2021-04-07 14:10:03,699 - 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: GeForce GTX 1080 Ti CUDA_HOME: /mnt/lustressd/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) 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: 4.5.1 MMCV: 1.2.6 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.7.0+f5a829c ------------------------------------------------------------ 2021-04-07 14:10:03,699 - mmaction - INFO - Distributed training: True 2021-04-07 14:10:03,700 - mmaction - INFO - Config: /mnt/lustre/duanhaodong/mmaction2/configs/release/ntu120_cslimb_0407_wd34.py model = dict( type='Recognizer3D', backbone=dict( type='ResNet3dSlowOnly', depth=50, pretrained=None, lateral=False, stage_blocks=(4, 6, 3), in_channels=17, base_channels=32, num_stages=3, out_indices=(2, ), conv1_kernel=(1, 7, 7), conv1_stride_s=1, conv1_stride_t=1, pool1_stride_s=1, pool1_stride_t=1, inflate=(0, 1, 1), spatial_strides=(2, 2, 2), temporal_strides=(1, 1, 2), dilations=(1, 1, 1), with_pool2=False), cls_head=dict( type='I3DHead', in_channels=512, num_classes=120, 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_120.pkl' ann_file_val = 'data/mmntu/val_120.pkl' left=[1, 3, 5, 7, 9, 11, 13, 15] right=[2, 4, 6, 8, 10, 12, 14, 16] skeletons=[(0, 1), (0, 2), (1, 3), (2, 4), (0, 5), (5, 7), (7, 9), (0, 6), (6, 8), (8, 10), (5, 11), (11, 13), (13, 15), (0, 12), (12, 14), (14, 16), (11, 12)] 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=False, with_limb=True, skeletons=skeletons), 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=False, with_limb=True, skeletons=skeletons), 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='GeneratePoseTarget', sigma=0.6, use_score=True, with_kp=False, with_limb=True, skeletons=skeletons, 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, val_dataloader=dict(videos_per_gpu=1), test_dataloader=dict(videos_per_gpu=1), train=dict( type='RepeatDataset', times=10, dataset=dict( type=dataset_type, ann_file=ann_file_train, data_prefix='', resample=1.5, 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 8 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/ntu120_cslimb_0407_wd34' load_from = None resume_from = None find_unused_parameters = False 2021-04-07 14:10:07,840 - mmaction - INFO - 63025 videos remain after valid thresholding 2021-04-07 14:10:20,105 - mmaction - INFO - 50919 videos remain after valid thresholding 2021-04-07 14:10:20,113 - mmaction - INFO - Start running, host: duanhaodong@SH-IDC1-10-5-36-202, work_dir: /mnt/lustre/duanhaodong/mmaction2/work_dirs/release/ntu120_cslimb_0407_wd34 2021-04-07 14:10:20,114 - mmaction - INFO - workflow: [('train', 1)], max: 24 epochs 2021-04-07 14:14:15,238 - mmaction - INFO - Epoch [1][20/2910] lr: 4.000e-01, eta: 8 days, 0:52:19, time: 11.755, data_time: 10.515, memory: 9523, top1_acc: 0.0121, top5_acc: 0.0635, loss_cls: 4.7901, loss: 4.7901, grad_norm: 0.6081 2021-04-07 14:14:39,715 - mmaction - INFO - Epoch [1][40/2910] lr: 4.000e-01, eta: 4 days, 10:26:19, time: 1.224, data_time: 0.053, memory: 9523, top1_acc: 0.0186, top5_acc: 0.0914, loss_cls: 4.5888, loss: 4.5888, grad_norm: 0.5417 2021-04-07 14:15:05,923 - mmaction - INFO - Epoch [1][60/2910] lr: 4.000e-01, eta: 3 days, 6:06:05, time: 1.311, data_time: 0.077, memory: 9523, top1_acc: 0.0250, top5_acc: 0.1164, loss_cls: 4.4589, loss: 4.4589, grad_norm: 0.5285 2021-04-07 14:15:30,578 - mmaction - INFO - Epoch [1][80/2910] lr: 4.000e-01, eta: 2 days, 15:36:27, time: 1.233, data_time: 0.353, memory: 9523, top1_acc: 0.0363, top5_acc: 0.1576, loss_cls: 4.2630, loss: 4.2630, grad_norm: 0.5314 2021-04-07 14:15:56,564 - mmaction - INFO - Epoch [1][100/2910] lr: 4.000e-01, eta: 2 days, 7:07:31, time: 1.299, data_time: 0.117, memory: 9523, top1_acc: 0.0500, top5_acc: 0.1912, loss_cls: 4.0990, loss: 4.0990, grad_norm: 0.5525 2021-04-07 14:16:20,030 - mmaction - INFO - Epoch [1][120/2910] lr: 4.000e-01, eta: 2 days, 1:07:17, time: 1.172, data_time: 0.029, memory: 9523, top1_acc: 0.0646, top5_acc: 0.2250, loss_cls: 3.9316, loss: 3.9316, grad_norm: 0.5788 2021-04-07 14:16:45,283 - mmaction - INFO - Epoch [1][140/2910] lr: 4.000e-01, eta: 1 day, 21:02:44, time: 1.264, data_time: 0.166, memory: 9523, top1_acc: 0.0748, top5_acc: 0.2650, loss_cls: 3.8175, loss: 3.8175, grad_norm: 0.6299 2021-04-07 14:17:09,833 - mmaction - INFO - Epoch [1][160/2910] lr: 4.000e-01, eta: 1 day, 17:54:41, time: 1.227, data_time: 0.111, memory: 9523, top1_acc: 0.0850, top5_acc: 0.2943, loss_cls: 3.7032, loss: 3.7032, grad_norm: 0.6605 2021-04-07 14:17:33,746 - mmaction - INFO - Epoch [1][180/2910] lr: 4.000e-01, eta: 1 day, 15:25:05, time: 1.197, data_time: 0.108, memory: 9523, top1_acc: 0.1049, top5_acc: 0.3404, loss_cls: 3.5577, loss: 3.5577, grad_norm: 0.7518 2021-04-07 14:17:58,074 - mmaction - INFO - Epoch [1][200/2910] lr: 4.000e-01, eta: 1 day, 13:27:16, time: 1.217, data_time: 0.008, memory: 9523, top1_acc: 0.1189, top5_acc: 0.3805, loss_cls: 3.4260, loss: 3.4260, grad_norm: 0.7341 2021-04-07 14:18:23,758 - mmaction - INFO - Epoch [1][220/2910] lr: 4.000e-01, eta: 1 day, 11:56:48, time: 1.284, data_time: 0.143, memory: 9523, top1_acc: 0.1418, top5_acc: 0.4305, loss_cls: 3.3116, loss: 3.3116, grad_norm: 0.7624 2021-04-07 14:18:49,575 - mmaction - INFO - Epoch [1][240/2910] lr: 4.000e-01, eta: 1 day, 10:41:55, time: 1.291, data_time: 0.010, memory: 9523, top1_acc: 0.1672, top5_acc: 0.4746, loss_cls: 3.1652, loss: 3.1652, grad_norm: 0.7461 2021-04-07 14:19:13,242 - mmaction - INFO - Epoch [1][260/2910] lr: 4.000e-01, eta: 1 day, 9:30:20, time: 1.183, data_time: 0.121, memory: 9523, top1_acc: 0.1818, top5_acc: 0.4988, loss_cls: 3.0404, loss: 3.0404, grad_norm: 0.7899 2021-04-07 14:19:39,982 - mmaction - INFO - Epoch [1][280/2910] lr: 4.000e-01, eta: 1 day, 8:39:38, time: 1.336, data_time: 0.053, memory: 9523, top1_acc: 0.1807, top5_acc: 0.5223, loss_cls: 3.0211, loss: 3.0211, grad_norm: 0.8417 2021-04-07 14:20:03,508 - mmaction - INFO - Epoch [1][300/2910] lr: 4.000e-01, eta: 1 day, 7:45:19, time: 1.178, data_time: 0.101, memory: 9523, top1_acc: 0.1832, top5_acc: 0.5404, loss_cls: 2.9513, loss: 2.9513, grad_norm: 0.8778 2021-04-07 14:20:27,668 - mmaction - INFO - Epoch [1][320/2910] lr: 4.000e-01, eta: 1 day, 6:59:33, time: 1.208, data_time: 0.142, memory: 9523, top1_acc: 0.2119, top5_acc: 0.5746, loss_cls: 2.8345, loss: 2.8345, grad_norm: 0.8302 2021-04-07 14:20:51,459 - mmaction - INFO - Epoch [1][340/2910] lr: 4.000e-01, eta: 1 day, 6:18:04, time: 1.189, data_time: 0.101, memory: 9523, top1_acc: 0.2266, top5_acc: 0.5834, loss_cls: 2.8046, loss: 2.8046, grad_norm: 0.8382 2021-04-07 14:21:16,722 - mmaction - INFO - Epoch [1][360/2910] lr: 4.000e-01, eta: 1 day, 5:45:04, time: 1.261, data_time: 0.102, memory: 9523, top1_acc: 0.2418, top5_acc: 0.6119, loss_cls: 2.7024, loss: 2.7024, grad_norm: 0.8335 2021-04-07 14:21:40,789 - mmaction - INFO - Epoch [1][380/2910] lr: 4.000e-01, eta: 1 day, 5:12:36, time: 1.205, data_time: 0.020, memory: 9523, top1_acc: 0.2465, top5_acc: 0.6168, loss_cls: 2.6717, loss: 2.6717, grad_norm: 0.8081 2021-04-07 14:22:06,786 - mmaction - INFO - Epoch [1][400/2910] lr: 4.000e-01, eta: 1 day, 4:47:58, time: 1.300, data_time: 0.221, memory: 9523, top1_acc: 0.2703, top5_acc: 0.6428, loss_cls: 2.6017, loss: 2.6017, grad_norm: 0.8595 2021-04-07 14:22:30,550 - mmaction - INFO - Epoch [1][420/2910] lr: 4.000e-01, eta: 1 day, 4:20:28, time: 1.189, data_time: 0.088, memory: 9523, top1_acc: 0.2717, top5_acc: 0.6477, loss_cls: 2.5702, loss: 2.5702, grad_norm: 0.8261 2021-04-07 14:22:57,307 - mmaction - INFO - Epoch [1][440/2910] lr: 3.999e-01, eta: 1 day, 4:02:04, time: 1.338, data_time: 0.119, memory: 9523, top1_acc: 0.2822, top5_acc: 0.6629, loss_cls: 2.5120, loss: 2.5120, grad_norm: 0.8577 2021-04-07 14:23:21,430 - mmaction - INFO - Epoch [1][460/2910] lr: 3.999e-01, eta: 1 day, 3:39:37, time: 1.206, data_time: 0.054, memory: 9523, top1_acc: 0.2984, top5_acc: 0.6758, loss_cls: 2.4732, loss: 2.4732, grad_norm: 0.8849 2021-04-07 14:23:46,971 - mmaction - INFO - Epoch [1][480/2910] lr: 3.999e-01, eta: 1 day, 3:21:54, time: 1.277, data_time: 0.055, memory: 9523, top1_acc: 0.3162, top5_acc: 0.6992, loss_cls: 2.3971, loss: 2.3971, grad_norm: 0.9161 2021-04-07 14:24:12,320 - mmaction - INFO - Epoch [1][500/2910] lr: 3.999e-01, eta: 1 day, 3:05:09, time: 1.266, data_time: 0.035, memory: 9523, top1_acc: 0.3264, top5_acc: 0.6924, loss_cls: 2.3994, loss: 2.3994, grad_norm: 0.9292 2021-04-07 14:24:36,733 - mmaction - INFO - Epoch [1][520/2910] lr: 3.999e-01, eta: 1 day, 2:47:56, time: 1.221, data_time: 0.067, memory: 9523, top1_acc: 0.3303, top5_acc: 0.7109, loss_cls: 2.3443, loss: 2.3443, grad_norm: 0.9041 2021-04-07 14:25:01,311 - mmaction - INFO - Epoch [1][540/2910] lr: 3.999e-01, eta: 1 day, 2:32:18, time: 1.230, data_time: 0.059, memory: 9523, top1_acc: 0.3434, top5_acc: 0.7254, loss_cls: 2.2936, loss: 2.2936, grad_norm: 0.9303 2021-04-07 14:25:25,892 - mmaction - INFO - Epoch [1][560/2910] lr: 3.999e-01, eta: 1 day, 2:17:44, time: 1.229, data_time: 0.078, memory: 9523, top1_acc: 0.3561, top5_acc: 0.7238, loss_cls: 2.2576, loss: 2.2576, grad_norm: 0.9062 2021-04-07 14:25:51,239 - mmaction - INFO - Epoch [1][580/2910] lr: 3.999e-01, eta: 1 day, 2:05:24, time: 1.267, data_time: 0.038, memory: 9523, top1_acc: 0.3641, top5_acc: 0.7436, loss_cls: 2.2312, loss: 2.2312, grad_norm: 0.9346 2021-04-07 14:26:17,013 - mmaction - INFO - Epoch [1][600/2910] lr: 3.999e-01, eta: 1 day, 1:54:36, time: 1.289, data_time: 0.169, memory: 9523, top1_acc: 0.3584, top5_acc: 0.7443, loss_cls: 2.1903, loss: 2.1903, grad_norm: 0.8805 2021-04-07 14:26:40,600 - mmaction - INFO - Epoch [1][620/2910] lr: 3.999e-01, eta: 1 day, 1:41:01, time: 1.180, data_time: 0.095, memory: 9523, top1_acc: 0.3773, top5_acc: 0.7639, loss_cls: 2.1168, loss: 2.1168, grad_norm: 0.8681 2021-04-07 14:27:06,264 - mmaction - INFO - Epoch [1][640/2910] lr: 3.999e-01, eta: 1 day, 1:31:21, time: 1.282, data_time: 0.084, memory: 9523, top1_acc: 0.3902, top5_acc: 0.7621, loss_cls: 2.1100, loss: 2.1100, grad_norm: 0.9451 2021-04-07 14:27:31,335 - mmaction - INFO - Epoch [1][660/2910] lr: 3.999e-01, eta: 1 day, 1:21:28, time: 1.255, data_time: 0.075, memory: 9523, top1_acc: 0.4016, top5_acc: 0.7701, loss_cls: 2.0684, loss: 2.0684, grad_norm: 0.9266 2021-04-07 14:27:55,200 - mmaction - INFO - Epoch [1][680/2910] lr: 3.999e-01, eta: 1 day, 1:10:22, time: 1.193, data_time: 0.054, memory: 9523, top1_acc: 0.4111, top5_acc: 0.7832, loss_cls: 2.0091, loss: 2.0091, grad_norm: 0.9020 2021-04-07 14:28:21,724 - mmaction - INFO - Epoch [1][700/2910] lr: 3.999e-01, eta: 1 day, 1:03:36, time: 1.327, data_time: 0.133, memory: 9523, top1_acc: 0.4090, top5_acc: 0.7828, loss_cls: 2.0105, loss: 2.0105, grad_norm: 0.8866 2021-04-07 14:28:45,571 - mmaction - INFO - Epoch [1][720/2910] lr: 3.999e-01, eta: 1 day, 0:53:32, time: 1.192, data_time: 0.008, memory: 9523, top1_acc: 0.4264, top5_acc: 0.7977, loss_cls: 1.9640, loss: 1.9640, grad_norm: 0.9035 2021-04-07 14:29:11,253 - mmaction - INFO - Epoch [1][740/2910] lr: 3.998e-01, eta: 1 day, 0:46:26, time: 1.284, data_time: 0.058, memory: 9523, top1_acc: 0.4160, top5_acc: 0.7953, loss_cls: 1.9679, loss: 1.9679, grad_norm: 0.9450 2021-04-07 14:29:35,441 - mmaction - INFO - Epoch [1][760/2910] lr: 3.998e-01, eta: 1 day, 0:37:45, time: 1.209, data_time: 0.029, memory: 9523, top1_acc: 0.4252, top5_acc: 0.7902, loss_cls: 1.9799, loss: 1.9799, grad_norm: 0.9349 2021-04-07 14:30:00,996 - mmaction - INFO - Epoch [1][780/2910] lr: 3.998e-01, eta: 1 day, 0:31:13, time: 1.278, data_time: 0.052, memory: 9523, top1_acc: 0.4313, top5_acc: 0.8031, loss_cls: 1.9152, loss: 1.9152, grad_norm: 0.9175 2021-04-07 14:30:25,286 - mmaction - INFO - Epoch [1][800/2910] lr: 3.998e-01, eta: 1 day, 0:23:26, time: 1.214, data_time: 0.033, memory: 9523, top1_acc: 0.4318, top5_acc: 0.8049, loss_cls: 1.9214, loss: 1.9214, grad_norm: 0.9174 2021-04-07 14:30:50,402 - mmaction - INFO - Epoch [1][820/2910] lr: 3.998e-01, eta: 1 day, 0:17:00, time: 1.256, data_time: 0.222, memory: 9523, top1_acc: 0.4271, top5_acc: 0.8061, loss_cls: 1.9182, loss: 1.9182, grad_norm: 0.9176 2021-04-07 14:31:15,705 - mmaction - INFO - Epoch [1][840/2910] lr: 3.998e-01, eta: 1 day, 0:11:02, time: 1.264, data_time: 0.110, memory: 9523, top1_acc: 0.4406, top5_acc: 0.7893, loss_cls: 1.9361, loss: 1.9361, grad_norm: 0.9391 2021-04-07 14:31:40,592 - mmaction - INFO - Epoch [1][860/2910] lr: 3.998e-01, eta: 1 day, 0:04:55, time: 1.246, data_time: 0.038, memory: 9523, top1_acc: 0.4502, top5_acc: 0.8176, loss_cls: 1.8507, loss: 1.8507, grad_norm: 0.8926 2021-04-07 14:32:05,836 - mmaction - INFO - Epoch [1][880/2910] lr: 3.998e-01, eta: 23:59:23, time: 1.260, data_time: 0.119, memory: 9523, top1_acc: 0.4576, top5_acc: 0.8275, loss_cls: 1.8231, loss: 1.8231, grad_norm: 0.9138 2021-04-07 14:32:29,649 - mmaction - INFO - Epoch [1][900/2910] lr: 3.998e-01, eta: 23:52:37, time: 1.193, data_time: 0.102, memory: 9523, top1_acc: 0.4654, top5_acc: 0.8189, loss_cls: 1.8085, loss: 1.8085, grad_norm: 0.9305 2021-04-07 14:32:54,214 - mmaction - INFO - Epoch [1][920/2910] lr: 3.998e-01, eta: 23:46:50, time: 1.226, data_time: 0.050, memory: 9523, top1_acc: 0.4615, top5_acc: 0.8244, loss_cls: 1.8124, loss: 1.8124, grad_norm: 0.9117 2021-04-07 14:33:19,702 - mmaction - INFO - Epoch [1][940/2910] lr: 3.998e-01, eta: 23:42:18, time: 1.276, data_time: 0.023, memory: 9523, top1_acc: 0.4727, top5_acc: 0.8291, loss_cls: 1.7643, loss: 1.7643, grad_norm: 0.8782 2021-04-07 14:33:43,563 - mmaction - INFO - Epoch [1][960/2910] lr: 3.997e-01, eta: 23:36:16, time: 1.192, data_time: 0.083, memory: 9523, top1_acc: 0.4861, top5_acc: 0.8336, loss_cls: 1.7437, loss: 1.7437, grad_norm: 0.9298 2021-04-07 14:34:08,891 - mmaction - INFO - Epoch [1][980/2910] lr: 3.997e-01, eta: 23:31:55, time: 1.267, data_time: 0.094, memory: 9523, top1_acc: 0.4783, top5_acc: 0.8326, loss_cls: 1.7672, loss: 1.7672, grad_norm: 0.9814 2021-04-07 14:34:33,210 - mmaction - INFO - Epoch [1][1000/2910] lr: 3.997e-01, eta: 23:26:45, time: 1.216, data_time: 0.058, memory: 9523, top1_acc: 0.4660, top5_acc: 0.8223, loss_cls: 1.8131, loss: 1.8131, grad_norm: 0.9733 2021-04-07 14:34:58,664 - mmaction - INFO - Epoch [1][1020/2910] lr: 3.997e-01, eta: 23:22:51, time: 1.273, data_time: 0.159, memory: 9523, top1_acc: 0.4750, top5_acc: 0.8297, loss_cls: 1.7658, loss: 1.7658, grad_norm: 0.9247 2021-04-07 14:35:23,017 - mmaction - INFO - Epoch [1][1040/2910] lr: 3.997e-01, eta: 23:18:01, time: 1.216, data_time: 0.058, memory: 9523, top1_acc: 0.4900, top5_acc: 0.8354, loss_cls: 1.7306, loss: 1.7306, grad_norm: 0.9351 2021-04-07 14:35:47,822 - mmaction - INFO - Epoch [1][1060/2910] lr: 3.997e-01, eta: 23:13:50, time: 1.241, data_time: 0.061, memory: 9523, top1_acc: 0.4811, top5_acc: 0.8348, loss_cls: 1.7364, loss: 1.7364, grad_norm: 0.9480 2021-04-07 14:36:12,435 - mmaction - INFO - Epoch [1][1080/2910] lr: 3.997e-01, eta: 23:09:35, time: 1.231, data_time: 0.125, memory: 9523, top1_acc: 0.5020, top5_acc: 0.8396, loss_cls: 1.6785, loss: 1.6785, grad_norm: 0.9171 2021-04-07 14:36:38,683 - mmaction - INFO - Epoch [1][1100/2910] lr: 3.997e-01, eta: 23:06:54, time: 1.312, data_time: 0.067, memory: 9523, top1_acc: 0.4998, top5_acc: 0.8357, loss_cls: 1.7285, loss: 1.7285, grad_norm: 0.9573 2021-04-07 14:37:02,471 - mmaction - INFO - Epoch [1][1120/2910] lr: 3.996e-01, eta: 23:02:11, time: 1.190, data_time: 0.045, memory: 9523, top1_acc: 0.4963, top5_acc: 0.8359, loss_cls: 1.6960, loss: 1.6960, grad_norm: 0.8883 2021-04-07 14:37:26,930 - mmaction - INFO - Epoch [1][1140/2910] lr: 3.996e-01, eta: 22:58:11, time: 1.223, data_time: 0.042, memory: 9523, top1_acc: 0.4994, top5_acc: 0.8445, loss_cls: 1.6728, loss: 1.6728, grad_norm: 0.9095 2021-04-07 14:37:51,104 - mmaction - INFO - Epoch [1][1160/2910] lr: 3.996e-01, eta: 22:54:05, time: 1.209, data_time: 0.034, memory: 9523, top1_acc: 0.5088, top5_acc: 0.8500, loss_cls: 1.6545, loss: 1.6545, grad_norm: 0.9095 2021-04-07 14:38:17,178 - mmaction - INFO - Epoch [1][1180/2910] lr: 3.996e-01, eta: 22:51:38, time: 1.303, data_time: 0.053, memory: 9523, top1_acc: 0.5232, top5_acc: 0.8520, loss_cls: 1.6273, loss: 1.6273, grad_norm: 0.9724 2021-04-07 14:38:42,016 - mmaction - INFO - Epoch [1][1200/2910] lr: 3.996e-01, eta: 22:48:18, time: 1.243, data_time: 0.096, memory: 9523, top1_acc: 0.5146, top5_acc: 0.8529, loss_cls: 1.6256, loss: 1.6256, grad_norm: 0.8948 2021-04-07 14:39:06,692 - mmaction - INFO - Epoch [1][1220/2910] lr: 3.996e-01, eta: 22:44:53, time: 1.232, data_time: 0.019, memory: 9523, top1_acc: 0.5148, top5_acc: 0.8545, loss_cls: 1.6199, loss: 1.6199, grad_norm: 0.9581 2021-04-07 14:39:32,723 - mmaction - INFO - Epoch [1][1240/2910] lr: 3.996e-01, eta: 22:42:38, time: 1.302, data_time: 0.042, memory: 9523, top1_acc: 0.5197, top5_acc: 0.8479, loss_cls: 1.6261, loss: 1.6261, grad_norm: 0.9680 2021-04-07 14:39:57,795 - mmaction - INFO - Epoch [1][1260/2910] lr: 3.996e-01, eta: 22:39:45, time: 1.256, data_time: 0.058, memory: 9523, top1_acc: 0.5037, top5_acc: 0.8379, loss_cls: 1.6892, loss: 1.6892, grad_norm: 0.9572 2021-04-07 14:40:22,125 - mmaction - INFO - Epoch [1][1280/2910] lr: 3.995e-01, eta: 22:36:22, time: 1.217, data_time: 0.034, memory: 9523, top1_acc: 0.5236, top5_acc: 0.8564, loss_cls: 1.5865, loss: 1.5865, grad_norm: 0.9206 2021-04-07 14:40:47,458 - mmaction - INFO - Epoch [1][1300/2910] lr: 3.995e-01, eta: 22:33:47, time: 1.266, data_time: 0.075, memory: 9523, top1_acc: 0.5299, top5_acc: 0.8568, loss_cls: 1.5940, loss: 1.5940, grad_norm: 0.9203 2021-04-07 14:41:12,332 - mmaction - INFO - Epoch [1][1320/2910] lr: 3.995e-01, eta: 22:30:58, time: 1.244, data_time: 0.044, memory: 9523, top1_acc: 0.5385, top5_acc: 0.8666, loss_cls: 1.5414, loss: 1.5414, grad_norm: 0.9432 2021-04-07 14:41:37,858 - mmaction - INFO - Epoch [1][1340/2910] lr: 3.995e-01, eta: 22:28:41, time: 1.277, data_time: 0.021, memory: 9523, top1_acc: 0.5170, top5_acc: 0.8543, loss_cls: 1.6312, loss: 1.6312, grad_norm: 0.9463 2021-04-07 14:42:03,195 - mmaction - INFO - Epoch [1][1360/2910] lr: 3.995e-01, eta: 22:26:17, time: 1.265, data_time: 0.054, memory: 9523, top1_acc: 0.5268, top5_acc: 0.8609, loss_cls: 1.5677, loss: 1.5677, grad_norm: 0.9193 2021-04-07 14:42:26,363 - mmaction - INFO - Epoch [1][1380/2910] lr: 3.995e-01, eta: 22:22:27, time: 1.158, data_time: 0.054, memory: 9523, top1_acc: 0.5311, top5_acc: 0.8598, loss_cls: 1.5655, loss: 1.5655, grad_norm: 0.9408 2021-04-07 14:42:51,173 - mmaction - INFO - Epoch [1][1400/2910] lr: 3.994e-01, eta: 22:19:53, time: 1.242, data_time: 0.063, memory: 9523, top1_acc: 0.5283, top5_acc: 0.8600, loss_cls: 1.5683, loss: 1.5683, grad_norm: 0.9642 2021-04-07 14:43:15,313 - mmaction - INFO - Epoch [1][1420/2910] lr: 3.994e-01, eta: 22:16:53, time: 1.207, data_time: 0.030, memory: 9523, top1_acc: 0.5201, top5_acc: 0.8586, loss_cls: 1.5859, loss: 1.5859, grad_norm: 0.9949 2021-04-07 14:43:40,053 - mmaction - INFO - Epoch [1][1440/2910] lr: 3.994e-01, eta: 22:14:21, time: 1.235, data_time: 0.047, memory: 9523, top1_acc: 0.5277, top5_acc: 0.8607, loss_cls: 1.5671, loss: 1.5671, grad_norm: 0.9462 2021-04-07 14:44:04,592 - mmaction - INFO - Epoch [1][1460/2910] lr: 3.994e-01, eta: 22:11:45, time: 1.226, data_time: 0.059, memory: 9523, top1_acc: 0.5357, top5_acc: 0.8641, loss_cls: 1.5663, loss: 1.5663, grad_norm: 0.9405 2021-04-07 14:44:29,256 - mmaction - INFO - Epoch [1][1480/2910] lr: 3.994e-01, eta: 22:09:19, time: 1.235, data_time: 0.057, memory: 9523, top1_acc: 0.5424, top5_acc: 0.8727, loss_cls: 1.5010, loss: 1.5010, grad_norm: 0.8827 2021-04-07 14:44:53,681 - mmaction - INFO - Epoch [1][1500/2910] lr: 3.994e-01, eta: 22:06:45, time: 1.219, data_time: 0.092, memory: 9523, top1_acc: 0.5533, top5_acc: 0.8801, loss_cls: 1.4836, loss: 1.4836, grad_norm: 0.8831 2021-04-07 14:45:18,937 - mmaction - INFO - Epoch [1][1520/2910] lr: 3.993e-01, eta: 22:04:48, time: 1.264, data_time: 0.083, memory: 9523, top1_acc: 0.5373, top5_acc: 0.8660, loss_cls: 1.5285, loss: 1.5285, grad_norm: 0.9755 2021-04-07 14:45:43,696 - mmaction - INFO - Epoch [1][1540/2910] lr: 3.993e-01, eta: 22:02:34, time: 1.239, data_time: 0.052, memory: 9523, top1_acc: 0.5508, top5_acc: 0.8762, loss_cls: 1.4889, loss: 1.4889, grad_norm: 0.9153 2021-04-07 14:46:07,584 - mmaction - INFO - Epoch [1][1560/2910] lr: 3.993e-01, eta: 21:59:51, time: 1.195, data_time: 0.001, memory: 9523, top1_acc: 0.5527, top5_acc: 0.8777, loss_cls: 1.4926, loss: 1.4926, grad_norm: 0.9188 2021-04-07 14:46:32,689 - mmaction - INFO - Epoch [1][1580/2910] lr: 3.993e-01, eta: 21:57:55, time: 1.255, data_time: 0.168, memory: 9523, top1_acc: 0.5633, top5_acc: 0.8762, loss_cls: 1.4692, loss: 1.4692, grad_norm: 0.8882 2021-04-07 14:46:58,444 - mmaction - INFO - Epoch [1][1600/2910] lr: 3.993e-01, eta: 21:56:24, time: 1.288, data_time: 0.018, memory: 9523, top1_acc: 0.5469, top5_acc: 0.8791, loss_cls: 1.4920, loss: 1.4920, grad_norm: 1.0086 2021-04-07 14:47:23,311 - mmaction - INFO - Epoch [1][1620/2910] lr: 3.993e-01, eta: 21:54:24, time: 1.243, data_time: 0.114, memory: 9523, top1_acc: 0.5479, top5_acc: 0.8738, loss_cls: 1.5101, loss: 1.5101, grad_norm: 0.9567 2021-04-07 14:47:46,587 - mmaction - INFO - Epoch [1][1640/2910] lr: 3.992e-01, eta: 21:51:30, time: 1.163, data_time: 0.016, memory: 9523, top1_acc: 0.5518, top5_acc: 0.8697, loss_cls: 1.5008, loss: 1.5008, grad_norm: 0.9020 2021-04-07 14:48:11,684 - mmaction - INFO - Epoch [1][1660/2910] lr: 3.992e-01, eta: 21:49:44, time: 1.255, data_time: 0.112, memory: 9523, top1_acc: 0.5553, top5_acc: 0.8797, loss_cls: 1.4711, loss: 1.4711, grad_norm: 0.9276 2021-04-07 14:48:36,909 - mmaction - INFO - Epoch [1][1680/2910] lr: 3.992e-01, eta: 21:48:02, time: 1.260, data_time: 0.013, memory: 9523, top1_acc: 0.5467, top5_acc: 0.8730, loss_cls: 1.5080, loss: 1.5080, grad_norm: 0.9490 2021-04-07 14:49:02,385 - mmaction - INFO - Epoch [1][1700/2910] lr: 3.992e-01, eta: 21:46:33, time: 1.275, data_time: 0.099, memory: 9523, top1_acc: 0.5453, top5_acc: 0.8725, loss_cls: 1.5052, loss: 1.5052, grad_norm: 0.9233 2021-04-07 14:49:26,171 - mmaction - INFO - Epoch [1][1720/2910] lr: 3.992e-01, eta: 21:44:07, time: 1.188, data_time: 0.158, memory: 9523, top1_acc: 0.5588, top5_acc: 0.8816, loss_cls: 1.4560, loss: 1.4560, grad_norm: 0.9311 2021-04-07 14:49:50,752 - mmaction - INFO - Epoch [1][1740/2910] lr: 3.991e-01, eta: 21:42:11, time: 1.230, data_time: 0.095, memory: 9523, top1_acc: 0.5500, top5_acc: 0.8715, loss_cls: 1.4777, loss: 1.4777, grad_norm: 0.9144 2021-04-07 14:50:16,355 - mmaction - INFO - Epoch [1][1760/2910] lr: 3.991e-01, eta: 21:40:50, time: 1.280, data_time: 0.109, memory: 9523, top1_acc: 0.5641, top5_acc: 0.8771, loss_cls: 1.4577, loss: 1.4577, grad_norm: 0.9068 2021-04-07 14:50:40,804 - mmaction - INFO - Epoch [1][1780/2910] lr: 3.991e-01, eta: 21:38:54, time: 1.223, data_time: 0.122, memory: 9523, top1_acc: 0.5605, top5_acc: 0.8773, loss_cls: 1.4651, loss: 1.4651, grad_norm: 0.9358 2021-04-07 14:51:05,728 - mmaction - INFO - Epoch [1][1800/2910] lr: 3.991e-01, eta: 21:37:13, time: 1.244, data_time: 0.015, memory: 9523, top1_acc: 0.5508, top5_acc: 0.8729, loss_cls: 1.4814, loss: 1.4814, grad_norm: 0.9685 2021-04-07 14:51:30,175 - mmaction - INFO - Epoch [1][1820/2910] lr: 3.991e-01, eta: 21:35:21, time: 1.224, data_time: 0.039, memory: 9523, top1_acc: 0.5521, top5_acc: 0.8645, loss_cls: 1.5175, loss: 1.5175, grad_norm: 0.9461 2021-04-07 14:51:54,652 - mmaction - INFO - Epoch [1][1840/2910] lr: 3.990e-01, eta: 21:33:30, time: 1.222, data_time: 0.026, memory: 9523, top1_acc: 0.5756, top5_acc: 0.8836, loss_cls: 1.4237, loss: 1.4237, grad_norm: 0.9178 2021-04-07 14:52:19,328 - mmaction - INFO - Epoch [1][1860/2910] lr: 3.990e-01, eta: 21:31:49, time: 1.236, data_time: 0.066, memory: 9523, top1_acc: 0.5598, top5_acc: 0.8742, loss_cls: 1.4509, loss: 1.4509, grad_norm: 0.9035 2021-04-07 14:52:46,083 - mmaction - INFO - Epoch [1][1880/2910] lr: 3.990e-01, eta: 21:31:11, time: 1.336, data_time: 0.051, memory: 9523, top1_acc: 0.5736, top5_acc: 0.8863, loss_cls: 1.4182, loss: 1.4182, grad_norm: 0.9434 2021-04-07 14:53:09,765 - mmaction - INFO - Epoch [1][1900/2910] lr: 3.990e-01, eta: 21:29:02, time: 1.186, data_time: 0.011, memory: 9523, top1_acc: 0.5539, top5_acc: 0.8846, loss_cls: 1.4591, loss: 1.4591, grad_norm: 1.0164 2021-04-07 14:53:34,780 - mmaction - INFO - Epoch [1][1920/2910] lr: 3.990e-01, eta: 21:27:35, time: 1.251, data_time: 0.062, memory: 9523, top1_acc: 0.5615, top5_acc: 0.8830, loss_cls: 1.4575, loss: 1.4575, grad_norm: 0.9396 2021-04-07 14:53:58,346 - mmaction - INFO - Epoch [1][1940/2910] lr: 3.989e-01, eta: 21:25:26, time: 1.178, data_time: 0.063, memory: 9523, top1_acc: 0.5736, top5_acc: 0.8891, loss_cls: 1.4268, loss: 1.4268, grad_norm: 0.9178 2021-04-07 14:54:22,636 - mmaction - INFO - Epoch [1][1960/2910] lr: 3.989e-01, eta: 21:23:40, time: 1.214, data_time: 0.015, memory: 9523, top1_acc: 0.5705, top5_acc: 0.8842, loss_cls: 1.4127, loss: 1.4127, grad_norm: 0.9264 2021-04-07 14:54:47,594 - mmaction - INFO - Epoch [1][1980/2910] lr: 3.989e-01, eta: 21:22:14, time: 1.246, data_time: 0.023, memory: 9523, top1_acc: 0.5674, top5_acc: 0.8830, loss_cls: 1.4240, loss: 1.4240, grad_norm: 0.9071 2021-04-07 14:55:11,923 - mmaction - INFO - Epoch [1][2000/2910] lr: 3.989e-01, eta: 21:20:33, time: 1.218, data_time: 0.120, memory: 9523, top1_acc: 0.5746, top5_acc: 0.8775, loss_cls: 1.4079, loss: 1.4079, grad_norm: 0.9016 2021-04-07 14:55:36,987 - mmaction - INFO - Epoch [1][2020/2910] lr: 3.988e-01, eta: 21:19:13, time: 1.251, data_time: 0.068, memory: 9523, top1_acc: 0.5832, top5_acc: 0.8932, loss_cls: 1.3638, loss: 1.3638, grad_norm: 0.8972 2021-04-07 14:56:02,013 - mmaction - INFO - Epoch [1][2040/2910] lr: 3.988e-01, eta: 21:17:55, time: 1.253, data_time: 0.075, memory: 9523, top1_acc: 0.5809, top5_acc: 0.8914, loss_cls: 1.3950, loss: 1.3950, grad_norm: 0.9553 2021-04-07 14:56:25,737 - mmaction - INFO - Epoch [1][2060/2910] lr: 3.988e-01, eta: 21:16:00, time: 1.186, data_time: 0.106, memory: 9523, top1_acc: 0.5674, top5_acc: 0.8867, loss_cls: 1.4176, loss: 1.4176, grad_norm: 0.9396 2021-04-07 14:56:49,766 - mmaction - INFO - Epoch [1][2080/2910] lr: 3.988e-01, eta: 21:14:16, time: 1.201, data_time: 0.009, memory: 9523, top1_acc: 0.5635, top5_acc: 0.8814, loss_cls: 1.4164, loss: 1.4164, grad_norm: 0.9402 2021-04-07 14:57:14,486 - mmaction - INFO - Epoch [1][2100/2910] lr: 3.988e-01, eta: 21:12:52, time: 1.237, data_time: 0.040, memory: 9523, top1_acc: 0.5580, top5_acc: 0.8795, loss_cls: 1.4723, loss: 1.4723, grad_norm: 0.9803 2021-04-07 14:57:39,576 - mmaction - INFO - Epoch [1][2120/2910] lr: 3.987e-01, eta: 21:11:39, time: 1.254, data_time: 0.012, memory: 9523, top1_acc: 0.5719, top5_acc: 0.8896, loss_cls: 1.4316, loss: 1.4316, grad_norm: 0.9290 2021-04-07 14:58:02,685 - mmaction - INFO - Epoch [1][2140/2910] lr: 3.987e-01, eta: 21:09:35, time: 1.156, data_time: 0.002, memory: 9523, top1_acc: 0.5801, top5_acc: 0.8910, loss_cls: 1.3837, loss: 1.3837, grad_norm: 0.9077 2021-04-07 14:58:28,121 - mmaction - INFO - Epoch [1][2160/2910] lr: 3.987e-01, eta: 21:08:33, time: 1.272, data_time: 0.109, memory: 9523, top1_acc: 0.5779, top5_acc: 0.8889, loss_cls: 1.3881, loss: 1.3881, grad_norm: 0.9260 2021-04-07 14:58:52,903 - mmaction - INFO - Epoch [1][2180/2910] lr: 3.987e-01, eta: 21:07:16, time: 1.239, data_time: 0.088, memory: 9523, top1_acc: 0.5766, top5_acc: 0.8859, loss_cls: 1.4150, loss: 1.4150, grad_norm: 0.9600 2021-04-07 14:59:17,647 - mmaction - INFO - Epoch [1][2200/2910] lr: 3.986e-01, eta: 21:05:57, time: 1.235, data_time: 0.013, memory: 9523, top1_acc: 0.5643, top5_acc: 0.8779, loss_cls: 1.4489, loss: 1.4489, grad_norm: 0.9484 2021-04-07 14:59:42,232 - mmaction - INFO - Epoch [1][2220/2910] lr: 3.986e-01, eta: 21:04:37, time: 1.231, data_time: 0.035, memory: 9523, top1_acc: 0.5822, top5_acc: 0.8885, loss_cls: 1.3966, loss: 1.3966, grad_norm: 0.8996 2021-04-07 15:00:08,122 - mmaction - INFO - Epoch [1][2240/2910] lr: 3.986e-01, eta: 21:03:50, time: 1.294, data_time: 0.142, memory: 9523, top1_acc: 0.5895, top5_acc: 0.8959, loss_cls: 1.3533, loss: 1.3533, grad_norm: 0.8939 2021-04-07 15:00:33,156 - mmaction - INFO - Epoch [1][2260/2910] lr: 3.986e-01, eta: 21:02:41, time: 1.250, data_time: 0.045, memory: 9523, top1_acc: 0.5775, top5_acc: 0.8885, loss_cls: 1.4032, loss: 1.4032, grad_norm: 0.9694 2021-04-07 15:00:58,051 - mmaction - INFO - Epoch [1][2280/2910] lr: 3.985e-01, eta: 21:01:31, time: 1.247, data_time: 0.043, memory: 9523, top1_acc: 0.5811, top5_acc: 0.8861, loss_cls: 1.4011, loss: 1.4011, grad_norm: 0.9317 2021-04-07 15:01:23,437 - mmaction - INFO - Epoch [1][2300/2910] lr: 3.985e-01, eta: 21:00:33, time: 1.269, data_time: 0.019, memory: 9523, top1_acc: 0.5984, top5_acc: 0.8945, loss_cls: 1.3501, loss: 1.3501, grad_norm: 0.9583 2021-04-07 15:01:47,130 - mmaction - INFO - Epoch [1][2320/2910] lr: 3.985e-01, eta: 20:58:54, time: 1.183, data_time: 0.176, memory: 9523, top1_acc: 0.5893, top5_acc: 0.8943, loss_cls: 1.3532, loss: 1.3532, grad_norm: 0.9103 2021-04-07 15:02:11,347 - mmaction - INFO - Epoch [1][2340/2910] lr: 3.985e-01, eta: 20:57:30, time: 1.212, data_time: 0.007, memory: 9523, top1_acc: 0.5855, top5_acc: 0.8920, loss_cls: 1.3653, loss: 1.3653, grad_norm: 0.9555 2021-04-07 15:02:36,050 - mmaction - INFO - Epoch [1][2360/2910] lr: 3.984e-01, eta: 20:56:18, time: 1.235, data_time: 0.017, memory: 9523, top1_acc: 0.5898, top5_acc: 0.8914, loss_cls: 1.3732, loss: 1.3732, grad_norm: 0.9415 2021-04-07 15:03:00,232 - mmaction - INFO - Epoch [1][2380/2910] lr: 3.984e-01, eta: 20:54:54, time: 1.209, data_time: 0.001, memory: 9523, top1_acc: 0.5891, top5_acc: 0.8922, loss_cls: 1.3562, loss: 1.3562, grad_norm: 0.9067 2021-04-07 15:03:25,868 - mmaction - INFO - Epoch [1][2400/2910] lr: 3.984e-01, eta: 20:54:06, time: 1.282, data_time: 0.093, memory: 9523, top1_acc: 0.5687, top5_acc: 0.8842, loss_cls: 1.4149, loss: 1.4149, grad_norm: 0.9239 2021-04-07 15:03:50,794 - mmaction - INFO - Epoch [1][2420/2910] lr: 3.983e-01, eta: 20:53:01, time: 1.245, data_time: 0.003, memory: 9523, top1_acc: 0.6021, top5_acc: 0.8943, loss_cls: 1.3362, loss: 1.3362, grad_norm: 0.8731 2021-04-07 15:04:15,172 - mmaction - INFO - Epoch [1][2440/2910] lr: 3.983e-01, eta: 20:51:44, time: 1.219, data_time: 0.060, memory: 9523, top1_acc: 0.6051, top5_acc: 0.9006, loss_cls: 1.2899, loss: 1.2899, grad_norm: 0.9408 2021-04-07 15:04:41,206 - mmaction - INFO - Epoch [1][2460/2910] lr: 3.983e-01, eta: 20:51:07, time: 1.302, data_time: 0.056, memory: 9523, top1_acc: 0.5750, top5_acc: 0.8830, loss_cls: 1.4087, loss: 1.4087, grad_norm: 0.9715 2021-04-07 15:05:05,360 - mmaction - INFO - Epoch [1][2480/2910] lr: 3.983e-01, eta: 20:49:47, time: 1.208, data_time: 0.074, memory: 9523, top1_acc: 0.6000, top5_acc: 0.8982, loss_cls: 1.3515, loss: 1.3515, grad_norm: 0.9158 2021-04-07 15:05:29,661 - mmaction - INFO - Epoch [1][2500/2910] lr: 3.982e-01, eta: 20:48:30, time: 1.214, data_time: 0.023, memory: 9523, top1_acc: 0.6061, top5_acc: 0.8984, loss_cls: 1.3171, loss: 1.3171, grad_norm: 0.9292 2021-04-07 15:05:53,755 - mmaction - INFO - Epoch [1][2520/2910] lr: 3.982e-01, eta: 20:47:11, time: 1.206, data_time: 0.003, memory: 9523, top1_acc: 0.5850, top5_acc: 0.8936, loss_cls: 1.3657, loss: 1.3657, grad_norm: 0.9665 2021-04-07 15:06:19,617 - mmaction - INFO - Epoch [1][2540/2910] lr: 3.982e-01, eta: 20:46:31, time: 1.292, data_time: 0.065, memory: 9523, top1_acc: 0.5893, top5_acc: 0.8926, loss_cls: 1.3606, loss: 1.3606, grad_norm: 0.9617 2021-04-07 15:06:42,943 - mmaction - INFO - Epoch [1][2560/2910] lr: 3.982e-01, eta: 20:44:55, time: 1.167, data_time: 0.193, memory: 9523, top1_acc: 0.5826, top5_acc: 0.8893, loss_cls: 1.3710, loss: 1.3710, grad_norm: 0.9138 2021-04-07 15:07:08,835 - mmaction - INFO - Epoch [1][2580/2910] lr: 3.981e-01, eta: 20:44:17, time: 1.295, data_time: 0.020, memory: 9523, top1_acc: 0.6018, top5_acc: 0.9004, loss_cls: 1.2960, loss: 1.2960, grad_norm: 0.9151 2021-04-07 15:07:33,667 - mmaction - INFO - Epoch [1][2600/2910] lr: 3.981e-01, eta: 20:43:16, time: 1.242, data_time: 0.038, memory: 9523, top1_acc: 0.5938, top5_acc: 0.8908, loss_cls: 1.3610, loss: 1.3610, grad_norm: 0.9625 2021-04-07 15:07:58,904 - mmaction - INFO - Epoch [1][2620/2910] lr: 3.981e-01, eta: 20:42:25, time: 1.262, data_time: 0.024, memory: 9523, top1_acc: 0.5982, top5_acc: 0.9014, loss_cls: 1.3152, loss: 1.3152, grad_norm: 0.9491 2021-04-07 15:08:23,525 - mmaction - INFO - Epoch [1][2640/2910] lr: 3.980e-01, eta: 20:41:20, time: 1.231, data_time: 0.026, memory: 9523, top1_acc: 0.5961, top5_acc: 0.9002, loss_cls: 1.3332, loss: 1.3332, grad_norm: 0.9416 2021-04-07 15:08:47,946 - mmaction - INFO - Epoch [1][2660/2910] lr: 3.980e-01, eta: 20:40:12, time: 1.220, data_time: 0.081, memory: 9523, top1_acc: 0.5951, top5_acc: 0.9037, loss_cls: 1.3403, loss: 1.3403, grad_norm: 0.9293 2021-04-07 15:09:12,529 - mmaction - INFO - Epoch [1][2680/2910] lr: 3.980e-01, eta: 20:39:08, time: 1.230, data_time: 0.034, memory: 9523, top1_acc: 0.5947, top5_acc: 0.9004, loss_cls: 1.3366, loss: 1.3366, grad_norm: 0.9447 2021-04-07 15:09:37,351 - mmaction - INFO - Epoch [1][2700/2910] lr: 3.979e-01, eta: 20:38:09, time: 1.241, data_time: 0.007, memory: 9523, top1_acc: 0.5865, top5_acc: 0.8908, loss_cls: 1.3751, loss: 1.3751, grad_norm: 0.9795 2021-04-07 15:10:01,235 - mmaction - INFO - Epoch [1][2720/2910] lr: 3.979e-01, eta: 20:36:52, time: 1.194, data_time: 0.006, memory: 9523, top1_acc: 0.6086, top5_acc: 0.8990, loss_cls: 1.2877, loss: 1.2877, grad_norm: 0.9009 2021-04-07 15:10:27,433 - mmaction - INFO - Epoch [1][2740/2910] lr: 3.979e-01, eta: 20:36:23, time: 1.310, data_time: 0.080, memory: 9523, top1_acc: 0.6096, top5_acc: 0.8977, loss_cls: 1.3026, loss: 1.3026, grad_norm: 0.9310 2021-04-07 15:10:50,827 - mmaction - INFO - Epoch [1][2760/2910] lr: 3.979e-01, eta: 20:34:57, time: 1.170, data_time: 0.102, memory: 9523, top1_acc: 0.5971, top5_acc: 0.8967, loss_cls: 1.3251, loss: 1.3251, grad_norm: 0.9342 2021-04-07 15:11:16,837 - mmaction - INFO - Epoch [1][2780/2910] lr: 3.978e-01, eta: 20:34:24, time: 1.301, data_time: 0.029, memory: 9523, top1_acc: 0.5992, top5_acc: 0.8936, loss_cls: 1.3523, loss: 1.3523, grad_norm: 0.9811 2021-04-07 15:11:40,266 - mmaction - INFO - Epoch [1][2800/2910] lr: 3.978e-01, eta: 20:32:59, time: 1.169, data_time: 0.115, memory: 9523, top1_acc: 0.6059, top5_acc: 0.8943, loss_cls: 1.3099, loss: 1.3099, grad_norm: 0.9352 2021-04-07 15:12:05,522 - mmaction - INFO - Epoch [1][2820/2910] lr: 3.978e-01, eta: 20:32:13, time: 1.265, data_time: 0.186, memory: 9523, top1_acc: 0.6041, top5_acc: 0.9010, loss_cls: 1.3233, loss: 1.3233, grad_norm: 0.9181 2021-04-07 15:12:29,708 - mmaction - INFO - Epoch [1][2840/2910] lr: 3.977e-01, eta: 20:31:05, time: 1.209, data_time: 0.027, memory: 9523, top1_acc: 0.6064, top5_acc: 0.9002, loss_cls: 1.2772, loss: 1.2772, grad_norm: 0.9197 2021-04-07 15:12:54,383 - mmaction - INFO - Epoch [1][2860/2910] lr: 3.977e-01, eta: 20:30:08, time: 1.234, data_time: 0.175, memory: 9523, top1_acc: 0.6014, top5_acc: 0.8938, loss_cls: 1.3215, loss: 1.3215, grad_norm: 0.9307 2021-04-07 15:13:20,574 - mmaction - INFO - Epoch [1][2880/2910] lr: 3.977e-01, eta: 20:29:39, time: 1.307, data_time: 0.124, memory: 9523, top1_acc: 0.5922, top5_acc: 0.8979, loss_cls: 1.3290, loss: 1.3290, grad_norm: 0.9588 2021-04-07 15:13:44,512 - mmaction - INFO - Epoch [1][2900/2910] lr: 3.976e-01, eta: 20:28:28, time: 1.197, data_time: 0.061, memory: 9523, top1_acc: 0.6045, top5_acc: 0.9002, loss_cls: 1.3127, loss: 1.3127, grad_norm: 0.9089 2021-04-07 15:13:59,177 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-04-07 15:21:50,714 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 15:21:51,391 - mmaction - INFO - top1_acc 0.4872 top5_acc 0.8392 2021-04-07 15:21:51,392 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 15:21:51,504 - mmaction - INFO - mean_acc 0.5169 2021-04-07 15:21:51,504 - mmaction - INFO - Now best checkpoint is epoch_1.pth 2021-04-07 15:21:51,525 - mmaction - INFO - Epoch(val) [1][2910] top1_acc: 0.4872, top5_acc: 0.8392, mean_class_accuracy: 0.5169 2021-04-07 15:25:40,571 - mmaction - INFO - Epoch [2][20/2910] lr: 3.983e-01, eta: 1 day, 1:35:04, time: 11.450, data_time: 10.306, memory: 9523, top1_acc: 0.6158, top5_acc: 0.9006, loss_cls: 1.2913, loss: 1.2913, grad_norm: 0.9375 2021-04-07 15:26:06,298 - mmaction - INFO - Epoch [2][40/2910] lr: 3.982e-01, eta: 1 day, 1:33:56, time: 1.287, data_time: 0.007, memory: 9523, top1_acc: 0.6094, top5_acc: 0.9066, loss_cls: 1.2834, loss: 1.2834, grad_norm: 0.8971 2021-04-07 15:26:29,616 - mmaction - INFO - Epoch [2][60/2910] lr: 3.982e-01, eta: 1 day, 1:31:54, time: 1.165, data_time: 0.043, memory: 9523, top1_acc: 0.6158, top5_acc: 0.9016, loss_cls: 1.2832, loss: 1.2832, grad_norm: 0.9249 2021-04-07 15:26:55,060 - mmaction - INFO - Epoch [2][80/2910] lr: 3.982e-01, eta: 1 day, 1:30:41, time: 1.272, data_time: 0.058, memory: 9523, top1_acc: 0.6045, top5_acc: 0.8963, loss_cls: 1.2957, loss: 1.2957, grad_norm: 0.9044 2021-04-07 15:27:20,589 - mmaction - INFO - Epoch [2][100/2910] lr: 3.982e-01, eta: 1 day, 1:29:31, time: 1.278, data_time: 0.076, memory: 9523, top1_acc: 0.5941, top5_acc: 0.9018, loss_cls: 1.3192, loss: 1.3192, grad_norm: 0.9724 2021-04-07 15:27:44,884 - mmaction - INFO - Epoch [2][120/2910] lr: 3.981e-01, eta: 1 day, 1:27:53, time: 1.214, data_time: 0.063, memory: 9523, top1_acc: 0.5895, top5_acc: 0.8912, loss_cls: 1.3729, loss: 1.3729, grad_norm: 0.9869 2021-04-07 15:28:08,944 - mmaction - INFO - Epoch [2][140/2910] lr: 3.981e-01, eta: 1 day, 1:26:11, time: 1.201, data_time: 0.043, memory: 9523, top1_acc: 0.6164, top5_acc: 0.9020, loss_cls: 1.2637, loss: 1.2637, grad_norm: 0.9394 2021-04-07 15:28:34,262 - mmaction - INFO - Epoch [2][160/2910] lr: 3.981e-01, eta: 1 day, 1:24:58, time: 