 0.5523, grad_norm: 0.7097 2021-04-04 20:17:25,898 - mmaction - INFO - Epoch [3][1260/1567] lr: 3.867e-01, eta: 9:52:01, time: 1.012, data_time: 0.026, memory: 9526, top1_acc: 0.8234, top5_acc: 0.9832, loss_cls: 0.5353, loss: 0.5353, grad_norm: 0.7139 2021-04-04 20:17:45,963 - mmaction - INFO - Epoch [3][1280/1567] lr: 3.866e-01, eta: 9:51:30, time: 0.999, data_time: 0.004, memory: 9526, top1_acc: 0.8395, top5_acc: 0.9850, loss_cls: 0.4940, loss: 0.4940, grad_norm: 0.6712 2021-04-04 20:18:05,393 - mmaction - INFO - Epoch [3][1300/1567] lr: 3.864e-01, eta: 9:50:54, time: 0.975, data_time: 0.010, memory: 9526, top1_acc: 0.8432, top5_acc: 0.9908, loss_cls: 0.4783, loss: 0.4783, grad_norm: 0.6721 2021-04-04 20:18:25,517 - mmaction - INFO - Epoch [3][1320/1567] lr: 3.863e-01, eta: 9:50:23, time: 1.003, data_time: 0.003, memory: 9526, top1_acc: 0.8434, top5_acc: 0.9873, loss_cls: 0.4864, loss: 0.4864, grad_norm: 0.6700 2021-04-04 20:18:45,683 - mmaction - INFO - Epoch [3][1340/1567] lr: 3.862e-01, eta: 9:49:53, time: 1.012, data_time: 0.009, memory: 9526, top1_acc: 0.8291, top5_acc: 0.9875, loss_cls: 0.5266, loss: 0.5266, grad_norm: 0.7374 2021-04-04 20:19:05,227 - mmaction - INFO - Epoch [3][1360/1567] lr: 3.861e-01, eta: 9:49:18, time: 0.974, data_time: 0.003, memory: 9526, top1_acc: 0.8375, top5_acc: 0.9902, loss_cls: 0.5098, loss: 0.5098, grad_norm: 0.7158 2021-04-04 20:19:25,312 - mmaction - INFO - Epoch [3][1380/1567] lr: 3.860e-01, eta: 9:48:48, time: 1.006, data_time: 0.005, memory: 9526, top1_acc: 0.8313, top5_acc: 0.9875, loss_cls: 0.5056, loss: 0.5056, grad_norm: 0.6992 2021-04-04 20:19:45,181 - mmaction - INFO - Epoch [3][1400/1567] lr: 3.858e-01, eta: 9:48:15, time: 0.988, data_time: 0.005, memory: 9526, top1_acc: 0.8363, top5_acc: 0.9867, loss_cls: 0.5133, loss: 0.5133, grad_norm: 0.7307 2021-04-04 20:20:04,696 - mmaction - INFO - Epoch [3][1420/1567] lr: 3.857e-01, eta: 9:47:41, time: 0.980, data_time: 0.009, memory: 9526, top1_acc: 0.8420, top5_acc: 0.9873, loss_cls: 0.4936, loss: 0.4936, grad_norm: 0.6760 2021-04-04 20:20:24,828 - mmaction - INFO - Epoch [3][1440/1567] lr: 3.856e-01, eta: 9:47:11, time: 1.009, data_time: 0.046, memory: 9526, top1_acc: 0.8361, top5_acc: 0.9855, loss_cls: 0.5100, loss: 0.5100, grad_norm: 0.7130 2021-04-04 20:20:44,740 - mmaction - INFO - Epoch [3][1460/1567] lr: 3.855e-01, eta: 9:46:39, time: 0.995, data_time: 0.023, memory: 9526, top1_acc: 0.8326, top5_acc: 0.9859, loss_cls: 0.5183, loss: 0.5183, grad_norm: 0.7220 2021-04-04 20:21:04,444 - mmaction - INFO - Epoch [3][1480/1567] lr: 3.853e-01, eta: 9:46:06, time: 0.980, data_time: 0.002, memory: 9526, top1_acc: 0.8328, top5_acc: 0.9857, loss_cls: 0.5127, loss: 0.5127, grad_norm: 0.7190 2021-04-04 20:21:24,709 - mmaction - INFO - Epoch [3][1500/1567] lr: 3.852e-01, eta: 9:45:38, time: 1.020, data_time: 0.008, memory: 9526, top1_acc: 0.8404, top5_acc: 0.9898, loss_cls: 0.4973, loss: 0.4973, grad_norm: 0.6888 2021-04-04 20:21:45,125 - mmaction - INFO - Epoch [3][1520/1567] lr: 3.851e-01, eta: 9:45:10, time: 1.020, data_time: 0.001, memory: 9526, top1_acc: 0.8379, top5_acc: 0.9883, loss_cls: 0.5110, loss: 0.5110, grad_norm: 0.7285 2021-04-04 20:22:05,383 - mmaction - INFO - Epoch [3][1540/1567] lr: 3.850e-01, eta: 9:44:41, time: 1.011, data_time: 0.003, memory: 9526, top1_acc: 0.8373, top5_acc: 0.9889, loss_cls: 0.5095, loss: 0.5095, grad_norm: 0.7052 2021-04-04 20:22:24,986 - mmaction - INFO - Epoch [3][1560/1567] lr: 3.848e-01, eta: 9:44:08, time: 0.984, data_time: 0.006, memory: 9526, top1_acc: 0.8369, top5_acc: 0.9855, loss_cls: 0.4997, loss: 0.4997, grad_norm: 0.7255 2021-04-04 20:22:31,318 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-04-04 20:23:59,988 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-04 20:24:00,482 - mmaction - INFO - top1_acc 0.7290 top5_acc 0.9440 2021-04-04 20:24:00,482 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-04 20:24:00,558 - mmaction - INFO - mean_acc 0.7285 2021-04-04 20:24:00,564 - mmaction - INFO - Epoch(val) [3][1567] top1_acc: 0.7290, top5_acc: 0.9440, mean_class_accuracy: 0.7285 2021-04-04 20:25:01,785 - mmaction - INFO - Epoch [4][20/1567] lr: 3.847e-01, eta: 9:47:26, time: 3.061, data_time: 2.014, memory: 9526, top1_acc: 0.8070, top5_acc: 0.9807, loss_cls: 0.6049, loss: 0.6049, grad_norm: 0.7770 2021-04-04 20:25:21,344 - mmaction - INFO - Epoch [4][40/1567] lr: 3.845e-01, eta: 9:46:51, time: 0.974, data_time: 0.007, memory: 9526, top1_acc: 0.8303, top5_acc: 0.9852, loss_cls: 0.5318, loss: 0.5318, grad_norm: 0.7100 2021-04-04 20:25:41,217 - mmaction - INFO - Epoch [4][60/1567] lr: 3.844e-01, eta: 9:46:18, time: 0.993, data_time: 0.005, memory: 9526, top1_acc: 0.8287, top5_acc: 0.9873, loss_cls: 0.5155, loss: 0.5155, grad_norm: 0.7231 2021-04-04 20:26:01,428 - mmaction - INFO - Epoch [4][80/1567] lr: 3.843e-01, eta: 9:45:49, time: 1.014, data_time: 0.005, memory: 9526, top1_acc: 0.8279, top5_acc: 0.9857, loss_cls: 0.5216, loss: 0.5216, grad_norm: 0.7195 2021-04-04 20:26:21,045 - mmaction - INFO - Epoch [4][100/1567] lr: 3.841e-01, eta: 9:45:15, time: 0.979, data_time: 0.001, memory: 9526, top1_acc: 0.8313, top5_acc: 0.9869, loss_cls: 0.5093, loss: 0.5093, grad_norm: 0.7184 2021-04-04 20:26:41,184 - mmaction - INFO - Epoch [4][120/1567] lr: 3.840e-01, eta: 9:44:45, time: 1.007, data_time: 0.004, memory: 9526, top1_acc: 0.8389, top5_acc: 0.9877, loss_cls: 0.4841, loss: 0.4841, grad_norm: 0.6866 2021-04-04 20:27:01,117 - mmaction - INFO - Epoch [4][140/1567] lr: 3.839e-01, eta: 9:44:14, time: 0.997, data_time: 0.003, memory: 9526, top1_acc: 0.8355, top5_acc: 0.9865, loss_cls: 0.5057, loss: 0.5057, grad_norm: 0.7150 2021-04-04 20:27:20,460 - mmaction - INFO - Epoch [4][160/1567] lr: 3.837e-01, eta: 9:43:39, time: 0.966, data_time: 0.003, memory: 9526, top1_acc: 0.8291, top5_acc: 0.9861, loss_cls: 0.5167, loss: 0.5167, grad_norm: 0.6944 2021-04-04 20:27:40,569 - mmaction - INFO - Epoch [4][180/1567] lr: 3.836e-01, eta: 9:43:09, time: 1.007, data_time: 0.003, memory: 9526, top1_acc: 0.8355, top5_acc: 0.9879, loss_cls: 0.4858, loss: 0.4858, grad_norm: 0.7164 2021-04-04 20:28:00,977 - mmaction - INFO - Epoch [4][200/1567] lr: 3.835e-01, eta: 9:42:41, time: 1.020, data_time: 0.002, memory: 9526, top1_acc: 0.8330, top5_acc: 0.9850, loss_cls: 0.5051, loss: 0.5051, grad_norm: 0.7078 2021-04-04 20:28:20,617 - mmaction - INFO - Epoch [4][220/1567] lr: 3.833e-01, eta: 9:42:07, time: 0.978, data_time: 0.004, memory: 9526, top1_acc: 0.8344, top5_acc: 0.9875, loss_cls: 0.5047, loss: 0.5047, grad_norm: 0.7168 2021-04-04 20:28:41,173 - mmaction - INFO - Epoch [4][240/1567] lr: 3.832e-01, eta: 9:41:41, time: 1.032, data_time: 0.069, memory: 9526, top1_acc: 0.8453, top5_acc: 0.9887, loss_cls: 0.4842, loss: 0.4842, grad_norm: 0.6738 2021-04-04 20:29:01,075 - mmaction - INFO - Epoch [4][260/1567] lr: 3.831e-01, eta: 9:41:10, time: 0.992, data_time: 0.008, memory: 9526, top1_acc: 0.8371, top5_acc: 0.9879, loss_cls: 0.5056, loss: 0.5056, grad_norm: 0.7189 2021-04-04 20:29:20,927 - mmaction - INFO - Epoch [4][280/1567] lr: 3.829e-01, eta: 9:40:39, time: 0.995, data_time: 0.005, memory: 9526, top1_acc: 0.8402, top5_acc: 0.9852, loss_cls: 0.4971, loss: 0.4971, grad_norm: 0.6860 2021-04-04 20:29:39,950 - mmaction - INFO - Epoch [4][300/1567] lr: 3.828e-01, eta: 9:40:02, time: 0.948, data_time: 0.003, memory: 9526, top1_acc: 0.8426, top5_acc: 0.9875, loss_cls: 0.4901, loss: 0.4901, grad_norm: 0.7296 2021-04-04 20:30:00,040 - mmaction - INFO - Epoch [4][320/1567] lr: 3.827e-01, eta: 9:39:33, time: 1.007, data_time: 0.005, memory: 9526, top1_acc: 0.8352, top5_acc: 0.9875, loss_cls: 0.4984, loss: 0.4984, grad_norm: 0.7121 2021-04-04 20:30:20,033 - mmaction - INFO - Epoch [4][340/1567] lr: 3.825e-01, eta: 9:39:03, time: 0.998, data_time: 0.003, memory: 9526, top1_acc: 0.8381, top5_acc: 0.9883, loss_cls: 0.4902, loss: 0.4902, grad_norm: 0.7191 2021-04-04 20:30:39,909 - mmaction - INFO - Epoch [4][360/1567] lr: 3.824e-01, eta: 9:38:32, time: 0.996, data_time: 0.005, memory: 9526, top1_acc: 0.8295, top5_acc: 0.9852, loss_cls: 0.5196, loss: 0.5196, grad_norm: 0.7147 2021-04-04 20:31:00,080 - mmaction - INFO - Epoch [4][380/1567] lr: 3.823e-01, eta: 9:38:03, time: 1.008, data_time: 0.002, memory: 9526, top1_acc: 0.8359, top5_acc: 0.9895, loss_cls: 0.4929, loss: 0.4929, grad_norm: 0.6965 2021-04-04 20:31:20,029 - mmaction - INFO - Epoch [4][400/1567] lr: 3.821e-01, eta: 9:37:33, time: 0.998, data_time: 0.004, memory: 9526, top1_acc: 0.8328, top5_acc: 0.9898, loss_cls: 0.4980, loss: 0.4980, grad_norm: 0.7102 2021-04-04 20:31:40,011 - mmaction - INFO - Epoch [4][420/1567] lr: 3.820e-01, eta: 9:37:04, time: 1.000, data_time: 0.006, memory: 9526, top1_acc: 0.8363, top5_acc: 0.9908, loss_cls: 0.4834, loss: 0.4834, grad_norm: 0.6911 2021-04-04 20:31:59,550 - mmaction - INFO - Epoch [4][440/1567] lr: 3.818e-01, eta: 9:36:31, time: 0.974, data_time: 0.002, memory: 9526, top1_acc: 0.8385, top5_acc: 0.9861, loss_cls: 0.5005, loss: 0.5005, grad_norm: 0.7162 2021-04-04 20:32:19,759 - mmaction - INFO - Epoch [4][460/1567] lr: 3.817e-01, eta: 9:36:03, time: 1.013, data_time: 0.004, memory: 9526, top1_acc: 0.8461, top5_acc: 0.9895, loss_cls: 0.4881, loss: 0.4881, grad_norm: 0.6997 2021-04-04 20:32:39,835 - mmaction - INFO - Epoch [4][480/1567] lr: 3.816e-01, eta: 9:35:33, time: 1.001, data_time: 0.003, memory: 9526, top1_acc: 0.8301, top5_acc: 0.9869, loss_cls: 0.5070, loss: 0.5070, grad_norm: 0.7378 2021-04-04 20:32:59,802 - mmaction - INFO - Epoch [4][500/1567] lr: 3.814e-01, eta: 9:35:04, time: 0.998, data_time: 0.003, memory: 9526, top1_acc: 0.8418, top5_acc: 0.9893, loss_cls: 0.4891, loss: 0.4891, grad_norm: 0.7247 2021-04-04 20:33:19,684 - mmaction - INFO - Epoch [4][520/1567] lr: 3.813e-01, eta: 9:34:34, time: 0.996, data_time: 0.005, memory: 9526, top1_acc: 0.8449, top5_acc: 0.9873, loss_cls: 0.4793, loss: 0.4793, grad_norm: 0.7093 2021-04-04 20:33:40,102 - mmaction - INFO - Epoch [4][540/1567] lr: 3.811e-01, eta: 9:34:07, time: 1.021, data_time: 0.003, memory: 9526, top1_acc: 0.8387, top5_acc: 0.9857, loss_cls: 0.4948, loss: 0.4948, grad_norm: 0.7304 2021-04-04 20:33:59,752 - mmaction - INFO - Epoch [4][560/1567] lr: 3.810e-01, eta: 9:33:35, time: 0.977, data_time: 0.002, memory: 9526, top1_acc: 0.8365, top5_acc: 0.9867, loss_cls: 0.4947, loss: 0.4947, grad_norm: 0.7254 2021-04-04 20:34:19,225 - mmaction - INFO - Epoch [4][580/1567] lr: 3.809e-01, eta: 9:33:04, time: 0.977, data_time: 0.007, memory: 9526, top1_acc: 0.8393, top5_acc: 0.9869, loss_cls: 0.4854, loss: 0.4854, grad_norm: 0.6938 2021-04-04 20:34:39,231 - mmaction - INFO - Epoch [4][600/1567] lr: 3.807e-01, eta: 9:32:34, time: 0.999, data_time: 0.003, memory: 9526, top1_acc: 0.8336, top5_acc: 0.9859, loss_cls: 0.4908, loss: 0.4908, grad_norm: 0.7019 2021-04-04 20:34:59,628 - mmaction - INFO - Epoch [4][620/1567] lr: 3.806e-01, eta: 9:32:07, time: 1.016, data_time: 0.004, memory: 9526, top1_acc: 0.8492, top5_acc: 0.9883, loss_cls: 0.4648, loss: 0.4648, grad_norm: 0.6900 2021-04-04 20:35:19,641 - mmaction - INFO - Epoch [4][640/1567] lr: 3.804e-01, eta: 9:31:39, time: 1.003, data_time: 0.008, memory: 9526, top1_acc: 0.8412, top5_acc: 0.9883, loss_cls: 0.4740, loss: 0.4740, grad_norm: 0.7513 2021-04-04 20:35:39,573 - mmaction - INFO - Epoch [4][660/1567] lr: 3.803e-01, eta: 9:31:10, time: 1.000, data_time: 0.006, memory: 9526, top1_acc: 0.8432, top5_acc: 0.9881, loss_cls: 0.4741, loss: 0.4741, grad_norm: 0.7188 2021-04-04 20:35:59,149 - mmaction - INFO - Epoch [4][680/1567] lr: 3.801e-01, eta: 9:30:39, time: 0.979, data_time: 0.002, memory: 9526, top1_acc: 0.8414, top5_acc: 0.9891, loss_cls: 0.4931, loss: 0.4931, grad_norm: 0.7296 2021-04-04 20:36:19,516 - mmaction - INFO - Epoch [4][700/1567] lr: 3.800e-01, eta: 9:30:12, time: 1.018, data_time: 0.003, memory: 9526, top1_acc: 0.8391, top5_acc: 0.9869, loss_cls: 0.4901, loss: 0.4901, grad_norm: 0.7176 2021-04-04 20:36:39,216 - mmaction - INFO - Epoch [4][720/1567] lr: 3.798e-01, eta: 9:29:42, time: 0.986, data_time: 0.002, memory: 9526, top1_acc: 0.8406, top5_acc: 0.9902, loss_cls: 0.4865, loss: 0.4865, grad_norm: 0.6966 2021-04-04 20:36:59,086 - mmaction - INFO - Epoch [4][740/1567] lr: 3.797e-01, eta: 9:29:12, time: 0.989, data_time: 0.001, memory: 9526, top1_acc: 0.8379, top5_acc: 0.9904, loss_cls: 0.4935, loss: 0.4935, grad_norm: 0.7477 2021-04-04 20:37:19,099 - mmaction - INFO - Epoch [4][760/1567] lr: 3.796e-01, eta: 9:28:44, time: 1.004, data_time: 0.008, memory: 9526, top1_acc: 0.8307, top5_acc: 0.9879, loss_cls: 0.5025, loss: 0.5025, grad_norm: 0.7133 2021-04-04 20:37:39,550 - mmaction - INFO - Epoch [4][780/1567] lr: 3.794e-01, eta: 9:28:18, time: 1.022, data_time: 0.004, memory: 9526, top1_acc: 0.8447, top5_acc: 0.9914, loss_cls: 0.4728, loss: 0.4728, grad_norm: 0.7172 2021-04-04 20:37:59,120 - mmaction - INFO - Epoch [4][800/1567] lr: 3.793e-01, eta: 9:27:47, time: 0.975, data_time: 0.003, memory: 9526, top1_acc: 0.8551, top5_acc: 0.9875, loss_cls: 0.4640, loss: 0.4640, grad_norm: 0.6879 2021-04-04 20:38:19,243 - mmaction - INFO - Epoch [4][820/1567] lr: 3.791e-01, eta: 9:27:19, time: 1.009, data_time: 0.008, memory: 9526, top1_acc: 0.8510, top5_acc: 0.9895, loss_cls: 0.4538, loss: 0.4538, grad_norm: 0.6966 2021-04-04 20:38:39,343 - mmaction - INFO - Epoch [4][840/1567] lr: 3.790e-01, eta: 9:26:52, time: 1.006, data_time: 0.004, memory: 9526, top1_acc: 0.8361, top5_acc: 0.9873, loss_cls: 0.5057, loss: 0.5057, grad_norm: 0.7474 2021-04-04 20:38:59,502 - mmaction - INFO - Epoch [4][860/1567] lr: 3.788e-01, eta: 9:26:25, time: 1.009, data_time: 0.005, memory: 9526, top1_acc: 0.8445, top5_acc: 0.9875, loss_cls: 0.4802, loss: 0.4802, grad_norm: 0.7017 2021-04-04 20:39:19,289 - mmaction - INFO - Epoch [4][880/1567] lr: 3.787e-01, eta: 9:25:55, time: 0.988, data_time: 0.002, memory: 9526, top1_acc: 0.8404, top5_acc: 0.9895, loss_cls: 0.4816, loss: 0.4816, grad_norm: 0.7249 2021-04-04 20:39:38,959 - mmaction - INFO - Epoch [4][900/1567] lr: 3.785e-01, eta: 9:25:25, time: 0.977, data_time: 0.003, memory: 9526, top1_acc: 0.8344, top5_acc: 0.9902, loss_cls: 0.4948, loss: 0.4948, grad_norm: 0.7440 2021-04-04 20:39:58,890 - mmaction - INFO - Epoch [4][920/1567] lr: 3.784e-01, eta: 9:24:57, time: 1.002, data_time: 0.009, memory: 9526, top1_acc: 0.8383, top5_acc: 0.9875, loss_cls: 0.4880, loss: 0.4880, grad_norm: 0.7096 2021-04-04 20:40:18,722 - mmaction - INFO - Epoch [4][940/1567] lr: 3.782e-01, eta: 9:24:28, time: 0.992, data_time: 0.004, memory: 9526, top1_acc: 0.8467, top5_acc: 0.9881, loss_cls: 0.4634, loss: 0.4634, grad_norm: 0.7025 2021-04-04 20:40:38,341 - mmaction - INFO - Epoch [4][960/1567] lr: 3.781e-01, eta: 9:23:58, time: 0.982, data_time: 0.003, memory: 9526, top1_acc: 0.8369, top5_acc: 0.9889, loss_cls: 0.4833, loss: 0.4833, grad_norm: 0.7129 2021-04-04 20:40:58,884 - mmaction - INFO - Epoch [4][980/1567] lr: 3.779e-01, eta: 9:23:33, time: 1.024, data_time: 0.002, memory: 9526, top1_acc: 0.8332, top5_acc: 0.9895, loss_cls: 0.4932, loss: 0.4932, grad_norm: 0.7149 2021-04-04 20:41:18,654 - mmaction - INFO - Epoch [4][1000/1567] lr: 3.778e-01, eta: 9:23:04, time: 0.988, data_time: 0.005, memory: 9526, top1_acc: 0.8463, top5_acc: 0.9855, loss_cls: 0.4802, loss: 0.4802, grad_norm: 0.6982 2021-04-04 20:41:38,612 - mmaction - INFO - Epoch [4][1020/1567] lr: 3.776e-01, eta: 9:22:36, time: 1.002, data_time: 0.006, memory: 9526, top1_acc: 0.8348, top5_acc: 0.9871, loss_cls: 0.4981, loss: 0.4981, grad_norm: 0.7260 2021-04-04 20:41:59,436 - mmaction - INFO - Epoch [4][1040/1567] lr: 3.774e-01, eta: 9:22:13, time: 1.040, data_time: 0.002, memory: 9526, top1_acc: 0.8328, top5_acc: 0.9855, loss_cls: 0.4932, loss: 0.4932, grad_norm: 0.7132 2021-04-04 20:42:19,391 - mmaction - INFO - Epoch [4][1060/1567] lr: 3.773e-01, eta: 9:21:45, time: 0.997, data_time: 0.003, memory: 9526, top1_acc: 0.8330, top5_acc: 0.9850, loss_cls: 0.5123, loss: 0.5123, grad_norm: 0.7353 2021-04-04 20:42:39,295 - mmaction - INFO - Epoch [4][1080/1567] lr: 3.771e-01, eta: 9:21:17, time: 0.997, data_time: 0.003, memory: 9526, top1_acc: 0.8346, top5_acc: 0.9893, loss_cls: 0.5094, loss: 0.5094, grad_norm: 0.7514 2021-04-04 20:42:59,290 - mmaction - INFO - Epoch [4][1100/1567] lr: 3.770e-01, eta: 9:20:49, time: 0.999, data_time: 0.002, memory: 9526, top1_acc: 0.8299, top5_acc: 0.9854, loss_cls: 0.5195, loss: 0.5195, grad_norm: 0.7499 2021-04-04 20:43:19,189 - mmaction - INFO - Epoch [4][1120/1567] lr: 3.768e-01, eta: 9:20:21, time: 0.993, data_time: 0.005, memory: 9526, top1_acc: 0.8379, top5_acc: 0.9855, loss_cls: 0.4910, loss: 0.4910, grad_norm: 0.7023 2021-04-04 20:43:39,422 - mmaction - INFO - Epoch [4][1140/1567] lr: 3.767e-01, eta: 9:19:55, time: 1.013, data_time: 0.005, memory: 9526, top1_acc: 0.8344, top5_acc: 0.9865, loss_cls: 0.5018, loss: 0.5018, grad_norm: 0.7367 2021-04-04 20:43:59,312 - mmaction - INFO - Epoch [4][1160/1567] lr: 3.765e-01, eta: 9:19:27, time: 0.995, data_time: 0.004, memory: 9526, top1_acc: 0.8434, top5_acc: 0.9877, loss_cls: 0.4835, loss: 0.4835, grad_norm: 0.6946 2021-04-04 20:44:18,520 - mmaction - INFO - Epoch [4][1180/1567] lr: 3.764e-01, eta: 9:18:56, time: 0.961, data_time: 0.004, memory: 9526, top1_acc: 0.8496, top5_acc: 0.9873, loss_cls: 0.4685, loss: 0.4685, grad_norm: 0.6855 2021-04-04 20:44:38,762 - mmaction - INFO - Epoch [4][1200/1567] lr: 3.762e-01, eta: 9:18:29, time: 1.008, data_time: 0.005, memory: 9526, top1_acc: 0.8447, top5_acc: 0.9891, loss_cls: 0.4710, loss: 0.4710, grad_norm: 0.6897 2021-04-04 20:44:58,407 - mmaction - INFO - Epoch [4][1220/1567] lr: 3.760e-01, eta: 9:18:00, time: 0.986, data_time: 0.009, memory: 9526, top1_acc: 0.8438, top5_acc: 0.9896, loss_cls: 0.4720, loss: 0.4720, grad_norm: 0.6986 2021-04-04 20:45:18,246 - mmaction - INFO - Epoch [4][1240/1567] lr: 3.759e-01, eta: 9:17:32, time: 0.992, data_time: 0.003, memory: 9526, top1_acc: 0.8426, top5_acc: 0.9877, loss_cls: 0.4855, loss: 0.4855, grad_norm: 0.7285 2021-04-04 20:45:38,575 - mmaction - INFO - Epoch [4][1260/1567] lr: 3.757e-01, eta: 9:17:07, time: 1.017, data_time: 0.003, memory: 9526, top1_acc: 0.8391, top5_acc: 0.9891, loss_cls: 0.4782, loss: 0.4782, grad_norm: 0.7105 2021-04-04 20:45:58,356 - mmaction - INFO - Epoch [4][1280/1567] lr: 3.756e-01, eta: 9:16:39, time: 0.987, data_time: 0.003, memory: 9526, top1_acc: 0.8410, top5_acc: 0.9893, loss_cls: 0.4767, loss: 0.4767, grad_norm: 0.7214 2021-04-04 20:46:18,475 - mmaction - INFO - Epoch [4][1300/1567] lr: 3.754e-01, eta: 9:16:12, time: 1.008, data_time: 0.004, memory: 9526, top1_acc: 0.8455, top5_acc: 0.9887, loss_cls: 0.4757, loss: 0.4757, grad_norm: 0.7068 2021-04-04 20:46:38,401 - mmaction - INFO - Epoch [4][1320/1567] lr: 3.752e-01, eta: 9:15:45, time: 0.993, data_time: 0.003, memory: 9526, top1_acc: 0.8420, top5_acc: 0.9859, loss_cls: 0.4831, loss: 0.4831, grad_norm: 0.7235 2021-04-04 20:46:58,283 - mmaction - INFO - Epoch [4][1340/1567] lr: 3.751e-01, eta: 9:15:18, time: 0.998, data_time: 0.006, memory: 9526, top1_acc: 0.8414, top5_acc: 0.9879, loss_cls: 0.4690, loss: 0.4690, grad_norm: 0.6816 2021-04-04 20:47:18,700 - mmaction - INFO - Epoch [4][1360/1567] lr: 3.749e-01, eta: 9:14:53, time: 1.018, data_time: 0.003, memory: 9526, top1_acc: 0.8494, top5_acc: 0.9887, loss_cls: 0.4492, loss: 0.4492, grad_norm: 0.7108 2021-04-04 20:47:38,179 - mmaction - INFO - Epoch [4][1380/1567] lr: 3.748e-01, eta: 9:14:23, time: 0.975, data_time: 0.006, memory: 9526, top1_acc: 0.8516, top5_acc: 0.9891, loss_cls: 0.4628, loss: 0.4628, grad_norm: 0.7034 2021-04-04 20:47:57,868 - mmaction - INFO - Epoch [4][1400/1567] lr: 3.746e-01, eta: 9:13:54, time: 0.982, data_time: 0.003, memory: 9526, top1_acc: 0.8525, top5_acc: 0.9859, loss_cls: 0.4720, loss: 0.4720, grad_norm: 0.7177 2021-04-04 20:48:17,747 - mmaction - INFO - Epoch [4][1420/1567] lr: 3.744e-01, eta: 9:13:27, time: 0.995, data_time: 0.006, memory: 9526, top1_acc: 0.8523, top5_acc: 0.9896, loss_cls: 0.4626, loss: 0.4626, grad_norm: 0.7285 2021-04-04 20:48:38,507 - mmaction - INFO - Epoch [4][1440/1567] lr: 3.743e-01, eta: 9:13:05, time: 1.039, data_time: 0.005, memory: 9526, top1_acc: 0.8576, top5_acc: 0.9908, loss_cls: 0.4364, loss: 0.4364, grad_norm: 0.7002 2021-04-04 20:48:58,295 - mmaction - INFO - Epoch [4][1460/1567] lr: 3.741e-01, eta: 9:12:37, time: 0.989, data_time: 0.003, memory: 9526, top1_acc: 0.8482, top5_acc: 0.9910, loss_cls: 0.4439, loss: 0.4439, grad_norm: 0.7124 2021-04-04 20:49:18,250 - mmaction - INFO - Epoch [4][1480/1567] lr: 3.739e-01, eta: 9:12:10, time: 0.993, data_time: 0.003, memory: 9526, top1_acc: 0.8447, top5_acc: 0.9889, loss_cls: 0.4675, loss: 0.4675, grad_norm: 0.7091 2021-04-04 20:49:38,279 - mmaction - INFO - Epoch [4][1500/1567] lr: 3.738e-01, eta: 9:11:44, time: 1.006, data_time: 0.011, memory: 9526, top1_acc: 0.8426, top5_acc: 0.9863, loss_cls: 0.4897, loss: 0.4897, grad_norm: 0.7709 2021-04-04 20:49:58,347 - mmaction - INFO - Epoch [4][1520/1567] lr: 3.736e-01, eta: 9:11:17, time: 1.002, data_time: 0.008, memory: 9526, top1_acc: 0.8354, top5_acc: 0.9873, loss_cls: 0.4885, loss: 0.4885, grad_norm: 0.7462 2021-04-04 20:50:18,219 - mmaction - INFO - Epoch [4][1540/1567] lr: 3.734e-01, eta: 9:10:50, time: 0.995, data_time: 0.005, memory: 9526, top1_acc: 0.8461, top5_acc: 0.9867, loss_cls: 0.4653, loss: 0.4653, grad_norm: 0.7131 2021-04-04 20:50:37,590 - mmaction - INFO - Epoch [4][1560/1567] lr: 3.733e-01, eta: 9:10:20, time: 0.968, data_time: 0.007, memory: 9526, top1_acc: 0.8459, top5_acc: 0.9910, loss_cls: 0.4721, loss: 0.4721, grad_norm: 0.7361 2021-04-04 20:50:44,353 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-04-04 20:52:10,832 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-04 20:52:10,910 - mmaction - INFO - top1_acc 0.6589 top5_acc 0.9403 2021-04-04 20:52:10,910 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-04 20:52:10,938 - mmaction - INFO - mean_acc 0.6586 2021-04-04 20:52:10,941 - mmaction - INFO - Epoch(val) [4][1567] top1_acc: 0.6589, top5_acc: 0.9403, mean_class_accuracy: 0.6586 2021-04-04 20:53:13,933 - mmaction - INFO - Epoch [5][20/1567] lr: 3.730e-01, eta: 9:12:44, time: 3.144, data_time: 2.045, memory: 9526, top1_acc: 0.8148, top5_acc: 0.9842, loss_cls: 0.5889, loss: 0.5889, grad_norm: 0.7972 2021-04-04 20:53:34,657 - mmaction - INFO - Epoch [5][40/1567] lr: 3.729e-01, eta: 9:12:21, time: 1.042, data_time: 0.095, memory: 9526, top1_acc: 0.8275, top5_acc: 0.9855, loss_cls: 0.5174, loss: 0.5174, grad_norm: 0.7598 2021-04-04 20:53:54,979 - mmaction - INFO - Epoch [5][60/1567] lr: 3.727e-01, eta: 9:11:55, time: 1.015, data_time: 0.087, memory: 9526, top1_acc: 0.8438, top5_acc: 0.9906, loss_cls: 0.4656, loss: 0.4656, grad_norm: 0.7285 2021-04-04 20:54:14,790 - mmaction - INFO - Epoch [5][80/1567] lr: 3.725e-01, eta: 9:11:27, time: 0.989, data_time: 0.002, memory: 9526, top1_acc: 0.8438, top5_acc: 0.9832, loss_cls: 0.4931, loss: 0.4931, grad_norm: 0.7395 2021-04-04 20:54:34,748 - mmaction - INFO - Epoch [5][100/1567] lr: 3.724e-01, eta: 9:11:00, time: 0.998, data_time: 0.071, memory: 9526, top1_acc: 0.8547, top5_acc: 0.9865, loss_cls: 0.4497, loss: 0.4497, grad_norm: 0.6726 2021-04-04 20:54:54,225 - mmaction - INFO - Epoch [5][120/1567] lr: 3.722e-01, eta: 9:10:31, time: 0.974, data_time: 0.004, memory: 9526, top1_acc: 0.8543, top5_acc: 0.9902, loss_cls: 0.4524, loss: 0.4524, grad_norm: 0.6983 2021-04-04 20:55:14,177 - mmaction - INFO - Epoch [5][140/1567] lr: 3.720e-01, eta: 9:10:04, time: 0.999, data_time: 0.004, memory: 9526, top1_acc: 0.8496, top5_acc: 0.9871, loss_cls: 0.4633, loss: 0.4633, grad_norm: 0.6851 2021-04-04 20:55:34,051 - mmaction - INFO - Epoch [5][160/1567] lr: 3.719e-01, eta: 9:09:36, time: 0.992, data_time: 0.002, memory: 9526, top1_acc: 0.8551, top5_acc: 0.9895, loss_cls: 0.4534, loss: 0.4534, grad_norm: 0.7149 2021-04-04 20:55:54,078 - mmaction - INFO - Epoch [5][180/1567] lr: 3.717e-01, eta: 9:09:09, time: 1.000, data_time: 0.009, memory: 9526, top1_acc: 0.8393, top5_acc: 0.9873, loss_cls: 0.4831, loss: 0.4831, grad_norm: 0.7485 2021-04-04 20:56:13,672 - mmaction - INFO - Epoch [5][200/1567] lr: 3.715e-01, eta: 9:08:41, time: 0.982, data_time: 0.006, memory: 9526, top1_acc: 0.8303, top5_acc: 0.9879, loss_cls: 0.4990, loss: 0.4990, grad_norm: 0.7408 2021-04-04 20:56:33,546 - mmaction - INFO - Epoch [5][220/1567] lr: 3.713e-01, eta: 9:08:14, time: 0.994, data_time: 0.003, memory: 9526, top1_acc: 0.8537, top5_acc: 0.9879, loss_cls: 0.4580, loss: 0.4580, grad_norm: 0.6864 2021-04-04 20:56:53,739 - mmaction - INFO - Epoch [5][240/1567] lr: 3.712e-01, eta: 9:07:48, time: 1.010, data_time: 0.004, memory: 9526, top1_acc: 0.8562, top5_acc: 0.9887, loss_cls: 0.4488, loss: 0.4488, grad_norm: 0.7003 2021-04-04 20:57:13,280 - mmaction - INFO - Epoch [5][260/1567] lr: 3.710e-01, eta: 9:07:19, time: 0.977, data_time: 0.003, memory: 9526, top1_acc: 0.8568, top5_acc: 0.9895, loss_cls: 0.4532, loss: 0.4532, grad_norm: 0.6893 2021-04-04 20:57:32,817 - mmaction - INFO - Epoch [5][280/1567] lr: 3.708e-01, eta: 9:06:50, time: 0.974, data_time: 0.004, memory: 9526, top1_acc: 0.8574, top5_acc: 0.9906, loss_cls: 0.4370, loss: 0.4370, grad_norm: 0.6807 2021-04-04 20:57:52,821 - mmaction - INFO - Epoch [5][300/1567] lr: 3.707e-01, eta: 9:06:24, time: 1.001, data_time: 0.005, memory: 9526, top1_acc: 0.8566, top5_acc: 0.9893, loss_cls: 0.4625, loss: 0.4625, grad_norm: 0.7224 2021-04-04 20:58:12,752 - mmaction - INFO - Epoch [5][320/1567] lr: 3.705e-01, eta: 9:05:57, time: 0.992, data_time: 0.005, memory: 9526, top1_acc: 0.8455, top5_acc: 0.9883, loss_cls: 0.4585, loss: 0.4585, grad_norm: 0.6749 2021-04-04 20:58:32,819 - mmaction - INFO - Epoch [5][340/1567] lr: 3.703e-01, eta: 9:05:31, time: 1.010, data_time: 0.009, memory: 9526, top1_acc: 0.8490, top5_acc: 0.9887, loss_cls: 0.4560, loss: 0.4560, grad_norm: 0.7079 2021-04-04 20:58:52,496 - mmaction - INFO - Epoch [5][360/1567] lr: 3.701e-01, eta: 9:05:04, time: 0.984, data_time: 0.002, memory: 9526, top1_acc: 0.8510, top5_acc: 0.9914, loss_cls: 0.4372, loss: 0.4372, grad_norm: 0.6914 2021-04-04 20:59:12,123 - mmaction - INFO - Epoch [5][380/1567] lr: 3.700e-01, eta: 9:04:36, time: 0.982, data_time: 0.004, memory: 9526, top1_acc: 0.8602, top5_acc: 0.9906, loss_cls: 0.4281, loss: 0.4281, grad_norm: 0.6924 2021-04-04 20:59:32,198 - mmaction - INFO - Epoch [5][400/1567] lr: 3.698e-01, eta: 9:04:09, time: 0.998, data_time: 0.003, memory: 9526, top1_acc: 0.8467, top5_acc: 0.9855, loss_cls: 0.4849, loss: 0.4849, grad_norm: 0.7473 2021-04-04 20:59:51,996 - mmaction - INFO - Epoch [5][420/1567] lr: 3.696e-01, eta: 9:03:42, time: 0.994, data_time: 0.008, memory: 9526, top1_acc: 0.8498, top5_acc: 0.9879, loss_cls: 0.4674, loss: 0.4674, grad_norm: 0.7212 2021-04-04 21:00:11,779 - mmaction - INFO - Epoch [5][440/1567] lr: 3.694e-01, eta: 9:03:15, time: 0.989, data_time: 0.004, memory: 9526, top1_acc: 0.8453, top5_acc: 0.9912, loss_cls: 0.4599, loss: 0.4599, grad_norm: 0.7040 2021-04-04 21:00:32,018 - mmaction - INFO - Epoch [5][460/1567] lr: 3.692e-01, eta: 9:02:50, time: 1.011, data_time: 0.004, memory: 9526, top1_acc: 0.8510, top5_acc: 0.9893, loss_cls: 0.4441, loss: 0.4441, grad_norm: 0.6835 2021-04-04 21:00:52,258 - mmaction - INFO - Epoch [5][480/1567] lr: 3.691e-01, eta: 9:02:25, time: 1.011, data_time: 0.005, memory: 9526, top1_acc: 0.8500, top5_acc: 0.9900, loss_cls: 0.4539, loss: 0.4539, grad_norm: 0.6830 2021-04-04 21:01:11,959 - mmaction - INFO - Epoch [5][500/1567] lr: 3.689e-01, eta: 9:01:58, time: 0.988, data_time: 0.007, memory: 9526, top1_acc: 0.8523, top5_acc: 0.9896, loss_cls: 0.4450, loss: 0.4450, grad_norm: 0.7296 2021-04-04 21:01:31,848 - mmaction - INFO - Epoch [5][520/1567] lr: 3.687e-01, eta: 9:01:31, time: 0.993, data_time: 0.002, memory: 9526, top1_acc: 0.8576, top5_acc: 0.9895, loss_cls: 0.4463, loss: 0.4463, grad_norm: 0.7223 2021-04-04 21:01:51,496 - mmaction - INFO - Epoch [5][540/1567] lr: 3.685e-01, eta: 9:01:03, time: 0.981, data_time: 0.004, memory: 9526, top1_acc: 0.8475, top5_acc: 0.9879, loss_cls: 0.4628, loss: 0.4628, grad_norm: 0.7118 2021-04-04 21:02:11,612 - mmaction - INFO - Epoch [5][560/1567] lr: 3.683e-01, eta: 9:00:38, time: 1.009, data_time: 0.006, memory: 9526, top1_acc: 0.8643, top5_acc: 0.9896, loss_cls: 0.4322, loss: 0.4322, grad_norm: 0.6879 2021-04-04 21:02:31,497 - mmaction - INFO - Epoch [5][580/1567] lr: 3.682e-01, eta: 9:00:12, time: 0.993, data_time: 0.003, memory: 9526, top1_acc: 0.8547, top5_acc: 0.9898, loss_cls: 0.4634, loss: 0.4634, grad_norm: 0.7146 2021-04-04 21:02:51,449 - mmaction - INFO - Epoch [5][600/1567] lr: 3.680e-01, eta: 8:59:46, time: 0.999, data_time: 0.003, memory: 9526, top1_acc: 0.8535, top5_acc: 0.9898, loss_cls: 0.4572, loss: 0.4572, grad_norm: 0.7163 2021-04-04 21:03:11,290 - mmaction - INFO - Epoch [5][620/1567] lr: 3.678e-01, eta: 8:59:19, time: 0.985, data_time: 0.003, memory: 9526, top1_acc: 0.8535, top5_acc: 0.9916, loss_cls: 0.4448, loss: 0.4448, grad_norm: 0.7076 2021-04-04 21:03:31,169 - mmaction - INFO - Epoch [5][640/1567] lr: 3.676e-01, eta: 8:58:53, time: 0.999, data_time: 0.009, memory: 9526, top1_acc: 0.8510, top5_acc: 0.9898, loss_cls: 0.4589, loss: 0.4589, grad_norm: 0.7290 2021-04-04 21:03:51,739 - mmaction - INFO - Epoch [5][660/1567] lr: 3.674e-01, eta: 8:58:29, time: 1.028, data_time: 0.007, memory: 9526, top1_acc: 0.8562, top5_acc: 0.9896, loss_cls: 0.4388, loss: 0.4388, grad_norm: 0.6950 2021-04-04 21:04:11,566 - mmaction - INFO - Epoch [5][680/1567] lr: 3.673e-01, eta: 8:58:03, time: 0.991, data_time: 0.005, memory: 9526, top1_acc: 0.8582, top5_acc: 0.9885, loss_cls: 0.4438, loss: 0.4438, grad_norm: 0.7211 2021-04-04 21:04:31,386 - mmaction - INFO - Epoch [5][700/1567] lr: 3.671e-01, eta: 8:57:36, time: 0.993, data_time: 0.005, memory: 9526, top1_acc: 0.8477, top5_acc: 0.9889, loss_cls: 0.4710, loss: 0.4710, grad_norm: 0.7513 2021-04-04 21:04:50,913 - mmaction - INFO - Epoch [5][720/1567] lr: 3.669e-01, eta: 8:57:09, time: 0.975, data_time: 0.003, memory: 9526, top1_acc: 0.8531, top5_acc: 0.9906, loss_cls: 0.4490, loss: 0.4490, grad_norm: 0.7097 2021-04-04 21:05:11,704 - mmaction - INFO - Epoch [5][740/1567] lr: 3.667e-01, eta: 8:56:46, time: 1.039, data_time: 0.005, memory: 9526, top1_acc: 0.8576, top5_acc: 0.9904, loss_cls: 0.4322, loss: 0.4322, grad_norm: 0.7055 2021-04-04 21:05:32,061 - mmaction - INFO - Epoch [5][760/1567] lr: 3.665e-01, eta: 8:56:22, time: 1.018, data_time: 0.005, memory: 9526, top1_acc: 0.8527, top5_acc: 0.9893, loss_cls: 0.4578, loss: 0.4578, grad_norm: 0.7445 2021-04-04 21:05:52,043 - mmaction - INFO - Epoch [5][780/1567] lr: 3.663e-01, eta: 8:55:57, time: 1.000, data_time: 0.005, memory: 9526, top1_acc: 0.8516, top5_acc: 0.9902, loss_cls: 0.4643, loss: 0.4643, grad_norm: 0.7195 2021-04-04 21:06:11,338 - mmaction - INFO - Epoch [5][800/1567] lr: 3.661e-01, eta: 8:55:28, time: 0.965, data_time: 0.004, memory: 9526, top1_acc: 0.8455, top5_acc: 0.9904, loss_cls: 0.4659, loss: 0.4659, grad_norm: 0.7317 2021-04-04 21:06:31,913 - mmaction - INFO - Epoch [5][820/1567] lr: 3.660e-01, eta: 8:55:05, time: 1.027, data_time: 0.007, memory: 9526, top1_acc: 0.8531, top5_acc: 0.9893, loss_cls: 0.4504, loss: 0.4504, grad_norm: 0.7192 2021-04-04 21:06:52,057 - mmaction - INFO - Epoch [5][840/1567] lr: 3.658e-01, eta: 8:54:40, time: 1.007, data_time: 0.006, memory: 9526, top1_acc: 0.8553, top5_acc: 0.9916, loss_cls: 0.4323, loss: 0.4323, grad_norm: 0.7027 2021-04-04 21:07:11,385 - mmaction - INFO - Epoch [5][860/1567] lr: 3.656e-01, eta: 8:54:12, time: 0.968, data_time: 0.005, memory: 9526, top1_acc: 0.8547, top5_acc: 0.9885, loss_cls: 0.4610, loss: 0.4610, grad_norm: 0.7245 2021-04-04 21:07:31,323 - mmaction - INFO - Epoch [5][880/1567] lr: 3.654e-01, eta: 8:53:46, time: 0.998, data_time: 0.004, memory: 9526, top1_acc: 0.8543, top5_acc: 0.9898, loss_cls: 0.4436, loss: 0.4436, grad_norm: 0.6859 2021-04-04 21:07:51,338 - mmaction - INFO - Epoch [5][900/1567] lr: 3.652e-01, eta: 8:53:21, time: 1.002, data_time: 0.003, memory: 9526, top1_acc: 0.8707, top5_acc: 0.9900, loss_cls: 0.4114, loss: 0.4114, grad_norm: 0.6910 2021-04-04 21:08:11,198 - mmaction - INFO - Epoch [5][920/1567] lr: 3.650e-01, eta: 8:52:55, time: 0.993, data_time: 0.002, memory: 9526, top1_acc: 0.8607, top5_acc: 0.9885, loss_cls: 0.4433, loss: 0.4433, grad_norm: 0.7397 2021-04-04 21:08:31,205 - mmaction - INFO - Epoch [5][940/1567] lr: 3.648e-01, eta: 8:52:30, time: 1.001, data_time: 0.002, memory: 9526, top1_acc: 0.8484, top5_acc: 0.9871, loss_cls: 0.4718, loss: 0.4718, grad_norm: 0.7383 2021-04-04 21:08:50,976 - mmaction - INFO - Epoch [5][960/1567] lr: 3.646e-01, eta: 8:52:03, time: 0.987, data_time: 0.002, memory: 9526, top1_acc: 0.8467, top5_acc: 0.9896, loss_cls: 0.4656, loss: 0.4656, grad_norm: 0.7376 2021-04-04 21:09:10,986 - mmaction - INFO - Epoch [5][980/1567] lr: 3.645e-01, eta: 8:51:38, time: 0.998, data_time: 0.005, memory: 9526, top1_acc: 0.8613, top5_acc: 0.9912, loss_cls: 0.4323, loss: 0.4323, grad_norm: 0.7142 2021-04-04 21:09:30,399 - mmaction - INFO - Epoch [5][1000/1567] lr: 3.643e-01, eta: 8:51:10, time: 0.972, data_time: 0.007, memory: 9526, top1_acc: 0.8594, top5_acc: 0.9914, loss_cls: 0.4449, loss: 0.4449, grad_norm: 0.7336 2021-04-04 21:09:50,632 - mmaction - INFO - Epoch [5][1020/1567] lr: 3.641e-01, eta: 8:50:46, time: 1.015, data_time: 0.006, memory: 9526, top1_acc: 0.8559, top5_acc: 0.9900, loss_cls: 0.4526, loss: 0.4526, grad_norm: 0.7385 2021-04-04 21:10:10,543 - mmaction - INFO - Epoch [5][1040/1567] lr: 3.639e-01, eta: 8:50:21, time: 0.995, data_time: 0.001, memory: 9526, top1_acc: 0.8580, top5_acc: 0.9896, loss_cls: 0.4575, loss: 0.4575, grad_norm: 0.7351 2021-04-04 21:10:30,567 - mmaction - INFO - Epoch [5][1060/1567] lr: 3.637e-01, eta: 8:49:56, time: 1.002, data_time: 0.003, memory: 9526, top1_acc: 0.8473, top5_acc: 0.9895, loss_cls: 0.4588, loss: 0.4588, grad_norm: 0.7302 2021-04-04 21:10:50,241 - mmaction - INFO - Epoch [5][1080/1567] lr: 3.635e-01, eta: 8:49:29, time: 0.981, data_time: 0.002, memory: 9526, top1_acc: 0.8418, top5_acc: 0.9898, loss_cls: 0.4767, loss: 0.4767, grad_norm: 0.7868 2021-04-04 21:11:10,236 - mmaction - INFO - Epoch [5][1100/1567] lr: 3.633e-01, eta: 8:49:04, time: 1.001, data_time: 0.005, memory: 9526, top1_acc: 0.8680, top5_acc: 0.9898, loss_cls: 0.4254, loss: 0.4254, grad_norm: 0.6709 2021-04-04 21:11:30,454 - mmaction - INFO - Epoch [5][1120/1567] lr: 3.631e-01, eta: 8:48:40, time: 1.012, data_time: 0.003, memory: 9526, top1_acc: 0.8637, top5_acc: 0.9916, loss_cls: 0.4168, loss: 0.4168, grad_norm: 0.6886 2021-04-04 21:11:50,018 - mmaction - INFO - Epoch [5][1140/1567] lr: 3.629e-01, eta: 8:48:13, time: 0.974, data_time: 0.002, memory: 9526, top1_acc: 0.8535, top5_acc: 0.9906, loss_cls: 0.4390, loss: 0.4390, grad_norm: 0.7242 2021-04-04 21:12:10,129 - mmaction - INFO - Epoch [5][1160/1567] lr: 3.627e-01, eta: 8:47:48, time: 1.009, data_time: 0.011, memory: 9526, top1_acc: 0.8551, top5_acc: 0.9895, loss_cls: 0.4451, loss: 0.4451, grad_norm: 0.7158 2021-04-04 21:12:30,284 - mmaction - INFO - Epoch [5][1180/1567] lr: 3.625e-01, eta: 8:47:24, time: 1.004, data_time: 0.003, memory: 9526, top1_acc: 0.8496, top5_acc: 0.9871, loss_cls: 0.4628, loss: 0.4628, grad_norm: 0.7178 2021-04-04 21:12:49,857 - mmaction - INFO - Epoch [5][1200/1567] lr: 3.623e-01, eta: 8:46:57, time: 0.981, data_time: 0.007, memory: 9526, top1_acc: 0.8568, top5_acc: 0.9920, loss_cls: 0.4380, loss: 0.4380, grad_norm: 0.7300 2021-04-04 21:13:09,478 - mmaction - INFO - Epoch [5][1220/1567] lr: 3.621e-01, eta: 8:46:31, time: 0.980, data_time: 0.006, memory: 9526, top1_acc: 0.8672, top5_acc: 0.9914, loss_cls: 0.4069, loss: 0.4069, grad_norm: 0.6663 2021-04-04 21:13:29,420 - mmaction - INFO - Epoch [5][1240/1567] lr: 3.619e-01, eta: 8:46:06, time: 0.999, data_time: 0.006, memory: 9526, top1_acc: 0.8529, top5_acc: 0.9908, loss_cls: 0.4489, loss: 0.4489, grad_norm: 0.7320 2021-04-04 21:13:49,910 - mmaction - INFO - Epoch [5][1260/1567] lr: 3.618e-01, eta: 8:45:43, time: 1.024, data_time: 0.005, memory: 9526, top1_acc: 0.8547, top5_acc: 0.9883, loss_cls: 0.4500, loss: 0.4500, grad_norm: 0.7207 2021-04-04 21:14:10,065 - mmaction - INFO - Epoch [5][1280/1567] lr: 3.616e-01, eta: 8:45:19, time: 1.008, data_time: 0.004, memory: 9526, top1_acc: 0.8623, top5_acc: 0.9898, loss_cls: 0.4329, loss: 0.4329, grad_norm: 0.6986 2021-04-04 21:14:30,549 - mmaction - INFO - Epoch [5][1300/1567] lr: 3.614e-01, eta: 8:44:56, time: 1.027, data_time: 0.004, memory: 9526, top1_acc: 0.8666, top5_acc: 0.9914, loss_cls: 0.4229, loss: 0.4229, grad_norm: 0.6975 2021-04-04 21:14:49,852 - mmaction - INFO - Epoch [5][1320/1567] lr: 3.612e-01, eta: 8:44:28, time: 0.965, data_time: 0.002, memory: 9526, top1_acc: 0.8621, top5_acc: 0.9906, loss_cls: 0.4278, loss: 0.4278, grad_norm: 0.7353 2021-04-04 21:15:10,450 - mmaction - INFO - Epoch [5][1340/1567] lr: 3.610e-01, eta: 8:44:06, time: 1.028, data_time: 0.002, memory: 9526, top1_acc: 0.8514, top5_acc: 0.9896, loss_cls: 0.4482, loss: 0.4482, grad_norm: 0.7362 2021-04-04 21:15:30,117 - mmaction - INFO - Epoch [5][1360/1567] lr: 3.608e-01, eta: 8:43:40, time: 0.985, data_time: 0.004, memory: 9526, top1_acc: 0.8568, top5_acc: 0.9900, loss_cls: 0.4430, loss: 0.4430, grad_norm: 0.7047 2021-04-04 21:15:50,410 - mmaction - INFO - Epoch [5][1380/1567] lr: 3.606e-01, eta: 8:43:16, time: 1.014, data_time: 0.003, memory: 9526, top1_acc: 0.8635, top5_acc: 0.9900, loss_cls: 0.4271, loss: 0.4271, grad_norm: 0.7082 2021-04-04 21:16:10,171 - mmaction - INFO - Epoch [5][1400/1567] lr: 3.604e-01, eta: 8:42:50, time: 0.986, data_time: 0.003, memory: 9526, top1_acc: 0.8539, top5_acc: 0.9889, loss_cls: 0.4292, loss: 0.4292, grad_norm: 0.7150 2021-04-04 21:16:29,976 - mmaction - INFO - Epoch [5][1420/1567] lr: 3.602e-01, eta: 8:42:24, time: 0.984, data_time: 0.005, memory: 9526, top1_acc: 0.8537, top5_acc: 0.9887, loss_cls: 0.4474, loss: 0.4474, grad_norm: 0.7494 2021-04-04 21:16:50,537 - mmaction - INFO - Epoch [5][1440/1567] lr: 3.600e-01, eta: 8:42:03, time: 1.036, data_time: 0.011, memory: 9526, top1_acc: 0.8570, top5_acc: 0.9900, loss_cls: 0.4263, loss: 0.4263, grad_norm: 0.7029 2021-04-04 21:17:10,055 - mmaction - INFO - Epoch [5][1460/1567] lr: 3.598e-01, eta: 8:41:36, time: 0.974, data_time: 0.003, memory: 9526, top1_acc: 0.8613, top5_acc: 0.9904, loss_cls: 0.4275, loss: 0.4275, grad_norm: 0.7135 2021-04-04 21:17:30,225 - mmaction - INFO - Epoch [5][1480/1567] lr: 3.596e-01, eta: 8:41:12, time: 1.007, data_time: 0.005, memory: 9526, top1_acc: 0.8541, top5_acc: 0.9914, loss_cls: 0.4414, loss: 0.4414, grad_norm: 0.7493 2021-04-04 21:17:50,594 - mmaction - INFO - Epoch [5][1500/1567] lr: 3.594e-01, eta: 8:40:49, time: 1.019, data_time: 0.006, memory: 9526, top1_acc: 0.8506, top5_acc: 0.9893, loss_cls: 0.4484, loss: 0.4484, grad_norm: 0.7141 2021-04-04 21:18:10,878 - mmaction - INFO - Epoch [5][1520/1567] lr: 3.592e-01, eta: 8:40:25, time: 1.016, data_time: 0.006, memory: 9526, top1_acc: 0.8598, top5_acc: 0.9914, loss_cls: 0.4338, loss: 0.4338, grad_norm: 0.7363 2021-04-04 21:18:30,715 - mmaction - INFO - Epoch [5][1540/1567] lr: 3.590e-01, eta: 8:40:00, time: 0.992, data_time: 0.004, memory: 9526, top1_acc: 0.8535, top5_acc: 0.9889, loss_cls: 0.4468, loss: 0.4468, grad_norm: 0.7252 2021-04-04 21:18:50,679 - mmaction - INFO - Epoch [5][1560/1567] lr: 3.588e-01, eta: 8:39:36, time: 1.000, data_time: 0.006, memory: 9526, top1_acc: 0.8463, top5_acc: 0.9889, loss_cls: 0.4653, loss: 0.4653, grad_norm: 0.7402 2021-04-04 21:18:57,225 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-04-04 21:20:25,180 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-04 21:20:25,258 - mmaction - INFO - top1_acc 0.7951 top5_acc 0.9733 2021-04-04 21:20:25,258 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-04 21:20:25,287 - mmaction - INFO - mean_acc 0.7948 2021-04-04 21:20:25,287 - mmaction - INFO - Now best checkpoint is epoch_5.pth 2021-04-04 21:20:25,291 - mmaction - INFO - Epoch(val) [5][1567] top1_acc: 0.7951, top5_acc: 0.9733, mean_class_accuracy: 0.7948 2021-04-04 21:21:24,767 - mmaction - INFO - Epoch [6][20/1567] lr: 3.585e-01, eta: 8:41:05, time: 2.970, data_time: 1.961, memory: 9526, top1_acc: 0.8518, top5_acc: 0.9879, loss_cls: 0.4863, loss: 0.4863, grad_norm: 0.7078 2021-04-04 21:21:44,706 - mmaction - INFO - Epoch [6][40/1567] lr: 3.583e-01, eta: 8:40:40, time: 0.999, data_time: 0.005, memory: 9526, top1_acc: 0.8617, top5_acc: 0.9898, loss_cls: 0.4398, loss: 0.4398, grad_norm: 0.7153 2021-04-04 21:22:04,263 - mmaction - INFO - Epoch [6][60/1567] lr: 3.581e-01, eta: 8:40:14, time: 0.978, data_time: 0.003, memory: 9526, top1_acc: 0.8686, top5_acc: 0.9896, loss_cls: 0.4199, loss: 0.4199, grad_norm: 0.7093 2021-04-04 21:22:24,596 - mmaction - INFO - Epoch [6][80/1567] lr: 3.579e-01, eta: 8:39:50, time: 1.012, data_time: 0.003, memory: 9526, top1_acc: 0.8586, top5_acc: 0.9908, loss_cls: 0.4232, loss: 0.4232, grad_norm: 0.7046 2021-04-04 21:22:44,252 - mmaction - INFO - Epoch [6][100/1567] lr: 3.577e-01, eta: 8:39:24, time: 0.986, data_time: 0.012, memory: 9526, top1_acc: 0.8598, top5_acc: 0.9908, loss_cls: 0.4387, loss: 0.4387, grad_norm: 0.7271 2021-04-04 21:23:04,150 - mmaction - INFO - Epoch [6][120/1567] lr: 3.575e-01, eta: 8:38:59, time: 0.993, data_time: 0.004, memory: 9526, top1_acc: 0.8482, top5_acc: 0.9891, loss_cls: 0.4453, loss: 0.4453, grad_norm: 0.7396 2021-04-04 21:23:23,985 - mmaction - INFO - Epoch [6][140/1567] lr: 3.572e-01, eta: 8:38:34, time: 0.992, data_time: 0.006, memory: 9526, top1_acc: 0.8502, top5_acc: 0.9898, loss_cls: 0.4642, loss: 0.4642, grad_norm: 0.7600 2021-04-04 21:23:43,999 - mmaction - INFO - Epoch [6][160/1567] lr: 3.570e-01, eta: 8:38:09, time: 1.001, data_time: 0.004, memory: 9526, top1_acc: 0.8586, top5_acc: 0.9910, loss_cls: 0.4319, loss: 0.4319, grad_norm: 0.7218 2021-04-04 21:24:03,992 - mmaction - INFO - Epoch [6][180/1567] lr: 3.568e-01, eta: 8:37:44, time: 1.001, data_time: 0.004, memory: 9526, top1_acc: 0.8609, top5_acc: 0.9896, loss_cls: 0.4335, loss: 0.4335, grad_norm: 0.7009 2021-04-04 21:24:23,906 - mmaction - INFO - Epoch [6][200/1567] lr: 3.566e-01, eta: 8:37:19, time: 0.996, data_time: 0.009, memory: 9526, top1_acc: 0.8615, top5_acc: 0.9885, loss_cls: 0.4446, loss: 0.4446, grad_norm: 0.7410 2021-04-04 21:24:44,842 - mmaction - INFO - Epoch [6][220/1567] lr: 3.564e-01, eta: 8:36:58, time: 1.046, data_time: 0.004, memory: 9526, top1_acc: 0.8646, top5_acc: 0.9902, loss_cls: 0.4163, loss: 0.4163, grad_norm: 0.7075 2021-04-04 21:25:04,372 - mmaction - INFO - Epoch [6][240/1567] lr: 3.562e-01, eta: 8:36:32, time: 0.979, data_time: 0.004, memory: 9526, top1_acc: 0.8654, top5_acc: 0.9910, loss_cls: 0.4199, loss: 0.4199, grad_norm: 0.7180 2021-04-04 21:25:24,712 - mmaction - INFO - Epoch [6][260/1567] lr: 3.560e-01, eta: 8:36:08, time: 1.014, data_time: 0.002, memory: 9526, top1_acc: 0.8633, top5_acc: 0.9900, loss_cls: 0.4158, loss: 0.4158, grad_norm: 0.7203 2021-04-04 21:25:44,757 - mmaction - INFO - Epoch [6][280/1567] lr: 3.558e-01, eta: 8:35:44, time: 1.001, data_time: 0.006, memory: 9526, top1_acc: 0.8555, top5_acc: 0.9914, loss_cls: 0.4289, loss: 0.4289, grad_norm: 0.7293 2021-04-04 21:26:04,675 - mmaction - INFO - Epoch [6][300/1567] lr: 3.556e-01, eta: 8:35:19, time: 0.997, data_time: 0.007, memory: 9526, top1_acc: 0.8623, top5_acc: 0.9904, loss_cls: 0.4234, loss: 0.4234, grad_norm: 0.7148 2021-04-04 21:26:24,472 - mmaction - INFO - Epoch [6][320/1567] lr: 3.554e-01, eta: 8:34:54, time: 0.990, data_time: 0.005, memory: 9526, top1_acc: 0.8633, top5_acc: 0.9902, loss_cls: 0.4160, loss: 0.4160, grad_norm: 0.7071 2021-04-04 21:26:44,251 - mmaction - INFO - Epoch [6][340/1567] lr: 3.552e-01, eta: 8:34:29, time: 0.987, data_time: 0.005, memory: 9526, top1_acc: 0.8607, top5_acc: 0.9900, loss_cls: 0.4280, loss: 0.4280, grad_norm: 0.7247 2021-04-04 21:27:03,767 - mmaction - INFO - Epoch [6][360/1567] lr: 3.549e-01, eta: 8:34:03, time: 0.978, data_time: 0.007, memory: 9526, top1_acc: 0.8566, top5_acc: 0.9898, loss_cls: 0.4341, loss: 0.4341, grad_norm: 0.7048 2021-04-04 21:27:23,766 - mmaction - INFO - Epoch [6][380/1567] lr: 3.547e-01, eta: 8:33:38, time: 0.998, data_time: 0.004, memory: 9526, top1_acc: 0.8660, top5_acc: 0.9910, loss_cls: 0.4147, loss: 0.4147, grad_norm: 0.6908 2021-04-04 21:27:43,886 - mmaction - INFO - Epoch [6][400/1567] lr: 3.545e-01, eta: 8:33:14, time: 1.009, data_time: 0.006, memory: 9526, top1_acc: 0.8600, top5_acc: 0.9912, loss_cls: 0.4283, loss: 0.4283, grad_norm: 0.7117 2021-04-04 21:28:03,426 - mmaction - INFO - Epoch [6][420/1567] lr: 3.543e-01, eta: 8:32:48, time: 0.979, data_time: 0.003, memory: 9526, top1_acc: 0.8570, top5_acc: 0.9893, loss_cls: 0.4501, loss: 0.4501, grad_norm: 0.7293 2021-04-04 21:28:23,799 - mmaction - INFO - Epoch [6][440/1567] lr: 3.541e-01, eta: 8:32:25, time: 1.015, data_time: 0.002, memory: 9526, top1_acc: 0.8686, top5_acc: 0.9920, loss_cls: 0.4148, loss: 0.4148, grad_norm: 0.7013 2021-04-04 21:28:43,978 - mmaction - INFO - Epoch [6][460/1567] lr: 3.539e-01, eta: 8:32:01, time: 1.010, data_time: 0.005, memory: 9526, top1_acc: 0.8693, top5_acc: 0.9906, loss_cls: 0.4012, loss: 0.4012, grad_norm: 0.6731 2021-04-04 21:29:03,664 - mmaction - INFO - Epoch [6][480/1567] lr: 3.537e-01, eta: 8:31:36, time: 0.986, data_time: 0.004, memory: 9526, top1_acc: 0.8557, top5_acc: 0.9896, loss_cls: 0.4381, loss: 0.4381, grad_norm: 0.7234 2021-04-04 21:29:24,103 - mmaction - INFO - Epoch [6][500/1567] lr: 3.535e-01, eta: 8:31:13, time: 1.022, data_time: 0.003, memory: 9526, top1_acc: 0.8596, top5_acc: 0.9941, loss_cls: 0.4145, loss: 0.4145, grad_norm: 0.7569 2021-04-04 21:29:43,706 - mmaction - INFO - Epoch [6][520/1567] lr: 3.532e-01, eta: 8:30:47, time: 0.979, data_time: 0.002, memory: 9526, top1_acc: 0.8732, top5_acc: 0.9932, loss_cls: 0.3866, loss: 0.3866, grad_norm: 0.6958 2021-04-04 21:30:03,701 - mmaction - INFO - Epoch [6][540/1567] lr: 3.530e-01, eta: 8:30:23, time: 1.000, data_time: 0.004, memory: 9526, top1_acc: 0.8652, top5_acc: 0.9908, loss_cls: 0.4128, loss: 0.4128, grad_norm: 0.7411 2021-04-04 21:30:23,616 - mmaction - INFO - Epoch [6][560/1567] lr: 3.528e-01, eta: 8:29:59, time: 0.997, data_time: 0.004, memory: 9526, top1_acc: 0.8689, top5_acc: 0.9906, loss_cls: 0.3986, loss: 0.3986, grad_norm: 0.7024 2021-04-04 21:30:43,474 - mmaction - INFO - Epoch [6][580/1567] lr: 3.526e-01, eta: 8:29:33, time: 0.988, data_time: 0.003, memory: 9526, top1_acc: 0.8584, top5_acc: 0.9922, loss_cls: 0.4051, loss: 0.4051, grad_norm: 0.7243 2021-04-04 21:31:02,916 - mmaction - INFO - Epoch [6][600/1567] lr: 3.524e-01, eta: 8:29:08, time: 0.975, data_time: 0.007, memory: 9526, top1_acc: 0.8533, top5_acc: 0.9885, loss_cls: 0.4541, loss: 0.4541, grad_norm: 0.7814 2021-04-04 21:31:22,892 - mmaction - INFO - Epoch [6][620/1567] lr: 3.522e-01, eta: 8:28:43, time: 1.001, data_time: 0.004, memory: 9526, top1_acc: 0.8602, top5_acc: 0.9908, loss_cls: 0.4258, loss: 0.4258, grad_norm: 0.7178 2021-04-04 21:31:43,012 - mmaction - INFO - Epoch [6][640/1567] lr: 3.519e-01, eta: 8:28:20, time: 1.005, data_time: 0.002, memory: 9526, top1_acc: 0.8586, top5_acc: 0.9910, loss_cls: 0.4250, loss: 0.4250, grad_norm: 0.7269 2021-04-04 21:32:03,353 - mmaction - INFO - Epoch [6][660/1567] lr: 3.517e-01, eta: 8:27:57, time: 1.018, data_time: 0.003, memory: 9526, top1_acc: 0.8633, top5_acc: 0.9912, loss_cls: 0.4329, loss: 0.4329, grad_norm: 0.7205 2021-04-04 21:32:23,275 - mmaction - INFO - Epoch [6][680/1567] lr: 3.515e-01, eta: 8:27:32, time: 0.996, data_time: 0.002, memory: 9526, top1_acc: 0.8645, top5_acc: 0.9922, loss_cls: 0.4203, loss: 0.4203, grad_norm: 0.7344 2021-04-04 21:32:43,956 - mmaction - INFO - Epoch [6][700/1567] lr: 3.513e-01, eta: 8:27:10, time: 1.032, data_time: 0.100, memory: 9526, top1_acc: 0.8629, top5_acc: 0.9916, loss_cls: 0.4170, loss: 0.4170, grad_norm: 0.7506 2021-04-04 21:33:04,053 - mmaction - INFO - Epoch [6][720/1567] lr: 3.511e-01, eta: 8:26:47, time: 1.007, data_time: 0.006, memory: 9526, top1_acc: 0.8670, top5_acc: 0.9916, loss_cls: 0.4094, loss: 0.4094, grad_norm: 0.7137 2021-04-04 21:33:24,215 - mmaction - INFO - Epoch [6][740/1567] lr: 3.509e-01, eta: 8:26:23, time: 1.008, data_time: 0.011, memory: 9526, top1_acc: 0.8725, top5_acc: 0.9889, loss_cls: 0.4079, loss: 0.4079, grad_norm: 0.6985 2021-04-04 21:33:44,241 - mmaction - INFO - Epoch [6][760/1567] lr: 3.506e-01, eta: 8:25:59, time: 1.000, data_time: 0.004, memory: 9526, top1_acc: 0.8652, top5_acc: 0.9910, loss_cls: 0.4029, loss: 0.4029, grad_norm: 0.6963 2021-04-04 21:34:03,924 - mmaction - INFO - Epoch [6][780/1567] lr: 3.504e-01, eta: 8:25:34, time: 0.987, data_time: 0.006, memory: 9526, top1_acc: 0.8719, top5_acc: 0.9932, loss_cls: 0.4031, loss: 0.4031, grad_norm: 0.7225 2021-04-04 21:34:23,767 - mmaction - INFO - Epoch [6][800/1567] lr: 3.502e-01, eta: 8:25:09, time: 0.992, data_time: 0.005, memory: 9526, top1_acc: 0.8680, top5_acc: 0.9941, loss_cls: 0.4085, loss: 0.4085, grad_norm: 0.7251 2021-04-04 21:34:44,042 - mmaction - INFO - Epoch [6][820/1567] lr: 3.500e-01, eta: 8:24:46, time: 1.014, data_time: 0.003, memory: 9526, top1_acc: 0.8684, top5_acc: 0.9906, loss_cls: 0.4060, loss: 0.4060, grad_norm: 0.7456 2021-04-04 21:35:03,948 - mmaction - INFO - Epoch [6][840/1567] lr: 3.498e-01, eta: 8:24:22, time: 0.993, data_time: 0.003, memory: 9526, top1_acc: 0.8670, top5_acc: 0.9883, loss_cls: 0.4227, loss: 0.4227, grad_norm: 0.7568 2021-04-04 21:35:23,332 - mmaction - INFO - Epoch [6][860/1567] lr: 3.495e-01, eta: 8:23:56, time: 0.974, data_time: 0.006, memory: 9526, top1_acc: 0.8746, top5_acc: 0.9893, loss_cls: 0.4075, loss: 0.4075, grad_norm: 0.6906 2021-04-04 21:35:43,253 - mmaction - INFO - Epoch [6][880/1567] lr: 3.493e-01, eta: 8:23:32, time: 0.995, data_time: 0.001, memory: 9526, top1_acc: 0.8723, top5_acc: 0.9908, loss_cls: 0.3953, loss: 0.3953, grad_norm: 0.6957 2021-04-04 21:36:04,676 - mmaction - INFO - Epoch [6][900/1567] lr: 3.491e-01, eta: 8:23:12, time: 1.070, data_time: 0.146, memory: 9526, top1_acc: 0.8701, top5_acc: 0.9893, loss_cls: 0.4251, loss: 0.4251, grad_norm: 0.7264 2021-04-04 21:36:24,422 - mmaction - INFO - Epoch [6][920/1567] lr: 3.489e-01, eta: 8:22:48, time: 0.986, data_time: 0.003, memory: 9526, top1_acc: 0.8713, top5_acc: 0.9902, loss_cls: 0.4113, loss: 0.4113, grad_norm: 0.7200 2021-04-04 21:36:44,345 - mmaction - INFO - Epoch [6][940/1567] lr: 3.486e-01, eta: 8:22:23, time: 0.996, data_time: 0.005, memory: 9526, top1_acc: 0.8607, top5_acc: 0.9926, loss_cls: 0.4246, loss: 0.4246, grad_norm: 0.7242 2021-04-04 21:37:04,379 - mmaction - INFO - Epoch [6][960/1567] lr: 3.484e-01, eta: 8:22:00, time: 1.003, data_time: 0.005, memory: 9526, top1_acc: 0.8666, top5_acc: 0.9902, loss_cls: 0.4090, loss: 0.4090, grad_norm: 0.6925 2021-04-04 21:37:24,066 - mmaction - INFO - Epoch [6][980/1567] lr: 3.482e-01, eta: 8:21:35, time: 0.982, data_time: 0.003, memory: 9526, top1_acc: 0.8695, top5_acc: 0.9900, loss_cls: 0.4111, loss: 0.4111, grad_norm: 0.7324 2021-04-04 21:37:44,784 - mmaction - INFO - Epoch [6][1000/1567] lr: 3.480e-01, eta: 8:21:13, time: 1.038, data_time: 0.005, memory: 9526, top1_acc: 0.8639, top5_acc: 0.9908, loss_cls: 0.4089, loss: 0.4089, grad_norm: 0.7278 2021-04-04 21:38:04,490 - mmaction - INFO - Epoch [6][1020/1567] lr: 3.477e-01, eta: 8:20:48, time: 0.982, data_time: 0.007, memory: 9526, top1_acc: 0.8600, top5_acc: 0.9906, loss_cls: 0.4285, loss: 0.4285, grad_norm: 0.7474 2021-04-04 21:38:24,494 - mmaction - INFO - Epoch [6][1040/1567] lr: 3.475e-01, eta: 8:20:25, time: 1.004, data_time: 0.007, memory: 9526, top1_acc: 0.8699, top5_acc: 0.9898, loss_cls: 0.4090, loss: 0.4090, grad_norm: 0.7443 2021-04-04 21:38:44,472 - mmaction - INFO - Epoch [6][1060/1567] lr: 3.473e-01, eta: 8:20:01, time: 0.999, data_time: 0.003, memory: 9526, top1_acc: 0.8689, top5_acc: 0.9898, loss_cls: 0.4061, loss: 0.4061, grad_norm: 0.7346 2021-04-04 21:39:04,157 - mmaction - INFO - Epoch [6][1080/1567] lr: 3.471e-01, eta: 8:19:36, time: 0.984, data_time: 0.002, memory: 9526, top1_acc: 0.8695, top5_acc: 0.9908, loss_cls: 0.4096, loss: 0.4096, grad_norm: 0.7240 2021-04-04 21:39:24,595 - mmaction - INFO - Epoch [6][1100/1567] lr: 3.468e-01, eta: 8:19:14, time: 1.021, data_time: 0.002, memory: 9526, top1_acc: 0.8734, top5_acc: 0.9885, loss_cls: 0.4036, loss: 0.4036, grad_norm: 0.6931 2021-04-04 21:39:45,894 - mmaction - INFO - Epoch [6][1120/1567] lr: 3.466e-01, eta: 8:18:54, time: 1.063, data_time: 0.138, memory: 9526, top1_acc: 0.8684, top5_acc: 0.9904, loss_cls: 0.4097, loss: 0.4097, grad_norm: 0.7130 2021-04-04 21:40:05,544 - mmaction - INFO - Epoch [6][1140/1567] lr: 3.464e-01, eta: 8:18:29, time: 0.984, data_time: 0.006, memory: 9526, top1_acc: 0.8607, top5_acc: 0.9895, loss_cls: 0.4302, loss: 0.4302, grad_norm: 0.7519 2021-04-04 21:40:25,666 - mmaction - INFO - Epoch [6][1160/1567] lr: 3.462e-01, eta: 8:18:06, time: 1.005, data_time: 0.003, memory: 9526, top1_acc: 0.8668, top5_acc: 0.9898, loss_cls: 0.4079, loss: 0.4079, grad_norm: 0.7271 2021-04-04 21:40:45,627 - mmaction - INFO - Epoch [6][1180/1567] lr: 3.459e-01, eta: 8:17:42, time: 0.996, data_time: 0.006, memory: 9526, top1_acc: 0.8652, top5_acc: 0.9924, loss_cls: 0.4022, loss: 0.4022, grad_norm: 0.7154 2021-04-04 21:41:05,695 - mmaction - INFO - Epoch [6][1200/1567] lr: 3.457e-01, eta: 8:17:19, time: 1.007, data_time: 0.007, memory: 9526, top1_acc: 0.8766, top5_acc: 0.9926, loss_cls: 0.3799, loss: 0.3799, grad_norm: 0.6728 2021-04-04 21:41:25,289 - mmaction - INFO - Epoch [6][1220/1567] lr: 3.455e-01, eta: 8:16:54, time: 0.979, data_time: 0.003, memory: 9526, top1_acc: 0.8738, top5_acc: 0.9910, loss_cls: 0.3864, loss: 0.3864, grad_norm: 0.7200 2021-04-04 21:41:45,803 - mmaction - INFO - Epoch [6][1240/1567] lr: 3.452e-01, eta: 8:16:31, time: 1.021, data_time: 0.004, memory: 9526, top1_acc: 0.8572, top5_acc: 0.9908, loss_cls: 0.4228, loss: 0.4228, grad_norm: 0.7464 2021-04-04 21:42:06,566 - mmaction - INFO - Epoch [6][1260/1567] lr: 3.450e-01, eta: 8:16:10, time: 1.045, data_time: 0.008, memory: 9526, top1_acc: 0.8641, top5_acc: 0.9910, loss_cls: 0.4247, loss: 0.4247, grad_norm: 0.7321 2021-04-04 21:42:26,637 - mmaction - INFO - Epoch [6][1280/1567] lr: 3.448e-01, eta: 8:15:47, time: 0.999, data_time: 0.001, memory: 9526, top1_acc: 0.8605, top5_acc: 0.9889, loss_cls: 0.4350, loss: 0.4350, grad_norm: 0.7725 2021-04-04 21:42:46,713 - mmaction - INFO - Epoch [6][1300/1567] lr: 3.446e-01, eta: 8:15:23, time: 1.004, data_time: 0.006, memory: 9526, top1_acc: 0.8615, top5_acc: 0.9904, loss_cls: 0.4351, loss: 0.4351, grad_norm: 0.7208 2021-04-04 21:43:18,385 - mmaction - INFO - Epoch [6][1320/1567] lr: 3.443e-01, eta: 8:15:36, time: 1.584, data_time: 0.658, memory: 9526, top1_acc: 0.8682, top5_acc: 0.9893, loss_cls: 0.4121, loss: 0.4121, grad_norm: 0.7160 2021-04-04 21:43:38,080 - mmaction - INFO - Epoch [6][1340/1567] lr: 3.441e-01, eta: 8:15:12, time: 0.986, data_time: 0.005, memory: 9526, top1_acc: 0.8748, top5_acc: 0.9912, loss_cls: 0.3848, loss: 0.3848, grad_norm: 0.6702 2021-04-04 21:43:57,816 - mmaction - INFO - Epoch [6][1360/1567] lr: 3.439e-01, eta: 8:14:47, time: 0.986, data_time: 0.003, memory: 9526, top1_acc: 0.8727, top5_acc: 0.9922, loss_cls: 0.3867, loss: 0.3867, grad_norm: 0.6925 2021-04-04 21:44:17,803 - mmaction - INFO - Epoch [6][1380/1567] lr: 3.436e-01, eta: 8:14:23, time: 0.997, data_time: 0.004, memory: 9526, top1_acc: 0.8660, top5_acc: 0.9912, loss_cls: 0.4145, loss: 0.4145, grad_norm: 0.7408 2021-04-04 21:44:37,918 - mmaction - INFO - Epoch [6][1400/1567] lr: 3.434e-01, eta: 8:14:00, time: 1.008, data_time: 0.007, memory: 9526, top1_acc: 0.8779, top5_acc: 0.9918, loss_cls: 0.3810, loss: 0.3810, grad_norm: 0.7100 2021-04-04 21:44:58,216 - mmaction - INFO - Epoch [6][1420/1567] lr: 3.432e-01, eta: 8:13:37, time: 1.016, data_time: 0.005, memory: 9526, top1_acc: 0.8570, top5_acc: 0.9914, loss_cls: 0.4319, loss: 0.4319, grad_norm: 0.7517 2021-04-04 21:45:18,035 - mmaction - INFO - Epoch [6][1440/1567] lr: 3.429e-01, eta: 8:13:13, time: 0.992, data_time: 0.004, memory: 9526, top1_acc: 0.8611, top5_acc: 0.9895, loss_cls: 0.4384, loss: 0.4384, grad_norm: 0.7571 2021-04-04 21:45:38,154 - mmaction - INFO - Epoch [6][1460/1567] lr: 3.427e-01, eta: 8:12:50, time: 1.004, data_time: 0.003, memory: 9526, top1_acc: 0.8709, top5_acc: 0.9922, loss_cls: 0.4099, loss: 0.4099, grad_norm: 0.7291 2021-04-04 21:45:58,027 - mmaction - INFO - Epoch [6][1480/1567] lr: 3.425e-01, eta: 8:12:26, time: 0.997, data_time: 0.005, memory: 9526, top1_acc: 0.8568, top5_acc: 0.9900, loss_cls: 0.4228, loss: 0.4228, grad_norm: 0.7179 2021-04-04 21:46:17,984 - mmaction - INFO - Epoch [6][1500/1567] lr: 3.422e-01, eta: 8:12:02, time: 0.997, data_time: 0.001, memory: 9526, top1_acc: 0.8645, top5_acc: 0.9895, loss_cls: 0.4253, loss: 0.4253, grad_norm: 0.7212 2021-04-04 21:46:37,565 - mmaction - INFO - Epoch [6][1520/1567] lr: 3.420e-01, eta: 8:11:37, time: 0.978, data_time: 0.003, memory: 9526, top1_acc: 0.8625, top5_acc: 0.9895, loss_cls: 0.4277, loss: 0.4277, grad_norm: 0.7388 2021-04-04 21:46:57,755 - mmaction - INFO - Epoch [6][1540/1567] lr: 3.418e-01, eta: 8:11:14, time: 1.010, data_time: 0.055, memory: 9526, top1_acc: 0.8703, top5_acc: 0.9926, loss_cls: 0.3958, loss: 0.3958, grad_norm: 0.6928 2021-04-04 21:47:18,174 - mmaction - INFO - Epoch [6][1560/1567] lr: 3.415e-01, eta: 8:10:52, time: 1.022, data_time: 0.007, memory: 9526, top1_acc: 0.8564, top5_acc: 0.9887, loss_cls: 0.4368, loss: 0.4368, grad_norm: 0.7799 2021-04-04 21:47:24,405 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-04-04 21:48:49,315 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-04 21:48:49,393 - mmaction - INFO - top1_acc 0.4161 top5_acc 0.7508 2021-04-04 21:48:49,393 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-04 21:48:49,421 - mmaction - INFO - mean_acc 0.4166 2021-04-04 21:48:49,424 - mmaction - INFO - Epoch(val) [6][1567] top1_acc: 0.4161, top5_acc: 0.7508, mean_class_accuracy: 0.4166 2021-04-04 21:49:58,883 - mmaction - INFO - Epoch [7][20/1567] lr: 3.412e-01, eta: 8:12:28, time: 3.472, data_time: 2.318, memory: 9526, top1_acc: 0.8287, top5_acc: 0.9906, loss_cls: 0.5158, loss: 0.5158, grad_norm: 0.8111 2021-04-04 21:50:18,734 - mmaction - INFO - Epoch [7][40/1567] lr: 3.410e-01, eta: 8:12:03, time: 0.992, data_time: 0.002, memory: 9526, top1_acc: 0.8600, top5_acc: 0.9891, loss_cls: 0.4418, loss: 0.4418, grad_norm: 0.7334 2021-04-04 21:50:42,970 - mmaction - INFO - Epoch [7][60/1567] lr: 3.407e-01, eta: 8:11:52, time: 1.211, data_time: 0.280, memory: 9526, top1_acc: 0.8641, top5_acc: 0.9891, loss_cls: 0.4070, loss: 0.4070, grad_norm: 0.7052 2021-04-04 21:51:02,726 - mmaction - INFO - Epoch [7][80/1567] lr: 3.405e-01, eta: 8:11:27, time: 0.986, data_time: 0.003, memory: 9526, top1_acc: 0.8684, top5_acc: 0.9914, loss_cls: 0.4114, loss: 0.4114, grad_norm: 0.7314 2021-04-04 21:51:22,705 - mmaction - INFO - Epoch [7][100/1567] lr: 3.402e-01, eta: 8:11:03, time: 0.997, data_time: 0.004, memory: 9526, top1_acc: 0.8617, top5_acc: 0.9920, loss_cls: 0.4126, loss: 0.4126, grad_norm: 0.7107 2021-04-04 21:51:42,210 - mmaction - INFO - Epoch [7][120/1567] lr: 3.400e-01, eta: 8:10:38, time: 0.980, data_time: 0.007, memory: 9526, top1_acc: 0.8645, top5_acc: 0.9889, loss_cls: 0.4292, loss: 0.4292, grad_norm: 0.7082 2021-04-04 21:52:02,116 - mmaction - INFO - Epoch [7][140/1567] lr: 3.398e-01, eta: 8:10:14, time: 0.994, data_time: 0.002, memory: 9526, top1_acc: 0.8641, top5_acc: 0.9916, loss_cls: 0.4068, loss: 0.4068, grad_norm: 0.7257 2021-04-04 21:52:21,767 - mmaction - INFO - Epoch [7][160/1567] lr: 3.395e-01, eta: 8:09:49, time: 0.983, data_time: 0.003, memory: 9526, top1_acc: 0.8711, top5_acc: 0.9900, loss_cls: 0.3907, loss: 0.3907, grad_norm: 0.7210 2021-04-04 21:52:41,700 - mmaction - INFO - Epoch [7][180/1567] lr: 3.393e-01, eta: 8:09:25, time: 0.995, data_time: 0.006, memory: 9526, top1_acc: 0.8719, top5_acc: 0.9922, loss_cls: 0.3865, loss: 0.3865, grad_norm: 0.6979 2021-04-04 21:53:01,913 - mmaction - INFO - Epoch [7][200/1567] lr: 3.391e-01, eta: 8:09:02, time: 1.009, data_time: 0.004, memory: 9526, top1_acc: 0.8750, top5_acc: 0.9902, loss_cls: 0.3932, loss: 0.3932, grad_norm: 0.7043 2021-04-04 21:53:22,004 - mmaction - INFO - Epoch [7][220/1567] lr: 3.388e-01, eta: 8:08:39, time: 1.006, data_time: 0.011, memory: 9526, top1_acc: 0.8572, top5_acc: 0.9922, loss_cls: 0.4307, loss: 0.4307, grad_norm: 0.7325 2021-04-04 21:53:41,940 - mmaction - INFO - Epoch [7][240/1567] lr: 3.386e-01, eta: 8:08:15, time: 0.998, data_time: 0.005, memory: 9526, top1_acc: 0.8775, top5_acc: 0.9924, loss_cls: 0.3696, loss: 0.3696, grad_norm: 0.6944 2021-04-04 21:54:01,934 - mmaction - INFO - Epoch [7][260/1567] lr: 3.383e-01, eta: 8:07:51, time: 1.002, data_time: 0.004, memory: 9526, top1_acc: 0.8789, top5_acc: 0.9924, loss_cls: 0.3774, loss: 0.3774, grad_norm: 0.6659 2021-04-04 21:54:22,085 - mmaction - INFO - Epoch [7][280/1567] lr: 3.381e-01, eta: 8:07:28, time: 1.007, data_time: 0.002, memory: 9526, top1_acc: 0.8691, top5_acc: 0.9928, loss_cls: 0.3914, loss: 0.3914, grad_norm: 0.7188 2021-04-04 21:54:55,887 - mmaction - INFO - Epoch [7][300/1567] lr: 3.378e-01, eta: 8:07:44, time: 1.688, data_time: 0.778, memory: 9526, top1_acc: 0.8701, top5_acc: 0.9900, loss_cls: 0.4060, loss: 0.4060, grad_norm: 0.7278 2021-04-04 21:55:16,127 - mmaction - INFO - Epoch [7][320/1567] lr: 3.376e-01, eta: 8:07:21, time: 1.012, data_time: 0.004, memory: 9526, top1_acc: 0.8693, top5_acc: 0.9912, loss_cls: 0.4119, loss: 0.4119, grad_norm: 0.7469 2021-04-04 21:55:35,650 - mmaction - INFO - Epoch [7][340/1567] lr: 3.374e-01, eta: 8:06:56, time: 0.976, data_time: 0.004, memory: 9526, top1_acc: 0.8775, top5_acc: 0.9939, loss_cls: 0.3728, loss: 0.3728, grad_norm: 0.7157 2021-04-04 21:55:55,434 - mmaction - INFO - Epoch [7][360/1567] lr: 3.371e-01, eta: 8:06:31, time: 0.990, data_time: 0.004, memory: 9526, top1_acc: 0.8744, top5_acc: 0.9908, loss_cls: 0.3861, loss: 0.3861, grad_norm: 0.7174 2021-04-04 21:56:15,808 - mmaction - INFO - Epoch [7][380/1567] lr: 3.369e-01, eta: 8:06:09, time: 1.017, data_time: 0.004, memory: 9526, top1_acc: 0.8666, top5_acc: 0.9893, loss_cls: 0.4182, loss: 0.4182, grad_norm: 0.7260 2021-04-04 21:56:35,740 - mmaction - INFO - Epoch [7][400/1567] lr: 3.366e-01, eta: 8:05:45, time: 0.995, data_time: 0.004, memory: 9526, top1_acc: 0.8779, top5_acc: 0.9914, loss_cls: 0.3685, loss: 0.3685, grad_norm: 0.6889 2021-04-04 21:56:55,587 - mmaction - INFO - Epoch [7][420/1567] lr: 3.364e-01, eta: 8:05:21, time: 0.994, data_time: 0.005, memory: 9526, top1_acc: 0.8826, top5_acc: 0.9930, loss_cls: 0.3705, loss: 0.3705, grad_norm: 0.7060 2021-04-04 21:57:14,873 - mmaction - INFO - Epoch [7][440/1567] lr: 3.361e-01, eta: 8:04:55, time: 0.965, data_time: 0.004, memory: 9526, top1_acc: 0.8758, top5_acc: 0.9926, loss_cls: 0.3698, loss: 0.3698, grad_norm: 0.6838 2021-04-04 21:57:35,012 - mmaction - INFO - Epoch [7][460/1567] lr: 3.359e-01, eta: 8:04:32, time: 1.006, data_time: 0.003, memory: 9526, top1_acc: 0.8586, top5_acc: 0.9881, loss_cls: 0.4230, loss: 0.4230, grad_norm: 0.7515 2021-04-04 21:57:55,050 - mmaction - INFO - Epoch [7][480/1567] lr: 3.357e-01, eta: 8:04:08, time: 1.004, data_time: 0.004, memory: 9526, top1_acc: 0.8709, top5_acc: 0.9902, loss_cls: 0.4039, loss: 0.4039, grad_norm: 0.7125 2021-04-04 21:58:15,670 - mmaction - INFO - Epoch [7][500/1567] lr: 3.354e-01, eta: 8:03:46, time: 1.030, data_time: 0.068, memory: 9526, top1_acc: 0.8680, top5_acc: 0.9910, loss_cls: 0.3997, loss: 0.3997, grad_norm: 0.7435 2021-04-04 21:58:35,147 - mmaction - INFO - Epoch [7][520/1567] lr: 3.352e-01, eta: 8:03:21, time: 0.974, data_time: 0.003, memory: 9526, top1_acc: 0.8604, top5_acc: 0.9908, loss_cls: 0.4063, loss: 0.4063, grad_norm: 0.7450 2021-04-04 21:58:54,879 - mmaction - INFO - Epoch [7][540/1567] lr: 3.349e-01, eta: 8:02:57, time: 0.987, data_time: 0.003, memory: 9526, top1_acc: 0.8787, top5_acc: 0.9910, loss_cls: 0.3806, loss: 0.3806, grad_norm: 0.6913 2021-04-04 21:59:14,663 - mmaction - INFO - Epoch [7][560/1567] lr: 3.347e-01, eta: 8:02:33, time: 0.986, data_time: 0.002, memory: 9526, top1_acc: 0.8623, top5_acc: 0.9895, loss_cls: 0.4135, loss: 0.4135, grad_norm: 0.7793 2021-04-04 21:59:34,997 - mmaction - INFO - Epoch [7][580/1567] lr: 3.344e-01, eta: 8:02:10, time: 1.019, data_time: 0.006, memory: 9526, top1_acc: 0.8607, top5_acc: 0.9879, loss_cls: 0.4494, loss: 0.4494, grad_norm: 0.7623 2021-04-04 21:59:54,832 - mmaction - INFO - Epoch [7][600/1567] lr: 3.342e-01, eta: 8:01:46, time: 0.992, data_time: 0.003, memory: 9526, top1_acc: 0.8660, top5_acc: 0.9887, loss_cls: 0.4092, loss: 0.4092, grad_norm: 0.7472 2021-04-04 22:00:14,946 - mmaction - INFO - Epoch [7][620/1567] lr: 3.339e-01, eta: 8:01:23, time: 1.006, data_time: 0.003, memory: 9526, top1_acc: 0.8785, top5_acc: 0.9926, loss_cls: 0.3809, loss: 0.3809, grad_norm: 0.7125 2021-04-04 22:00:35,301 - mmaction - INFO - Epoch [7][640/1567] lr: 3.337e-01, eta: 8:01:00, time: 1.018, data_time: 0.032, memory: 9526, top1_acc: 0.8699, top5_acc: 0.9926, loss_cls: 0.3923, loss: 0.3923, grad_norm: 0.7221 2021-04-04 22:00:54,937 - mmaction - INFO - Epoch [7][660/1567] lr: 3.334e-01, eta: 8:00:36, time: 0.981, data_time: 0.002, memory: 9526, top1_acc: 0.8621, top5_acc: 0.9906, loss_cls: 0.4154, loss: 0.4154, grad_norm: 0.7603 2021-04-04 22:01:15,290 - mmaction - INFO - Epoch [7][680/1567] lr: 3.332e-01, eta: 8:00:13, time: 1.018, data_time: 0.003, memory: 9526, top1_acc: 0.8732, top5_acc: 0.9924, loss_cls: 0.3869, loss: 0.3869, grad_norm: 0.7004 2021-04-04 22:01:35,418 - mmaction - INFO - Epoch [7][700/1567] lr: 3.329e-01, eta: 7:59:50, time: 1.002, data_time: 0.005, memory: 9526, top1_acc: 0.8775, top5_acc: 0.9912, loss_cls: 0.3810, loss: 0.3810, grad_norm: 0.7120 2021-04-04 22:01:54,752 - mmaction - INFO - Epoch [7][720/1567] lr: 3.327e-01, eta: 7:59:25, time: 0.969, data_time: 0.006, memory: 9526, top1_acc: 0.8746, top5_acc: 0.9914, loss_cls: 0.3867, loss: 0.3867, grad_norm: 0.7363 2021-04-04 22:02:14,510 - mmaction - INFO - Epoch [7][740/1567] lr: 3.324e-01, eta: 7:59:01, time: 0.990, data_time: 0.006, memory: 9526, top1_acc: 0.8609, top5_acc: 0.9893, loss_cls: 0.4168, loss: 0.4168, grad_norm: 0.7551 2021-04-04 22:02:34,588 - mmaction - INFO - Epoch [7][760/1567] lr: 3.322e-01, eta: 7:58:37, time: 1.002, data_time: 0.003, memory: 9526, top1_acc: 0.8721, top5_acc: 0.9926, loss_cls: 0.3884, loss: 0.3884, grad_norm: 0.7003 2021-04-04 22:02:54,659 - mmaction - INFO - Epoch [7][780/1567] lr: 3.319e-01, eta: 7:58:14, time: 1.003, data_time: 0.004, memory: 9526, top1_acc: 0.8785, top5_acc: 0.9910, loss_cls: 0.3919, loss: 0.3919, grad_norm: 0.7070 2021-04-04 22:03:13,884 - mmaction - INFO - Epoch [7][800/1567] lr: 3.317e-01, eta: 7:57:49, time: 0.961, data_time: 0.005, memory: 9526, top1_acc: 0.8738, top5_acc: 0.9932, loss_cls: 0.3805, loss: 0.3805, grad_norm: 0.7086 2021-04-04 22:03:34,158 - mmaction - INFO - Epoch [7][820/1567] lr: 3.314e-01, eta: 7:57:26, time: 1.017, data_time: 0.005, memory: 9526, top1_acc: 0.8768, top5_acc: 0.9930, loss_cls: 0.3866, loss: 0.3866, grad_norm: 0.7231 2021-04-04 22:03:55,835 - mmaction - INFO - Epoch [7][840/1567] lr: 3.312e-01, eta: 7:57:07, time: 1.082, data_time: 0.152, memory: 9526, top1_acc: 0.8770, top5_acc: 0.9891, loss_cls: 0.3787, loss: 0.3787, grad_norm: 0.7079 2021-04-04 22:04:16,066 - mmaction - INFO - Epoch [7][860/1567] lr: 3.309e-01, eta: 7:56:44, time: 1.012, data_time: 0.003, memory: 9526, top1_acc: 0.8656, top5_acc: 0.9906, loss_cls: 0.4072, loss: 0.4072, grad_norm: 0.7317 2021-04-04 22:04:35,750 - mmaction - INFO - Epoch [7][880/1567] lr: 3.307e-01, eta: 7:56:20, time: 0.985, data_time: 0.002, memory: 9526, top1_acc: 0.8789, top5_acc: 0.9891, loss_cls: 0.3753, loss: 0.3753, grad_norm: 0.6759 2021-04-04 22:04:55,798 - mmaction - INFO - Epoch [7][900/1567] lr: 3.304e-01, eta: 7:55:57, time: 0.998, data_time: 0.003, memory: 9526, top1_acc: 0.8619, top5_acc: 0.9906, loss_cls: 0.4155, loss: 0.4155, grad_norm: 0.7541 2021-04-04 22:05:15,575 - mmaction - INFO - Epoch [7][920/1567] lr: 3.302e-01, eta: 7:55:33, time: 0.990, data_time: 0.007, memory: 9526, top1_acc: 0.8723, top5_acc: 0.9930, loss_cls: 0.3826, loss: 0.3826, grad_norm: 0.7339 2021-04-04 22:05:35,265 - mmaction - INFO - Epoch [7][940/1567] lr: 3.299e-01, eta: 7:55:09, time: 0.987, data_time: 0.006, memory: 9526, top1_acc: 0.8674, top5_acc: 0.9916, loss_cls: 0.3956, loss: 0.3956, grad_norm: 0.7285 2021-04-04 22:05:55,103 - mmaction - INFO - Epoch [7][960/1567] lr: 3.297e-01, eta: 7:54:45, time: 0.992, data_time: 0.003, memory: 9526, top1_acc: 0.8721, top5_acc: 0.9926, loss_cls: 0.3968, loss: 0.3968, grad_norm: 0.7219 2021-04-04 22:06:15,233 - mmaction - INFO - Epoch [7][980/1567] lr: 3.294e-01, eta: 7:54:22, time: 1.004, data_time: 0.007, memory: 9526, top1_acc: 0.8664, top5_acc: 0.9885, loss_cls: 0.4089, loss: 0.4089, grad_norm: 0.7533 2021-04-04 22:06:35,463 - mmaction - INFO - Epoch [7][1000/1567] lr: 3.291e-01, eta: 7:54:00, time: 1.015, data_time: 0.006, memory: 9526, top1_acc: 0.8730, top5_acc: 0.9891, loss_cls: 0.4031, loss: 0.4031, grad_norm: 0.7353 2021-04-04 22:06:55,303 - mmaction - INFO - Epoch [7][1020/1567] lr: 3.289e-01, eta: 7:53:36, time: 0.989, data_time: 0.003, memory: 9526, top1_acc: 0.8740, top5_acc: 0.9904, loss_cls: 0.4081, loss: 0.4081, grad_norm: 0.7280 2021-04-04 22:07:15,184 - mmaction - INFO - Epoch [7][1040/1567] lr: 3.286e-01, eta: 7:53:12, time: 0.997, data_time: 0.007, memory: 9526, top1_acc: 0.8688, top5_acc: 0.9920, loss_cls: 0.3947, loss: 0.3947, grad_norm: 0.7085 2021-04-04 22:07:34,934 - mmaction - INFO - Epoch [7][1060/1567] lr: 3.284e-01, eta: 7:52:48, time: 0.988, data_time: 0.004, memory: 9526, top1_acc: 0.8850, top5_acc: 0.9939, loss_cls: 0.3600, loss: 0.3600, grad_norm: 0.6940 2021-04-04 22:07:55,012 - mmaction - INFO - Epoch [7][1080/1567] lr: 3.281e-01, eta: 7:52:25, time: 1.001, data_time: 0.024, memory: 9526, top1_acc: 0.8869, top5_acc: 0.9910, loss_cls: 0.3566, loss: 0.3566, grad_norm: 0.6612 2021-04-04 22:08:14,338 - mmaction - INFO - Epoch [7][1100/1567] lr: 3.279e-01, eta: 7:52:00, time: 0.967, data_time: 0.005, memory: 9526, top1_acc: 0.8740, top5_acc: 0.9920, loss_cls: 0.3852, loss: 0.3852, grad_norm: 0.7248 2021-04-04 22:08:34,439 - mmaction - INFO - Epoch [7][1120/1567] lr: 3.276e-01, eta: 7:51:37, time: 1.004, data_time: 0.005, memory: 9526, top1_acc: 0.8742, top5_acc: 0.9939, loss_cls: 0.3781, loss: 0.3781, grad_norm: 0.7089 2021-04-04 22:08:54,614 - mmaction - INFO - Epoch [7][1140/1567] lr: 3.273e-01, eta: 7:51:15, time: 1.012, data_time: 0.007, memory: 9526, top1_acc: 0.8783, top5_acc: 0.9936, loss_cls: 0.3753, loss: 0.3753, grad_norm: 0.7340 2021-04-04 22:09:14,415 - mmaction - INFO - Epoch [7][1160/1567] lr: 3.271e-01, eta: 7:50:51, time: 0.989, data_time: 0.004, memory: 9526, top1_acc: 0.8828, top5_acc: 0.9918, loss_cls: 0.3717, loss: 0.3717, grad_norm: 0.7103 2021-04-04 22:09:34,114 - mmaction - INFO - Epoch [7][1180/1567] lr: 3.268e-01, eta: 7:50:27, time: 0.986, data_time: 0.006, memory: 9526, top1_acc: 0.8652, top5_acc: 0.9889, loss_cls: 0.4150, loss: 0.4150, grad_norm: 0.7536 2021-04-04 22:09:54,343 - mmaction - INFO - Epoch [7][1200/1567] lr: 3.266e-01, eta: 7:50:04, time: 1.010, data_time: 0.003, memory: 9526, top1_acc: 0.8693, top5_acc: 0.9918, loss_cls: 0.4012, loss: 0.4012, grad_norm: 0.7418 2021-04-04 22:10:14,049 - mmaction - INFO - Epoch [7][1220/1567] lr: 3.263e-01, eta: 7:49:40, time: 0.981, data_time: 0.004, memory: 9526, top1_acc: 0.8740, top5_acc: 0.9904, loss_cls: 0.3928, loss: 0.3928, grad_norm: 0.7446 2021-04-04 22:10:34,463 - mmaction - INFO - Epoch [7][1240/1567] lr: 3.261e-01, eta: 7:49:18, time: 1.023, data_time: 0.009, memory: 9526, top1_acc: 0.8672, top5_acc: 0.9918, loss_cls: 0.4095, loss: 0.4095, grad_norm: 0.7472 2021-04-04 22:10:54,187 - mmaction - INFO - Epoch [7][1260/1567] lr: 3.258e-01, eta: 7:48:55, time: 0.988, data_time: 0.005, memory: 9526, top1_acc: 0.8736, top5_acc: 0.9904, loss_cls: 0.3946, loss: 0.3946, grad_norm: 0.7331 2021-04-04 22:11:14,081 - mmaction - INFO - Epoch [7][1280/1567] lr: 3.255e-01, eta: 7:48:31, time: 0.993, data_time: 0.004, memory: 9526, top1_acc: 0.8734, top5_acc: 0.9904, loss_cls: 0.3993, loss: 0.3993, grad_norm: 0.7044 2021-04-04 22:11:34,527 - mmaction - INFO - Epoch [7][1300/1567] lr: 3.253e-01, eta: 7:48:09, time: 1.022, data_time: 0.011, memory: 9526, top1_acc: 0.8861, top5_acc: 0.9939, loss_cls: 0.3596, loss: 0.3596, grad_norm: 0.6786 2021-04-04 22:11:54,640 - mmaction - INFO - Epoch [7][1320/1567] lr: 3.250e-01, eta: 7:47:46, time: 1.003, data_time: 0.005, memory: 9526, top1_acc: 0.8730, top5_acc: 0.9924, loss_cls: 0.3961, loss: 0.3961, grad_norm: 0.7599 2021-04-04 22:12:13,988 - mmaction - INFO - Epoch [7][1340/1567] lr: 3.248e-01, eta: 7:47:22, time: 0.972, data_time: 0.008, memory: 9526, top1_acc: 0.8836, top5_acc: 0.9926, loss_cls: 0.3757, loss: 0.3757, grad_norm: 0.7196 2021-04-04 22:12:33,727 - mmaction - INFO - Epoch [7][1360/1567] lr: 3.245e-01, eta: 7:46:58, time: 0.990, data_time: 0.004, memory: 9526, top1_acc: 0.8752, top5_acc: 0.9914, loss_cls: 0.3901, loss: 0.3901, grad_norm: 0.7623 2021-04-04 22:12:54,059 - mmaction - INFO - Epoch [7][1380/1567] lr: 3.242e-01, eta: 7:46:36, time: 1.011, data_time: 0.001, memory: 9526, top1_acc: 0.8713, top5_acc: 0.9906, loss_cls: 0.3940, loss: 0.3940, grad_norm: 0.7197 2021-04-04 22:13:13,860 - mmaction - INFO - Epoch [7][1400/1567] lr: 3.240e-01, eta: 7:46:12, time: 0.994, data_time: 0.007, memory: 9526, top1_acc: 0.8814, top5_acc: 0.9906, loss_cls: 0.3794, loss: 0.3794, grad_norm: 0.7244 2021-04-04 22:13:33,790 - mmaction - INFO - Epoch [7][1420/1567] lr: 3.237e-01, eta: 7:45:49, time: 0.995, data_time: 0.008, memory: 9526, top1_acc: 0.8818, top5_acc: 0.9910, loss_cls: 0.3770, loss: 0.3770, grad_norm: 0.7227 2021-04-04 22:13:53,779 - mmaction - INFO - Epoch [7][1440/1567] lr: 3.234e-01, eta: 7:45:26, time: 1.001, data_time: 0.005, memory: 9526, top1_acc: 0.8697, top5_acc: 0.9902, loss_cls: 0.4053, loss: 0.4053, grad_norm: 0.7417 2021-04-04 22:14:13,662 - mmaction - INFO - Epoch [7][1460/1567] lr: 3.232e-01, eta: 7:45:03, time: 0.995, data_time: 0.003, memory: 9526, top1_acc: 0.8762, top5_acc: 0.9918, loss_cls: 0.3825, loss: 0.3825, grad_norm: 0.7278 2021-04-04 22:14:33,539 - mmaction - INFO - Epoch [7][1480/1567] lr: 3.229e-01, eta: 7:44:40, time: 0.993, data_time: 0.003, memory: 9526, top1_acc: 0.8824, top5_acc: 0.9951, loss_cls: 0.3643, loss: 0.3643, grad_norm: 0.7144 2021-04-04 22:14:54,188 - mmaction - INFO - Epoch [7][1500/1567] lr: 3.227e-01, eta: 7:44:18, time: 1.033, data_time: 0.005, memory: 9526, top1_acc: 0.8801, top5_acc: 0.9914, loss_cls: 0.3689, loss: 0.3689, grad_norm: 0.7244 2021-04-04 22:15:13,994 - mmaction - INFO - Epoch [7][1520/1567] lr: 3.224e-01, eta: 7:43:55, time: 0.989, data_time: 0.004, memory: 9526, top1_acc: 0.8738, top5_acc: 0.9926, loss_cls: 0.3915, loss: 0.3915, grad_norm: 0.7484 2021-04-04 22:15:34,017 - mmaction - INFO - Epoch [7][1540/1567] lr: 3.221e-01, eta: 7:43:32, time: 1.002, data_time: 0.008, memory: 9526, top1_acc: 0.8756, top5_acc: 0.9939, loss_cls: 0.3746, loss: 0.3746, grad_norm: 0.7328 2021-04-04 22:15:53,569 - mmaction - INFO - Epoch [7][1560/1567] lr: 3.219e-01, eta: 7:43:08, time: 0.981, data_time: 0.005, memory: 9526, top1_acc: 0.8811, top5_acc: 0.9906, loss_cls: 0.3803, loss: 0.3803, grad_norm: 0.7088 2021-04-04 22:16:00,328 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-04-04 22:17:25,716 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-04 22:17:25,795 - mmaction - INFO - top1_acc 0.7432 top5_acc 0.9580 2021-04-04 22:17:25,795 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-04 22:17:25,825 - mmaction - INFO - mean_acc 0.7429 2021-04-04 22:17:25,829 - mmaction - INFO - Epoch(val) [7][1567] top1_acc: 0.7432, top5_acc: 0.9580, mean_class_accuracy: 0.7429 2021-04-04 22:18:26,965 - mmaction - INFO - Epoch [8][20/1567] lr: 3.215e-01, eta: 7:44:00, time: 3.055, data_time: 1.819, memory: 9526, top1_acc: 0.8586, top5_acc: 0.9904, loss_cls: 0.4643, loss: 0.4643, grad_norm: 0.8127 2021-04-04 22:18:47,105 - mmaction - INFO - Epoch [8][40/1567] lr: 3.212e-01, eta: 7:43:37, time: 1.007, data_time: 0.003, memory: 9526, top1_acc: 0.8623, top5_acc: 0.9906, loss_cls: 0.4298, loss: 0.4298, grad_norm: 0.7864 2021-04-04 22:19:06,967 - mmaction - INFO - Epoch [8][60/1567] lr: 3.210e-01, eta: 7:43:13, time: 0.992, data_time: 0.003, memory: 9526, top1_acc: 0.8707, top5_acc: 0.9887, loss_cls: 0.4005, loss: 0.4005, grad_norm: 0.7280 2021-04-04 22:19:26,778 - mmaction - INFO - Epoch [8][80/1567] lr: 3.207e-01, eta: 7:42:50, time: 0.992, data_time: 0.004, memory: 9526, top1_acc: 0.8807, top5_acc: 0.9910, loss_cls: 0.3673, loss: 0.3673, grad_norm: 0.6900 2021-04-04 22:19:46,573 - mmaction - INFO - Epoch [8][100/1567] lr: 3.204e-01, eta: 7:42:26, time: 0.986, data_time: 0.003, memory: 9526, top1_acc: 0.8652, top5_acc: 0.9916, loss_cls: 0.4191, loss: 0.4191, grad_norm: 0.7841 2021-04-04 22:20:06,590 - mmaction - INFO - Epoch [8][120/1567] lr: 3.202e-01, eta: 7:42:03, time: 0.999, data_time: 0.010, memory: 9526, top1_acc: 0.8746, top5_acc: 0.9908, loss_cls: 0.3919, loss: 0.3919, grad_norm: 0.7403 2021-04-04 22:20:26,354 - mmaction - INFO - Epoch [8][140/1567] lr: 3.199e-01, eta: 7:41:39, time: 0.994, data_time: 0.008, memory: 9526, top1_acc: 0.8828, top5_acc: 0.9934, loss_cls: 0.3587, loss: 0.3587, grad_norm: 0.7095 2021-04-04 22:20:46,485 - mmaction - INFO - Epoch [8][160/1567] lr: 3.196e-01, eta: 7:41:17, time: 1.004, data_time: 0.002, memory: 9526, top1_acc: 0.8844, top5_acc: 0.9922, loss_cls: 0.3562, loss: 0.3562, grad_norm: 0.7194 2021-04-04 22:21:06,236 - mmaction - INFO - Epoch [8][180/1567] lr: 3.194e-01, eta: 7:40:53, time: 0.988, data_time: 0.005, memory: 9526, top1_acc: 0.8830, top5_acc: 0.9914, loss_cls: 0.3639, loss: 0.3639, grad_norm: 0.7106 2021-04-04 22:21:26,108 - mmaction - INFO - Epoch [8][200/1567] lr: 3.191e-01, eta: 7:40:30, time: 0.994, data_time: 0.004, memory: 9526, top1_acc: 0.8775, top5_acc: 0.9922, loss_cls: 0.3817, loss: 0.3817, grad_norm: 0.7480 2021-04-04 22:21:46,389 - mmaction - INFO - Epoch [8][220/1567] lr: 3.188e-01, eta: 7:40:07, time: 1.015, data_time: 0.005, memory: 9526, top1_acc: 0.8750, top5_acc: 0.9943, loss_cls: 0.3805, loss: 0.3805, grad_norm: 0.7484 2021-04-04 22:22:06,577 - mmaction - INFO - Epoch [8][240/1567] lr: 3.186e-01, eta: 7:39:45, time: 1.011, data_time: 0.037, memory: 9526, top1_acc: 0.8754, top5_acc: 0.9918, loss_cls: 0.3800, loss: 0.3800, grad_norm: 0.7383 2021-04-04 22:22:26,190 - mmaction - INFO - Epoch [8][260/1567] lr: 3.183e-01, eta: 7:39:21, time: 0.980, data_time: 0.002, memory: 9526, top1_acc: 0.8697, top5_acc: 0.9914, loss_cls: 0.3929, loss: 0.3929, grad_norm: 0.7532 2021-04-04 22:22:46,401 - mmaction - INFO - Epoch [8][280/1567] lr: 3.180e-01, eta: 7:38:58, time: 1.008, data_time: 0.005, memory: 9526, top1_acc: 0.8734, top5_acc: 0.9924, loss_cls: 0.3967, loss: 0.3967, grad_norm: 0.7568 2021-04-04 22:23:06,396 - mmaction - INFO - Epoch [8][300/1567] lr: 3.178e-01, eta: 7:38:35, time: 0.998, data_time: 0.005, memory: 9526, top1_acc: 0.8811, top5_acc: 0.9900, loss_cls: 0.3690, loss: 0.3690, grad_norm: 0.7044 2021-04-04 22:23:26,370 - mmaction - INFO - Epoch [8][320/1567] lr: 3.175e-01, eta: 7:38:12, time: 1.001, data_time: 0.006, memory: 9526, top1_acc: 0.8809, top5_acc: 0.9930, loss_cls: 0.3745, loss: 0.3745, grad_norm: 0.7093 2021-04-04 22:23:45,920 - mmaction - INFO - Epoch [8][340/1567] lr: 3.172e-01, eta: 7:37:48, time: 0.980, data_time: 0.005, memory: 9526, top1_acc: 0.8701, top5_acc: 0.9930, loss_cls: 0.3957, loss: 0.3957, grad_norm: 0.7700 2021-04-04 22:24:06,000 - mmaction - INFO - Epoch [8][360/1567] lr: 3.169e-01, eta: 7:37:25, time: 1.002, data_time: 0.003, memory: 9526, top1_acc: 0.8727, top5_acc: 0.9922, loss_cls: 0.3885, loss: 0.3885, grad_norm: 0.7388 2021-04-04 22:24:26,018 - mmaction - INFO - Epoch [8][380/1567] lr: 3.167e-01, eta: 7:37:03, time: 1.001, data_time: 0.005, memory: 9526, top1_acc: 0.8818, top5_acc: 0.9920, loss_cls: 0.3743, loss: 0.3743, grad_norm: 0.6794 2021-04-04 22:24:46,148 - mmaction - INFO - Epoch [8][400/1567] lr: 3.164e-01, eta: 7:36:40, time: 1.006, data_time: 0.005, memory: 9526, top1_acc: 0.8895, top5_acc: 0.9941, loss_cls: 0.3374, loss: 0.3374, grad_norm: 0.6969 2021-04-04 22:25:05,520 - mmaction - INFO - Epoch [8][420/1567] lr: 3.161e-01, eta: 7:36:16, time: 0.971, data_time: 0.006, memory: 9526, top1_acc: 0.8693, top5_acc: 0.9898, loss_cls: 0.4115, loss: 0.4115, grad_norm: 0.7674 2021-04-04 22:25:25,659 - mmaction - INFO - Epoch [8][440/1567] lr: 3.159e-01, eta: 7:35:53, time: 1.007, data_time: 0.005, memory: 9526, top1_acc: 0.8789, top5_acc: 0.9914, loss_cls: 0.3798, loss: 0.3798, grad_norm: 0.6788 2021-04-04 22:25:45,333 - mmaction - INFO - Epoch [8][460/1567] lr: 3.156e-01, eta: 7:35:29, time: 0.984, data_time: 0.003, memory: 9526, top1_acc: 0.8842, top5_acc: 0.9916, loss_cls: 0.3723, loss: 0.3723, grad_norm: 0.6846 2021-04-04 22:26:05,317 - mmaction - INFO - Epoch [8][480/1567] lr: 3.153e-01, eta: 7:35:06, time: 1.000, data_time: 0.005, memory: 9526, top1_acc: 0.8865, top5_acc: 0.9949, loss_cls: 0.3551, loss: 0.3551, grad_norm: 0.6822 2021-04-04 22:26:25,861 - mmaction - INFO - Epoch [8][500/1567] lr: 3.150e-01, eta: 7:34:45, time: 1.024, data_time: 0.002, memory: 9526, top1_acc: 0.8861, top5_acc: 0.9938, loss_cls: 0.3428, loss: 0.3428, grad_norm: 0.6539 2021-04-04 22:26:45,475 - mmaction - INFO - Epoch [8][520/1567] lr: 3.148e-01, eta: 7:34:21, time: 0.979, data_time: 0.005, memory: 9526, top1_acc: 0.8799, top5_acc: 0.9936, loss_cls: 0.3644, loss: 0.3644, grad_norm: 0.7477 2021-04-04 22:27:05,503 - mmaction - INFO - Epoch [8][540/1567] lr: 3.145e-01, eta: 7:33:58, time: 1.001, data_time: 0.011, memory: 9526, top1_acc: 0.8830, top5_acc: 0.9928, loss_cls: 0.3640, loss: 0.3640, grad_norm: 0.7111 2021-04-04 22:27:25,457 - mmaction - INFO - Epoch [8][560/1567] lr: 3.142e-01, eta: 7:33:35, time: 1.000, data_time: 0.007, memory: 9526, top1_acc: 0.8775, top5_acc: 0.9922, loss_cls: 0.3704, loss: 0.3704, grad_norm: 0.7507 2021-04-04 22:27:45,539 - mmaction - INFO - Epoch [8][580/1567] lr: 3.139e-01, eta: 7:33:13, time: 1.005, data_time: 0.004, memory: 9526, top1_acc: 0.8744, top5_acc: 0.9918, loss_cls: 0.3759, loss: 0.3759, grad_norm: 0.7319 2021-04-04 22:28:05,555 - mmaction - INFO - Epoch [8][600/1567] lr: 3.137e-01, eta: 7:32:50, time: 0.999, data_time: 0.005, memory: 9526, top1_acc: 0.8844, top5_acc: 0.9920, loss_cls: 0.3634, loss: 0.3634, grad_norm: 0.7299 2021-04-04 22:28:25,029 - mmaction - INFO - Epoch [8][620/1567] lr: 3.134e-01, eta: 7:32:26, time: 0.973, data_time: 0.005, memory: 9526, top1_acc: 0.8773, top5_acc: 0.9930, loss_cls: 0.3738, loss: 0.3738, grad_norm: 0.7306 2021-04-04 22:28:45,159 - mmaction - INFO - Epoch [8][640/1567] lr: 3.131e-01, eta: 7:32:03, time: 1.009, data_time: 0.005, memory: 9526, top1_acc: 0.8811, top5_acc: 0.9947, loss_cls: 0.3779, loss: 0.3779, grad_norm: 0.7454 2021-04-04 22:29:05,199 - mmaction - INFO - Epoch [8][660/1567] lr: 3.128e-01, eta: 7:31:41, time: 1.000, data_time: 0.002, memory: 9526, top1_acc: 0.8809, top5_acc: 0.9916, loss_cls: 0.3701, loss: 0.3701, grad_norm: 0.7078 2021-04-04 22:29:24,748 - mmaction - INFO - Epoch [8][680/1567] lr: 3.126e-01, eta: 7:31:17, time: 0.979, data_time: 0.006, memory: 9526, top1_acc: 0.8912, top5_acc: 0.9943, loss_cls: 0.3533, loss: 0.3533, grad_norm: 0.7318 2021-04-04 22:29:44,981 - mmaction - INFO - Epoch [8][700/1567] lr: 3.123e-01, eta: 7:30:54, time: 1.010, data_time: 0.003, memory: 9526, top1_acc: 0.8896, top5_acc: 0.9928, loss_cls: 0.3420, loss: 0.3420, grad_norm: 0.6888 2021-04-04 22:30:05,326 - mmaction - INFO - Epoch [8][720/1567] lr: 3.120e-01, eta: 7:30:33, time: 1.018, data_time: 0.004, memory: 9526, top1_acc: 0.8896, top5_acc: 0.9920, loss_cls: 0.3402, loss: 0.3402, grad_norm: 0.6882 2021-04-04 22:30:25,541 - mmaction - INFO - Epoch [8][740/1567] lr: 3.117e-01, eta: 7:30:10, time: 1.010, data_time: 0.006, memory: 9526, top1_acc: 0.8842, top5_acc: 0.9918, loss_cls: 0.3510, loss: 0.3510, grad_norm: 0.7197 2021-04-04 22:30:46,012 - mmaction - INFO - Epoch [8][760/1567] lr: 3.115e-01, eta: 7:29:49, time: 1.026, data_time: 0.004, memory: 9526, top1_acc: 0.8797, top5_acc: 0.9932, loss_cls: 0.3667, loss: 0.3667, grad_norm: 0.7391 2021-04-04 22:31:05,565 - mmaction - INFO - Epoch [8][780/1567] lr: 3.112e-01, eta: 7:29:25, time: 0.978, data_time: 0.001, memory: 9526, top1_acc: 0.8770, top5_acc: 0.9932, loss_cls: 0.3742, loss: 0.3742, grad_norm: 0.7371 2021-04-04 22:31:25,191 - mmaction - INFO - Epoch [8][800/1567] lr: 3.109e-01, eta: 7:29:01, time: 0.978, data_time: 0.002, memory: 9526, top1_acc: 0.8719, top5_acc: 0.9924, loss_cls: 0.3904, loss: 0.3904, grad_norm: 0.7537 2021-04-04 22:31:45,559 - mmaction - INFO - Epoch [8][820/1567] lr: 3.106e-01, eta: 7:28:39, time: 1.018, data_time: 0.005, memory: 9526, top1_acc: 0.8793, top5_acc: 0.9922, loss_cls: 0.3703, loss: 0.3703, grad_norm: 0.7077 2021-04-04 22:32:05,906 - mmaction - INFO - Epoch [8][840/1567] lr: 3.103e-01, eta: 7:28:17, time: 1.019, data_time: 0.005, memory: 9526, top1_acc: 0.8676, top5_acc: 0.9916, loss_cls: 0.3965, loss: 0.3965, grad_norm: 0.7677 2021-04-04 22:32:25,373 - mmaction - INFO - Epoch [8][860/1567] lr: 3.101e-01, eta: 7:27:53, time: 0.974, data_time: 0.003, memory: 9526, top1_acc: 0.8865, top5_acc: 0.9928, loss_cls: 0.3551, loss: 0.3551, grad_norm: 0.7356 2021-04-04 22:32:45,428 - mmaction - INFO - Epoch [8][880/1567] lr: 3.098e-01, eta: 7:27:31, time: 1.000, data_time: 0.003, memory: 9526, top1_acc: 0.8740, top5_acc: 0.9926, loss_cls: 0.3780, loss: 0.3780, grad_norm: 0.7469 2021-04-04 22:33:04,890 - mmaction - INFO - Epoch [8][900/1567] lr: 3.095e-01, eta: 7:27:07, time: 0.973, data_time: 0.006, memory: 9526, top1_acc: 0.8801, top5_acc: 0.9908, loss_cls: 0.3687, loss: 0.3687, grad_norm: 0.7117 2021-04-04 22:33:24,696 - mmaction - INFO - Epoch [8][920/1567] lr: 3.092e-01, eta: 7:26:44, time: 0.995, data_time: 0.006, memory: 9526, top1_acc: 0.8814, top5_acc: 0.9922, loss_cls: 0.3633, loss: 0.3633, grad_norm: 0.7500 2021-04-04 22:33:45,232 - mmaction - INFO - Epoch [8][940/1567] lr: 3.089e-01, eta: 7:26:22, time: 1.021, data_time: 0.002, memory: 9526, top1_acc: 0.8717, top5_acc: 0.9930, loss_cls: 0.3927, loss: 0.3927, grad_norm: 0.7818 2021-04-04 22:34:04,986 - mmaction - INFO - Epoch [8][960/1567] lr: 3.087e-01, eta: 7:25:59, time: 0.988, data_time: 0.007, memory: 9526, top1_acc: 0.8742, top5_acc: 0.9922, loss_cls: 0.3878, loss: 0.3878, grad_norm: 0.7500 2021-04-04 22:34:24,801 - mmaction - INFO - Epoch [8][980/1567] lr: 3.084e-01, eta: 7:25:36, time: 0.994, data_time: 0.007, memory: 9526, top1_acc: 0.8912, top5_acc: 0.9926, loss_cls: 0.3399, loss: 0.3399, grad_norm: 0.6842 2021-04-04 22:34:45,240 - mmaction - INFO - Epoch [8][1000/1567] lr: 3.081e-01, eta: 7:25:15, time: 1.023, data_time: 0.004, memory: 9526, top1_acc: 0.8842, top5_acc: 0.9934, loss_cls: 0.3493, loss: 0.3493, grad_norm: 0.6924 2021-04-04 22:35:04,687 - mmaction - INFO - Epoch [8][1020/1567] lr: 3.078e-01, eta: 7:24:50, time: 0.963, data_time: 0.002, memory: 9526, top1_acc: 0.8764, top5_acc: 0.9916, loss_cls: 0.3646, loss: 0.3646, grad_norm: 0.7036 2021-04-04 22:35:24,978 - mmaction - INFO - Epoch [8][1040/1567] lr: 3.075e-01, eta: 7:24:29, time: 1.020, data_time: 0.011, memory: 9526, top1_acc: 0.8875, top5_acc: 0.9924, loss_cls: 0.3542, loss: 0.3542, grad_norm: 0.7292 2021-04-04 22:35:44,681 - mmaction - INFO - Epoch [8][1060/1567] lr: 3.073e-01, eta: 7:24:05, time: 0.989, data_time: 0.006, memory: 9526, top1_acc: 0.8879, top5_acc: 0.9916, loss_cls: 0.3554, loss: 0.3554, grad_norm: 0.7219 2021-04-04 22:36:05,120 - mmaction - INFO - Epoch [8][1080/1567] lr: 3.070e-01, eta: 7:23:44, time: 1.017, data_time: 0.002, memory: 9526, top1_acc: 0.8863, top5_acc: 0.9941, loss_cls: 0.3569, loss: 0.3569, grad_norm: 0.7273 2021-04-04 22:36:25,006 - mmaction - INFO - Epoch [8][1100/1567] lr: 3.067e-01, eta: 7:23:21, time: 0.998, data_time: 0.007, memory: 9526, top1_acc: 0.8822, top5_acc: 0.9914, loss_cls: 0.3714, loss: 0.3714, grad_norm: 0.7402 2021-04-04 22:36:44,732 - mmaction - INFO - Epoch [8][1120/1567] lr: 3.064e-01, eta: 7:22:58, time: 0.987, data_time: 0.004, memory: 9526, top1_acc: 0.8848, top5_acc: 0.9920, loss_cls: 0.3568, loss: 0.3568, grad_norm: 0.7251 2021-04-04 22:37:04,524 - mmaction - INFO - Epoch [8][1140/1567] lr: 3.061e-01, eta: 7:22:35, time: 0.987, data_time: 0.003, memory: 9526, top1_acc: 0.8771, top5_acc: 0.9938, loss_cls: 0.3696, loss: 0.3696, grad_norm: 0.7454 2021-04-04 22:37:24,618 - mmaction - INFO - Epoch [8][1160/1567] lr: 3.058e-01, eta: 7:22:12, time: 1.008, data_time: 0.005, memory: 9526, top1_acc: 0.8857, top5_acc: 0.9924, loss_cls: 0.3626, loss: 0.3626, grad_norm: 0.7375 2021-04-04 22:37:44,123 - mmaction - INFO - Epoch [8][1180/1567] lr: 3.056e-01, eta: 7:21:49, time: 0.974, data_time: 0.001, memory: 9526, top1_acc: 0.8756, top5_acc: 0.9906, loss_cls: 0.3941, loss: 0.3941, grad_norm: 0.7805 2021-04-04 22:38:04,444 - mmaction - INFO - Epoch [8][1200/1567] lr: 3.053e-01, eta: 7:21:27, time: 1.010, data_time: 0.003, memory: 9526, top1_acc: 0.8885, top5_acc: 0.9932, loss_cls: 0.3460, loss: 0.3460, grad_norm: 0.7043 2021-04-04 22:38:24,536 - mmaction - INFO - Epoch [8][1220/1567] lr: 3.050e-01, eta: 7:21:05, time: 1.010, data_time: 0.009, memory: 9526, top1_acc: 0.8932, top5_acc: 0.9936, loss_cls: 0.3357, loss: 0.3357, grad_norm: 0.6907 2021-04-04 22:38:44,192 - mmaction - INFO - Epoch [8][1240/1567] lr: 3.047e-01, eta: 7:20:41, time: 0.981, data_time: 0.002, memory: 9526, top1_acc: 0.8861, top5_acc: 0.9930, loss_cls: 0.3500, loss: 0.3500, grad_norm: 0.7008 2021-04-04 22:39:04,078 - mmaction - INFO - Epoch [8][1260/1567] lr: 3.044e-01, eta: 7:20:19, time: 0.996, data_time: 0.023, memory: 9526, top1_acc: 0.8875, top5_acc: 0.9932, loss_cls: 0.3416, loss: 0.3416, grad_norm: 0.7234 2021-04-04 22:39:24,419 - mmaction - INFO - Epoch [8][1280/1567] lr: 3.041e-01, eta: 7:19:57, time: 1.017, data_time: 0.003, memory: 9526, top1_acc: 0.8932, top5_acc: 0.9926, loss_cls: 0.3345, loss: 0.3345, grad_norm: 0.7163 2021-04-04 22:39:44,520 - mmaction - INFO - Epoch [8][1300/1567] lr: 3.039e-01, eta: 7:19:34, time: 1.003, data_time: 0.003, memory: 9526, top1_acc: 0.8926, top5_acc: 0.9928, loss_cls: 0.3462, loss: 0.3462, grad_norm: 0.7149 2021-04-04 22:40:04,432 - mmaction - INFO - Epoch [8][1320/1567] lr: 3.036e-01, eta: 7:19:12, time: 0.999, data_time: 0.007, memory: 9526, top1_acc: 0.8742, top5_acc: 0.9920, loss_cls: 0.3870, loss: 0.3870, grad_norm: 0.8033 2021-04-04 22:40:24,699 - mmaction - INFO - Epoch [8][1340/1567] lr: 3.033e-01, eta: 7:18:50, time: 1.014, data_time: 0.002, memory: 9526, top1_acc: 0.8779, top5_acc: 0.9918, loss_cls: 0.3775, loss: 0.3775, grad_norm: 0.7356 2021-04-04 22:40:44,506 - mmaction - INFO - Epoch [8][1360/1567] lr: 3.030e-01, eta: 7:18:27, time: 0.986, data_time: 0.001, memory: 9526, top1_acc: 0.8771, top5_acc: 0.9914, loss_cls: 0.3780, loss: 0.3780, grad_norm: 0.7665 2021-04-04 22:41:04,227 - mmaction - INFO - Epoch [8][1380/1567] lr: 3.027e-01, eta: 7:18:04, time: 0.984, data_time: 0.009, memory: 9526, top1_acc: 0.8801, top5_acc: 0.9914, loss_cls: 0.3786, loss: 0.3786, grad_norm: 0.7706 2021-04-04 22:41:24,903 - mmaction - INFO - Epoch [8][1400/1567] lr: 3.024e-01, eta: 7:17:43, time: 1.039, data_time: 0.007, memory: 9526, top1_acc: 0.8896, top5_acc: 0.9938, loss_cls: 0.3456, loss: 0.3456, grad_norm: 0.7047 2021-04-04 22:41:44,362 - mmaction - INFO - Epoch [8][1420/1567] lr: 3.021e-01, eta: 7:17:19, time: 0.970, data_time: 0.002, memory: 9526, top1_acc: 0.8861, top5_acc: 0.9922, loss_cls: 0.3512, loss: 0.3512, grad_norm: 0.7212 2021-04-04 22:42:04,241 - mmaction - INFO - Epoch [8][1440/1567] lr: 3.018e-01, eta: 7:16:57, time: 0.997, data_time: 0.005, memory: 9526, top1_acc: 0.8928, top5_acc: 0.9943, loss_cls: 0.3386, loss: 0.3386, grad_norm: 0.7248 2021-04-04 22:42:24,595 - mmaction - INFO - Epoch [8][1460/1567] lr: 3.016e-01, eta: 7:16:35, time: 1.013, data_time: 0.002, memory: 9526, top1_acc: 0.8885, top5_acc: 0.9932, loss_cls: 0.3531, loss: 0.3531, grad_norm: 0.7139 2021-04-04 22:42:44,826 - mmaction - INFO - Epoch [8][1480/1567] lr: 3.013e-01, eta: 7:16:13, time: 1.012, data_time: 0.007, memory: 9526, top1_acc: 0.8836, top5_acc: 0.9936, loss_cls: 0.3485, loss: 0.3485, grad_norm: 0.7542 2021-04-04 22:43:04,439 - mmaction - INFO - Epoch [8][1500/1567] lr: 3.010e-01, eta: 7:15:50, time: 0.986, data_time: 0.006, memory: 9526, top1_acc: 0.8826, top5_acc: 0.9934, loss_cls: 0.3684, loss: 0.3684, grad_norm: 0.7591 2021-04-04 22:43:24,802 - mmaction - INFO - Epoch [8][1520/1567] lr: 3.007e-01, eta: 7:15:28, time: 1.017, data_time: 0.001, memory: 9526, top1_acc: 0.8861, top5_acc: 0.9910, loss_cls: 0.3628, loss: 0.3628, grad_norm: 0.7592 2021-04-04 22:43:44,761 - mmaction - INFO - Epoch [8][1540/1567] lr: 3.004e-01, eta: 7:15:05, time: 0.996, data_time: 0.002, memory: 9526, top1_acc: 0.8762, top5_acc: 0.9916, loss_cls: 0.3840, loss: 0.3840, grad_norm: 0.7685 2021-04-04 22:44:04,480 - mmaction - INFO - Epoch [8][1560/1567] lr: 3.001e-01, eta: 7:14:42, time: 0.987, data_time: 0.004, memory: 9526, top1_acc: 0.8865, top5_acc: 0.9932, loss_cls: 0.3517, loss: 0.3517, grad_norm: 0.7247 2021-04-04 22:44:10,608 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-04-04 22:45:37,224 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-04 22:45:37,300 - mmaction - INFO - top1_acc 0.7595 top5_acc 0.9733 2021-04-04 22:45:37,300 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-04 22:45:37,327 - mmaction - INFO - mean_acc 0.7591 2021-04-04 22:45:37,330 - mmaction - INFO - Epoch(val) [8][1567] top1_acc: 0.7595, top5_acc: 0.9733, mean_class_accuracy: 0.7591 2021-04-04 22:46:36,308 - mmaction - INFO - Epoch [9][20/1567] lr: 2.997e-01, eta: 7:15:16, time: 2.945, data_time: 1.808, memory: 9526, top1_acc: 0.8607, top5_acc: 0.9877, loss_cls: 0.4369, loss: 0.4369, grad_norm: 0.7685 2021-04-04 22:46:56,190 - mmaction - INFO - Epoch [9][40/1567] lr: 2.994e-01, eta: 7:14:53, time: 0.994, data_time: 0.004, memory: 9526, top1_acc: 0.8736, top5_acc: 0.9908, loss_cls: 0.3967, loss: 0.3967, grad_norm: 0.7923 2021-04-04 22:47:15,861 - mmaction - INFO - Epoch [9][60/1567] lr: 2.991e-01, eta: 7:14:30, time: 0.981, data_time: 0.004, memory: 9526, top1_acc: 0.8746, top5_acc: 0.9912, loss_cls: 0.3848, loss: 0.3848, grad_norm: 0.7789 2021-04-04 22:47:35,814 - mmaction - INFO - Epoch [9][80/1567] lr: 2.989e-01, eta: 7:14:07, time: 0.999, data_time: 0.008, memory: 9526, top1_acc: 0.8762, top5_acc: 0.9910, loss_cls: 0.3838, loss: 0.3838, grad_norm: 0.7624 2021-04-04 22:47:55,310 - mmaction - INFO - Epoch [9][100/1567] lr: 2.986e-01, eta: 7:13:44, time: 0.978, data_time: 0.006, memory: 9526, top1_acc: 0.8857, top5_acc: 0.9918, loss_cls: 0.3587, loss: 0.3587, grad_norm: 0.7355 2021-04-04 22:48:14,863 - mmaction - INFO - Epoch [9][120/1567] lr: 2.983e-01, eta: 7:13:20, time: 0.974, data_time: 0.003, memory: 9526, top1_acc: 0.8773, top5_acc: 0.9916, loss_cls: 0.3772, loss: 0.3772, grad_norm: 0.7601 2021-04-04 22:48:34,724 - mmaction - INFO - Epoch [9][140/1567] lr: 2.980e-01, eta: 7:12:58, time: 0.997, data_time: 0.005, memory: 9526, top1_acc: 0.8783, top5_acc: 0.9924, loss_cls: 0.3772, loss: 0.3772, grad_norm: 0.7517 2021-04-04 22:48:55,064 - mmaction - INFO - Epoch [9][160/1567] lr: 2.977e-01, eta: 7:12:36, time: 1.013, data_time: 0.001, memory: 9526, top1_acc: 0.8855, top5_acc: 0.9926, loss_cls: 0.3583, loss: 0.3583, grad_norm: 0.7316 2021-04-04 22:49:14,558 - mmaction - INFO - Epoch [9][180/1567] lr: 2.974e-01, eta: 7:12:12, time: 