1.267, data_time: 0.082, memory: 9523, top1_acc: 0.6012, top5_acc: 0.8979, loss_cls: 1.3089, loss: 1.3089, grad_norm: 0.9936 2021-04-07 15:28:58,281 - mmaction - INFO - Epoch [2][180/2910] lr: 3.981e-01, eta: 1 day, 1:23:18, time: 1.202, data_time: 0.082, memory: 9523, top1_acc: 0.6182, top5_acc: 0.8967, loss_cls: 1.2868, loss: 1.2868, grad_norm: 0.9136 2021-04-07 15:29:23,641 - mmaction - INFO - Epoch [2][200/2910] lr: 3.980e-01, eta: 1 day, 1:22:07, time: 1.268, data_time: 0.003, memory: 9523, top1_acc: 0.6146, top5_acc: 0.9035, loss_cls: 1.2653, loss: 1.2653, grad_norm: 0.9267 2021-04-07 15:29:49,143 - mmaction - INFO - Epoch [2][220/2910] lr: 3.980e-01, eta: 1 day, 1:21:00, time: 1.275, data_time: 0.067, memory: 9523, top1_acc: 0.6057, top5_acc: 0.9039, loss_cls: 1.2917, loss: 1.2917, grad_norm: 0.9367 2021-04-07 15:30:13,757 - mmaction - INFO - Epoch [2][240/2910] lr: 3.980e-01, eta: 1 day, 1:19:34, time: 1.231, data_time: 0.006, memory: 9523, top1_acc: 0.6027, top5_acc: 0.8992, loss_cls: 1.2985, loss: 1.2985, grad_norm: 0.9279 2021-04-07 15:30:37,796 - mmaction - INFO - Epoch [2][260/2910] lr: 3.980e-01, eta: 1 day, 1:17:58, time: 1.202, data_time: 0.035, memory: 9523, top1_acc: 0.6275, top5_acc: 0.9088, loss_cls: 1.2548, loss: 1.2548, grad_norm: 0.8956 2021-04-07 15:31:03,404 - mmaction - INFO - Epoch [2][280/2910] lr: 3.979e-01, eta: 1 day, 1:16:54, time: 1.280, data_time: 0.004, memory: 9523, top1_acc: 0.6223, top5_acc: 0.8998, loss_cls: 1.2597, loss: 1.2597, grad_norm: 0.9202 2021-04-07 15:31:27,296 - mmaction - INFO - Epoch [2][300/2910] lr: 3.979e-01, eta: 1 day, 1:15:15, time: 1.192, data_time: 0.113, memory: 9523, top1_acc: 0.6229, top5_acc: 0.9072, loss_cls: 1.2338, loss: 1.2338, grad_norm: 0.9186 2021-04-07 15:31:50,816 - mmaction - INFO - Epoch [2][320/2910] lr: 3.979e-01, eta: 1 day, 1:13:31, time: 1.178, data_time: 0.082, memory: 9523, top1_acc: 0.6066, top5_acc: 0.9041, loss_cls: 1.2774, loss: 1.2774, grad_norm: 0.9718 2021-04-07 15:32:15,845 - mmaction - INFO - Epoch [2][340/2910] lr: 3.979e-01, eta: 1 day, 1:12:18, time: 1.252, data_time: 0.059, memory: 9523, top1_acc: 0.6025, top5_acc: 0.9041, loss_cls: 1.2954, loss: 1.2954, grad_norm: 0.9546 2021-04-07 15:32:40,516 - mmaction - INFO - Epoch [2][360/2910] lr: 3.978e-01, eta: 1 day, 1:10:57, time: 1.232, data_time: 0.143, memory: 9523, top1_acc: 0.6057, top5_acc: 0.9064, loss_cls: 1.2921, loss: 1.2921, grad_norm: 0.9516 2021-04-07 15:33:05,149 - mmaction - INFO - Epoch [2][380/2910] lr: 3.978e-01, eta: 1 day, 1:09:38, time: 1.233, data_time: 0.018, memory: 9523, top1_acc: 0.6094, top5_acc: 0.9033, loss_cls: 1.2882, loss: 1.2882, grad_norm: 0.9451 2021-04-07 15:33:30,993 - mmaction - INFO - Epoch [2][400/2910] lr: 3.978e-01, eta: 1 day, 1:08:43, time: 1.293, data_time: 0.115, memory: 9523, top1_acc: 0.6078, top5_acc: 0.9092, loss_cls: 1.3007, loss: 1.3007, grad_norm: 0.9595 2021-04-07 15:33:56,620 - mmaction - INFO - Epoch [2][420/2910] lr: 3.978e-01, eta: 1 day, 1:07:44, time: 1.281, data_time: 0.074, memory: 9523, top1_acc: 0.6160, top5_acc: 0.9104, loss_cls: 1.2656, loss: 1.2656, grad_norm: 0.9125 2021-04-07 15:34:21,515 - mmaction - INFO - Epoch [2][440/2910] lr: 3.977e-01, eta: 1 day, 1:06:31, time: 1.244, data_time: 0.048, memory: 9523, top1_acc: 0.6182, top5_acc: 0.9084, loss_cls: 1.2497, loss: 1.2497, grad_norm: 0.9197 2021-04-07 15:34:46,420 - mmaction - INFO - Epoch [2][460/2910] lr: 3.977e-01, eta: 1 day, 1:05:18, time: 1.244, data_time: 0.050, memory: 9523, top1_acc: 0.6254, top5_acc: 0.9068, loss_cls: 1.2327, loss: 1.2327, grad_norm: 0.9129 2021-04-07 15:35:11,292 - mmaction - INFO - Epoch [2][480/2910] lr: 3.977e-01, eta: 1 day, 1:04:07, time: 1.245, data_time: 0.054, memory: 9523, top1_acc: 0.6197, top5_acc: 0.9076, loss_cls: 1.2631, loss: 1.2631, grad_norm: 0.9069 2021-04-07 15:35:35,258 - mmaction - INFO - Epoch [2][500/2910] lr: 3.977e-01, eta: 1 day, 1:02:37, time: 1.199, data_time: 0.021, memory: 9523, top1_acc: 0.6141, top5_acc: 0.9035, loss_cls: 1.2542, loss: 1.2542, grad_norm: 0.9466 2021-04-07 15:36:00,803 - mmaction - INFO - Epoch [2][520/2910] lr: 3.976e-01, eta: 1 day, 1:01:39, time: 1.277, data_time: 0.166, memory: 9523, top1_acc: 0.6316, top5_acc: 0.9141, loss_cls: 1.2242, loss: 1.2242, grad_norm: 0.9087 2021-04-07 15:36:25,467 - mmaction - INFO - Epoch [2][540/2910] lr: 3.976e-01, eta: 1 day, 1:00:25, time: 1.233, data_time: 0.035, memory: 9523, top1_acc: 0.6113, top5_acc: 0.9021, loss_cls: 1.2758, loss: 1.2758, grad_norm: 0.9701 2021-04-07 15:36:49,258 - mmaction - INFO - Epoch [2][560/2910] lr: 3.976e-01, eta: 1 day, 0:58:54, time: 1.189, data_time: 0.128, memory: 9523, top1_acc: 0.6121, top5_acc: 0.9098, loss_cls: 1.2806, loss: 1.2806, grad_norm: 0.9781 2021-04-07 15:37:13,926 - mmaction - INFO - Epoch [2][580/2910] lr: 3.975e-01, eta: 1 day, 0:57:40, time: 1.234, data_time: 0.040, memory: 9523, top1_acc: 0.5979, top5_acc: 0.8984, loss_cls: 1.3299, loss: 1.3299, grad_norm: 0.9921 2021-04-07 15:37:39,536 - mmaction - INFO - Epoch [2][600/2910] lr: 3.975e-01, eta: 1 day, 0:56:45, time: 1.279, data_time: 0.002, memory: 9523, top1_acc: 0.6254, top5_acc: 0.9096, loss_cls: 1.2224, loss: 1.2224, grad_norm: 0.8777 2021-04-07 15:38:02,988 - mmaction - INFO - Epoch [2][620/2910] lr: 3.975e-01, eta: 1 day, 0:55:09, time: 1.173, data_time: 0.033, memory: 9523, top1_acc: 0.6256, top5_acc: 0.9068, loss_cls: 1.2209, loss: 1.2209, grad_norm: 0.9274 2021-04-07 15:38:27,992 - mmaction - INFO - Epoch [2][640/2910] lr: 3.975e-01, eta: 1 day, 0:54:04, time: 1.251, data_time: 0.022, memory: 9523, top1_acc: 0.6344, top5_acc: 0.9049, loss_cls: 1.2426, loss: 1.2426, grad_norm: 0.9232 2021-04-07 15:38:52,549 - mmaction - INFO - Epoch [2][660/2910] lr: 3.974e-01, eta: 1 day, 0:52:52, time: 1.229, data_time: 0.079, memory: 9523, top1_acc: 0.6236, top5_acc: 0.9148, loss_cls: 1.2271, loss: 1.2271, grad_norm: 0.9317 2021-04-07 15:39:17,846 - mmaction - INFO - Epoch [2][680/2910] lr: 3.974e-01, eta: 1 day, 0:51:52, time: 1.264, data_time: 0.022, memory: 9523, top1_acc: 0.6107, top5_acc: 0.9023, loss_cls: 1.2701, loss: 1.2701, grad_norm: 0.9754 2021-04-07 15:39:41,692 - mmaction - INFO - Epoch [2][700/2910] lr: 3.974e-01, eta: 1 day, 0:50:27, time: 1.192, data_time: 0.070, memory: 9523, top1_acc: 0.6170, top5_acc: 0.9141, loss_cls: 1.2261, loss: 1.2261, grad_norm: 0.9348 2021-04-07 15:40:06,929 - mmaction - INFO - Epoch [2][720/2910] lr: 3.973e-01, eta: 1 day, 0:49:27, time: 1.260, data_time: 0.012, memory: 9523, top1_acc: 0.6195, top5_acc: 0.9053, loss_cls: 1.2488, loss: 1.2488, grad_norm: 0.9810 2021-04-07 15:40:33,548 - mmaction - INFO - Epoch [2][740/2910] lr: 3.973e-01, eta: 1 day, 0:48:53, time: 1.332, data_time: 0.008, memory: 9523, top1_acc: 0.6045, top5_acc: 0.9021, loss_cls: 1.2966, loss: 1.2966, grad_norm: 0.9402 2021-04-07 15:40:57,774 - mmaction - INFO - Epoch [2][760/2910] lr: 3.973e-01, eta: 1 day, 0:47:37, time: 1.213, data_time: 0.003, memory: 9523, top1_acc: 0.6109, top5_acc: 0.9078, loss_cls: 1.2830, loss: 1.2830, grad_norm: 0.9706 2021-04-07 15:41:22,332 - mmaction - INFO - Epoch [2][780/2910] lr: 3.973e-01, eta: 1 day, 0:46:27, time: 1.227, data_time: 0.006, memory: 9523, top1_acc: 0.6105, top5_acc: 0.9012, loss_cls: 1.2734, loss: 1.2734, grad_norm: 0.9228 2021-04-07 15:41:47,219 - mmaction - INFO - Epoch [2][800/2910] lr: 3.972e-01, eta: 1 day, 0:45:22, time: 1.243, data_time: 0.022, memory: 9523, top1_acc: 0.6238, top5_acc: 0.9090, loss_cls: 1.2238, loss: 1.2238, grad_norm: 0.9672 2021-04-07 15:42:12,588 - mmaction - INFO - Epoch [2][820/2910] lr: 3.972e-01, eta: 1 day, 0:44:27, time: 1.269, data_time: 0.040, memory: 9523, top1_acc: 0.6320, top5_acc: 0.9084, loss_cls: 1.2105, loss: 1.2105, grad_norm: 0.9340 2021-04-07 15:42:36,765 - mmaction - INFO - Epoch [2][840/2910] lr: 3.972e-01, eta: 1 day, 0:43:12, time: 1.209, data_time: 0.026, memory: 9523, top1_acc: 0.6258, top5_acc: 0.9160, loss_cls: 1.2051, loss: 1.2051, grad_norm: 0.9120 2021-04-07 15:43:01,283 - mmaction - INFO - Epoch [2][860/2910] lr: 3.971e-01, eta: 1 day, 0:42:03, time: 1.226, data_time: 0.057, memory: 9523, top1_acc: 0.6279, top5_acc: 0.9096, loss_cls: 1.2351, loss: 1.2351, grad_norm: 0.9524 2021-04-07 15:43:25,457 - mmaction - INFO - Epoch [2][880/2910] lr: 3.971e-01, eta: 1 day, 0:40:48, time: 1.209, data_time: 0.037, memory: 9523, top1_acc: 0.6203, top5_acc: 0.9098, loss_cls: 1.2282, loss: 1.2282, grad_norm: 0.9385 2021-04-07 15:43:51,088 - mmaction - INFO - Epoch [2][900/2910] lr: 3.971e-01, eta: 1 day, 0:39:59, time: 1.280, data_time: 0.174, memory: 9523, top1_acc: 0.6178, top5_acc: 0.9043, loss_cls: 1.2737, loss: 1.2737, grad_norm: 0.9622 2021-04-07 15:44:15,490 - mmaction - INFO - Epoch [2][920/2910] lr: 3.970e-01, eta: 1 day, 0:38:49, time: 1.221, data_time: 0.022, memory: 9523, top1_acc: 0.6270, top5_acc: 0.9152, loss_cls: 1.2234, loss: 1.2234, grad_norm: 0.9303 2021-04-07 15:44:40,336 - mmaction - INFO - Epoch [2][940/2910] lr: 3.970e-01, eta: 1 day, 0:37:47, time: 1.242, data_time: 0.109, memory: 9523, top1_acc: 0.6064, top5_acc: 0.8969, loss_cls: 1.3223, loss: 1.3223, grad_norm: 0.9663 2021-04-07 15:45:05,504 - mmaction - INFO - Epoch [2][960/2910] lr: 3.970e-01, eta: 1 day, 0:36:51, time: 1.256, data_time: 0.162, memory: 9523, top1_acc: 0.6275, top5_acc: 0.9043, loss_cls: 1.2485, loss: 1.2485, grad_norm: 0.9042 2021-04-07 15:45:29,696 - mmaction - INFO - Epoch [2][980/2910] lr: 3.969e-01, eta: 1 day, 0:35:38, time: 1.209, data_time: 0.041, memory: 9523, top1_acc: 0.6262, top5_acc: 0.9059, loss_cls: 1.2491, loss: 1.2491, grad_norm: 0.9198 2021-04-07 15:45:54,585 - mmaction - INFO - Epoch [2][1000/2910] lr: 3.969e-01, eta: 1 day, 0:34:39, time: 1.247, data_time: 0.076, memory: 9523, top1_acc: 0.6090, top5_acc: 0.8982, loss_cls: 1.2790, loss: 1.2790, grad_norm: 0.9386 2021-04-07 15:46:19,373 - mmaction - INFO - Epoch [2][1020/2910] lr: 3.969e-01, eta: 1 day, 0:33:38, time: 1.239, data_time: 0.071, memory: 9523, top1_acc: 0.6438, top5_acc: 0.9170, loss_cls: 1.1757, loss: 1.1757, grad_norm: 0.8891 2021-04-07 15:46:44,282 - mmaction - INFO - Epoch [2][1040/2910] lr: 3.969e-01, eta: 1 day, 0:32:39, time: 1.245, data_time: 0.087, memory: 9523, top1_acc: 0.6236, top5_acc: 0.9080, loss_cls: 1.2204, loss: 1.2204, grad_norm: 0.9113 2021-04-07 15:47:08,647 - mmaction - INFO - Epoch [2][1060/2910] lr: 3.968e-01, eta: 1 day, 0:31:32, time: 1.219, data_time: 0.008, memory: 9523, top1_acc: 0.6197, top5_acc: 0.9012, loss_cls: 1.2482, loss: 1.2482, grad_norm: 0.9131 2021-04-07 15:47:32,456 - mmaction - INFO - Epoch [2][1080/2910] lr: 3.968e-01, eta: 1 day, 0:30:15, time: 1.190, data_time: 0.046, memory: 9523, top1_acc: 0.6207, top5_acc: 0.9068, loss_cls: 1.2651, loss: 1.2651, grad_norm: 0.9431 2021-04-07 15:47:57,093 - mmaction - INFO - Epoch [2][1100/2910] lr: 3.968e-01, eta: 1 day, 0:29:13, time: 1.232, data_time: 0.063, memory: 9523, top1_acc: 0.6193, top5_acc: 0.9014, loss_cls: 1.2586, loss: 1.2586, grad_norm: 0.9312 2021-04-07 15:48:21,399 - mmaction - INFO - Epoch [2][1120/2910] lr: 3.967e-01, eta: 1 day, 0:28:06, time: 1.215, data_time: 0.007, memory: 9523, top1_acc: 0.6211, top5_acc: 0.9025, loss_cls: 1.2525, loss: 1.2525, grad_norm: 0.9315 2021-04-07 15:48:46,942 - mmaction - INFO - Epoch [2][1140/2910] lr: 3.967e-01, eta: 1 day, 0:27:19, time: 1.278, data_time: 0.084, memory: 9523, top1_acc: 0.6297, top5_acc: 0.9074, loss_cls: 1.2155, loss: 1.2155, grad_norm: 0.9233 2021-04-07 15:49:11,209 - mmaction - INFO - Epoch [2][1160/2910] lr: 3.967e-01, eta: 1 day, 0:26:12, time: 1.212, data_time: 0.122, memory: 9523, top1_acc: 0.6311, top5_acc: 0.9156, loss_cls: 1.1883, loss: 1.1883, grad_norm: 0.9292 2021-04-07 15:49:35,876 - mmaction - INFO - Epoch [2][1180/2910] lr: 3.966e-01, eta: 1 day, 0:25:12, time: 1.235, data_time: 0.106, memory: 9523, top1_acc: 0.6232, top5_acc: 0.9098, loss_cls: 1.2448, loss: 1.2448, grad_norm: 0.9685 2021-04-07 15:50:01,105 - mmaction - INFO - Epoch [2][1200/2910] lr: 3.966e-01, eta: 1 day, 0:24:21, time: 1.261, data_time: 0.186, memory: 9523, top1_acc: 0.6131, top5_acc: 0.9053, loss_cls: 1.2537, loss: 1.2537, grad_norm: 0.9729 2021-04-07 15:50:24,748 - mmaction - INFO - Epoch [2][1220/2910] lr: 3.966e-01, eta: 1 day, 0:23:05, time: 1.183, data_time: 0.001, memory: 9523, top1_acc: 0.6205, top5_acc: 0.9143, loss_cls: 1.2335, loss: 1.2335, grad_norm: 0.9585 2021-04-07 15:50:48,906 - mmaction - INFO - Epoch [2][1240/2910] lr: 3.965e-01, eta: 1 day, 0:21:57, time: 1.206, data_time: 0.071, memory: 9523, top1_acc: 0.6242, top5_acc: 0.9109, loss_cls: 1.2135, loss: 1.2135, grad_norm: 0.9499 2021-04-07 15:51:14,832 - mmaction - INFO - Epoch [2][1260/2910] lr: 3.965e-01, eta: 1 day, 0:21:18, time: 1.295, data_time: 0.081, memory: 9523, top1_acc: 0.6041, top5_acc: 0.9078, loss_cls: 1.2806, loss: 1.2806, grad_norm: 0.9740 2021-04-07 15:51:39,188 - mmaction - INFO - Epoch [2][1280/2910] lr: 3.965e-01, eta: 1 day, 0:20:15, time: 1.220, data_time: 0.178, memory: 9523, top1_acc: 0.6189, top5_acc: 0.9051, loss_cls: 1.2482, loss: 1.2482, grad_norm: 0.9137 2021-04-07 15:52:03,659 - mmaction - INFO - Epoch [2][1300/2910] lr: 3.964e-01, eta: 1 day, 0:19:14, time: 1.223, data_time: 0.061, memory: 9523, top1_acc: 0.6361, top5_acc: 0.9105, loss_cls: 1.1933, loss: 1.1933, grad_norm: 0.9265 2021-04-07 15:52:29,327 - mmaction - INFO - Epoch [2][1320/2910] lr: 3.964e-01, eta: 1 day, 0:18:32, time: 1.284, data_time: 0.073, memory: 9523, top1_acc: 0.6232, top5_acc: 0.9113, loss_cls: 1.2411, loss: 1.2411, grad_norm: 0.9579 2021-04-07 15:52:52,890 - mmaction - INFO - Epoch [2][1340/2910] lr: 3.964e-01, eta: 1 day, 0:17:17, time: 1.178, data_time: 0.001, memory: 9523, top1_acc: 0.6244, top5_acc: 0.9094, loss_cls: 1.2352, loss: 1.2352, grad_norm: 0.9447 2021-04-07 15:53:17,529 - mmaction - INFO - Epoch [2][1360/2910] lr: 3.963e-01, eta: 1 day, 0:16:19, time: 1.232, data_time: 0.148, memory: 9523, top1_acc: 0.6326, top5_acc: 0.9111, loss_cls: 1.2117, loss: 1.2117, grad_norm: 0.8928 2021-04-07 15:53:42,826 - mmaction - INFO - Epoch [2][1380/2910] lr: 3.963e-01, eta: 1 day, 0:15:31, time: 1.262, data_time: 0.014, memory: 9523, top1_acc: 0.6324, top5_acc: 0.9096, loss_cls: 1.2016, loss: 1.2016, grad_norm: 0.9411 2021-04-07 15:54:07,398 - mmaction - INFO - Epoch [2][1400/2910] lr: 3.963e-01, eta: 1 day, 0:14:33, time: 1.231, data_time: 0.072, memory: 9523, top1_acc: 0.6279, top5_acc: 0.9123, loss_cls: 1.2318, loss: 1.2318, grad_norm: 0.9282 2021-04-07 15:54:31,993 - mmaction - INFO - Epoch [2][1420/2910] lr: 3.962e-01, eta: 1 day, 0:13:36, time: 1.229, data_time: 0.051, memory: 9523, top1_acc: 0.6357, top5_acc: 0.9152, loss_cls: 1.1973, loss: 1.1973, grad_norm: 0.9159 2021-04-07 15:54:56,182 - mmaction - INFO - Epoch [2][1440/2910] lr: 3.962e-01, eta: 1 day, 0:12:33, time: 1.211, data_time: 0.095, memory: 9523, top1_acc: 0.6260, top5_acc: 0.9107, loss_cls: 1.2148, loss: 1.2148, grad_norm: 0.9395 2021-04-07 15:55:21,172 - mmaction - INFO - Epoch [2][1460/2910] lr: 3.962e-01, eta: 1 day, 0:11:42, time: 1.249, data_time: 0.016, memory: 9523, top1_acc: 0.6297, top5_acc: 0.9100, loss_cls: 1.2289, loss: 1.2289, grad_norm: 0.9408 2021-04-07 15:55:46,353 - mmaction - INFO - Epoch [2][1480/2910] lr: 3.961e-01, eta: 1 day, 0:10:53, time: 1.258, data_time: 0.032, memory: 9523, top1_acc: 0.6283, top5_acc: 0.9109, loss_cls: 1.2082, loss: 1.2082, grad_norm: 0.9316 2021-04-07 15:56:10,127 - mmaction - INFO - Epoch [2][1500/2910] lr: 3.961e-01, eta: 1 day, 0:09:45, time: 1.190, data_time: 0.054, memory: 9523, top1_acc: 0.6287, top5_acc: 0.9129, loss_cls: 1.2101, loss: 1.2101, grad_norm: 0.9259 2021-04-07 15:56:35,983 - mmaction - INFO - Epoch [2][1520/2910] lr: 3.960e-01, eta: 1 day, 0:09:08, time: 1.293, data_time: 0.031, memory: 9523, top1_acc: 0.6328, top5_acc: 0.9162, loss_cls: 1.1865, loss: 1.1865, grad_norm: 0.9258 2021-04-07 15:56:59,570 - mmaction - INFO - Epoch [2][1540/2910] lr: 3.960e-01, eta: 1 day, 0:07:57, time: 1.179, data_time: 0.058, memory: 9523, top1_acc: 0.6361, top5_acc: 0.9127, loss_cls: 1.1958, loss: 1.1958, grad_norm: 0.9356 2021-04-07 15:57:24,478 - mmaction - INFO - Epoch [2][1560/2910] lr: 3.960e-01, eta: 1 day, 0:07:06, time: 1.244, data_time: 0.036, memory: 9523, top1_acc: 0.6229, top5_acc: 0.9086, loss_cls: 1.2222, loss: 1.2222, grad_norm: 0.9576 2021-04-07 15:57:48,556 - mmaction - INFO - Epoch [2][1580/2910] lr: 3.959e-01, eta: 1 day, 0:06:03, time: 1.205, data_time: 0.028, memory: 9523, top1_acc: 0.6350, top5_acc: 0.9137, loss_cls: 1.1992, loss: 1.1992, grad_norm: 0.9175 2021-04-07 15:58:12,371 - mmaction - INFO - Epoch [2][1600/2910] lr: 3.959e-01, eta: 1 day, 0:04:57, time: 1.191, data_time: 0.011, memory: 9523, top1_acc: 0.6279, top5_acc: 0.9119, loss_cls: 1.2137, loss: 1.2137, grad_norm: 0.9283 2021-04-07 15:58:36,941 - mmaction - INFO - Epoch [2][1620/2910] lr: 3.959e-01, eta: 1 day, 0:04:02, time: 1.227, data_time: 0.010, memory: 9523, top1_acc: 0.6465, top5_acc: 0.9145, loss_cls: 1.1933, loss: 1.1933, grad_norm: 0.9079 2021-04-07 15:59:02,672 - mmaction - INFO - Epoch [2][1640/2910] lr: 3.958e-01, eta: 1 day, 0:03:24, time: 1.287, data_time: 0.029, memory: 9523, top1_acc: 0.6479, top5_acc: 0.9109, loss_cls: 1.1735, loss: 1.1735, grad_norm: 0.8961 2021-04-07 15:59:27,383 - mmaction - INFO - Epoch [2][1660/2910] lr: 3.958e-01, eta: 1 day, 0:02:32, time: 1.236, data_time: 0.118, memory: 9523, top1_acc: 0.6363, top5_acc: 0.9150, loss_cls: 1.1924, loss: 1.1924, grad_norm: 0.9611 2021-04-07 15:59:52,010 - mmaction - INFO - Epoch [2][1680/2910] lr: 3.958e-01, eta: 1 day, 0:01:38, time: 1.231, data_time: 0.061, memory: 9523, top1_acc: 0.6320, top5_acc: 0.9170, loss_cls: 1.2053, loss: 1.2053, grad_norm: 0.9285 2021-04-07 16:00:16,932 - mmaction - INFO - Epoch [2][1700/2910] lr: 3.957e-01, eta: 1 day, 0:00:49, time: 1.246, data_time: 0.059, memory: 9523, top1_acc: 0.6303, top5_acc: 0.9113, loss_cls: 1.1872, loss: 1.1872, grad_norm: 0.9282 2021-04-07 16:00:40,632 - mmaction - INFO - Epoch [2][1720/2910] lr: 3.957e-01, eta: 23:59:43, time: 1.185, data_time: 0.044, memory: 9523, top1_acc: 0.6391, top5_acc: 0.9178, loss_cls: 1.1750, loss: 1.1750, grad_norm: 0.9355 2021-04-07 16:01:05,349 - mmaction - INFO - Epoch [2][1740/2910] lr: 3.956e-01, eta: 23:58:51, time: 1.234, data_time: 0.026, memory: 9523, top1_acc: 0.6307, top5_acc: 0.9131, loss_cls: 1.2013, loss: 1.2013, grad_norm: 0.9355 2021-04-07 16:01:31,064 - mmaction - INFO - Epoch [2][1760/2910] lr: 3.956e-01, eta: 23:58:14, time: 1.286, data_time: 0.005, memory: 9523, top1_acc: 0.6406, top5_acc: 0.9098, loss_cls: 1.2008, loss: 1.2008, grad_norm: 0.9306 2021-04-07 16:01:54,802 - mmaction - INFO - Epoch [2][1780/2910] lr: 3.956e-01, eta: 23:57:10, time: 1.188, data_time: 0.132, memory: 9523, top1_acc: 0.6238, top5_acc: 0.9184, loss_cls: 1.2248, loss: 1.2248, grad_norm: 0.9665 2021-04-07 16:02:20,406 - mmaction - INFO - Epoch [2][1800/2910] lr: 3.955e-01, eta: 23:56:31, time: 1.278, data_time: 0.093, memory: 9523, top1_acc: 0.6410, top5_acc: 0.9123, loss_cls: 1.1922, loss: 1.1922, grad_norm: 0.9326 2021-04-07 16:02:43,971 - mmaction - INFO - Epoch [2][1820/2910] lr: 3.955e-01, eta: 23:55:25, time: 1.180, data_time: 0.077, memory: 9523, top1_acc: 0.6377, top5_acc: 0.9104, loss_cls: 1.2072, loss: 1.2072, grad_norm: 0.9251 2021-04-07 16:03:08,733 - mmaction - INFO - Epoch [2][1840/2910] lr: 3.955e-01, eta: 23:54:35, time: 1.238, data_time: 0.002, memory: 9523, top1_acc: 0.6365, top5_acc: 0.9133, loss_cls: 1.2138, loss: 1.2138, grad_norm: 0.9532 2021-04-07 16:03:33,338 - mmaction - INFO - Epoch [2][1860/2910] lr: 3.954e-01, eta: 23:53:43, time: 1.229, data_time: 0.034, memory: 9523, top1_acc: 0.6252, top5_acc: 0.9133, loss_cls: 1.2164, loss: 1.2164, grad_norm: 0.9313 2021-04-07 16:03:57,884 - mmaction - INFO - Epoch [2][1880/2910] lr: 3.954e-01, eta: 23:52:52, time: 1.229, data_time: 0.003, memory: 9523, top1_acc: 0.6410, top5_acc: 0.9189, loss_cls: 1.1925, loss: 1.1925, grad_norm: 0.9381 2021-04-07 16:04:23,203 - mmaction - INFO - Epoch [2][1900/2910] lr: 3.953e-01, eta: 23:52:10, time: 1.264, data_time: 0.157, memory: 9523, top1_acc: 0.6332, top5_acc: 0.9092, loss_cls: 1.2058, loss: 1.2058, grad_norm: 0.9478 2021-04-07 16:04:48,226 - mmaction - INFO - Epoch [2][1920/2910] lr: 3.953e-01, eta: 23:51:25, time: 1.253, data_time: 0.037, memory: 9523, top1_acc: 0.6371, top5_acc: 0.9154, loss_cls: 1.1704, loss: 1.1704, grad_norm: 0.9119 2021-04-07 16:05:12,891 - mmaction - INFO - Epoch [2][1940/2910] lr: 3.953e-01, eta: 23:50:34, time: 1.232, data_time: 0.126, memory: 9523, top1_acc: 0.6336, top5_acc: 0.9092, loss_cls: 1.2209, loss: 1.2209, grad_norm: 0.9567 2021-04-07 16:05:37,535 - mmaction - INFO - Epoch [2][1960/2910] lr: 3.952e-01, eta: 23:49:44, time: 1.232, data_time: 0.040, memory: 9523, top1_acc: 0.6537, top5_acc: 0.9174, loss_cls: 1.1616, loss: 1.1616, grad_norm: 0.9107 2021-04-07 16:06:02,029 - mmaction - INFO - Epoch [2][1980/2910] lr: 3.952e-01, eta: 23:48:52, time: 1.225, data_time: 0.142, memory: 9523, top1_acc: 0.6295, top5_acc: 0.9172, loss_cls: 1.2004, loss: 1.2004, grad_norm: 0.9756 2021-04-07 16:06:27,285 - mmaction - INFO - Epoch [2][2000/2910] lr: 3.951e-01, eta: 23:48:11, time: 1.264, data_time: 0.041, memory: 9523, top1_acc: 0.6395, top5_acc: 0.9176, loss_cls: 1.1778, loss: 1.1778, grad_norm: 0.9549 2021-04-07 16:06:52,062 - mmaction - INFO - Epoch [2][2020/2910] lr: 3.951e-01, eta: 23:47:23, time: 1.239, data_time: 0.159, memory: 9523, top1_acc: 0.6328, top5_acc: 0.9105, loss_cls: 1.2120, loss: 1.2120, grad_norm: 0.9313 2021-04-07 16:07:16,820 - mmaction - INFO - Epoch [2][2040/2910] lr: 3.951e-01, eta: 23:46:36, time: 1.239, data_time: 0.121, memory: 9523, top1_acc: 0.6273, top5_acc: 0.9107, loss_cls: 1.2133, loss: 1.2133, grad_norm: 0.9278 2021-04-07 16:07:41,624 - mmaction - INFO - Epoch [2][2060/2910] lr: 3.950e-01, eta: 23:45:48, time: 1.237, data_time: 0.138, memory: 9523, top1_acc: 0.6406, top5_acc: 0.9160, loss_cls: 1.1623, loss: 1.1623, grad_norm: 0.9306 2021-04-07 16:08:07,147 - mmaction - INFO - Epoch [2][2080/2910] lr: 3.950e-01, eta: 23:45:11, time: 1.277, data_time: 0.104, memory: 9523, top1_acc: 0.6473, top5_acc: 0.9148, loss_cls: 1.1718, loss: 1.1718, grad_norm: 0.9024 2021-04-07 16:08:30,232 - mmaction - INFO - Epoch [2][2100/2910] lr: 3.949e-01, eta: 23:44:03, time: 1.156, data_time: 0.059, memory: 9523, top1_acc: 0.6383, top5_acc: 0.9113, loss_cls: 1.1978, loss: 1.1978, grad_norm: 0.9447 2021-04-07 16:08:55,075 - mmaction - INFO - Epoch [2][2120/2910] lr: 3.949e-01, eta: 23:43:17, time: 1.242, data_time: 0.075, memory: 9523, top1_acc: 0.6559, top5_acc: 0.9187, loss_cls: 1.1267, loss: 1.1267, grad_norm: 0.9052 2021-04-07 16:09:19,139 - mmaction - INFO - Epoch [2][2140/2910] lr: 3.949e-01, eta: 23:42:21, time: 1.202, data_time: 0.076, memory: 9523, top1_acc: 0.6494, top5_acc: 0.9225, loss_cls: 1.1415, loss: 1.1415, grad_norm: 0.9456 2021-04-07 16:09:44,839 - mmaction - INFO - Epoch [2][2160/2910] lr: 3.948e-01, eta: 23:41:46, time: 1.286, data_time: 0.042, memory: 9523, top1_acc: 0.6516, top5_acc: 0.9168, loss_cls: 1.1628, loss: 1.1628, grad_norm: 0.9144 2021-04-07 16:10:08,845 - mmaction - INFO - Epoch [2][2180/2910] lr: 3.948e-01, eta: 23:40:50, time: 1.201, data_time: 0.085, memory: 9523, top1_acc: 0.6520, top5_acc: 0.9187, loss_cls: 1.1563, loss: 1.1563, grad_norm: 0.9180 2021-04-07 16:10:32,924 - mmaction - INFO - Epoch [2][2200/2910] lr: 3.947e-01, eta: 23:39:55, time: 1.204, data_time: 0.004, memory: 9523, top1_acc: 0.6436, top5_acc: 0.9209, loss_cls: 1.1565, loss: 1.1565, grad_norm: 0.9133 2021-04-07 16:10:58,526 - mmaction - INFO - Epoch [2][2220/2910] lr: 3.947e-01, eta: 23:39:20, time: 1.281, data_time: 0.059, memory: 9523, top1_acc: 0.6461, top5_acc: 0.9176, loss_cls: 1.1640, loss: 1.1640, grad_norm: 0.9499 2021-04-07 16:11:22,816 - mmaction - INFO - Epoch [2][2240/2910] lr: 3.947e-01, eta: 23:38:28, time: 1.214, data_time: 0.001, memory: 9523, top1_acc: 0.6398, top5_acc: 0.9141, loss_cls: 1.1928, loss: 1.1928, grad_norm: 0.9454 2021-04-07 16:11:47,752 - mmaction - INFO - Epoch [2][2260/2910] lr: 3.946e-01, eta: 23:37:45, time: 1.247, data_time: 0.046, memory: 9523, top1_acc: 0.6549, top5_acc: 0.9187, loss_cls: 1.1304, loss: 1.1304, grad_norm: 0.9346 2021-04-07 16:12:12,713 - mmaction - INFO - Epoch [2][2280/2910] lr: 3.946e-01, eta: 23:37:01, time: 1.248, data_time: 0.081, memory: 9523, top1_acc: 0.6408, top5_acc: 0.9211, loss_cls: 1.1799, loss: 1.1799, grad_norm: 0.9679 2021-04-07 16:12:36,839 - mmaction - INFO - Epoch [2][2300/2910] lr: 3.945e-01, eta: 23:36:08, time: 1.206, data_time: 0.035, memory: 9523, top1_acc: 0.6465, top5_acc: 0.9164, loss_cls: 1.1626, loss: 1.1626, grad_norm: 0.9454 2021-04-07 16:13:02,872 - mmaction - INFO - Epoch [2][2320/2910] lr: 3.945e-01, eta: 23:35:39, time: 1.302, data_time: 0.001, memory: 9523, top1_acc: 0.6449, top5_acc: 0.9152, loss_cls: 1.1614, loss: 1.1614, grad_norm: 0.9445 2021-04-07 16:13:28,167 - mmaction - INFO - Epoch [2][2340/2910] lr: 3.945e-01, eta: 23:35:00, time: 1.265, data_time: 0.032, memory: 9523, top1_acc: 0.6482, top5_acc: 0.9225, loss_cls: 1.1523, loss: 1.1523, grad_norm: 0.9500 2021-04-07 16:13:51,962 - mmaction - INFO - Epoch [2][2360/2910] lr: 3.944e-01, eta: 23:34:03, time: 