0.973, data_time: 0.004, memory: 9526, top1_acc: 0.8799, top5_acc: 0.9928, loss_cls: 0.3722, loss: 0.3722, grad_norm: 0.7488 2021-04-04 22:49:34,717 - mmaction - INFO - Epoch [9][200/1567] lr: 2.971e-01, eta: 7:11:50, time: 1.010, data_time: 0.009, memory: 9526, top1_acc: 0.8834, top5_acc: 0.9939, loss_cls: 0.3719, loss: 0.3719, grad_norm: 0.7440 2021-04-04 22:49:54,927 - mmaction - INFO - Epoch [9][220/1567] lr: 2.968e-01, eta: 7:11:28, time: 1.010, data_time: 0.005, memory: 9526, top1_acc: 0.8805, top5_acc: 0.9941, loss_cls: 0.3684, loss: 0.3684, grad_norm: 0.7355 2021-04-04 22:50:14,446 - mmaction - INFO - Epoch [9][240/1567] lr: 2.965e-01, eta: 7:11:05, time: 0.978, data_time: 0.005, memory: 9526, top1_acc: 0.8863, top5_acc: 0.9924, loss_cls: 0.3503, loss: 0.3503, grad_norm: 0.7143 2021-04-04 22:50:34,422 - mmaction - INFO - Epoch [9][260/1567] lr: 2.962e-01, eta: 7:10:42, time: 0.997, data_time: 0.003, memory: 9526, top1_acc: 0.8812, top5_acc: 0.9926, loss_cls: 0.3653, loss: 0.3653, grad_norm: 0.7459 2021-04-04 22:50:54,494 - mmaction - INFO - Epoch [9][280/1567] lr: 2.959e-01, eta: 7:10:20, time: 1.006, data_time: 0.006, memory: 9526, top1_acc: 0.8889, top5_acc: 0.9918, loss_cls: 0.3446, loss: 0.3446, grad_norm: 0.7372 2021-04-04 22:51:15,259 - mmaction - INFO - Epoch [9][300/1567] lr: 2.956e-01, eta: 7:09:59, time: 1.039, data_time: 0.003, memory: 9526, top1_acc: 0.8812, top5_acc: 0.9904, loss_cls: 0.3641, loss: 0.3641, grad_norm: 0.7453 2021-04-04 22:51:34,387 - mmaction - INFO - Epoch [9][320/1567] lr: 2.953e-01, eta: 7:09:35, time: 0.954, data_time: 0.003, memory: 9526, top1_acc: 0.8701, top5_acc: 0.9914, loss_cls: 0.4009, loss: 0.4009, grad_norm: 0.7882 2021-04-04 22:51:54,276 - mmaction - INFO - Epoch [9][340/1567] lr: 2.951e-01, eta: 7:09:12, time: 0.995, data_time: 0.004, memory: 9526, top1_acc: 0.8682, top5_acc: 0.9908, loss_cls: 0.3993, loss: 0.3993, grad_norm: 0.7644 2021-04-04 22:52:14,704 - mmaction - INFO - Epoch [9][360/1567] lr: 2.948e-01, eta: 7:08:50, time: 1.018, data_time: 0.004, memory: 9526, top1_acc: 0.8900, top5_acc: 0.9943, loss_cls: 0.3446, loss: 0.3446, grad_norm: 0.7071 2021-04-04 22:52:34,925 - mmaction - INFO - Epoch [9][380/1567] lr: 2.945e-01, eta: 7:08:29, time: 1.016, data_time: 0.008, memory: 9526, top1_acc: 0.8812, top5_acc: 0.9934, loss_cls: 0.3675, loss: 0.3675, grad_norm: 0.7587 2021-04-04 22:52:54,602 - mmaction - INFO - Epoch [9][400/1567] lr: 2.942e-01, eta: 7:08:06, time: 0.985, data_time: 0.002, memory: 9526, top1_acc: 0.8867, top5_acc: 0.9922, loss_cls: 0.3495, loss: 0.3495, grad_norm: 0.7300 2021-04-04 22:53:14,457 - mmaction - INFO - Epoch [9][420/1567] lr: 2.939e-01, eta: 7:07:43, time: 0.992, data_time: 0.002, memory: 9526, top1_acc: 0.8883, top5_acc: 0.9951, loss_cls: 0.3416, loss: 0.3416, grad_norm: 0.7296 2021-04-04 22:53:34,683 - mmaction - INFO - Epoch [9][440/1567] lr: 2.936e-01, eta: 7:07:21, time: 1.009, data_time: 0.002, memory: 9526, top1_acc: 0.8896, top5_acc: 0.9914, loss_cls: 0.3513, loss: 0.3513, grad_norm: 0.6898 2021-04-04 22:53:54,709 - mmaction - INFO - Epoch [9][460/1567] lr: 2.933e-01, eta: 7:06:59, time: 1.001, data_time: 0.004, memory: 9526, top1_acc: 0.8922, top5_acc: 0.9951, loss_cls: 0.3259, loss: 0.3259, grad_norm: 0.7048 2021-04-04 22:54:14,622 - mmaction - INFO - Epoch [9][480/1567] lr: 2.930e-01, eta: 7:06:36, time: 0.998, data_time: 0.005, memory: 9526, top1_acc: 0.8863, top5_acc: 0.9951, loss_cls: 0.3439, loss: 0.3439, grad_norm: 0.7524 2021-04-04 22:54:34,222 - mmaction - INFO - Epoch [9][500/1567] lr: 2.927e-01, eta: 7:06:13, time: 0.979, data_time: 0.006, memory: 9526, top1_acc: 0.8838, top5_acc: 0.9943, loss_cls: 0.3566, loss: 0.3566, grad_norm: 0.7518 2021-04-04 22:54:54,586 - mmaction - INFO - Epoch [9][520/1567] lr: 2.924e-01, eta: 7:05:51, time: 1.019, data_time: 0.003, memory: 9526, top1_acc: 0.8898, top5_acc: 0.9928, loss_cls: 0.3517, loss: 0.3517, grad_norm: 0.7261 2021-04-04 22:55:14,282 - mmaction - INFO - Epoch [9][540/1567] lr: 2.921e-01, eta: 7:05:28, time: 0.982, data_time: 0.002, memory: 9526, top1_acc: 0.8902, top5_acc: 0.9920, loss_cls: 0.3405, loss: 0.3405, grad_norm: 0.7040 2021-04-04 22:55:35,091 - mmaction - INFO - Epoch [9][560/1567] lr: 2.918e-01, eta: 7:05:08, time: 1.041, data_time: 0.010, memory: 9526, top1_acc: 0.8850, top5_acc: 0.9924, loss_cls: 0.3589, loss: 0.3589, grad_norm: 0.7400 2021-04-04 22:55:54,680 - mmaction - INFO - Epoch [9][580/1567] lr: 2.915e-01, eta: 7:04:44, time: 0.977, data_time: 0.004, memory: 9526, top1_acc: 0.8932, top5_acc: 0.9938, loss_cls: 0.3330, loss: 0.3330, grad_norm: 0.7035 2021-04-04 22:56:14,467 - mmaction - INFO - Epoch [9][600/1567] lr: 2.912e-01, eta: 7:04:22, time: 0.991, data_time: 0.007, memory: 9526, top1_acc: 0.8951, top5_acc: 0.9947, loss_cls: 0.3318, loss: 0.3318, grad_norm: 0.6889 2021-04-04 22:56:34,237 - mmaction - INFO - Epoch [9][620/1567] lr: 2.909e-01, eta: 7:03:59, time: 0.991, data_time: 0.005, memory: 9526, top1_acc: 0.9074, top5_acc: 0.9963, loss_cls: 0.2944, loss: 0.2944, grad_norm: 0.6590 2021-04-04 22:56:54,399 - mmaction - INFO - Epoch [9][640/1567] lr: 2.906e-01, eta: 7:03:37, time: 1.008, data_time: 0.003, memory: 9526, top1_acc: 0.8953, top5_acc: 0.9939, loss_cls: 0.3341, loss: 0.3341, grad_norm: 0.7510 2021-04-04 22:57:14,785 - mmaction - INFO - Epoch [9][660/1567] lr: 2.903e-01, eta: 7:03:15, time: 1.017, data_time: 0.013, memory: 9526, top1_acc: 0.9020, top5_acc: 0.9945, loss_cls: 0.3125, loss: 0.3125, grad_norm: 0.6839 2021-04-04 22:57:34,447 - mmaction - INFO - Epoch [9][680/1567] lr: 2.900e-01, eta: 7:02:53, time: 0.986, data_time: 0.005, memory: 9526, top1_acc: 0.8885, top5_acc: 0.9938, loss_cls: 0.3380, loss: 0.3380, grad_norm: 0.7459 2021-04-04 22:57:54,596 - mmaction - INFO - Epoch [9][700/1567] lr: 2.897e-01, eta: 7:02:30, time: 1.003, data_time: 0.003, memory: 9526, top1_acc: 0.8818, top5_acc: 0.9934, loss_cls: 0.3662, loss: 0.3662, grad_norm: 0.7749 2021-04-04 22:58:14,506 - mmaction - INFO - Epoch [9][720/1567] lr: 2.894e-01, eta: 7:02:08, time: 0.999, data_time: 0.008, memory: 9526, top1_acc: 0.8811, top5_acc: 0.9934, loss_cls: 0.3609, loss: 0.3609, grad_norm: 0.7540 2021-04-04 22:58:34,727 - mmaction - INFO - Epoch [9][740/1567] lr: 2.891e-01, eta: 7:01:46, time: 1.008, data_time: 0.004, memory: 9526, top1_acc: 0.8775, top5_acc: 0.9928, loss_cls: 0.3788, loss: 0.3788, grad_norm: 0.7820 2021-04-04 22:58:54,581 - mmaction - INFO - Epoch [9][760/1567] lr: 2.888e-01, eta: 7:01:24, time: 0.996, data_time: 0.007, memory: 9526, top1_acc: 0.8869, top5_acc: 0.9926, loss_cls: 0.3459, loss: 0.3459, grad_norm: 0.7245 2021-04-04 22:59:15,019 - mmaction - INFO - Epoch [9][780/1567] lr: 2.885e-01, eta: 7:01:02, time: 1.023, data_time: 0.004, memory: 9526, top1_acc: 0.8844, top5_acc: 0.9938, loss_cls: 0.3572, loss: 0.3572, grad_norm: 0.7530 2021-04-04 22:59:34,792 - mmaction - INFO - Epoch [9][800/1567] lr: 2.882e-01, eta: 7:00:40, time: 0.987, data_time: 0.003, memory: 9526, top1_acc: 0.8939, top5_acc: 0.9928, loss_cls: 0.3307, loss: 0.3307, grad_norm: 0.7221 2021-04-04 22:59:54,940 - mmaction - INFO - Epoch [9][820/1567] lr: 2.879e-01, eta: 7:00:18, time: 1.005, data_time: 0.004, memory: 9526, top1_acc: 0.8846, top5_acc: 0.9916, loss_cls: 0.3585, loss: 0.3585, grad_norm: 0.7389 2021-04-04 23:00:14,668 - mmaction - INFO - Epoch [9][840/1567] lr: 2.876e-01, eta: 6:59:55, time: 0.987, data_time: 0.007, memory: 9526, top1_acc: 0.8855, top5_acc: 0.9932, loss_cls: 0.3404, loss: 0.3404, grad_norm: 0.7564 2021-04-04 23:00:35,121 - mmaction - INFO - Epoch [9][860/1567] lr: 2.873e-01, eta: 6:59:34, time: 1.026, data_time: 0.006, memory: 9526, top1_acc: 0.8939, top5_acc: 0.9943, loss_cls: 0.3262, loss: 0.3262, grad_norm: 0.6943 2021-04-04 23:00:55,023 - mmaction - INFO - Epoch [9][880/1567] lr: 2.870e-01, eta: 6:59:11, time: 0.995, data_time: 0.002, memory: 9526, top1_acc: 0.8904, top5_acc: 0.9941, loss_cls: 0.3421, loss: 0.3421, grad_norm: 0.7355 2021-04-04 23:01:14,760 - mmaction - INFO - Epoch [9][900/1567] lr: 2.867e-01, eta: 6:58:48, time: 0.984, data_time: 0.003, memory: 9526, top1_acc: 0.8861, top5_acc: 0.9938, loss_cls: 0.3523, loss: 0.3523, grad_norm: 0.7620 2021-04-04 23:01:34,146 - mmaction - INFO - Epoch [9][920/1567] lr: 2.864e-01, eta: 6:58:25, time: 0.972, data_time: 0.005, memory: 9526, top1_acc: 0.8840, top5_acc: 0.9924, loss_cls: 0.3709, loss: 0.3709, grad_norm: 0.7517 2021-04-04 23:01:54,185 - mmaction - INFO - Epoch [9][940/1567] lr: 2.861e-01, eta: 6:58:03, time: 1.000, data_time: 0.003, memory: 9526, top1_acc: 0.8893, top5_acc: 0.9922, loss_cls: 0.3467, loss: 0.3467, grad_norm: 0.7726 2021-04-04 23:02:14,145 - mmaction - INFO - Epoch [9][960/1567] lr: 2.858e-01, eta: 6:57:41, time: 0.997, data_time: 0.005, memory: 9526, top1_acc: 0.8893, top5_acc: 0.9908, loss_cls: 0.3461, loss: 0.3461, grad_norm: 0.7225 2021-04-04 23:02:34,344 - mmaction - INFO - Epoch [9][980/1567] lr: 2.855e-01, eta: 6:57:19, time: 1.013, data_time: 0.005, memory: 9526, top1_acc: 0.8902, top5_acc: 0.9928, loss_cls: 0.3390, loss: 0.3390, grad_norm: 0.7275 2021-04-04 23:02:53,997 - mmaction - INFO - Epoch [9][1000/1567] lr: 2.852e-01, eta: 6:56:56, time: 0.979, data_time: 0.002, memory: 9526, top1_acc: 0.8867, top5_acc: 0.9924, loss_cls: 0.3463, loss: 0.3463, grad_norm: 0.7409 2021-04-04 23:03:14,141 - mmaction - INFO - Epoch [9][1020/1567] lr: 2.849e-01, eta: 6:56:34, time: 1.011, data_time: 0.006, memory: 9526, top1_acc: 0.8932, top5_acc: 0.9938, loss_cls: 0.3351, loss: 0.3351, grad_norm: 0.7440 2021-04-04 23:03:34,117 - mmaction - INFO - Epoch [9][1040/1567] lr: 2.846e-01, eta: 6:56:12, time: 0.999, data_time: 0.002, memory: 9526, top1_acc: 0.8873, top5_acc: 0.9926, loss_cls: 0.3550, loss: 0.3550, grad_norm: 0.7464 2021-04-04 23:03:53,983 - mmaction - INFO - Epoch [9][1060/1567] lr: 2.843e-01, eta: 6:55:49, time: 0.990, data_time: 0.003, memory: 9526, top1_acc: 0.8926, top5_acc: 0.9922, loss_cls: 0.3385, loss: 0.3385, grad_norm: 0.7395 2021-04-04 23:04:13,907 - mmaction - INFO - Epoch [9][1080/1567] lr: 2.840e-01, eta: 6:55:27, time: 1.000, data_time: 0.007, memory: 9526, top1_acc: 0.8973, top5_acc: 0.9947, loss_cls: 0.3315, loss: 0.3315, grad_norm: 0.7378 2021-04-04 23:04:34,011 - mmaction - INFO - Epoch [9][1100/1567] lr: 2.837e-01, eta: 6:55:05, time: 1.005, data_time: 0.002, memory: 9526, top1_acc: 0.8936, top5_acc: 0.9932, loss_cls: 0.3241, loss: 0.3241, grad_norm: 0.7336 2021-04-04 23:04:53,980 - mmaction - INFO - Epoch [9][1120/1567] lr: 2.834e-01, eta: 6:54:43, time: 0.997, data_time: 0.002, memory: 9526, top1_acc: 0.8861, top5_acc: 0.9934, loss_cls: 0.3557, loss: 0.3557, grad_norm: 0.7771 2021-04-04 23:05:14,181 - mmaction - INFO - Epoch [9][1140/1567] lr: 2.831e-01, eta: 6:54:21, time: 1.009, data_time: 0.003, memory: 9526, top1_acc: 0.8926, top5_acc: 0.9949, loss_cls: 0.3344, loss: 0.3344, grad_norm: 0.7301 2021-04-04 23:05:33,857 - mmaction - INFO - Epoch [9][1160/1567] lr: 2.828e-01, eta: 6:53:59, time: 0.986, data_time: 0.005, memory: 9526, top1_acc: 0.8914, top5_acc: 0.9947, loss_cls: 0.3308, loss: 0.3308, grad_norm: 0.7214 2021-04-04 23:05:53,412 - mmaction - INFO - Epoch [9][1180/1567] lr: 2.825e-01, eta: 6:53:36, time: 0.977, data_time: 0.002, memory: 9526, top1_acc: 0.8883, top5_acc: 0.9939, loss_cls: 0.3348, loss: 0.3348, grad_norm: 0.7647 2021-04-04 23:06:13,794 - mmaction - INFO - Epoch [9][1200/1567] lr: 2.822e-01, eta: 6:53:14, time: 1.015, data_time: 0.006, memory: 9526, top1_acc: 0.8836, top5_acc: 0.9947, loss_cls: 0.3562, loss: 0.3562, grad_norm: 0.7867 2021-04-04 23:06:34,376 - mmaction - INFO - Epoch [9][1220/1567] lr: 2.819e-01, eta: 6:52:53, time: 1.034, data_time: 0.007, memory: 9526, top1_acc: 0.8924, top5_acc: 0.9928, loss_cls: 0.3377, loss: 0.3377, grad_norm: 0.7158 2021-04-04 23:06:53,867 - mmaction - INFO - Epoch [9][1240/1567] lr: 2.816e-01, eta: 6:52:30, time: 0.972, data_time: 0.003, memory: 9526, top1_acc: 0.8971, top5_acc: 0.9938, loss_cls: 0.3172, loss: 0.3172, grad_norm: 0.7062 2021-04-04 23:07:13,868 - mmaction - INFO - Epoch [9][1260/1567] lr: 2.813e-01, eta: 6:52:08, time: 1.002, data_time: 0.005, memory: 9526, top1_acc: 0.9006, top5_acc: 0.9939, loss_cls: 0.3155, loss: 0.3155, grad_norm: 0.7247 2021-04-04 23:07:34,073 - mmaction - INFO - Epoch [9][1280/1567] lr: 2.810e-01, eta: 6:51:46, time: 1.008, data_time: 0.008, memory: 9526, top1_acc: 0.8900, top5_acc: 0.9939, loss_cls: 0.3430, loss: 0.3430, grad_norm: 0.7706 2021-04-04 23:07:53,953 - mmaction - INFO - Epoch [9][1300/1567] lr: 2.807e-01, eta: 6:51:24, time: 0.992, data_time: 0.009, memory: 9526, top1_acc: 0.8914, top5_acc: 0.9926, loss_cls: 0.3315, loss: 0.3315, grad_norm: 0.7557 2021-04-04 23:08:14,149 - mmaction - INFO - Epoch [9][1320/1567] lr: 2.803e-01, eta: 6:51:02, time: 1.011, data_time: 0.007, memory: 9526, top1_acc: 0.8861, top5_acc: 0.9939, loss_cls: 0.3456, loss: 0.3456, grad_norm: 0.7533 2021-04-04 23:08:34,392 - mmaction - INFO - Epoch [9][1340/1567] lr: 2.800e-01, eta: 6:50:40, time: 1.012, data_time: 0.005, memory: 9526, top1_acc: 0.8953, top5_acc: 0.9938, loss_cls: 0.3316, loss: 0.3316, grad_norm: 0.7144 2021-04-04 23:08:53,854 - mmaction - INFO - Epoch [9][1360/1567] lr: 2.797e-01, eta: 6:50:18, time: 0.977, data_time: 0.005, memory: 9526, top1_acc: 0.8871, top5_acc: 0.9926, loss_cls: 0.3424, loss: 0.3424, grad_norm: 0.7542 2021-04-04 23:09:13,543 - mmaction - INFO - Epoch [9][1380/1567] lr: 2.794e-01, eta: 6:49:55, time: 0.980, data_time: 0.001, memory: 9526, top1_acc: 0.8814, top5_acc: 0.9943, loss_cls: 0.3593, loss: 0.3593, grad_norm: 0.7537 2021-04-04 23:09:33,868 - mmaction - INFO - Epoch [9][1400/1567] lr: 2.791e-01, eta: 6:49:33, time: 1.018, data_time: 0.008, memory: 9526, top1_acc: 0.8883, top5_acc: 0.9939, loss_cls: 0.3351, loss: 0.3351, grad_norm: 0.7626 2021-04-04 23:09:53,307 - mmaction - INFO - Epoch [9][1420/1567] lr: 2.788e-01, eta: 6:49:10, time: 0.970, data_time: 0.004, memory: 9526, top1_acc: 0.8895, top5_acc: 0.9918, loss_cls: 0.3491, loss: 0.3491, grad_norm: 0.7498 2021-04-04 23:10:13,630 - mmaction - INFO - Epoch [9][1440/1567] lr: 2.785e-01, eta: 6:48:49, time: 1.019, data_time: 0.058, memory: 9526, top1_acc: 0.8842, top5_acc: 0.9930, loss_cls: 0.3645, loss: 0.3645, grad_norm: 0.7613 2021-04-04 23:10:33,892 - mmaction - INFO - Epoch [9][1460/1567] lr: 2.782e-01, eta: 6:48:27, time: 1.011, data_time: 0.006, memory: 9526, top1_acc: 0.8912, top5_acc: 0.9947, loss_cls: 0.3415, loss: 0.3415, grad_norm: 0.7383 2021-04-04 23:10:54,099 - mmaction - INFO - Epoch [9][1480/1567] lr: 2.779e-01, eta: 6:48:06, time: 1.012, data_time: 0.006, memory: 9526, top1_acc: 0.9000, top5_acc: 0.9957, loss_cls: 0.3120, loss: 0.3120, grad_norm: 0.7191 2021-04-04 23:11:14,333 - mmaction - INFO - Epoch [9][1500/1567] lr: 2.776e-01, eta: 6:47:44, time: 1.013, data_time: 0.003, memory: 9526, top1_acc: 0.8953, top5_acc: 0.9957, loss_cls: 0.3228, loss: 0.3228, grad_norm: 0.7393 2021-04-04 23:11:34,026 - mmaction - INFO - Epoch [9][1520/1567] lr: 2.773e-01, eta: 6:47:22, time: 0.985, data_time: 0.003, memory: 9526, top1_acc: 0.8936, top5_acc: 0.9947, loss_cls: 0.3282, loss: 0.3282, grad_norm: 0.7331 2021-04-04 23:11:53,620 - mmaction - INFO - Epoch [9][1540/1567] lr: 2.770e-01, eta: 6:46:59, time: 0.979, data_time: 0.002, memory: 9526, top1_acc: 0.8898, top5_acc: 0.9926, loss_cls: 0.3423, loss: 0.3423, grad_norm: 0.7558 2021-04-04 23:12:13,898 - mmaction - INFO - Epoch [9][1560/1567] lr: 2.767e-01, eta: 6:46:37, time: 1.014, data_time: 0.004, memory: 9526, top1_acc: 0.8971, top5_acc: 0.9938, loss_cls: 0.3265, loss: 0.3265, grad_norm: 0.7741 2021-04-04 23:12:20,408 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-04-04 23:13:45,802 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-04 23:13:45,882 - mmaction - INFO - top1_acc 0.7553 top5_acc 0.9591 2021-04-04 23:13:45,882 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-04 23:13:45,912 - mmaction - INFO - mean_acc 0.7552 2021-04-04 23:13:45,915 - mmaction - INFO - Epoch(val) [9][1567] top1_acc: 0.7553, top5_acc: 0.9591, mean_class_accuracy: 0.7552 2021-04-04 23:14:43,665 - mmaction - INFO - Epoch [10][20/1567] lr: 2.762e-01, eta: 6:46:59, time: 2.882, data_time: 1.792, memory: 9526, top1_acc: 0.8691, top5_acc: 0.9900, loss_cls: 0.4256, loss: 0.4256, grad_norm: 0.8174 2021-04-04 23:15:04,042 - mmaction - INFO - Epoch [10][40/1567] lr: 2.759e-01, eta: 6:46:37, time: 1.021, data_time: 0.006, memory: 9526, top1_acc: 0.8781, top5_acc: 0.9920, loss_cls: 0.3806, loss: 0.3806, grad_norm: 0.7730 2021-04-04 23:15:23,998 - mmaction - INFO - Epoch [10][60/1567] lr: 2.756e-01, eta: 6:46:15, time: 0.997, data_time: 0.004, memory: 9526, top1_acc: 0.8859, top5_acc: 0.9918, loss_cls: 0.3594, loss: 0.3594, grad_norm: 0.7629 2021-04-04 23:15:43,937 - mmaction - INFO - Epoch [10][80/1567] lr: 2.753e-01, eta: 6:45:53, time: 0.997, data_time: 0.005, memory: 9526, top1_acc: 0.8912, top5_acc: 0.9945, loss_cls: 0.3375, loss: 0.3375, grad_norm: 0.7331 2021-04-04 23:16:04,411 - mmaction - INFO - Epoch [10][100/1567] lr: 2.750e-01, eta: 6:45:31, time: 1.022, data_time: 0.004, memory: 9526, top1_acc: 0.8922, top5_acc: 0.9928, loss_cls: 0.3312, loss: 0.3312, grad_norm: 0.7374 2021-04-04 23:16:24,531 - mmaction - INFO - Epoch [10][120/1567] lr: 2.747e-01, eta: 6:45:09, time: 1.009, data_time: 0.006, memory: 9526, top1_acc: 0.8906, top5_acc: 0.9930, loss_cls: 0.3459, loss: 0.3459, grad_norm: 0.7670 2021-04-04 23:16:44,108 - mmaction - INFO - Epoch [10][140/1567] lr: 2.744e-01, eta: 6:44:47, time: 0.977, data_time: 0.004, memory: 9526, top1_acc: 0.8824, top5_acc: 0.9920, loss_cls: 0.3720, loss: 0.3720, grad_norm: 0.7914 2021-04-04 23:17:03,588 - mmaction - INFO - Epoch [10][160/1567] lr: 2.741e-01, eta: 6:44:24, time: 0.978, data_time: 0.005, memory: 9526, top1_acc: 0.8854, top5_acc: 0.9939, loss_cls: 0.3542, loss: 0.3542, grad_norm: 0.7609 2021-04-04 23:17:23,492 - mmaction - INFO - Epoch [10][180/1567] lr: 2.738e-01, eta: 6:44:02, time: 0.994, data_time: 0.002, memory: 9526, top1_acc: 0.8842, top5_acc: 0.9914, loss_cls: 0.3662, loss: 0.3662, grad_norm: 0.7721 2021-04-04 23:17:43,817 - mmaction - INFO - Epoch [10][200/1567] lr: 2.735e-01, eta: 6:43:40, time: 1.014, data_time: 0.003, memory: 9526, top1_acc: 0.8855, top5_acc: 0.9930, loss_cls: 0.3669, loss: 0.3669, grad_norm: 0.7683 2021-04-04 23:18:03,393 - mmaction - INFO - Epoch [10][220/1567] lr: 2.731e-01, eta: 6:43:17, time: 0.981, data_time: 0.006, memory: 9526, top1_acc: 0.8934, top5_acc: 0.9943, loss_cls: 0.3208, loss: 0.3208, grad_norm: 0.7437 2021-04-04 23:18:23,442 - mmaction - INFO - Epoch [10][240/1567] lr: 2.728e-01, eta: 6:42:55, time: 1.001, data_time: 0.006, memory: 9526, top1_acc: 0.8793, top5_acc: 0.9926, loss_cls: 0.3673, loss: 0.3673, grad_norm: 0.7826 2021-04-04 23:18:43,010 - mmaction - INFO - Epoch [10][260/1567] lr: 2.725e-01, eta: 6:42:32, time: 0.976, data_time: 0.005, memory: 9526, top1_acc: 0.8879, top5_acc: 0.9934, loss_cls: 0.3517, loss: 0.3517, grad_norm: 0.7322 2021-04-04 23:19:03,458 - mmaction - INFO - Epoch [10][280/1567] lr: 2.722e-01, eta: 6:42:11, time: 1.028, data_time: 0.006, memory: 9526, top1_acc: 0.8924, top5_acc: 0.9908, loss_cls: 0.3350, loss: 0.3350, grad_norm: 0.7236 2021-04-04 23:19:23,254 - mmaction - INFO - Epoch [10][300/1567] lr: 2.719e-01, eta: 6:41:49, time: 0.987, data_time: 0.002, memory: 9526, top1_acc: 0.8887, top5_acc: 0.9945, loss_cls: 0.3368, loss: 0.3368, grad_norm: 0.7417 2021-04-04 23:19:42,837 - mmaction - INFO - Epoch [10][320/1567] lr: 2.716e-01, eta: 6:41:26, time: 0.981, data_time: 0.004, memory: 9526, top1_acc: 0.8969, top5_acc: 0.9947, loss_cls: 0.3198, loss: 0.3198, grad_norm: 0.7711 2021-04-04 23:20:02,655 - mmaction - INFO - Epoch [10][340/1567] lr: 2.713e-01, eta: 6:41:04, time: 0.991, data_time: 0.002, memory: 9526, top1_acc: 0.8975, top5_acc: 0.9939, loss_cls: 0.3278, loss: 0.3278, grad_norm: 0.7344 2021-04-04 23:20:22,909 - mmaction - INFO - Epoch [10][360/1567] lr: 2.710e-01, eta: 6:40:42, time: 1.013, data_time: 0.003, memory: 9526, top1_acc: 0.8980, top5_acc: 0.9945, loss_cls: 0.3186, loss: 0.3186, grad_norm: 0.7221 2021-04-04 23:20:42,623 - mmaction - INFO - Epoch [10][380/1567] lr: 2.706e-01, eta: 6:40:20, time: 0.985, data_time: 0.002, memory: 9526, top1_acc: 0.8973, top5_acc: 0.9939, loss_cls: 0.3241, loss: 0.3241, grad_norm: 0.7294 2021-04-04 23:21:02,672 - mmaction - INFO - Epoch [10][400/1567] lr: 2.703e-01, eta: 6:39:58, time: 1.000, data_time: 0.003, memory: 9526, top1_acc: 0.8910, top5_acc: 0.9936, loss_cls: 0.3399, loss: 0.3399, grad_norm: 0.7353 2021-04-04 23:21:23,120 - mmaction - INFO - Epoch [10][420/1567] lr: 2.700e-01, eta: 6:39:37, time: 1.025, data_time: 0.005, memory: 9526, top1_acc: 0.8969, top5_acc: 0.9932, loss_cls: 0.3253, loss: 0.3253, grad_norm: 0.7356 2021-04-04 23:21:42,735 - mmaction - INFO - Epoch [10][440/1567] lr: 2.697e-01, eta: 6:39:14, time: 0.977, data_time: 0.003, memory: 9526, top1_acc: 0.8934, top5_acc: 0.9936, loss_cls: 0.3390, loss: 0.3390, grad_norm: 0.7611 2021-04-04 23:22:02,603 - mmaction - INFO - Epoch [10][460/1567] lr: 2.694e-01, eta: 6:38:52, time: 0.996, data_time: 0.010, memory: 9526, top1_acc: 0.8938, top5_acc: 0.9934, loss_cls: 0.3249, loss: 0.3249, grad_norm: 0.7109 2021-04-04 23:22:22,511 - mmaction - INFO - Epoch [10][480/1567] lr: 2.691e-01, eta: 6:38:30, time: 0.996, data_time: 0.003, memory: 9526, top1_acc: 0.8953, top5_acc: 0.9918, loss_cls: 0.3288, loss: 0.3288, grad_norm: 0.7422 2021-04-04 23:22:42,586 - mmaction - INFO - Epoch [10][500/1567] lr: 2.688e-01, eta: 6:38:08, time: 0.999, data_time: 0.004, memory: 9526, top1_acc: 0.8955, top5_acc: 0.9930, loss_cls: 0.3303, loss: 0.3303, grad_norm: 0.7643 2021-04-04 23:23:01,942 - mmaction - INFO - Epoch [10][520/1567] lr: 2.685e-01, eta: 6:37:45, time: 0.972, data_time: 0.007, memory: 9526, top1_acc: 0.8947, top5_acc: 0.9930, loss_cls: 0.3304, loss: 0.3304, grad_norm: 0.7281 2021-04-04 23:23:22,367 - mmaction - INFO - Epoch [10][540/1567] lr: 2.681e-01, eta: 6:37:23, time: 1.019, data_time: 0.003, memory: 9526, top1_acc: 0.8984, top5_acc: 0.9961, loss_cls: 0.3064, loss: 0.3064, grad_norm: 0.7199 2021-04-04 23:23:41,890 - mmaction - INFO - Epoch [10][560/1567] lr: 2.678e-01, eta: 6:37:01, time: 0.974, data_time: 0.005, memory: 9526, top1_acc: 0.8955, top5_acc: 0.9928, loss_cls: 0.3242, loss: 0.3242, grad_norm: 0.7457 2021-04-04 23:24:02,055 - mmaction - INFO - Epoch [10][580/1567] lr: 2.675e-01, eta: 6:36:39, time: 1.011, data_time: 0.007, memory: 9526, top1_acc: 0.8891, top5_acc: 0.9928, loss_cls: 0.3365, loss: 0.3365, grad_norm: 0.7597 2021-04-04 23:24:22,411 - mmaction - INFO - Epoch [10][600/1567] lr: 2.672e-01, eta: 6:36:18, time: 1.018, data_time: 0.003, memory: 9526, top1_acc: 0.8893, top5_acc: 0.9924, loss_cls: 0.3582, loss: 0.3582, grad_norm: 0.7736 2021-04-04 23:24:41,990 - mmaction - INFO - Epoch [10][620/1567] lr: 2.669e-01, eta: 6:35:55, time: 0.980, data_time: 0.005, memory: 9526, top1_acc: 0.8916, top5_acc: 0.9928, loss_cls: 0.3415, loss: 0.3415, grad_norm: 0.7436 2021-04-04 23:25:01,887 - mmaction - INFO - Epoch [10][640/1567] lr: 2.666e-01, eta: 6:35:33, time: 0.996, data_time: 0.003, memory: 9526, top1_acc: 0.8977, top5_acc: 0.9930, loss_cls: 0.3276, loss: 0.3276, grad_norm: 0.7446 2021-04-04 23:25:21,652 - mmaction - INFO - Epoch [10][660/1567] lr: 2.663e-01, eta: 6:35:10, time: 0.983, data_time: 0.002, memory: 9526, top1_acc: 0.9008, top5_acc: 0.9955, loss_cls: 0.3047, loss: 0.3047, grad_norm: 0.7491 2021-04-04 23:25:41,544 - mmaction - INFO - Epoch [10][680/1567] lr: 2.659e-01, eta: 6:34:49, time: 0.999, data_time: 0.009, memory: 9526, top1_acc: 0.8984, top5_acc: 0.9947, loss_cls: 0.3071, loss: 0.3071, grad_norm: 0.7134 2021-04-04 23:26:01,588 - mmaction - INFO - Epoch [10][700/1567] lr: 2.656e-01, eta: 6:34:27, time: 1.002, data_time: 0.004, memory: 9526, top1_acc: 0.9020, top5_acc: 0.9949, loss_cls: 0.3077, loss: 0.3077, grad_norm: 0.7169 2021-04-04 23:26:21,281 - mmaction - INFO - Epoch [10][720/1567] lr: 2.653e-01, eta: 6:34:04, time: 0.985, data_time: 0.004, memory: 9526, top1_acc: 0.8988, top5_acc: 0.9939, loss_cls: 0.3069, loss: 0.3069, grad_norm: 0.7343 2021-04-04 23:26:41,284 - mmaction - INFO - Epoch [10][740/1567] lr: 2.650e-01, eta: 6:33:42, time: 1.002, data_time: 0.003, memory: 9526, top1_acc: 0.9090, top5_acc: 0.9969, loss_cls: 0.2896, loss: 0.2896, grad_norm: 0.7198 2021-04-04 23:27:00,810 - mmaction - INFO - Epoch [10][760/1567] lr: 2.647e-01, eta: 6:33:20, time: 0.975, data_time: 0.002, memory: 9526, top1_acc: 0.8996, top5_acc: 0.9955, loss_cls: 0.3155, loss: 0.3155, grad_norm: 0.7659 2021-04-04 23:27:21,108 - mmaction - INFO - Epoch [10][780/1567] lr: 2.644e-01, eta: 6:32:58, time: 1.016, data_time: 0.004, memory: 9526, top1_acc: 0.9072, top5_acc: 0.9951, loss_cls: 0.2996, loss: 0.2996, grad_norm: 0.7033 2021-04-04 23:27:40,632 - mmaction - INFO - Epoch [10][800/1567] lr: 2.640e-01, eta: 6:32:36, time: 0.976, data_time: 0.006, memory: 9526, top1_acc: 0.8926, top5_acc: 0.9932, loss_cls: 0.3370, loss: 0.3370, grad_norm: 0.7822 2021-04-04 23:28:00,202 - mmaction - INFO - Epoch [10][820/1567] lr: 2.637e-01, eta: 6:32:13, time: 0.977, data_time: 0.003, memory: 9526, top1_acc: 0.8891, top5_acc: 0.9959, loss_cls: 0.3350, loss: 0.3350, grad_norm: 0.7722 2021-04-04 23:28:20,221 - mmaction - INFO - Epoch [10][840/1567] lr: 2.634e-01, eta: 6:31:51, time: 1.003, data_time: 0.018, memory: 9526, top1_acc: 0.9041, top5_acc: 0.9926, loss_cls: 0.3114, loss: 0.3114, grad_norm: 0.7216 2021-04-04 23:28:40,062 - mmaction - INFO - Epoch [10][860/1567] lr: 2.631e-01, eta: 6:31:29, time: 0.989, data_time: 0.002, memory: 9526, top1_acc: 0.9000, top5_acc: 0.9932, loss_cls: 0.3266, loss: 0.3266, grad_norm: 0.7597 2021-04-04 23:29:00,339 - mmaction - INFO - Epoch [10][880/1567] lr: 2.628e-01, eta: 6:31:08, time: 1.016, data_time: 0.006, memory: 9526, top1_acc: 0.8979, top5_acc: 0.9947, loss_cls: 0.3126, loss: 0.3126, grad_norm: 0.7089 2021-04-04 23:29:19,993 - mmaction - INFO - Epoch [10][900/1567] lr: 2.625e-01, eta: 6:30:45, time: 0.979, data_time: 0.003, memory: 9526, top1_acc: 0.9051, top5_acc: 0.9959, loss_cls: 0.2958, loss: 0.2958, grad_norm: 0.7087 2021-04-04 23:29:40,037 - mmaction - INFO - Epoch [10][920/1567] lr: 2.621e-01, eta: 6:30:23, time: 1.005, data_time: 0.007, memory: 9526, top1_acc: 0.9000, top5_acc: 0.9941, loss_cls: 0.3138, loss: 0.3138, grad_norm: 0.7430 2021-04-04 23:30:00,246 - mmaction - INFO - Epoch [10][940/1567] lr: 2.618e-01, eta: 6:30:02, time: 1.010, data_time: 0.003, memory: 9526, top1_acc: 0.9020, top5_acc: 0.9926, loss_cls: 0.3171, loss: 0.3171, grad_norm: 0.7260 2021-04-04 23:30:20,203 - mmaction - INFO - Epoch [10][960/1567] lr: 2.615e-01, eta: 6:29:40, time: 0.999, data_time: 0.003, memory: 9526, top1_acc: 0.8924, top5_acc: 0.9951, loss_cls: 0.3213, loss: 0.3213, grad_norm: 0.7618 2021-04-04 23:30:40,607 - mmaction - INFO - Epoch [10][980/1567] lr: 2.612e-01, eta: 6:29:19, time: 1.016, data_time: 0.003, memory: 9526, top1_acc: 0.8969, top5_acc: 0.9947, loss_cls: 0.3236, loss: 0.3236, grad_norm: 0.7415 2021-04-04 23:31:00,167 - mmaction - INFO - Epoch [10][1000/1567] lr: 2.609e-01, eta: 6:28:56, time: 0.983, data_time: 0.012, memory: 9526, top1_acc: 0.9016, top5_acc: 0.9934, loss_cls: 0.3140, loss: 0.3140, grad_norm: 0.7282 2021-04-04 23:31:20,589 - mmaction - INFO - Epoch [10][1020/1567] lr: 2.605e-01, eta: 6:28:35, time: 1.020, data_time: 0.002, memory: 9526, top1_acc: 0.9004, top5_acc: 0.9939, loss_cls: 0.3059, loss: 0.3059, grad_norm: 0.7228 2021-04-04 23:31:39,741 - mmaction - INFO - Epoch [10][1040/1567] lr: 2.602e-01, eta: 6:28:12, time: 0.956, data_time: 0.006, memory: 9526, top1_acc: 0.8885, top5_acc: 0.9934, loss_cls: 0.3450, loss: 0.3450, grad_norm: 0.8260 2021-04-04 23:31:59,701 - mmaction - INFO - Epoch [10][1060/1567] lr: 2.599e-01, eta: 6:27:50, time: 0.995, data_time: 0.006, memory: 9526, top1_acc: 0.8988, top5_acc: 0.9941, loss_cls: 0.3277, loss: 0.3277, grad_norm: 0.7731 2021-04-04 23:32:19,644 - mmaction - INFO - Epoch [10][1080/1567] lr: 2.596e-01, eta: 6:27:28, time: 1.003, data_time: 0.008, memory: 9526, top1_acc: 0.8916, top5_acc: 0.9932, loss_cls: 0.3236, loss: 0.3236, grad_norm: 0.7589 2021-04-04 23:32:39,396 - mmaction - INFO - Epoch [10][1100/1567] lr: 2.593e-01, eta: 6:27:06, time: 0.986, data_time: 0.003, memory: 9526, top1_acc: 0.8980, top5_acc: 0.9945, loss_cls: 0.3168, loss: 0.3168, grad_norm: 0.7423 2021-04-04 23:32:59,222 - mmaction - INFO - Epoch [10][1120/1567] lr: 2.590e-01, eta: 6:26:44, time: 0.992, data_time: 0.004, memory: 9526, top1_acc: 0.9025, top5_acc: 0.9953, loss_cls: 0.2961, loss: 0.2961, grad_norm: 0.7409 2021-04-04 23:33:19,193 - mmaction - INFO - Epoch [10][1140/1567] lr: 2.586e-01, eta: 6:26:22, time: 0.998, data_time: 0.009, memory: 9526, top1_acc: 0.8996, top5_acc: 0.9949, loss_cls: 0.3066, loss: 0.3066, grad_norm: 0.7537 2021-04-04 23:33:39,260 - mmaction - INFO - Epoch [10][1160/1567] lr: 2.583e-01, eta: 6:26:00, time: 1.000, data_time: 0.004, memory: 9526, top1_acc: 0.9137, top5_acc: 0.9949, loss_cls: 0.2901, loss: 0.2901, grad_norm: 0.7002 2021-04-04 23:33:59,215 - mmaction - INFO - Epoch [10][1180/1567] lr: 2.580e-01, eta: 6:25:39, time: 1.003, data_time: 0.007, memory: 9526, top1_acc: 0.9064, top5_acc: 0.9941, loss_cls: 0.2928, loss: 0.2928, grad_norm: 0.7382 2021-04-04 23:34:18,986 - mmaction - INFO - Epoch [10][1200/1567] lr: 2.577e-01, eta: 6:25:16, time: 0.984, data_time: 0.007, memory: 9526, top1_acc: 0.8930, top5_acc: 0.9943, loss_cls: 0.3440, loss: 0.3440, grad_norm: 0.8123 2021-04-04 23:34:38,578 - mmaction - INFO - Epoch [10][1220/1567] lr: 2.574e-01, eta: 6:24:54, time: 0.982, data_time: 0.007, memory: 9526, top1_acc: 0.8977, top5_acc: 0.9965, loss_cls: 0.3197, loss: 0.3197, grad_norm: 0.7903 2021-04-04 23:34:58,455 - mmaction - INFO - Epoch [10][1240/1567] lr: 2.570e-01, eta: 6:24:32, time: 0.996, data_time: 0.005, memory: 9526, top1_acc: 0.8951, top5_acc: 0.9943, loss_cls: 0.3227, loss: 0.3227, grad_norm: 0.7754 2021-04-04 23:35:18,737 - mmaction - INFO - Epoch [10][1260/1567] lr: 2.567e-01, eta: 6:24:11, time: 1.013, data_time: 0.005, memory: 9526, top1_acc: 0.9059, top5_acc: 0.9932, loss_cls: 0.2931, loss: 0.2931, grad_norm: 0.7137 2021-04-04 23:35:39,041 - mmaction - INFO - Epoch [10][1280/1567] lr: 2.564e-01, eta: 6:23:49, time: 1.017, data_time: 0.003, memory: 9526, top1_acc: 0.9049, top5_acc: 0.9924, loss_cls: 0.2968, loss: 0.2968, grad_norm: 0.7030 2021-04-04 23:35:58,519 - mmaction - INFO - Epoch [10][1300/1567] lr: 2.561e-01, eta: 6:23:27, time: 0.970, data_time: 0.002, memory: 9526, top1_acc: 0.8932, top5_acc: 0.9922, loss_cls: 0.3191, loss: 0.3191, grad_norm: 0.7824 2021-04-04 23:36:18,563 - mmaction - INFO - Epoch [10][1320/1567] lr: 2.558e-01, eta: 6:23:05, time: 1.006, data_time: 0.006, memory: 9526, top1_acc: 0.8971, top5_acc: 0.9936, loss_cls: 0.3160, loss: 0.3160, grad_norm: 0.7539 2021-04-04 23:36:38,597 - mmaction - INFO - Epoch [10][1340/1567] lr: 2.554e-01, eta: 6:22:43, time: 1.000, data_time: 0.002, memory: 9526, top1_acc: 0.9025, top5_acc: 0.9945, loss_cls: 0.3015, loss: 0.3015, grad_norm: 0.7471 2021-04-04 23:36:58,385 - mmaction - INFO - Epoch [10][1360/1567] lr: 2.551e-01, eta: 6:22:21, time: 0.991, data_time: 0.004, memory: 9526, top1_acc: 0.9021, top5_acc: 0.9938, loss_cls: 0.3083, loss: 0.3083, grad_norm: 0.7526 2021-04-04 23:37:18,193 - mmaction - INFO - Epoch [10][1380/1567] lr: 2.548e-01, eta: 6:21:59, time: 0.990, data_time: 0.003, memory: 9526, top1_acc: 0.8975, top5_acc: 0.9947, loss_cls: 0.3139, loss: 0.3139, grad_norm: 0.7565 2021-04-04 23:37:38,419 - mmaction - INFO - Epoch [10][1400/1567] lr: 2.545e-01, eta: 6:21:38, time: 1.010, data_time: 0.003, memory: 9526, top1_acc: 0.9102, top5_acc: 0.9957, loss_cls: 0.2819, loss: 0.2819, grad_norm: 0.7209 2021-04-04 23:37:58,220 - mmaction - INFO - Epoch [10][1420/1567] lr: 2.541e-01, eta: 6:21:16, time: 0.988, data_time: 0.004, memory: 9526, top1_acc: 0.8910, top5_acc: 0.9924, loss_cls: 0.3396, loss: 0.3396, grad_norm: 0.8768 2021-04-04 23:38:18,117 - mmaction - INFO - Epoch [10][1440/1567] lr: 2.538e-01, eta: 6:20:54, time: 0.996, data_time: 0.005, memory: 9526, top1_acc: 0.8898, top5_acc: 0.9924, loss_cls: 0.3334, loss: 0.3334, grad_norm: 0.7988 2021-04-04 23:38:37,986 - mmaction - INFO - Epoch [10][1460/1567] lr: 2.535e-01, eta: 6:20:32, time: 0.992, data_time: 0.005, memory: 9526, top1_acc: 0.8893, top5_acc: 0.9932, loss_cls: 0.3450, loss: 0.3450, grad_norm: 0.7962 2021-04-04 23:38:57,847 - mmaction - INFO - Epoch [10][1480/1567] lr: 2.532e-01, eta: 6:20:10, time: 0.996, data_time: 0.006, memory: 9526, top1_acc: 0.8941, top5_acc: 0.9939, loss_cls: 0.3332, loss: 0.3332, grad_norm: 0.7771 2021-04-04 23:39:17,584 - mmaction - INFO - Epoch [10][1500/1567] lr: 2.529e-01, eta: 6:19:48, time: 0.988, data_time: 0.003, memory: 9526, top1_acc: 0.9078, top5_acc: 0.9953, loss_cls: 0.2857, loss: 0.2857, grad_norm: 0.7010 2021-04-04 23:39:38,162 - mmaction - INFO - Epoch [10][1520/1567] lr: 2.525e-01, eta: 6:19:27, time: 1.023, data_time: 0.001, memory: 9526, top1_acc: 0.8951, top5_acc: 0.9947, loss_cls: 0.3192, loss: 0.3192, grad_norm: 0.7907 2021-04-04 23:39:58,033 - mmaction - INFO - Epoch [10][1540/1567] lr: 2.522e-01, eta: 6:19:05, time: 0.996, data_time: 0.008, memory: 9526, top1_acc: 0.9012, top5_acc: 0.9947, loss_cls: 0.3078, loss: 0.3078, grad_norm: 0.7672 2021-04-04 23:40:17,804 - mmaction - INFO - Epoch [10][1560/1567] lr: 2.519e-01, eta: 6:18:43, time: 0.990, data_time: 0.006, memory: 9526, top1_acc: 0.8857, top5_acc: 0.9926, loss_cls: 0.3544, loss: 0.3544, grad_norm: 0.8168 2021-04-04 23:40:24,010 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-04-04 23:41:50,803 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-04 23:41:50,883 - mmaction - INFO - top1_acc 0.5786 top5_acc 0.9033 2021-04-04 23:41:50,884 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-04 23:41:50,912 - mmaction - INFO - mean_acc 0.5788 2021-04-04 23:41:50,915 - mmaction - INFO - Epoch(val) [10][1567] top1_acc: 0.5786, top5_acc: 0.9033, mean_class_accuracy: 0.5788 2021-04-04 23:42:56,178 - mmaction - INFO - Epoch [11][20/1567] lr: 2.515e-01, eta: 6:19:07, time: 3.262, data_time: 2.223, memory: 9526, top1_acc: 0.8674, top5_acc: 0.9881, loss_cls: 0.4366, loss: 0.4366, grad_norm: 0.8927 2021-04-04 23:43:16,237 - mmaction - INFO - Epoch [11][40/1567] lr: 2.511e-01, eta: 6:18:46, time: 0.999, data_time: 0.010, memory: 9526, top1_acc: 0.8926, top5_acc: 0.9947, loss_cls: 0.3320, loss: 0.3320, grad_norm: 0.7884 2021-04-04 23:43:36,235 - mmaction - INFO - Epoch [11][60/1567] lr: 2.508e-01, eta: 6:18:24, time: 0.998, data_time: 0.011, memory: 9526, top1_acc: 0.8973, top5_acc: 0.9943, loss_cls: 0.3212, loss: 0.3212, grad_norm: 0.7815 2021-04-04 23:43:56,334 - mmaction - INFO - Epoch [11][80/1567] lr: 2.505e-01, eta: 6:18:02, time: 1.010, data_time: 0.008, memory: 9526, top1_acc: 0.9002, top5_acc: 0.9939, loss_cls: 0.3250, loss: 0.3250, grad_norm: 0.7392 2021-04-04 23:44:16,241 - mmaction - INFO - Epoch [11][100/1567] lr: 2.502e-01, eta: 6:17:40, time: 0.991, data_time: 0.003, memory: 9526, top1_acc: 0.9018, top5_acc: 0.9938, loss_cls: 0.3059, loss: 0.3059, grad_norm: 0.7500 2021-04-04 23:44:36,330 - mmaction - INFO - Epoch [11][120/1567] lr: 2.498e-01, eta: 6:17:19, time: 1.007, data_time: 0.006, memory: 9526, top1_acc: 0.8928, top5_acc: 0.9934, loss_cls: 0.3280, loss: 0.3280, grad_norm: 0.7958 2021-04-04 23:44:55,766 - mmaction - INFO - Epoch [11][140/1567] lr: 2.495e-01, eta: 6:16:56, time: 0.968, data_time: 0.009, memory: 9526, top1_acc: 0.8957, top5_acc: 0.9951, loss_cls: 0.3233, loss: 0.3233, grad_norm: 0.7524 2021-04-04 23:45:15,747 - mmaction - INFO - Epoch [11][160/1567] lr: 2.492e-01, eta: 6:16:34, time: 1.003, data_time: 0.007, memory: 9526, top1_acc: 0.9061, top5_acc: 0.9926, loss_cls: 0.2986, loss: 0.2986, grad_norm: 0.7168 2021-04-04 23:45:36,218 - mmaction - INFO - Epoch [11][180/1567] lr: 2.489e-01, eta: 6:16:13, time: 1.023, data_time: 0.004, memory: 9526, top1_acc: 0.9006, top5_acc: 0.9932, loss_cls: 0.3089, loss: 0.3089, grad_norm: 0.7427 2021-04-04 23:45:55,589 - mmaction - INFO - Epoch [11][200/1567] lr: 2.485e-01, eta: 6:15:50, time: 0.969, data_time: 0.004, memory: 9526, top1_acc: 0.9035, top5_acc: 0.9951, loss_cls: 0.3047, loss: 0.3047, grad_norm: 0.7512 2021-04-04 23:46:15,562 - mmaction - INFO - Epoch [11][220/1567] lr: 2.482e-01, eta: 6:15:29, time: 0.997, data_time: 0.003, memory: 9526, top1_acc: 0.8969, top5_acc: 0.9943, loss_cls: 0.3276, loss: 0.3276, grad_norm: 0.7659 2021-04-04 23:46:35,292 - mmaction - INFO - Epoch [11][240/1567] lr: 2.479e-01, eta: 6:15:06, time: 0.988, data_time: 0.006, memory: 9526, top1_acc: 0.8980, top5_acc: 0.9945, loss_cls: 0.3184, loss: 0.3184, grad_norm: 0.7404 2021-04-04 23:46:55,440 - mmaction - INFO - Epoch [11][260/1567] lr: 2.476e-01, eta: 6:14:45, time: 1.008, data_time: 0.005, memory: 9526, top1_acc: 0.9025, top5_acc: 0.9947, loss_cls: 0.3012, loss: 0.3012, grad_norm: 0.7488 2021-04-04 23:47:15,251 - mmaction - INFO - Epoch [11][280/1567] lr: 2.472e-01, eta: 6:14:23, time: 0.991, data_time: 0.004, memory: 9526, top1_acc: 0.9072, top5_acc: 0.9949, loss_cls: 0.2965, loss: 0.2965, grad_norm: 0.7431 2021-04-04 23:47:35,460 - mmaction - INFO - Epoch [11][300/1567] lr: 2.469e-01, eta: 6:14:01, time: 1.006, data_time: 0.003, memory: 9526, top1_acc: 0.9016, top5_acc: 0.9947, loss_cls: 0.2992, loss: 0.2992, grad_norm: 0.7577 2021-04-04 23:47:55,094 - mmaction - INFO - Epoch [11][320/1567] lr: 2.466e-01, eta: 6:13:39, time: 0.985, data_time: 0.007, memory: 9526, top1_acc: 0.9088, top5_acc: 0.9965, loss_cls: 0.2876, loss: 0.2876, grad_norm: 0.7048 2021-04-04 23:48:14,918 - mmaction - INFO - Epoch [11][340/1567] lr: 2.463e-01, eta: 6:13:17, time: 0.991, data_time: 0.005, memory: 9526, top1_acc: 0.8967, top5_acc: 0.9949, loss_cls: 0.3122, loss: 0.3122, grad_norm: 0.7645 2021-04-04 23:48:34,877 - mmaction - INFO - Epoch [11][360/1567] lr: 2.459e-01, eta: 6:12:55, time: 0.998, data_time: 0.004, memory: 9526, top1_acc: 0.9025, top5_acc: 0.9959, loss_cls: 0.3076, loss: 0.3076, grad_norm: 0.7279 2021-04-04 23:48:54,641 - mmaction - INFO - Epoch [11][380/1567] lr: 2.456e-01, eta: 6:12:33, time: 0.986, data_time: 0.004, memory: 9526, top1_acc: 0.8998, top5_acc: 0.9936, loss_cls: 0.3132, loss: 0.3132, grad_norm: 0.7512 2021-04-04 23:49:14,217 - mmaction - INFO - Epoch [11][400/1567] lr: 2.453e-01, eta: 6:12:11, time: 0.983, data_time: 0.006, memory: 9526, top1_acc: 0.8906, top5_acc: 0.9928, loss_cls: 0.3309, loss: 0.3309, grad_norm: 0.7849 2021-04-04 23:49:34,537 - mmaction - INFO - Epoch [11][420/1567] lr: 2.450e-01, eta: 6:11:50, time: 1.013, data_time: 0.006, memory: 9526, top1_acc: 0.9049, top5_acc: 0.9961, loss_cls: 0.2992, loss: 0.2992, grad_norm: 0.7396 2021-04-04 23:49:54,335 - mmaction - INFO - Epoch [11][440/1567] lr: 2.446e-01, eta: 6:11:28, time: 0.990, data_time: 0.005, memory: 9526, top1_acc: 0.9062, top5_acc: 0.9945, loss_cls: 0.2870, loss: 0.2870, grad_norm: 0.7183 2021-04-04 23:50:14,279 - mmaction - INFO - Epoch [11][460/1567] lr: 2.443e-01, eta: 6:11:06, time: 0.996, data_time: 0.005, memory: 9526, top1_acc: 0.8980, top5_acc: 0.9945, loss_cls: 0.3118, loss: 0.3118, grad_norm: 0.7589 2021-04-04 23:50:34,392 - mmaction - INFO - Epoch [11][480/1567] lr: 2.440e-01, eta: 6:10:44, time: 1.008, data_time: 0.006, memory: 9526, top1_acc: 0.9072, top5_acc: 0.9953, loss_cls: 0.2929, loss: 0.2929, grad_norm: 0.7252 2021-04-04 23:50:54,354 - mmaction - INFO - Epoch [11][500/1567] lr: 2.437e-01, eta: 6:10:23, time: 0.998, data_time: 0.004, memory: 9526, top1_acc: 0.9094, top5_acc: 0.9957, loss_cls: 0.2752, loss: 0.2752, grad_norm: 0.7053 2021-04-04 23:51:14,444 - mmaction - INFO - Epoch [11][520/1567] lr: 2.433e-01, eta: 6:10:01, time: 1.005, data_time: 0.008, memory: 9526, top1_acc: 0.9078, top5_acc: 0.9951, loss_cls: 0.2821, loss: 0.2821, grad_norm: 0.7351 2021-04-04 23:51:34,317 - mmaction - INFO - Epoch [11][540/1567] lr: 2.430e-01, eta: 6:09:39, time: 0.993, data_time: 0.003, memory: 9526, top1_acc: 0.9090, top5_acc: 0.9957, loss_cls: 0.2990, loss: 0.2990, grad_norm: 0.7332 2021-04-04 23:51:53,890 - mmaction - INFO - Epoch [11][560/1567] lr: 2.427e-01, eta: 6:09:17, time: 0.977, data_time: 0.008, memory: 9526, top1_acc: 0.8986, top5_acc: 0.9947, loss_cls: 0.3077, loss: 0.3077, grad_norm: 0.8086 2021-04-04 23:52:13,696 - mmaction - INFO - Epoch [11][580/1567] lr: 2.424e-01, eta: 6:08:55, time: 0.994, data_time: 0.006, memory: 9526, top1_acc: 0.8986, top5_acc: 0.9932, loss_cls: 0.3168, loss: 0.3168, grad_norm: 0.7636 2021-04-04 23:52:34,266 - mmaction - INFO - Epoch [11][600/1567] lr: 2.420e-01, eta: 6:08:34, time: 1.028, data_time: 0.003, memory: 9526, top1_acc: 0.9045, top5_acc: 0.9936, loss_cls: 0.2986, loss: 0.2986, grad_norm: 0.7382 2021-04-04 23:52:53,557 - mmaction - INFO - Epoch [11][620/1567] lr: 2.417e-01, eta: 6:08:11, time: 0.962, data_time: 0.002, memory: 9526, top1_acc: 0.8949, top5_acc: 0.9951, loss_cls: 0.3247, loss: 0.3247, grad_norm: 0.7876 2021-04-04 23:53:13,239 - mmaction - INFO - Epoch [11][640/1567] lr: 2.414e-01, eta: 6:07:49, time: 0.986, data_time: 0.005, memory: 9526, top1_acc: 0.9092, top5_acc: 0.9955, loss_cls: 0.2801, loss: 0.2801, grad_norm: 0.7429 2021-04-04 23:53:32,965 - mmaction - INFO - Epoch [11][660/1567] lr: 2.411e-01, eta: 6:07:27, time: 0.985, data_time: 0.002, memory: 9526, top1_acc: 0.8949, top5_acc: 0.9934, loss_cls: 0.3131, loss: 0.3131, grad_norm: 0.7737 2021-04-04 23:53:53,139 - mmaction - INFO - Epoch [11][680/1567] lr: 2.407e-01, eta: 6:07:06, time: 1.010, data_time: 0.004, memory: 9526, top1_acc: 0.9025, top5_acc: 0.9949, loss_cls: 0.3028, loss: 0.3028, grad_norm: 0.7546 2021-04-04 23:54:12,847 - mmaction - INFO - Epoch [11][700/1567] lr: 2.404e-01, eta: 6:06:44, time: 0.986, data_time: 0.003, memory: 9526, top1_acc: 0.9021, top5_acc: 0.9938, loss_cls: 0.3046, loss: 0.3046, grad_norm: 0.7630 2021-04-04 23:54:33,205 - mmaction - INFO - Epoch [11][720/1567] lr: 2.401e-01, eta: 6:06:23, time: 1.018, data_time: 0.003, memory: 9526, top1_acc: 0.9053, top5_acc: 0.9938, loss_cls: 0.3000, loss: 0.3000, grad_norm: 0.7524 2021-04-04 23:54:53,258 - mmaction - INFO - Epoch [11][740/1567] lr: 2.397e-01, eta: 6:06:01, time: 1.002, data_time: 0.002, memory: 9526, top1_acc: 0.9102, top5_acc: 0.9938, loss_cls: 0.2854, loss: 0.2854, grad_norm: 0.7391 2021-04-04 23:55:13,230 - mmaction - INFO - Epoch [11][760/1567] lr: 2.394e-01, eta: 6:05:39, time: 0.997, data_time: 0.005, memory: 9526, top1_acc: 0.9012, top5_acc: 0.9945, loss_cls: 0.3004, loss: 0.3004, grad_norm: 0.7986 2021-04-04 23:55:33,393 - mmaction - INFO - Epoch [11][780/1567] lr: 2.391e-01, eta: 6:05:18, time: 1.006, data_time: 0.004, memory: 9526, top1_acc: 0.8945, top5_acc: 0.9949, loss_cls: 0.3163, loss: 0.3163, grad_norm: 0.8012 2021-04-04 23:55:53,503 - mmaction - INFO - Epoch [11][800/1567] lr: 2.388e-01, eta: 6:04:56, time: 1.007, data_time: 0.008, memory: 9526, top1_acc: 0.9004, top5_acc: 0.9959, loss_cls: 0.3077, loss: 0.3077, grad_norm: 0.7987 2021-04-04 23:56:13,518 - mmaction - INFO - Epoch [11][820/1567] lr: 2.384e-01, eta: 6:04:35, time: 1.001, data_time: 0.006, memory: 9526, top1_acc: 0.9014, top5_acc: 0.9957, loss_cls: 0.3090, loss: 0.3090, grad_norm: 0.7611 2021-04-04 23:56:32,931 - mmaction - INFO - Epoch [11][840/1567] lr: 2.381e-01, eta: 6:04:12, time: 0.973, data_time: 0.005, memory: 9526, top1_acc: 0.8984, top5_acc: 0.9953, loss_cls: 0.3054, loss: 0.3054, grad_norm: 0.7727 2021-04-04 23:56:52,666 - mmaction - INFO - Epoch [11][860/1567] lr: 2.378e-01, eta: 6:03:51, time: 0.987, data_time: 0.003, memory: 9526, top1_acc: 0.9023, top5_acc: 0.9938, loss_cls: 0.3015, loss: 0.3015, grad_norm: 0.7544 2021-04-04 23:57:12,899 - mmaction - INFO - Epoch [11][880/1567] lr: 2.375e-01, eta: 6:03:29, time: 1.010, data_time: 0.003, memory: 9526, top1_acc: 0.9057, top5_acc: 0.9959, loss_cls: 0.2852, loss: 0.2852, grad_norm: 0.7592 2021-04-04 23:57:33,086 - mmaction - INFO - Epoch [11][900/1567] lr: 2.371e-01, eta: 6:03:08, time: 1.007, data_time: 0.005, memory: 9526, top1_acc: 0.8961, top5_acc: 0.9943, loss_cls: 0.3159, loss: 0.3159, grad_norm: 0.7995 2021-04-04 23:57:52,437 - mmaction - INFO - Epoch [11][920/1567] lr: 2.368e-01, eta: 6:02:45, time: 0.970, data_time: 0.007, memory: 9526, top1_acc: 0.9109, top5_acc: 0.9965, loss_cls: 0.2846, loss: 0.2846, grad_norm: 0.7373 2021-04-04 23:58:12,547 - mmaction - INFO - Epoch [11][940/1567] lr: 2.365e-01, eta: 6:02:24, time: 1.004, data_time: 0.005, memory: 9526, top1_acc: 0.9100, top5_acc: 0.9945, loss_cls: 0.2991, loss: 0.2991, grad_norm: 0.7743 2021-04-04 23:58:33,371 - mmaction - INFO - Epoch [11][960/1567] lr: 2.361e-01, eta: 6:02:03, time: 1.044, data_time: 0.010, memory: 9526, top1_acc: 0.8949, top5_acc: 0.9934, loss_cls: 0.3294, loss: 0.3294, grad_norm: 0.8460 2021-04-04 23:58:52,736 - mmaction - INFO - Epoch [11][980/1567] lr: 2.358e-01, eta: 6:01:41, time: 0.968, data_time: 0.004, memory: 9526, top1_acc: 0.9010, top5_acc: 0.9947, loss_cls: 0.3168, loss: 0.3168, grad_norm: 0.7780 2021-04-04 23:59:12,977 - mmaction - INFO - Epoch [11][1000/1567] lr: 2.355e-01, eta: 6:01:20, time: 1.015, data_time: 0.006, memory: 9526, top1_acc: 0.8891, top5_acc: 0.9936, loss_cls: 0.3335, loss: 0.3335, grad_norm: 0.7911 2021-04-04 23:59:33,146 - mmaction - INFO - Epoch [11][1020/1567] lr: 2.352e-01, eta: 6:00:58, time: 1.007, data_time: 0.002, memory: 9526, top1_acc: 0.9098, top5_acc: 0.9939, loss_cls: 0.2852, loss: 0.2852, grad_norm: 0.7141 2021-04-04 23:59:53,092 - mmaction - INFO - Epoch [11][1040/1567] lr: 2.348e-01, eta: 6:00:37, time: 0.996, data_time: 0.003, memory: 9526, top1_acc: 0.9135, top5_acc: 0.9963, loss_cls: 0.2693, loss: 0.2693, grad_norm: 0.7498 2021-04-05 00:00:13,012 - mmaction - INFO - Epoch [11][1060/1567] lr: 2.345e-01, eta: 6:00:15, time: 0.991, data_time: 0.005, memory: 9526, top1_acc: 0.9041, top5_acc: 0.9949, loss_cls: 0.2975, loss: 0.2975, grad_norm: 0.7871 2021-04-05 00:00:33,295 - mmaction - INFO - Epoch [11][1080/1567] lr: 2.342e-01, eta: 5:59:54, time: 1.021, data_time: 0.009, memory: 9526, top1_acc: 0.9045, top5_acc: 0.9941, loss_cls: 0.3002, loss: 0.3002, grad_norm: 0.7565 2021-04-05 00:00:53,715 - mmaction - INFO - Epoch [11][1100/1567] lr: 2.338e-01, eta: 5:59:33, time: 1.021, data_time: 0.004, memory: 9526, top1_acc: 0.9025, top5_acc: 0.9938, loss_cls: 0.3085, loss: 0.3085, grad_norm: 0.7720 2021-04-05 00:01:13,676 - mmaction - INFO - Epoch [11][1120/1567] lr: 2.335e-01, eta: 5:59:11, time: 0.995, data_time: 0.003, memory: 9526, top1_acc: 0.9129, top5_acc: 0.9943, loss_cls: 0.2785, loss: 0.2785, grad_norm: 0.7170 2021-04-05 00:01:33,470 - mmaction - INFO - Epoch [11][1140/1567] lr: 2.332e-01, eta: 5:58:49, time: 0.994, data_time: 0.012, memory: 9526, top1_acc: 0.9037, top5_acc: 0.9949, loss_cls: 0.2960, loss: 0.2960, grad_norm: 0.7973 2021-04-05 00:01:53,597 - mmaction - INFO - Epoch [11][1160/1567] lr: 2.328e-01, eta: 5:58:28, time: 1.007, data_time: 0.003, memory: 9526, top1_acc: 0.9049, top5_acc: 0.9951, loss_cls: 0.2927, loss: 0.2927, grad_norm: 0.7580 2021-04-05 00:02:13,567 - mmaction - INFO - Epoch [11][1180/1567] lr: 2.325e-01, eta: 5:58:06, time: 0.995, data_time: 0.001, memory: 9526, top1_acc: 0.9029, top5_acc: 0.9949, loss_cls: 0.3019, loss: 0.3019, grad_norm: 0.7783 2021-04-05 00:02:34,223 - mmaction - INFO - Epoch [11][1200/1567] lr: 2.322e-01, eta: 5:57:45, time: 1.035, data_time: 0.004, memory: 9526, top1_acc: 0.9076, top5_acc: 0.9963, loss_cls: 0.2857, loss: 0.2857, grad_norm: 0.7736 2021-04-05 00:02:54,148 - mmaction - INFO - Epoch [11][1220/1567] lr: 2.319e-01, eta: 5:57:24, time: 0.998, data_time: 0.004, memory: 9526, top1_acc: 0.9057, top5_acc: 0.9949, loss_cls: 0.2947, loss: 0.2947, grad_norm: 0.7874 2021-04-05 00:03:14,262 - mmaction - INFO - Epoch [11][1240/1567] lr: 2.315e-01, eta: 5:57:02, time: 1.005, data_time: 0.003, memory: 9526, top1_acc: 0.9051, top5_acc: 0.9936, loss_cls: 0.2945, loss: 0.2945, grad_norm: 0.7279 2021-04-05 00:03:34,320 - mmaction - INFO - Epoch [11][1260/1567] lr: 2.312e-01, eta: 5:56:41, time: 0.998, data_time: 0.002, memory: 9526, top1_acc: 0.8990, top5_acc: 0.9939, loss_cls: 0.3149, loss: 0.3149, grad_norm: 0.8015 2021-04-05 00:03:54,608 - mmaction - INFO - Epoch [11][1280/1567] lr: 2.309e-01, eta: 5:56:20, time: 1.019, data_time: 0.008, memory: 9526, top1_acc: 0.9127, top5_acc: 0.9953, loss_cls: 0.2857, loss: 0.2857, grad_norm: 0.7309 2021-04-05 00:04:14,761 - mmaction - INFO - Epoch [11][1300/1567] lr: 2.305e-01, eta: 5:55:58, time: 1.005, data_time: 0.003, memory: 9526, top1_acc: 0.9084, top5_acc: 0.9949, loss_cls: 0.2814, loss: 0.2814, grad_norm: 0.7627 2021-04-05 00:04:34,487 - mmaction - INFO - Epoch [11][1320/1567] lr: 2.302e-01, eta: 5:55:36, time: 0.988, data_time: 0.006, memory: 9526, top1_acc: 0.9086, top5_acc: 0.9953, loss_cls: 0.2821, loss: 0.2821, grad_norm: 0.7361 2021-04-05 00:04:54,365 - mmaction - INFO - Epoch [11][1340/1567] lr: 2.299e-01, eta: 5:55:15, time: 0.994, data_time: 0.004, memory: 9526, top1_acc: 0.9047, top5_acc: 0.9951, loss_cls: 0.2886, loss: 0.2886, grad_norm: 0.7831 2021-04-05 00:05:14,560 - mmaction - INFO - Epoch [11][1360/1567] lr: 2.295e-01, eta: 5:54:53, time: 1.007, data_time: 0.007, memory: 9526, top1_acc: 0.9006, top5_acc: 0.9949, loss_cls: 0.2980, loss: 0.2980, grad_norm: 0.7813 2021-04-05 00:05:34,760 - mmaction - INFO - Epoch [11][1380/1567] lr: 2.292e-01, eta: 5:54:32, time: 1.014, data_time: 0.007, memory: 9526, top1_acc: 0.9086, top5_acc: 0.9926, loss_cls: 0.2925, loss: 0.2925, grad_norm: 0.7482 2021-04-05 00:05:55,135 - mmaction - INFO - Epoch [11][1400/1567] lr: 2.289e-01, eta: 5:54:11, time: 1.013, data_time: 0.002, memory: 9526, top1_acc: 0.9051, top5_acc: 0.9957, loss_cls: 0.2857, loss: 0.2857, grad_norm: 0.7731 2021-04-05 00:06:15,063 - mmaction - INFO - Epoch [11][1420/1567] lr: 2.286e-01, eta: 5:53:49, time: 1.004, data_time: 0.011, memory: 9526, top1_acc: 0.9141, top5_acc: 0.9947, loss_cls: 0.2746, loss: 0.2746, grad_norm: 0.7228 2021-04-05 00:06:34,942 - mmaction - INFO - Epoch [11][1440/1567] lr: 2.282e-01, eta: 5:53:28, time: 0.989, data_time: 0.002, memory: 9526, top1_acc: 0.9121, top5_acc: 0.9955, loss_cls: 0.2759, loss: 0.2759, grad_norm: 0.7745 2021-04-05 00:06:54,955 - mmaction - INFO - Epoch [11][1460/1567] lr: 2.279e-01, eta: 5:53:06, time: 1.001, data_time: 0.005, memory: 9526, top1_acc: 0.9088, top5_acc: 0.9957, loss_cls: 0.2908, loss: 0.2908, grad_norm: 0.7612 2021-04-05 00:07:15,384 - mmaction - INFO - Epoch [11][1480/1567] lr: 2.276e-01, eta: 5:52:45, time: 1.023, data_time: 0.005, memory: 9526, top1_acc: 0.9117, top5_acc: 0.9963, loss_cls: 0.2632, loss: 0.2632, grad_norm: 0.7245 2021-04-05 00:07:35,349 - mmaction - INFO - Epoch [11][1500/1567] lr: 2.272e-01, eta: 5:52:24, time: 0.998, data_time: 0.003, memory: 9526, top1_acc: 0.9164, top5_acc: 0.9963, loss_cls: 0.2596, loss: 0.2596, grad_norm: 0.7441 2021-04-05 00:07:55,390 - mmaction - INFO - Epoch [11][1520/1567] lr: 2.269e-01, eta: 5:52:02, time: 1.002, data_time: 0.003, memory: 9526, top1_acc: 0.9090, top5_acc: 0.9949, loss_cls: 0.2805, loss: 0.2805, grad_norm: 0.7643 2021-04-05 00:08:15,369 - mmaction - INFO - Epoch [11][1540/1567] lr: 2.266e-01, eta: 5:51:41, time: 0.999, data_time: 0.004, memory: 9526, top1_acc: 0.9111, top5_acc: 0.9953, loss_cls: 0.2786, loss: 0.2786, grad_norm: 0.7517 2021-04-05 00:08:35,365 - mmaction - INFO - Epoch [11][1560/1567] lr: 2.262e-01, eta: 5:51:19, time: 1.002, data_time: 0.005, memory: 9526, top1_acc: 0.8932, top5_acc: 0.9936, loss_cls: 0.3201, loss: 0.3201, grad_norm: 0.8266 2021-04-05 00:08:46,674 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-04-05 00:10:36,479 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 00:10:36,557 - mmaction - INFO - top1_acc 0.8048 top5_acc 0.9698 2021-04-05 00:10:36,557 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 00:10:36,585 - mmaction - INFO - mean_acc 0.8045 2021-04-05 00:10:36,585 - mmaction - INFO - Now best checkpoint is epoch_11.pth 2021-04-05 00:10:36,593 - mmaction - INFO - Epoch(val) [11][1567] top1_acc: 0.8048, top5_acc: 0.9698, mean_class_accuracy: 0.8045 2021-04-05 00:11:29,738 - mmaction - INFO - Epoch [12][20/1567] lr: 2.258e-01, eta: 5:51:21, time: 2.655, data_time: 1.625, memory: 9526, top1_acc: 0.8953, top5_acc: 0.9934, loss_cls: 0.3382, loss: 0.3382, grad_norm: 0.8027 2021-04-05 00:11:50,223 - mmaction - INFO - Epoch [12][40/1567] lr: 2.255e-01, eta: 5:51:00, time: 1.021, data_time: 0.002, memory: 9526, top1_acc: 0.9016, top5_acc: 0.9941, loss_cls: 0.3084, loss: 0.3084, grad_norm: 0.8146 2021-04-05 00:12:09,923 - mmaction - INFO - Epoch [12][60/1567] lr: 2.251e-01, eta: 5:50:38, time: 0.986, data_time: 0.007, memory: 9526, top1_acc: 0.9064, top5_acc: 0.9934, loss_cls: 0.2994, loss: 0.2994, grad_norm: 0.7788 2021-04-05 00:12:29,741 - mmaction - INFO - Epoch [12][80/1567] lr: 2.248e-01, eta: 5:50:16, time: 0.992, data_time: 0.005, memory: 9526, top1_acc: 0.9076, top5_acc: 0.9947, loss_cls: 0.2800, loss: 0.2800, grad_norm: 0.7664 2021-04-05 00:12:49,234 - mmaction - INFO - Epoch [12][100/1567] lr: 2.245e-01, eta: 5:49:54, time: 0.976, data_time: 0.005, memory: 9526, top1_acc: 0.8998, top5_acc: 0.9945, loss_cls: 0.3060, loss: 0.3060, grad_norm: 0.8341 2021-04-05 00:13:08,741 - mmaction - INFO - Epoch [12][120/1567] lr: 2.241e-01, eta: 5:49:32, time: 0.975, data_time: 0.004, memory: 9526, top1_acc: 0.8988, top5_acc: 0.9941, loss_cls: 0.3091, loss: 0.3091, grad_norm: 0.7822 2021-04-05 00:13:28,321 - mmaction - INFO - Epoch [12][140/1567] lr: 2.238e-01, eta: 5:49:10, time: 0.978, data_time: 0.004, memory: 9526, top1_acc: 0.8957, top5_acc: 0.9945, loss_cls: 0.3120, loss: 0.3120, grad_norm: 0.8287 2021-04-05 00:13:48,389 - mmaction - INFO - Epoch [12][160/1567] lr: 2.235e-01, eta: 5:48:48, time: 1.007, data_time: 0.005, memory: 9526, top1_acc: 0.9145, top5_acc: 0.9959, loss_cls: 0.2772, loss: 0.2772, grad_norm: 0.7393 2021-04-05 00:14:08,373 - mmaction - INFO - Epoch [12][180/1567] lr: 2.231e-01, eta: 5:48:27, time: 0.998, data_time: 0.014, memory: 9526, top1_acc: 0.8990, top5_acc: 0.9961, loss_cls: 0.2971, loss: 0.2971, grad_norm: 0.7857 2021-04-05 00:14:27,926 - mmaction - INFO - Epoch [12][200/1567] lr: 2.228e-01, eta: 5:48:05, time: 0.975, data_time: 0.003, memory: 9526, top1_acc: 0.9045, top5_acc: 0.9971, loss_cls: 0.2764, loss: 0.2764, grad_norm: 0.7709 2021-04-05 00:14:48,270 - mmaction - INFO - Epoch [12][220/1567] lr: 2.225e-01, eta: 5:47:44, time: 1.018, data_time: 0.005, memory: 9526, top1_acc: 0.9057, top5_acc: 0.9941, loss_cls: 0.2818, loss: 0.2818, grad_norm: 0.7778 2021-04-05 00:15:07,787 - mmaction - INFO - Epoch [12][240/1567] lr: 2.221e-01, eta: 5:47:22, time: 0.975, data_time: 0.004, memory: 9526, top1_acc: 0.9023, top5_acc: 0.9955, loss_cls: 0.2914, loss: 0.2914, grad_norm: 0.7814 2021-04-05 00:15:27,927 - mmaction - INFO - Epoch [12][260/1567] lr: 2.218e-01, eta: 5:47:00, time: 1.005, data_time: 0.004, memory: 9526, top1_acc: 0.9035, top5_acc: 0.9932, loss_cls: 0.3080, loss: 0.3080, grad_norm: 0.7834 2021-04-05 00:15:47,805 - mmaction - INFO - Epoch [12][280/1567] lr: 2.215e-01, eta: 5:46:39, time: 0.998, data_time: 0.005, memory: 9526, top1_acc: 0.9066, top5_acc: 0.9938, loss_cls: 0.2895, loss: 0.2895, grad_norm: 0.7874 2021-04-05 00:16:07,634 - mmaction - INFO - Epoch [12][300/1567] lr: 2.211e-01, eta: 5:46:17, time: 0.990, data_time: 0.002, memory: 9526, top1_acc: 0.9045, top5_acc: 0.9971, loss_cls: 0.2900, loss: 0.2900, grad_norm: 0.7984 2021-04-05 00:16:27,638 - mmaction - INFO - Epoch [12][320/1567] lr: 2.208e-01, eta: 5:45:55, time: 0.997, data_time: 0.003, memory: 9526, top1_acc: 0.9045, top5_acc: 0.9947, loss_cls: 0.2991, loss: 0.2991, grad_norm: 0.8287 2021-04-05 00:16:47,747 - mmaction - INFO - Epoch [12][340/1567] lr: 2.205e-01, eta: 5:45:34, time: 1.010, data_time: 0.009, memory: 9526, top1_acc: 0.9125, top5_acc: 0.9945, loss_cls: 0.2732, loss: 0.2732, grad_norm: 0.7376 2021-04-05 00:17:07,872 - mmaction - INFO - Epoch [12][360/1567] lr: 2.201e-01, eta: 5:45:13, time: 1.006, data_time: 0.001, memory: 9526, top1_acc: 0.9092, top5_acc: 0.9945, loss_cls: 0.2860, loss: 0.2860, grad_norm: 0.7787 2021-04-05 00:17:27,648 - mmaction - INFO - Epoch [12][380/1567] lr: 2.198e-01, eta: 5:44:51, time: 0.984, data_time: 0.004, memory: 9526, top1_acc: 0.9107, top5_acc: 0.9945, loss_cls: 0.2871, loss: 0.2871, grad_norm: 0.7784 2021-04-05 00:17:47,223 - mmaction - INFO - Epoch [12][400/1567] lr: 2.195e-01, eta: 5:44:29, time: 0.983, data_time: 0.006, memory: 9526, top1_acc: 0.9121, top5_acc: 0.9965, loss_cls: 0.2627, loss: 0.2627, grad_norm: 0.7308 2021-04-05 00:18:07,867 - mmaction - INFO - Epoch [12][420/1567] lr: 2.192e-01, eta: 5:44:08, time: 1.029, data_time: 0.003, memory: 9526, top1_acc: 0.9193, top5_acc: 0.9949, loss_cls: 0.2594, loss: 0.2594, grad_norm: 0.7209 2021-04-05 00:18:27,638 - mmaction - INFO - Epoch [12][440/1567] lr: 2.188e-01, eta: 5:43:46, time: 0.990, data_time: 0.005, memory: 9526, top1_acc: 0.8998, top5_acc: 0.9943, loss_cls: 0.3130, loss: 0.3130, grad_norm: 0.8202 2021-04-05 00:18:47,797 - mmaction - INFO - Epoch [12][460/1567] lr: 2.185e-01, eta: 5:43:25, time: 1.006, data_time: 0.003, memory: 9526, top1_acc: 0.9061, top5_acc: 0.9932, loss_cls: 0.2996, loss: 0.2996, grad_norm: 0.7657 2021-04-05 00:19:07,432 - mmaction - INFO - Epoch [12][480/1567] lr: 2.182e-01, eta: 5:43:03, time: 0.984, data_time: 0.005, memory: 9526, top1_acc: 0.9076, top5_acc: 0.9945, loss_cls: 0.2857, loss: 0.2857, grad_norm: 0.7569 2021-04-05 00:19:27,462 - mmaction - INFO - Epoch [12][500/1567] lr: 2.178e-01, eta: 5:42:42, time: 1.002, data_time: 0.007, memory: 9526, top1_acc: 0.9160, top5_acc: 0.9967, loss_cls: 0.2690, loss: 0.2690, grad_norm: 0.7519 2021-04-05 00:19:47,368 - mmaction - INFO - Epoch [12][520/1567] lr: 2.175e-01, eta: 5:42:20, time: 0.990, data_time: 0.002, memory: 9526, top1_acc: 0.9098, top5_acc: 0.9941, loss_cls: 0.2845, loss: 0.2845, grad_norm: 0.7973 2021-04-05 00:20:07,034 - mmaction - INFO - Epoch [12][540/1567] lr: 2.172e-01, eta: 5:41:58, time: 0.988, data_time: 0.008, memory: 9526, top1_acc: 0.9027, top5_acc: 0.9939, loss_cls: 0.3033, loss: 0.3033, grad_norm: 0.7828 2021-04-05 00:20:26,521 - mmaction - INFO - Epoch [12][560/1567] lr: 2.168e-01, eta: 5:41:36, time: 0.971, data_time: 0.003, memory: 9526, top1_acc: 0.9092, top5_acc: 0.9951, loss_cls: 0.2754, loss: 0.2754, grad_norm: 0.7604 2021-04-05 00:20:47,080 - mmaction - INFO - Epoch [12][580/1567] lr: 2.165e-01, eta: 5:41:15, time: 1.029, data_time: 0.007, memory: 9526, top1_acc: 0.9166, top5_acc: 0.9941, loss_cls: 0.2680, loss: 0.2680, grad_norm: 0.7343 2021-04-05 00:21:06,700 - mmaction - INFO - Epoch [12][600/1567] lr: 2.162e-01, eta: 5:40:54, time: 0.983, data_time: 0.009, memory: 9526, top1_acc: 0.9141, top5_acc: 0.9953, loss_cls: 0.2726, loss: 0.2726, grad_norm: 0.7367 2021-04-05 00:21:26,430 - mmaction - INFO - Epoch [12][620/1567] lr: 2.158e-01, eta: 5:40:32, time: 0.988, data_time: 0.006, memory: 9526, top1_acc: 0.9105, top5_acc: 0.9953, loss_cls: 0.2718, loss: 0.2718, grad_norm: 0.7488 2021-04-05 00:21:46,513 - mmaction - INFO - Epoch [12][640/1567] lr: 2.155e-01, eta: 5:40:10, time: 0.999, data_time: 0.001, memory: 9526, top1_acc: 0.9199, top5_acc: 0.9953, loss_cls: 0.2620, loss: 0.2620, grad_norm: 0.7494 2021-04-05 00:22:06,510 - mmaction - INFO - Epoch [12][660/1567] lr: 2.152e-01, eta: 5:39:49, time: 1.004, data_time: 0.007, memory: 9526, top1_acc: 0.9187, top5_acc: 0.9961, loss_cls: 0.2544, loss: 0.2544, grad_norm: 0.7338 2021-04-05 00:22:26,434 - mmaction - INFO - Epoch [12][680/1567] lr: 2.148e-01, eta: 5:39:28, time: 0.996, data_time: 0.002, memory: 9526, top1_acc: 0.9205, top5_acc: 0.9967, loss_cls: 0.2384, loss: 0.2384, grad_norm: 0.7141 2021-04-05 00:22:46,486 - mmaction - INFO - Epoch [12][700/1567] lr: 2.145e-01, eta: 5:39:06, time: 1.002, data_time: 0.005, memory: 9526, top1_acc: 0.9125, top5_acc: 0.9951, loss_cls: 0.2639, loss: 0.2639, grad_norm: 0.7852 2021-04-05 00:23:06,269 - mmaction - INFO - Epoch [12][720/1567] lr: 2.142e-01, eta: 5:38:44, time: 0.988, data_time: 0.003, memory: 9526, top1_acc: 0.9090, top5_acc: 0.9965, loss_cls: 0.2783, loss: 0.2783, grad_norm: 0.7614 2021-04-05 00:23:26,133 - mmaction - INFO - Epoch [12][740/1567] lr: 2.138e-01, eta: 5:38:23, time: 0.991, data_time: 0.005, memory: 9526, top1_acc: 0.9111, top5_acc: 0.9971, loss_cls: 0.2589, loss: 0.2589, grad_norm: 0.7302 2021-04-05 00:23:45,954 - mmaction - INFO - Epoch [12][760/1567] lr: 2.135e-01, eta: 5:38:01, time: 0.996, data_time: 0.006, memory: 9526, top1_acc: 0.9088, top5_acc: 0.9949, loss_cls: 0.2756, loss: 0.2756, grad_norm: 0.7860 2021-04-05 00:24:06,181 - mmaction - INFO - Epoch [12][780/1567] lr: 2.132e-01, eta: 5:37:40, time: 1.009, data_time: 0.001, memory: 9526, top1_acc: 0.9076, top5_acc: 0.9959, loss_cls: 0.2952, loss: 0.2952, grad_norm: 0.8120 2021-04-05 00:24:26,153 - mmaction - INFO - Epoch [12][800/1567] lr: 2.128e-01, eta: 5:37:19, time: 0.999, data_time: 0.003, memory: 9526, top1_acc: 0.9184, top5_acc: 0.9977, loss_cls: 0.2523, loss: 0.2523, grad_norm: 0.7186 2021-04-05 00:24:45,962 - mmaction - INFO - Epoch [12][820/1567] lr: 2.125e-01, eta: 5:36:57, time: 0.992, data_time: 0.004, memory: 9526, top1_acc: 0.9113, top5_acc: 0.9943, loss_cls: 0.2703, loss: 0.2703, grad_norm: 0.7970 2021-04-05 00:25:06,144 - mmaction - INFO - Epoch [12][840/1567] lr: 2.122e-01, eta: 5:36:36, time: 1.005, data_time: 0.003, memory: 9526, top1_acc: 0.9102, top5_acc: 0.9965, loss_cls: 0.2773, loss: 0.2773, grad_norm: 0.8079 2021-04-05 00:25:25,882 - mmaction - INFO - Epoch [12][860/1567] lr: 2.118e-01, eta: 5:36:14, time: 0.989, data_time: 0.006, memory: 9526, top1_acc: 0.9141, top5_acc: 0.9936, loss_cls: 0.2703, loss: 0.2703, grad_norm: 0.7791 2021-04-05 00:25:45,751 - mmaction - INFO - Epoch [12][880/1567] lr: 2.115e-01, eta: 5:35:53, time: 0.995, data_time: 0.004, memory: 9526, top1_acc: 0.9082, top5_acc: 0.9963, loss_cls: 0.2826, loss: 0.2826, grad_norm: 0.7901 2021-04-05 00:26:05,004 - mmaction - INFO - Epoch [12][900/1567] lr: 2.112e-01, eta: 5:35:30, time: 0.961, data_time: 0.008, memory: 9526, top1_acc: 0.9164, top5_acc: 0.9957, loss_cls: 0.2620, loss: 0.2620, grad_norm: 0.7475 2021-04-05 00:26:25,041 - mmaction - INFO - Epoch [12][920/1567] lr: 2.108e-01, eta: 5:35:09, time: 1.005, data_time: 0.005, memory: 9526, top1_acc: 0.9150, top5_acc: 0.9949, loss_cls: 0.2657, loss: 0.2657, grad_norm: 0.7548 2021-04-05 00:26:44,870 - mmaction - INFO - Epoch [12][940/1567] lr: 2.105e-01, eta: 5:34:47, time: 0.989, data_time: 0.001, memory: 9526, top1_acc: 0.9203, top5_acc: 0.9955, loss_cls: 0.2466, loss: 0.2466, grad_norm: 0.7258 2021-04-05 00:27:04,869 - mmaction - INFO - Epoch [12][960/1567] lr: 2.102e-01, eta: 5:34:26, time: 1.002, data_time: 0.005, memory: 9526, top1_acc: 0.9178, top5_acc: 0.9953, loss_cls: 0.2632, loss: 0.2632, grad_norm: 0.7573 2021-04-05 00:27:24,889 - mmaction - INFO - Epoch [12][980/1567] lr: 2.098e-01, eta: 5:34:05, time: 1.000, data_time: 0.002, memory: 9526, top1_acc: 0.9129, top5_acc: 0.9951, loss_cls: 0.2637, loss: 0.2637, grad_norm: 0.7780 2021-04-05 00:27:44,733 - mmaction - INFO - Epoch [12][1000/1567] lr: 2.095e-01, eta: 5:33:43, time: 0.990, data_time: 0.003, memory: 9526, top1_acc: 0.9031, top5_acc: 0.9936, loss_cls: 0.2989, loss: 0.2989, grad_norm: 0.8330 2021-04-05 00:28:04,980 - mmaction - INFO - Epoch [12][1020/1567] lr: 2.092e-01, eta: 5:33:22, time: 1.010, data_time: 0.005, memory: 9526, top1_acc: 0.9100, top5_acc: 0.9965, loss_cls: 0.2834, loss: 0.2834, grad_norm: 0.7964 2021-04-05 00:28:24,849 - mmaction - INFO - Epoch [12][1040/1567] lr: 2.088e-01, eta: 5:33:00, time: 0.996, data_time: 0.007, memory: 9526, top1_acc: 0.9186, top5_acc: 0.9963, loss_cls: 0.2528, loss: 0.2528, grad_norm: 0.7268 2021-04-05 00:28:44,686 - mmaction - INFO - Epoch [12][1060/1567] lr: 2.085e-01, eta: 5:32:39, time: 0.994, data_time: 0.006, memory: 9526, top1_acc: 0.9154, top5_acc: 0.9947, loss_cls: 0.2630, loss: 0.2630, grad_norm: 0.7901 2021-04-05 00:29:04,630 - mmaction - INFO - Epoch [12][1080/1567] lr: 2.082e-01, eta: 5:32:17, time: 0.992, data_time: 0.002, memory: 9526, top1_acc: 0.9203, top5_acc: 0.9951, loss_cls: 0.2522, loss: 0.2522, grad_norm: 0.7433 2021-04-05 00:29:23,913 - mmaction - INFO - Epoch [12][1100/1567] lr: 2.078e-01, eta: 5:31:55, time: 0.966, data_time: 0.008, memory: 9526, top1_acc: 0.9148, top5_acc: 0.9953, loss_cls: 0.2713, loss: 0.2713, grad_norm: 0.8469 2021-04-05 00:29:43,787 - mmaction - INFO - Epoch [12][1120/1567] lr: 2.075e-01, eta: 5:31:34, time: 0.998, data_time: 0.005, memory: 9526, top1_acc: 0.9148, top5_acc: 0.9967, loss_cls: 0.2693, loss: 0.2693, grad_norm: 0.8070 2021-04-05 00:30:03,530 - mmaction - INFO - Epoch [12][1140/1567] lr: 2.071e-01, eta: 5:31:12, time: 0.984, data_time: 0.002, memory: 9526, top1_acc: 0.9039, top5_acc: 0.9955, loss_cls: 0.2909, loss: 0.2909, grad_norm: 0.8447 2021-04-05 00:30:23,994 - mmaction - INFO - Epoch [12][1160/1567] lr: 2.068e-01, eta: 5:30:51, time: 1.021, data_time: 0.010, memory: 9526, top1_acc: 0.9096, top5_acc: 0.9934, loss_cls: 0.2788, loss: 0.2788, grad_norm: 0.8123 2021-04-05 00:30:43,785 - mmaction - INFO - Epoch [12][1180/1567] lr: 2.065e-01, eta: 5:30:30, time: 0.989, data_time: 0.010, memory: 9526, top1_acc: 0.9186, top5_acc: 0.9953, loss_cls: 0.2549, loss: 0.2549, grad_norm: 0.7661 2021-04-05 00:31:03,590 - mmaction - INFO - Epoch [12][1200/1567] lr: 2.061e-01, eta: 5:30:08, time: 0.994, data_time: 0.008, memory: 9526, top1_acc: 0.9117, top5_acc: 0.9959, loss_cls: 0.2692, loss: 0.2692, grad_norm: 0.7665 2021-04-05 00:31:23,551 - mmaction - INFO - Epoch [12][1220/1567] lr: 2.058e-01, eta: 5:29:47, time: 0.997, data_time: 0.004, memory: 9526, top1_acc: 0.9125, top5_acc: 0.9959, loss_cls: 0.2688, loss: 0.2688, grad_norm: 0.7996 2021-04-05 00:31:43,321 - mmaction - INFO - Epoch [12][1240/1567] lr: 2.055e-01, eta: 5:29:25, time: 0.986, data_time: 0.004, memory: 9526, top1_acc: 0.9199, top5_acc: 0.9957, loss_cls: 0.2523, loss: 0.2523, grad_norm: 0.7630 2021-04-05 00:32:03,340 - mmaction - INFO - Epoch [12][1260/1567] lr: 2.051e-01, eta: 5:29:04, time: 1.002, data_time: 0.011, memory: 9526, top1_acc: 0.9193, top5_acc: 0.9965, loss_cls: 0.2519, loss: 0.2519, grad_norm: 0.7769 2021-04-05 00:32:23,035 - mmaction - INFO - Epoch [12][1280/1567] lr: 2.048e-01, eta: 5:28:42, time: 0.985, data_time: 0.006, memory: 9526, top1_acc: 0.9141, top5_acc: 0.9949, loss_cls: 0.2733, loss: 0.2733, grad_norm: 0.8314 2021-04-05 00:32:42,983 - mmaction - INFO - Epoch [12][1300/1567] lr: 2.045e-01, eta: 5:28:21, time: 0.996, data_time: 0.005, memory: 9526, top1_acc: 0.9117, top5_acc: 0.9963, loss_cls: 0.2692, loss: 0.2692, grad_norm: 0.7790 2021-04-05 00:33:03,047 - mmaction - INFO - Epoch [12][1320/1567] lr: 2.041e-01, eta: 5:27:59, time: 1.007, data_time: 0.006, memory: 9526, top1_acc: 0.9119, top5_acc: 0.9949, loss_cls: 0.2887, loss: 0.2887, grad_norm: 0.8146 2021-04-05 00:33:23,197 - mmaction - INFO - Epoch [12][1340/1567] lr: 2.038e-01, eta: 5:27:38, time: 1.004, data_time: 0.006, memory: 9526, top1_acc: 0.9066, top5_acc: 0.9953, loss_cls: 0.2732, loss: 0.2732, grad_norm: 0.7557 2021-04-05 00:33:43,210 - mmaction - INFO - Epoch [12][1360/1567] lr: 2.035e-01, eta: 5:27:17, time: 1.004, data_time: 0.007, memory: 9526, top1_acc: 0.9223, top5_acc: 0.9971, loss_cls: 0.2453, loss: 0.2453, grad_norm: 0.7548 2021-04-05 00:34:03,215 - mmaction - INFO - Epoch [12][1380/1567] lr: 2.031e-01, eta: 5:26:56, time: 0.997, data_time: 0.008, memory: 9526, top1_acc: 0.9199, top5_acc: 0.9959, loss_cls: 0.2590, loss: 0.2590, grad_norm: 0.7523 2021-04-05 00:34:23,251 - mmaction - INFO - Epoch [12][1400/1567] lr: 2.028e-01, eta: 5:26:34, time: 1.004, data_time: 0.006, memory: 9526, top1_acc: 0.9182, top5_acc: 0.9975, loss_cls: 0.2564, loss: 0.2564, grad_norm: 0.7715 2021-04-05 00:34:42,824 - mmaction - INFO - Epoch [12][1420/1567] lr: 2.025e-01, eta: 5:26:13, time: 0.979, data_time: 0.003, memory: 9526, top1_acc: 0.9170, top5_acc: 0.9957, loss_cls: 0.2660, loss: 0.2660, grad_norm: 0.8071 2021-04-05 00:35:02,715 - mmaction - INFO - Epoch [12][1440/1567] lr: 2.021e-01, eta: 5:25:51, time: 0.995, data_time: 0.004, memory: 9526, top1_acc: 0.9113, top5_acc: 0.9951, loss_cls: 0.2773, loss: 0.2773, grad_norm: 0.8175 2021-04-05 00:35:22,653 - mmaction - INFO - Epoch [12][1460/1567] lr: 2.018e-01, eta: 5:25:30, time: 0.994, data_time: 0.003, memory: 9526, top1_acc: 0.9082, top5_acc: 0.9965, loss_cls: 0.2825, loss: 0.2825, grad_norm: 0.8209 2021-04-05 00:35:42,478 - mmaction - INFO - Epoch [12][1480/1567] lr: 2.015e-01, eta: 5:25:08, time: 0.994, data_time: 0.005, memory: 9526, top1_acc: 0.9143, top5_acc: 0.9959, loss_cls: 0.2639, loss: 0.2639, grad_norm: 0.7901 2021-04-05 00:36:02,569 - mmaction - INFO - Epoch [12][1500/1567] lr: 2.011e-01, eta: 5:24:47, time: 1.002, data_time: 0.003, memory: 9526, top1_acc: 0.9205, top5_acc: 0.9969, loss_cls: 0.2433, loss: 0.2433, grad_norm: 0.7692 2021-04-05 00:36:22,496 - mmaction - INFO - Epoch [12][1520/1567] lr: 2.008e-01, eta: 5:24:26, time: 0.997, data_time: 0.004, memory: 9526, top1_acc: 0.9158, top5_acc: 0.9951, loss_cls: 0.2742, loss: 0.2742, grad_norm: 0.8126 2021-04-05 00:36:42,254 - mmaction - INFO - Epoch [12][1540/1567] lr: 2.005e-01, eta: 5:24:04, time: 0.987, data_time: 0.004, memory: 9526, top1_acc: 0.9096, top5_acc: 0.9955, loss_cls: 0.2934, loss: 0.2934, grad_norm: 0.8449 2021-04-05 00:37:01,910 - mmaction - INFO - Epoch [12][1560/1567] lr: 2.001e-01, eta: 5:23:42, time: 0.987, data_time: 0.005, memory: 9526, top1_acc: 0.9115, top5_acc: 0.9961, loss_cls: 0.2738, loss: 0.2738, grad_norm: 0.7980 2021-04-05 00:37:07,909 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-04-05 00:38:33,937 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 00:38:34,022 - mmaction - INFO - top1_acc 0.8043 top5_acc 0.9785 2021-04-05 00:38:34,023 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 00:38:34,052 - mmaction - INFO - mean_acc 0.8042 2021-04-05 00:38:34,055 - mmaction - INFO - Epoch(val) [12][1567] top1_acc: 0.8043, top5_acc: 0.9785, mean_class_accuracy: 0.8042 2021-04-05 00:39:32,935 - mmaction - INFO - Epoch [13][20/1567] lr: 1.997e-01, eta: 5:23:46, time: 2.943, data_time: 1.958, memory: 9526, top1_acc: 0.8990, top5_acc: 0.9943, loss_cls: 0.3161, loss: 0.3161, grad_norm: 0.8126 2021-04-05 00:39:53,664 - mmaction - INFO - Epoch [13][40/1567] lr: 1.993e-01, eta: 5:23:25, time: 1.036, data_time: 0.006, memory: 9526, top1_acc: 0.9166, top5_acc: 0.9961, loss_cls: 0.2746, loss: 0.2746, grad_norm: 0.8036 2021-04-05 00:40:14,041 - mmaction - INFO - Epoch [13][60/1567] lr: 1.990e-01, eta: 5:23:04, time: 1.018, data_time: 0.002, memory: 9526, top1_acc: 0.9160, top5_acc: 0.9963, loss_cls: 0.2673, loss: 0.2673, grad_norm: 0.7966 2021-04-05 00:40:33,822 - mmaction - INFO - Epoch [13][80/1567] lr: 1.987e-01, eta: 5:22:42, time: 0.991, data_time: 0.004, memory: 9526, top1_acc: 0.9125, top5_acc: 0.9965, loss_cls: 0.2634, loss: 0.2634, grad_norm: 0.7851 2021-04-05 00:40:53,794 - mmaction - INFO - Epoch [13][100/1567] lr: 1.983e-01, eta: 5:22:21, time: 0.993, data_time: 0.007, memory: 9526, top1_acc: 0.9115, top5_acc: 0.9967, loss_cls: 0.2638, loss: 0.2638, grad_norm: 0.8076 2021-04-05 00:41:13,501 - mmaction - INFO - Epoch [13][120/1567] lr: 1.980e-01, eta: 5:21:59, time: 0.987, data_time: 0.012, memory: 9526, top1_acc: 0.9143, top5_acc: 0.9965, loss_cls: 0.2680, loss: 0.2680, grad_norm: 0.7586 2021-04-05 00:41:32,883 - mmaction - INFO - Epoch [13][140/1567] lr: 1.977e-01, eta: 5:21:37, time: 0.973, data_time: 0.005, memory: 9526, top1_acc: 0.9113, top5_acc: 0.9947, loss_cls: 0.2787, loss: 0.2787, grad_norm: 0.8285 2021-04-05 00:41:53,974 - mmaction - INFO - Epoch [13][160/1567] lr: 1.973e-01, eta: 5:21:17, time: 1.054, data_time: 0.001, memory: 9526, top1_acc: 0.9187, top5_acc: 0.9941, loss_cls: 0.2657, loss: 0.2657, grad_norm: 0.8127 2021-04-05 00:42:13,460 - mmaction - INFO - Epoch [13][180/1567] lr: 1.970e-01, eta: 5:20:55, time: 0.972, data_time: 0.003, memory: 9526, top1_acc: 0.9105, top5_acc: 0.9943, loss_cls: 0.2733, loss: 0.2733, grad_norm: 0.7931 2021-04-05 00:42:33,389 - mmaction - INFO - Epoch [13][200/1567] lr: 1.967e-01, eta: 5:20:34, time: 0.998, data_time: 0.005, memory: 9526, top1_acc: 0.9168, top5_acc: 0.9957, loss_cls: 0.2626, loss: 0.2626, grad_norm: 0.7708 2021-04-05 00:42:53,378 - mmaction - INFO - Epoch [13][220/1567] lr: 1.963e-01, eta: 5:20:12, time: 0.997, data_time: 0.003, memory: 9526, top1_acc: 0.9205, top5_acc: 0.9969, loss_cls: 0.2464, loss: 0.2464, grad_norm: 0.7644 2021-04-05 00:43:13,173 - mmaction - INFO - Epoch [13][240/1567] lr: 1.960e-01, eta: 5:19:51, time: 0.993, data_time: 0.009, memory: 9526, top1_acc: 0.9174, top5_acc: 0.9959, loss_cls: 0.2555, loss: 0.2555, grad_norm: 0.7543 2021-04-05 00:43:33,542 - mmaction - INFO - Epoch [13][260/1567] lr: 1.957e-01, eta: 5:19:30, time: 1.019, data_time: 0.002, memory: 9526, top1_acc: 0.9193, top5_acc: 0.9963, loss_cls: 0.2609, loss: 0.2609, grad_norm: 0.7832 2021-04-05 00:43:53,213 - mmaction - INFO - Epoch [13][280/1567] lr: 1.953e-01, eta: 5:19:08, time: 0.983, data_time: 0.003, memory: 9526, top1_acc: 0.9184, top5_acc: 0.9943, loss_cls: 0.2644, loss: 0.2644, grad_norm: 0.7666 2021-04-05 00:44:13,177 - mmaction - INFO - Epoch [13][300/1567] lr: 1.950e-01, eta: 5:18:47, time: 0.997, data_time: 0.002, memory: 9526, top1_acc: 0.9160, top5_acc: 0.9951, loss_cls: 0.2643, loss: 0.2643, grad_norm: 0.8193 2021-04-05 00:44:32,979 - mmaction - INFO - Epoch [13][320/1567] lr: 1.947e-01, eta: 5:18:25, time: 0.992, data_time: 0.004, memory: 9526, top1_acc: 0.9104, top5_acc: 0.9947, loss_cls: 0.2862, loss: 0.2862, grad_norm: 0.8287 2021-04-05 00:44:52,700 - mmaction - INFO - Epoch [13][340/1567] lr: 1.943e-01, eta: 5:18:04, time: 0.985, data_time: 0.002, memory: 9526, top1_acc: 0.9162, top5_acc: 0.9957, loss_cls: 0.2634, loss: 0.2634, grad_norm: 0.7452 2021-04-05 00:45:12,632 - mmaction - INFO - Epoch [13][360/1567] lr: 1.940e-01, eta: 5:17:42, time: 0.998, data_time: 0.004, memory: 9526, top1_acc: 0.9172, top5_acc: 0.9941, loss_cls: 0.2641, loss: 0.2641, grad_norm: 0.7794 2021-04-05 00:45:32,408 - mmaction - INFO - Epoch [13][380/1567] lr: 1.937e-01, eta: 5:17:21, time: 0.986, data_time: 0.002, memory: 9526, top1_acc: 0.9229, top5_acc: 0.9957, loss_cls: 0.2544, loss: 0.2544, grad_norm: 0.8006 2021-04-05 00:45:52,103 - mmaction - INFO - Epoch [13][400/1567] lr: 1.933e-01, eta: 5:16:59, time: 0.985, data_time: 0.006, memory: 9526, top1_acc: 0.9195, top5_acc: 0.9939, loss_cls: 0.2624, loss: 0.2624, grad_norm: 0.7871 2021-04-05 00:46:11,763 - mmaction - INFO - Epoch [13][420/1567] lr: 1.930e-01, eta: 5:16:38, time: 0.979, data_time: 0.006, memory: 9526, top1_acc: 0.9148, top5_acc: 0.9955, loss_cls: 0.2577, loss: 0.2577, grad_norm: 0.7833 2021-04-05 00:46:31,749 - mmaction - INFO - Epoch [13][440/1567] lr: 1.927e-01, eta: 5:16:16, time: 1.004, data_time: 0.010, memory: 9526, top1_acc: 0.9209, top5_acc: 0.9965, loss_cls: 0.2413, loss: 0.2413, grad_norm: 0.7734 2021-04-05 00:46:51,958 - mmaction - INFO - Epoch [13][460/1567] lr: 1.923e-01, eta: 5:15:55, time: 1.011, data_time: 0.027, memory: 9526, top1_acc: 0.9113, top5_acc: 0.9955, loss_cls: 0.2655, loss: 0.2655, grad_norm: 0.8462 2021-04-05 00:47:12,995 - mmaction - INFO - Epoch [13][480/1567] lr: 1.920e-01, eta: 5:15:35, time: 1.053, data_time: 0.166, memory: 9526, top1_acc: 0.9158, top5_acc: 0.9961, loss_cls: 0.2640, loss: 0.2640, grad_norm: 0.7962 2021-04-05 00:47:33,016 - mmaction - INFO - Epoch [13][500/1567] lr: 1.917e-01, eta: 5:15:14, time: 1.001, data_time: 0.062, memory: 9526, top1_acc: 0.9227, top5_acc: 0.9967, loss_cls: 0.2499, loss: 0.2499, grad_norm: 0.7777 2021-04-05 00:47:53,063 - mmaction - INFO - Epoch [13][520/1567] lr: 1.913e-01, eta: 5:14:52, time: 0.999, data_time: 0.039, memory: 9526, top1_acc: 0.9246, top5_acc: 0.9971, loss_cls: 0.2437, loss: 0.2437, grad_norm: 0.7878 2021-04-05 00:48:13,221 - mmaction - INFO - Epoch [13][540/1567] lr: 1.910e-01, eta: 5:14:31, time: 1.010, data_time: 0.006, memory: 9526, top1_acc: 0.9184, top5_acc: 0.9971, loss_cls: 0.2444, loss: 0.2444, grad_norm: 0.7713 2021-04-05 00:48:33,223 - mmaction - INFO - Epoch [13][560/1567] lr: 1.907e-01, eta: 5:14:10, time: 1.000, data_time: 0.005, memory: 9526, top1_acc: 0.9139, top5_acc: 0.9951, loss_cls: 0.2621, loss: 0.2621, grad_norm: 0.7955 2021-04-05 00:48:53,457 - mmaction - INFO - Epoch [13][580/1567] lr: 1.903e-01, eta: 5:13:49, time: 1.014, data_time: 0.081, memory: 9526, top1_acc: 0.9273, top5_acc: 0.9965, loss_cls: 0.2262, loss: 0.2262, grad_norm: 0.7260 2021-04-05 00:49:13,173 - mmaction - INFO - Epoch [13][600/1567] lr: 1.900e-01, eta: 5:13:27, time: 0.985, data_time: 0.047, memory: 9526, top1_acc: 0.9217, top5_acc: 0.9971, loss_cls: 0.2360, loss: 0.2360, grad_norm: 0.7835 2021-04-05 00:49:33,612 - mmaction - INFO - Epoch [13][620/1567] lr: 1.897e-01, eta: 5:13:06, time: 1.020, data_time: 0.044, memory: 9526, top1_acc: 0.9211, top5_acc: 0.9967, loss_cls: 0.2443, loss: 0.2443, grad_norm: 0.7652 2021-04-05 00:49:53,506 - mmaction - INFO - Epoch [13][640/1567] lr: 1.893e-01, eta: 5:12:45, time: 0.995, data_time: 0.038, memory: 9526, top1_acc: 0.9258, top5_acc: 0.9967, loss_cls: 0.2429, loss: 0.2429, grad_norm: 0.7819 2021-04-05 00:50:13,910 - mmaction - INFO - Epoch [13][660/1567] lr: 1.890e-01, eta: 5:12:24, time: 1.017, data_time: 0.085, memory: 9526, top1_acc: 0.9135, top5_acc: 0.9945, loss_cls: 0.2645, loss: 0.2645, grad_norm: 0.7996 2021-04-05 00:50:34,145 - mmaction - INFO - Epoch [13][680/1567] lr: 1.887e-01, eta: 5:12:03, time: 1.012, data_time: 0.033, memory: 9526, top1_acc: 0.9230, top5_acc: 0.9975, loss_cls: 0.2442, loss: 0.2442, grad_norm: 0.7547 2021-04-05 00:50:54,013 - mmaction - INFO - Epoch [13][700/1567] lr: 1.883e-01, eta: 5:11:42, time: 0.997, data_time: 0.027, memory: 9526, top1_acc: 0.9250, top5_acc: 0.9977, loss_cls: 0.2351, loss: 0.2351, grad_norm: 0.7612 2021-04-05 00:51:14,558 - mmaction - INFO - Epoch [13][720/1567] lr: 1.880e-01, eta: 5:11:21, time: 1.026, data_time: 0.113, memory: 9526, top1_acc: 0.9172, top5_acc: 0.9961, loss_cls: 0.2470, loss: 0.2470, grad_norm: 0.8038 2021-04-05 00:51:34,524 - mmaction - INFO - Epoch [13][740/1567] lr: 1.877e-01, eta: 5:11:00, time: 0.998, data_time: 0.031, memory: 9526, top1_acc: 0.9178, top5_acc: 0.9971, loss_cls: 0.2559, loss: 0.2559, grad_norm: 0.7960 2021-04-05 00:51:54,612 - mmaction - INFO - Epoch [13][760/1567] lr: 1.873e-01, eta: 5:10:38, time: 1.004, data_time: 0.004, memory: 9526, top1_acc: 0.9037, top5_acc: 0.9953, loss_cls: 0.2817, loss: 0.2817, grad_norm: 0.8495 2021-04-05 00:52:14,576 - mmaction - INFO - Epoch [13][780/1567] lr: 1.870e-01, eta: 5:10:17, time: 1.000, data_time: 0.005, memory: 9526, top1_acc: 0.9172, top5_acc: 0.9955, loss_cls: 0.2462, loss: 0.2462, grad_norm: 0.7780 2021-04-05 00:52:34,499 - mmaction - INFO - Epoch [13][800/1567] lr: 1.867e-01, eta: 5:09:56, time: 0.995, data_time: 0.002, memory: 9526, top1_acc: 0.9234, top5_acc: 0.9965, loss_cls: 0.2438, loss: 0.2438, grad_norm: 0.7726 2021-04-05 00:52:54,254 - mmaction - INFO - Epoch [13][820/1567] lr: 1.863e-01, eta: 5:09:34, time: 0.983, data_time: 0.004, memory: 9526, top1_acc: 0.9186, top5_acc: 0.9977, loss_cls: 0.2542, loss: 0.2542, grad_norm: 0.8152 2021-04-05 00:53:13,758 - mmaction - INFO - Epoch [13][840/1567] lr: 1.860e-01, eta: 5:09:13, time: 0.979, data_time: 0.008, memory: 9526, top1_acc: 0.9145, top5_acc: 0.9975, loss_cls: 0.2615, loss: 0.2615, grad_norm: 0.8538 2021-04-05 00:53:33,229 - mmaction - INFO - Epoch [13][860/1567] lr: 1.857e-01, eta: 5:08:51, time: 0.975, data_time: 0.005, memory: 9526, top1_acc: 0.9232, top5_acc: 0.9967, loss_cls: 0.2498, loss: 0.2498, grad_norm: 0.7846 2021-04-05 00:53:53,437 - mmaction - INFO - Epoch [13][880/1567] lr: 1.853e-01, eta: 5:08:30, time: 1.010, data_time: 0.002, memory: 9526, top1_acc: 0.9199, top5_acc: 0.9947, loss_cls: 0.2572, loss: 0.2572, grad_norm: 0.8314 2021-04-05 00:54:13,549 - mmaction - INFO - Epoch [13][900/1567] lr: 1.850e-01, eta: 5:08:09, time: 1.006, data_time: 0.002, memory: 9526, top1_acc: 0.9170, top5_acc: 0.9947, loss_cls: 0.2536, loss: 0.2536, grad_norm: 0.8130 2021-04-05 00:54:33,712 - mmaction - INFO - Epoch [13][920/1567] lr: 1.847e-01, eta: 5:07:47, time: 1.006, data_time: 0.003, memory: 9526, top1_acc: 0.9270, top5_acc: 0.9979, loss_cls: 0.2221, loss: 0.2221, grad_norm: 0.7495 2021-04-05 00:54:54,164 - mmaction - INFO - Epoch [13][940/1567] lr: 1.843e-01, eta: 5:07:27, time: 1.023, data_time: 0.005, memory: 9526, top1_acc: 0.9213, top5_acc: 0.9967, loss_cls: 0.2351, loss: 0.2351, grad_norm: 0.7657 2021-04-05 00:55:13,943 - mmaction - INFO - Epoch [13][960/1567] lr: 1.840e-01, eta: 5:07:05, time: 0.991, data_time: 0.004, memory: 9526, top1_acc: 0.9230, top5_acc: 0.9959, loss_cls: 0.2305, loss: 0.2305, grad_norm: 0.7627 2021-04-05 00:55:33,633 - mmaction - INFO - Epoch [13][980/1567] lr: 1.837e-01, eta: 5:06:44, time: 0.985, data_time: 0.003, memory: 9526, top1_acc: 0.9146, top5_acc: 0.9957, loss_cls: 0.2691, loss: 0.2691, grad_norm: 0.8683 2021-04-05 00:55:53,823 - mmaction - INFO - Epoch [13][1000/1567] lr: 1.833e-01, eta: 5:06:23, time: 1.010, data_time: 0.002, memory: 9526, top1_acc: 0.9197, top5_acc: 0.9969, loss_cls: 0.2492, loss: 0.2492, grad_norm: 0.7897 2021-04-05 00:56:13,651 - mmaction - INFO - Epoch [13][1020/1567] lr: 1.830e-01, eta: 5:06:01, time: 0.991, data_time: 0.002, memory: 9526, top1_acc: 0.9146, top5_acc: 0.9947, loss_cls: 0.2681, loss: 0.2681, grad_norm: 0.8485 2021-04-05 00:56:33,710 - mmaction - INFO - Epoch [13][1040/1567] lr: 1.827e-01, eta: 5:05:40, time: 0.999, data_time: 0.002, memory: 9526, top1_acc: 0.9131, top5_acc: 0.9951, loss_cls: 0.2752, loss: 0.2752, grad_norm: 0.8320 2021-04-05 00:56:53,677 - mmaction - INFO - Epoch [13][1060/1567] lr: 1.823e-01, eta: 5:05:19, time: 1.001, data_time: 0.006, memory: 9526, top1_acc: 0.9197, top5_acc: 0.9961, loss_cls: 0.2651, loss: 0.2651, grad_norm: 0.8413 2021-04-05 00:57:13,277 - mmaction - INFO - Epoch [13][1080/1567] lr: 1.820e-01, eta: 5:04:57, time: 0.979, data_time: 0.004, memory: 9526, top1_acc: 0.9207, top5_acc: 0.9965, loss_cls: 0.2510, loss: 0.2510, grad_norm: 0.7787 2021-04-05 00:57:33,358 - mmaction - INFO - Epoch [13][1100/1567] lr: 1.817e-01, eta: 5:04:36, time: 1.004, data_time: 0.005, memory: 9526, top1_acc: 0.9252, top5_acc: 0.9965, loss_cls: 0.2338, loss: 0.2338, grad_norm: 0.7551 2021-04-05 00:57:52,951 - mmaction - INFO - Epoch [13][1120/1567] lr: 1.813e-01, eta: 5:04:15, time: 0.982, data_time: 0.004, memory: 9526, top1_acc: 0.9299, top5_acc: 0.9967, loss_cls: 0.2282, loss: 0.2282, grad_norm: 0.7561 2021-04-05 00:58:13,340 - mmaction - INFO - Epoch [13][1140/1567] lr: 1.810e-01, eta: 5:03:54, time: 1.018, data_time: 0.003, memory: 9526, top1_acc: 0.9186, top5_acc: 0.9977, loss_cls: 0.2356, loss: 0.2356, grad_norm: 0.7797 2021-04-05 00:58:33,077 - mmaction - INFO - Epoch [13][1160/1567] lr: 1.807e-01, eta: 5:03:32, time: 0.987, data_time: 0.005, memory: 9526, top1_acc: 0.9193, top5_acc: 0.9971, loss_cls: 0.2450, loss: 0.2450, grad_norm: 0.7980 2021-04-05 00:58:52,841 - mmaction - INFO - Epoch [13][1180/1567] lr: 1.803e-01, eta: 5:03:11, time: 0.984, data_time: 0.005, memory: 9526, top1_acc: 0.9299, top5_acc: 0.9971, loss_cls: 0.2268, loss: 0.2268, grad_norm: 0.7692 2021-04-05 00:59:12,986 - mmaction - INFO - Epoch [13][1200/1567] lr: 1.800e-01, eta: 5:02:50, time: 1.013, data_time: 0.009, memory: 9526, top1_acc: 0.9201, top5_acc: 0.9971, loss_cls: 0.2467, loss: 0.2467, grad_norm: 0.8300 2021-04-05 00:59:33,330 - mmaction - INFO - Epoch [13][1220/1567] lr: 1.797e-01, eta: 5:02:29, time: 1.018, data_time: 0.003, memory: 9526, top1_acc: 0.9195, top5_acc: 0.9955, loss_cls: 0.2506, loss: 0.2506, grad_norm: 0.8012 2021-04-05 00:59:53,427 - mmaction - INFO - Epoch [13][1240/1567] lr: 1.793e-01, eta: 5:02:08, time: 1.006, data_time: 0.003, memory: 9526, top1_acc: 0.9164, top5_acc: 0.9920, loss_cls: 0.2715, loss: 0.2715, grad_norm: 0.8140 2021-04-05 01:00:13,085 - mmaction - INFO - Epoch [13][1260/1567] lr: 1.790e-01, eta: 5:01:46, time: 0.984, data_time: 0.001, memory: 9526, top1_acc: 0.9299, top5_acc: 0.9963, loss_cls: 0.2321, loss: 0.2321, grad_norm: 0.7792 2021-04-05 01:00:33,695 - mmaction - INFO - Epoch [13][1280/1567] lr: 1.787e-01, eta: 5:01:25, time: 1.029, data_time: 0.001, memory: 9526, top1_acc: 0.9236, top5_acc: 0.9965, loss_cls: 0.2369, loss: 0.2369, grad_norm: 0.7975 2021-04-05 01:00:53,259 - mmaction - INFO - Epoch [13][1300/1567] lr: 1.783e-01, eta: 5:01:04, time: 0.974, data_time: 0.003, memory: 9526, top1_acc: 0.9234, top5_acc: 0.9961, loss_cls: 0.2375, loss: 0.2375, grad_norm: 0.7888 2021-04-05 01:01:13,331 - mmaction - INFO - Epoch [13][1320/1567] lr: 1.780e-01, eta: 5:00:43, time: 1.005, data_time: 0.007, memory: 9526, top1_acc: 0.9207, top5_acc: 0.9957, loss_cls: 0.2534, loss: 0.2534, grad_norm: 0.8132 2021-04-05 01:01:33,247 - mmaction - INFO - Epoch [13][1340/1567] lr: 1.777e-01, eta: 5:00:22, time: 0.997, data_time: 0.005, memory: 9526, top1_acc: 0.9264, top5_acc: 0.9963, loss_cls: 0.2295, loss: 0.2295, grad_norm: 0.7725 2021-04-05 01:01:52,916 - mmaction - INFO - Epoch [13][1360/1567] lr: 1.773e-01, eta: 5:00:00, time: 0.983, data_time: 0.003, memory: 9526, top1_acc: 0.9172, top5_acc: 0.9959, loss_cls: 0.2645, loss: 0.2645, grad_norm: 0.8578 2021-04-05 01:02:12,367 - mmaction - INFO - Epoch [13][1380/1567] lr: 1.770e-01, eta: 4:59:38, time: 0.971, data_time: 0.004, memory: 9526, top1_acc: 0.9178, top5_acc: 0.9963, loss_cls: 0.2502, loss: 0.2502, grad_norm: 0.8024 2021-04-05 01:02:32,850 - mmaction - INFO - Epoch [13][1400/1567] lr: 1.767e-01, eta: 4:59:18, time: 1.027, data_time: 0.047, memory: 9526, top1_acc: 0.9271, top5_acc: 0.9977, loss_cls: 0.2300, loss: 0.2300, grad_norm: 0.7719 2021-04-05 01:02:52,485 - mmaction - INFO - Epoch [13][1420/1567] lr: 1.763e-01, eta: 4:58:56, time: 0.979, data_time: 0.030, memory: 9526, top1_acc: 0.9230, top5_acc: 0.9961, loss_cls: 0.2461, loss: 0.2461, grad_norm: 0.7861 2021-04-05 01:03:12,599 - mmaction - INFO - Epoch [13][1440/1567] lr: 1.760e-01, eta: 4:58:35, time: 1.005, data_time: 0.005, memory: 9526, top1_acc: 0.9221, top5_acc: 0.9957, loss_cls: 0.2404, loss: 0.2404, grad_norm: 0.8159 2021-04-05 01:03:32,500 - mmaction - INFO - Epoch [13][1460/1567] lr: 1.757e-01, eta: 4:58:14, time: 0.996, data_time: 0.005, memory: 9526, top1_acc: 0.9193, top5_acc: 0.9953, loss_cls: 0.2545, loss: 0.2545, grad_norm: 0.8317 2021-04-05 01:03:52,199 - mmaction - INFO - Epoch [13][1480/1567] lr: 1.754e-01, eta: 4:57:52, time: 0.987, data_time: 0.006, memory: 9526, top1_acc: 0.9229, top5_acc: 0.9973, loss_cls: 0.2347, loss: 0.2347, grad_norm: 0.7785 2021-04-05 01:04:12,081 - mmaction - INFO - Epoch [13][1500/1567] lr: 1.750e-01, eta: 4:57:31, time: 0.990, data_time: 0.003, memory: 9526, top1_acc: 0.9230, top5_acc: 0.9957, loss_cls: 0.2401, loss: 0.2401, grad_norm: 0.7888 2021-04-05 01:04:31,967 - mmaction - INFO - Epoch [13][1520/1567] lr: 1.747e-01, eta: 4:57:10, time: 0.998, data_time: 0.008, memory: 9526, top1_acc: 0.9264, top5_acc: 0.9980, loss_cls: 0.2260, loss: 0.2260, grad_norm: 0.7673 2021-04-05 01:04:52,149 - mmaction - INFO - Epoch [13][1540/1567] lr: 1.744e-01, eta: 4:56:49, time: 1.008, data_time: 0.003, memory: 9526, top1_acc: 0.9275, top5_acc: 0.9965, loss_cls: 0.2358, loss: 0.2358, grad_norm: 0.8134 2021-04-05 01:05:12,042 - mmaction - INFO - Epoch [13][1560/1567] lr: 1.740e-01, eta: 4:56:28, time: 0.996, data_time: 0.005, memory: 9526, top1_acc: 0.9238, top5_acc: 0.9963, loss_cls: 0.2405, loss: 0.2405, grad_norm: 0.8048 2021-04-05 01:05:18,569 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-04-05 01:06:43,952 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 01:06:44,031 - mmaction - INFO - top1_acc 0.8382 top5_acc 0.9763 2021-04-05 01:06:44,031 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 01:06:44,060 - mmaction - INFO - mean_acc 0.8381 2021-04-05 01:06:44,060 - mmaction - INFO - Now best checkpoint is epoch_13.pth 2021-04-05 01:06:44,083 - mmaction - INFO - Epoch(val) [13][1567] top1_acc: 0.8382, top5_acc: 0.9763, mean_class_accuracy: 0.8381 2021-04-05 01:07:39,994 - mmaction - INFO - Epoch [14][20/1567] lr: 1.736e-01, eta: 4:56:23, time: 2.792, data_time: 1.729, memory: 9526, top1_acc: 0.9129, top5_acc: 0.9949, loss_cls: 0.2816, loss: 0.2816, grad_norm: 0.8514 2021-04-05 01:07:59,096 - mmaction - INFO - Epoch [14][40/1567] lr: 1.732e-01, eta: 4:56:01, time: 0.952, data_time: 0.009, memory: 9526, top1_acc: 0.9313, top5_acc: 0.9965, loss_cls: 0.2370, loss: 0.2370, grad_norm: 0.7708 2021-04-05 01:08:19,107 - mmaction - INFO - Epoch [14][60/1567] lr: 1.729e-01, eta: 4:55:40, time: 1.005, data_time: 0.007, memory: 9526, top1_acc: 0.9291, top5_acc: 0.9959, loss_cls: 0.2242, loss: 0.2242, grad_norm: 0.8280 2021-04-05 01:08:39,573 - mmaction - INFO - Epoch [14][80/1567] lr: 1.726e-01, eta: 4:55:19, time: 1.024, data_time: 0.002, memory: 9526, top1_acc: 0.9291, top5_acc: 0.9977, loss_cls: 0.2263, loss: 0.2263, grad_norm: 0.7730 2021-04-05 01:08:59,676 - mmaction - INFO - Epoch [14][100/1567] lr: 1.723e-01, eta: 4:54:58, time: 1.003, data_time: 0.001, memory: 9526, top1_acc: 0.9168, top5_acc: 0.9969, loss_cls: 0.2626, loss: 0.2626, grad_norm: 0.8562 2021-04-05 01:09:19,279 - mmaction - INFO - Epoch [14][120/1567] lr: 1.719e-01, eta: 4:54:37, time: 0.977, data_time: 0.004, memory: 9526, top1_acc: 0.9223, top5_acc: 0.9971, loss_cls: 0.2450, loss: 0.2450, grad_norm: 0.8417 2021-04-05 01:09:39,009 - mmaction - INFO - Epoch [14][140/1567] lr: 1.716e-01, eta: 4:54:15, time: 0.991, data_time: 0.007, memory: 9526, top1_acc: 0.9311, top5_acc: 0.9965, loss_cls: 0.2249, loss: 0.2249, grad_norm: 0.7598 2021-04-05 01:09:58,796 - mmaction - INFO - Epoch [14][160/1567] lr: 1.713e-01, eta: 4:53:54, time: 0.989, data_time: 0.003, memory: 9526, top1_acc: 0.9176, top5_acc: 0.9980, loss_cls: 0.2355, loss: 0.2355, grad_norm: 0.8190 2021-04-05 01:10:18,735 - mmaction - INFO - Epoch [14][180/1567] lr: 1.709e-01, eta: 4:53:33, time: 0.996, data_time: 0.002, memory: 9526, top1_acc: 0.9309, top5_acc: 0.9980, loss_cls: 0.2143, loss: 0.2143, grad_norm: 0.7651 2021-04-05 01:10:38,755 - mmaction - INFO - Epoch [14][200/1567] lr: 1.706e-01, eta: 4:53:11, time: 1.000, data_time: 0.004, memory: 9526, top1_acc: 0.9145, top5_acc: 0.9955, loss_cls: 0.2577, loss: 0.2577, grad_norm: 0.8475 2021-04-05 01:10:59,088 - mmaction - INFO - Epoch [14][220/1567] lr: 1.703e-01, eta: 4:52:50, time: 1.012, data_time: 0.004, memory: 9526, top1_acc: 0.9248, top5_acc: 0.9965, loss_cls: 0.2421, loss: 0.2421, grad_norm: 0.8233 2021-04-05 01:11:18,933 - mmaction - INFO - Epoch [14][240/1567] lr: 1.699e-01, eta: 4:52:29, time: 0.994, data_time: 0.009, memory: 9526, top1_acc: 0.9285, top5_acc: 0.9967, loss_cls: 0.2268, loss: 0.2268, grad_norm: 0.7492 2021-04-05 01:11:38,580 - mmaction - INFO - Epoch [14][260/1567] lr: 1.696e-01, eta: 4:52:08, time: 0.985, data_time: 0.007, memory: 9526, top1_acc: 0.9227, top5_acc: 0.9969, loss_cls: 0.2324, loss: 0.2324, grad_norm: 0.8118 2021-04-05 01:11:59,283 - mmaction - INFO - Epoch [14][280/1567] lr: 1.693e-01, eta: 4:51:47, time: 1.034, data_time: 0.004, memory: 9526, top1_acc: 0.9215, top5_acc: 0.9957, loss_cls: 0.2406, loss: 0.2406, grad_norm: 0.8323 2021-04-05 01:12:18,735 - mmaction - INFO - Epoch [14][300/1567] lr: 1.690e-01, eta: 4:51:25, time: 0.975, data_time: 0.005, memory: 9526, top1_acc: 0.9203, top5_acc: 0.9967, loss_cls: 0.2498, loss: 0.2498, grad_norm: 0.8470 2021-04-05 01:12:38,756 - mmaction - INFO - Epoch [14][320/1567] lr: 1.686e-01, eta: 4:51:04, time: 0.998, data_time: 0.003, memory: 9526, top1_acc: 0.9266, top5_acc: 0.9955, loss_cls: 0.2400, loss: 0.2400, grad_norm: 0.8408 2021-04-05 01:12:58,455 - mmaction - INFO - Epoch [14][340/1567] lr: 1.683e-01, eta: 4:50:43, time: 0.988, data_time: 0.006, memory: 9526, top1_acc: 0.9287, top5_acc: 0.9965, loss_cls: 0.2285, loss: 0.2285, grad_norm: 0.7956 2021-04-05 01:13:18,444 - mmaction - INFO - Epoch [14][360/1567] lr: 1.680e-01, eta: 4:50:22, time: 0.999, data_time: 0.003, memory: 9526, top1_acc: 0.9260, top5_acc: 0.9967, loss_cls: 0.2289, loss: 0.2289, grad_norm: 0.7994 2021-04-05 01:13:38,153 - mmaction - INFO - Epoch [14][380/1567] lr: 1.676e-01, eta: 4:50:00, time: 0.987, data_time: 0.005, memory: 9526, top1_acc: 0.9311, top5_acc: 0.9971, loss_cls: 0.2087, loss: 0.2087, grad_norm: 0.7949 2021-04-05 01:13:58,353 - mmaction - INFO - Epoch [14][400/1567] lr: 1.673e-01, eta: 4:49:39, time: 1.006, data_time: 0.002, memory: 9526, top1_acc: 0.9221, top5_acc: 0.9967, loss_cls: 0.2331, loss: 0.2331, grad_norm: 0.8125 2021-04-05 01:14:18,206 - mmaction - INFO - Epoch [14][420/1567] lr: 1.670e-01, eta: 4:49:18, time: 0.995, data_time: 0.007, memory: 9526, top1_acc: 0.9199, top5_acc: 0.9973, loss_cls: 0.2414, loss: 0.2414, grad_norm: 0.8083 2021-04-05 01:14:37,609 - mmaction - INFO - Epoch [14][440/1567] lr: 1.666e-01, eta: 4:48:56, time: 0.971, data_time: 0.004, memory: 9526, top1_acc: 0.9328, top5_acc: 0.9963, loss_cls: 0.2238, loss: 0.2238, grad_norm: 0.7946 2021-04-05 01:14:57,589 - mmaction - INFO - Epoch [14][460/1567] lr: 1.663e-01, eta: 4:48:35, time: 0.999, data_time: 0.003, memory: 9526, top1_acc: 0.9180, top5_acc: 0.9973, loss_cls: 0.2416, loss: 0.2416, grad_norm: 0.8572 2021-04-05 01:15:17,415 - mmaction - INFO - Epoch [14][480/1567] lr: 1.660e-01, eta: 4:48:14, time: 0.990, data_time: 0.003, memory: 9526, top1_acc: 0.9246, top5_acc: 0.9969, loss_cls: 0.2362, loss: 0.2362, grad_norm: 0.8325 2021-04-05 01:15:37,430 - mmaction - INFO - Epoch [14][500/1567] lr: 1.657e-01, eta: 4:47:53, time: 1.003, data_time: 0.005, memory: 9526, top1_acc: 0.9330, top5_acc: 0.9977, loss_cls: 0.2135, loss: 0.2135, grad_norm: 0.7674 2021-04-05 01:15:57,941 - mmaction - INFO - Epoch [14][520/1567] lr: 1.653e-01, eta: 4:47:32, time: 1.026, data_time: 0.003, memory: 9526, top1_acc: 0.9268, top5_acc: 0.9975, loss_cls: 0.2056, loss: 0.2056, grad_norm: 0.7937 2021-04-05 01:16:17,662 - mmaction - INFO - Epoch [14][540/1567] lr: 1.650e-01, eta: 4:47:11, time: 0.985, data_time: 0.002, memory: 9526, top1_acc: 0.9350, top5_acc: 0.9977, loss_cls: 0.2074, loss: 0.2074, grad_norm: 0.7804 2021-04-05 01:16:37,829 - mmaction - INFO - Epoch [14][560/1567] lr: 1.647e-01, eta: 4:46:50, time: 1.007, data_time: 0.002, memory: 9526, top1_acc: 0.9236, top5_acc: 0.9959, loss_cls: 0.2301, loss: 0.2301, grad_norm: 0.8391 2021-04-05 01:16:57,704 - mmaction - INFO - Epoch [14][580/1567] lr: 1.643e-01, eta: 4:46:28, time: 0.993, data_time: 0.004, memory: 9526, top1_acc: 0.9176, top5_acc: 0.9951, loss_cls: 0.2524, loss: 0.2524, grad_norm: 0.8751 2021-04-05 01:17:17,374 - mmaction - INFO - Epoch [14][600/1567] lr: 1.640e-01, eta: 4:46:07, time: 0.986, data_time: 0.005, memory: 9526, top1_acc: 0.9262, top5_acc: 0.9980, loss_cls: 0.2277, loss: 0.2277, grad_norm: 0.7780 2021-04-05 01:17:37,448 - mmaction - INFO - Epoch [14][620/1567] lr: 1.637e-01, eta: 4:45:46, time: 0.999, data_time: 0.003, memory: 9526, top1_acc: 0.9287, top5_acc: 0.9957, loss_cls: 0.2295, loss: 0.2295, grad_norm: 0.7783 2021-04-05 01:17:57,163 - mmaction - INFO - Epoch [14][640/1567] lr: 1.634e-01, eta: 4:45:24, time: 0.986, data_time: 0.006, memory: 9526, top1_acc: 0.9223, top5_acc: 0.9959, loss_cls: 0.2450, loss: 0.2450, grad_norm: 0.8279 2021-04-05 01:18:17,208 - mmaction - INFO - Epoch [14][660/1567] lr: 1.630e-01, eta: 4:45:03, time: 1.006, data_time: 0.008, memory: 9526, top1_acc: 0.9299, top5_acc: 0.9961, loss_cls: 0.2246, loss: 0.2246, grad_norm: 0.7936 2021-04-05 01:18:37,076 - mmaction - INFO - Epoch [14][680/1567] lr: 1.627e-01, eta: 4:44:42, time: 0.990, data_time: 0.003, memory: 9526, top1_acc: 0.9318, top5_acc: 0.9973, loss_cls: 0.2132, loss: 0.2132, grad_norm: 0.7828 2021-04-05 01:18:57,105 - mmaction - INFO - Epoch [14][700/1567] lr: 1.624e-01, eta: 4:44:21, time: 1.005, data_time: 0.007, memory: 9526, top1_acc: 0.9305, top5_acc: 0.9975, loss_cls: 0.2168, loss: 0.2168, grad_norm: 0.7609 2021-04-05 01:19:16,852 - mmaction - INFO - Epoch [14][720/1567] lr: 1.620e-01, eta: 4:44:00, time: 0.985, data_time: 0.002, memory: 9526, top1_acc: 0.9297, top5_acc: 0.9969, loss_cls: 0.2308, loss: 0.2308, grad_norm: 0.8209 2021-04-05 01:19:36,960 - mmaction - INFO - Epoch [14][740/1567] lr: 1.617e-01, eta: 4:43:39, time: 1.006, data_time: 0.004, memory: 9526, top1_acc: 0.9332, top5_acc: 0.9971, loss_cls: 0.2206, loss: 0.2206, grad_norm: 0.7793 2021-04-05 01:19:56,689 - mmaction - INFO - Epoch [14][760/1567] lr: 1.614e-01, eta: 4:43:17, time: 0.985, data_time: 0.004, memory: 9526, top1_acc: 0.9236, top5_acc: 0.9951, loss_cls: 0.2446, loss: 0.2446, grad_norm: 0.8750 2021-04-05 01:20:16,643 - mmaction - INFO - Epoch [14][780/1567] lr: 1.611e-01, eta: 4:42:56, time: 1.001, data_time: 0.006, memory: 9526, top1_acc: 0.9238, top5_acc: 0.9969, loss_cls: 0.2348, loss: 0.2348, grad_norm: 0.8317 2021-04-05 01:20:36,047 - mmaction - INFO - Epoch [14][800/1567] lr: 1.607e-01, eta: 4:42:35, time: 0.971, data_time: 0.003, memory: 9526, top1_acc: 0.9252, top5_acc: 0.9977, loss_cls: 0.2369, loss: 0.2369, grad_norm: 0.8518 2021-04-05 01:20:56,403 - mmaction - INFO - Epoch [14][820/1567] lr: 1.604e-01, eta: 4:42:14, time: 1.019, data_time: 0.004, memory: 9526, top1_acc: 0.9264, top5_acc: 0.9963, loss_cls: 0.2287, loss: 0.2287, grad_norm: 0.8016 2021-04-05 01:21:16,431 - mmaction - INFO - Epoch [14][840/1567] lr: 1.601e-01, eta: 4:41:53, time: 0.998, data_time: 0.008, memory: 9526, top1_acc: 0.9283, top5_acc: 0.9963, loss_cls: 0.2310, loss: 0.2310, grad_norm: 0.8231 2021-04-05 01:21:36,059 - mmaction - INFO - Epoch [14][860/1567] lr: 1.597e-01, eta: 4:41:31, time: 0.981, data_time: 0.029, memory: 9526, top1_acc: 0.9301, top5_acc: 0.9967, loss_cls: 0.2178, loss: 0.2178, grad_norm: 0.8323 2021-04-05 01:21:56,395 - mmaction - INFO - Epoch [14][880/1567] lr: 1.594e-01, eta: 4:41:10, time: 1.015, data_time: 0.005, memory: 9526, top1_acc: 0.9213, top5_acc: 0.9967, loss_cls: 0.2515, loss: 0.2515, grad_norm: 0.9105 2021-04-05 01:22:16,152 - mmaction - INFO - Epoch [14][900/1567] lr: 1.591e-01, eta: 4:40:49, time: 0.994, data_time: 0.008, memory: 9526, top1_acc: 0.9201, top5_acc: 0.9975, loss_cls: 0.2499, loss: 0.2499, grad_norm: 0.8108 2021-04-05 01:22:36,504 - mmaction - INFO - Epoch [14][920/1567] lr: 1.588e-01, eta: 4:40:28, time: 1.017, data_time: 0.001, memory: 9526, top1_acc: 0.9332, top5_acc: 0.9943, loss_cls: 0.2262, loss: 0.2262, grad_norm: 0.7935 2021-04-05 01:22:55,902 - mmaction - INFO - Epoch [14][940/1567] lr: 1.584e-01, eta: 4:40:07, time: 0.967, data_time: 0.003, memory: 9526, top1_acc: 0.9221, top5_acc: 0.9951, loss_cls: 0.2439, loss: 0.2439, grad_norm: 0.8382 2021-04-05 01:23:15,654 - mmaction - INFO - Epoch [14][960/1567] lr: 1.581e-01, eta: 4:39:45, time: 0.985, data_time: 0.041, memory: 9526, top1_acc: 0.9275, top5_acc: 0.9977, loss_cls: 0.2254, loss: 0.2254, grad_norm: 0.7851 2021-04-05 01:23:36,537 - mmaction - INFO - Epoch [14][980/1567] lr: 1.578e-01, eta: 4:39:25, time: 1.046, data_time: 0.008, memory: 9526, top1_acc: 0.9270, top5_acc: 0.9975, loss_cls: 0.2288, loss: 0.2288, grad_norm: 0.8161 2021-04-05 01:23:56,177 - mmaction - INFO - Epoch [14][1000/1567] lr: 1.575e-01, eta: 4:39:04, time: 0.984, data_time: 0.006, memory: 9526, top1_acc: 0.9316, top5_acc: 0.9969, loss_cls: 0.2225, loss: 0.2225, grad_norm: 0.8005 2021-04-05 01:24:15,879 - mmaction - INFO - Epoch [14][1020/1567] lr: 1.571e-01, eta: 4:38:42, time: 0.986, data_time: 0.003, memory: 9526, top1_acc: 0.9318, top5_acc: 0.9973, loss_cls: 0.2107, loss: 0.2107, grad_norm: 0.8091 2021-04-05 01:24:35,935 - mmaction - INFO - Epoch [14][1040/1567] lr: 1.568e-01, eta: 4:38:21, time: 1.003, data_time: 0.007, memory: 9526, top1_acc: 0.9293, top5_acc: 0.9971, loss_cls: 0.2200, loss: 0.2200, grad_norm: 0.8092 2021-04-05 01:24:55,757 - mmaction - INFO - Epoch [14][1060/1567] lr: 1.565e-01, eta: 4:38:00, time: 0.987, data_time: 0.005, memory: 9526, top1_acc: 0.9221, top5_acc: 0.9973, loss_cls: 0.2356, loss: 0.2356, grad_norm: 0.8422 2021-04-05 01:25:15,761 - mmaction - INFO - Epoch [14][1080/1567] lr: 1.562e-01, eta: 4:37:39, time: 1.003, data_time: 0.007, memory: 9526, top1_acc: 0.9279, top5_acc: 0.9959, loss_cls: 0.2225, loss: 0.2225, grad_norm: 0.7802 2021-04-05 01:25:35,260 - mmaction - INFO - Epoch [14][1100/1567] lr: 1.558e-01, eta: 4:37:17, time: 0.977, data_time: 0.004, memory: 9526, top1_acc: 0.9344, top5_acc: 0.9973, loss_cls: 0.2109, loss: 0.2109, grad_norm: 0.7596 2021-04-05 01:25:55,352 - mmaction - INFO - Epoch [14][1120/1567] lr: 1.555e-01, eta: 4:36:56, time: 1.004, data_time: 0.002, memory: 9526, top1_acc: 0.9295, top5_acc: 0.9975, loss_cls: 0.2214, loss: 0.2214, grad_norm: 0.8128 2021-04-05 01:26:14,882 - mmaction - INFO - Epoch [14][1140/1567] lr: 1.552e-01, eta: 4:36:35, time: 0.976, data_time: 0.003, memory: 9526, top1_acc: 0.9268, top5_acc: 0.9963, loss_cls: 0.2324, loss: 0.2324, grad_norm: 0.8606 2021-04-05 01:26:34,638 - mmaction - INFO - Epoch [14][1160/1567] lr: 1.548e-01, eta: 4:36:14, time: 0.986, data_time: 0.003, memory: 9526, top1_acc: 0.9281, top5_acc: 0.9963, loss_cls: 0.2268, loss: 0.2268, grad_norm: 0.8011 2021-04-05 01:26:54,452 - mmaction - INFO - Epoch [14][1180/1567] lr: 1.545e-01, eta: 4:35:52, time: 0.988, data_time: 0.004, memory: 9526, top1_acc: 0.9283, top5_acc: 0.9957, loss_cls: 0.2210, loss: 0.2210, grad_norm: 0.8167 2021-04-05 01:27:14,605 - mmaction - INFO - Epoch [14][1200/1567] lr: 1.542e-01, eta: 4:35:32, time: 1.012, data_time: 0.007, memory: 9526, top1_acc: 0.9256, top5_acc: 0.9973, loss_cls: 0.2277, loss: 0.2277, grad_norm: 0.8363 2021-04-05 01:27:34,690 - mmaction - INFO - Epoch [14][1220/1567] lr: 1.539e-01, eta: 4:35:11, time: 1.004, data_time: 0.003, memory: 9526, top1_acc: 0.9277, top5_acc: 0.9977, loss_cls: 0.2235, loss: 0.2235, grad_norm: 0.8284 2021-04-05 01:27:54,351 - mmaction - INFO - Epoch [14][1240/1567] lr: 1.535e-01, eta: 4:34:49, time: 0.984, data_time: 0.003, memory: 9526, top1_acc: 0.9357, top5_acc: 0.9973, loss_cls: 0.2117, loss: 0.2117, grad_norm: 0.7904 2021-04-05 01:28:14,043 - mmaction - INFO - Epoch [14][1260/1567] lr: 1.532e-01, eta: 4:34:28, time: 0.985, data_time: 0.001, memory: 9526, top1_acc: 0.9295, top5_acc: 0.9982, loss_cls: 0.2101, loss: 0.2101, grad_norm: 0.7900 2021-04-05 01:28:34,039 - mmaction - INFO - Epoch [14][1280/1567] lr: 1.529e-01, eta: 4:34:07, time: 1.000, data_time: 0.001, memory: 9526, top1_acc: 0.9191, top5_acc: 0.9953, loss_cls: 0.2440, loss: 0.2440, grad_norm: 0.8824 2021-04-05 01:28:54,312 - mmaction - INFO - Epoch [14][1300/1567] lr: 1.526e-01, eta: 4:33:46, time: 1.010, data_time: 0.002, memory: 9526, top1_acc: 0.9299, top5_acc: 0.9967, loss_cls: 0.2332, loss: 0.2332, grad_norm: 0.8273 2021-04-05 01:29:14,224 - mmaction - INFO - Epoch [14][1320/1567] lr: 1.522e-01, eta: 4:33:25, time: 0.998, data_time: 0.007, memory: 9526, top1_acc: 0.9275, top5_acc: 0.9973, loss_cls: 0.2319, loss: 0.2319, grad_norm: 0.8359 2021-04-05 01:29:33,757 - mmaction - INFO - Epoch [14][1340/1567] lr: 1.519e-01, eta: 4:33:03, time: 0.977, data_time: 0.003, memory: 9526, top1_acc: 0.9307, top5_acc: 0.9957, loss_cls: 0.2352, loss: 0.2352, grad_norm: 0.8329 2021-04-05 01:29:53,738 - mmaction - INFO - Epoch [14][1360/1567] lr: 1.516e-01, eta: 4:32:42, time: 0.995, data_time: 0.002, memory: 9526, top1_acc: 0.9299, top5_acc: 0.9971, loss_cls: 0.2190, loss: 0.2190, grad_norm: 0.8169 2021-04-05 01:30:13,551 - mmaction - INFO - Epoch [14][1380/1567] lr: 1.513e-01, eta: 4:32:21, time: 0.994, data_time: 0.006, memory: 9526, top1_acc: 0.9229, top5_acc: 0.9975, loss_cls: 0.2344, loss: 0.2344, grad_norm: 0.8649 2021-04-05 01:30:33,237 - mmaction - INFO - Epoch [14][1400/1567] lr: 1.510e-01, eta: 4:32:00, time: 0.982, data_time: 0.002, memory: 9526, top1_acc: 0.9281, top5_acc: 0.9973, loss_cls: 0.2300, loss: 0.2300, grad_norm: 0.8547 2021-04-05 01:30:52,921 - mmaction - INFO - Epoch [14][1420/1567] lr: 1.506e-01, eta: 4:31:39, time: 0.985, data_time: 0.005, memory: 9526, top1_acc: 0.9275, top5_acc: 0.9971, loss_cls: 0.2190, loss: 0.2190, grad_norm: 0.8109 2021-04-05 01:31:13,589 - mmaction - INFO - Epoch [14][1440/1567] lr: 1.503e-01, eta: 4:31:18, time: 1.033, data_time: 0.003, memory: 9526, top1_acc: 0.9289, top5_acc: 0.9971, loss_cls: 0.2206, loss: 0.2206, grad_norm: 0.8343 2021-04-05 01:31:33,550 - mmaction - INFO - Epoch [14][1460/1567] lr: 1.500e-01, eta: 4:30:57, time: 0.997, data_time: 0.003, memory: 9526, top1_acc: 0.9283, top5_acc: 0.9965, loss_cls: 0.2223, loss: 0.2223, grad_norm: 0.8007 2021-04-05 01:31:53,427 - mmaction - INFO - Epoch [14][1480/1567] lr: 1.497e-01, eta: 4:30:36, time: 0.993, data_time: 0.009, memory: 9526, top1_acc: 0.9316, top5_acc: 0.9971, loss_cls: 0.2177, loss: 0.2177, grad_norm: 0.7862 2021-04-05 01:32:13,325 - mmaction - INFO - Epoch [14][1500/1567] lr: 1.493e-01, eta: 4:30:15, time: 0.993, data_time: 0.005, memory: 9526, top1_acc: 0.9334, top5_acc: 0.9953, loss_cls: 0.2162, loss: 0.2162, grad_norm: 0.8247 2021-04-05 01:32:33,494 - mmaction - INFO - Epoch [14][1520/1567] lr: 1.490e-01, eta: 4:29:54, time: 1.011, data_time: 0.006, memory: 9526, top1_acc: 0.9395, top5_acc: 0.9967, loss_cls: 0.2049, loss: 0.2049, grad_norm: 0.7636 2021-04-05 01:32:53,141 - mmaction - INFO - Epoch [14][1540/1567] lr: 1.487e-01, eta: 4:29:32, time: 0.983, data_time: 0.003, memory: 9526, top1_acc: 0.9326, top5_acc: 0.9971, loss_cls: 0.2112, loss: 0.2112, grad_norm: 0.8115 2021-04-05 01:33:13,049 - mmaction - INFO - Epoch [14][1560/1567] lr: 1.484e-01, eta: 4:29:11, time: 0.995, data_time: 0.003, memory: 9526, top1_acc: 0.9311, top5_acc: 0.9986, loss_cls: 0.2087, loss: 0.2087, grad_norm: 0.7932 2021-04-05 01:33:19,126 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-04-05 01:34:45,972 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 01:34:46,058 - mmaction - INFO - top1_acc 0.8620 top5_acc 0.9862 2021-04-05 01:34:46,058 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 01:34:46,090 - mmaction - INFO - mean_acc 0.8618 2021-04-05 01:34:46,090 - mmaction - INFO - Now best checkpoint is epoch_14.pth 2021-04-05 01:34:46,115 - mmaction - INFO - Epoch(val) [14][1567] top1_acc: 0.8620, top5_acc: 0.9862, mean_class_accuracy: 0.8618 2021-04-05 01:35:43,517 - mmaction - INFO - Epoch [15][20/1567] lr: 1.479e-01, eta: 4:29:05, time: 2.867, data_time: 1.761, memory: 9526, top1_acc: 0.9135, top5_acc: 0.9963, loss_cls: 0.2735, loss: 0.2735, grad_norm: 0.9307 2021-04-05 01:36:03,871 - mmaction - INFO - Epoch [15][40/1567] lr: 1.476e-01, eta: 4:28:44, time: 1.017, data_time: 0.010, memory: 9526, top1_acc: 0.9299, top5_acc: 0.9963, loss_cls: 0.2316, loss: 0.2316, grad_norm: 0.7947 2021-04-05 01:36:23,467 - mmaction - INFO - Epoch [15][60/1567] lr: 1.473e-01, eta: 4:28:22, time: 0.982, data_time: 0.007, memory: 9526, top1_acc: 0.9330, top5_acc: 0.9967, loss_cls: 0.2160, loss: 0.2160, grad_norm: 0.8038 2021-04-05 01:36:43,413 - mmaction - INFO - Epoch [15][80/1567] lr: 1.470e-01, eta: 4:28:01, time: 0.994, data_time: 0.002, memory: 9526, top1_acc: 0.9365, top5_acc: 0.9979, loss_cls: 0.2046, loss: 0.2046, grad_norm: 0.7705 2021-04-05 01:37:03,340 - mmaction - INFO - Epoch [15][100/1567] lr: 1.466e-01, eta: 4:27:40, time: 1.000, data_time: 0.028, memory: 9526, top1_acc: 0.9283, top5_acc: 0.9969, loss_cls: 0.2179, loss: 0.2179, grad_norm: 0.8338 2021-04-05 01:37:22,716 - mmaction - INFO - Epoch [15][120/1567] lr: 1.463e-01, eta: 4:27:19, time: 0.965, data_time: 0.002, memory: 9526, top1_acc: 0.9324, top5_acc: 0.9977, loss_cls: 0.2061, loss: 0.2061, grad_norm: 0.8308 2021-04-05 01:37:42,864 - mmaction - INFO - Epoch [15][140/1567] lr: 1.460e-01, eta: 4:26:58, time: 1.005, data_time: 0.006, memory: 9526, top1_acc: 0.9289, top5_acc: 0.9961, loss_cls: 0.2134, loss: 0.2134, grad_norm: 0.8269 2021-04-05 01:38:03,166 - mmaction - INFO - Epoch [15][160/1567] lr: 1.457e-01, eta: 4:26:37, time: 1.020, data_time: 0.008, memory: 9526, top1_acc: 0.9373, top5_acc: 0.9980, loss_cls: 0.2006, loss: 0.2006, grad_norm: 0.7846 2021-04-05 01:38:22,824 - mmaction - INFO - Epoch [15][180/1567] lr: 1.454e-01, eta: 4:26:15, time: 0.978, data_time: 0.003, memory: 9526, top1_acc: 0.9344, top5_acc: 0.9963, loss_cls: 0.2042, loss: 0.2042, grad_norm: 0.7895 2021-04-05 01:38:42,581 - mmaction - INFO - Epoch [15][200/1567] lr: 1.450e-01, eta: 4:25:54, time: 0.992, data_time: 0.010, memory: 9526, top1_acc: 0.9387, top5_acc: 0.9963, loss_cls: 0.1949, loss: 0.1949, grad_norm: 0.7771 2021-04-05 01:39:02,712 - mmaction - INFO - Epoch [15][220/1567] lr: 1.447e-01, eta: 4:25:33, time: 1.007, data_time: 0.003, memory: 9526, top1_acc: 0.9281, top5_acc: 0.9971, loss_cls: 0.2101, loss: 0.2101, grad_norm: 0.8460 2021-04-05 01:39:22,591 - mmaction - INFO - Epoch [15][240/1567] lr: 1.444e-01, eta: 4:25:12, time: 0.993, data_time: 0.002, memory: 9526, top1_acc: 0.9328, top5_acc: 0.9969, loss_cls: 0.2106, loss: 0.2106, grad_norm: 0.8662 2021-04-05 01:39:41,854 - mmaction - INFO - Epoch [15][260/1567] lr: 1.441e-01, eta: 4:24:51, time: 0.962, data_time: 0.004, memory: 9526, top1_acc: 0.9250, top5_acc: 0.9969, loss_cls: 0.2362, loss: 0.2362, grad_norm: 0.8762 2021-04-05 01:40:02,299 - mmaction - INFO - Epoch [15][280/1567] lr: 1.437e-01, eta: 4:24:30, time: 1.022, data_time: 0.007, memory: 9526, top1_acc: 0.9354, top5_acc: 0.9980, loss_cls: 0.2062, loss: 0.2062, grad_norm: 0.8355 2021-04-05 01:40:22,275 - mmaction - INFO - Epoch [15][300/1567] lr: 1.434e-01, eta: 4:24:09, time: 1.000, data_time: 0.009, memory: 9526, top1_acc: 0.9371, top5_acc: 0.9967, loss_cls: 0.2127, loss: 0.2127, grad_norm: 0.8033 2021-04-05 01:40:42,099 - mmaction - INFO - Epoch [15][320/1567] lr: 1.431e-01, eta: 4:23:48, time: 0.991, data_time: 0.004, memory: 9526, top1_acc: 0.9369, top5_acc: 0.9973, loss_cls: 0.1972, loss: 0.1972, grad_norm: 0.8268 2021-04-05 01:41:01,769 - mmaction - INFO - Epoch [15][340/1567] lr: 1.428e-01, eta: 4:23:26, time: 0.987, data_time: 0.004, memory: 9526, top1_acc: 0.9357, top5_acc: 0.9967, loss_cls: 0.2037, loss: 0.2037, grad_norm: 0.7986 2021-04-05 01:41:21,576 - mmaction - INFO - Epoch [15][360/1567] lr: 1.425e-01, eta: 4:23:05, time: 0.987, data_time: 0.002, memory: 9526, top1_acc: 0.9313, top5_acc: 0.9963, loss_cls: 0.2325, loss: 0.2325, grad_norm: 0.9169 2021-04-05 01:41:41,620 - mmaction - INFO - Epoch [15][380/1567] lr: 1.421e-01, eta: 4:22:44, time: 1.005, data_time: 0.005, memory: 9526, top1_acc: 0.9350, top5_acc: 0.9975, loss_cls: 0.2086, loss: 0.2086, grad_norm: 0.8294 2021-04-05 01:42:01,833 - mmaction - INFO - Epoch [15][400/1567] lr: 1.418e-01, eta: 4:22:23, time: 1.011, data_time: 0.003, memory: 9526, top1_acc: 0.9363, top5_acc: 0.9973, loss_cls: 0.2175, loss: 0.2175, grad_norm: 0.8431 2021-04-05 01:42:21,553 - mmaction - INFO - Epoch [15][420/1567] lr: 1.415e-01, eta: 4:22:02, time: 0.986, data_time: 0.003, memory: 9526, top1_acc: 0.9307, top5_acc: 0.9979, loss_cls: 0.2117, loss: 0.2117, grad_norm: 0.8551 2021-04-05 01:42:41,243 - mmaction - INFO - Epoch [15][440/1567] lr: 1.412e-01, eta: 4:21:41, time: 0.981, data_time: 0.002, memory: 9526, top1_acc: 0.9293, top5_acc: 0.9977, loss_cls: 0.2150, loss: 0.2150, grad_norm: 0.8722 2021-04-05 01:43:01,228 - mmaction - INFO - Epoch [15][460/1567] lr: 1.409e-01, eta: 4:21:20, time: 1.002, data_time: 0.006, memory: 9526, top1_acc: 0.9338, top5_acc: 0.9971, loss_cls: 0.2143, loss: 0.2143, grad_norm: 0.8044 2021-04-05 01:43:21,092 - mmaction - INFO - Epoch [15][480/1567] lr: 1.405e-01, eta: 4:20:59, time: 0.993, data_time: 0.003, memory: 9526, top1_acc: 0.9371, top5_acc: 0.9982, loss_cls: 0.1960, loss: 0.1960, grad_norm: 0.8170 2021-04-05 01:43:41,779 - mmaction - INFO - Epoch [15][500/1567] lr: 1.402e-01, eta: 4:20:38, time: 1.034, data_time: 0.003, memory: 9526, top1_acc: 0.9406, top5_acc: 0.9971, loss_cls: 0.1898, loss: 0.1898, grad_norm: 0.7817 2021-04-05 01:44:01,391 - mmaction - INFO - Epoch [15][520/1567] lr: 1.399e-01, eta: 4:20:17, time: 0.978, data_time: 0.005, memory: 9526, top1_acc: 0.9383, top5_acc: 0.9977, loss_cls: 0.2053, loss: 0.2053, grad_norm: 0.8071 2021-04-05 01:44:21,398 - mmaction - INFO - Epoch [15][540/1567] lr: 1.396e-01, eta: 4:19:56, time: 1.001, data_time: 0.006, memory: 9526, top1_acc: 0.9367, top5_acc: 0.9982, loss_cls: 0.1946, loss: 0.1946, grad_norm: 0.7668 2021-04-05 01:44:41,604 - mmaction - INFO - Epoch [15][560/1567] lr: 1.393e-01, eta: 4:19:35, time: 1.008, data_time: 0.005, memory: 9526, top1_acc: 0.9387, top5_acc: 0.9975, loss_cls: 0.1930, loss: 0.1930, grad_norm: 0.8153 2021-04-05 01:45:01,365 - mmaction - INFO - Epoch [15][580/1567] lr: 1.390e-01, eta: 4:19:14, time: 0.991, data_time: 0.007, memory: 9526, top1_acc: 0.9293, top5_acc: 0.9965, loss_cls: 0.2187, loss: 0.2187, grad_norm: 0.8853 2021-04-05 01:45:21,358 - mmaction - INFO - Epoch [15][600/1567] lr: 1.386e-01, eta: 4:18:53, time: 0.999, data_time: 0.003, memory: 9526, top1_acc: 0.9387, top5_acc: 0.9967, loss_cls: 0.2020, loss: 0.2020, grad_norm: 0.8020 2021-04-05 01:45:41,013 - mmaction - INFO - Epoch [15][620/1567] lr: 1.383e-01, eta: 4:18:31, time: 0.982, data_time: 0.004, memory: 9526, top1_acc: 0.9320, top5_acc: 0.9975, loss_cls: 0.2142, loss: 0.2142, grad_norm: 0.8750 2021-04-05 01:46:00,552 - mmaction - INFO - Epoch [15][640/1567] lr: 1.380e-01, eta: 4:18:10, time: 0.979, data_time: 0.005, memory: 9526, top1_acc: 0.9406, top5_acc: 0.9977, loss_cls: 0.1946, loss: 0.1946, grad_norm: 0.8021 2021-04-05 01:46:20,598 - mmaction - INFO - Epoch [15][660/1567] lr: 1.377e-01, eta: 4:17:49, time: 1.000, data_time: 0.002, memory: 9526, top1_acc: 0.9377, top5_acc: 0.9975, loss_cls: 0.1971, loss: 0.1971, grad_norm: 0.8175 2021-04-05 01:46:40,888 - mmaction - INFO - Epoch [15][680/1567] lr: 1.374e-01, eta: 4:17:28, time: 1.017, data_time: 0.010, memory: 9526, top1_acc: 0.9412, top5_acc: 0.9975, loss_cls: 0.2008, loss: 0.2008, grad_norm: 0.8307 2021-04-05 01:47:00,861 - mmaction - INFO - Epoch [15][700/1567] lr: 1.371e-01, eta: 4:17:07, time: 0.995, data_time: 0.002, memory: 9526, top1_acc: 0.9365, top5_acc: 0.9986, loss_cls: 0.1896, loss: 0.1896, grad_norm: 0.8480 2021-04-05 01:47:20,972 - mmaction - INFO - Epoch [15][720/1567] lr: 1.367e-01, eta: 4:16:46, time: 1.006, data_time: 0.007, memory: 9526, top1_acc: 0.9256, top5_acc: 0.9967, loss_cls: 0.2235, loss: 0.2235, grad_norm: 0.8767 2021-04-05 01:47:40,343 - mmaction - INFO - Epoch [15][740/1567] lr: 1.364e-01, eta: 4:16:25, time: 0.973, data_time: 0.006, memory: 9526, top1_acc: 0.9367, top5_acc: 0.9975, loss_cls: 0.2068, loss: 0.2068, grad_norm: 0.8444 2021-04-05 01:48:00,745 - mmaction - INFO - Epoch [15][760/1567] lr: 1.361e-01, eta: 4:16:04, time: 1.018, data_time: 0.001, memory: 9526, top1_acc: 0.9322, top5_acc: 0.9975, loss_cls: 0.2115, loss: 0.2115, grad_norm: 0.8793 2021-04-05 01:48:20,643 - mmaction - INFO - Epoch [15][780/1567] lr: 1.358e-01, eta: 4:15:43, time: 0.997, data_time: 0.004, memory: 9526, top1_acc: 0.9350, top5_acc: 0.9977, loss_cls: 0.2008, loss: 0.2008, grad_norm: 0.8215 2021-04-05 01:48:40,316 - mmaction - INFO - Epoch [15][800/1567] lr: 1.355e-01, eta: 4:15:22, time: 0.975, data_time: 0.001, memory: 9526, top1_acc: 0.9336, top5_acc: 0.9969, loss_cls: 0.2129, loss: 0.2129, grad_norm: 0.8807 2021-04-05 01:49:00,161 - mmaction - INFO - Epoch [15][820/1567] lr: 1.352e-01, eta: 4:15:01, time: 0.995, data_time: 0.010, memory: 9526, top1_acc: 0.9426, top5_acc: 0.9979, loss_cls: 0.1963, loss: 0.1963, grad_norm: 0.7989 2021-04-05 01:49:19,905 - mmaction - INFO - Epoch [15][840/1567] lr: 1.348e-01, eta: 4:14:39, time: 0.988, data_time: 0.008, memory: 9526, top1_acc: 0.9355, top5_acc: 0.9963, loss_cls: 0.2116, loss: 0.2116, grad_norm: 0.8236 2021-04-05 01:49:39,943 - mmaction - INFO - Epoch [15][860/1567] lr: 1.345e-01, eta: 4:14:18, time: 1.008, data_time: 0.007, memory: 9526, top1_acc: 0.9391, top5_acc: 0.9973, loss_cls: 0.1979, loss: 0.1979, grad_norm: 0.8060 2021-04-05 01:50:00,080 - mmaction - INFO - Epoch [15][880/1567] lr: 1.342e-01, eta: 4:13:58, time: 1.006, data_time: 0.001, memory: 9526, top1_acc: 0.9287, top5_acc: 0.9969, loss_cls: 0.2128, loss: 0.2128, grad_norm: 0.8552 2021-04-05 01:50:19,850 - mmaction - INFO - Epoch [15][900/1567] lr: 1.339e-01, eta: 4:13:36, time: 0.989, data_time: 0.003, memory: 9526, top1_acc: 0.9354, top5_acc: 0.9982, loss_cls: 0.2095, loss: 0.2095, grad_norm: 0.8676 2021-04-05 01:50:39,875 - mmaction - INFO - Epoch [15][920/1567] lr: 1.336e-01, eta: 4:13:15, time: 1.000, data_time: 0.001, memory: 9526, top1_acc: 0.9420, top5_acc: 0.9969, loss_cls: 0.1797, loss: 0.1797, grad_norm: 0.7585 2021-04-05 01:51:00,112 - mmaction - INFO - Epoch [15][940/1567] lr: 1.333e-01, eta: 4:12:55, time: 1.008, data_time: 0.004, memory: 9526, top1_acc: 0.9381, top5_acc: 0.9982, loss_cls: 0.1910, loss: 0.1910, grad_norm: 0.8317 2021-04-05 01:51:20,097 - mmaction - INFO - Epoch [15][960/1567] lr: 1.329e-01, eta: 4:12:34, time: 1.001, data_time: 0.020, memory: 9526, top1_acc: 0.9402, top5_acc: 0.9980, loss_cls: 0.1910, loss: 0.1910, grad_norm: 0.8481 2021-04-05 01:51:40,158 - mmaction - INFO - Epoch [15][980/1567] lr: 1.326e-01, eta: 4:12:13, time: 1.003, data_time: 0.006, memory: 9526, top1_acc: 0.9412, top5_acc: 0.9973, loss_cls: 0.1893, loss: 0.1893, grad_norm: 0.7839 2021-04-05 01:52:00,033 - mmaction - INFO - Epoch [15][1000/1567] lr: 1.323e-01, eta: 4:11:51, time: 0.992, data_time: 0.005, memory: 9526, top1_acc: 0.9437, top5_acc: 0.9977, loss_cls: 0.1760, loss: 0.1760, grad_norm: 0.7818 2021-04-05 01:52:19,774 - mmaction - INFO - Epoch [15][1020/1567] lr: 1.320e-01, eta: 4:11:30, time: 0.990, data_time: 0.007, memory: 9526, top1_acc: 0.9307, top5_acc: 0.9965, loss_cls: 0.2089, loss: 0.2089, grad_norm: 0.8530 2021-04-05 01:52:39,939 - mmaction - INFO - Epoch [15][1040/1567] lr: 1.317e-01, eta: 4:11:10, time: 1.010, data_time: 0.004, memory: 9526, top1_acc: 0.9424, top5_acc: 0.9969, loss_cls: 0.1867, loss: 0.1867, grad_norm: 0.7898 2021-04-05 01:52:59,528 - mmaction - INFO - Epoch [15][1060/1567] lr: 1.314e-01, eta: 4:10:48, time: 0.978, data_time: 0.007, memory: 9526, top1_acc: 0.9437, top5_acc: 0.9979, loss_cls: 0.1792, loss: 0.1792, grad_norm: 0.7929 2021-04-05 01:53:19,601 - mmaction - INFO - Epoch [15][1080/1567] lr: 1.311e-01, eta: 4:10:27, time: 1.003, data_time: 0.022, memory: 9526, top1_acc: 0.9369, top5_acc: 0.9967, loss_cls: 0.2014, loss: 0.2014, grad_norm: 0.8229 2021-04-05 01:53:38,984 - mmaction - INFO - Epoch [15][1100/1567] lr: 1.307e-01, eta: 4:10:06, time: 0.969, data_time: 0.005, memory: 9526, top1_acc: 0.9441, top5_acc: 0.9973, loss_cls: 0.1856, loss: 0.1856, grad_norm: 0.8095 2021-04-05 01:53:59,570 - mmaction - INFO - Epoch [15][1120/1567] lr: 1.304e-01, eta: 4:09:45, time: 1.024, data_time: 0.005, memory: 9526, top1_acc: 0.9385, top5_acc: 0.9977, loss_cls: 0.1909, loss: 0.1909, grad_norm: 0.8004 2021-04-05 01:54:19,687 - mmaction - INFO - Epoch [15][1140/1567] lr: 1.301e-01, eta: 4:09:24, time: 1.010, data_time: 0.010, memory: 9526, top1_acc: 0.9400, top5_acc: 0.9977, loss_cls: 0.1893, loss: 0.1893, grad_norm: 0.8193 2021-04-05 01:54:39,487 - mmaction - INFO - Epoch [15][1160/1567] lr: 1.298e-01, eta: 4:09:03, time: 0.992, data_time: 0.006, memory: 9526, top1_acc: 0.9357, top5_acc: 0.9979, loss_cls: 0.1959, loss: 0.1959, grad_norm: 0.8369 2021-04-05 01:54:59,446 - mmaction - INFO - Epoch [15][1180/1567] lr: 1.295e-01, eta: 4:08:42, time: 0.995, data_time: 0.003, memory: 9526, top1_acc: 0.9428, top5_acc: 0.9982, loss_cls: 0.1845, loss: 0.1845, grad_norm: 0.8018 2021-04-05 01:55:19,050 - mmaction - INFO - Epoch [15][1200/1567] lr: 1.292e-01, eta: 4:08:21, time: 0.982, data_time: 0.006, memory: 9526, top1_acc: 0.9367, top5_acc: 0.9979, loss_cls: 0.1975, loss: 0.1975, grad_norm: 0.8436 2021-04-05 01:55:39,042 - mmaction - INFO - Epoch [15][1220/1567] lr: 1.289e-01, eta: 4:08:00, time: 0.996, data_time: 0.004, memory: 9526, top1_acc: 0.9387, top5_acc: 0.9965, loss_cls: 0.1937, loss: 0.1937, grad_norm: 0.8287 2021-04-05 01:55:59,369 - mmaction - INFO - Epoch [15][1240/1567] lr: 1.286e-01, eta: 4:07:39, time: 1.017, data_time: 0.008, memory: 9526, top1_acc: 0.9408, top5_acc: 0.9984, loss_cls: 0.1863, loss: 0.1863, grad_norm: 0.8119 2021-04-05 01:56:18,965 - mmaction - INFO - Epoch [15][1260/1567] lr: 1.282e-01, eta: 4:07:18, time: 0.984, data_time: 0.007, memory: 9526, top1_acc: 0.9365, top5_acc: 0.9971, loss_cls: 0.2014, loss: 0.2014, grad_norm: 0.9090 2021-04-05 01:56:39,065 - mmaction - INFO - Epoch [15][1280/1567] lr: 1.279e-01, eta: 4:06:57, time: 1.007, data_time: 0.003, memory: 9526, top1_acc: 0.9297, top5_acc: 0.9969, loss_cls: 0.2106, loss: 0.2106, grad_norm: 0.8881 2021-04-05 01:56:59,014 - mmaction - INFO - Epoch [15][1300/1567] lr: 1.276e-01, eta: 4:06:36, time: 0.995, data_time: 0.001, memory: 9526, top1_acc: 0.9357, top5_acc: 0.9977, loss_cls: 0.1999, loss: 0.1999, grad_norm: 0.8336 2021-04-05 01:57:18,849 - mmaction - INFO - Epoch [15][1320/1567] lr: 1.273e-01, eta: 4:06:15, time: 0.988, data_time: 0.003, memory: 9526, top1_acc: 0.9402, top5_acc: 0.9982, loss_cls: 0.1963, loss: 0.1963, grad_norm: 0.8554 2021-04-05 01:57:39,162 - mmaction - INFO - Epoch [15][1340/1567] lr: 1.270e-01, eta: 4:05:54, time: 1.020, data_time: 0.007, memory: 9526, top1_acc: 0.9471, top5_acc: 0.9975, loss_cls: 0.1833, loss: 0.1833, grad_norm: 0.7989 2021-04-05 01:57:58,534 - mmaction - INFO - Epoch [15][1360/1567] lr: 1.267e-01, eta: 4:05:33, time: 0.965, data_time: 0.002, memory: 9526, top1_acc: 0.9424, top5_acc: 0.9977, loss_cls: 0.1868, loss: 0.1868, grad_norm: 0.7993 2021-04-05 01:58:18,538 - mmaction - INFO - Epoch [15][1380/1567] lr: 1.264e-01, eta: 4:05:12, time: 1.003, data_time: 0.008, memory: 9526, top1_acc: 0.9395, top5_acc: 0.9975, loss_cls: 0.1955, loss: 0.1955, grad_norm: 0.8452 2021-04-05 01:58:39,350 - mmaction - INFO - Epoch [15][1400/1567] lr: 1.261e-01, eta: 4:04:52, time: 1.037, data_time: 0.021, memory: 9526, top1_acc: 0.9377, top5_acc: 0.9975, loss_cls: 0.1950, loss: 0.1950, grad_norm: 0.8512 2021-04-05 01:58:59,081 - mmaction - INFO - Epoch [15][1420/1567] lr: 1.258e-01, eta: 4:04:31, time: 0.990, data_time: 0.006, memory: 9526, top1_acc: 0.9324, top5_acc: 0.9971, loss_cls: 0.2061, loss: 0.2061, grad_norm: 0.8584 2021-04-05 01:59:19,434 - mmaction - INFO - Epoch [15][1440/1567] lr: 1.254e-01, eta: 4:04:10, time: 1.019, data_time: 0.004, memory: 9526, top1_acc: 0.9371, top5_acc: 0.9977, loss_cls: 0.1978, loss: 0.1978, grad_norm: 0.8338 2021-04-05 01:59:39,368 - mmaction - INFO - Epoch [15][1460/1567] lr: 1.251e-01, eta: 4:03:49, time: 0.997, data_time: 0.003, memory: 9526, top1_acc: 0.9357, top5_acc: 0.9973, loss_cls: 0.2029, loss: 0.2029, grad_norm: 0.8455 2021-04-05 01:59:59,348 - mmaction - INFO - Epoch [15][1480/1567] lr: 1.248e-01, eta: 4:03:28, time: 0.997, data_time: 0.003, memory: 9526, top1_acc: 0.9352, top5_acc: 0.9973, loss_cls: 0.2018, loss: 0.2018, grad_norm: 0.8775 2021-04-05 02:00:19,643 - mmaction - INFO - Epoch [15][1500/1567] lr: 1.245e-01, eta: 4:03:07, time: 1.016, data_time: 0.006, memory: 9526, top1_acc: 0.9418, top5_acc: 0.9963, loss_cls: 0.1944, loss: 0.1944, grad_norm: 0.8018 2021-04-05 02:00:39,503 - mmaction - INFO - Epoch [15][1520/1567] lr: 1.242e-01, eta: 4:02:46, time: 0.991, data_time: 0.004, memory: 9526, top1_acc: 0.9375, top5_acc: 0.9971, loss_cls: 0.1913, loss: 0.1913, grad_norm: 0.8350 2021-04-05 02:00:59,222 - mmaction - INFO - Epoch [15][1540/1567] lr: 1.239e-01, eta: 4:02:25, time: 0.990, data_time: 0.007, memory: 9526, top1_acc: 0.9396, top5_acc: 0.9975, loss_cls: 0.1911, loss: 0.1911, grad_norm: 0.8365 2021-04-05 02:01:19,240 - mmaction - INFO - Epoch [15][1560/1567] lr: 1.236e-01, eta: 4:02:04, time: 1.000, data_time: 0.003, memory: 9526, top1_acc: 0.9393, top5_acc: 0.9979, loss_cls: 0.1954, loss: 0.1954, grad_norm: 0.8762 2021-04-05 02:01:25,815 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-04-05 02:02:51,681 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 02:02:51,758 - mmaction - INFO - top1_acc 0.8736 top5_acc 0.9894 2021-04-05 02:02:51,759 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 02:02:51,787 - mmaction - INFO - mean_acc 0.8735 2021-04-05 02:02:51,787 - mmaction - INFO - Now best checkpoint is epoch_15.pth 2021-04-05 02:02:51,809 - mmaction - INFO - Epoch(val) [15][1567] top1_acc: 0.8736, top5_acc: 0.9894, mean_class_accuracy: 0.8735 2021-04-05 02:03:48,292 - mmaction - INFO - Epoch [16][20/1567] lr: 1.232e-01, eta: 4:01:53, time: 2.821, data_time: 1.647, memory: 9526, top1_acc: 0.9254, top5_acc: 0.9953, loss_cls: 0.2532, loss: 0.2532, grad_norm: 0.9194 2021-04-05 02:04:07,731 - mmaction - INFO - Epoch [16][40/1567] lr: 1.229e-01, eta: 4:01:32, time: 0.968, data_time: 0.004, memory: 9526, top1_acc: 0.9361, top5_acc: 0.9980, loss_cls: 0.2065, loss: 0.2065, grad_norm: 0.8336 2021-04-05 02:04:28,184 - mmaction - INFO - Epoch [16][60/1567] lr: 1.226e-01, eta: 4:01:11, time: 1.029, data_time: 0.007, memory: 9526, top1_acc: 0.9447, top5_acc: 0.9992, loss_cls: 0.1793, loss: 0.1793, grad_norm: 0.7930 2021-04-05 02:04:47,907 - mmaction - INFO - Epoch [16][80/1567] lr: 1.222e-01, eta: 4:00:50, time: 0.980, data_time: 0.007, memory: 9526, top1_acc: 0.9461, top5_acc: 0.9980, loss_cls: 0.1726, loss: 0.1726, grad_norm: 0.8303 2021-04-05 02:05:07,259 - mmaction - INFO - Epoch [16][100/1567] lr: 1.219e-01, eta: 4:00:29, time: 0.973, data_time: 0.009, memory: 9526, top1_acc: 0.9371, top5_acc: 0.9975, loss_cls: 0.1990, loss: 0.1990, grad_norm: 0.8730 2021-04-05 02:05:27,137 - mmaction - INFO - Epoch [16][120/1567] lr: 1.216e-01, eta: 4:00:08, time: 0.995, data_time: 0.004, memory: 9526, top1_acc: 0.9363, top5_acc: 0.9977, loss_cls: 0.2046, loss: 0.2046, grad_norm: 0.8825 2021-04-05 02:05:46,976 - mmaction - INFO - Epoch [16][140/1567] lr: 1.213e-01, eta: 3:59:47, time: 0.990, data_time: 0.002, memory: 9526, top1_acc: 0.9424, top5_acc: 0.9982, loss_cls: 0.1838, loss: 0.1838, grad_norm: 0.7942 2021-04-05 02:06:06,785 - mmaction - INFO - Epoch [16][160/1567] lr: 1.210e-01, eta: 3:59:26, time: 0.988, data_time: 0.004, memory: 9526, top1_acc: 0.9445, top5_acc: 0.9971, loss_cls: 0.1849, loss: 0.1849, grad_norm: 0.8514 2021-04-05 02:06:26,717 - mmaction - INFO - Epoch [16][180/1567] lr: 1.207e-01, eta: 3:59:05, time: 0.998, data_time: 0.006, memory: 9526, top1_acc: 0.9414, top5_acc: 0.9969, loss_cls: 0.1887, loss: 0.1887, grad_norm: 0.8280 2021-04-05 02:06:46,458 - mmaction - INFO - Epoch [16][200/1567] lr: 1.204e-01, eta: 3:58:44, time: 0.990, data_time: 0.005, memory: 9526, top1_acc: 0.9437, top5_acc: 0.9982, loss_cls: 0.1801, loss: 0.1801, grad_norm: 0.8131 2021-04-05 02:07:06,374 - mmaction - INFO - Epoch [16][220/1567] lr: 1.201e-01, eta: 3:58:23, time: 0.992, data_time: 0.003, memory: 9526, top1_acc: 0.9520, top5_acc: 0.9975, loss_cls: 0.1676, loss: 0.1676, grad_norm: 0.7598 2021-04-05 02:07:26,435 - mmaction - INFO - Epoch [16][240/1567] lr: 1.198e-01, eta: 3:58:02, time: 1.006, data_time: 0.006, memory: 9526, top1_acc: 0.9494, top5_acc: 0.9980, loss_cls: 0.1688, loss: 0.1688, grad_norm: 0.8345 2021-04-05 02:07:46,530 - mmaction - INFO - Epoch [16][260/1567] lr: 1.195e-01, eta: 3:57:41, time: 1.005, data_time: 0.005, memory: 9526, top1_acc: 0.9398, top5_acc: 0.9975, loss_cls: 0.1922, loss: 0.1922, grad_norm: 0.8823 2021-04-05 02:08:06,419 - mmaction - INFO - Epoch [16][280/1567] lr: 1.192e-01, eta: 3:57:20, time: 0.990, data_time: 0.003, memory: 9526, top1_acc: 0.9437, top5_acc: 0.9980, loss_cls: 0.1797, loss: 0.1797, grad_norm: 0.8285 2021-04-05 02:08:26,396 - mmaction - INFO - Epoch [16][300/1567] lr: 1.189e-01, eta: 3:56:59, time: 1.003, data_time: 0.007, memory: 9526, top1_acc: 0.9482, top5_acc: 0.9979, loss_cls: 0.1714, loss: 0.1714, grad_norm: 0.7738 2021-04-05 02:08:46,108 - mmaction - INFO - Epoch [16][320/1567] lr: 1.186e-01, eta: 3:56:38, time: 0.985, data_time: 0.003, memory: 9526, top1_acc: 0.9441, top5_acc: 0.9977, loss_cls: 0.1814, loss: 0.1814, grad_norm: 0.8439 2021-04-05 02:09:06,283 - mmaction - INFO - Epoch [16][340/1567] lr: 1.183e-01, eta: 3:56:17, time: 1.010, data_time: 0.004, memory: 9526, top1_acc: 0.9395, top5_acc: 0.9975, loss_cls: 0.1908, loss: 0.1908, grad_norm: 0.8998 2021-04-05 02:09:25,837 - mmaction - INFO - Epoch [16][360/1567] lr: 1.180e-01, eta: 3:55:56, time: 0.976, data_time: 0.002, memory: 9526, top1_acc: 0.9400, top5_acc: 0.9980, loss_cls: 0.1829, loss: 0.1829, grad_norm: 0.8515 2021-04-05 02:09:45,121 - mmaction - INFO - Epoch [16][380/1567] lr: 1.177e-01, eta: 3:55:34, time: 0.964, data_time: 0.004, memory: 9526, top1_acc: 0.9426, top5_acc: 0.9982, loss_cls: 0.1829, loss: 0.1829, grad_norm: 0.8502 2021-04-05 02:10:05,795 - mmaction - INFO - Epoch [16][400/1567] lr: 1.173e-01, eta: 3:55:14, time: 1.035, data_time: 0.005, memory: 9526, top1_acc: 0.9426, top5_acc: 0.9975, loss_cls: 0.1720, loss: 0.1720, grad_norm: 0.8019 2021-04-05 02:10:25,708 - mmaction - INFO - Epoch [16][420/1567] lr: 1.170e-01, eta: 3:54:53, time: 0.995, data_time: 0.002, memory: 9526, top1_acc: 0.9469, top5_acc: 0.9969, loss_cls: 0.1650, loss: 0.1650, grad_norm: 0.8067 2021-04-05 02:10:45,476 - mmaction - INFO - Epoch [16][440/1567] lr: 1.167e-01, eta: 3:54:32, time: 0.987, data_time: 0.005, memory: 9526, top1_acc: 0.9428, top5_acc: 0.9967, loss_cls: 0.1938, loss: 0.1938, grad_norm: 0.9098 2021-04-05 02:11:05,709 - mmaction - INFO - Epoch [16][460/1567] lr: 1.164e-01, eta: 3:54:11, time: 1.015, data_time: 0.005, memory: 9526, top1_acc: 0.9420, top5_acc: 0.9988, loss_cls: 0.1786, loss: 0.1786, grad_norm: 0.8399 2021-04-05 02:11:25,708 - mmaction - INFO - Epoch [16][480/1567] lr: 1.161e-01, eta: 3:53:50, time: 0.994, data_time: 0.002, memory: 9526, top1_acc: 0.9449, top5_acc: 0.9982, loss_cls: 0.1776, loss: 0.1776, grad_norm: 0.8500 2021-04-05 02:11:45,816 - mmaction - INFO - Epoch [16][500/1567] lr: 1.158e-01, eta: 3:53:29, time: 1.006, data_time: 0.007, memory: 9526, top1_acc: 0.9506, top5_acc: 0.9977, loss_cls: 0.1661, loss: 0.1661, grad_norm: 0.7991 2021-04-05 02:12:05,897 - mmaction - INFO - Epoch [16][520/1567] lr: 1.155e-01, eta: 3:53:08, time: 1.003, data_time: 0.007, memory: 9526, top1_acc: 0.9416, top5_acc: 0.9973, loss_cls: 0.1820, loss: 0.1820, grad_norm: 0.8429 2021-04-05 02:12:25,323 - mmaction - INFO - Epoch [16][540/1567] lr: 1.152e-01, eta: 3:52:47, time: 0.977, data_time: 0.008, memory: 9526, top1_acc: 0.9412, top5_acc: 0.9961, loss_cls: 0.1910, loss: 0.1910, grad_norm: 0.8687 2021-04-05 02:12:45,137 - mmaction - INFO - Epoch [16][560/1567] lr: 1.149e-01, eta: 3:52:26, time: 0.991, data_time: 0.001, memory: 9526, top1_acc: 0.9395, top5_acc: 0.9975, loss_cls: 0.1933, loss: 0.1933, grad_norm: 0.9195 2021-04-05 02:13:04,758 - mmaction - INFO - Epoch [16][580/1567] lr: 1.146e-01, eta: 3:52:05, time: 0.979, data_time: 0.002, memory: 9526, top1_acc: 0.9434, top5_acc: 0.9988, loss_cls: 0.1716, loss: 0.1716, grad_norm: 0.8018 2021-04-05 02:13:24,492 - mmaction - INFO - Epoch [16][600/1567] lr: 1.143e-01, eta: 3:51:44, time: 0.986, data_time: 0.003, memory: 9526, top1_acc: 0.9439, top5_acc: 0.9979, loss_cls: 0.1803, loss: 0.1803, grad_norm: 0.8648 2021-04-05 02:13:44,690 - mmaction - INFO - Epoch [16][620/1567] lr: 1.140e-01, eta: 3:51:23, time: 1.012, data_time: 0.004, memory: 9526, top1_acc: 0.9432, top5_acc: 0.9971, loss_cls: 0.1841, loss: 0.1841, grad_norm: 0.8646 2021-04-05 02:14:05,177 - mmaction - INFO - Epoch [16][640/1567] lr: 1.137e-01, eta: 3:51:02, time: 1.024, data_time: 0.003, memory: 9526, top1_acc: 0.9465, top5_acc: 0.9975, loss_cls: 0.1703, loss: 0.1703, grad_norm: 0.8290 2021-04-05 02:14:24,639 - mmaction - INFO - Epoch [16][660/1567] lr: 1.134e-01, eta: 3:50:41, time: 0.974, data_time: 0.003, memory: 9526, top1_acc: 0.9437, top5_acc: 0.9973, loss_cls: 0.1816, loss: 0.1816, grad_norm: 0.8453 2021-04-05 02:14:43,966 - mmaction - INFO - Epoch [16][680/1567] lr: 1.131e-01, eta: 3:50:20, time: 0.963, data_time: 0.003, memory: 9526, top1_acc: 0.9443, top5_acc: 0.9975, loss_cls: 0.1812, loss: 0.1812, grad_norm: 0.8704 2021-04-05 02:15:04,897 - mmaction - INFO - Epoch [16][700/1567] lr: 1.128e-01, eta: 3:49:59, time: 1.049, data_time: 0.006, memory: 9526, top1_acc: 0.9439, top5_acc: 0.9975, loss_cls: 0.1817, loss: 0.1817, grad_norm: 0.8715 2021-04-05 02:15:24,793 - mmaction - INFO - Epoch [16][720/1567] lr: 1.125e-01, eta: 3:49:38, time: 0.996, data_time: 0.003, memory: 9526, top1_acc: 0.9385, top5_acc: 0.9979, loss_cls: 0.1919, loss: 0.1919, grad_norm: 0.8968 2021-04-05 02:15:44,570 - mmaction - INFO - Epoch [16][740/1567] lr: 1.122e-01, eta: 3:49:17, time: 0.989, data_time: 0.002, memory: 9526, top1_acc: 0.9451, top5_acc: 0.9980, loss_cls: 0.1807, loss: 0.1807, grad_norm: 0.8586 2021-04-05 02:16:04,576 - mmaction - INFO - Epoch [16][760/1567] lr: 1.119e-01, eta: 3:48:56, time: 1.000, data_time: 0.002, memory: 9526, top1_acc: 0.9473, top5_acc: 0.9971, loss_cls: 0.1757, loss: 0.1757, grad_norm: 0.8411 2021-04-05 02:16:24,513 - mmaction - INFO - Epoch [16][780/1567] lr: 1.116e-01, eta: 3:48:35, time: 0.996, data_time: 0.002, memory: 9526, top1_acc: 0.9391, top5_acc: 0.9980, loss_cls: 0.1900, loss: 0.1900, grad_norm: 0.8487 2021-04-05 02:16:44,381 - mmaction - INFO - Epoch [16][800/1567] lr: 1.113e-01, eta: 3:48:14, time: 0.993, data_time: 0.003, memory: 9526, top1_acc: 0.9484, top5_acc: 0.9982, loss_cls: 0.1704, loss: 0.1704, grad_norm: 0.8606 2021-04-05 02:17:04,187 - mmaction - INFO - Epoch [16][820/1567] lr: 1.110e-01, eta: 3:47:53, time: 0.988, data_time: 0.004, memory: 9526, top1_acc: 0.9471, top5_acc: 0.9984, loss_cls: 0.1678, loss: 0.1678, grad_norm: 0.8452 2021-04-05 02:17:23,688 - mmaction - INFO - Epoch [16][840/1567] lr: 1.107e-01, eta: 3:47:32, time: 0.972, data_time: 0.005, memory: 9526, top1_acc: 0.9467, top5_acc: 0.9979, loss_cls: 0.1731, loss: 0.1731, grad_norm: 0.8399 2021-04-05 02:17:44,088 - mmaction - INFO - Epoch [16][860/1567] lr: 1.104e-01, eta: 3:47:11, time: 1.027, data_time: 0.013, memory: 9526, top1_acc: 0.9469, top5_acc: 0.9982, loss_cls: 0.1661, loss: 0.1661, grad_norm: 0.8254 2021-04-05 02:18:03,865 - mmaction - INFO - Epoch [16][880/1567] lr: 1.101e-01, eta: 3:46:50, time: 0.985, data_time: 0.001, memory: 9526, top1_acc: 0.9477, top5_acc: 0.9984, loss_cls: 0.1651, loss: 0.1651, grad_norm: 0.8197 2021-04-05 02:18:23,312 - mmaction - INFO - Epoch [16][900/1567] lr: 1.098e-01, eta: 3:46:29, time: 0.972, data_time: 0.006, memory: 9526, top1_acc: 0.9465, top5_acc: 0.9971, loss_cls: 0.1717, loss: 0.1717, grad_norm: 0.8782 2021-04-05 02:18:43,242 - mmaction - INFO - Epoch [16][920/1567] lr: 1.095e-01, eta: 3:46:08, time: 1.000, data_time: 0.006, memory: 9526, top1_acc: 0.9439, top5_acc: 0.9984, loss_cls: 0.1748, loss: 0.1748, grad_norm: 0.8759 2021-04-05 02:19:03,000 - mmaction - INFO - Epoch [16][940/1567] lr: 1.092e-01, eta: 3:45:47, time: 0.985, data_time: 0.003, memory: 9526, top1_acc: 0.9463, top5_acc: 0.9986, loss_cls: 0.1721, loss: 0.1721, grad_norm: 0.8296 2021-04-05 02:19:23,132 - mmaction - INFO - Epoch [16][960/1567] lr: 1.089e-01, eta: 3:45:26, time: 1.007, data_time: 0.005, memory: 9526, top1_acc: 0.9506, top5_acc: 0.9979, loss_cls: 0.1628, loss: 0.1628, grad_norm: 0.8326 2021-04-05 02:19:42,906 - mmaction - INFO - Epoch [16][980/1567] lr: 1.086e-01, eta: 3:45:05, time: 0.989, data_time: 0.005, memory: 9526, top1_acc: 0.9461, top5_acc: 0.9979, loss_cls: 0.1779, loss: 0.1779, grad_norm: 0.8569 2021-04-05 02:20:03,151 - mmaction - INFO - Epoch [16][1000/1567] lr: 1.083e-01, eta: 3:44:45, time: 1.008, data_time: 0.007, memory: 9526, top1_acc: 0.9463, top5_acc: 0.9979, loss_cls: 0.1739, loss: 0.1739, grad_norm: 0.8322 2021-04-05 02:20:23,367 - mmaction - INFO - Epoch [16][1020/1567] lr: 1.080e-01, eta: 3:44:24, time: 1.017, data_time: 0.008, memory: 9526, top1_acc: 0.9461, top5_acc: 0.9979, loss_cls: 0.1738, loss: 0.1738, grad_norm: 0.8403 2021-04-05 02:20:43,521 - mmaction - INFO - Epoch [16][1040/1567] lr: 1.077e-01, eta: 3:44:03, time: 1.006, data_time: 0.002, memory: 9526, top1_acc: 0.9408, top5_acc: 0.9979, loss_cls: 0.1865, loss: 0.1865, grad_norm: 0.8666 2021-04-05 02:21:02,888 - mmaction - INFO - Epoch [16][1060/1567] lr: 1.074e-01, eta: 3:43:42, time: 0.969, data_time: 0.003, memory: 9526, top1_acc: 0.9537, top5_acc: 0.9982, loss_cls: 0.1542, loss: 0.1542, grad_norm: 0.7833 2021-04-05 02:21:22,590 - mmaction - INFO - Epoch [16][1080/1567] lr: 1.071e-01, eta: 3:43:21, time: 0.982, data_time: 0.002, memory: 9526, top1_acc: 0.9488, top5_acc: 0.9982, loss_cls: 0.1664, loss: 0.1664, grad_norm: 0.8170 2021-04-05 02:21:42,405 - mmaction - INFO - Epoch [16][1100/1567] lr: 1.068e-01, eta: 3:43:00, time: 0.992, data_time: 0.005, memory: 9526, top1_acc: 0.9512, top5_acc: 0.9990, loss_cls: 0.1556, loss: 0.1556, grad_norm: 0.8271 2021-04-05 02:22:01,977 - mmaction - INFO - Epoch [16][1120/1567] lr: 1.066e-01, eta: 3:42:39, time: 0.981, data_time: 0.003, memory: 9526, top1_acc: 0.9467, top5_acc: 0.9982, loss_cls: 0.1688, loss: 0.1688, grad_norm: 0.8452 2021-04-05 02:22:22,361 - mmaction - INFO - Epoch [16][1140/1567] lr: 1.063e-01, eta: 3:42:18, time: 1.016, data_time: 0.001, memory: 9526, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.1602, loss: 0.1602, grad_norm: 0.8295 2021-04-05 02:22:42,681 - mmaction - INFO - Epoch [16][1160/1567] lr: 1.060e-01, eta: 3:41:57, time: 1.015, data_time: 0.004, memory: 9526, top1_acc: 0.9545, top5_acc: 0.9977, loss_cls: 0.1539, loss: 0.1539, grad_norm: 0.8023 2021-04-05 02:23:02,503 - mmaction - INFO - Epoch [16][1180/1567] lr: 1.057e-01, eta: 3:41:36, time: 0.989, data_time: 0.006, memory: 9526, top1_acc: 0.9479, top5_acc: 0.9973, loss_cls: 0.1817, loss: 0.1817, grad_norm: 0.8877 2021-04-05 02:23:21,983 - mmaction - INFO - Epoch [16][1200/1567] lr: 1.054e-01, eta: 3:41:15, time: 0.978, data_time: 0.007, memory: 9526, top1_acc: 0.9498, top5_acc: 0.9986, loss_cls: 0.1695, loss: 0.1695, grad_norm: 0.8636 2021-04-05 02:23:42,027 - mmaction - INFO - Epoch [16][1220/1567] lr: 1.051e-01, eta: 3:40:54, time: 0.998, data_time: 0.003, memory: 9526, top1_acc: 0.9439, top5_acc: 0.9979, loss_cls: 0.1702, loss: 0.1702, grad_norm: 0.8537 2021-04-05 02:24:02,246 - mmaction - INFO - Epoch [16][1240/1567] lr: 1.048e-01, eta: 3:40:33, time: 1.014, data_time: 0.009, memory: 9526, top1_acc: 0.9523, top5_acc: 0.9980, loss_cls: 0.1593, loss: 0.1593, grad_norm: 0.8464 2021-04-05 02:24:21,767 - mmaction - INFO - Epoch [16][1260/1567] lr: 1.045e-01, eta: 3:40:12, time: 0.977, data_time: 0.008, memory: 9526, top1_acc: 0.9518, top5_acc: 0.9982, loss_cls: 0.1617, loss: 0.1617, grad_norm: 0.8359 2021-04-05 02:24:41,829 - mmaction - INFO - Epoch [16][1280/1567] lr: 1.042e-01, eta: 3:39:52, time: 1.002, data_time: 0.003, memory: 9526, top1_acc: 0.9465, top5_acc: 0.9982, loss_cls: 0.1659, loss: 0.1659, grad_norm: 0.8213 2021-04-05 02:25:01,782 - mmaction - INFO - Epoch [16][1300/1567] lr: 1.039e-01, eta: 3:39:31, time: 0.999, data_time: 0.005, memory: 9526, top1_acc: 0.9457, top5_acc: 0.9994, loss_cls: 0.1681, loss: 0.1681, grad_norm: 0.8743 2021-04-05 02:25:21,643 - mmaction - INFO - Epoch [16][1320/1567] lr: 1.036e-01, eta: 3:39:10, time: 0.992, data_time: 0.003, memory: 9526, top1_acc: 0.9463, top5_acc: 0.9977, loss_cls: 0.1758, loss: 0.1758, grad_norm: 0.8967 2021-04-05 02:25:41,380 - mmaction - INFO - Epoch [16][1340/1567] lr: 1.033e-01, eta: 3:38:49, time: 0.985, data_time: 0.003, memory: 9526, top1_acc: 0.9422, top5_acc: 0.9979, loss_cls: 0.1847, loss: 0.1847, grad_norm: 0.9180 2021-04-05 02:26:00,932 - mmaction - INFO - Epoch [16][1360/1567] lr: 1.030e-01, eta: 3:38:28, time: 0.980, data_time: 0.006, memory: 9526, top1_acc: 0.9473, top5_acc: 0.9982, loss_cls: 0.1660, loss: 0.1660, grad_norm: 0.8624 2021-04-05 02:26:20,648 - mmaction - INFO - Epoch [16][1380/1567] lr: 1.027e-01, eta: 3:38:07, time: 0.985, data_time: 0.007, memory: 9526, top1_acc: 0.9510, top5_acc: 0.9984, loss_cls: 0.1506, loss: 0.1506, grad_norm: 0.8696 2021-04-05 02:26:40,570 - mmaction - INFO - Epoch [16][1400/1567] lr: 1.024e-01, eta: 3:37:46, time: 0.998, data_time: 0.004, memory: 9526, top1_acc: 0.9463, top5_acc: 0.9973, loss_cls: 0.1731, loss: 0.1731, grad_norm: 0.8858 2021-04-05 02:27:00,417 - mmaction - INFO - Epoch [16][1420/1567] lr: 1.021e-01, eta: 3:37:25, time: 0.990, data_time: 0.002, memory: 9526, top1_acc: 0.9441, top5_acc: 0.9977, loss_cls: 0.1789, loss: 0.1789, grad_norm: 0.8921 2021-04-05 02:27:19,937 - mmaction - INFO - Epoch [16][1440/1567] lr: 1.019e-01, eta: 3:37:04, time: 0.978, data_time: 0.005, memory: 9526, top1_acc: 0.9465, top5_acc: 0.9986, loss_cls: 0.1709, loss: 0.1709, grad_norm: 0.8666 2021-04-05 02:27:41,028 - mmaction - INFO - Epoch [16][1460/1567] lr: 1.016e-01, eta: 3:36:43, time: 1.053, data_time: 0.100, memory: 9526, top1_acc: 0.9439, top5_acc: 0.9973, loss_cls: 0.1780, loss: 0.1780, grad_norm: 0.8632 2021-04-05 02:28:00,441 - mmaction - INFO - Epoch [16][1480/1567] lr: 1.013e-01, eta: 3:36:22, time: 0.971, data_time: 0.008, memory: 9526, top1_acc: 0.9477, top5_acc: 0.9986, loss_cls: 0.1675, loss: 0.1675, grad_norm: 0.8737 2021-04-05 02:28:20,425 - mmaction - INFO - Epoch [16][1500/1567] lr: 1.010e-01, eta: 3:36:01, time: 0.999, data_time: 0.003, memory: 9526, top1_acc: 0.9547, top5_acc: 0.9982, loss_cls: 0.1590, loss: 0.1590, grad_norm: 0.8514 2021-04-05 02:28:40,203 - mmaction - INFO - Epoch [16][1520/1567] lr: 1.007e-01, eta: 3:35:40, time: 0.990, data_time: 0.003, memory: 9526, top1_acc: 0.9443, top5_acc: 0.9984, loss_cls: 0.1696, loss: 0.1696, grad_norm: 0.8868 2021-04-05 02:29:00,565 - mmaction - INFO - Epoch [16][1540/1567] lr: 1.004e-01, eta: 3:35:20, time: 1.011, data_time: 0.003, memory: 9526, top1_acc: 0.9492, top5_acc: 0.9977, loss_cls: 0.1653, loss: 0.1653, grad_norm: 0.8170 2021-04-05 02:29:20,365 - mmaction - INFO - Epoch [16][1560/1567] lr: 1.001e-01, eta: 3:34:59, time: 0.995, data_time: 0.010, memory: 9526, top1_acc: 0.9512, top5_acc: 0.9980, loss_cls: 0.1583, loss: 0.1583, grad_norm: 0.8486 2021-04-05 02:29:26,838 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-04-05 02:30:54,762 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 02:30:54,847 - mmaction - INFO - top1_acc 0.8858 top5_acc 0.9900 2021-04-05 02:30:54,848 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 02:30:54,878 - mmaction - INFO - mean_acc 0.8858 2021-04-05 02:30:54,878 - mmaction - INFO - Now best checkpoint is epoch_16.pth 2021-04-05 02:30:54,883 - mmaction - INFO - Epoch(val) [16][1567] top1_acc: 0.8858, top5_acc: 0.9900, mean_class_accuracy: 0.8858 2021-04-05 02:31:53,794 - mmaction - INFO - Epoch [17][20/1567] lr: 9.973e-02, eta: 3:34:46, time: 2.943, data_time: 2.016, memory: 9526, top1_acc: 0.9426, top5_acc: 0.9984, loss_cls: 0.1979, loss: 0.1979, grad_norm: 0.9078 2021-04-05 02:32:13,596 - mmaction - INFO - Epoch [17][40/1567] lr: 9.944e-02, eta: 3:34:25, time: 0.988, data_time: 0.008, memory: 9526, top1_acc: 0.9451, top5_acc: 0.9982, loss_cls: 0.1823, loss: 0.1823, grad_norm: 0.8835 2021-04-05 02:32:34,396 - mmaction - INFO - Epoch [17][60/1567] lr: 9.915e-02, eta: 3:34:05, time: 1.041, data_time: 0.007, memory: 9526, top1_acc: 0.9465, top5_acc: 0.9977, loss_cls: 0.1783, loss: 0.1783, grad_norm: 0.9225 2021-04-05 02:32:53,391 - mmaction - INFO - Epoch [17][80/1567] lr: 9.886e-02, eta: 3:33:44, time: 0.950, data_time: 0.006, memory: 9526, top1_acc: 0.9510, top5_acc: 0.9984, loss_cls: 0.1573, loss: 0.1573, grad_norm: 0.8112 2021-04-05 02:33:13,497 - mmaction - INFO - Epoch [17][100/1567] lr: 9.857e-02, eta: 3:33:23, time: 1.003, data_time: 0.005, memory: 9526, top1_acc: 0.9506, top5_acc: 0.9990, loss_cls: 0.1561, loss: 0.1561, grad_norm: 0.8546 2021-04-05 02:33:33,577 - mmaction - INFO - Epoch [17][120/1567] lr: 9.828e-02, eta: 3:33:02, time: 1.008, data_time: 0.006, memory: 9526, top1_acc: 0.9551, top5_acc: 0.9982, loss_cls: 0.1461, loss: 0.1461, grad_norm: 0.8022 2021-04-05 02:33:53,132 - mmaction - INFO - Epoch [17][140/1567] lr: 9.800e-02, eta: 3:32:41, time: 0.978, data_time: 0.003, memory: 9526, top1_acc: 0.9564, top5_acc: 0.9984, loss_cls: 0.1403, loss: 0.1403, grad_norm: 0.7940 2021-04-05 02:34:13,544 - mmaction - INFO - Epoch [17][160/1567] lr: 9.771e-02, eta: 3:32:20, time: 1.018, data_time: 0.003, memory: 9526, top1_acc: 0.9547, top5_acc: 0.9988, loss_cls: 0.1492, loss: 0.1492, grad_norm: 0.8357 2021-04-05 02:34:33,174 - mmaction - INFO - Epoch [17][180/1567] lr: 9.742e-02, eta: 3:31:59, time: 0.983, data_time: 0.006, memory: 9526, top1_acc: 0.9490, top5_acc: 0.9975, loss_cls: 0.1727, loss: 0.1727, grad_norm: 0.9352 2021-04-05 02:34:53,403 - mmaction - INFO - Epoch [17][200/1567] lr: 9.713e-02, eta: 3:31:38, time: 1.009, data_time: 0.003, memory: 9526, top1_acc: 0.9492, top5_acc: 0.9975, loss_cls: 0.1598, loss: 0.1598, grad_norm: 0.8469 2021-04-05 02:35:13,287 - mmaction - INFO - Epoch [17][220/1567] lr: 9.685e-02, eta: 3:31:17, time: 0.997, data_time: 0.005, memory: 9526, top1_acc: 0.9502, top5_acc: 0.9988, loss_cls: 0.1587, loss: 0.1587, grad_norm: 0.8698 2021-04-05 02:35:33,276 - mmaction - INFO - Epoch [17][240/1567] lr: 9.656e-02, eta: 3:30:57, time: 0.998, data_time: 0.002, memory: 9526, top1_acc: 0.9537, top5_acc: 0.9982, loss_cls: 0.1537, loss: 0.1537, grad_norm: 0.8663 2021-04-05 02:35:53,683 - mmaction - INFO - Epoch [17][260/1567] lr: 9.628e-02, eta: 3:30:36, time: 1.020, data_time: 0.003, memory: 9526, top1_acc: 0.9514, top5_acc: 0.9996, loss_cls: 0.1545, loss: 0.1545, grad_norm: 0.8707 2021-04-05 02:36:13,240 - mmaction - INFO - Epoch [17][280/1567] lr: 9.599e-02, eta: 3:30:15, time: 0.979, data_time: 0.004, memory: 9526, top1_acc: 0.9477, top5_acc: 0.9984, loss_cls: 0.1673, loss: 0.1673, grad_norm: 0.9248 2021-04-05 02:36:33,249 - mmaction - INFO - Epoch [17][300/1567] lr: 9.571e-02, eta: 3:29:54, time: 1.001, data_time: 0.003, memory: 9526, top1_acc: 0.9480, top5_acc: 0.9984, loss_cls: 0.1570, loss: 0.1570, grad_norm: 0.8581 2021-04-05 02:36:53,042 - mmaction - INFO - Epoch [17][320/1567] lr: 9.542e-02, eta: 3:29:33, time: 0.986, data_time: 0.002, memory: 9526, top1_acc: 0.9521, top5_acc: 0.9982, loss_cls: 0.1546, loss: 0.1546, grad_norm: 0.8589 2021-04-05 02:37:12,814 - mmaction - INFO - Epoch [17][340/1567] lr: 9.514e-02, eta: 3:29:12, time: 0.987, data_time: 0.013, memory: 9526, top1_acc: 0.9541, top5_acc: 0.9980, loss_cls: 0.1559, loss: 0.1559, grad_norm: 0.8633 2021-04-05 02:37:32,827 - mmaction - INFO - Epoch [17][360/1567] lr: 9.485e-02, eta: 3:28:51, time: 1.001, data_time: 0.008, memory: 9526, top1_acc: 0.9572, top5_acc: 0.9984, loss_cls: 0.1415, loss: 0.1415, grad_norm: 0.8195 2021-04-05 02:37:52,839 - mmaction - INFO - Epoch [17][380/1567] lr: 9.457e-02, eta: 3:28:30, time: 1.007, data_time: 0.008, memory: 9526, top1_acc: 0.9609, top5_acc: 0.9986, loss_cls: 0.1294, loss: 0.1294, grad_norm: 0.7890 2021-04-05 02:38:12,616 - mmaction - INFO - Epoch [17][400/1567] lr: 9.428e-02, eta: 3:28:09, time: 0.985, data_time: 0.001, memory: 9526, top1_acc: 0.9566, top5_acc: 0.9986, loss_cls: 0.1440, loss: 0.1440, grad_norm: 0.8152 2021-04-05 02:38:32,077 - mmaction - INFO - Epoch [17][420/1567] lr: 9.400e-02, eta: 3:27:48, time: 0.972, data_time: 0.005, memory: 9526, top1_acc: 0.9578, top5_acc: 0.9975, loss_cls: 0.1415, loss: 0.1415, grad_norm: 0.8233 2021-04-05 02:38:52,768 - mmaction - INFO - Epoch [17][440/1567] lr: 9.372e-02, eta: 3:27:28, time: 1.035, data_time: 0.007, memory: 9526, top1_acc: 0.9561, top5_acc: 0.9986, loss_cls: 0.1395, loss: 0.1395, grad_norm: 0.8588 2021-04-05 02:39:12,521 - mmaction - INFO - Epoch [17][460/1567] lr: 9.343e-02, eta: 3:27:07, time: 0.991, data_time: 0.005, memory: 9526, top1_acc: 0.9578, top5_acc: 0.9984, loss_cls: 0.1480, loss: 0.1480, grad_norm: 0.8447 2021-04-05 02:39:32,557 - mmaction - INFO - Epoch [17][480/1567] lr: 9.315e-02, eta: 3:26:46, time: 1.001, data_time: 0.002, memory: 9526, top1_acc: 0.9576, top5_acc: 0.9996, loss_cls: 0.1378, loss: 0.1378, grad_norm: 0.8268 2021-04-05 02:39:52,581 - mmaction - INFO - Epoch [17][500/1567] lr: 9.287e-02, eta: 3:26:25, time: 1.002, data_time: 0.003, memory: 9526, top1_acc: 0.9555, top5_acc: 0.9986, loss_cls: 0.1439, loss: 0.1439, grad_norm: 0.8456 2021-04-05 02:40:12,314 - mmaction - INFO - Epoch [17][520/1567] lr: 9.259e-02, eta: 3:26:04, time: 0.986, data_time: 0.003, memory: 9526, top1_acc: 0.9482, top5_acc: 0.9977, loss_cls: 0.1684, loss: 0.1684, grad_norm: 0.9260 2021-04-05 02:40:32,214 - mmaction - INFO - Epoch [17][540/1567] lr: 9.231e-02, eta: 3:25:43, time: 0.993, data_time: 0.004, memory: 9526, top1_acc: 0.9480, top5_acc: 0.9979, loss_cls: 0.1684, loss: 0.1684, grad_norm: 0.9222 2021-04-05 02:40:52,020 - mmaction - INFO - Epoch [17][560/1567] lr: 9.202e-02, eta: 3:25:22, time: 0.991, data_time: 0.005, memory: 9526, top1_acc: 0.9494, top5_acc: 0.9984, loss_cls: 0.1624, loss: 0.1624, grad_norm: 0.8604 2021-04-05 02:41:12,168 - mmaction - INFO - Epoch [17][580/1567] lr: 9.174e-02, eta: 3:25:01, time: 1.006, data_time: 0.008, memory: 9526, top1_acc: 0.9539, top5_acc: 0.9988, loss_cls: 0.1542, loss: 0.1542, grad_norm: 0.8401 2021-04-05 02:41:31,851 - mmaction - INFO - Epoch [17][600/1567] lr: 9.146e-02, eta: 3:24:40, time: 0.988, data_time: 0.006, memory: 9526, top1_acc: 0.9570, top5_acc: 0.9986, loss_cls: 0.1416, loss: 0.1416, grad_norm: 0.8217 2021-04-05 02:41:52,111 - mmaction - INFO - Epoch [17][620/1567] lr: 9.118e-02, eta: 3:24:20, time: 1.012, data_time: 0.002, memory: 9526, top1_acc: 0.9535, top5_acc: 0.9984, loss_cls: 0.1478, loss: 0.1478, grad_norm: 0.8884 2021-04-05 02:42:11,764 - mmaction - INFO - Epoch [17][640/1567] lr: 9.090e-02, eta: 3:23:59, time: 0.983, data_time: 0.002, memory: 9526, top1_acc: 0.9547, top5_acc: 0.9988, loss_cls: 0.1478, loss: 0.1478, grad_norm: 0.8288 2021-04-05 02:42:31,294 - mmaction - INFO - Epoch [17][660/1567] lr: 9.062e-02, eta: 3:23:38, time: 0.974, data_time: 0.002, memory: 9526, top1_acc: 0.9520, top5_acc: 0.9994, loss_cls: 0.1515, loss: 0.1515, grad_norm: 0.8788 2021-04-05 02:42:51,628 - mmaction - INFO - Epoch [17][680/1567] lr: 9.034e-02, eta: 3:23:17, time: 1.019, data_time: 0.005, memory: 9526, top1_acc: 0.9523, top5_acc: 0.9988, loss_cls: 0.1502, loss: 0.1502, grad_norm: 0.8961 2021-04-05 02:43:11,962 - mmaction - INFO - Epoch [17][700/1567] lr: 9.006e-02, eta: 3:22:56, time: 1.017, data_time: 0.003, memory: 9526, top1_acc: 0.9604, top5_acc: 0.9984, loss_cls: 0.1333, loss: 0.1333, grad_norm: 0.8170 2021-04-05 02:43:31,881 - mmaction - INFO - Epoch [17][720/1567] lr: 8.978e-02, eta: 3:22:35, time: 0.996, data_time: 0.048, memory: 9526, top1_acc: 0.9596, top5_acc: 0.9988, loss_cls: 0.1423, loss: 0.1423, grad_norm: 0.8736 2021-04-05 02:43:51,742 - mmaction - INFO - Epoch [17][740/1567] lr: 8.950e-02, eta: 3:22:14, time: 0.992, data_time: 0.031, memory: 9526, top1_acc: 0.9467, top5_acc: 0.9990, loss_cls: 0.1619, loss: 0.1619, grad_norm: 0.9330 2021-04-05 02:44:11,638 - mmaction - INFO - Epoch [17][760/1567] lr: 8.923e-02, eta: 3:21:54, time: 0.996, data_time: 0.034, memory: 9526, top1_acc: 0.9527, top5_acc: 0.9988, loss_cls: 0.1528, loss: 0.1528, grad_norm: 0.8659 2021-04-05 02:44:32,176 - mmaction - INFO - Epoch [17][780/1567] lr: 8.895e-02, eta: 3:21:33, time: 1.022, data_time: 0.027, memory: 9526, top1_acc: 0.9549, top5_acc: 0.9986, loss_cls: 0.1464, loss: 0.1464, grad_norm: 0.8556 2021-04-05 02:44:52,154 - mmaction - INFO - Epoch [17][800/1567] lr: 8.867e-02, eta: 3:21:12, time: 1.004, data_time: 0.007, memory: 9526, top1_acc: 0.9590, top5_acc: 0.9986, loss_cls: 0.1439, loss: 0.1439, grad_norm: 0.8597 2021-04-05 02:45:12,087 - mmaction - INFO - Epoch [17][820/1567] lr: 8.839e-02, eta: 3:20:51, time: 0.994, data_time: 0.003, memory: 9526, top1_acc: 0.9564, top5_acc: 0.9982, loss_cls: 0.1443, loss: 0.1443, grad_norm: 0.8760 2021-04-05 02:45:31,807 - mmaction - INFO - Epoch [17][840/1567] lr: 8.812e-02, eta: 3:20:30, time: 0.988, data_time: 0.005, memory: 9526, top1_acc: 0.9570, top5_acc: 0.9990, loss_cls: 0.1429, loss: 0.1429, grad_norm: 0.8655 2021-04-05 02:45:51,614 - mmaction - INFO - Epoch [17][860/1567] lr: 8.784e-02, eta: 3:20:09, time: 0.987, data_time: 0.002, memory: 9526, top1_acc: 0.9506, top5_acc: 0.9979, loss_cls: 0.1480, loss: 0.1480, grad_norm: 0.8703 2021-04-05 02:46:11,266 - mmaction - INFO - Epoch [17][880/1567] lr: 8.756e-02, eta: 3:19:48, time: 0.984, data_time: 0.005, memory: 9526, top1_acc: 0.9518, top5_acc: 0.9990, loss_cls: 0.1511, loss: 0.1511, grad_norm: 0.8828 2021-04-05 02:46:31,297 - mmaction - INFO - Epoch [17][900/1567] lr: 8.729e-02, eta: 3:19:28, time: 1.003, data_time: 0.009, memory: 9526, top1_acc: 0.9541, top5_acc: 0.9980, loss_cls: 0.1531, loss: 0.1531, grad_norm: 0.8910 2021-04-05 02:46:51,080 - mmaction - INFO - Epoch [17][920/1567] lr: 8.701e-02, eta: 3:19:07, time: 0.986, data_time: 0.002, memory: 9526, top1_acc: 0.9561, top5_acc: 0.9986, loss_cls: 0.1357, loss: 0.1357, grad_norm: 0.8736 2021-04-05 02:47:10,854 - mmaction - INFO - Epoch [17][940/1567] lr: 8.674e-02, eta: 3:18:46, time: 0.989, data_time: 0.005, memory: 9526, top1_acc: 0.9561, top5_acc: 0.9984, loss_cls: 0.1512, loss: 0.1512, grad_norm: 0.8864 2021-04-05 02:47:30,330 - mmaction - INFO - Epoch [17][960/1567] lr: 8.646e-02, eta: 3:18:25, time: 0.972, data_time: 0.005, memory: 9526, top1_acc: 0.9537, top5_acc: 0.9982, loss_cls: 0.1512, loss: 0.1512, grad_norm: 0.9036 2021-04-05 02:47:50,976 - mmaction - INFO - Epoch [17][980/1567] lr: 8.619e-02, eta: 3:18:04, time: 1.034, data_time: 0.007, memory: 9526, top1_acc: 0.9547, top5_acc: 0.9980, loss_cls: 0.1508, loss: 0.1508, grad_norm: 0.8743 2021-04-05 02:48:10,654 - mmaction - INFO - Epoch [17][1000/1567] lr: 8.591e-02, eta: 3:17:43, time: 0.983, data_time: 0.004, memory: 9526, top1_acc: 0.9582, top5_acc: 0.9990, loss_cls: 0.1331, loss: 0.1331, grad_norm: 0.8362 2021-04-05 02:48:30,648 - mmaction - INFO - Epoch [17][1020/1567] lr: 8.564e-02, eta: 3:17:22, time: 1.000, data_time: 0.009, memory: 9526, top1_acc: 0.9566, top5_acc: 0.9982, loss_cls: 0.1473, loss: 0.1473, grad_norm: 0.8943 2021-04-05 02:48:50,607 - mmaction - INFO - Epoch [17][1040/1567] lr: 8.536e-02, eta: 3:17:02, time: 1.000, data_time: 0.004, memory: 9526, top1_acc: 0.9553, top5_acc: 0.9994, loss_cls: 0.1460, loss: 0.1460, grad_norm: 0.8813 2021-04-05 02:49:10,643 - mmaction - INFO - Epoch [17][1060/1567] lr: 8.509e-02, eta: 3:16:41, time: 1.002, data_time: 0.006, memory: 9526, top1_acc: 0.9533, top5_acc: 0.9984, loss_cls: 0.1490, loss: 0.1490, grad_norm: 0.8987 2021-04-05 02:49:30,453 - mmaction - INFO - Epoch [17][1080/1567] lr: 8.482e-02, eta: 3:16:20, time: 0.986, data_time: 0.002, memory: 9526, top1_acc: 0.9541, top5_acc: 0.9977, loss_cls: 0.1528, loss: 0.1528, grad_norm: 0.8828 2021-04-05 02:49:50,591 - mmaction - INFO - Epoch [17][1100/1567] lr: 8.454e-02, eta: 3:15:59, time: 1.008, data_time: 0.006, memory: 9526, top1_acc: 0.9563, top5_acc: 0.9988, loss_cls: 0.1369, loss: 0.1369, grad_norm: 0.8601 2021-04-05 02:50:10,043 - mmaction - INFO - Epoch [17][1120/1567] lr: 8.427e-02, eta: 3:15:38, time: 0.972, data_time: 0.006, memory: 9526, top1_acc: 0.9559, top5_acc: 0.9984, loss_cls: 0.1555, loss: 0.1555, grad_norm: 0.9293 2021-04-05 02:50:29,872 - mmaction - INFO - Epoch [17][1140/1567] lr: 8.400e-02, eta: 3:15:17, time: 0.993, data_time: 0.006, memory: 9526, top1_acc: 0.9551, top5_acc: 0.9977, loss_cls: 0.1511, loss: 0.1511, grad_norm: 0.8593 2021-04-05 02:50:50,079 - mmaction - INFO - Epoch [17][1160/1567] lr: 8.373e-02, eta: 3:14:56, time: 1.010, data_time: 0.043, memory: 9526, top1_acc: 0.9535, top5_acc: 0.9977, loss_cls: 0.1422, loss: 0.1422, grad_norm: 0.8324 2021-04-05 02:51:09,699 - mmaction - INFO - Epoch [17][1180/1567] lr: 8.345e-02, eta: 3:14:35, time: 0.980, data_time: 0.015, memory: 9526, top1_acc: 0.9602, top5_acc: 0.9986, loss_cls: 0.1303, loss: 0.1303, grad_norm: 0.8417 2021-04-05 02:51:30,229 - mmaction - INFO - Epoch [17][1200/1567] lr: 8.318e-02, eta: 3:14:15, time: 1.029, data_time: 0.006, memory: 9526, top1_acc: 0.9582, top5_acc: 0.9980, loss_cls: 0.1382, loss: 0.1382, grad_norm: 0.8493 2021-04-05 02:51:50,088 - mmaction - INFO - Epoch [17][1220/1567] lr: 8.291e-02, eta: 3:13:54, time: 0.993, data_time: 0.005, memory: 9526, top1_acc: 0.9543, top5_acc: 0.9988, loss_cls: 0.1393, loss: 0.1393, grad_norm: 0.8588 2021-04-05 02:52:09,615 - mmaction - INFO - Epoch [17][1240/1567] lr: 8.264e-02, eta: 3:13:33, time: 0.974, data_time: 0.003, memory: 9526, top1_acc: 0.9502, top5_acc: 0.9979, loss_cls: 0.1543, loss: 0.1543, grad_norm: 0.9220 2021-04-05 02:52:29,520 - mmaction - INFO - Epoch [17][1260/1567] lr: 8.237e-02, eta: 3:13:12, time: 0.995, data_time: 0.005, memory: 9526, top1_acc: 0.9559, top5_acc: 0.9990, loss_cls: 0.1432, loss: 0.1432, grad_norm: 0.8800 2021-04-05 02:52:49,796 - mmaction - INFO - Epoch [17][1280/1567] lr: 8.210e-02, eta: 3:12:51, time: 1.014, data_time: 0.005, memory: 9526, top1_acc: 0.9604, top5_acc: 0.9992, loss_cls: 0.1270, loss: 0.1270, grad_norm: 0.8061 2021-04-05 02:53:09,976 - mmaction - INFO - Epoch [17][1300/1567] lr: 8.183e-02, eta: 3:12:31, time: 1.011, data_time: 0.005, memory: 9526, top1_acc: 0.9625, top5_acc: 0.9992, loss_cls: 0.1262, loss: 0.1262, grad_norm: 0.8198 2021-04-05 02:53:29,503 - mmaction - INFO - Epoch [17][1320/1567] lr: 8.156e-02, eta: 3:12:10, time: 0.977, data_time: 0.003, memory: 9526, top1_acc: 0.9551, top5_acc: 0.9990, loss_cls: 0.1424, loss: 0.1424, grad_norm: 0.9460 2021-04-05 02:53:49,119 - mmaction - INFO - Epoch [17][1340/1567] lr: 8.129e-02, eta: 3:11:49, time: 0.976, data_time: 0.002, memory: 9526, top1_acc: 0.9521, top5_acc: 0.9984, loss_cls: 0.1537, loss: 0.1537, grad_norm: 0.9220 2021-04-05 02:54:09,611 - mmaction - INFO - Epoch [17][1360/1567] lr: 8.102e-02, eta: 3:11:28, time: 1.028, data_time: 0.007, memory: 9526, top1_acc: 0.9613, top5_acc: 0.9986, loss_cls: 0.1364, loss: 0.1364, grad_norm: 0.8552 2021-04-05 02:54:29,393 - mmaction - INFO - Epoch [17][1380/1567] lr: 8.075e-02, eta: 3:11:07, time: 0.989, data_time: 0.003, memory: 9526, top1_acc: 0.9570, top5_acc: 0.9988, loss_cls: 0.1336, loss: 0.1336, grad_norm: 0.8539 2021-04-05 02:54:49,227 - mmaction - INFO - Epoch [17][1400/1567] lr: 8.049e-02, eta: 3:10:46, time: 0.992, data_time: 0.004, memory: 9526, top1_acc: 0.9588, top5_acc: 0.9994, loss_cls: 0.1261, loss: 0.1261, grad_norm: 0.8235 2021-04-05 02:55:09,539 - mmaction - INFO - Epoch [17][1420/1567] lr: 8.022e-02, eta: 3:10:26, time: 1.014, data_time: 0.002, memory: 9526, top1_acc: 0.9598, top5_acc: 0.9977, loss_cls: 0.1332, loss: 0.1332, grad_norm: 0.8481 2021-04-05 02:55:29,098 - mmaction - INFO - Epoch [17][1440/1567] lr: 7.995e-02, eta: 3:10:05, time: 0.977, data_time: 0.009, memory: 9526, top1_acc: 0.9572, top5_acc: 0.9992, loss_cls: 0.1335, loss: 0.1335, grad_norm: 0.8877 2021-04-05 02:55:49,427 - mmaction - INFO - Epoch [17][1460/1567] lr: 7.968e-02, eta: 3:09:44, time: 1.018, data_time: 0.064, memory: 9526, top1_acc: 0.9609, top5_acc: 0.9992, loss_cls: 0.1388, loss: 0.1388, grad_norm: 0.8738 2021-04-05 02:56:09,117 - mmaction - INFO - Epoch [17][1480/1567] lr: 7.942e-02, eta: 3:09:23, time: 0.983, data_time: 0.004, memory: 9526, top1_acc: 0.9514, top5_acc: 0.9971, loss_cls: 0.1559, loss: 0.1559, grad_norm: 0.9249 2021-04-05 02:56:29,334 - mmaction - INFO - Epoch [17][1500/1567] lr: 7.915e-02, eta: 3:09:03, time: 1.012, data_time: 0.010, memory: 9526, top1_acc: 0.9561, top5_acc: 0.9988, loss_cls: 0.1440, loss: 0.1440, grad_norm: 0.8526 2021-04-05 02:56:49,408 - mmaction - INFO - Epoch [17][1520/1567] lr: 7.888e-02, eta: 3:08:42, time: 1.001, data_time: 0.005, memory: 9526, top1_acc: 0.9570, top5_acc: 0.9986, loss_cls: 0.1418, loss: 0.1418, grad_norm: 0.8936 2021-04-05 02:57:09,343 - mmaction - INFO - Epoch [17][1540/1567] lr: 7.862e-02, eta: 3:08:21, time: 1.001, data_time: 0.009, memory: 9526, top1_acc: 0.9590, top5_acc: 0.9986, loss_cls: 0.1378, loss: 0.1378, grad_norm: 0.8708 2021-04-05 02:57:29,002 - mmaction - INFO - Epoch [17][1560/1567] lr: 7.835e-02, eta: 3:08:00, time: 0.984, data_time: 0.003, memory: 9526, top1_acc: 0.9563, top5_acc: 0.9986, loss_cls: 0.1411, loss: 0.1411, grad_norm: 0.8892 2021-04-05 02:57:35,650 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-04-05 02:59:01,938 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 02:59:02,015 - mmaction - INFO - top1_acc 0.8920 top5_acc 0.9882 2021-04-05 02:59:02,015 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 02:59:02,043 - mmaction - INFO - mean_acc 0.8918 2021-04-05 02:59:02,043 - mmaction - INFO - Now best checkpoint is epoch_17.pth 2021-04-05 02:59:02,048 - mmaction - INFO - Epoch(val) [17][1567] top1_acc: 0.8920, top5_acc: 0.9882, mean_class_accuracy: 0.8918 2021-04-05 02:59:58,232 - mmaction - INFO - Epoch [18][20/1567] lr: 7.800e-02, eta: 3:07:44, time: 2.804, data_time: 1.533, memory: 9526, top1_acc: 0.9467, top5_acc: 0.9986, loss_cls: 0.1731, loss: 0.1731, grad_norm: 0.9388 2021-04-05 03:00:18,289 - mmaction - INFO - Epoch [18][40/1567] lr: 7.773e-02, eta: 3:07:23, time: 1.008, data_time: 0.010, memory: 9526, top1_acc: 0.9557, top5_acc: 0.9971, loss_cls: 0.1515, loss: 0.1515, grad_norm: 0.8734 2021-04-05 03:00:38,409 - mmaction - INFO - Epoch [18][60/1567] lr: 7.747e-02, eta: 3:07:02, time: 0.999, data_time: 0.001, memory: 9526, top1_acc: 0.9576, top5_acc: 0.9986, loss_cls: 0.1395, loss: 0.1395, grad_norm: 0.8945 2021-04-05 03:00:58,310 - mmaction - INFO - Epoch [18][80/1567] lr: 7.720e-02, eta: 3:06:42, time: 0.997, data_time: 0.008, memory: 9526, top1_acc: 0.9631, top5_acc: 0.9982, loss_cls: 0.1272, loss: 0.1272, grad_norm: 0.8585 2021-04-05 03:01:17,919 - mmaction - INFO - Epoch [18][100/1567] lr: 7.694e-02, eta: 3:06:21, time: 0.980, data_time: 0.010, memory: 9526, top1_acc: 0.9621, top5_acc: 0.9994, loss_cls: 0.1235, loss: 0.1235, grad_norm: 0.8314 2021-04-05 03:01:37,909 - mmaction - INFO - Epoch [18][120/1567] lr: 7.668e-02, eta: 3:06:00, time: 1.001, data_time: 0.006, memory: 9526, top1_acc: 0.9590, top5_acc: 0.9990, loss_cls: 0.1332, loss: 0.1332, grad_norm: 0.8998 2021-04-05 03:01:57,799 - mmaction - INFO - Epoch [18][140/1567] lr: 7.641e-02, eta: 3:05:39, time: 0.994, data_time: 0.005, memory: 9526, top1_acc: 0.9623, top5_acc: 0.9986, loss_cls: 0.1326, loss: 0.1326, grad_norm: 0.8924 2021-04-05 03:02:17,913 - mmaction - INFO - Epoch [18][160/1567] lr: 7.615e-02, eta: 3:05:18, time: 1.006, data_time: 0.006, memory: 9526, top1_acc: 0.9617, top5_acc: 0.9988, loss_cls: 0.1326, loss: 0.1326, grad_norm: 0.8864 2021-04-05 03:02:37,487 - mmaction - INFO - Epoch [18][180/1567] lr: 7.589e-02, eta: 3:04:57, time: 0.981, data_time: 0.005, memory: 9526, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.1290, loss: 0.1290, grad_norm: 0.8645 2021-04-05 03:02:57,284 - mmaction - INFO - Epoch [18][200/1567] lr: 7.563e-02, eta: 3:04:36, time: 0.989, data_time: 0.002, memory: 9526, top1_acc: 0.9641, top5_acc: 0.9990, loss_cls: 0.1254, loss: 0.1254, grad_norm: 0.8390 2021-04-05 03:03:17,723 - mmaction - INFO - Epoch [18][220/1567] lr: 7.537e-02, eta: 3:04:16, time: 1.022, data_time: 0.004, memory: 9526, top1_acc: 0.9615, top5_acc: 0.9990, loss_cls: 0.1270, loss: 0.1270, grad_norm: 0.9023 2021-04-05 03:03:37,065 - mmaction - INFO - Epoch [18][240/1567] lr: 7.510e-02, eta: 3:03:55, time: 0.967, data_time: 0.004, memory: 9526, top1_acc: 0.9619, top5_acc: 0.9990, loss_cls: 0.1222, loss: 0.1222, grad_norm: 0.8442 2021-04-05 03:03:56,672 - mmaction - INFO - Epoch [18][260/1567] lr: 7.484e-02, eta: 3:03:34, time: 0.982, data_time: 0.005, memory: 9526, top1_acc: 0.9623, top5_acc: 0.9988, loss_cls: 0.1318, loss: 0.1318, grad_norm: 0.8646 2021-04-05 03:04:16,756 - mmaction - INFO - Epoch [18][280/1567] lr: 7.458e-02, eta: 3:03:13, time: 1.001, data_time: 0.002, memory: 9526, top1_acc: 0.9531, top5_acc: 0.9986, loss_cls: 0.1416, loss: 0.1416, grad_norm: 0.9845 2021-04-05 03:04:36,949 - mmaction - INFO - Epoch [18][300/1567] lr: 7.432e-02, eta: 3:02:52, time: 1.009, data_time: 0.005, memory: 9526, top1_acc: 0.9633, top5_acc: 0.9994, loss_cls: 0.1272, loss: 0.1272, grad_norm: 0.8897 2021-04-05 03:04:56,891 - mmaction - INFO - Epoch [18][320/1567] lr: 7.406e-02, eta: 3:02:31, time: 0.996, data_time: 0.009, memory: 9526, top1_acc: 0.9605, top5_acc: 0.9986, loss_cls: 0.1283, loss: 0.1283, grad_norm: 0.9072 2021-04-05 03:05:16,479 - mmaction - INFO - Epoch [18][340/1567] lr: 7.380e-02, eta: 3:02:10, time: 0.981, data_time: 0.006, memory: 9526, top1_acc: 0.9625, top5_acc: 0.9992, loss_cls: 0.1215, loss: 0.1215, grad_norm: 0.8614 2021-04-05 03:05:36,606 - mmaction - INFO - Epoch [18][360/1567] lr: 7.354e-02, eta: 3:01:50, time: 1.009, data_time: 0.004, memory: 9526, top1_acc: 0.9613, top5_acc: 0.9986, loss_cls: 0.1369, loss: 0.1369, grad_norm: 0.9364 2021-04-05 03:05:56,367 - mmaction - INFO - Epoch [18][380/1567] lr: 7.329e-02, eta: 3:01:29, time: 0.985, data_time: 0.002, memory: 9526, top1_acc: 0.9555, top5_acc: 0.9986, loss_cls: 0.1411, loss: 0.1411, grad_norm: 0.9194 2021-04-05 03:06:16,198 - mmaction - INFO - Epoch [18][400/1567] lr: 7.303e-02, eta: 3:01:08, time: 0.994, data_time: 0.004, memory: 9526, top1_acc: 0.9598, top5_acc: 0.9980, loss_cls: 0.1404, loss: 0.1404, grad_norm: 0.9216 2021-04-05 03:06:35,882 - mmaction - INFO - Epoch [18][420/1567] lr: 7.277e-02, eta: 3:00:47, time: 0.981, data_time: 0.002, memory: 9526, top1_acc: 0.9631, top5_acc: 1.0000, loss_cls: 0.1223, loss: 0.1223, grad_norm: 0.8224 2021-04-05 03:06:55,702 - mmaction - INFO - Epoch [18][440/1567] lr: 7.251e-02, eta: 3:00:26, time: 0.993, data_time: 0.005, memory: 9526, top1_acc: 0.9564, top5_acc: 0.9980, loss_cls: 0.1390, loss: 0.1390, grad_norm: 0.9286 2021-04-05 03:07:15,593 - mmaction - INFO - Epoch [18][460/1567] lr: 7.225e-02, eta: 3:00:05, time: 0.991, data_time: 0.003, memory: 9526, top1_acc: 0.9586, top5_acc: 0.9977, loss_cls: 0.1315, loss: 0.1315, grad_norm: 0.9129 2021-04-05 03:07:35,646 - mmaction - INFO - Epoch [18][480/1567] lr: 7.200e-02, eta: 2:59:45, time: 1.005, data_time: 0.009, memory: 9526, top1_acc: 0.9654, top5_acc: 0.9994, loss_cls: 0.1157, loss: 0.1157, grad_norm: 0.8384 2021-04-05 03:07:55,330 - mmaction - INFO - Epoch [18][500/1567] lr: 7.174e-02, eta: 2:59:24, time: 0.982, data_time: 0.005, memory: 9526, top1_acc: 0.9596, top5_acc: 0.9994, loss_cls: 0.1289, loss: 0.1289, grad_norm: 0.9236 2021-04-05 03:08:15,525 - mmaction - INFO - Epoch [18][520/1567] lr: 7.149e-02, eta: 2:59:03, time: 1.013, data_time: 0.008, memory: 9526, top1_acc: 0.9602, top5_acc: 0.9994, loss_cls: 0.1287, loss: 0.1287, grad_norm: 0.8790 2021-04-05 03:08:34,908 - mmaction - INFO - Epoch [18][540/1567] lr: 7.123e-02, eta: 2:58:42, time: 0.970, data_time: 0.005, memory: 9526, top1_acc: 0.9660, top5_acc: 0.9992, loss_cls: 0.1169, loss: 0.1169, grad_norm: 0.8713 2021-04-05 03:08:54,607 - mmaction - INFO - Epoch [18][560/1567] lr: 7.097e-02, eta: 2:58:21, time: 0.985, data_time: 0.003, memory: 9526, top1_acc: 0.9621, top5_acc: 0.9994, loss_cls: 0.1291, loss: 0.1291, grad_norm: 0.8933 2021-04-05 03:09:14,460 - mmaction - INFO - Epoch [18][580/1567] lr: 7.072e-02, eta: 2:58:00, time: 0.990, data_time: 0.003, memory: 9526, top1_acc: 0.9555, top5_acc: 0.9990, loss_cls: 0.1387, loss: 0.1387, grad_norm: 0.9802 2021-04-05 03:09:34,816 - mmaction - INFO - Epoch [18][600/1567] lr: 7.046e-02, eta: 2:57:40, time: 1.019, data_time: 0.006, memory: 9526, top1_acc: 0.9574, top5_acc: 0.9988, loss_cls: 0.1341, loss: 0.1341, grad_norm: 0.8884 2021-04-05 03:09:54,544 - mmaction - INFO - Epoch [18][620/1567] lr: 7.021e-02, eta: 2:57:19, time: 0.988, data_time: 0.004, memory: 9526, top1_acc: 0.9617, top5_acc: 0.9996, loss_cls: 0.1249, loss: 0.1249, grad_norm: 0.8935 2021-04-05 03:10:13,990 - mmaction - INFO - Epoch [18][640/1567] lr: 6.996e-02, eta: 2:56:58, time: 0.971, data_time: 0.003, memory: 9526, top1_acc: 0.9623, top5_acc: 0.9986, loss_cls: 0.1249, loss: 0.1249, grad_norm: 0.8734 2021-04-05 03:10:34,440 - mmaction - INFO - Epoch [18][660/1567] lr: 6.970e-02, eta: 2:56:37, time: 1.024, data_time: 0.004, memory: 9526, top1_acc: 0.9641, top5_acc: 0.9994, loss_cls: 0.1168, loss: 0.1168, grad_norm: 0.8666 2021-04-05 03:10:54,523 - mmaction - INFO - Epoch [18][680/1567] lr: 6.945e-02, eta: 2:56:16, time: 1.001, data_time: 0.002, memory: 9526, top1_acc: 0.9648, top5_acc: 0.9984, loss_cls: 0.1200, loss: 0.1200, grad_norm: 0.8762 2021-04-05 03:11:14,258 - mmaction - INFO - Epoch [18][700/1567] lr: 6.920e-02, eta: 2:55:55, time: 0.989, data_time: 0.006, memory: 9526, top1_acc: 0.9568, top5_acc: 0.9988, loss_cls: 0.1346, loss: 0.1346, grad_norm: 0.9205 2021-04-05 03:11:34,139 - mmaction - INFO - Epoch [18][720/1567] lr: 6.894e-02, eta: 2:55:35, time: 0.995, data_time: 0.003, memory: 9526, top1_acc: 0.9631, top5_acc: 0.9986, loss_cls: 0.1234, loss: 0.1234, grad_norm: 0.8828 2021-04-05 03:11:53,674 - mmaction - INFO - Epoch [18][740/1567] lr: 6.869e-02, eta: 2:55:14, time: 0.977, data_time: 0.002, memory: 9526, top1_acc: 0.9625, top5_acc: 0.9990, loss_cls: 0.1287, loss: 0.1287, grad_norm: 0.8786 2021-04-05 03:12:14,161 - mmaction - INFO - Epoch [18][760/1567] lr: 6.844e-02, eta: 2:54:53, time: 1.023, data_time: 0.002, memory: 9526, top1_acc: 0.9605, top5_acc: 0.9988, loss_cls: 0.1278, loss: 0.1278, grad_norm: 0.9157 2021-04-05 03:12:33,832 - mmaction - INFO - Epoch [18][780/1567] lr: 6.819e-02, eta: 2:54:32, time: 0.981, data_time: 0.004, memory: 9526, top1_acc: 0.9646, top5_acc: 0.9988, loss_cls: 0.1147, loss: 0.1147, grad_norm: 0.8320 2021-04-05 03:12:53,708 - mmaction - INFO - Epoch [18][800/1567] lr: 6.794e-02, eta: 2:54:11, time: 0.993, data_time: 0.009, memory: 9526, top1_acc: 0.9625, top5_acc: 0.9992, loss_cls: 0.1160, loss: 0.1160, grad_norm: 0.8806 2021-04-05 03:13:13,927 - mmaction - INFO - Epoch [18][820/1567] lr: 6.769e-02, eta: 2:53:51, time: 1.015, data_time: 0.008, memory: 9526, top1_acc: 0.9615, top5_acc: 0.9988, loss_cls: 0.1210, loss: 0.1210, grad_norm: 0.9170 2021-04-05 03:13:33,786 - mmaction - INFO - Epoch [18][840/1567] lr: 6.744e-02, eta: 2:53:30, time: 0.995, data_time: 0.003, memory: 9526, top1_acc: 0.9646, top5_acc: 0.9990, loss_cls: 0.1218, loss: 0.1218, grad_norm: 0.8603 2021-04-05 03:13:53,431 - mmaction - INFO - Epoch [18][860/1567] lr: 6.719e-02, eta: 2:53:09, time: 0.979, data_time: 0.002, memory: 9526, top1_acc: 0.9639, top5_acc: 0.9988, loss_cls: 0.1205, loss: 0.1205, grad_norm: 0.8999 2021-04-05 03:14:13,589 - mmaction - INFO - Epoch [18][880/1567] lr: 6.694e-02, eta: 2:52:48, time: 1.007, data_time: 0.007, memory: 9526, top1_acc: 0.9639, top5_acc: 0.9990, loss_cls: 0.1180, loss: 0.1180, grad_norm: 0.8632 2021-04-05 03:14:33,437 - mmaction - INFO - Epoch [18][900/1567] lr: 6.669e-02, eta: 2:52:28, time: 0.995, data_time: 0.005, memory: 9526, top1_acc: 0.9670, top5_acc: 0.9990, loss_cls: 0.1133, loss: 0.1133, grad_norm: 0.8660 2021-04-05 03:14:53,982 - mmaction - INFO - Epoch [18][920/1567] lr: 6.644e-02, eta: 2:52:07, time: 1.025, data_time: 0.003, memory: 9526, top1_acc: 0.9611, top5_acc: 0.9975, loss_cls: 0.1244, loss: 0.1244, grad_norm: 0.8873 2021-04-05 03:15:14,657 - mmaction - INFO - Epoch [18][940/1567] lr: 6.619e-02, eta: 2:51:46, time: 1.036, data_time: 0.005, memory: 9526, top1_acc: 0.9658, top5_acc: 0.9992, loss_cls: 0.1132, loss: 0.1132, grad_norm: 0.8860 2021-04-05 03:15:34,122 - mmaction - INFO - Epoch [18][960/1567] lr: 6.594e-02, eta: 2:51:26, time: 0.973, data_time: 0.003, memory: 9526, top1_acc: 0.9643, top5_acc: 0.9992, loss_cls: 0.1171, loss: 0.1171, grad_norm: 0.9070 2021-04-05 03:15:54,101 - mmaction - INFO - Epoch [18][980/1567] lr: 6.569e-02, eta: 2:51:05, time: 0.994, data_time: 0.006, memory: 9526, top1_acc: 0.9656, top5_acc: 0.9982, loss_cls: 0.1214, loss: 0.1214, grad_norm: 0.9159 2021-04-05 03:16:13,961 - mmaction - INFO - Epoch [18][1000/1567] lr: 6.545e-02, eta: 2:50:44, time: 0.995, data_time: 0.008, memory: 9526, top1_acc: 0.9633, top5_acc: 0.9986, loss_cls: 0.1284, loss: 0.1284, grad_norm: 0.9471 2021-04-05 03:16:33,950 - mmaction - INFO - Epoch [18][1020/1567] lr: 6.520e-02, eta: 2:50:23, time: 1.000, data_time: 0.006, memory: 9526, top1_acc: 0.9654, top5_acc: 0.9990, loss_cls: 0.1127, loss: 0.1127, grad_norm: 0.8616 2021-04-05 03:16:53,785 - mmaction - INFO - Epoch [18][1040/1567] lr: 6.495e-02, eta: 2:50:02, time: 0.993, data_time: 0.006, memory: 9526, top1_acc: 0.9674, top5_acc: 0.9984, loss_cls: 0.1142, loss: 0.1142, grad_norm: 0.8529 2021-04-05 03:17:13,780 - mmaction - INFO - Epoch [18][1060/1567] lr: 6.471e-02, eta: 2:49:42, time: 1.001, data_time: 0.006, memory: 9526, top1_acc: 0.9641, top5_acc: 0.9990, loss_cls: 0.1186, loss: 0.1186, grad_norm: 0.9187 2021-04-05 03:17:33,847 - mmaction - INFO - Epoch [18][1080/1567] lr: 6.446e-02, eta: 2:49:21, time: 1.001, data_time: 0.003, memory: 9526, top1_acc: 0.9637, top5_acc: 0.9994, loss_cls: 0.1145, loss: 0.1145, grad_norm: 0.8723 2021-04-05 03:17:53,321 - mmaction - INFO - Epoch [18][1100/1567] lr: 6.421e-02, eta: 2:49:00, time: 0.975, data_time: 0.010, memory: 9526, top1_acc: 0.9717, top5_acc: 0.9990, loss_cls: 0.0962, loss: 0.0962, grad_norm: 0.7758 2021-04-05 03:18:13,754 - mmaction - INFO - Epoch [18][1120/1567] lr: 6.397e-02, eta: 2:48:39, time: 1.023, data_time: 0.003, memory: 9526, top1_acc: 0.9664, top5_acc: 0.9996, loss_cls: 0.1051, loss: 0.1051, grad_norm: 0.8590 2021-04-05 03:18:33,884 - mmaction - INFO - Epoch [18][1140/1567] lr: 6.372e-02, eta: 2:48:19, time: 1.005, data_time: 0.002, memory: 9526, top1_acc: 0.9621, top5_acc: 0.9988, loss_cls: 0.1156, loss: 0.1156, grad_norm: 0.8984 2021-04-05 03:18:53,758 - mmaction - INFO - Epoch [18][1160/1567] lr: 6.348e-02, eta: 2:47:58, time: 0.993, data_time: 0.004, memory: 9526, top1_acc: 0.9701, top5_acc: 0.9982, loss_cls: 0.1117, loss: 0.1117, grad_norm: 0.8457 2021-04-05 03:19:13,731 - mmaction - INFO - Epoch [18][1180/1567] lr: 6.324e-02, eta: 2:47:37, time: 0.996, data_time: 0.004, memory: 9526, top1_acc: 0.9689, top5_acc: 0.9980, loss_cls: 0.1033, loss: 0.1033, grad_norm: 0.7982 2021-04-05 03:19:33,131 - mmaction - INFO - Epoch [18][1200/1567] lr: 6.299e-02, eta: 2:47:16, time: 0.974, data_time: 0.008, memory: 9526, top1_acc: 0.9680, top5_acc: 0.9984, loss_cls: 0.1081, loss: 0.1081, grad_norm: 0.8586 2021-04-05 03:19:52,932 - mmaction - INFO - Epoch [18][1220/1567] lr: 6.275e-02, eta: 2:46:55, time: 0.986, data_time: 0.013, memory: 9526, top1_acc: 0.9654, top5_acc: 0.9992, loss_cls: 0.1127, loss: 0.1127, grad_norm: 0.9048 2021-04-05 03:20:12,969 - mmaction - INFO - Epoch [18][1240/1567] lr: 6.251e-02, eta: 2:46:35, time: 1.004, data_time: 0.009, memory: 9526, top1_acc: 0.9670, top5_acc: 0.9986, loss_cls: 0.1119, loss: 0.1119, grad_norm: 0.8931 2021-04-05 03:20:32,837 - mmaction - INFO - Epoch [18][1260/1567] lr: 6.226e-02, eta: 2:46:14, time: 0.995, data_time: 0.008, memory: 9526, top1_acc: 0.9670, top5_acc: 0.9992, loss_cls: 0.1075, loss: 0.1075, grad_norm: 0.8646 2021-04-05 03:20:52,743 - mmaction - INFO - Epoch [18][1280/1567] lr: 6.202e-02, eta: 2:45:53, time: 0.995, data_time: 0.003, memory: 9526, top1_acc: 0.9686, top5_acc: 0.9994, loss_cls: 0.1096, loss: 0.1096, grad_norm: 0.8746 2021-04-05 03:21:12,810 - mmaction - INFO - Epoch [18][1300/1567] lr: 6.178e-02, eta: 2:45:32, time: 1.006, data_time: 0.005, memory: 9526, top1_acc: 0.9674, top5_acc: 0.9996, loss_cls: 0.1098, loss: 0.1098, grad_norm: 0.8521 2021-04-05 03:21:32,984 - mmaction - INFO - Epoch [18][1320/1567] lr: 6.154e-02, eta: 2:45:12, time: 1.005, data_time: 0.001, memory: 9526, top1_acc: 0.9748, top5_acc: 0.9994, loss_cls: 0.0956, loss: 0.0956, grad_norm: 0.7957 2021-04-05 03:21:53,558 - mmaction - INFO - Epoch [18][1340/1567] lr: 6.130e-02, eta: 2:44:51, time: 1.029, data_time: 0.005, memory: 9526, top1_acc: 0.9732, top5_acc: 0.9986, loss_cls: 0.1028, loss: 0.1028, grad_norm: 0.8386 2021-04-05 03:22:13,052 - mmaction - INFO - Epoch [18][1360/1567] lr: 6.106e-02, eta: 2:44:30, time: 0.976, data_time: 0.010, memory: 9526, top1_acc: 0.9641, top5_acc: 0.9982, loss_cls: 0.1210, loss: 0.1210, grad_norm: 0.9609 2021-04-05 03:22:32,527 - mmaction - INFO - Epoch [18][1380/1567] lr: 6.082e-02, eta: 2:44:09, time: 0.974, data_time: 0.004, memory: 9526, top1_acc: 0.9719, top5_acc: 0.9994, loss_cls: 0.0972, loss: 0.0972, grad_norm: 0.8431 2021-04-05 03:22:52,585 - mmaction - INFO - Epoch [18][1400/1567] lr: 6.058e-02, eta: 2:43:49, time: 1.002, data_time: 0.004, memory: 9526, top1_acc: 0.9674, top5_acc: 0.9990, loss_cls: 0.1066, loss: 0.1066, grad_norm: 0.8937 2021-04-05 03:23:12,061 - mmaction - INFO - Epoch [18][1420/1567] lr: 6.034e-02, eta: 2:43:28, time: 0.977, data_time: 0.005, memory: 9526, top1_acc: 0.9635, top5_acc: 0.9990, loss_cls: 0.1107, loss: 0.1107, grad_norm: 0.9142 2021-04-05 03:23:32,113 - mmaction - INFO - Epoch [18][1440/1567] lr: 6.010e-02, eta: 2:43:07, time: 1.001, data_time: 0.001, memory: 9526, top1_acc: 0.9691, top5_acc: 0.9996, loss_cls: 0.1041, loss: 0.1041, grad_norm: 0.8702 2021-04-05 03:23:52,345 - mmaction - INFO - Epoch [18][1460/1567] lr: 5.986e-02, eta: 2:42:46, time: 1.012, data_time: 0.002, memory: 9526, top1_acc: 0.9660, top5_acc: 0.9994, loss_cls: 0.1113, loss: 0.1113, grad_norm: 0.9232 2021-04-05 03:24:11,918 - mmaction - INFO - Epoch [18][1480/1567] lr: 5.962e-02, eta: 2:42:26, time: 0.975, data_time: 0.003, memory: 9526, top1_acc: 0.9672, top5_acc: 0.9996, loss_cls: 0.1081, loss: 0.1081, grad_norm: 0.8786 2021-04-05 03:24:31,807 - mmaction - INFO - Epoch [18][1500/1567] lr: 5.938e-02, eta: 2:42:05, time: 0.997, data_time: 0.007, memory: 9526, top1_acc: 0.9682, top5_acc: 0.9994, loss_cls: 0.1106, loss: 0.1106, grad_norm: 0.8810 2021-04-05 03:24:52,325 - mmaction - INFO - Epoch [18][1520/1567] lr: 5.915e-02, eta: 2:41:44, time: 1.029, data_time: 0.004, memory: 9526, top1_acc: 0.9660, top5_acc: 0.9986, loss_cls: 0.1101, loss: 0.1101, grad_norm: 0.8654 2021-04-05 03:25:11,931 - mmaction - INFO - Epoch [18][1540/1567] lr: 5.891e-02, eta: 2:41:23, time: 0.977, data_time: 0.002, memory: 9526, top1_acc: 0.9701, top5_acc: 0.9986, loss_cls: 0.1043, loss: 0.1043, grad_norm: 0.8577 2021-04-05 03:25:31,275 - mmaction - INFO - Epoch [18][1560/1567] lr: 5.867e-02, eta: 2:41:02, time: 0.967, data_time: 0.004, memory: 9526, top1_acc: 0.9715, top5_acc: 0.9986, loss_cls: 0.1057, loss: 0.1057, grad_norm: 0.8689 2021-04-05 03:25:38,132 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-04-05 03:27:05,013 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 03:27:05,091 - mmaction - INFO - top1_acc 0.9046 top5_acc 0.9907 2021-04-05 03:27:05,092 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 03:27:05,120 - mmaction - INFO - mean_acc 0.9045 2021-04-05 03:27:05,120 - mmaction - INFO - Now best checkpoint is epoch_18.pth 2021-04-05 03:27:05,134 - mmaction - INFO - Epoch(val) [18][1567] top1_acc: 0.9046, top5_acc: 0.9907, mean_class_accuracy: 0.9045 2021-04-05 03:28:00,394 - mmaction - INFO - Epoch [19][20/1567] lr: 5.835e-02, eta: 2:40:44, time: 2.762, data_time: 1.672, memory: 9526, top1_acc: 0.9607, top5_acc: 0.9990, loss_cls: 0.1324, loss: 0.1324, grad_norm: 0.9727 2021-04-05 03:28:20,700 - mmaction - INFO - Epoch [19][40/1567] lr: 5.812e-02, eta: 2:40:23, time: 1.015, data_time: 0.010, memory: 9526, top1_acc: 0.9641, top5_acc: 0.9990, loss_cls: 0.1205, loss: 0.1205, grad_norm: 0.9371 2021-04-05 03:28:40,399 - mmaction - INFO - Epoch [19][60/1567] lr: 5.788e-02, eta: 2:40:02, time: 0.985, data_time: 0.002, memory: 9526, top1_acc: 0.9670, top5_acc: 0.9986, loss_cls: 0.1121, loss: 0.1121, grad_norm: 0.8824 2021-04-05 03:28:59,938 - mmaction - INFO - Epoch [19][80/1567] lr: 5.765e-02, eta: 2:39:41, time: 0.974, data_time: 0.004, memory: 9526, top1_acc: 0.9703, top5_acc: 0.9992, loss_cls: 0.1049, loss: 0.1049, grad_norm: 0.8934 2021-04-05 03:29:20,045 - mmaction - INFO - Epoch [19][100/1567] lr: 5.741e-02, eta: 2:39:21, time: 1.009, data_time: 0.005, memory: 9526, top1_acc: 0.9664, top5_acc: 0.9992, loss_cls: 0.1080, loss: 0.1080, grad_norm: 0.8837 2021-04-05 03:29:39,168 - mmaction - INFO - Epoch [19][120/1567] lr: 5.718e-02, eta: 2:39:00, time: 0.954, data_time: 0.002, memory: 9526, top1_acc: 0.9680, top5_acc: 0.9984, loss_cls: 0.1129, loss: 0.1129, grad_norm: 0.9230 2021-04-05 03:29:59,437 - mmaction - INFO - Epoch [19][140/1567] lr: 5.695e-02, eta: 2:38:39, time: 1.013, data_time: 0.003, memory: 9526, top1_acc: 0.9686, top5_acc: 0.9982, loss_cls: 0.1119, loss: 0.1119, grad_norm: 0.9451 2021-04-05 03:30:19,429 - mmaction - INFO - Epoch [19][160/1567] lr: 5.671e-02, eta: 2:38:18, time: 0.999, data_time: 0.004, memory: 9526, top1_acc: 0.9707, top5_acc: 0.9986, loss_cls: 0.1051, loss: 0.1051, grad_norm: 0.8819 2021-04-05 03:30:39,840 - mmaction - INFO - Epoch [19][180/1567] lr: 5.648e-02, eta: 2:37:58, time: 1.023, data_time: 0.003, memory: 9526, top1_acc: 0.9709, top5_acc: 0.9988, loss_cls: 0.1003, loss: 0.1003, grad_norm: 0.8385 2021-04-05 03:30:59,395 - mmaction - INFO - Epoch [19][200/1567] lr: 5.625e-02, eta: 2:37:37, time: 0.976, data_time: 0.002, memory: 9526, top1_acc: 0.9695, top5_acc: 0.9994, loss_cls: 0.0988, loss: 0.0988, grad_norm: 0.8895 2021-04-05 03:31:19,799 - mmaction - INFO - Epoch [19][220/1567] lr: 5.602e-02, eta: 2:37:16, time: 1.020, data_time: 0.002, memory: 9526, top1_acc: 0.9699, top5_acc: 0.9990, loss_cls: 0.1081, loss: 0.1081, grad_norm: 0.9319 2021-04-05 03:31:39,743 - mmaction - INFO - Epoch [19][240/1567] lr: 5.578e-02, eta: 2:36:55, time: 0.996, data_time: 0.004, memory: 9526, top1_acc: 0.9705, top5_acc: 0.9994, loss_cls: 0.1022, loss: 0.1022, grad_norm: 0.8929 2021-04-05 03:31:59,573 - mmaction - INFO - Epoch [19][260/1567] lr: 5.555e-02, eta: 2:36:35, time: 0.994, data_time: 0.004, memory: 9526, top1_acc: 0.9648, top5_acc: 0.9986, loss_cls: 0.1133, loss: 0.1133, grad_norm: 0.9424 2021-04-05 03:32:19,643 - mmaction - INFO - Epoch [19][280/1567] lr: 5.532e-02, eta: 2:36:14, time: 0.997, data_time: 0.001, memory: 9526, top1_acc: 0.9707, top5_acc: 0.9992, loss_cls: 0.1050, loss: 0.1050, grad_norm: 0.8525 2021-04-05 03:32:39,669 - mmaction - INFO - Epoch [19][300/1567] lr: 5.509e-02, eta: 2:35:53, time: 1.006, data_time: 0.011, memory: 9526, top1_acc: 0.9705, top5_acc: 0.9988, loss_cls: 0.1016, loss: 0.1016, grad_norm: 0.9062 2021-04-05 03:32:59,423 - mmaction - INFO - Epoch [19][320/1567] lr: 5.486e-02, eta: 2:35:32, time: 0.986, data_time: 0.004, memory: 9526, top1_acc: 0.9721, top5_acc: 0.9996, loss_cls: 0.0999, loss: 0.0999, grad_norm: 0.8867 2021-04-05 03:33:19,180 - mmaction - INFO - Epoch [19][340/1567] lr: 5.463e-02, eta: 2:35:12, time: 0.986, data_time: 0.006, memory: 9526, top1_acc: 0.9705, top5_acc: 0.9992, loss_cls: 0.0994, loss: 0.0994, grad_norm: 0.8475 2021-04-05 03:33:39,613 - mmaction - INFO - Epoch [19][360/1567] lr: 5.440e-02, eta: 2:34:51, time: 1.026, data_time: 0.007, memory: 9526, top1_acc: 0.9695, top5_acc: 0.9994, loss_cls: 0.1039, loss: 0.1039, grad_norm: 0.8842 2021-04-05 03:33:59,328 - mmaction - INFO - Epoch [19][380/1567] lr: 5.417e-02, eta: 2:34:30, time: 0.987, data_time: 0.003, memory: 9526, top1_acc: 0.9709, top5_acc: 0.9998, loss_cls: 0.0939, loss: 0.0939, grad_norm: 0.8283 2021-04-05 03:34:19,301 - mmaction - INFO - Epoch [19][400/1567] lr: 5.394e-02, eta: 2:34:10, time: 0.997, data_time: 0.002, memory: 9526, top1_acc: 0.9715, top5_acc: 0.9992, loss_cls: 0.0987, loss: 0.0987, grad_norm: 0.8916 2021-04-05 03:34:39,514 - mmaction - INFO - Epoch [19][420/1567] lr: 5.372e-02, eta: 2:33:49, time: 1.008, data_time: 0.004, memory: 9526, top1_acc: 0.9729, top5_acc: 0.9986, loss_cls: 0.0968, loss: 0.0968, grad_norm: 0.8206 2021-04-05 03:34:59,245 - mmaction - INFO - Epoch [19][440/1567] lr: 5.349e-02, eta: 2:33:28, time: 0.990, data_time: 0.007, memory: 9526, top1_acc: 0.9701, top5_acc: 0.9996, loss_cls: 0.1090, loss: 0.1090, grad_norm: 0.9298 2021-04-05 03:35:19,083 - mmaction - INFO - Epoch [19][460/1567] lr: 5.326e-02, eta: 2:33:07, time: 0.993, data_time: 0.008, memory: 9526, top1_acc: 0.9752, top5_acc: 0.9992, loss_cls: 0.0890, loss: 0.0890, grad_norm: 0.8195 2021-04-05 03:35:39,253 - mmaction - INFO - Epoch [19][480/1567] lr: 5.303e-02, eta: 2:32:47, time: 1.006, data_time: 0.007, memory: 9526, top1_acc: 0.9713, top5_acc: 0.9990, loss_cls: 0.0941, loss: 0.0941, grad_norm: 0.8361 2021-04-05 03:35:59,120 - mmaction - INFO - Epoch [19][500/1567] lr: 5.281e-02, eta: 2:32:26, time: 0.996, data_time: 0.009, memory: 9526, top1_acc: 0.9711, top5_acc: 0.9994, loss_cls: 0.0966, loss: 0.0966, grad_norm: 0.8578 2021-04-05 03:36:19,394 - mmaction - INFO - Epoch [19][520/1567] lr: 5.258e-02, eta: 2:32:05, time: 1.014, data_time: 0.003, memory: 9526, top1_acc: 0.9727, top5_acc: 0.9992, loss_cls: 0.0948, loss: 0.0948, grad_norm: 0.8663 2021-04-05 03:36:38,867 - mmaction - INFO - Epoch [19][540/1567] lr: 5.236e-02, eta: 2:31:44, time: 0.975, data_time: 0.003, memory: 9526, top1_acc: 0.9721, top5_acc: 0.9984, loss_cls: 0.0983, loss: 0.0983, grad_norm: 0.8909 2021-04-05 03:36:58,942 - mmaction - INFO - Epoch [19][560/1567] lr: 5.213e-02, eta: 2:31:24, time: 1.002, data_time: 0.001, memory: 9526, top1_acc: 0.9746, top5_acc: 0.9996, loss_cls: 0.0942, loss: 0.0942, grad_norm: 0.8624 2021-04-05 03:37:18,817 - mmaction - INFO - Epoch [19][580/1567] lr: 5.191e-02, eta: 2:31:03, time: 0.994, data_time: 0.004, memory: 9526, top1_acc: 0.9750, top5_acc: 0.9990, loss_cls: 0.0931, loss: 0.0931, grad_norm: 0.8556 2021-04-05 03:37:38,741 - mmaction - INFO - Epoch [19][600/1567] lr: 5.168e-02, eta: 2:30:42, time: 0.995, data_time: 0.003, memory: 9526, top1_acc: 0.9711, top5_acc: 0.9988, loss_cls: 0.0954, loss: 0.0954, grad_norm: 0.8300 2021-04-05 03:37:58,666 - mmaction - INFO - Epoch [19][620/1567] lr: 5.146e-02, eta: 2:30:21, time: 0.997, data_time: 0.004, memory: 9526, top1_acc: 0.9738, top5_acc: 0.9992, loss_cls: 0.0936, loss: 0.0936, grad_norm: 0.8253 2021-04-05 03:38:18,672 - mmaction - INFO - Epoch [19][640/1567] lr: 5.123e-02, eta: 2:30:01, time: 1.001, data_time: 0.004, memory: 9526, top1_acc: 0.9721, top5_acc: 0.9996, loss_cls: 0.0944, loss: 0.0944, grad_norm: 0.8865 2021-04-05 03:38:38,418 - mmaction - INFO - Epoch [19][660/1567] lr: 5.101e-02, eta: 2:29:40, time: 0.988, data_time: 0.003, memory: 9526, top1_acc: 0.9711, top5_acc: 0.9994, loss_cls: 0.0926, loss: 0.0926, grad_norm: 0.8697 2021-04-05 03:38:58,235 - mmaction - INFO - Epoch [19][680/1567] lr: 5.079e-02, eta: 2:29:19, time: 0.988, data_time: 0.002, memory: 9526, top1_acc: 0.9684, top5_acc: 0.9982, loss_cls: 0.1095, loss: 0.1095, grad_norm: 0.9978 2021-04-05 03:39:18,291 - mmaction - INFO - Epoch [19][700/1567] lr: 5.057e-02, eta: 2:28:58, time: 1.005, data_time: 0.006, memory: 9526, top1_acc: 0.9766, top5_acc: 0.9992, loss_cls: 0.0925, loss: 0.0925, grad_norm: 0.8501 2021-04-05 03:39:38,186 - mmaction - INFO - Epoch [19][720/1567] lr: 5.034e-02, eta: 2:28:38, time: 0.992, data_time: 0.002, memory: 9526, top1_acc: 0.9705, top5_acc: 0.9982, loss_cls: 0.1045, loss: 0.1045, grad_norm: 0.9230 2021-04-05 03:39:58,350 - mmaction - INFO - Epoch [19][740/1567] lr: 5.012e-02, eta: 2:28:17, time: 1.009, data_time: 0.007, memory: 9526, top1_acc: 0.9723, top5_acc: 0.9992, loss_cls: 0.0962, loss: 0.0962, grad_norm: 0.8951 2021-04-05 03:40:17,955 - mmaction - INFO - Epoch [19][760/1567] lr: 4.990e-02, eta: 2:27:56, time: 0.980, data_time: 0.003, memory: 9526, top1_acc: 0.9734, top5_acc: 0.9988, loss_cls: 0.0959, loss: 0.0959, grad_norm: 0.8784 2021-04-05 03:40:37,723 - mmaction - INFO - Epoch [19][780/1567] lr: 4.968e-02, eta: 2:27:35, time: 0.988, data_time: 0.002, memory: 9526, top1_acc: 0.9717, top5_acc: 0.9998, loss_cls: 0.0893, loss: 0.0893, grad_norm: 0.8502 2021-04-05 03:40:58,701 - mmaction - INFO - Epoch [19][800/1567] lr: 4.946e-02, eta: 2:27:15, time: 1.050, data_time: 0.002, memory: 9526, top1_acc: 0.9742, top5_acc: 0.9998, loss_cls: 0.0846, loss: 0.0846, grad_norm: 0.8334 2021-04-05 03:41:18,537 - mmaction - INFO - Epoch [19][820/1567] lr: 4.924e-02, eta: 2:26:54, time: 0.992, data_time: 0.002, memory: 9526, top1_acc: 0.9779, top5_acc: 0.9994, loss_cls: 0.0804, loss: 0.0804, grad_norm: 0.8003 2021-04-05 03:41:38,090 - mmaction - INFO - Epoch [19][840/1567] lr: 4.902e-02, eta: 2:26:33, time: 0.976, data_time: 0.002, memory: 9526, top1_acc: 0.9762, top5_acc: 0.9994, loss_cls: 0.0845, loss: 0.0845, grad_norm: 0.8587 2021-04-05 03:41:57,929 - mmaction - INFO - Epoch [19][860/1567] lr: 4.880e-02, eta: 2:26:13, time: 0.991, data_time: 0.003, memory: 9526, top1_acc: 0.9730, top5_acc: 0.9988, loss_cls: 0.0935, loss: 0.0935, grad_norm: 0.8858 2021-04-05 03:42:17,947 - mmaction - INFO - Epoch [19][880/1567] lr: 4.858e-02, eta: 2:25:52, time: 1.002, data_time: 0.005, memory: 9526, top1_acc: 0.9721, top5_acc: 0.9994, loss_cls: 0.0966, loss: 0.0966, grad_norm: 0.9379 2021-04-05 03:42:37,900 - mmaction - INFO - Epoch [19][900/1567] lr: 4.837e-02, eta: 2:25:31, time: 0.995, data_time: 0.003, memory: 9526, top1_acc: 0.9707, top5_acc: 0.9992, loss_cls: 0.0954, loss: 0.0954, grad_norm: 0.9397 2021-04-05 03:42:57,566 - mmaction - INFO - Epoch [19][920/1567] lr: 4.815e-02, eta: 2:25:10, time: 0.982, data_time: 0.005, memory: 9526, top1_acc: 0.9783, top5_acc: 0.9992, loss_cls: 0.0828, loss: 0.0828, grad_norm: 0.8280 2021-04-05 03:43:17,450 - mmaction - INFO - Epoch [19][940/1567] lr: 4.793e-02, eta: 2:24:50, time: 0.995, data_time: 0.006, memory: 9526, top1_acc: 0.9738, top5_acc: 0.9992, loss_cls: 0.0876, loss: 0.0876, grad_norm: 0.8575 2021-04-05 03:43:37,078 - mmaction - INFO - Epoch [19][960/1567] lr: 4.772e-02, eta: 2:24:29, time: 0.982, data_time: 0.005, memory: 9526, top1_acc: 0.9764, top5_acc: 0.9996, loss_cls: 0.0844, loss: 0.0844, grad_norm: 0.8502 2021-04-05 03:43:57,207 - mmaction - INFO - Epoch [19][980/1567] lr: 4.750e-02, eta: 2:24:08, time: 1.008, data_time: 0.004, memory: 9526, top1_acc: 0.9734, top5_acc: 0.9988, loss_cls: 0.0918, loss: 0.0918, grad_norm: 0.8798 2021-04-05 03:44:17,366 - mmaction - INFO - Epoch [19][1000/1567] lr: 4.728e-02, eta: 2:23:48, time: 1.009, data_time: 0.005, memory: 9526, top1_acc: 0.9730, top5_acc: 0.9996, loss_cls: 0.0899, loss: 0.0899, grad_norm: 0.8685 2021-04-05 03:44:36,871 - mmaction - INFO - Epoch [19][1020/1567] lr: 4.707e-02, eta: 2:23:27, time: 0.972, data_time: 0.002, memory: 9526, top1_acc: 0.9730, top5_acc: 0.9992, loss_cls: 0.0856, loss: 0.0856, grad_norm: 0.8920 2021-04-05 03:44:57,269 - mmaction - INFO - Epoch [19][1040/1567] lr: 4.685e-02, eta: 2:23:06, time: 1.020, data_time: 0.006, memory: 9526, top1_acc: 0.9760, top5_acc: 0.9992, loss_cls: 0.0884, loss: 0.0884, grad_norm: 0.8667 2021-04-05 03:45:16,958 - mmaction - INFO - Epoch [19][1060/1567] lr: 4.664e-02, eta: 2:22:45, time: 0.982, data_time: 0.006, memory: 9526, top1_acc: 0.9734, top5_acc: 0.9992, loss_cls: 0.0924, loss: 0.0924, grad_norm: 0.8862 2021-04-05 03:45:36,906 - mmaction - INFO - Epoch [19][1080/1567] lr: 4.642e-02, eta: 2:22:25, time: 1.003, data_time: 0.008, memory: 9526, top1_acc: 0.9740, top5_acc: 0.9992, loss_cls: 0.0943, loss: 0.0943, grad_norm: 0.9564 2021-04-05 03:45:56,920 - mmaction - INFO - Epoch [19][1100/1567] lr: 4.621e-02, eta: 2:22:04, time: 0.998, data_time: 0.003, memory: 9526, top1_acc: 0.9727, top5_acc: 0.9992, loss_cls: 0.0958, loss: 0.0958, grad_norm: 0.9427 2021-04-05 03:46:16,697 - mmaction - INFO - Epoch [19][1120/1567] lr: 4.600e-02, eta: 2:21:43, time: 0.990, data_time: 0.005, memory: 9526, top1_acc: 0.9748, top5_acc: 0.9990, loss_cls: 0.0935, loss: 0.0935, grad_norm: 0.8910 2021-04-05 03:46:36,749 - mmaction - INFO - Epoch [19][1140/1567] lr: 4.578e-02, eta: 2:21:23, time: 1.003, data_time: 0.006, memory: 9526, top1_acc: 0.9721, top5_acc: 0.9994, loss_cls: 0.0933, loss: 0.0933, grad_norm: 0.9084 2021-04-05 03:46:56,760 - mmaction - INFO - Epoch [19][1160/1567] lr: 4.557e-02, eta: 2:21:02, time: 1.002, data_time: 0.005, memory: 9526, top1_acc: 0.9725, top5_acc: 0.9996, loss_cls: 0.0937, loss: 0.0937, grad_norm: 0.9121 2021-04-05 03:47:16,372 - mmaction - INFO - Epoch [19][1180/1567] lr: 4.536e-02, eta: 2:20:41, time: 0.980, data_time: 0.002, memory: 9526, top1_acc: 0.9789, top5_acc: 0.9992, loss_cls: 0.0799, loss: 0.0799, grad_norm: 0.8108 2021-04-05 03:47:36,126 - mmaction - INFO - Epoch [19][1200/1567] lr: 4.515e-02, eta: 2:20:20, time: 0.989, data_time: 0.005, memory: 9526, top1_acc: 0.9812, top5_acc: 0.9996, loss_cls: 0.0701, loss: 0.0701, grad_norm: 0.8155 2021-04-05 03:47:56,583 - mmaction - INFO - Epoch [19][1220/1567] lr: 4.494e-02, eta: 2:20:00, time: 1.022, data_time: 0.003, memory: 9526, top1_acc: 0.9764, top5_acc: 0.9994, loss_cls: 0.0822, loss: 0.0822, grad_norm: 0.8927 2021-04-05 03:48:16,563 - mmaction - INFO - Epoch [19][1240/1567] lr: 4.472e-02, eta: 2:19:39, time: 1.001, data_time: 0.003, memory: 9526, top1_acc: 0.9779, top5_acc: 0.9986, loss_cls: 0.0810, loss: 0.0810, grad_norm: 0.8484 2021-04-05 03:48:36,938 - mmaction - INFO - Epoch [19][1260/1567] lr: 4.451e-02, eta: 2:19:19, time: 1.018, data_time: 0.001, memory: 9526, top1_acc: 0.9789, top5_acc: 0.9998, loss_cls: 0.0790, loss: 0.0790, grad_norm: 0.8305 2021-04-05 03:48:56,773 - mmaction - INFO - Epoch [19][1280/1567] lr: 4.430e-02, eta: 2:18:58, time: 0.991, data_time: 0.002, memory: 9526, top1_acc: 0.9768, top5_acc: 0.9998, loss_cls: 0.0746, loss: 0.0746, grad_norm: 0.7969 2021-04-05 03:49:16,244 - mmaction - INFO - Epoch [19][1300/1567] lr: 4.409e-02, eta: 2:18:37, time: 0.972, data_time: 0.002, memory: 9526, top1_acc: 0.9783, top5_acc: 0.9998, loss_cls: 0.0758, loss: 0.0758, grad_norm: 0.7976 2021-04-05 03:49:36,448 - mmaction - INFO - Epoch [19][1320/1567] lr: 4.389e-02, eta: 2:18:16, time: 1.009, data_time: 0.004, memory: 9526, top1_acc: 0.9768, top5_acc: 0.9994, loss_cls: 0.0797, loss: 0.0797, grad_norm: 0.8782 2021-04-05 03:49:56,325 - mmaction - INFO - Epoch [19][1340/1567] lr: 4.368e-02, eta: 2:17:56, time: 0.997, data_time: 0.006, memory: 9526, top1_acc: 0.9779, top5_acc: 0.9994, loss_cls: 0.0793, loss: 0.0793, grad_norm: 0.8577 2021-04-05 03:50:16,261 - mmaction - INFO - Epoch [19][1360/1567] lr: 4.347e-02, eta: 2:17:35, time: 0.993, data_time: 0.003, memory: 9526, top1_acc: 0.9770, top5_acc: 0.9994, loss_cls: 0.0772, loss: 0.0772, grad_norm: 0.8500 2021-04-05 03:50:36,118 - mmaction - INFO - Epoch [19][1380/1567] lr: 4.326e-02, eta: 2:17:14, time: 0.993, data_time: 0.006, memory: 9526, top1_acc: 0.9787, top5_acc: 0.9998, loss_cls: 0.0773, loss: 0.0773, grad_norm: 0.8776 2021-04-05 03:50:56,122 - mmaction - INFO - Epoch [19][1400/1567] lr: 4.305e-02, eta: 2:16:54, time: 1.001, data_time: 0.006, memory: 9526, top1_acc: 0.9754, top5_acc: 1.0000, loss_cls: 0.0836, loss: 0.0836, grad_norm: 0.9068 2021-04-05 03:51:16,018 - mmaction - INFO - Epoch [19][1420/1567] lr: 4.285e-02, eta: 2:16:33, time: 0.996, data_time: 0.005, memory: 9526, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.0839, loss: 0.0839, grad_norm: 0.8594 2021-04-05 03:51:35,279 - mmaction - INFO - Epoch [19][1440/1567] lr: 4.264e-02, eta: 2:16:12, time: 0.962, data_time: 0.004, memory: 9526, top1_acc: 0.9758, top5_acc: 0.9992, loss_cls: 0.0816, loss: 0.0816, grad_norm: 0.8520 2021-04-05 03:51:55,673 - mmaction - INFO - Epoch [19][1460/1567] lr: 4.243e-02, eta: 2:15:52, time: 1.019, data_time: 0.004, memory: 9526, top1_acc: 0.9754, top5_acc: 1.0000, loss_cls: 0.0846, loss: 0.0846, grad_norm: 0.8714 2021-04-05 03:52:15,436 - mmaction - INFO - Epoch [19][1480/1567] lr: 4.223e-02, eta: 2:15:31, time: 0.991, data_time: 0.005, memory: 9526, top1_acc: 0.9777, top5_acc: 0.9992, loss_cls: 0.0862, loss: 0.0862, grad_norm: 0.9170 2021-04-05 03:52:35,423 - mmaction - INFO - Epoch [19][1500/1567] lr: 4.202e-02, eta: 2:15:10, time: 0.999, data_time: 0.017, memory: 9526, top1_acc: 0.9764, top5_acc: 0.9996, loss_cls: 0.0835, loss: 0.0835, grad_norm: 0.8668 2021-04-05 03:52:55,049 - mmaction - INFO - Epoch [19][1520/1567] lr: 4.182e-02, eta: 2:14:49, time: 0.977, data_time: 0.018, memory: 9526, top1_acc: 0.9775, top5_acc: 0.9992, loss_cls: 0.0772, loss: 0.0772, grad_norm: 0.8301 2021-04-05 03:53:15,047 - mmaction - INFO - Epoch [19][1540/1567] lr: 4.161e-02, eta: 2:14:29, time: 1.001, data_time: 0.006, memory: 9526, top1_acc: 0.9805, top5_acc: 0.9996, loss_cls: 0.0700, loss: 0.0700, grad_norm: 0.8155 2021-04-05 03:53:35,146 - mmaction - INFO - Epoch [19][1560/1567] lr: 4.141e-02, eta: 2:14:08, time: 1.008, data_time: 0.005, memory: 9526, top1_acc: 0.9799, top5_acc: 0.9994, loss_cls: 0.0719, loss: 0.0719, grad_norm: 0.7926 2021-04-05 03:53:41,606 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-04-05 03:55:07,302 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 03:55:07,381 - mmaction - INFO - top1_acc 0.4872 top5_acc 0.7874 2021-04-05 03:55:07,382 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 03:55:07,411 - mmaction - INFO - mean_acc 0.4876 2021-04-05 03:55:07,414 - mmaction - INFO - Epoch(val) [19][1567] top1_acc: 0.4872, top5_acc: 0.7874, mean_class_accuracy: 0.4876 2021-04-05 03:56:09,211 - mmaction - INFO - Epoch [20][20/1567] lr: 4.114e-02, eta: 2:13:49, time: 3.087, data_time: 1.945, memory: 9526, top1_acc: 0.9730, top5_acc: 0.9990, loss_cls: 0.1058, loss: 0.1058, grad_norm: 0.9478 2021-04-05 03:56:29,149 - mmaction - INFO - Epoch [20][40/1567] lr: 4.093e-02, eta: 2:13:29, time: 0.995, data_time: 0.004, memory: 9526, top1_acc: 0.9744, top5_acc: 0.9992, loss_cls: 0.0882, loss: 0.0882, grad_norm: 0.8699 2021-04-05 03:56:48,357 - mmaction - INFO - Epoch [20][60/1567] lr: 4.073e-02, eta: 2:13:08, time: 0.962, data_time: 0.005, memory: 9526, top1_acc: 0.9773, top5_acc: 0.9994, loss_cls: 0.0840, loss: 0.0840, grad_norm: 0.9056 2021-04-05 03:57:07,806 - mmaction - INFO - Epoch [20][80/1567] lr: 4.053e-02, eta: 2:12:47, time: 0.972, data_time: 0.004, memory: 9526, top1_acc: 0.9779, top5_acc: 0.9996, loss_cls: 0.0812, loss: 0.0812, grad_norm: 0.8386 2021-04-05 03:57:27,380 - mmaction - INFO - Epoch [20][100/1567] lr: 4.033e-02, eta: 2:12:26, time: 0.979, data_time: 0.010, memory: 9526, top1_acc: 0.9779, top5_acc: 0.9992, loss_cls: 0.0708, loss: 0.0708, grad_norm: 0.8159 2021-04-05 03:57:47,368 - mmaction - INFO - Epoch [20][120/1567] lr: 4.013e-02, eta: 2:12:05, time: 1.001, data_time: 0.004, memory: 9526, top1_acc: 0.9785, top5_acc: 0.9998, loss_cls: 0.0744, loss: 0.0744, grad_norm: 0.8633 2021-04-05 03:58:07,557 - mmaction - INFO - Epoch [20][140/1567] lr: 3.993e-02, eta: 2:11:45, time: 1.008, data_time: 0.003, memory: 9526, top1_acc: 0.9768, top5_acc: 0.9998, loss_cls: 0.0792, loss: 0.0792, grad_norm: 0.8598 2021-04-05 03:58:26,889 - mmaction - INFO - Epoch [20][160/1567] lr: 3.973e-02, eta: 2:11:24, time: 0.966, data_time: 0.007, memory: 9526, top1_acc: 0.9791, top5_acc: 0.9988, loss_cls: 0.0773, loss: 0.0773, grad_norm: 0.8578 2021-04-05 03:58:47,013 - mmaction - INFO - Epoch [20][180/1567] lr: 3.953e-02, eta: 2:11:03, time: 1.008, data_time: 0.004, memory: 9526, top1_acc: 0.9805, top5_acc: 0.9996, loss_cls: 0.0716, loss: 0.0716, grad_norm: 0.8134 2021-04-05 03:59:07,065 - mmaction - INFO - Epoch [20][200/1567] lr: 3.933e-02, eta: 2:10:43, time: 1.002, data_time: 0.003, memory: 9526, top1_acc: 0.9760, top5_acc: 0.9992, loss_cls: 0.0800, loss: 0.0800, grad_norm: 0.9186 2021-04-05 03:59:26,407 - mmaction - INFO - Epoch [20][220/1567] lr: 3.913e-02, eta: 2:10:22, time: 0.968, data_time: 0.003, memory: 9526, top1_acc: 0.9822, top5_acc: 0.9994, loss_cls: 0.0668, loss: 0.0668, grad_norm: 0.7911 2021-04-05 03:59:46,378 - mmaction - INFO - Epoch [20][240/1567] lr: 3.893e-02, eta: 2:10:01, time: 0.995, data_time: 0.002, memory: 9526, top1_acc: 0.9781, top5_acc: 0.9998, loss_cls: 0.0751, loss: 0.0751, grad_norm: 0.8844 2021-04-05 04:00:07,051 - mmaction - INFO - Epoch [20][260/1567] lr: 3.873e-02, eta: 2:09:40, time: 1.036, data_time: 0.005, memory: 9526, top1_acc: 0.9785, top5_acc: 0.9994, loss_cls: 0.0727, loss: 0.0727, grad_norm: 0.8636 2021-04-05 04:00:27,438 - mmaction - INFO - Epoch [20][280/1567] lr: 3.854e-02, eta: 2:09:20, time: 1.014, data_time: 0.003, memory: 9526, top1_acc: 0.9801, top5_acc: 0.9996, loss_cls: 0.0701, loss: 0.0701, grad_norm: 0.8773 2021-04-05 04:00:46,913 - mmaction - INFO - Epoch [20][300/1567] lr: 3.834e-02, eta: 2:08:59, time: 0.978, data_time: 0.009, memory: 9526, top1_acc: 0.9756, top5_acc: 0.9990, loss_cls: 0.0795, loss: 0.0795, grad_norm: 0.9394 2021-04-05 04:01:06,676 - mmaction - INFO - Epoch [20][320/1567] lr: 3.814e-02, eta: 2:08:38, time: 0.987, data_time: 0.004, memory: 9526, top1_acc: 0.9754, top5_acc: 0.9992, loss_cls: 0.0832, loss: 0.0832, grad_norm: 0.9279 2021-04-05 04:01:26,365 - mmaction - INFO - Epoch [20][340/1567] lr: 3.795e-02, eta: 2:08:18, time: 0.985, data_time: 0.005, memory: 9526, top1_acc: 0.9762, top5_acc: 0.9996, loss_cls: 0.0810, loss: 0.0810, grad_norm: 0.9034 2021-04-05 04:01:46,456 - mmaction - INFO - Epoch [20][360/1567] lr: 3.775e-02, eta: 2:07:57, time: 1.006, data_time: 0.004, memory: 9526, top1_acc: 0.9828, top5_acc: 0.9998, loss_cls: 0.0736, loss: 0.0736, grad_norm: 0.8585 2021-04-05 04:02:06,986 - mmaction - INFO - Epoch [20][380/1567] lr: 3.755e-02, eta: 2:07:36, time: 1.024, data_time: 0.003, memory: 9526, top1_acc: 0.9824, top5_acc: 0.9998, loss_cls: 0.0690, loss: 0.0690, grad_norm: 0.8444 2021-04-05 04:02:26,838 - mmaction - INFO - Epoch [20][400/1567] lr: 3.736e-02, eta: 2:07:16, time: 0.990, data_time: 0.005, memory: 9526, top1_acc: 0.9777, top5_acc: 0.9996, loss_cls: 0.0740, loss: 0.0740, grad_norm: 0.8888 2021-04-05 04:02:46,719 - mmaction - INFO - Epoch [20][420/1567] lr: 3.717e-02, eta: 2:06:55, time: 0.995, data_time: 0.009, memory: 9526, top1_acc: 0.9770, top5_acc: 0.9994, loss_cls: 0.0769, loss: 0.0769, grad_norm: 0.8831 2021-04-05 04:03:06,305 - mmaction - INFO - Epoch [20][440/1567] lr: 3.697e-02, eta: 2:06:34, time: 0.982, data_time: 0.007, memory: 9526, top1_acc: 0.9783, top5_acc: 0.9996, loss_cls: 0.0765, loss: 0.0765, grad_norm: 0.8846 2021-04-05 04:03:26,226 - mmaction - INFO - Epoch [20][460/1567] lr: 3.678e-02, eta: 2:06:13, time: 0.993, data_time: 0.003, memory: 9526, top1_acc: 0.9793, top5_acc: 0.9996, loss_cls: 0.0765, loss: 0.0765, grad_norm: 0.8809 2021-04-05 04:03:46,045 - mmaction - INFO - Epoch [20][480/1567] lr: 3.659e-02, eta: 2:05:53, time: 0.994, data_time: 0.009, memory: 9526, top1_acc: 0.9797, top5_acc: 1.0000, loss_cls: 0.0702, loss: 0.0702, grad_norm: 0.8729 2021-04-05 04:04:06,087 - mmaction - INFO - Epoch [20][500/1567] lr: 3.639e-02, eta: 2:05:32, time: 1.002, data_time: 0.004, memory: 9526, top1_acc: 0.9830, top5_acc: 0.9996, loss_cls: 0.0669, loss: 0.0669, grad_norm: 0.8219 2021-04-05 04:04:26,210 - mmaction - INFO - Epoch [20][520/1567] lr: 3.620e-02, eta: 2:05:11, time: 1.005, data_time: 0.003, memory: 9526, top1_acc: 0.9787, top5_acc: 0.9994, loss_cls: 0.0706, loss: 0.0706, grad_norm: 0.8688 2021-04-05 04:04:45,888 - mmaction - INFO - Epoch [20][540/1567] lr: 3.601e-02, eta: 2:04:51, time: 0.986, data_time: 0.004, memory: 9526, top1_acc: 0.9785, top5_acc: 0.9998, loss_cls: 0.0739, loss: 0.0739, grad_norm: 0.8677 2021-04-05 04:05:06,187 - mmaction - INFO - Epoch [20][560/1567] lr: 3.582e-02, eta: 2:04:30, time: 1.013, data_time: 0.005, memory: 9526, top1_acc: 0.9822, top5_acc: 0.9994, loss_cls: 0.0690, loss: 0.0690, grad_norm: 0.8297 2021-04-05 04:05:25,973 - mmaction - INFO - Epoch [20][580/1567] lr: 3.563e-02, eta: 2:04:09, time: 0.991, data_time: 0.004, memory: 9526, top1_acc: 0.9832, top5_acc: 0.9998, loss_cls: 0.0679, loss: 0.0679, grad_norm: 0.8559 2021-04-05 04:05:46,013 - mmaction - INFO - Epoch [20][600/1567] lr: 3.544e-02, eta: 2:03:49, time: 1.001, data_time: 0.003, memory: 9526, top1_acc: 0.9791, top5_acc: 0.9994, loss_cls: 0.0763, loss: 0.0763, grad_norm: 0.8599 2021-04-05 04:06:05,520 - mmaction - INFO - Epoch [20][620/1567] lr: 3.525e-02, eta: 2:03:28, time: 0.976, data_time: 0.006, memory: 9526, top1_acc: 0.9838, top5_acc: 0.9996, loss_cls: 0.0650, loss: 0.0650, grad_norm: 0.8113 2021-04-05 04:06:25,711 - mmaction - INFO - Epoch [20][640/1567] lr: 3.506e-02, eta: 2:03:07, time: 1.006, data_time: 0.002, memory: 9526, top1_acc: 0.9812, top5_acc: 0.9996, loss_cls: 0.0681, loss: 0.0681, grad_norm: 0.8451 2021-04-05 04:06:45,340 - mmaction - INFO - Epoch [20][660/1567] lr: 3.487e-02, eta: 2:02:47, time: 0.983, data_time: 0.005, memory: 9526, top1_acc: 0.9824, top5_acc: 0.9996, loss_cls: 0.0680, loss: 0.0680, grad_norm: 0.8429 2021-04-05 04:07:04,895 - mmaction - INFO - Epoch [20][680/1567] lr: 3.468e-02, eta: 2:02:26, time: 0.978, data_time: 0.004, memory: 9526, top1_acc: 0.9854, top5_acc: 0.9996, loss_cls: 0.0607, loss: 0.0607, grad_norm: 0.7674 2021-04-05 04:07:25,262 - mmaction - INFO - Epoch [20][700/1567] lr: 3.449e-02, eta: 2:02:05, time: 1.018, data_time: 0.005, memory: 9526, top1_acc: 0.9803, top5_acc: 0.9998, loss_cls: 0.0692, loss: 0.0692, grad_norm: 0.8652 2021-04-05 04:07:46,454 - mmaction - INFO - Epoch [20][720/1567] lr: 3.431e-02, eta: 2:01:45, time: 1.062, data_time: 0.008, memory: 9526, top1_acc: 0.9830, top5_acc: 0.9994, loss_cls: 0.0637, loss: 0.0637, grad_norm: 0.7813 2021-04-05 04:08:05,703 - mmaction - INFO - Epoch [20][740/1567] lr: 3.412e-02, eta: 2:01:24, time: 0.958, data_time: 0.005, memory: 9526, top1_acc: 0.9852, top5_acc: 1.0000, loss_cls: 0.0609, loss: 0.0609, grad_norm: 0.7946 2021-04-05 04:08:25,540 - mmaction - INFO - Epoch [20][760/1567] lr: 3.393e-02, eta: 2:01:03, time: 0.996, data_time: 0.006, memory: 9526, top1_acc: 0.9842, top5_acc: 0.9996, loss_cls: 0.0616, loss: 0.0616, grad_norm: 0.8244 2021-04-05 04:08:45,444 - mmaction - INFO - Epoch [20][780/1567] lr: 3.375e-02, eta: 2:00:43, time: 0.994, data_time: 0.002, memory: 9526, top1_acc: 0.9832, top5_acc: 0.9998, loss_cls: 0.0603, loss: 0.0603, grad_norm: 0.8394 2021-04-05 04:09:06,210 - mmaction - INFO - Epoch [20][800/1567] lr: 3.356e-02, eta: 2:00:22, time: 1.039, data_time: 0.004, memory: 9526, top1_acc: 0.9820, top5_acc: 0.9994, loss_cls: 0.0574, loss: 0.0574, grad_norm: 0.8165 2021-04-05 04:09:26,247 - mmaction - INFO - Epoch [20][820/1567] lr: 3.338e-02, eta: 2:00:02, time: 1.000, data_time: 0.002, memory: 9526, top1_acc: 0.9830, top5_acc: 0.9994, loss_cls: 0.0695, loss: 0.0695, grad_norm: 0.9068 2021-04-05 04:09:45,852 - mmaction - INFO - Epoch [20][840/1567] lr: 3.319e-02, eta: 1:59:41, time: 0.978, data_time: 0.010, memory: 9526, top1_acc: 0.9854, top5_acc: 0.9998, loss_cls: 0.0566, loss: 0.0566, grad_norm: 0.7556 2021-04-05 04:10:05,936 - mmaction - INFO - Epoch [20][860/1567] lr: 3.301e-02, eta: 1:59:20, time: 1.003, data_time: 0.007, memory: 9526, top1_acc: 0.9834, top5_acc: 0.9988, loss_cls: 0.0642, loss: 0.0642, grad_norm: 0.8373 2021-04-05 04:10:25,817 - mmaction - INFO - Epoch [20][880/1567] lr: 3.282e-02, eta: 1:58:59, time: 0.995, data_time: 0.008, memory: 9526, top1_acc: 0.9824, top5_acc: 0.9996, loss_cls: 0.0641, loss: 0.0641, grad_norm: 0.8330 2021-04-05 04:10:45,381 - mmaction - INFO - Epoch [20][900/1567] lr: 3.264e-02, eta: 1:58:39, time: 0.983, data_time: 0.007, memory: 9526, top1_acc: 0.9826, top5_acc: 0.9996, loss_cls: 0.0642, loss: 0.0642, grad_norm: 0.8333 2021-04-05 04:11:05,421 - mmaction - INFO - Epoch [20][920/1567] lr: 3.246e-02, eta: 1:58:18, time: 0.995, data_time: 0.004, memory: 9526, top1_acc: 0.9820, top5_acc: 0.9996, loss_cls: 0.0649, loss: 0.0649, grad_norm: 0.8755 2021-04-05 04:11:25,750 - mmaction - INFO - Epoch [20][940/1567] lr: 3.228e-02, eta: 1:57:58, time: 1.021, data_time: 0.010, memory: 9526, top1_acc: 0.9820, top5_acc: 0.9998, loss_cls: 0.0703, loss: 0.0703, grad_norm: 0.9098 2021-04-05 04:11:45,961 - mmaction - INFO - Epoch [20][960/1567] lr: 3.210e-02, eta: 1:57:37, time: 1.011, data_time: 0.005, memory: 9526, top1_acc: 0.9824, top5_acc: 0.9994, loss_cls: 0.0642, loss: 0.0642, grad_norm: 0.8348 2021-04-05 04:12:05,589 - mmaction - INFO - Epoch [20][980/1567] lr: 3.191e-02, eta: 1:57:16, time: 0.983, data_time: 0.004, memory: 9526, top1_acc: 0.9846, top5_acc: 0.9994, loss_cls: 0.0602, loss: 0.0602, grad_norm: 0.8090 2021-04-05 04:12:25,586 - mmaction - INFO - Epoch [20][1000/1567] lr: 3.173e-02, eta: 1:56:56, time: 1.000, data_time: 0.003, memory: 9526, top1_acc: 0.9850, top5_acc: 0.9998, loss_cls: 0.0620, loss: 0.0620, grad_norm: 0.8326 2021-04-05 04:12:45,466 - mmaction - INFO - Epoch [20][1020/1567] lr: 3.155e-02, eta: 1:56:35, time: 0.992, data_time: 0.002, memory: 9526, top1_acc: 0.9836, top5_acc: 0.9996, loss_cls: 0.0570, loss: 0.0570, grad_norm: 0.7753 2021-04-05 04:13:05,181 - mmaction - INFO - Epoch [20][1040/1567] lr: 3.137e-02, eta: 1:56:14, time: 0.988, data_time: 0.005, memory: 9526, top1_acc: 0.9840, top5_acc: 0.9996, loss_cls: 0.0599, loss: 0.0599, grad_norm: 0.8249 2021-04-05 04:13:25,284 - mmaction - INFO - Epoch [20][1060/1567] lr: 3.119e-02, eta: 1:55:54, time: 1.005, data_time: 0.003, memory: 9526, top1_acc: 0.9842, top5_acc: 0.9996, loss_cls: 0.0620, loss: 0.0620, grad_norm: 0.8513 2021-04-05 04:13:45,140 - mmaction - INFO - Epoch [20][1080/1567] lr: 3.101e-02, eta: 1:55:33, time: 0.994, data_time: 0.003, memory: 9526, top1_acc: 0.9809, top5_acc: 0.9996, loss_cls: 0.0701, loss: 0.0701, grad_norm: 0.8868 2021-04-05 04:14:05,361 - mmaction - INFO - Epoch [20][1100/1567] lr: 3.084e-02, eta: 1:55:12, time: 1.010, data_time: 0.001, memory: 9526, top1_acc: 0.9814, top5_acc: 0.9984, loss_cls: 0.0692, loss: 0.0692, grad_norm: 0.8858 2021-04-05 04:14:25,554 - mmaction - INFO - Epoch [20][1120/1567] lr: 3.066e-02, eta: 1:54:52, time: 1.010, data_time: 0.002, memory: 9526, top1_acc: 0.9850, top5_acc: 0.9996, loss_cls: 0.0570, loss: 0.0570, grad_norm: 0.7934 2021-04-05 04:14:45,887 - mmaction - INFO - Epoch [20][1140/1567] lr: 3.048e-02, eta: 1:54:31, time: 1.015, data_time: 0.004, memory: 9526, top1_acc: 0.9857, top5_acc: 0.9996, loss_cls: 0.0588, loss: 0.0588, grad_norm: 0.7753 2021-04-05 04:15:05,848 - mmaction - INFO - Epoch [20][1160/1567] lr: 3.030e-02, eta: 1:54:10, time: 0.998, data_time: 0.005, memory: 9526, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0578, loss: 0.0578, grad_norm: 0.8339 2021-04-05 04:15:25,951 - mmaction - INFO - Epoch [20][1180/1567] lr: 3.013e-02, eta: 1:53:50, time: 1.008, data_time: 0.009, memory: 9526, top1_acc: 0.9857, top5_acc: 0.9996, loss_cls: 0.0546, loss: 0.0546, grad_norm: 0.7801 2021-04-05 04:15:45,609 - mmaction - INFO - Epoch [20][1200/1567] lr: 2.995e-02, eta: 1:53:29, time: 0.982, data_time: 0.001, memory: 9526, top1_acc: 0.9820, top5_acc: 0.9998, loss_cls: 0.0630, loss: 0.0630, grad_norm: 0.8865 2021-04-05 04:16:05,738 - mmaction - INFO - Epoch [20][1220/1567] lr: 2.977e-02, eta: 1:53:09, time: 1.006, data_time: 0.002, memory: 9526, top1_acc: 0.9848, top5_acc: 0.9998, loss_cls: 0.0633, loss: 0.0633, grad_norm: 0.8265 2021-04-05 04:16:25,298 - mmaction - INFO - Epoch [20][1240/1567] lr: 2.960e-02, eta: 1:52:48, time: 0.973, data_time: 0.004, memory: 9526, top1_acc: 0.9828, top5_acc: 0.9994, loss_cls: 0.0614, loss: 0.0614, grad_norm: 0.8579 2021-04-05 04:16:45,098 - mmaction - INFO - Epoch [20][1260/1567] lr: 2.942e-02, eta: 1:52:27, time: 0.995, data_time: 0.009, memory: 9526, top1_acc: 0.9867, top5_acc: 0.9994, loss_cls: 0.0587, loss: 0.0587, grad_norm: 0.7294 2021-04-05 04:17:04,721 - mmaction - INFO - Epoch [20][1280/1567] lr: 2.925e-02, eta: 1:52:06, time: 0.983, data_time: 0.003, memory: 9526, top1_acc: 0.9861, top5_acc: 0.9996, loss_cls: 0.0525, loss: 0.0525, grad_norm: 0.7479 2021-04-05 04:17:25,949 - mmaction - INFO - Epoch [20][1300/1567] lr: 2.908e-02, eta: 1:51:46, time: 1.061, data_time: 0.001, memory: 9526, top1_acc: 0.9836, top5_acc: 0.9996, loss_cls: 0.0611, loss: 0.0611, grad_norm: 0.8786 2021-04-05 04:17:45,568 - mmaction - INFO - Epoch [20][1320/1567] lr: 2.890e-02, eta: 1:51:25, time: 0.981, data_time: 0.003, memory: 9526, top1_acc: 0.9867, top5_acc: 1.0000, loss_cls: 0.0516, loss: 0.0516, grad_norm: 0.7833 2021-04-05 04:18:05,488 - mmaction - INFO - Epoch [20][1340/1567] lr: 2.873e-02, eta: 1:51:05, time: 0.991, data_time: 0.002, memory: 9526, top1_acc: 0.9828, top5_acc: 0.9998, loss_cls: 0.0579, loss: 0.0579, grad_norm: 0.8262 2021-04-05 04:18:24,895 - mmaction - INFO - Epoch [20][1360/1567] lr: 2.856e-02, eta: 1:50:44, time: 0.974, data_time: 0.010, memory: 9526, top1_acc: 0.9865, top5_acc: 0.9990, loss_cls: 0.0536, loss: 0.0536, grad_norm: 0.7558 2021-04-05 04:18:45,373 - mmaction - INFO - Epoch [20][1380/1567] lr: 2.839e-02, eta: 1:50:23, time: 1.021, data_time: 0.007, memory: 9526, top1_acc: 0.9855, top5_acc: 1.0000, loss_cls: 0.0551, loss: 0.0551, grad_norm: 0.7980 2021-04-05 04:19:05,427 - mmaction - INFO - Epoch [20][1400/1567] lr: 2.822e-02, eta: 1:50:03, time: 1.004, data_time: 0.006, memory: 9526, top1_acc: 0.9822, top5_acc: 0.9996, loss_cls: 0.0617, loss: 0.0617, grad_norm: 0.8875 2021-04-05 04:19:24,702 - mmaction - INFO - Epoch [20][1420/1567] lr: 2.804e-02, eta: 1:49:42, time: 0.961, data_time: 0.006, memory: 9526, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0596, loss: 0.0596, grad_norm: 0.8640 2021-04-05 04:19:44,885 - mmaction - INFO - Epoch [20][1440/1567] lr: 2.787e-02, eta: 1:49:21, time: 1.012, data_time: 0.011, memory: 9526, top1_acc: 0.9852, top5_acc: 1.0000, loss_cls: 0.0538, loss: 0.0538, grad_norm: 0.8296 2021-04-05 04:20:04,919 - mmaction - INFO - Epoch [20][1460/1567] lr: 2.770e-02, eta: 1:49:01, time: 0.999, data_time: 0.004, memory: 9526, top1_acc: 0.9857, top5_acc: 0.9996, loss_cls: 0.0545, loss: 0.0545, grad_norm: 0.8493 2021-04-05 04:20:25,734 - mmaction - INFO - Epoch [20][1480/1567] lr: 2.753e-02, eta: 1:48:40, time: 1.043, data_time: 0.007, memory: 9526, top1_acc: 0.9842, top5_acc: 0.9994, loss_cls: 0.0603, loss: 0.0603, grad_norm: 0.8912 2021-04-05 04:20:45,323 - mmaction - INFO - Epoch [20][1500/1567] lr: 2.737e-02, eta: 1:48:20, time: 0.980, data_time: 0.006, memory: 9526, top1_acc: 0.9848, top5_acc: 0.9994, loss_cls: 0.0547, loss: 0.0547, grad_norm: 0.8059 2021-04-05 04:21:05,410 - mmaction - INFO - Epoch [20][1520/1567] lr: 2.720e-02, eta: 1:47:59, time: 1.005, data_time: 0.002, memory: 9526, top1_acc: 0.9871, top5_acc: 0.9996, loss_cls: 0.0515, loss: 0.0515, grad_norm: 0.7666 2021-04-05 04:21:25,253 - mmaction - INFO - Epoch [20][1540/1567] lr: 2.703e-02, eta: 1:47:38, time: 0.990, data_time: 0.004, memory: 9526, top1_acc: 0.9820, top5_acc: 0.9998, loss_cls: 0.0586, loss: 0.0586, grad_norm: 0.8587 2021-04-05 04:21:44,642 - mmaction - INFO - Epoch [20][1560/1567] lr: 2.686e-02, eta: 1:47:18, time: 0.973, data_time: 0.006, memory: 9526, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0557, loss: 0.0557, grad_norm: 0.7903 2021-04-05 04:21:51,499 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-04-05 04:23:17,852 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 04:23:17,930 - mmaction - INFO - top1_acc 0.9242 top5_acc 0.9942 2021-04-05 04:23:17,930 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 04:23:17,958 - mmaction - INFO - mean_acc 0.9241 2021-04-05 04:23:17,958 - mmaction - INFO - Now best checkpoint is epoch_20.pth 2021-04-05 04:23:17,968 - mmaction - INFO - Epoch(val) [20][1567] top1_acc: 0.9242, top5_acc: 0.9942, mean_class_accuracy: 0.9241 2021-04-05 04:24:16,458 - mmaction - INFO - Epoch [21][20/1567] lr: 2.664e-02, eta: 1:46:56, time: 2.923, data_time: 1.909, memory: 9526, top1_acc: 0.9852, top5_acc: 0.9994, loss_cls: 0.0672, loss: 0.0672, grad_norm: 0.8756 2021-04-05 04:24:36,422 - mmaction - INFO - Epoch [21][40/1567] lr: 2.647e-02, eta: 1:46:35, time: 0.996, data_time: 0.002, memory: 9526, top1_acc: 0.9857, top5_acc: 0.9992, loss_cls: 0.0552, loss: 0.0552, grad_norm: 0.7672 2021-04-05 04:24:56,197 - mmaction - INFO - Epoch [21][60/1567] lr: 2.630e-02, eta: 1:46:15, time: 0.986, data_time: 0.005, memory: 9526, top1_acc: 0.9850, top5_acc: 0.9998, loss_cls: 0.0570, loss: 0.0570, grad_norm: 0.7982 2021-04-05 04:25:15,585 - mmaction - INFO - Epoch [21][80/1567] lr: 2.614e-02, eta: 1:45:54, time: 0.971, data_time: 0.008, memory: 9526, top1_acc: 0.9873, top5_acc: 0.9994, loss_cls: 0.0515, loss: 0.0515, grad_norm: 0.7326 2021-04-05 04:25:36,238 - mmaction - INFO - Epoch [21][100/1567] lr: 2.597e-02, eta: 1:45:33, time: 1.035, data_time: 0.005, memory: 9526, top1_acc: 0.9877, top5_acc: 0.9994, loss_cls: 0.0540, loss: 0.0540, grad_norm: 0.7641 2021-04-05 04:25:55,619 - mmaction - INFO - Epoch [21][120/1567] lr: 2.581e-02, eta: 1:45:13, time: 0.970, data_time: 0.002, memory: 9526, top1_acc: 0.9879, top5_acc: 1.0000, loss_cls: 0.0521, loss: 0.0521, grad_norm: 0.7655 2021-04-05 04:26:15,097 - mmaction - INFO - Epoch [21][140/1567] lr: 2.565e-02, eta: 1:44:52, time: 0.975, data_time: 0.002, memory: 9526, top1_acc: 0.9879, top5_acc: 0.9994, loss_cls: 0.0453, loss: 0.0453, grad_norm: 0.7398 2021-04-05 04:26:35,272 - mmaction - INFO - Epoch [21][160/1567] lr: 2.548e-02, eta: 1:44:31, time: 1.005, data_time: 0.001, memory: 9526, top1_acc: 0.9877, top5_acc: 1.0000, loss_cls: 0.0501, loss: 0.0501, grad_norm: 0.7688 2021-04-05 04:26:55,345 - mmaction - INFO - Epoch [21][180/1567] lr: 2.532e-02, eta: 1:44:11, time: 1.006, data_time: 0.005, memory: 9526, top1_acc: 0.9850, top5_acc: 0.9998, loss_cls: 0.0525, loss: 0.0525, grad_norm: 0.7998 2021-04-05 04:27:15,278 - mmaction - INFO - Epoch [21][200/1567] lr: 2.516e-02, eta: 1:43:50, time: 0.988, data_time: 0.004, memory: 9526, top1_acc: 0.9877, top5_acc: 0.9998, loss_cls: 0.0495, loss: 0.0495, grad_norm: 0.8002 2021-04-05 04:27:34,645 - mmaction - INFO - Epoch [21][220/1567] lr: 2.499e-02, eta: 1:43:29, time: 0.974, data_time: 0.010, memory: 9526, top1_acc: 0.9891, top5_acc: 0.9998, loss_cls: 0.0489, loss: 0.0489, grad_norm: 0.7797 2021-04-05 04:27:55,078 - mmaction - INFO - Epoch [21][240/1567] lr: 2.483e-02, eta: 1:43:09, time: 1.024, data_time: 0.006, memory: 9526, top1_acc: 0.9924, top5_acc: 1.0000, loss_cls: 0.0441, loss: 0.0441, grad_norm: 0.7036 2021-04-05 04:28:14,937 - mmaction - INFO - Epoch [21][260/1567] lr: 2.467e-02, eta: 1:42:48, time: 0.992, data_time: 0.002, memory: 9526, top1_acc: 0.9867, top5_acc: 0.9998, loss_cls: 0.0509, loss: 0.0509, grad_norm: 0.8587 2021-04-05 04:28:35,094 - mmaction - INFO - Epoch [21][280/1567] lr: 2.451e-02, eta: 1:42:27, time: 1.006, data_time: 0.003, memory: 9526, top1_acc: 0.9861, top5_acc: 0.9996, loss_cls: 0.0523, loss: 0.0523, grad_norm: 0.7882 2021-04-05 04:28:54,836 - mmaction - INFO - Epoch [21][300/1567] lr: 2.435e-02, eta: 1:42:07, time: 0.989, data_time: 0.007, memory: 9526, top1_acc: 0.9875, top5_acc: 0.9996, loss_cls: 0.0498, loss: 0.0498, grad_norm: 0.7919 2021-04-05 04:29:14,797 - mmaction - INFO - Epoch [21][320/1567] lr: 2.419e-02, eta: 1:41:46, time: 0.997, data_time: 0.003, memory: 9526, top1_acc: 0.9885, top5_acc: 0.9996, loss_cls: 0.0490, loss: 0.0490, grad_norm: 0.7435 2021-04-05 04:29:34,642 - mmaction - INFO - Epoch [21][340/1567] lr: 2.403e-02, eta: 1:41:25, time: 0.993, data_time: 0.004, memory: 9526, top1_acc: 0.9867, top5_acc: 0.9996, loss_cls: 0.0484, loss: 0.0484, grad_norm: 0.7690 2021-04-05 04:29:54,436 - mmaction - INFO - Epoch [21][360/1567] lr: 2.387e-02, eta: 1:41:05, time: 0.989, data_time: 0.002, memory: 9526, top1_acc: 0.9875, top5_acc: 0.9996, loss_cls: 0.0519, loss: 0.0519, grad_norm: 0.8170 2021-04-05 04:30:14,797 - mmaction - INFO - Epoch [21][380/1567] lr: 2.372e-02, eta: 1:40:44, time: 1.019, data_time: 0.003, memory: 9526, top1_acc: 0.9857, top5_acc: 0.9992, loss_cls: 0.0523, loss: 0.0523, grad_norm: 0.8091 2021-04-05 04:30:34,688 - mmaction - INFO - Epoch [21][400/1567] lr: 2.356e-02, eta: 1:40:24, time: 0.992, data_time: 0.002, memory: 9526, top1_acc: 0.9871, top5_acc: 0.9996, loss_cls: 0.0534, loss: 0.0534, grad_norm: 0.8254 2021-04-05 04:30:54,814 - mmaction - INFO - Epoch [21][420/1567] lr: 2.340e-02, eta: 1:40:03, time: 1.007, data_time: 0.004, memory: 9526, top1_acc: 0.9883, top5_acc: 1.0000, loss_cls: 0.0430, loss: 0.0430, grad_norm: 0.7385 2021-04-05 04:31:14,834 - mmaction - INFO - Epoch [21][440/1567] lr: 2.324e-02, eta: 1:39:42, time: 1.000, data_time: 0.004, memory: 9526, top1_acc: 0.9863, top5_acc: 0.9996, loss_cls: 0.0480, loss: 0.0480, grad_norm: 0.8183 2021-04-05 04:31:34,451 - mmaction - INFO - Epoch [21][460/1567] lr: 2.309e-02, eta: 1:39:22, time: 0.982, data_time: 0.004, memory: 9526, top1_acc: 0.9863, top5_acc: 0.9998, loss_cls: 0.0489, loss: 0.0489, grad_norm: 0.8242 2021-04-05 04:31:54,395 - mmaction - INFO - Epoch [21][480/1567] lr: 2.293e-02, eta: 1:39:01, time: 0.993, data_time: 0.004, memory: 9526, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0497, loss: 0.0497, grad_norm: 0.7749 2021-04-05 04:32:14,711 - mmaction - INFO - Epoch [21][500/1567] lr: 2.278e-02, eta: 1:38:40, time: 1.020, data_time: 0.008, memory: 9526, top1_acc: 0.9889, top5_acc: 0.9998, loss_cls: 0.0447, loss: 0.0447, grad_norm: 0.7552 2021-04-05 04:32:34,090 - mmaction - INFO - Epoch [21][520/1567] lr: 2.262e-02, eta: 1:38:20, time: 0.968, data_time: 0.004, memory: 9526, top1_acc: 0.9861, top5_acc: 0.9996, loss_cls: 0.0517, loss: 0.0517, grad_norm: 0.8367 2021-04-05 04:32:53,931 - mmaction - INFO - Epoch [21][540/1567] lr: 2.247e-02, eta: 1:37:59, time: 0.992, data_time: 0.004, memory: 9526, top1_acc: 0.9887, top5_acc: 0.9998, loss_cls: 0.0509, loss: 0.0509, grad_norm: 0.7660 2021-04-05 04:33:13,964 - mmaction - INFO - Epoch [21][560/1567] lr: 2.232e-02, eta: 1:37:38, time: 0.999, data_time: 0.005, memory: 9526, top1_acc: 0.9873, top5_acc: 0.9998, loss_cls: 0.0472, loss: 0.0472, grad_norm: 0.7576 2021-04-05 04:33:33,773 - mmaction - INFO - Epoch [21][580/1567] lr: 2.216e-02, eta: 1:37:18, time: 0.994, data_time: 0.008, memory: 9526, top1_acc: 0.9867, top5_acc: 0.9994, loss_cls: 0.0466, loss: 0.0466, grad_norm: 0.8048 2021-04-05 04:33:53,765 - mmaction - INFO - Epoch [21][600/1567] lr: 2.201e-02, eta: 1:36:57, time: 1.000, data_time: 0.004, memory: 9526, top1_acc: 0.9879, top5_acc: 1.0000, loss_cls: 0.0445, loss: 0.0445, grad_norm: 0.7936 2021-04-05 04:34:14,153 - mmaction - INFO - Epoch [21][620/1567] lr: 2.186e-02, eta: 1:36:37, time: 1.019, data_time: 0.003, memory: 9526, top1_acc: 0.9873, top5_acc: 0.9996, loss_cls: 0.0456, loss: 0.0456, grad_norm: 0.7924 2021-04-05 04:34:33,295 - mmaction - INFO - Epoch [21][640/1567] lr: 2.171e-02, eta: 1:36:16, time: 0.958, data_time: 0.003, memory: 9526, top1_acc: 0.9873, top5_acc: 1.0000, loss_cls: 0.0459, loss: 0.0459, grad_norm: 0.8011 2021-04-05 04:34:53,633 - mmaction - INFO - Epoch [21][660/1567] lr: 2.156e-02, eta: 1:35:55, time: 1.016, data_time: 0.003, memory: 9526, top1_acc: 0.9912, top5_acc: 0.9998, loss_cls: 0.0410, loss: 0.0410, grad_norm: 0.6799 2021-04-05 04:35:13,062 - mmaction - INFO - Epoch [21][680/1567] lr: 2.140e-02, eta: 1:35:34, time: 0.969, data_time: 0.004, memory: 9526, top1_acc: 0.9891, top5_acc: 1.0000, loss_cls: 0.0431, loss: 0.0431, grad_norm: 0.7624 2021-04-05 04:35:33,367 - mmaction - INFO - Epoch [21][700/1567] lr: 2.125e-02, eta: 1:35:14, time: 1.018, data_time: 0.006, memory: 9526, top1_acc: 0.9871, top5_acc: 0.9998, loss_cls: 0.0469, loss: 0.0469, grad_norm: 0.7403 2021-04-05 04:35:53,763 - mmaction - INFO - Epoch [21][720/1567] lr: 2.110e-02, eta: 1:34:53, time: 1.019, data_time: 0.052, memory: 9526, top1_acc: 0.9900, top5_acc: 0.9998, loss_cls: 0.0432, loss: 0.0432, grad_norm: 0.7479 2021-04-05 04:36:13,610 - mmaction - INFO - Epoch [21][740/1567] lr: 2.096e-02, eta: 1:34:33, time: 0.994, data_time: 0.003, memory: 9526, top1_acc: 0.9883, top5_acc: 0.9998, loss_cls: 0.0440, loss: 0.0440, grad_norm: 0.7567 2021-04-05 04:36:33,085 - mmaction - INFO - Epoch [21][760/1567] lr: 2.081e-02, eta: 1:34:12, time: 0.974, data_time: 0.003, memory: 9526, top1_acc: 0.9891, top5_acc: 0.9994, loss_cls: 0.0434, loss: 0.0434, grad_norm: 0.7217 2021-04-05 04:36:52,904 - mmaction - INFO - Epoch [21][780/1567] lr: 2.066e-02, eta: 1:33:51, time: 0.991, data_time: 0.002, memory: 9526, top1_acc: 0.9910, top5_acc: 0.9998, loss_cls: 0.0400, loss: 0.0400, grad_norm: 0.7304 2021-04-05 04:37:12,974 - mmaction - INFO - Epoch [21][800/1567] lr: 2.051e-02, eta: 1:33:31, time: 1.002, data_time: 0.003, memory: 9526, top1_acc: 0.9879, top5_acc: 0.9996, loss_cls: 0.0478, loss: 0.0478, grad_norm: 0.8467 2021-04-05 04:37:32,995 - mmaction - INFO - Epoch [21][820/1567] lr: 2.036e-02, eta: 1:33:10, time: 1.001, data_time: 0.003, memory: 9526, top1_acc: 0.9893, top5_acc: 0.9996, loss_cls: 0.0465, loss: 0.0465, grad_norm: 0.7796 2021-04-05 04:37:52,857 - mmaction - INFO - Epoch [21][840/1567] lr: 2.022e-02, eta: 1:32:50, time: 0.992, data_time: 0.003, memory: 9526, top1_acc: 0.9863, top5_acc: 0.9994, loss_cls: 0.0496, loss: 0.0496, grad_norm: 0.8724 2021-04-05 04:38:12,812 - mmaction - INFO - Epoch [21][860/1567] lr: 2.007e-02, eta: 1:32:29, time: 0.998, data_time: 0.004, memory: 9526, top1_acc: 0.9898, top5_acc: 1.0000, loss_cls: 0.0418, loss: 0.0418, grad_norm: 0.7157 2021-04-05 04:38:32,936 - mmaction - INFO - Epoch [21][880/1567] lr: 1.993e-02, eta: 1:32:08, time: 1.009, data_time: 0.004, memory: 9526, top1_acc: 0.9898, top5_acc: 0.9998, loss_cls: 0.0421, loss: 0.0421, grad_norm: 0.7744 2021-04-05 04:38:52,825 - mmaction - INFO - Epoch [21][900/1567] lr: 1.978e-02, eta: 1:31:48, time: 0.992, data_time: 0.001, memory: 9526, top1_acc: 0.9910, top5_acc: 0.9998, loss_cls: 0.0382, loss: 0.0382, grad_norm: 0.6644 2021-04-05 04:39:12,649 - mmaction - INFO - Epoch [21][920/1567] lr: 1.964e-02, eta: 1:31:27, time: 0.990, data_time: 0.008, memory: 9526, top1_acc: 0.9926, top5_acc: 0.9998, loss_cls: 0.0395, loss: 0.0395, grad_norm: 0.6843 2021-04-05 04:39:32,391 - mmaction - INFO - Epoch [21][940/1567] lr: 1.949e-02, eta: 1:31:06, time: 0.988, data_time: 0.004, memory: 9526, top1_acc: 0.9898, top5_acc: 0.9996, loss_cls: 0.0437, loss: 0.0437, grad_norm: 0.7867 2021-04-05 04:39:52,304 - mmaction - INFO - Epoch [21][960/1567] lr: 1.935e-02, eta: 1:30:46, time: 0.996, data_time: 0.004, memory: 9526, top1_acc: 0.9910, top5_acc: 0.9998, loss_cls: 0.0383, loss: 0.0383, grad_norm: 0.7302 2021-04-05 04:40:12,424 - mmaction - INFO - Epoch [21][980/1567] lr: 1.920e-02, eta: 1:30:25, time: 1.003, data_time: 0.003, memory: 9526, top1_acc: 0.9896, top5_acc: 0.9998, loss_cls: 0.0420, loss: 0.0420, grad_norm: 0.7787 2021-04-05 04:40:32,373 - mmaction - INFO - Epoch [21][1000/1567] lr: 1.906e-02, eta: 1:30:05, time: 0.998, data_time: 0.007, memory: 9526, top1_acc: 0.9885, top5_acc: 0.9998, loss_cls: 0.0456, loss: 0.0456, grad_norm: 0.7794 2021-04-05 04:40:52,552 - mmaction - INFO - Epoch [21][1020/1567] lr: 1.892e-02, eta: 1:29:44, time: 1.010, data_time: 0.006, memory: 9526, top1_acc: 0.9891, top5_acc: 0.9996, loss_cls: 0.0459, loss: 0.0459, grad_norm: 0.8376 2021-04-05 04:41:11,933 - mmaction - INFO - Epoch [21][1040/1567] lr: 1.878e-02, eta: 1:29:23, time: 0.971, data_time: 0.006, memory: 9526, top1_acc: 0.9906, top5_acc: 0.9998, loss_cls: 0.0384, loss: 0.0384, grad_norm: 0.7335 2021-04-05 04:41:32,295 - mmaction - INFO - Epoch [21][1060/1567] lr: 1.864e-02, eta: 1:29:03, time: 1.021, data_time: 0.004, memory: 9526, top1_acc: 0.9906, top5_acc: 0.9998, loss_cls: 0.0425, loss: 0.0425, grad_norm: 0.7222 2021-04-05 04:41:52,154 - mmaction - INFO - Epoch [21][1080/1567] lr: 1.850e-02, eta: 1:28:42, time: 0.986, data_time: 0.001, memory: 9526, top1_acc: 0.9914, top5_acc: 0.9994, loss_cls: 0.0404, loss: 0.0404, grad_norm: 0.6538 2021-04-05 04:42:12,075 - mmaction - INFO - Epoch [21][1100/1567] lr: 1.836e-02, eta: 1:28:22, time: 1.000, data_time: 0.046, memory: 9526, top1_acc: 0.9889, top5_acc: 0.9994, loss_cls: 0.0447, loss: 0.0447, grad_norm: 0.8076 2021-04-05 04:42:31,558 - mmaction - INFO - Epoch [21][1120/1567] lr: 1.822e-02, eta: 1:28:01, time: 0.976, data_time: 0.006, memory: 9526, top1_acc: 0.9902, top5_acc: 0.9996, loss_cls: 0.0416, loss: 0.0416, grad_norm: 0.6934 2021-04-05 04:42:52,005 - mmaction - INFO - Epoch [21][1140/1567] lr: 1.808e-02, eta: 1:27:40, time: 1.020, data_time: 0.002, memory: 9526, top1_acc: 0.9902, top5_acc: 0.9994, loss_cls: 0.0375, loss: 0.0375, grad_norm: 0.7074 2021-04-05 04:43:11,850 - mmaction - INFO - Epoch [21][1160/1567] lr: 1.794e-02, eta: 1:27:20, time: 0.993, data_time: 0.005, memory: 9526, top1_acc: 0.9918, top5_acc: 0.9998, loss_cls: 0.0364, loss: 0.0364, grad_norm: 0.6891 2021-04-05 04:43:31,773 - mmaction - INFO - Epoch [21][1180/1567] lr: 1.780e-02, eta: 1:26:59, time: 0.997, data_time: 0.004, memory: 9526, top1_acc: 0.9912, top5_acc: 0.9998, loss_cls: 0.0357, loss: 0.0357, grad_norm: 0.6621 2021-04-05 04:43:51,846 - mmaction - INFO - Epoch [21][1200/1567] lr: 1.766e-02, eta: 1:26:38, time: 1.004, data_time: 0.004, memory: 9526, top1_acc: 0.9914, top5_acc: 0.9994, loss_cls: 0.0389, loss: 0.0389, grad_norm: 0.7313 2021-04-05 04:44:11,692 - mmaction - INFO - Epoch [21][1220/1567] lr: 1.753e-02, eta: 1:26:18, time: 0.992, data_time: 0.004, memory: 9526, top1_acc: 0.9893, top5_acc: 0.9996, loss_cls: 0.0370, loss: 0.0370, grad_norm: 0.7182 2021-04-05 04:44:31,755 - mmaction - INFO - Epoch [21][1240/1567] lr: 1.739e-02, eta: 1:25:57, time: 1.004, data_time: 0.006, memory: 9526, top1_acc: 0.9906, top5_acc: 0.9996, loss_cls: 0.0423, loss: 0.0423, grad_norm: 0.8246 2021-04-05 04:44:51,772 - mmaction - INFO - Epoch [21][1260/1567] lr: 1.725e-02, eta: 1:25:37, time: 1.001, data_time: 0.003, memory: 9526, top1_acc: 0.9898, top5_acc: 0.9992, loss_cls: 0.0427, loss: 0.0427, grad_norm: 0.7289 2021-04-05 04:45:11,857 - mmaction - INFO - Epoch [21][1280/1567] lr: 1.712e-02, eta: 1:25:16, time: 1.002, data_time: 0.003, memory: 9526, top1_acc: 0.9920, top5_acc: 0.9998, loss_cls: 0.0374, loss: 0.0374, grad_norm: 0.6799 2021-04-05 04:45:31,839 - mmaction - INFO - Epoch [21][1300/1567] lr: 1.698e-02, eta: 1:24:56, time: 1.000, data_time: 0.005, memory: 9526, top1_acc: 0.9910, top5_acc: 0.9998, loss_cls: 0.0361, loss: 0.0361, grad_norm: 0.6699 2021-04-05 04:45:51,868 - mmaction - INFO - Epoch [21][1320/1567] lr: 1.685e-02, eta: 1:24:35, time: 1.002, data_time: 0.005, memory: 9526, top1_acc: 0.9916, top5_acc: 0.9998, loss_cls: 0.0362, loss: 0.0362, grad_norm: 0.6591 2021-04-05 04:46:11,521 - mmaction - INFO - Epoch [21][1340/1567] lr: 1.672e-02, eta: 1:24:14, time: 0.984, data_time: 0.004, memory: 9526, top1_acc: 0.9934, top5_acc: 0.9998, loss_cls: 0.0340, loss: 0.0340, grad_norm: 0.6173 2021-04-05 04:46:31,427 - mmaction - INFO - Epoch [21][1360/1567] lr: 1.658e-02, eta: 1:23:54, time: 0.995, data_time: 0.003, memory: 9526, top1_acc: 0.9945, top5_acc: 1.0000, loss_cls: 0.0312, loss: 0.0312, grad_norm: 0.6447 2021-04-05 04:46:51,195 - mmaction - INFO - Epoch [21][1380/1567] lr: 1.645e-02, eta: 1:23:33, time: 0.989, data_time: 0.003, memory: 9526, top1_acc: 0.9918, top5_acc: 0.9996, loss_cls: 0.0338, loss: 0.0338, grad_norm: 0.6677 2021-04-05 04:47:11,077 - mmaction - INFO - Epoch [21][1400/1567] lr: 1.632e-02, eta: 1:23:12, time: 0.995, data_time: 0.003, memory: 9526, top1_acc: 0.9902, top5_acc: 0.9998, loss_cls: 0.0397, loss: 0.0397, grad_norm: 0.7671 2021-04-05 04:47:30,484 - mmaction - INFO - Epoch [21][1420/1567] lr: 1.618e-02, eta: 1:22:52, time: 0.969, data_time: 0.003, memory: 9526, top1_acc: 0.9906, top5_acc: 0.9998, loss_cls: 0.0396, loss: 0.0396, grad_norm: 0.7662 2021-04-05 04:47:50,703 - mmaction - INFO - Epoch [21][1440/1567] lr: 1.605e-02, eta: 1:22:31, time: 1.013, data_time: 0.004, memory: 9526, top1_acc: 0.9932, top5_acc: 0.9998, loss_cls: 0.0335, loss: 0.0335, grad_norm: 0.6402 2021-04-05 04:48:10,631 - mmaction - INFO - Epoch [21][1460/1567] lr: 1.592e-02, eta: 1:22:11, time: 0.993, data_time: 0.004, memory: 9526, top1_acc: 0.9904, top5_acc: 0.9998, loss_cls: 0.0393, loss: 0.0393, grad_norm: 0.7841 2021-04-05 04:48:30,197 - mmaction - INFO - Epoch [21][1480/1567] lr: 1.579e-02, eta: 1:21:50, time: 0.978, data_time: 0.005, memory: 9526, top1_acc: 0.9930, top5_acc: 0.9996, loss_cls: 0.0351, loss: 0.0351, grad_norm: 0.6520 2021-04-05 04:48:49,978 - mmaction - INFO - Epoch [21][1500/1567] lr: 1.566e-02, eta: 1:21:29, time: 0.992, data_time: 0.005, memory: 9526, top1_acc: 0.9910, top5_acc: 0.9996, loss_cls: 0.0388, loss: 0.0388, grad_norm: 0.7760 2021-04-05 04:49:09,695 - mmaction - INFO - Epoch [21][1520/1567] lr: 1.553e-02, eta: 1:21:09, time: 0.986, data_time: 0.003, memory: 9526, top1_acc: 0.9908, top5_acc: 1.0000, loss_cls: 0.0373, loss: 0.0373, grad_norm: 0.7717 2021-04-05 04:49:29,914 - mmaction - INFO - Epoch [21][1540/1567] lr: 1.540e-02, eta: 1:20:48, time: 1.012, data_time: 0.002, memory: 9526, top1_acc: 0.9902, top5_acc: 0.9996, loss_cls: 0.0393, loss: 0.0393, grad_norm: 0.7725 2021-04-05 04:49:49,815 - mmaction - INFO - Epoch [21][1560/1567] lr: 1.528e-02, eta: 1:20:28, time: 0.992, data_time: 0.003, memory: 9526, top1_acc: 0.9920, top5_acc: 1.0000, loss_cls: 0.0354, loss: 0.0354, grad_norm: 0.7082 2021-04-05 04:49:55,805 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-04-05 04:51:23,001 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 04:51:23,077 - mmaction - INFO - top1_acc 0.9289 top5_acc 0.9950 2021-04-05 04:51:23,077 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 04:51:23,105 - mmaction - INFO - mean_acc 0.9288 2021-04-05 04:51:23,105 - mmaction - INFO - Now best checkpoint is epoch_21.pth 2021-04-05 04:51:23,109 - mmaction - INFO - Epoch(val) [21][1567] top1_acc: 0.9289, top5_acc: 0.9950, mean_class_accuracy: 0.9288 2021-04-05 04:52:24,350 - mmaction - INFO - Epoch [22][20/1567] lr: 1.510e-02, eta: 1:20:05, time: 3.061, data_time: 1.964, memory: 9526, top1_acc: 0.9887, top5_acc: 0.9996, loss_cls: 0.0484, loss: 0.0484, grad_norm: 0.8289 2021-04-05 04:52:44,756 - mmaction - INFO - Epoch [22][40/1567] lr: 1.498e-02, eta: 1:19:44, time: 1.016, data_time: 0.005, memory: 9526, top1_acc: 0.9883, top5_acc: 0.9994, loss_cls: 0.0441, loss: 0.0441, grad_norm: 0.7271 2021-04-05 04:53:04,895 - mmaction - INFO - Epoch [22][60/1567] lr: 1.485e-02, eta: 1:19:23, time: 1.010, data_time: 0.006, memory: 9526, top1_acc: 0.9939, top5_acc: 1.0000, loss_cls: 0.0327, loss: 0.0327, grad_norm: 0.6064 2021-04-05 04:53:24,733 - mmaction - INFO - Epoch [22][80/1567] lr: 1.472e-02, eta: 1:19:03, time: 0.992, data_time: 0.004, memory: 9526, top1_acc: 0.9900, top5_acc: 0.9996, loss_cls: 0.0410, loss: 0.0410, grad_norm: 0.7746 2021-04-05 04:53:43,990 - mmaction - INFO - Epoch [22][100/1567] lr: 1.460e-02, eta: 1:18:42, time: 0.965, data_time: 0.004, memory: 9526, top1_acc: 0.9914, top5_acc: 1.0000, loss_cls: 0.0357, loss: 0.0357, grad_norm: 0.6952 2021-04-05 04:54:04,323 - mmaction - INFO - Epoch [22][120/1567] lr: 1.447e-02, eta: 1:18:22, time: 1.015, data_time: 0.002, memory: 9526, top1_acc: 0.9914, top5_acc: 0.9996, loss_cls: 0.0346, loss: 0.0346, grad_norm: 0.6947 2021-04-05 04:54:24,453 - mmaction - INFO - Epoch [22][140/1567] lr: 1.435e-02, eta: 1:18:01, time: 1.007, data_time: 0.006, memory: 9526, top1_acc: 0.9920, top5_acc: 0.9998, loss_cls: 0.0350, loss: 0.0350, grad_norm: 0.6864 2021-04-05 04:54:43,925 - mmaction - INFO - Epoch [22][160/1567] lr: 1.422e-02, eta: 1:17:40, time: 0.974, data_time: 0.003, memory: 9526, top1_acc: 0.9926, top5_acc: 1.0000, loss_cls: 0.0359, loss: 0.0359, grad_norm: 0.6623 2021-04-05 04:55:04,030 - mmaction - INFO - Epoch [22][180/1567] lr: 1.410e-02, eta: 1:17:20, time: 1.004, data_time: 0.002, memory: 9526, top1_acc: 0.9943, top5_acc: 0.9996, loss_cls: 0.0281, loss: 0.0281, grad_norm: 0.6090 2021-04-05 04:55:23,676 - mmaction - INFO - Epoch [22][200/1567] lr: 1.398e-02, eta: 1:16:59, time: 0.984, data_time: 0.009, memory: 9526, top1_acc: 0.9904, top5_acc: 0.9998, loss_cls: 0.0396, loss: 0.0396, grad_norm: 0.7701 2021-04-05 04:55:43,221 - mmaction - INFO - Epoch [22][220/1567] lr: 1.385e-02, eta: 1:16:38, time: 0.977, data_time: 0.003, memory: 9526, top1_acc: 0.9914, top5_acc: 0.9998, loss_cls: 0.0393, loss: 0.0393, grad_norm: 0.7290 2021-04-05 04:56:03,094 - mmaction - INFO - Epoch [22][240/1567] lr: 1.373e-02, eta: 1:16:18, time: 0.992, data_time: 0.003, memory: 9526, top1_acc: 0.9908, top5_acc: 1.0000, loss_cls: 0.0371, loss: 0.0371, grad_norm: 0.7274 2021-04-05 04:56:23,159 - mmaction - INFO - Epoch [22][260/1567] lr: 1.361e-02, eta: 1:15:57, time: 1.005, data_time: 0.004, memory: 9526, top1_acc: 0.9922, top5_acc: 0.9998, loss_cls: 0.0357, loss: 0.0357, grad_norm: 0.6401 2021-04-05 04:56:42,779 - mmaction - INFO - Epoch [22][280/1567] lr: 1.349e-02, eta: 1:15:37, time: 0.979, data_time: 0.002, memory: 9526, top1_acc: 0.9902, top5_acc: 0.9996, loss_cls: 0.0376, loss: 0.0376, grad_norm: 0.7479 2021-04-05 04:57:02,605 - mmaction - INFO - Epoch [22][300/1567] lr: 1.337e-02, eta: 1:15:16, time: 0.993, data_time: 0.004, memory: 9526, top1_acc: 0.9924, top5_acc: 1.0000, loss_cls: 0.0288, loss: 0.0288, grad_norm: 0.6491 2021-04-05 04:57:22,539 - mmaction - INFO - Epoch [22][320/1567] lr: 1.325e-02, eta: 1:14:55, time: 0.992, data_time: 0.002, memory: 9526, top1_acc: 0.9902, top5_acc: 0.9996, loss_cls: 0.0369, loss: 0.0369, grad_norm: 0.7129 2021-04-05 04:57:42,481 - mmaction - INFO - Epoch [22][340/1567] lr: 1.313e-02, eta: 1:14:35, time: 1.001, data_time: 0.007, memory: 9526, top1_acc: 0.9908, top5_acc: 0.9998, loss_cls: 0.0378, loss: 0.0378, grad_norm: 0.7134 2021-04-05 04:58:02,281 - mmaction - INFO - Epoch [22][360/1567] lr: 1.301e-02, eta: 1:14:14, time: 0.989, data_time: 0.002, memory: 9526, top1_acc: 0.9916, top5_acc: 0.9992, loss_cls: 0.0348, loss: 0.0348, grad_norm: 0.7167 2021-04-05 04:58:22,166 - mmaction - INFO - Epoch [22][380/1567] lr: 1.289e-02, eta: 1:13:54, time: 0.993, data_time: 0.003, memory: 9526, top1_acc: 0.9932, top5_acc: 0.9998, loss_cls: 0.0340, loss: 0.0340, grad_norm: 0.6772 2021-04-05 04:58:41,829 - mmaction - INFO - Epoch [22][400/1567] lr: 1.278e-02, eta: 1:13:33, time: 0.981, data_time: 0.004, memory: 9526, top1_acc: 0.9908, top5_acc: 0.9990, loss_cls: 0.0376, loss: 0.0376, grad_norm: 0.7153 2021-04-05 04:59:01,415 - mmaction - INFO - Epoch [22][420/1567] lr: 1.266e-02, eta: 1:13:12, time: 0.983, data_time: 0.007, memory: 9526, top1_acc: 0.9906, top5_acc: 0.9994, loss_cls: 0.0364, loss: 0.0364, grad_norm: 0.7869 2021-04-05 04:59:21,376 - mmaction - INFO - Epoch [22][440/1567] lr: 1.254e-02, eta: 1:12:52, time: 0.997, data_time: 0.003, memory: 9526, top1_acc: 0.9918, top5_acc: 0.9996, loss_cls: 0.0375, loss: 0.0375, grad_norm: 0.7305 2021-04-05 04:59:41,184 - mmaction - INFO - Epoch [22][460/1567] lr: 1.243e-02, eta: 1:12:31, time: 0.992, data_time: 0.005, memory: 9526, top1_acc: 0.9908, top5_acc: 0.9994, loss_cls: 0.0365, loss: 0.0365, grad_norm: 0.7335 2021-04-05 05:00:01,353 - mmaction - INFO - Epoch [22][480/1567] lr: 1.231e-02, eta: 1:12:11, time: 1.007, data_time: 0.003, memory: 9526, top1_acc: 0.9924, top5_acc: 0.9998, loss_cls: 0.0320, loss: 0.0320, grad_norm: 0.6616 2021-04-05 05:00:21,333 - mmaction - INFO - Epoch [22][500/1567] lr: 1.220e-02, eta: 1:11:50, time: 0.998, data_time: 0.004, memory: 9526, top1_acc: 0.9957, top5_acc: 0.9998, loss_cls: 0.0277, loss: 0.0277, grad_norm: 0.5921 2021-04-05 05:00:40,926 - mmaction - INFO - Epoch [22][520/1567] lr: 1.208e-02, eta: 1:11:29, time: 0.982, data_time: 0.005, memory: 9526, top1_acc: 0.9947, top5_acc: 0.9996, loss_cls: 0.0312, loss: 0.0312, grad_norm: 0.6747 2021-04-05 05:01:01,107 - mmaction - INFO - Epoch [22][540/1567] lr: 1.197e-02, eta: 1:11:09, time: 1.007, data_time: 0.004, memory: 9526, top1_acc: 0.9932, top5_acc: 0.9998, loss_cls: 0.0326, loss: 0.0326, grad_norm: 0.7131 2021-04-05 05:01:21,013 - mmaction - INFO - Epoch [22][560/1567] lr: 1.185e-02, eta: 1:10:48, time: 0.995, data_time: 0.005, memory: 9526, top1_acc: 0.9939, top5_acc: 0.9996, loss_cls: 0.0329, loss: 0.0329, grad_norm: 0.6678 2021-04-05 05:01:40,848 - mmaction - INFO - Epoch [22][580/1567] lr: 1.174e-02, eta: 1:10:28, time: 0.993, data_time: 0.006, memory: 9526, top1_acc: 0.9920, top5_acc: 0.9998, loss_cls: 0.0311, loss: 0.0311, grad_norm: 0.6868 2021-04-05 05:02:00,448 - mmaction - INFO - Epoch [22][600/1567] lr: 1.163e-02, eta: 1:10:07, time: 0.977, data_time: 0.004, memory: 9526, top1_acc: 0.9928, top5_acc: 0.9996, loss_cls: 0.0305, loss: 0.0305, grad_norm: 0.6641 2021-04-05 05:02:20,764 - mmaction - INFO - Epoch [22][620/1567] lr: 1.152e-02, eta: 1:09:46, time: 1.020, data_time: 0.006, memory: 9526, top1_acc: 0.9914, top5_acc: 1.0000, loss_cls: 0.0325, loss: 0.0325, grad_norm: 0.6841 2021-04-05 05:02:40,622 - mmaction - INFO - Epoch [22][640/1567] lr: 1.140e-02, eta: 1:09:26, time: 0.993, data_time: 0.002, memory: 9526, top1_acc: 0.9934, top5_acc: 0.9996, loss_cls: 0.0287, loss: 0.0287, grad_norm: 0.6310 2021-04-05 05:03:00,586 - mmaction - INFO - Epoch [22][660/1567] lr: 1.129e-02, eta: 1:09:05, time: 0.995, data_time: 0.002, memory: 9526, top1_acc: 0.9922, top5_acc: 0.9996, loss_cls: 0.0341, loss: 0.0341, grad_norm: 0.6937 2021-04-05 05:03:20,067 - mmaction - INFO - Epoch [22][680/1567] lr: 1.118e-02, eta: 1:08:45, time: 0.978, data_time: 0.006, memory: 9526, top1_acc: 0.9918, top5_acc: 1.0000, loss_cls: 0.0318, loss: 0.0318, grad_norm: 0.7180 2021-04-05 05:03:39,899 - mmaction - INFO - Epoch [22][700/1567] lr: 1.107e-02, eta: 1:08:24, time: 0.991, data_time: 0.003, memory: 9526, top1_acc: 0.9936, top5_acc: 0.9998, loss_cls: 0.0305, loss: 0.0305, grad_norm: 0.6549 2021-04-05 05:04:00,138 - mmaction - INFO - Epoch [22][720/1567] lr: 1.096e-02, eta: 1:08:03, time: 1.007, data_time: 0.002, memory: 9526, top1_acc: 0.9926, top5_acc: 1.0000, loss_cls: 0.0335, loss: 0.0335, grad_norm: 0.7040 2021-04-05 05:04:19,941 - mmaction - INFO - Epoch [22][740/1567] lr: 1.085e-02, eta: 1:07:43, time: 0.995, data_time: 0.007, memory: 9526, top1_acc: 0.9930, top5_acc: 0.9994, loss_cls: 0.0341, loss: 0.0341, grad_norm: 0.7629 2021-04-05 05:04:40,134 - mmaction - INFO - Epoch [22][760/1567] lr: 1.075e-02, eta: 1:07:22, time: 1.008, data_time: 0.003, memory: 9526, top1_acc: 0.9924, top5_acc: 0.9998, loss_cls: 0.0325, loss: 0.0325, grad_norm: 0.7629 2021-04-05 05:05:00,348 - mmaction - INFO - Epoch [22][780/1567] lr: 1.064e-02, eta: 1:07:02, time: 1.011, data_time: 0.005, memory: 9526, top1_acc: 0.9924, top5_acc: 0.9998, loss_cls: 0.0330, loss: 0.0330, grad_norm: 0.7015 2021-04-05 05:05:20,022 - mmaction - INFO - Epoch [22][800/1567] lr: 1.053e-02, eta: 1:06:41, time: 0.985, data_time: 0.009, memory: 9526, top1_acc: 0.9932, top5_acc: 0.9998, loss_cls: 0.0315, loss: 0.0315, grad_norm: 0.6370 2021-04-05 05:05:39,797 - mmaction - INFO - Epoch [22][820/1567] lr: 1.042e-02, eta: 1:06:20, time: 0.989, data_time: 0.010, memory: 9526, top1_acc: 0.9926, top5_acc: 0.9998, loss_cls: 0.0344, loss: 0.0344, grad_norm: 0.6942 2021-04-05 05:05:59,878 - mmaction - INFO - Epoch [22][840/1567] lr: 1.032e-02, eta: 1:06:00, time: 1.004, data_time: 0.004, memory: 9526, top1_acc: 0.9924, top5_acc: 0.9996, loss_cls: 0.0322, loss: 0.0322, grad_norm: 0.6777 2021-04-05 05:06:19,939 - mmaction - INFO - Epoch [22][860/1567] lr: 1.021e-02, eta: 1:05:39, time: 1.003, data_time: 0.003, memory: 9526, top1_acc: 0.9943, top5_acc: 0.9998, loss_cls: 0.0299, loss: 0.0299, grad_norm: 0.6999 2021-04-05 05:06:39,626 - mmaction - INFO - Epoch [22][880/1567] lr: 1.011e-02, eta: 1:05:19, time: 0.985, data_time: 0.003, memory: 9526, top1_acc: 0.9936, top5_acc: 0.9998, loss_cls: 0.0311, loss: 0.0311, grad_norm: 0.6463 2021-04-05 05:06:59,392 - mmaction - INFO - Epoch [22][900/1567] lr: 1.000e-02, eta: 1:04:58, time: 0.984, data_time: 0.002, memory: 9526, top1_acc: 0.9934, top5_acc: 1.0000, loss_cls: 0.0297, loss: 0.0297, grad_norm: 0.6889 2021-04-05 05:07:19,613 - mmaction - INFO - Epoch [22][920/1567] lr: 9.898e-03, eta: 1:04:38, time: 1.015, data_time: 0.006, memory: 9526, top1_acc: 0.9920, top5_acc: 1.0000, loss_cls: 0.0331, loss: 0.0331, grad_norm: 0.6921 2021-04-05 05:07:39,075 - mmaction - INFO - Epoch [22][940/1567] lr: 9.795e-03, eta: 1:04:17, time: 0.970, data_time: 0.002, memory: 9526, top1_acc: 0.9936, top5_acc: 0.9998, loss_cls: 0.0320, loss: 0.0320, grad_norm: 0.6667 2021-04-05 05:07:59,352 - mmaction - INFO - Epoch [22][960/1567] lr: 9.692e-03, eta: 1:03:56, time: 1.014, data_time: 0.008, memory: 9526, top1_acc: 0.9939, top5_acc: 0.9998, loss_cls: 0.0287, loss: 0.0287, grad_norm: 0.6395 2021-04-05 05:08:19,220 - mmaction - INFO - Epoch [22][980/1567] lr: 9.589e-03, eta: 1:03:36, time: 0.992, data_time: 0.010, memory: 9526, top1_acc: 0.9934, top5_acc: 0.9996, loss_cls: 0.0319, loss: 0.0319, grad_norm: 0.6019 2021-04-05 05:08:39,324 - mmaction - INFO - Epoch [22][1000/1567] lr: 9.487e-03, eta: 1:03:15, time: 1.008, data_time: 0.007, memory: 9526, top1_acc: 0.9930, top5_acc: 0.9998, loss_cls: 0.0323, loss: 0.0323, grad_norm: 0.6754 2021-04-05 05:08:58,637 - mmaction - INFO - Epoch [22][1020/1567] lr: 9.386e-03, eta: 1:02:55, time: 0.965, data_time: 0.003, memory: 9526, top1_acc: 0.9953, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242, grad_norm: 0.5298 2021-04-05 05:09:18,072 - mmaction - INFO - Epoch [22][1040/1567] lr: 9.285e-03, eta: 1:02:34, time: 0.970, data_time: 0.005, memory: 9526, top1_acc: 0.9949, top5_acc: 0.9996, loss_cls: 0.0285, loss: 0.0285, grad_norm: 0.6142 2021-04-05 05:09:38,607 - mmaction - INFO - Epoch [22][1060/1567] lr: 9.185e-03, eta: 1:02:13, time: 1.029, data_time: 0.007, memory: 9526, top1_acc: 0.9961, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233, grad_norm: 0.5234 2021-04-05 05:09:58,505 - mmaction - INFO - Epoch [22][1080/1567] lr: 9.085e-03, eta: 1:01:53, time: 0.997, data_time: 0.005, memory: 9526, top1_acc: 0.9934, top5_acc: 1.0000, loss_cls: 0.0278, loss: 0.0278, grad_norm: 0.6272 2021-04-05 05:10:18,219 - mmaction - INFO - Epoch [22][1100/1567] lr: 8.986e-03, eta: 1:01:32, time: 0.984, data_time: 0.003, memory: 9526, top1_acc: 0.9932, top5_acc: 0.9994, loss_cls: 0.0290, loss: 0.0290, grad_norm: 0.6320 2021-04-05 05:10:38,017 - mmaction - INFO - Epoch [22][1120/1567] lr: 8.887e-03, eta: 1:01:12, time: 0.990, data_time: 0.005, memory: 9526, top1_acc: 0.9924, top5_acc: 1.0000, loss_cls: 0.0324, loss: 0.0324, grad_norm: 0.7109 2021-04-05 05:10:57,990 - mmaction - INFO - Epoch [22][1140/1567] lr: 8.789e-03, eta: 1:00:51, time: 1.001, data_time: 0.008, memory: 9526, top1_acc: 0.9939, top5_acc: 0.9998, loss_cls: 0.0280, loss: 0.0280, grad_norm: 0.6441 2021-04-05 05:11:17,629 - mmaction - INFO - Epoch [22][1160/1567] lr: 8.691e-03, eta: 1:00:31, time: 0.981, data_time: 0.002, memory: 9526, top1_acc: 0.9934, top5_acc: 0.9994, loss_cls: 0.0296, loss: 0.0296, grad_norm: 0.6666 2021-04-05 05:11:37,489 - mmaction - INFO - Epoch [22][1180/1567] lr: 8.594e-03, eta: 1:00:10, time: 0.989, data_time: 0.003, memory: 9526, top1_acc: 0.9939, top5_acc: 1.0000, loss_cls: 0.0279, loss: 0.0279, grad_norm: 0.6270 2021-04-05 05:11:57,684 - mmaction - INFO - Epoch [22][1200/1567] lr: 8.497e-03, eta: 0:59:49, time: 1.009, data_time: 0.008, memory: 9526, top1_acc: 0.9938, top5_acc: 0.9998, loss_cls: 0.0269, loss: 0.0269, grad_norm: 0.5858 2021-04-05 05:12:17,239 - mmaction - INFO - Epoch [22][1220/1567] lr: 8.401e-03, eta: 0:59:29, time: 0.982, data_time: 0.008, memory: 9526, top1_acc: 0.9928, top5_acc: 0.9996, loss_cls: 0.0333, loss: 0.0333, grad_norm: 0.6977 2021-04-05 05:12:37,539 - mmaction - INFO - Epoch [22][1240/1567] lr: 8.305e-03, eta: 0:59:08, time: 1.014, data_time: 0.003, memory: 9526, top1_acc: 0.9943, top5_acc: 0.9998, loss_cls: 0.0272, loss: 0.0272, grad_norm: 0.5831 2021-04-05 05:12:57,300 - mmaction - INFO - Epoch [22][1260/1567] lr: 8.210e-03, eta: 0:58:48, time: 0.991, data_time: 0.005, memory: 9526, top1_acc: 0.9926, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283, grad_norm: 0.6685 2021-04-05 05:13:17,121 - mmaction - INFO - Epoch [22][1280/1567] lr: 8.116e-03, eta: 0:58:27, time: 0.991, data_time: 0.002, memory: 9526, top1_acc: 0.9936, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283, grad_norm: 0.6052 2021-04-05 05:13:37,132 - mmaction - INFO - Epoch [22][1300/1567] lr: 8.022e-03, eta: 0:58:07, time: 1.001, data_time: 0.002, memory: 9526, top1_acc: 0.9941, top5_acc: 0.9998, loss_cls: 0.0270, loss: 0.0270, grad_norm: 0.5728 2021-04-05 05:13:56,947 - mmaction - INFO - Epoch [22][1320/1567] lr: 7.929e-03, eta: 0:57:46, time: 0.989, data_time: 0.001, memory: 9526, top1_acc: 0.9930, top5_acc: 0.9996, loss_cls: 0.0301, loss: 0.0301, grad_norm: 0.6393 2021-04-05 05:14:16,848 - mmaction - INFO - Epoch [22][1340/1567] lr: 7.836e-03, eta: 0:57:25, time: 0.995, data_time: 0.002, memory: 9526, top1_acc: 0.9941, top5_acc: 1.0000, loss_cls: 0.0291, loss: 0.0291, grad_norm: 0.6928 2021-04-05 05:14:36,796 - mmaction - INFO - Epoch [22][1360/1567] lr: 7.743e-03, eta: 0:57:05, time: 0.998, data_time: 0.003, memory: 9526, top1_acc: 0.9959, top5_acc: 0.9994, loss_cls: 0.0241, loss: 0.0241, grad_norm: 0.5840 2021-04-05 05:14:56,493 - mmaction - INFO - Epoch [22][1380/1567] lr: 7.652e-03, eta: 0:56:44, time: 0.983, data_time: 0.003, memory: 9526, top1_acc: 0.9936, top5_acc: 0.9998, loss_cls: 0.0267, loss: 0.0267, grad_norm: 0.6255 2021-04-05 05:15:16,770 - mmaction - INFO - Epoch [22][1400/1567] lr: 7.560e-03, eta: 0:56:24, time: 1.016, data_time: 0.004, memory: 9526, top1_acc: 0.9943, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283, grad_norm: 0.6094 2021-04-05 05:15:36,357 - mmaction - INFO - Epoch [22][1420/1567] lr: 7.470e-03, eta: 0:56:03, time: 0.978, data_time: 0.003, memory: 9526, top1_acc: 0.9932, top5_acc: 1.0000, loss_cls: 0.0296, loss: 0.0296, grad_norm: 0.6694 2021-04-05 05:15:56,463 - mmaction - INFO - Epoch [22][1440/1567] lr: 7.379e-03, eta: 0:55:43, time: 1.008, data_time: 0.004, memory: 9526, top1_acc: 0.9920, top5_acc: 1.0000, loss_cls: 0.0313, loss: 0.0313, grad_norm: 0.6977 2021-04-05 05:16:16,433 - mmaction - INFO - Epoch [22][1460/1567] lr: 7.290e-03, eta: 0:55:22, time: 0.992, data_time: 0.002, memory: 9526, top1_acc: 0.9938, top5_acc: 0.9996, loss_cls: 0.0287, loss: 0.0287, grad_norm: 0.6533 2021-04-05 05:16:36,079 - mmaction - INFO - Epoch [22][1480/1567] lr: 7.201e-03, eta: 0:55:02, time: 0.987, data_time: 0.008, memory: 9526, top1_acc: 0.9941, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263, grad_norm: 0.6169 2021-04-05 05:16:56,106 - mmaction - INFO - Epoch [22][1500/1567] lr: 7.112e-03, eta: 0:54:41, time: 1.000, data_time: 0.004, memory: 9526, top1_acc: 0.9945, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249, grad_norm: 0.6215 2021-04-05 05:17:16,288 - mmaction - INFO - Epoch [22][1520/1567] lr: 7.024e-03, eta: 0:54:20, time: 1.009, data_time: 0.005, memory: 9526, top1_acc: 0.9943, top5_acc: 0.9998, loss_cls: 0.0262, loss: 0.0262, grad_norm: 0.6428 2021-04-05 05:17:36,641 - mmaction - INFO - Epoch [22][1540/1567] lr: 6.936e-03, eta: 0:54:00, time: 1.020, data_time: 0.005, memory: 9526, top1_acc: 0.9936, top5_acc: 0.9998, loss_cls: 0.0300, loss: 0.0300, grad_norm: 0.6386 2021-04-05 05:17:56,203 - mmaction - INFO - Epoch [22][1560/1567] lr: 6.849e-03, eta: 0:53:39, time: 0.978, data_time: 0.003, memory: 9526, top1_acc: 0.9941, top5_acc: 0.9998, loss_cls: 0.0287, loss: 0.0287, grad_norm: 0.6349 2021-04-05 05:18:02,596 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-04-05 05:19:30,965 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 05:19:31,063 - mmaction - INFO - top1_acc 0.9326 top5_acc 0.9958 2021-04-05 05:19:31,063 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 05:19:31,122 - mmaction - INFO - mean_acc 0.9325 2021-04-05 05:19:31,122 - mmaction - INFO - Now best checkpoint is epoch_22.pth 2021-04-05 05:19:31,146 - mmaction - INFO - Epoch(val) [22][1567] top1_acc: 0.9326, top5_acc: 0.9958, mean_class_accuracy: 0.9325 2021-04-05 05:20:27,561 - mmaction - INFO - Epoch [23][20/1567] lr: 6.733e-03, eta: 0:53:14, time: 2.818, data_time: 1.686, memory: 9526, top1_acc: 0.9959, top5_acc: 0.9998, loss_cls: 0.0255, loss: 0.0255, grad_norm: 0.5709 2021-04-05 05:20:46,982 - mmaction - INFO - Epoch [23][40/1567] lr: 6.647e-03, eta: 0:52:54, time: 0.974, data_time: 0.012, memory: 9526, top1_acc: 0.9947, top5_acc: 0.9996, loss_cls: 0.0263, loss: 0.0263, grad_norm: 0.6245 2021-04-05 05:21:07,031 - mmaction - INFO - Epoch [23][60/1567] lr: 6.562e-03, eta: 0:52:33, time: 0.997, data_time: 0.001, memory: 9526, top1_acc: 0.9947, top5_acc: 0.9998, loss_cls: 0.0258, loss: 0.0258, grad_norm: 0.5689 2021-04-05 05:21:27,061 - mmaction - INFO - Epoch [23][80/1567] lr: 6.477e-03, eta: 0:52:13, time: 1.005, data_time: 0.007, memory: 9526, top1_acc: 0.9945, top5_acc: 0.9992, loss_cls: 0.0270, loss: 0.0270, grad_norm: 0.6315 2021-04-05 05:21:46,911 - mmaction - INFO - Epoch [23][100/1567] lr: 6.393e-03, eta: 0:51:52, time: 0.990, data_time: 0.003, memory: 9526, top1_acc: 0.9945, top5_acc: 0.9998, loss_cls: 0.0254, loss: 0.0254, grad_norm: 0.6347 2021-04-05 05:22:06,286 - mmaction - INFO - Epoch [23][120/1567] lr: 6.310e-03, eta: 0:51:31, time: 0.968, data_time: 0.005, memory: 9526, top1_acc: 0.9930, top5_acc: 0.9998, loss_cls: 0.0331, loss: 0.0331, grad_norm: 0.6749 2021-04-05 05:22:26,392 - mmaction - INFO - Epoch [23][140/1567] lr: 6.227e-03, eta: 0:51:11, time: 1.008, data_time: 0.006, memory: 9526, top1_acc: 0.9947, top5_acc: 0.9996, loss_cls: 0.0261, loss: 0.0261, grad_norm: 0.6068 2021-04-05 05:22:45,928 - mmaction - INFO - Epoch [23][160/1567] lr: 6.144e-03, eta: 0:50:50, time: 0.978, data_time: 0.004, memory: 9526, top1_acc: 0.9941, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248, grad_norm: 0.6517 2021-04-05 05:23:05,965 - mmaction - INFO - Epoch [23][180/1567] lr: 6.062e-03, eta: 0:50:30, time: 1.000, data_time: 0.003, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0209, loss: 0.0209, grad_norm: 0.5343 2021-04-05 05:23:25,817 - mmaction - INFO - Epoch [23][200/1567] lr: 5.981e-03, eta: 0:50:09, time: 0.993, data_time: 0.004, memory: 9526, top1_acc: 0.9951, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242, grad_norm: 0.5710 2021-04-05 05:23:45,607 - mmaction - INFO - Epoch [23][220/1567] lr: 5.900e-03, eta: 0:49:48, time: 0.991, data_time: 0.004, memory: 9526, top1_acc: 0.9947, top5_acc: 0.9998, loss_cls: 0.0240, loss: 0.0240, grad_norm: 0.5307 2021-04-05 05:24:05,306 - mmaction - INFO - Epoch [23][240/1567] lr: 5.820e-03, eta: 0:49:28, time: 0.984, data_time: 0.007, memory: 9526, top1_acc: 0.9953, top5_acc: 0.9998, loss_cls: 0.0229, loss: 0.0229, grad_norm: 0.5610 2021-04-05 05:24:25,297 - mmaction - INFO - Epoch [23][260/1567] lr: 5.740e-03, eta: 0:49:07, time: 0.998, data_time: 0.027, memory: 9526, top1_acc: 0.9934, top5_acc: 0.9996, loss_cls: 0.0313, loss: 0.0313, grad_norm: 0.6971 2021-04-05 05:24:45,313 - mmaction - INFO - Epoch [23][280/1567] lr: 5.661e-03, eta: 0:48:47, time: 1.002, data_time: 0.031, memory: 9526, top1_acc: 0.9941, top5_acc: 0.9998, loss_cls: 0.0271, loss: 0.0271, grad_norm: 0.6863 2021-04-05 05:25:04,977 - mmaction - INFO - Epoch [23][300/1567] lr: 5.582e-03, eta: 0:48:26, time: 0.981, data_time: 0.005, memory: 9526, top1_acc: 0.9947, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244, grad_norm: 0.5986 2021-04-05 05:25:25,298 - mmaction - INFO - Epoch [23][320/1567] lr: 5.504e-03, eta: 0:48:06, time: 1.015, data_time: 0.006, memory: 9526, top1_acc: 0.9949, top5_acc: 1.0000, loss_cls: 0.0249, loss: 0.0249, grad_norm: 0.5967 2021-04-05 05:25:45,055 - mmaction - INFO - Epoch [23][340/1567] lr: 5.427e-03, eta: 0:47:45, time: 0.988, data_time: 0.008, memory: 9526, top1_acc: 0.9959, top5_acc: 0.9998, loss_cls: 0.0250, loss: 0.0250, grad_norm: 0.5919 2021-04-05 05:26:04,683 - mmaction - INFO - Epoch [23][360/1567] lr: 5.350e-03, eta: 0:47:24, time: 0.985, data_time: 0.006, memory: 9526, top1_acc: 0.9955, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243, grad_norm: 0.5986 2021-04-05 05:26:24,086 - mmaction - INFO - Epoch [23][380/1567] lr: 5.273e-03, eta: 0:47:04, time: 0.967, data_time: 0.003, memory: 9526, top1_acc: 0.9959, top5_acc: 0.9998, loss_cls: 0.0251, loss: 0.0251, grad_norm: 0.5403 2021-04-05 05:26:44,161 - mmaction - INFO - Epoch [23][400/1567] lr: 5.197e-03, eta: 0:46:43, time: 1.006, data_time: 0.007, memory: 9526, top1_acc: 0.9953, top5_acc: 1.0000, loss_cls: 0.0232, loss: 0.0232, grad_norm: 0.5885 2021-04-05 05:27:04,014 - mmaction - INFO - Epoch [23][420/1567] lr: 5.122e-03, eta: 0:46:23, time: 0.991, data_time: 0.004, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0203, loss: 0.0203, grad_norm: 0.5225 2021-04-05 05:27:23,764 - mmaction - INFO - Epoch [23][440/1567] lr: 5.047e-03, eta: 0:46:02, time: 0.986, data_time: 0.006, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219, grad_norm: 0.5341 2021-04-05 05:27:43,671 - mmaction - INFO - Epoch [23][460/1567] lr: 4.973e-03, eta: 0:45:42, time: 0.997, data_time: 0.007, memory: 9526, top1_acc: 0.9951, top5_acc: 0.9994, loss_cls: 0.0236, loss: 0.0236, grad_norm: 0.5933 2021-04-05 05:28:03,742 - mmaction - INFO - Epoch [23][480/1567] lr: 4.899e-03, eta: 0:45:21, time: 1.005, data_time: 0.047, memory: 9526, top1_acc: 0.9947, top5_acc: 0.9998, loss_cls: 0.0237, loss: 0.0237, grad_norm: 0.5989 2021-04-05 05:28:23,148 - mmaction - INFO - Epoch [23][500/1567] lr: 4.826e-03, eta: 0:45:01, time: 0.971, data_time: 0.029, memory: 9526, top1_acc: 0.9951, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228, grad_norm: 0.5676 2021-04-05 05:28:43,442 - mmaction - INFO - Epoch [23][520/1567] lr: 4.753e-03, eta: 0:44:40, time: 1.010, data_time: 0.003, memory: 9526, top1_acc: 0.9959, top5_acc: 0.9998, loss_cls: 0.0241, loss: 0.0241, grad_norm: 0.5406 2021-04-05 05:29:03,609 - mmaction - INFO - Epoch [23][540/1567] lr: 4.681e-03, eta: 0:44:19, time: 1.011, data_time: 0.008, memory: 9526, top1_acc: 0.9955, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227, grad_norm: 0.5571 2021-04-05 05:29:23,215 - mmaction - INFO - Epoch [23][560/1567] lr: 4.609e-03, eta: 0:43:59, time: 0.981, data_time: 0.005, memory: 9526, top1_acc: 0.9955, top5_acc: 0.9998, loss_cls: 0.0245, loss: 0.0245, grad_norm: 0.5657 2021-04-05 05:29:42,797 - mmaction - INFO - Epoch [23][580/1567] lr: 4.538e-03, eta: 0:43:38, time: 0.978, data_time: 0.005, memory: 9526, top1_acc: 0.9947, top5_acc: 0.9996, loss_cls: 0.0254, loss: 0.0254, grad_norm: 0.5736 2021-04-05 05:30:02,807 - mmaction - INFO - Epoch [23][600/1567] lr: 4.468e-03, eta: 0:43:18, time: 1.005, data_time: 0.006, memory: 9526, top1_acc: 0.9951, top5_acc: 0.9998, loss_cls: 0.0238, loss: 0.0238, grad_norm: 0.5984 2021-04-05 05:30:22,452 - mmaction - INFO - Epoch [23][620/1567] lr: 4.398e-03, eta: 0:42:57, time: 0.980, data_time: 0.001, memory: 9526, top1_acc: 0.9945, top5_acc: 0.9998, loss_cls: 0.0253, loss: 0.0253, grad_norm: 0.6370 2021-04-05 05:30:42,583 - mmaction - INFO - Epoch [23][640/1567] lr: 4.328e-03, eta: 0:42:37, time: 1.005, data_time: 0.004, memory: 9526, top1_acc: 0.9953, top5_acc: 0.9996, loss_cls: 0.0241, loss: 0.0241, grad_norm: 0.5590 2021-04-05 05:31:02,451 - mmaction - INFO - Epoch [23][660/1567] lr: 4.259e-03, eta: 0:42:16, time: 0.997, data_time: 0.005, memory: 9526, top1_acc: 0.9943, top5_acc: 1.0000, loss_cls: 0.0253, loss: 0.0253, grad_norm: 0.5655 2021-04-05 05:31:22,166 - mmaction - INFO - Epoch [23][680/1567] lr: 4.191e-03, eta: 0:41:56, time: 0.986, data_time: 0.002, memory: 9526, top1_acc: 0.9953, top5_acc: 0.9994, loss_cls: 0.0244, loss: 0.0244, grad_norm: 0.5842 2021-04-05 05:31:41,784 - mmaction - INFO - Epoch [23][700/1567] lr: 4.123e-03, eta: 0:41:35, time: 0.981, data_time: 0.002, memory: 9526, top1_acc: 0.9941, top5_acc: 0.9998, loss_cls: 0.0253, loss: 0.0253, grad_norm: 0.6549 2021-04-05 05:32:02,004 - mmaction - INFO - Epoch [23][720/1567] lr: 4.056e-03, eta: 0:41:14, time: 1.005, data_time: 0.002, memory: 9526, top1_acc: 0.9957, top5_acc: 0.9994, loss_cls: 0.0253, loss: 0.0253, grad_norm: 0.6476 2021-04-05 05:32:21,768 - mmaction - INFO - Epoch [23][740/1567] lr: 3.989e-03, eta: 0:40:54, time: 0.990, data_time: 0.007, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0217, loss: 0.0217, grad_norm: 0.5367 2021-04-05 05:32:41,676 - mmaction - INFO - Epoch [23][760/1567] lr: 3.923e-03, eta: 0:40:33, time: 0.995, data_time: 0.005, memory: 9526, top1_acc: 0.9949, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237, grad_norm: 0.6145 2021-04-05 05:33:01,588 - mmaction - INFO - Epoch [23][780/1567] lr: 3.858e-03, eta: 0:40:13, time: 0.999, data_time: 0.006, memory: 9526, top1_acc: 0.9945, top5_acc: 0.9998, loss_cls: 0.0236, loss: 0.0236, grad_norm: 0.5882 2021-04-05 05:33:21,536 - mmaction - INFO - Epoch [23][800/1567] lr: 3.793e-03, eta: 0:39:52, time: 0.995, data_time: 0.003, memory: 9526, top1_acc: 0.9949, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231, grad_norm: 0.6193 2021-04-05 05:33:41,317 - mmaction - INFO - Epoch [23][820/1567] lr: 3.728e-03, eta: 0:39:32, time: 0.993, data_time: 0.008, memory: 9526, top1_acc: 0.9949, top5_acc: 0.9998, loss_cls: 0.0249, loss: 0.0249, grad_norm: 0.6126 2021-04-05 05:34:01,134 - mmaction - INFO - Epoch [23][840/1567] lr: 3.664e-03, eta: 0:39:11, time: 0.984, data_time: 0.001, memory: 9526, top1_acc: 0.9961, top5_acc: 0.9994, loss_cls: 0.0217, loss: 0.0217, grad_norm: 0.5549 2021-04-05 05:34:20,474 - mmaction - INFO - Epoch [23][860/1567] lr: 3.601e-03, eta: 0:38:51, time: 0.972, data_time: 0.007, memory: 9526, top1_acc: 0.9943, top5_acc: 0.9998, loss_cls: 0.0252, loss: 0.0252, grad_norm: 0.5984 2021-04-05 05:34:40,349 - mmaction - INFO - Epoch [23][880/1567] lr: 3.538e-03, eta: 0:38:30, time: 0.989, data_time: 0.002, memory: 9526, top1_acc: 0.9943, top5_acc: 0.9996, loss_cls: 0.0292, loss: 0.0292, grad_norm: 0.6463 2021-04-05 05:35:00,878 - mmaction - INFO - Epoch [23][900/1567] lr: 3.476e-03, eta: 0:38:10, time: 1.031, data_time: 0.008, memory: 9526, top1_acc: 0.9959, top5_acc: 0.9992, loss_cls: 0.0242, loss: 0.0242, grad_norm: 0.5862 2021-04-05 05:35:20,820 - mmaction - INFO - Epoch [23][920/1567] lr: 3.414e-03, eta: 0:37:49, time: 0.995, data_time: 0.003, memory: 9526, top1_acc: 0.9957, top5_acc: 1.0000, loss_cls: 0.0196, loss: 0.0196, grad_norm: 0.4817 2021-04-05 05:35:40,915 - mmaction - INFO - Epoch [23][940/1567] lr: 3.353e-03, eta: 0:37:28, time: 1.003, data_time: 0.009, memory: 9526, top1_acc: 0.9955, top5_acc: 1.0000, loss_cls: 0.0212, loss: 0.0212, grad_norm: 0.5668 2021-04-05 05:36:00,622 - mmaction - INFO - Epoch [23][960/1567] lr: 3.292e-03, eta: 0:37:08, time: 0.988, data_time: 0.006, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224, grad_norm: 0.5749 2021-04-05 05:36:20,142 - mmaction - INFO - Epoch [23][980/1567] lr: 3.232e-03, eta: 0:36:47, time: 0.975, data_time: 0.002, memory: 9526, top1_acc: 0.9953, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234, grad_norm: 0.5278 2021-04-05 05:36:40,706 - mmaction - INFO - Epoch [23][1000/1567] lr: 3.172e-03, eta: 0:36:27, time: 1.028, data_time: 0.006, memory: 9526, top1_acc: 0.9947, top5_acc: 0.9998, loss_cls: 0.0251, loss: 0.0251, grad_norm: 0.6001 2021-04-05 05:37:00,509 - mmaction - INFO - Epoch [23][1020/1567] lr: 3.113e-03, eta: 0:36:06, time: 0.993, data_time: 0.004, memory: 9526, top1_acc: 0.9959, top5_acc: 0.9998, loss_cls: 0.0239, loss: 0.0239, grad_norm: 0.6009 2021-04-05 05:37:20,572 - mmaction - INFO - Epoch [23][1040/1567] lr: 3.055e-03, eta: 0:35:46, time: 1.002, data_time: 0.001, memory: 9526, top1_acc: 0.9955, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228, grad_norm: 0.5470 2021-04-05 05:37:40,781 - mmaction - INFO - Epoch [23][1060/1567] lr: 2.997e-03, eta: 0:35:25, time: 1.005, data_time: 0.002, memory: 9526, top1_acc: 0.9945, top5_acc: 0.9998, loss_cls: 0.0246, loss: 0.0246, grad_norm: 0.6276 2021-04-05 05:38:00,493 - mmaction - INFO - Epoch [23][1080/1567] lr: 2.940e-03, eta: 0:35:05, time: 0.989, data_time: 0.009, memory: 9526, top1_acc: 0.9943, top5_acc: 0.9998, loss_cls: 0.0246, loss: 0.0246, grad_norm: 0.5956 2021-04-05 05:38:19,895 - mmaction - INFO - Epoch [23][1100/1567] lr: 2.883e-03, eta: 0:34:44, time: 0.971, data_time: 0.004, memory: 9526, top1_acc: 0.9957, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222, grad_norm: 0.5560 2021-04-05 05:38:40,017 - mmaction - INFO - Epoch [23][1120/1567] lr: 2.827e-03, eta: 0:34:24, time: 1.006, data_time: 0.003, memory: 9526, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0209, loss: 0.0209, grad_norm: 0.5492 2021-04-05 05:38:59,586 - mmaction - INFO - Epoch [23][1140/1567] lr: 2.771e-03, eta: 0:34:03, time: 0.979, data_time: 0.004, memory: 9526, top1_acc: 0.9961, top5_acc: 1.0000, loss_cls: 0.0201, loss: 0.0201, grad_norm: 0.5165 2021-04-05 05:39:19,734 - mmaction - INFO - Epoch [23][1160/1567] lr: 2.716e-03, eta: 0:33:43, time: 1.004, data_time: 0.002, memory: 9526, top1_acc: 0.9953, top5_acc: 0.9996, loss_cls: 0.0237, loss: 0.0237, grad_norm: 0.5948 2021-04-05 05:39:39,488 - mmaction - INFO - Epoch [23][1180/1567] lr: 2.661e-03, eta: 0:33:22, time: 0.991, data_time: 0.006, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0202, loss: 0.0202, grad_norm: 0.5236 2021-04-05 05:39:59,021 - mmaction - INFO - Epoch [23][1200/1567] lr: 2.607e-03, eta: 0:33:02, time: 0.977, data_time: 0.003, memory: 9526, top1_acc: 0.9953, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244, grad_norm: 0.5958 2021-04-05 05:40:19,310 - mmaction - INFO - Epoch [23][1220/1567] lr: 2.554e-03, eta: 0:32:41, time: 1.012, data_time: 0.002, memory: 9526, top1_acc: 0.9939, top5_acc: 0.9992, loss_cls: 0.0282, loss: 0.0282, grad_norm: 0.6469 2021-04-05 05:40:38,574 - mmaction - INFO - Epoch [23][1240/1567] lr: 2.501e-03, eta: 0:32:20, time: 0.966, data_time: 0.005, memory: 9526, top1_acc: 0.9951, top5_acc: 0.9996, loss_cls: 0.0242, loss: 0.0242, grad_norm: 0.6091 2021-04-05 05:40:58,657 - mmaction - INFO - Epoch [23][1260/1567] lr: 2.448e-03, eta: 0:32:00, time: 1.002, data_time: 0.003, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0205, loss: 0.0205, grad_norm: 0.5643 2021-04-05 05:41:18,690 - mmaction - INFO - Epoch [23][1280/1567] lr: 2.396e-03, eta: 0:31:39, time: 1.002, data_time: 0.003, memory: 9526, top1_acc: 0.9949, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234, grad_norm: 0.5418 2021-04-05 05:41:38,509 - mmaction - INFO - Epoch [23][1300/1567] lr: 2.345e-03, eta: 0:31:19, time: 0.988, data_time: 0.003, memory: 9526, top1_acc: 0.9969, top5_acc: 0.9998, loss_cls: 0.0205, loss: 0.0205, grad_norm: 0.5184 2021-04-05 05:41:58,717 - mmaction - INFO - Epoch [23][1320/1567] lr: 2.294e-03, eta: 0:30:58, time: 1.010, data_time: 0.006, memory: 9526, top1_acc: 0.9965, top5_acc: 0.9998, loss_cls: 0.0213, loss: 0.0213, grad_norm: 0.5073 2021-04-05 05:42:18,340 - mmaction - INFO - Epoch [23][1340/1567] lr: 2.244e-03, eta: 0:30:38, time: 0.983, data_time: 0.006, memory: 9526, top1_acc: 0.9945, top5_acc: 0.9994, loss_cls: 0.0278, loss: 0.0278, grad_norm: 0.6199 2021-04-05 05:42:38,041 - mmaction - INFO - Epoch [23][1360/1567] lr: 2.195e-03, eta: 0:30:17, time: 0.983, data_time: 0.005, memory: 9526, top1_acc: 0.9947, top5_acc: 0.9998, loss_cls: 0.0240, loss: 0.0240, grad_norm: 0.5711 2021-04-05 05:42:58,081 - mmaction - INFO - Epoch [23][1380/1567] lr: 2.145e-03, eta: 0:29:57, time: 1.004, data_time: 0.007, memory: 9526, top1_acc: 0.9965, top5_acc: 0.9998, loss_cls: 0.0215, loss: 0.0215, grad_norm: 0.5401 2021-04-05 05:43:17,900 - mmaction - INFO - Epoch [23][1400/1567] lr: 2.097e-03, eta: 0:29:36, time: 0.989, data_time: 0.005, memory: 9526, top1_acc: 0.9939, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244, grad_norm: 0.6020 2021-04-05 05:43:37,721 - mmaction - INFO - Epoch [23][1420/1567] lr: 2.049e-03, eta: 0:29:16, time: 0.992, data_time: 0.006, memory: 9526, top1_acc: 0.9949, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227, grad_norm: 0.5449 2021-04-05 05:43:57,478 - mmaction - INFO - Epoch [23][1440/1567] lr: 2.001e-03, eta: 0:28:55, time: 0.985, data_time: 0.004, memory: 9526, top1_acc: 0.9957, top5_acc: 0.9990, loss_cls: 0.0238, loss: 0.0238, grad_norm: 0.5799 2021-04-05 05:44:17,321 - mmaction - INFO - Epoch [23][1460/1567] lr: 1.955e-03, eta: 0:28:35, time: 0.997, data_time: 0.007, memory: 9526, top1_acc: 0.9953, top5_acc: 1.0000, loss_cls: 0.0202, loss: 0.0202, grad_norm: 0.5431 2021-04-05 05:44:37,383 - mmaction - INFO - Epoch [23][1480/1567] lr: 1.908e-03, eta: 0:28:14, time: 1.001, data_time: 0.014, memory: 9526, top1_acc: 0.9957, top5_acc: 1.0000, loss_cls: 0.0200, loss: 0.0200, grad_norm: 0.5365 2021-04-05 05:44:57,804 - mmaction - INFO - Epoch [23][1500/1567] lr: 1.863e-03, eta: 0:27:54, time: 1.021, data_time: 0.005, memory: 9526, top1_acc: 0.9973, top5_acc: 0.9996, loss_cls: 0.0195, loss: 0.0195, grad_norm: 0.4509 2021-04-05 05:45:17,306 - mmaction - INFO - Epoch [23][1520/1567] lr: 1.817e-03, eta: 0:27:33, time: 0.976, data_time: 0.005, memory: 9526, top1_acc: 0.9973, top5_acc: 0.9996, loss_cls: 0.0203, loss: 0.0203, grad_norm: 0.4842 2021-04-05 05:45:37,643 - mmaction - INFO - Epoch [23][1540/1567] lr: 1.773e-03, eta: 0:27:13, time: 1.017, data_time: 0.003, memory: 9526, top1_acc: 0.9961, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208, grad_norm: 0.5391 2021-04-05 05:45:57,397 - mmaction - INFO - Epoch [23][1560/1567] lr: 1.729e-03, eta: 0:26:52, time: 0.987, data_time: 0.003, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0184, loss: 0.0184, grad_norm: 0.5068 2021-04-05 05:46:03,629 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-04-05 05:47:29,945 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 05:47:30,027 - mmaction - INFO - top1_acc 0.9352 top5_acc 0.9956 2021-04-05 05:47:30,030 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 05:47:30,060 - mmaction - INFO - mean_acc 0.9351 2021-04-05 05:47:30,060 - mmaction - INFO - Now best checkpoint is epoch_23.pth 2021-04-05 05:47:30,065 - mmaction - INFO - Epoch(val) [23][1567] top1_acc: 0.9352, top5_acc: 0.9956, mean_class_accuracy: 0.9351 2021-04-05 05:48:28,169 - mmaction - INFO - Epoch [24][20/1567] lr: 1.670e-03, eta: 0:26:26, time: 2.898, data_time: 1.886, memory: 9526, top1_acc: 0.9949, top5_acc: 0.9994, loss_cls: 0.0246, loss: 0.0246, grad_norm: 0.6070 2021-04-05 05:48:48,861 - mmaction - INFO - Epoch [24][40/1567] lr: 1.627e-03, eta: 0:26:05, time: 1.038, data_time: 0.087, memory: 9526, top1_acc: 0.9955, top5_acc: 1.0000, loss_cls: 0.0205, loss: 0.0205, grad_norm: 0.5382 2021-04-05 05:49:08,138 - mmaction - INFO - Epoch [24][60/1567] lr: 1.585e-03, eta: 0:25:45, time: 0.965, data_time: 0.005, memory: 9526, top1_acc: 0.9961, top5_acc: 0.9998, loss_cls: 0.0197, loss: 0.0197, grad_norm: 0.5298 2021-04-05 05:49:28,345 - mmaction - INFO - Epoch [24][80/1567] lr: 1.543e-03, eta: 0:25:24, time: 1.010, data_time: 0.010, memory: 9526, top1_acc: 0.9957, top5_acc: 0.9998, loss_cls: 0.0230, loss: 0.0230, grad_norm: 0.5957 2021-04-05 05:49:48,093 - mmaction - INFO - Epoch [24][100/1567] lr: 1.502e-03, eta: 0:25:04, time: 0.989, data_time: 0.003, memory: 9526, top1_acc: 0.9955, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230, grad_norm: 0.5763 2021-04-05 05:50:07,593 - mmaction - INFO - Epoch [24][120/1567] lr: 1.461e-03, eta: 0:24:43, time: 0.972, data_time: 0.001, memory: 9526, top1_acc: 0.9963, top5_acc: 0.9996, loss_cls: 0.0221, loss: 0.0221, grad_norm: 0.4799 2021-04-05 05:50:27,441 - mmaction - INFO - Epoch [24][140/1567] lr: 1.421e-03, eta: 0:24:23, time: 0.993, data_time: 0.004, memory: 9526, top1_acc: 0.9967, top5_acc: 0.9998, loss_cls: 0.0190, loss: 0.0190, grad_norm: 0.5029 2021-04-05 05:50:47,267 - mmaction - INFO - Epoch [24][160/1567] lr: 1.382e-03, eta: 0:24:02, time: 0.988, data_time: 0.004, memory: 9526, top1_acc: 0.9961, top5_acc: 1.0000, loss_cls: 0.0191, loss: 0.0191, grad_norm: 0.4892 2021-04-05 05:51:07,535 - mmaction - INFO - Epoch [24][180/1567] lr: 1.343e-03, eta: 0:23:42, time: 1.016, data_time: 0.007, memory: 9526, top1_acc: 0.9953, top5_acc: 0.9996, loss_cls: 0.0226, loss: 0.0226, grad_norm: 0.5688 2021-04-05 05:51:26,935 - mmaction - INFO - Epoch [24][200/1567] lr: 1.304e-03, eta: 0:23:21, time: 0.971, data_time: 0.003, memory: 9526, top1_acc: 0.9971, top5_acc: 0.9998, loss_cls: 0.0196, loss: 0.0196, grad_norm: 0.5038 2021-04-05 05:51:46,998 - mmaction - INFO - Epoch [24][220/1567] lr: 1.267e-03, eta: 0:23:00, time: 1.002, data_time: 0.002, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0192, loss: 0.0192, grad_norm: 0.4673 2021-04-05 05:52:06,750 - mmaction - INFO - Epoch [24][240/1567] lr: 1.229e-03, eta: 0:22:40, time: 0.986, data_time: 0.004, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0180, loss: 0.0180, grad_norm: 0.5197 2021-04-05 05:52:26,561 - mmaction - INFO - Epoch [24][260/1567] lr: 1.193e-03, eta: 0:22:19, time: 0.994, data_time: 0.016, memory: 9526, top1_acc: 0.9953, top5_acc: 0.9998, loss_cls: 0.0222, loss: 0.0222, grad_norm: 0.5860 2021-04-05 05:52:46,849 - mmaction - INFO - Epoch [24][280/1567] lr: 1.157e-03, eta: 0:21:59, time: 1.013, data_time: 0.002, memory: 9526, top1_acc: 0.9955, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222, grad_norm: 0.5981 2021-04-05 05:53:06,634 - mmaction - INFO - Epoch [24][300/1567] lr: 1.121e-03, eta: 0:21:38, time: 0.991, data_time: 0.004, memory: 9526, top1_acc: 0.9957, top5_acc: 0.9996, loss_cls: 0.0230, loss: 0.0230, grad_norm: 0.5630 2021-04-05 05:53:26,152 - mmaction - INFO - Epoch [24][320/1567] lr: 1.086e-03, eta: 0:21:18, time: 0.973, data_time: 0.001, memory: 9526, top1_acc: 0.9967, top5_acc: 0.9998, loss_cls: 0.0191, loss: 0.0191, grad_norm: 0.5047 2021-04-05 05:53:46,057 - mmaction - INFO - Epoch [24][340/1567] lr: 1.051e-03, eta: 0:20:57, time: 0.997, data_time: 0.004, memory: 9526, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0207, loss: 0.0207, grad_norm: 0.5535 2021-04-05 05:54:05,891 - mmaction - INFO - Epoch [24][360/1567] lr: 1.017e-03, eta: 0:20:37, time: 0.990, data_time: 0.003, memory: 9526, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0208, loss: 0.0208, grad_norm: 0.5574 2021-04-05 05:54:25,849 - mmaction - INFO - Epoch [24][380/1567] lr: 9.840e-04, eta: 0:20:16, time: 0.999, data_time: 0.006, memory: 9526, top1_acc: 0.9965, top5_acc: 1.0000, loss_cls: 0.0218, loss: 0.0218, grad_norm: 0.5290 2021-04-05 05:54:46,048 - mmaction - INFO - Epoch [24][400/1567] lr: 9.512e-04, eta: 0:19:56, time: 1.009, data_time: 0.004, memory: 9526, top1_acc: 0.9973, top5_acc: 0.9998, loss_cls: 0.0187, loss: 0.0187, grad_norm: 0.4778 2021-04-05 05:55:05,802 - mmaction - INFO - Epoch [24][420/1567] lr: 9.189e-04, eta: 0:19:35, time: 0.989, data_time: 0.005, memory: 9526, top1_acc: 0.9959, top5_acc: 0.9998, loss_cls: 0.0206, loss: 0.0206, grad_norm: 0.5354 2021-04-05 05:55:25,551 - mmaction - INFO - Epoch [24][440/1567] lr: 8.872e-04, eta: 0:19:15, time: 0.987, data_time: 0.003, memory: 9526, top1_acc: 0.9953, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216, grad_norm: 0.6058 2021-04-05 05:55:45,073 - mmaction - INFO - Epoch [24][460/1567] lr: 8.561e-04, eta: 0:18:54, time: 0.979, data_time: 0.004, memory: 9526, top1_acc: 0.9963, top5_acc: 0.9998, loss_cls: 0.0205, loss: 0.0205, grad_norm: 0.5214 2021-04-05 05:56:04,913 - mmaction - INFO - Epoch [24][480/1567] lr: 8.255e-04, eta: 0:18:34, time: 0.991, data_time: 0.002, memory: 9526, top1_acc: 0.9957, top5_acc: 0.9998, loss_cls: 0.0215, loss: 0.0215, grad_norm: 0.5660 2021-04-05 05:56:25,111 - mmaction - INFO - Epoch [24][500/1567] lr: 7.954e-04, eta: 0:18:13, time: 1.005, data_time: 0.003, memory: 9526, top1_acc: 0.9965, top5_acc: 0.9998, loss_cls: 0.0201, loss: 0.0201, grad_norm: 0.5168 2021-04-05 05:56:44,776 - mmaction - INFO - Epoch [24][520/1567] lr: 7.659e-04, eta: 0:17:53, time: 0.983, data_time: 0.008, memory: 9526, top1_acc: 0.9969, top5_acc: 0.9998, loss_cls: 0.0199, loss: 0.0199, grad_norm: 0.4856 2021-04-05 05:57:04,633 - mmaction - INFO - Epoch [24][540/1567] lr: 7.370e-04, eta: 0:17:32, time: 0.998, data_time: 0.009, memory: 9526, top1_acc: 0.9965, top5_acc: 0.9998, loss_cls: 0.0217, loss: 0.0217, grad_norm: 0.5263 2021-04-05 05:57:24,681 - mmaction - INFO - Epoch [24][560/1567] lr: 7.086e-04, eta: 0:17:12, time: 1.004, data_time: 0.004, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0189, loss: 0.0189, grad_norm: 0.5152 2021-04-05 05:57:44,648 - mmaction - INFO - Epoch [24][580/1567] lr: 6.808e-04, eta: 0:16:51, time: 0.996, data_time: 0.001, memory: 9526, top1_acc: 0.9957, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221, grad_norm: 0.5491 2021-04-05 05:58:04,786 - mmaction - INFO - Epoch [24][600/1567] lr: 6.535e-04, eta: 0:16:31, time: 1.006, data_time: 0.003, memory: 9526, top1_acc: 0.9967, top5_acc: 0.9998, loss_cls: 0.0212, loss: 0.0212, grad_norm: 0.5339 2021-04-05 05:58:24,318 - mmaction - INFO - Epoch [24][620/1567] lr: 6.268e-04, eta: 0:16:10, time: 0.975, data_time: 0.004, memory: 9526, top1_acc: 0.9947, top5_acc: 0.9998, loss_cls: 0.0218, loss: 0.0218, grad_norm: 0.5787 2021-04-05 05:58:44,454 - mmaction - INFO - Epoch [24][640/1567] lr: 6.006e-04, eta: 0:15:50, time: 1.008, data_time: 0.006, memory: 9526, top1_acc: 0.9945, top5_acc: 0.9996, loss_cls: 0.0226, loss: 0.0226, grad_norm: 0.5508 2021-04-05 05:59:04,044 - mmaction - INFO - Epoch [24][660/1567] lr: 5.750e-04, eta: 0:15:29, time: 0.981, data_time: 0.005, memory: 9526, top1_acc: 0.9963, top5_acc: 0.9998, loss_cls: 0.0190, loss: 0.0190, grad_norm: 0.5040 2021-04-05 05:59:24,330 - mmaction - INFO - Epoch [24][680/1567] lr: 5.500e-04, eta: 0:15:09, time: 1.012, data_time: 0.006, memory: 9526, top1_acc: 0.9969, top5_acc: 0.9998, loss_cls: 0.0209, loss: 0.0209, grad_norm: 0.5158 2021-04-05 05:59:44,256 - mmaction - INFO - Epoch [24][700/1567] lr: 5.255e-04, eta: 0:14:48, time: 0.998, data_time: 0.006, memory: 9526, top1_acc: 0.9957, top5_acc: 0.9996, loss_cls: 0.0229, loss: 0.0229, grad_norm: 0.5072 2021-04-05 06:00:04,734 - mmaction - INFO - Epoch [24][720/1567] lr: 5.016e-04, eta: 0:14:28, time: 1.017, data_time: 0.008, memory: 9526, top1_acc: 0.9951, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211, grad_norm: 0.6183 2021-04-05 06:00:24,846 - mmaction - INFO - Epoch [24][740/1567] lr: 4.782e-04, eta: 0:14:07, time: 1.012, data_time: 0.009, memory: 9526, top1_acc: 0.9955, top5_acc: 1.0000, loss_cls: 0.0195, loss: 0.0195, grad_norm: 0.5265 2021-04-05 06:00:44,854 - mmaction - INFO - Epoch [24][760/1567] lr: 4.554e-04, eta: 0:13:46, time: 1.000, data_time: 0.003, memory: 9526, top1_acc: 0.9951, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227, grad_norm: 0.6248 2021-04-05 06:01:04,813 - mmaction - INFO - Epoch [24][780/1567] lr: 4.331e-04, eta: 0:13:26, time: 0.998, data_time: 0.008, memory: 9526, top1_acc: 0.9963, top5_acc: 0.9998, loss_cls: 0.0194, loss: 0.0194, grad_norm: 0.5010 2021-04-05 06:01:24,849 - mmaction - INFO - Epoch [24][800/1567] lr: 4.114e-04, eta: 0:13:05, time: 1.000, data_time: 0.004, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0189, loss: 0.0189, grad_norm: 0.4980 2021-04-05 06:01:44,678 - mmaction - INFO - Epoch [24][820/1567] lr: 3.903e-04, eta: 0:12:45, time: 0.990, data_time: 0.009, memory: 9526, top1_acc: 0.9951, top5_acc: 0.9996, loss_cls: 0.0225, loss: 0.0225, grad_norm: 0.5655 2021-04-05 06:02:04,672 - mmaction - INFO - Epoch [24][840/1567] lr: 3.697e-04, eta: 0:12:24, time: 1.005, data_time: 0.008, memory: 9526, top1_acc: 0.9955, top5_acc: 0.9996, loss_cls: 0.0230, loss: 0.0230, grad_norm: 0.5555 2021-04-05 06:02:24,799 - mmaction - INFO - Epoch [24][860/1567] lr: 3.497e-04, eta: 0:12:04, time: 1.002, data_time: 0.014, memory: 9526, top1_acc: 0.9943, top5_acc: 1.0000, loss_cls: 0.0248, loss: 0.0248, grad_norm: 0.6039 2021-04-05 06:02:44,531 - mmaction - INFO - Epoch [24][880/1567] lr: 3.302e-04, eta: 0:11:43, time: 0.988, data_time: 0.006, memory: 9526, top1_acc: 0.9986, top5_acc: 1.0000, loss_cls: 0.0162, loss: 0.0162, grad_norm: 0.4176 2021-04-05 06:03:04,270 - mmaction - INFO - Epoch [24][900/1567] lr: 3.113e-04, eta: 0:11:23, time: 0.989, data_time: 0.013, memory: 9526, top1_acc: 0.9961, top5_acc: 0.9998, loss_cls: 0.0204, loss: 0.0204, grad_norm: 0.5130 2021-04-05 06:03:24,218 - mmaction - INFO - Epoch [24][920/1567] lr: 2.929e-04, eta: 0:11:02, time: 0.994, data_time: 0.043, memory: 9526, top1_acc: 0.9955, top5_acc: 0.9998, loss_cls: 0.0210, loss: 0.0210, grad_norm: 0.5360 2021-04-05 06:03:44,365 - mmaction - INFO - Epoch [24][940/1567] lr: 2.751e-04, eta: 0:10:42, time: 1.012, data_time: 0.013, memory: 9526, top1_acc: 0.9961, top5_acc: 0.9998, loss_cls: 0.0232, loss: 0.0232, grad_norm: 0.5540 2021-04-05 06:04:03,978 - mmaction - INFO - Epoch [24][960/1567] lr: 2.579e-04, eta: 0:10:21, time: 0.975, data_time: 0.003, memory: 9526, top1_acc: 0.9965, top5_acc: 0.9998, loss_cls: 0.0193, loss: 0.0193, grad_norm: 0.4967 2021-04-05 06:04:24,147 - mmaction - INFO - Epoch [24][980/1567] lr: 2.412e-04, eta: 0:10:01, time: 1.013, data_time: 0.007, memory: 9526, top1_acc: 0.9971, top5_acc: 0.9998, loss_cls: 0.0203, loss: 0.0203, grad_norm: 0.4927 2021-04-05 06:04:44,332 - mmaction - INFO - Epoch [24][1000/1567] lr: 2.251e-04, eta: 0:09:40, time: 1.005, data_time: 0.003, memory: 9526, top1_acc: 0.9963, top5_acc: 0.9998, loss_cls: 0.0193, loss: 0.0193, grad_norm: 0.4968 2021-04-05 06:05:04,830 - mmaction - INFO - Epoch [24][1020/1567] lr: 2.095e-04, eta: 0:09:20, time: 1.026, data_time: 0.007, memory: 9526, top1_acc: 0.9957, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220, grad_norm: 0.5344 2021-04-05 06:05:24,738 - mmaction - INFO - Epoch [24][1040/1567] lr: 1.945e-04, eta: 0:08:59, time: 0.997, data_time: 0.006, memory: 9526, top1_acc: 0.9965, top5_acc: 0.9998, loss_cls: 0.0190, loss: 0.0190, grad_norm: 0.4966 2021-04-05 06:05:44,474 - mmaction - INFO - Epoch [24][1060/1567] lr: 1.801e-04, eta: 0:08:39, time: 0.985, data_time: 0.004, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0171, loss: 0.0171, grad_norm: 0.4684 2021-04-05 06:06:04,372 - mmaction - INFO - Epoch [24][1080/1567] lr: 1.662e-04, eta: 0:08:18, time: 0.996, data_time: 0.006, memory: 9526, top1_acc: 0.9963, top5_acc: 0.9998, loss_cls: 0.0212, loss: 0.0212, grad_norm: 0.4980 2021-04-05 06:06:23,810 - mmaction - INFO - Epoch [24][1100/1567] lr: 1.528e-04, eta: 0:07:58, time: 0.971, data_time: 0.005, memory: 9526, top1_acc: 0.9943, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234, grad_norm: 0.6159 2021-04-05 06:06:43,995 - mmaction - INFO - Epoch [24][1120/1567] lr: 1.400e-04, eta: 0:07:37, time: 1.009, data_time: 0.005, memory: 9526, top1_acc: 0.9961, top5_acc: 1.0000, loss_cls: 0.0192, loss: 0.0192, grad_norm: 0.5590 2021-04-05 06:07:04,121 - mmaction - INFO - Epoch [24][1140/1567] lr: 1.278e-04, eta: 0:07:17, time: 1.007, data_time: 0.005, memory: 9526, top1_acc: 0.9959, top5_acc: 0.9998, loss_cls: 0.0206, loss: 0.0206, grad_norm: 0.5338 2021-04-05 06:07:23,615 - mmaction - INFO - Epoch [24][1160/1567] lr: 1.161e-04, eta: 0:06:56, time: 0.975, data_time: 0.005, memory: 9526, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0210, loss: 0.0210, grad_norm: 0.5217 2021-04-05 06:07:43,838 - mmaction - INFO - Epoch [24][1180/1567] lr: 1.050e-04, eta: 0:06:36, time: 1.012, data_time: 0.005, memory: 9526, top1_acc: 0.9961, top5_acc: 0.9998, loss_cls: 0.0214, loss: 0.0214, grad_norm: 0.5293 2021-04-05 06:08:03,579 - mmaction - INFO - Epoch [24][1200/1567] lr: 9.449e-05, eta: 0:06:15, time: 0.987, data_time: 0.006, memory: 9526, top1_acc: 0.9947, top5_acc: 0.9998, loss_cls: 0.0241, loss: 0.0241, grad_norm: 0.6300 2021-04-05 06:08:23,744 - mmaction - INFO - Epoch [24][1220/1567] lr: 8.450e-05, eta: 0:05:55, time: 1.008, data_time: 0.002, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0185, loss: 0.0185, grad_norm: 0.5433 2021-04-05 06:08:43,446 - mmaction - INFO - Epoch [24][1240/1567] lr: 7.507e-05, eta: 0:05:34, time: 0.985, data_time: 0.004, memory: 9526, top1_acc: 0.9959, top5_acc: 0.9998, loss_cls: 0.0208, loss: 0.0208, grad_norm: 0.5257 2021-04-05 06:09:03,620 - mmaction - INFO - Epoch [24][1260/1567] lr: 6.619e-05, eta: 0:05:14, time: 1.006, data_time: 0.003, memory: 9526, top1_acc: 0.9949, top5_acc: 0.9998, loss_cls: 0.0215, loss: 0.0215, grad_norm: 0.5575 2021-04-05 06:09:23,498 - mmaction - INFO - Epoch [24][1280/1567] lr: 5.788e-05, eta: 0:04:54, time: 0.996, data_time: 0.006, memory: 9526, top1_acc: 0.9979, top5_acc: 1.0000, loss_cls: 0.0160, loss: 0.0160, grad_norm: 0.4327 2021-04-05 06:09:43,423 - mmaction - INFO - Epoch [24][1300/1567] lr: 5.012e-05, eta: 0:04:33, time: 0.995, data_time: 0.003, memory: 9526, top1_acc: 0.9955, top5_acc: 0.9994, loss_cls: 0.0241, loss: 0.0241, grad_norm: 0.5758 2021-04-05 06:10:03,492 - mmaction - INFO - Epoch [24][1320/1567] lr: 4.292e-05, eta: 0:04:13, time: 1.002, data_time: 0.004, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0179, loss: 0.0179, grad_norm: 0.4892 2021-04-05 06:10:23,477 - mmaction - INFO - Epoch [24][1340/1567] lr: 3.627e-05, eta: 0:03:52, time: 0.996, data_time: 0.008, memory: 9526, top1_acc: 0.9959, top5_acc: 0.9994, loss_cls: 0.0247, loss: 0.0247, grad_norm: 0.5877 2021-04-05 06:10:43,073 - mmaction - INFO - Epoch [24][1360/1567] lr: 3.019e-05, eta: 0:03:32, time: 0.984, data_time: 0.009, memory: 9526, top1_acc: 0.9965, top5_acc: 0.9996, loss_cls: 0.0202, loss: 0.0202, grad_norm: 0.4828 2021-04-05 06:11:03,428 - mmaction - INFO - Epoch [24][1380/1567] lr: 2.466e-05, eta: 0:03:11, time: 1.016, data_time: 0.005, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0191, loss: 0.0191, grad_norm: 0.4769 2021-04-05 06:11:23,061 - mmaction - INFO - Epoch [24][1400/1567] lr: 1.969e-05, eta: 0:02:51, time: 0.985, data_time: 0.009, memory: 9526, top1_acc: 0.9953, top5_acc: 0.9996, loss_cls: 0.0258, loss: 0.0258, grad_norm: 0.5642 2021-04-05 06:11:42,935 - mmaction - INFO - Epoch [24][1420/1567] lr: 1.528e-05, eta: 0:02:30, time: 0.992, data_time: 0.003, memory: 9526, top1_acc: 0.9969, top5_acc: 0.9998, loss_cls: 0.0179, loss: 0.0179, grad_norm: 0.4508 2021-04-05 06:12:03,321 - mmaction - INFO - Epoch [24][1440/1567] lr: 1.143e-05, eta: 0:02:10, time: 1.022, data_time: 0.005, memory: 9526, top1_acc: 0.9959, top5_acc: 0.9998, loss_cls: 0.0202, loss: 0.0202, grad_norm: 0.4938 2021-04-05 06:12:23,115 - mmaction - INFO - Epoch [24][1460/1567] lr: 8.139e-06, eta: 0:01:49, time: 0.984, data_time: 0.016, memory: 9526, top1_acc: 0.9961, top5_acc: 1.0000, loss_cls: 0.0212, loss: 0.0212, grad_norm: 0.5755 2021-04-05 06:12:43,125 - mmaction - INFO - Epoch [24][1480/1567] lr: 5.404e-06, eta: 0:01:29, time: 1.002, data_time: 0.008, memory: 9526, top1_acc: 0.9951, top5_acc: 0.9998, loss_cls: 0.0214, loss: 0.0214, grad_norm: 0.5553 2021-04-05 06:13:02,868 - mmaction - INFO - Epoch [24][1500/1567] lr: 3.227e-06, eta: 0:01:08, time: 0.986, data_time: 0.006, memory: 9526, top1_acc: 0.9963, top5_acc: 0.9998, loss_cls: 0.0212, loss: 0.0212, grad_norm: 0.5543 2021-04-05 06:13:22,801 - mmaction - INFO - Epoch [24][1520/1567] lr: 1.608e-06, eta: 0:00:48, time: 1.000, data_time: 0.006, memory: 9526, top1_acc: 0.9963, top5_acc: 0.9998, loss_cls: 0.0198, loss: 0.0198, grad_norm: 0.4880 2021-04-05 06:13:42,828 - mmaction - INFO - Epoch [24][1540/1567] lr: 5.471e-07, eta: 0:00:27, time: 1.004, data_time: 0.004, memory: 9526, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0211, loss: 0.0211, grad_norm: 0.5490 2021-04-05 06:14:02,606 - mmaction - INFO - Epoch [24][1560/1567] lr: 4.466e-08, eta: 0:00:07, time: 0.986, data_time: 0.002, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0201, loss: 0.0201, grad_norm: 0.4589 2021-04-05 06:14:09,297 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-04-05 06:15:38,673 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-05 06:15:38,749 - mmaction - INFO - top1_acc 0.9343 top5_acc 0.9954 2021-04-05 06:15:38,749 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-05 06:15:38,777 - mmaction - INFO - mean_acc 0.9341 2021-04-05 06:15:38,780 - mmaction - INFO - Epoch(val) [24][1567] top1_acc: 0.9343, top5_acc: 0.9954, mean_class_accuracy: 0.9341 2021-04-05 06:15:40,949 - mmaction - INFO - 16487 videos remain after valid thresholding