1.190, data_time: 0.096, memory: 9523, top1_acc: 0.6496, top5_acc: 0.9230, loss_cls: 1.1367, loss: 1.1367, grad_norm: 0.9069 2021-04-07 16:14:16,401 - mmaction - INFO - Epoch [2][2380/2910] lr: 3.944e-01, eta: 23:33:14, time: 1.221, data_time: 0.050, memory: 9523, top1_acc: 0.6361, top5_acc: 0.9137, loss_cls: 1.2009, loss: 1.2009, grad_norm: 0.9458 2021-04-07 16:14:41,884 - mmaction - INFO - Epoch [2][2400/2910] lr: 3.943e-01, eta: 23:32:39, time: 1.274, data_time: 0.104, memory: 9523, top1_acc: 0.6457, top5_acc: 0.9158, loss_cls: 1.1676, loss: 1.1676, grad_norm: 0.9350 2021-04-07 16:15:06,808 - mmaction - INFO - Epoch [2][2420/2910] lr: 3.943e-01, eta: 23:31:56, time: 1.247, data_time: 0.056, memory: 9523, top1_acc: 0.6332, top5_acc: 0.9055, loss_cls: 1.2056, loss: 1.2056, grad_norm: 0.9395 2021-04-07 16:15:29,382 - mmaction - INFO - Epoch [2][2440/2910] lr: 3.942e-01, eta: 23:30:45, time: 1.129, data_time: 0.094, memory: 9523, top1_acc: 0.6363, top5_acc: 0.9146, loss_cls: 1.2020, loss: 1.2020, grad_norm: 0.9407 2021-04-07 16:15:54,193 - mmaction - INFO - Epoch [2][2460/2910] lr: 3.942e-01, eta: 23:30:01, time: 1.238, data_time: 0.102, memory: 9523, top1_acc: 0.6484, top5_acc: 0.9168, loss_cls: 1.1703, loss: 1.1703, grad_norm: 0.9680 2021-04-07 16:16:19,291 - mmaction - INFO - Epoch [2][2480/2910] lr: 3.942e-01, eta: 23:29:22, time: 1.257, data_time: 0.080, memory: 9523, top1_acc: 0.6559, top5_acc: 0.9213, loss_cls: 1.1309, loss: 1.1309, grad_norm: 0.9193 2021-04-07 16:16:42,780 - mmaction - INFO - Epoch [2][2500/2910] lr: 3.941e-01, eta: 23:28:23, time: 1.174, data_time: 0.020, memory: 9523, top1_acc: 0.6408, top5_acc: 0.9201, loss_cls: 1.1530, loss: 1.1530, grad_norm: 0.9766 2021-04-07 16:17:08,013 - mmaction - INFO - Epoch [2][2520/2910] lr: 3.941e-01, eta: 23:27:44, time: 1.261, data_time: 0.019, memory: 9523, top1_acc: 0.6402, top5_acc: 0.9168, loss_cls: 1.1683, loss: 1.1683, grad_norm: 0.9240 2021-04-07 16:17:33,764 - mmaction - INFO - Epoch [2][2540/2910] lr: 3.940e-01, eta: 23:27:12, time: 1.287, data_time: 0.134, memory: 9523, top1_acc: 0.6467, top5_acc: 0.9193, loss_cls: 1.1674, loss: 1.1674, grad_norm: 0.9622 2021-04-07 16:17:58,569 - mmaction - INFO - Epoch [2][2560/2910] lr: 3.940e-01, eta: 23:26:30, time: 1.240, data_time: 0.027, memory: 9523, top1_acc: 0.6324, top5_acc: 0.9117, loss_cls: 1.2007, loss: 1.2007, grad_norm: 0.9534 2021-04-07 16:18:22,633 - mmaction - INFO - Epoch [2][2580/2910] lr: 3.939e-01, eta: 23:25:38, time: 1.205, data_time: 0.098, memory: 9523, top1_acc: 0.6445, top5_acc: 0.9135, loss_cls: 1.1729, loss: 1.1729, grad_norm: 0.9670 2021-04-07 16:18:47,529 - mmaction - INFO - Epoch [2][2600/2910] lr: 3.939e-01, eta: 23:24:57, time: 1.245, data_time: 0.102, memory: 9523, top1_acc: 0.6459, top5_acc: 0.9172, loss_cls: 1.1543, loss: 1.1543, grad_norm: 0.9527 2021-04-07 16:19:12,123 - mmaction - INFO - Epoch [2][2620/2910] lr: 3.938e-01, eta: 23:24:11, time: 1.228, data_time: 0.113, memory: 9523, top1_acc: 0.6412, top5_acc: 0.9189, loss_cls: 1.1620, loss: 1.1620, grad_norm: 0.9325 2021-04-07 16:19:35,723 - mmaction - INFO - Epoch [2][2640/2910] lr: 3.938e-01, eta: 23:23:16, time: 1.182, data_time: 0.013, memory: 9523, top1_acc: 0.6518, top5_acc: 0.9174, loss_cls: 1.1715, loss: 1.1715, grad_norm: 0.9366 2021-04-07 16:19:59,731 - mmaction - INFO - Epoch [2][2660/2910] lr: 3.938e-01, eta: 23:22:24, time: 1.200, data_time: 0.140, memory: 9523, top1_acc: 0.6275, top5_acc: 0.9145, loss_cls: 1.2130, loss: 1.2130, grad_norm: 0.9415 2021-04-07 16:20:25,276 - mmaction - INFO - Epoch [2][2680/2910] lr: 3.937e-01, eta: 23:21:51, time: 1.277, data_time: 0.062, memory: 9523, top1_acc: 0.6549, top5_acc: 0.9242, loss_cls: 1.1199, loss: 1.1199, grad_norm: 0.9464 2021-04-07 16:20:49,983 - mmaction - INFO - Epoch [2][2700/2910] lr: 3.937e-01, eta: 23:21:07, time: 1.234, data_time: 0.121, memory: 9523, top1_acc: 0.6453, top5_acc: 0.9174, loss_cls: 1.1659, loss: 1.1659, grad_norm: 0.9115 2021-04-07 16:21:15,029 - mmaction - INFO - Epoch [2][2720/2910] lr: 3.936e-01, eta: 23:20:28, time: 1.253, data_time: 0.039, memory: 9523, top1_acc: 0.6379, top5_acc: 0.9131, loss_cls: 1.1949, loss: 1.1949, grad_norm: 0.9714 2021-04-07 16:21:38,527 - mmaction - INFO - Epoch [2][2740/2910] lr: 3.936e-01, eta: 23:19:32, time: 1.175, data_time: 0.020, memory: 9523, top1_acc: 0.6377, top5_acc: 0.9176, loss_cls: 1.1923, loss: 1.1923, grad_norm: 0.9654 2021-04-07 16:22:03,151 - mmaction - INFO - Epoch [2][2760/2910] lr: 3.935e-01, eta: 23:18:48, time: 1.231, data_time: 0.125, memory: 9523, top1_acc: 0.6416, top5_acc: 0.9143, loss_cls: 1.2044, loss: 1.2044, grad_norm: 0.9624 2021-04-07 16:22:27,495 - mmaction - INFO - Epoch [2][2780/2910] lr: 3.935e-01, eta: 23:18:02, time: 1.217, data_time: 0.034, memory: 9523, top1_acc: 0.6500, top5_acc: 0.9189, loss_cls: 1.1529, loss: 1.1529, grad_norm: 0.9041 2021-04-07 16:22:52,340 - mmaction - INFO - Epoch [2][2800/2910] lr: 3.934e-01, eta: 23:17:21, time: 1.242, data_time: 0.026, memory: 9523, top1_acc: 0.6494, top5_acc: 0.9213, loss_cls: 1.1491, loss: 1.1491, grad_norm: 0.9200 2021-04-07 16:23:16,689 - mmaction - INFO - Epoch [2][2820/2910] lr: 3.934e-01, eta: 23:16:34, time: 1.216, data_time: 0.045, memory: 9523, top1_acc: 0.6387, top5_acc: 0.9150, loss_cls: 1.1819, loss: 1.1819, grad_norm: 0.9779 2021-04-07 16:23:40,589 - mmaction - INFO - Epoch [2][2840/2910] lr: 3.933e-01, eta: 23:15:43, time: 1.196, data_time: 0.067, memory: 9523, top1_acc: 0.6500, top5_acc: 0.9184, loss_cls: 1.1492, loss: 1.1492, grad_norm: 0.9129 2021-04-07 16:24:05,489 - mmaction - INFO - Epoch [2][2860/2910] lr: 3.933e-01, eta: 23:15:04, time: 1.245, data_time: 0.092, memory: 9523, top1_acc: 0.6490, top5_acc: 0.9273, loss_cls: 1.1235, loss: 1.1235, grad_norm: 0.9302 2021-04-07 16:24:29,957 - mmaction - INFO - Epoch [2][2880/2910] lr: 3.933e-01, eta: 23:14:19, time: 1.223, data_time: 0.062, memory: 9523, top1_acc: 0.6510, top5_acc: 0.9230, loss_cls: 1.1490, loss: 1.1490, grad_norm: 0.9095 2021-04-07 16:24:54,057 - mmaction - INFO - Epoch [2][2900/2910] lr: 3.932e-01, eta: 23:13:31, time: 1.206, data_time: 0.011, memory: 9523, top1_acc: 0.6582, top5_acc: 0.9262, loss_cls: 1.1066, loss: 1.1066, grad_norm: 0.9157 2021-04-07 16:25:08,282 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-04-07 16:33:03,023 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 16:33:03,688 - mmaction - INFO - top1_acc 0.5851 top5_acc 0.8836 2021-04-07 16:33:03,688 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 16:33:03,798 - mmaction - INFO - mean_acc 0.6082 2021-04-07 16:33:03,798 - mmaction - INFO - Now best checkpoint is epoch_2.pth 2021-04-07 16:33:03,819 - mmaction - INFO - Epoch(val) [2][2910] top1_acc: 0.5851, top5_acc: 0.8836, mean_class_accuracy: 0.6082 2021-04-07 16:36:57,129 - mmaction - INFO - Epoch [3][20/2910] lr: 3.931e-01, eta: 23:48:19, time: 11.664, data_time: 10.289, memory: 9523, top1_acc: 0.6535, top5_acc: 0.9189, loss_cls: 1.1629, loss: 1.1629, grad_norm: 1.0178 2021-04-07 16:37:21,035 - mmaction - INFO - Epoch [3][40/2910] lr: 3.931e-01, eta: 23:47:21, time: 1.196, data_time: 0.061, memory: 9523, top1_acc: 0.6408, top5_acc: 0.9189, loss_cls: 1.1672, loss: 1.1672, grad_norm: 0.9889 2021-04-07 16:37:46,155 - mmaction - INFO - Epoch [3][60/2910] lr: 3.930e-01, eta: 23:46:36, time: 1.255, data_time: 0.125, memory: 9523, top1_acc: 0.6453, top5_acc: 0.9096, loss_cls: 1.1909, loss: 1.1909, grad_norm: 1.0313 2021-04-07 16:38:11,030 - mmaction - INFO - Epoch [3][80/2910] lr: 3.930e-01, eta: 23:45:49, time: 1.244, data_time: 0.010, memory: 9523, top1_acc: 0.6477, top5_acc: 0.9156, loss_cls: 1.1645, loss: 1.1645, grad_norm: 0.9276 2021-04-07 16:38:35,405 - mmaction - INFO - Epoch [3][100/2910] lr: 3.930e-01, eta: 23:44:56, time: 1.218, data_time: 0.086, memory: 9523, top1_acc: 0.6490, top5_acc: 0.9162, loss_cls: 1.1573, loss: 1.1573, grad_norm: 0.9396 2021-04-07 16:38:59,345 - mmaction - INFO - Epoch [3][120/2910] lr: 3.929e-01, eta: 23:43:59, time: 1.197, data_time: 0.054, memory: 9523, top1_acc: 0.6564, top5_acc: 0.9227, loss_cls: 1.1211, loss: 1.1211, grad_norm: 0.8954 2021-04-07 16:39:24,244 - mmaction - INFO - Epoch [3][140/2910] lr: 3.929e-01, eta: 23:43:13, time: 1.245, data_time: 0.121, memory: 9523, top1_acc: 0.6451, top5_acc: 0.9143, loss_cls: 1.1742, loss: 1.1742, grad_norm: 0.9463 2021-04-07 16:39:48,806 - mmaction - INFO - Epoch [3][160/2910] lr: 3.928e-01, eta: 23:42:23, time: 1.228, data_time: 0.084, memory: 9523, top1_acc: 0.6557, top5_acc: 0.9270, loss_cls: 1.1253, loss: 1.1253, grad_norm: 0.9235 2021-04-07 16:40:13,548 - mmaction - INFO - Epoch [3][180/2910] lr: 3.928e-01, eta: 23:41:35, time: 1.237, data_time: 0.057, memory: 9523, top1_acc: 0.6594, top5_acc: 0.9252, loss_cls: 1.1227, loss: 1.1227, grad_norm: 0.9286 2021-04-07 16:40:38,995 - mmaction - INFO - Epoch [3][200/2910] lr: 3.927e-01, eta: 23:40:54, time: 1.271, data_time: 0.016, memory: 9523, top1_acc: 0.6600, top5_acc: 0.9223, loss_cls: 1.1105, loss: 1.1105, grad_norm: 0.8961 2021-04-07 16:41:03,047 - mmaction - INFO - Epoch [3][220/2910] lr: 3.927e-01, eta: 23:40:00, time: 1.204, data_time: 0.034, memory: 9523, top1_acc: 0.6527, top5_acc: 0.9156, loss_cls: 1.1553, loss: 1.1553, grad_norm: 0.9624 2021-04-07 16:41:28,521 - mmaction - INFO - Epoch [3][240/2910] lr: 3.926e-01, eta: 23:39:20, time: 1.272, data_time: 0.145, memory: 9523, top1_acc: 0.6494, top5_acc: 0.9135, loss_cls: 1.1623, loss: 1.1623, grad_norm: 0.9700 2021-04-07 16:41:51,879 - mmaction - INFO - Epoch [3][260/2910] lr: 3.926e-01, eta: 23:38:18, time: 1.170, data_time: 0.043, memory: 9523, top1_acc: 0.6400, top5_acc: 0.9172, loss_cls: 1.1707, loss: 1.1707, grad_norm: 0.9311 2021-04-07 16:42:16,444 - mmaction - INFO - Epoch [3][280/2910] lr: 3.925e-01, eta: 23:37:29, time: 1.228, data_time: 0.022, memory: 9523, top1_acc: 0.6422, top5_acc: 0.9201, loss_cls: 1.1436, loss: 1.1436, grad_norm: 0.9245 2021-04-07 16:42:41,082 - mmaction - INFO - Epoch [3][300/2910] lr: 3.925e-01, eta: 23:36:41, time: 1.232, data_time: 0.033, memory: 9523, top1_acc: 0.6529, top5_acc: 0.9232, loss_cls: 1.1166, loss: 1.1166, grad_norm: 0.9227 2021-04-07 16:43:05,131 - mmaction - INFO - Epoch [3][320/2910] lr: 3.924e-01, eta: 23:35:47, time: 1.202, data_time: 0.051, memory: 9523, top1_acc: 0.6529, top5_acc: 0.9250, loss_cls: 1.1321, loss: 1.1321, grad_norm: 0.9310 2021-04-07 16:43:29,906 - mmaction - INFO - Epoch [3][340/2910] lr: 3.924e-01, eta: 23:35:01, time: 1.237, data_time: 0.006, memory: 9523, top1_acc: 0.6430, top5_acc: 0.9213, loss_cls: 1.1509, loss: 1.1509, grad_norm: 0.9435 2021-04-07 16:43:54,693 - mmaction - INFO - Epoch [3][360/2910] lr: 3.923e-01, eta: 23:34:15, time: 1.241, data_time: 0.158, memory: 9523, top1_acc: 0.6516, top5_acc: 0.9133, loss_cls: 1.1641, loss: 1.1641, grad_norm: 0.9681 2021-04-07 16:44:20,327 - mmaction - INFO - Epoch [3][380/2910] lr: 3.923e-01, eta: 23:33:37, time: 1.281, data_time: 0.065, memory: 9523, top1_acc: 0.6646, top5_acc: 0.9178, loss_cls: 1.1046, loss: 1.1046, grad_norm: 0.9241 2021-04-07 16:44:45,630 - mmaction - INFO - Epoch [3][400/2910] lr: 3.922e-01, eta: 23:32:57, time: 1.267, data_time: 0.216, memory: 9523, top1_acc: 0.6492, top5_acc: 0.9191, loss_cls: 1.1461, loss: 1.1461, grad_norm: 0.9656 2021-04-07 16:45:09,680 - mmaction - INFO - Epoch [3][420/2910] lr: 3.922e-01, eta: 23:32:04, time: 1.202, data_time: 0.123, memory: 9523, top1_acc: 0.6416, top5_acc: 0.9160, loss_cls: 1.1661, loss: 1.1661, grad_norm: 0.9307 2021-04-07 16:45:35,606 - mmaction - INFO - Epoch [3][440/2910] lr: 3.921e-01, eta: 23:31:30, time: 1.296, data_time: 0.116, memory: 9523, top1_acc: 0.6525, top5_acc: 0.9164, loss_cls: 1.1502, loss: 1.1502, grad_norm: 0.9435 2021-04-07 16:45:59,965 - mmaction - INFO - Epoch [3][460/2910] lr: 3.921e-01, eta: 23:30:40, time: 1.218, data_time: 0.020, memory: 9523, top1_acc: 0.6516, top5_acc: 0.9211, loss_cls: 1.1499, loss: 1.1499, grad_norm: 0.9435 2021-04-07 16:46:26,246 - mmaction - INFO - Epoch [3][480/2910] lr: 3.920e-01, eta: 23:30:10, time: 1.315, data_time: 0.164, memory: 9523, top1_acc: 0.6529, top5_acc: 0.9270, loss_cls: 1.1302, loss: 1.1302, grad_norm: 0.9343 2021-04-07 16:46:50,246 - mmaction - INFO - Epoch [3][500/2910] lr: 3.920e-01, eta: 23:29:17, time: 1.199, data_time: 0.067, memory: 9523, top1_acc: 0.6455, top5_acc: 0.9201, loss_cls: 1.1564, loss: 1.1564, grad_norm: 0.9431 2021-04-07 16:47:14,612 - mmaction - INFO - Epoch [3][520/2910] lr: 3.919e-01, eta: 23:28:28, time: 1.219, data_time: 0.014, memory: 9523, top1_acc: 0.6521, top5_acc: 0.9197, loss_cls: 1.1538, loss: 1.1538, grad_norm: 0.9509 2021-04-07 16:47:38,770 - mmaction - INFO - Epoch [3][540/2910] lr: 3.919e-01, eta: 23:27:37, time: 1.208, data_time: 0.015, memory: 9523, top1_acc: 0.6412, top5_acc: 0.9191, loss_cls: 1.1681, loss: 1.1681, grad_norm: 0.9647 2021-04-07 16:48:04,305 - mmaction - INFO - Epoch [3][560/2910] lr: 3.918e-01, eta: 23:26:59, time: 1.275, data_time: 0.055, memory: 9523, top1_acc: 0.6582, top5_acc: 0.9229, loss_cls: 1.1055, loss: 1.1055, grad_norm: 0.9058 2021-04-07 16:48:28,382 - mmaction - INFO - Epoch [3][580/2910] lr: 3.918e-01, eta: 23:26:08, time: 1.205, data_time: 0.097, memory: 9523, top1_acc: 0.6574, top5_acc: 0.9229, loss_cls: 1.1228, loss: 1.1228, grad_norm: 0.9271 2021-04-07 16:48:53,143 - mmaction - INFO - Epoch [3][600/2910] lr: 3.917e-01, eta: 23:25:23, time: 1.238, data_time: 0.200, memory: 9523, top1_acc: 0.6613, top5_acc: 0.9248, loss_cls: 1.1089, loss: 1.1089, grad_norm: 0.9296 2021-04-07 16:49:18,637 - mmaction - INFO - Epoch [3][620/2910] lr: 3.917e-01, eta: 23:24:46, time: 1.275, data_time: 0.068, memory: 9523, top1_acc: 0.6496, top5_acc: 0.9186, loss_cls: 1.1367, loss: 1.1367, grad_norm: 0.9382 2021-04-07 16:49:42,731 - mmaction - INFO - Epoch [3][640/2910] lr: 3.916e-01, eta: 23:23:55, time: 1.205, data_time: 0.013, memory: 9523, top1_acc: 0.6549, top5_acc: 0.9162, loss_cls: 1.1684, loss: 1.1684, grad_norm: 0.9739 2021-04-07 16:50:07,728 - mmaction - INFO - Epoch [3][660/2910] lr: 3.916e-01, eta: 23:23:12, time: 1.249, data_time: 0.054, memory: 9523, top1_acc: 0.6691, top5_acc: 0.9213, loss_cls: 1.1221, loss: 1.1221, grad_norm: 0.9505 2021-04-07 16:50:32,682 - mmaction - INFO - Epoch [3][680/2910] lr: 3.915e-01, eta: 23:22:30, time: 1.247, data_time: 0.264, memory: 9523, top1_acc: 0.6625, top5_acc: 0.9264, loss_cls: 1.1165, loss: 1.1165, grad_norm: 0.9498 2021-04-07 16:50:57,976 - mmaction - INFO - Epoch [3][700/2910] lr: 3.915e-01, eta: 23:21:51, time: 1.266, data_time: 0.007, memory: 9523, top1_acc: 0.6512, top5_acc: 0.9219, loss_cls: 1.1305, loss: 1.1305, grad_norm: 0.9343 2021-04-07 16:51:21,782 - mmaction - INFO - Epoch [3][720/2910] lr: 3.914e-01, eta: 23:20:58, time: 1.190, data_time: 0.094, memory: 9523, top1_acc: 0.6434, top5_acc: 0.9219, loss_cls: 1.1600, loss: 1.1600, grad_norm: 0.9350 2021-04-07 16:51:48,203 - mmaction - INFO - Epoch [3][740/2910] lr: 3.914e-01, eta: 23:20:29, time: 1.318, data_time: 0.027, memory: 9523, top1_acc: 0.6619, top5_acc: 0.9266, loss_cls: 1.1271, loss: 1.1271, grad_norm: 0.9260 2021-04-07 16:52:12,678 - mmaction - INFO - Epoch [3][760/2910] lr: 3.913e-01, eta: 23:19:43, time: 1.227, data_time: 0.004, memory: 9523, top1_acc: 0.6529, top5_acc: 0.9193, loss_cls: 1.1329, loss: 1.1329, grad_norm: 0.9292 2021-04-07 16:52:38,136 - mmaction - INFO - Epoch [3][780/2910] lr: 3.913e-01, eta: 23:19:06, time: 1.273, data_time: 0.073, memory: 9523, top1_acc: 0.6629, top5_acc: 0.9217, loss_cls: 1.1233, loss: 1.1233, grad_norm: 0.9340 2021-04-07 16:53:02,118 - mmaction - INFO - Epoch [3][800/2910] lr: 3.912e-01, eta: 23:18:15, time: 1.196, data_time: 0.055, memory: 9523, top1_acc: 0.6512, top5_acc: 0.9213, loss_cls: 1.1392, loss: 1.1392, grad_norm: 0.9161 2021-04-07 16:53:26,671 - mmaction - INFO - Epoch [3][820/2910] lr: 3.911e-01, eta: 23:17:30, time: 1.230, data_time: 0.085, memory: 9523, top1_acc: 0.6564, top5_acc: 0.9301, loss_cls: 1.1156, loss: 1.1156, grad_norm: 0.9052 2021-04-07 16:53:51,100 - mmaction - INFO - Epoch [3][840/2910] lr: 3.911e-01, eta: 23:16:43, time: 1.222, data_time: 0.100, memory: 9523, top1_acc: 0.6615, top5_acc: 0.9213, loss_cls: 1.1187, loss: 1.1187, grad_norm: 0.9390 2021-04-07 16:54:16,296 - mmaction - INFO - Epoch [3][860/2910] lr: 3.910e-01, eta: 23:16:04, time: 1.260, data_time: 0.091, memory: 9523, top1_acc: 0.6443, top5_acc: 0.9180, loss_cls: 1.1712, loss: 1.1712, grad_norm: 0.9322 2021-04-07 16:54:40,744 - mmaction - INFO - Epoch [3][880/2910] lr: 3.910e-01, eta: 23:15:18, time: 1.222, data_time: 0.169, memory: 9523, top1_acc: 0.6580, top5_acc: 0.9215, loss_cls: 1.1261, loss: 1.1261, grad_norm: 0.9570 2021-04-07 16:55:05,042 - mmaction - INFO - Epoch [3][900/2910] lr: 3.909e-01, eta: 23:14:31, time: 1.215, data_time: 0.261, memory: 9523, top1_acc: 0.6627, top5_acc: 0.9275, loss_cls: 1.1108, loss: 1.1108, grad_norm: 0.9394 2021-04-07 16:55:29,641 - mmaction - INFO - Epoch [3][920/2910] lr: 3.909e-01, eta: 23:13:46, time: 1.230, data_time: 0.001, memory: 9523, top1_acc: 0.6598, top5_acc: 0.9260, loss_cls: 1.1087, loss: 1.1087, grad_norm: 0.9318 2021-04-07 16:55:53,613 - mmaction - INFO - Epoch [3][940/2910] lr: 3.908e-01, eta: 23:12:56, time: 1.198, data_time: 0.019, memory: 9523, top1_acc: 0.6447, top5_acc: 0.9158, loss_cls: 1.1580, loss: 1.1580, grad_norm: 0.9350 2021-04-07 16:56:19,616 - mmaction - INFO - Epoch [3][960/2910] lr: 3.908e-01, eta: 23:12:25, time: 1.301, data_time: 0.021, memory: 9523, top1_acc: 0.6488, top5_acc: 0.9213, loss_cls: 1.1582, loss: 1.1582, grad_norm: 0.9304 2021-04-07 16:56:43,884 - mmaction - INFO - Epoch [3][980/2910] lr: 3.907e-01, eta: 23:11:38, time: 1.213, data_time: 0.165, memory: 9523, top1_acc: 0.6568, top5_acc: 0.9213, loss_cls: 1.1413, loss: 1.1413, grad_norm: 0.9441 2021-04-07 16:57:08,668 - mmaction - INFO - Epoch [3][1000/2910] lr: 3.907e-01, eta: 23:10:56, time: 1.239, data_time: 0.015, memory: 9523, top1_acc: 0.6578, top5_acc: 0.9195, loss_cls: 1.1369, loss: 1.1369, grad_norm: 0.9370 2021-04-07 16:57:34,604 - mmaction - INFO - Epoch [3][1020/2910] lr: 3.906e-01, eta: 23:10:24, time: 1.297, data_time: 0.073, memory: 9523, top1_acc: 0.6635, top5_acc: 0.9238, loss_cls: 1.1084, loss: 1.1084, grad_norm: 0.9532 2021-04-07 16:57:58,674 - mmaction - INFO - Epoch [3][1040/2910] lr: 3.906e-01, eta: 23:09:35, time: 1.202, data_time: 0.034, memory: 9523, top1_acc: 0.6531, top5_acc: 0.9170, loss_cls: 1.1435, loss: 1.1435, grad_norm: 0.9514 2021-04-07 16:58:22,409 - mmaction - INFO - Epoch [3][1060/2910] lr: 3.905e-01, eta: 23:08:44, time: 1.188, data_time: 0.099, memory: 9523, top1_acc: 0.6434, top5_acc: 0.9275, loss_cls: 1.1454, loss: 1.1454, grad_norm: 0.9374 2021-04-07 16:58:47,031 - mmaction - INFO - Epoch [3][1080/2910] lr: 3.904e-01, eta: 23:08:00, time: 1.231, data_time: 0.047, memory: 9523, top1_acc: 0.6584, top5_acc: 0.9248, loss_cls: 1.1307, loss: 1.1307, grad_norm: 0.9481 2021-04-07 16:59:11,407 - mmaction - INFO - Epoch [3][1100/2910] lr: 3.904e-01, eta: 23:07:15, time: 1.218, data_time: 0.010, memory: 9523, top1_acc: 0.6596, top5_acc: 0.9229, loss_cls: 1.1058, loss: 1.1058, grad_norm: 0.9592 2021-04-07 16:59:35,457 - mmaction - INFO - Epoch [3][1120/2910] lr: 3.903e-01, eta: 23:06:27, time: 1.202, data_time: 0.039, memory: 9523, top1_acc: 0.6467, top5_acc: 0.9168, loss_cls: 1.1483, loss: 1.1483, grad_norm: 0.9690 2021-04-07 16:59:59,496 - mmaction - INFO - Epoch [3][1140/2910] lr: 3.903e-01, eta: 23:05:39, time: 1.203, data_time: 0.036, memory: 9523, top1_acc: 0.6592, top5_acc: 0.9230, loss_cls: 1.1079, loss: 1.1079, grad_norm: 0.9243 2021-04-07 17:00:24,045 - mmaction - INFO - Epoch [3][1160/2910] lr: 3.902e-01, eta: 23:04:55, time: 1.227, data_time: 0.030, memory: 9523, top1_acc: 0.6557, top5_acc: 0.9244, loss_cls: 1.1189, loss: 1.1189, grad_norm: 0.9369 2021-04-07 17:00:50,391 - mmaction - INFO - Epoch [3][1180/2910] lr: 3.902e-01, eta: 23:04:27, time: 1.316, data_time: 0.037, memory: 9523, top1_acc: 0.6500, top5_acc: 0.9182, loss_cls: 1.1418, loss: 1.1418, grad_norm: 0.9419 2021-04-07 17:01:14,551 - mmaction - INFO - Epoch [3][1200/2910] lr: 3.901e-01, eta: 23:03:41, time: 1.210, data_time: 0.118, memory: 9523, top1_acc: 0.6623, top5_acc: 0.9271, loss_cls: 1.0987, loss: 1.0987, grad_norm: 0.9470 2021-04-07 17:01:38,898 - mmaction - INFO - Epoch [3][1220/2910] lr: 3.901e-01, eta: 23:02:56, time: 1.217, data_time: 0.069, memory: 9523, top1_acc: 0.6555, top5_acc: 0.9264, loss_cls: 1.1421, loss: 1.1421, grad_norm: 0.9598 2021-04-07 17:02:03,641 - mmaction - INFO - Epoch [3][1240/2910] lr: 3.900e-01, eta: 23:02:14, time: 1.236, data_time: 0.108, memory: 9523, top1_acc: 0.6586, top5_acc: 0.9268, loss_cls: 1.1082, loss: 1.1082, grad_norm: 0.9330 2021-04-07 17:02:28,982 - mmaction - INFO - Epoch [3][1260/2910] lr: 3.899e-01, eta: 23:01:38, time: 1.268, data_time: 0.097, memory: 9523, top1_acc: 0.6541, top5_acc: 0.9205, loss_cls: 1.1309, loss: 1.1309, grad_norm: 0.9461 2021-04-07 17:02:54,226 - mmaction - INFO - Epoch [3][1280/2910] lr: 3.899e-01, eta: 23:01:01, time: 1.260, data_time: 0.057, memory: 9523, top1_acc: 0.6465, top5_acc: 0.9289, loss_cls: 1.1094, loss: 1.1094, grad_norm: 0.9435 2021-04-07 17:03:17,839 - mmaction - INFO - Epoch [3][1300/2910] lr: 3.898e-01, eta: 23:00:11, time: 1.183, data_time: 0.020, memory: 9523, top1_acc: 0.6727, top5_acc: 0.9234, loss_cls: 1.0900, loss: 1.0900, grad_norm: 0.9129 2021-04-07 17:03:43,291 - mmaction - INFO - Epoch [3][1320/2910] lr: 3.898e-01, eta: 22:59:36, time: 1.271, data_time: 0.085, memory: 9523, top1_acc: 0.6678, top5_acc: 0.9221, loss_cls: 1.0881, loss: 1.0881, grad_norm: 0.9390 2021-04-07 17:04:06,874 - mmaction - INFO - Epoch [3][1340/2910] lr: 3.897e-01, eta: 22:58:45, time: 1.181, data_time: 0.043, memory: 9523, top1_acc: 0.6553, top5_acc: 0.9223, loss_cls: 1.1241, loss: 1.1241, grad_norm: 0.9302 2021-04-07 17:04:31,519 - mmaction - INFO - Epoch [3][1360/2910] lr: 3.897e-01, eta: 22:58:03, time: 1.232, data_time: 0.281, memory: 9523, top1_acc: 0.6596, top5_acc: 0.9232, loss_cls: 1.1280, loss: 1.1280, grad_norm: 0.9404 2021-04-07 17:04:56,374 - mmaction - INFO - Epoch [3][1380/2910] lr: 3.896e-01, eta: 22:57:23, time: 1.242, data_time: 0.049, memory: 9523, top1_acc: 0.6574, top5_acc: 0.9225, loss_cls: 1.1047, loss: 1.1047, grad_norm: 0.9158 2021-04-07 17:05:21,241 - mmaction - INFO - Epoch [3][1400/2910] lr: 3.895e-01, eta: 22:56:44, time: 1.244, data_time: 0.030, memory: 9523, top1_acc: 0.6551, top5_acc: 0.9232, loss_cls: 1.1264, loss: 1.1264, grad_norm: 0.9335 2021-04-07 17:05:46,080 - mmaction - INFO - Epoch [3][1420/2910] lr: 3.895e-01, eta: 22:56:04, time: 1.242, data_time: 0.093, memory: 9523, top1_acc: 0.6592, top5_acc: 0.9158, loss_cls: 1.1583, loss: 1.1583, grad_norm: 0.9890 2021-04-07 17:06:10,147 - mmaction - INFO - Epoch [3][1440/2910] lr: 3.894e-01, eta: 22:55:18, time: 1.204, data_time: 0.028, memory: 9523, top1_acc: 0.6598, top5_acc: 0.9221, loss_cls: 1.1262, loss: 1.1262, grad_norm: 0.9808 2021-04-07 17:06:35,473 - mmaction - INFO - Epoch [3][1460/2910] lr: 3.894e-01, eta: 22:54:42, time: 1.266, data_time: 0.017, memory: 9523, top1_acc: 0.6678, top5_acc: 0.9260, loss_cls: 1.0894, loss: 1.0894, grad_norm: 0.9424 2021-04-07 17:06:59,846 - mmaction - INFO - Epoch [3][1480/2910] lr: 3.893e-01, eta: 22:53:59, time: 1.218, data_time: 0.139, memory: 9523, top1_acc: 0.6611, top5_acc: 0.9287, loss_cls: 1.1085, loss: 1.1085, grad_norm: 0.9647 2021-04-07 17:07:24,504 - mmaction - INFO - Epoch [3][1500/2910] lr: 3.893e-01, eta: 22:53:18, time: 1.232, data_time: 0.128, memory: 9523, top1_acc: 0.6578, top5_acc: 0.9250, loss_cls: 1.1263, loss: 1.1263, grad_norm: 0.9561 2021-04-07 17:07:49,071 - mmaction - INFO - Epoch [3][1520/2910] lr: 3.892e-01, eta: 22:52:36, time: 1.228, data_time: 0.102, memory: 9523, top1_acc: 0.6561, top5_acc: 0.9240, loss_cls: 1.1335, loss: 1.1335, grad_norm: 0.9524 2021-04-07 17:08:14,857 - mmaction - INFO - Epoch [3][1540/2910] lr: 3.891e-01, eta: 22:52:05, time: 1.290, data_time: 0.149, memory: 9523, top1_acc: 0.6541, top5_acc: 0.9314, loss_cls: 1.0890, loss: 1.0890, grad_norm: 0.8960 2021-04-07 17:08:39,621 - mmaction - INFO - Epoch [3][1560/2910] lr: 3.891e-01, eta: 22:51:25, time: 1.238, data_time: 0.037, memory: 9523, top1_acc: 0.6582, top5_acc: 0.9225, loss_cls: 1.1103, loss: 1.1103, grad_norm: 0.9658 2021-04-07 17:09:03,471 - mmaction - INFO - Epoch [3][1580/2910] lr: 3.890e-01, eta: 22:50:38, time: 1.193, data_time: 0.048, memory: 9523, top1_acc: 0.6693, top5_acc: 0.9291, loss_cls: 1.0961, loss: 1.0961, grad_norm: 0.9333 2021-04-07 17:09:28,913 - mmaction - INFO - Epoch [3][1600/2910] lr: 3.890e-01, eta: 22:50:04, time: 1.271, data_time: 0.065, memory: 9523, top1_acc: 0.6748, top5_acc: 0.9238, loss_cls: 1.0914, loss: 1.0914, grad_norm: 0.9217 2021-04-07 17:09:52,463 - mmaction - INFO - Epoch [3][1620/2910] lr: 3.889e-01, eta: 22:49:14, time: 1.179, data_time: 0.042, memory: 9523, top1_acc: 0.6521, top5_acc: 0.9305, loss_cls: 1.1134, loss: 1.1134, grad_norm: 0.9858 2021-04-07 17:10:17,119 - mmaction - INFO - Epoch [3][1640/2910] lr: 3.888e-01, eta: 22:48:34, time: 1.233, data_time: 0.002, memory: 9523, top1_acc: 0.6584, top5_acc: 0.9230, loss_cls: 1.1176, loss: 1.1176, grad_norm: 0.9944 2021-04-07 17:10:41,780 - mmaction - INFO - Epoch [3][1660/2910] lr: 3.888e-01, eta: 22:47:53, time: 1.232, data_time: 0.061, memory: 9523, top1_acc: 0.6547, top5_acc: 0.9221, loss_cls: 1.1371, loss: 1.1371, grad_norm: 0.9259 2021-04-07 17:11:07,931 - mmaction - INFO - Epoch [3][1680/2910] lr: 3.887e-01, eta: 22:47:26, time: 1.307, data_time: 0.047, memory: 9523, top1_acc: 0.6479, top5_acc: 0.9240, loss_cls: 1.1175, loss: 1.1175, grad_norm: 0.9418 2021-04-07 17:11:31,689 - mmaction - INFO - Epoch [3][1700/2910] lr: 3.887e-01, eta: 22:46:38, time: 1.189, data_time: 0.144, memory: 9523, top1_acc: 0.6672, top5_acc: 0.9262, loss_cls: 1.0964, loss: 1.0964, grad_norm: 0.9275 2021-04-07 17:11:58,186 - mmaction - INFO - Epoch [3][1720/2910] lr: 3.886e-01, eta: 22:46:13, time: 1.325, data_time: 0.116, memory: 9523, top1_acc: 0.6641, top5_acc: 0.9258, loss_cls: 1.1004, loss: 1.1004, grad_norm: 0.9498 2021-04-07 17:12:22,773 - mmaction - INFO - Epoch [3][1740/2910] lr: 3.885e-01, eta: 22:45:33, time: 1.229, data_time: 0.040, memory: 9523, top1_acc: 0.6543, top5_acc: 0.9201, loss_cls: 1.1354, loss: 1.1354, grad_norm: 0.9320 2021-04-07 17:12:46,604 - mmaction - INFO - Epoch [3][1760/2910] lr: 3.885e-01, eta: 22:44:46, time: 1.192, data_time: 0.011, memory: 9523, top1_acc: 0.6529, top5_acc: 0.9238, loss_cls: 1.1317, loss: 1.1317, grad_norm: 0.9570 2021-04-07 17:13:12,611 - mmaction - INFO - Epoch [3][1780/2910] lr: 3.884e-01, eta: 22:44:18, time: 1.300, data_time: 0.001, memory: 9523, top1_acc: 0.6578, top5_acc: 0.9225, loss_cls: 1.1202, loss: 1.1202, grad_norm: 0.9642 2021-04-07 17:13:38,125 - mmaction - INFO - Epoch [3][1800/2910] lr: 3.884e-01, eta: 22:43:45, time: 1.276, data_time: 0.025, memory: 9523, top1_acc: 0.6613, top5_acc: 0.9252, loss_cls: 1.1181, loss: 1.1181, grad_norm: 0.9570 2021-04-07 17:14:02,907 - mmaction - INFO - Epoch [3][1820/2910] lr: 3.883e-01, eta: 22:43:06, time: 1.239, data_time: 0.109, memory: 9523, top1_acc: 0.6625, top5_acc: 0.9234, loss_cls: 1.1283, loss: 1.1283, grad_norm: 0.9354 2021-04-07 17:14:26,770 - mmaction - INFO - Epoch [3][1840/2910] lr: 3.882e-01, eta: 22:42:20, time: 1.191, data_time: 0.120, memory: 9523, top1_acc: 0.6836, top5_acc: 0.9330, loss_cls: 1.0581, loss: 1.0581, grad_norm: 0.9002 2021-04-07 17:14:51,352 - mmaction - INFO - Epoch [3][1860/2910] lr: 3.882e-01, eta: 22:41:40, time: 1.231, data_time: 0.051, memory: 9523, top1_acc: 0.6564, top5_acc: 0.9268, loss_cls: 1.0973, loss: 1.0973, grad_norm: 0.9324 2021-04-07 17:15:15,376 - mmaction - INFO - Epoch [3][1880/2910] lr: 3.881e-01, eta: 22:40:55, time: 1.201, data_time: 0.028, memory: 9523, top1_acc: 0.6539, top5_acc: 0.9225, loss_cls: 1.1308, loss: 1.1308, grad_norm: 0.9662 2021-04-07 17:15:40,889 - mmaction - INFO - Epoch [3][1900/2910] lr: 3.881e-01, eta: 22:40:23, time: 1.276, data_time: 0.175, memory: 9523, top1_acc: 0.6447, top5_acc: 0.9242, loss_cls: 1.1452, loss: 1.1452, grad_norm: 0.9745 2021-04-07 17:16:05,458 - mmaction - INFO - Epoch [3][1920/2910] lr: 3.880e-01, eta: 22:39:43, time: 1.229, data_time: 0.263, memory: 9523, top1_acc: 0.6676, top5_acc: 0.9262, loss_cls: 1.1026, loss: 1.1026, grad_norm: 0.9284 2021-04-07 17:16:31,727 - mmaction - INFO - Epoch [3][1940/2910] lr: 3.879e-01, eta: 22:39:17, time: 1.313, data_time: 0.017, memory: 9523, top1_acc: 0.6635, top5_acc: 0.9223, loss_cls: 1.1072, loss: 1.1072, grad_norm: 0.9256 2021-04-07 17:16:55,413 - mmaction - INFO - Epoch [3][1960/2910] lr: 3.879e-01, eta: 22:38:29, time: 1.183, data_time: 0.089, memory: 9523, top1_acc: 0.6660, top5_acc: 0.9262, loss_cls: 1.0958, loss: 1.0958, grad_norm: 0.9244 2021-04-07 17:17:20,427 - mmaction - INFO - Epoch [3][1980/2910] lr: 3.878e-01, eta: 22:37:53, time: 1.252, data_time: 0.012, memory: 9523, top1_acc: 0.6557, top5_acc: 0.9268, loss_cls: 1.1079, loss: 1.1079, grad_norm: 0.9359 2021-04-07 17:17:45,644 - mmaction - INFO - Epoch [3][2000/2910] lr: 3.878e-01, eta: 22:37:19, time: 1.260, data_time: 0.197, memory: 9523, top1_acc: 0.6797, top5_acc: 0.9252, loss_cls: 1.0834, loss: 1.0834, grad_norm: 0.9114 2021-04-07 17:18:10,602 - mmaction - INFO - Epoch [3][2020/2910] lr: 3.877e-01, eta: 22:36:42, time: 1.248, data_time: 0.051, memory: 9523, top1_acc: 0.6699, top5_acc: 0.9299, loss_cls: 1.0819, loss: 1.0819, grad_norm: 0.9270 2021-04-07 17:18:35,581 - mmaction - INFO - Epoch [3][2040/2910] lr: 3.876e-01, eta: 22:36:06, time: 1.247, data_time: 0.149, memory: 9523, top1_acc: 0.6627, top5_acc: 0.9250, loss_cls: 1.1064, loss: 1.1064, grad_norm: 0.9649 2021-04-07 17:18:59,758 - mmaction - INFO - Epoch [3][2060/2910] lr: 3.876e-01, eta: 22:35:23, time: 1.210, data_time: 0.134, memory: 9523, top1_acc: 0.6687, top5_acc: 0.9223, loss_cls: 1.0988, loss: 1.0988, grad_norm: 0.9194 2021-04-07 17:19:25,369 - mmaction - INFO - Epoch [3][2080/2910] lr: 3.875e-01, eta: 22:34:52, time: 1.281, data_time: 0.075, memory: 9523, top1_acc: 0.6594, top5_acc: 0.9346, loss_cls: 1.0894, loss: 1.0894, grad_norm: 0.9402 2021-04-07 17:19:51,171 - mmaction - INFO - Epoch [3][2100/2910] lr: 3.874e-01, eta: 22:34:22, time: 1.288, data_time: 0.126, memory: 9523, top1_acc: 0.6598, top5_acc: 0.9246, loss_cls: 1.0963, loss: 1.0963, grad_norm: 0.9156 2021-04-07 17:20:14,626 - mmaction - INFO - Epoch [3][2120/2910] lr: 3.874e-01, eta: 22:33:34, time: 1.175, data_time: 0.070, memory: 9523, top1_acc: 0.6596, top5_acc: 0.9281, loss_cls: 1.1080, loss: 1.1080, grad_norm: 0.9833 2021-04-07 17:20:39,372 - mmaction - INFO - Epoch [3][2140/2910] lr: 3.873e-01, eta: 22:32:56, time: 1.237, data_time: 0.153, memory: 9523, top1_acc: 0.6703, top5_acc: 0.9322, loss_cls: 1.0813, loss: 1.0813, grad_norm: 0.9626 2021-04-07 17:21:03,838 - mmaction - INFO - Epoch [3][2160/2910] lr: 3.873e-01, eta: 22:32:16, time: 1.224, data_time: 0.156, memory: 9523, top1_acc: 0.6543, top5_acc: 0.9287, loss_cls: 1.1243, loss: 1.1243, grad_norm: 0.9578 2021-04-07 17:21:28,361 - mmaction - INFO - Epoch [3][2180/2910] lr: 3.872e-01, eta: 22:31:37, time: 1.226, data_time: 0.154, memory: 9523, top1_acc: 0.6660, top5_acc: 0.9244, loss_cls: 1.1003, loss: 1.1003, grad_norm: 0.9530 2021-04-07 17:21:53,542 - mmaction - INFO - Epoch [3][2200/2910] lr: 3.871e-01, eta: 22:31:03, time: 1.259, data_time: 0.104, memory: 9523, top1_acc: 0.6676, top5_acc: 0.9275, loss_cls: 1.1016, loss: 1.1016, grad_norm: 0.9403 2021-04-07 17:22:17,980 - mmaction - INFO - Epoch [3][2220/2910] lr: 3.871e-01, eta: 22:30:23, time: 1.222, data_time: 0.052, memory: 9523, top1_acc: 0.6576, top5_acc: 0.9271, loss_cls: 1.1131, loss: 1.1131, grad_norm: 0.9507 2021-04-07 17:22:43,341 - mmaction - INFO - Epoch [3][2240/2910] lr: 3.870e-01, eta: 22:29:50, time: 1.266, data_time: 0.006, memory: 9523, top1_acc: 0.6490, top5_acc: 0.9258, loss_cls: 1.1283, loss: 1.1283, grad_norm: 0.9767 2021-04-07 17:23:07,313 - mmaction - INFO - Epoch [3][2260/2910] lr: 3.869e-01, eta: 22:29:06, time: 1.200, data_time: 0.019, memory: 9523, top1_acc: 0.6723, top5_acc: 0.9273, loss_cls: 1.0683, loss: 1.0683, grad_norm: 0.9167 2021-04-07 17:23:32,387 - mmaction - INFO - Epoch [3][2280/2910] lr: 3.869e-01, eta: 22:28:32, time: 1.254, data_time: 0.078, memory: 9523, top1_acc: 0.6830, top5_acc: 0.9316, loss_cls: 1.0353, loss: 1.0353, grad_norm: 0.9085 2021-04-07 17:23:56,766 - mmaction - INFO - Epoch [3][2300/2910] lr: 3.868e-01, eta: 22:27:51, time: 1.217, data_time: 0.048, memory: 9523, top1_acc: 0.6674, top5_acc: 0.9283, loss_cls: 1.0893, loss: 1.0893, grad_norm: 0.9347 2021-04-07 17:24:20,702 - mmaction - INFO - Epoch [3][2320/2910] lr: 3.867e-01, eta: 22:27:08, time: 1.199, data_time: 0.015, memory: 9523, top1_acc: 0.6699, top5_acc: 0.9244, loss_cls: 1.0726, loss: 1.0726, grad_norm: 0.9133 2021-04-07 17:24:46,597 - mmaction - INFO - Epoch [3][2340/2910] lr: 3.867e-01, eta: 22:26:39, time: 1.294, data_time: 0.010, memory: 9523, top1_acc: 0.6604, top5_acc: 0.9283, loss_cls: 1.0947, loss: 1.0947, grad_norm: 0.9575 2021-04-07 17:25:11,720 - mmaction - INFO - Epoch [3][2360/2910] lr: 3.866e-01, eta: 22:26:05, time: 1.257, data_time: 0.139, memory: 9523, top1_acc: 0.6574, top5_acc: 0.9277, loss_cls: 1.1102, loss: 1.1102, grad_norm: 0.9658 2021-04-07 17:25:35,629 - mmaction - INFO - Epoch [3][2380/2910] lr: 3.866e-01, eta: 22:25:22, time: 1.194, data_time: 0.013, memory: 9523, top1_acc: 0.6676, top5_acc: 0.9279, loss_cls: 1.1009, loss: 1.1009, grad_norm: 0.9445 2021-04-07 17:26:00,383 - mmaction - INFO - Epoch [3][2400/2910] lr: 3.865e-01, eta: 22:24:45, time: 1.240, data_time: 0.054, memory: 9523, top1_acc: 0.6656, top5_acc: 0.9268, loss_cls: 1.1009, loss: 1.1009, grad_norm: 0.9647 2021-04-07 17:26:25,247 - mmaction - INFO - Epoch [3][2420/2910] lr: 3.864e-01, eta: 22:24:09, time: 1.243, data_time: 0.057, memory: 9523, top1_acc: 0.6564, top5_acc: 0.9209, loss_cls: 1.1303, loss: 1.1303, grad_norm: 0.9609 2021-04-07 17:26:48,837 - mmaction - INFO - Epoch [3][2440/2910] lr: 3.864e-01, eta: 22:23:23, time: 1.179, data_time: 0.013, memory: 9523, top1_acc: 0.6395, top5_acc: 0.9230, loss_cls: 1.1729, loss: 1.1729, grad_norm: 0.9902 2021-04-07 17:27:14,142 - mmaction - INFO - Epoch [3][2460/2910] lr: 3.863e-01, eta: 22:22:51, time: 1.266, data_time: 0.122, memory: 9523, top1_acc: 0.6709, top5_acc: 0.9260, loss_cls: 1.0800, loss: 1.0800, grad_norm: 0.9109 2021-04-07 17:27:38,691 - mmaction - INFO - Epoch [3][2480/2910] lr: 3.862e-01, eta: 22:22:12, time: 1.226, data_time: 0.120, memory: 9523, top1_acc: 0.6648, top5_acc: 0.9184, loss_cls: 1.1176, loss: 1.1176, grad_norm: 0.9285 2021-04-07 17:28:03,900 - mmaction - INFO - Epoch [3][2500/2910] lr: 3.862e-01, eta: 22:21:39, time: 1.261, data_time: 0.072, memory: 9523, top1_acc: 0.6533, top5_acc: 0.9232, loss_cls: 1.1178, loss: 1.1178, grad_norm: 0.9438 2021-04-07 17:28:27,707 - mmaction - INFO - Epoch [3][2520/2910] lr: 3.861e-01, eta: 22:20:55, time: 1.189, data_time: 0.052, memory: 9523, top1_acc: 0.6670, top5_acc: 0.9281, loss_cls: 1.0769, loss: 1.0769, grad_norm: 0.9025 2021-04-07 17:28:53,402 - mmaction - INFO - Epoch [3][2540/2910] lr: 3.860e-01, eta: 22:20:26, time: 1.285, data_time: 0.042, memory: 9523, top1_acc: 0.6676, top5_acc: 0.9279, loss_cls: 1.0908, loss: 1.0908, grad_norm: 0.9338 2021-04-07 17:29:18,582 - mmaction - INFO - Epoch [3][2560/2910] lr: 3.860e-01, eta: 22:19:52, time: 1.259, data_time: 0.037, memory: 9523, top1_acc: 0.6748, top5_acc: 0.9256, loss_cls: 1.0711, loss: 1.0711, grad_norm: 0.9499 2021-04-07 17:29:42,009 - mmaction - INFO - Epoch [3][2580/2910] lr: 3.859e-01, eta: 22:19:06, time: 1.172, data_time: 0.048, memory: 9523, top1_acc: 0.6795, top5_acc: 0.9262, loss_cls: 1.0676, loss: 1.0676, grad_norm: 0.9053 2021-04-07 17:30:06,884 - mmaction - INFO - Epoch [3][2600/2910] lr: 3.858e-01, eta: 22:18:31, time: 1.244, data_time: 0.001, memory: 9523, top1_acc: 0.6686, top5_acc: 0.9277, loss_cls: 1.0911, loss: 1.0911, grad_norm: 0.9428 2021-04-07 17:30:32,297 - mmaction - INFO - Epoch [3][2620/2910] lr: 3.858e-01, eta: 22:17:59, time: 1.271, data_time: 0.005, memory: 9523, top1_acc: 0.6547, top5_acc: 0.9270, loss_cls: 1.0962, loss: 1.0962, grad_norm: 0.9369 2021-04-07 17:30:56,842 - mmaction - INFO - Epoch [3][2640/2910] lr: 3.857e-01, eta: 22:17:21, time: 1.225, data_time: 0.011, memory: 9523, top1_acc: 0.6682, top5_acc: 0.9252, loss_cls: 1.1133, loss: 1.1133, grad_norm: 0.9710 2021-04-07 17:31:22,109 - mmaction - INFO - Epoch [3][2660/2910] lr: 3.856e-01, eta: 22:16:49, time: 1.264, data_time: 0.038, memory: 9523, top1_acc: 0.6482, top5_acc: 0.9279, loss_cls: 1.1200, loss: 1.1200, grad_norm: 0.9595 2021-04-07 17:31:46,218 - mmaction - INFO - Epoch [3][2680/2910] lr: 3.856e-01, eta: 22:16:08, time: 1.205, data_time: 0.046, memory: 9523, top1_acc: 0.6645, top5_acc: 0.9318, loss_cls: 1.1105, loss: 1.1105, grad_norm: 0.9738 2021-04-07 17:32:11,414 - mmaction - INFO - Epoch [3][2700/2910] lr: 3.855e-01, eta: 22:15:35, time: 1.261, data_time: 0.118, memory: 9523, top1_acc: 0.6619, top5_acc: 0.9270, loss_cls: 1.1143, loss: 1.1143, grad_norm: 0.9685 2021-04-07 17:32:36,870 - mmaction - INFO - Epoch [3][2720/2910] lr: 3.854e-01, eta: 22:15:04, time: 1.270, data_time: 0.039, memory: 9523, top1_acc: 0.6469, top5_acc: 0.9209, loss_cls: 1.1603, loss: 1.1603, grad_norm: 0.9534 2021-04-07 17:33:01,224 - mmaction - INFO - Epoch [3][2740/2910] lr: 3.854e-01, eta: 22:14:25, time: 1.221, data_time: 0.078, memory: 9523, top1_acc: 0.6615, top5_acc: 0.9225, loss_cls: 1.1151, loss: 1.1151, grad_norm: 0.9285 2021-04-07 17:33:25,640 - mmaction - INFO - Epoch [3][2760/2910] lr: 3.853e-01, eta: 22:13:47, time: 1.219, data_time: 0.137, memory: 9523, top1_acc: 0.6646, top5_acc: 0.9236, loss_cls: 1.0861, loss: 1.0861, grad_norm: 0.9272 2021-04-07 17:33:50,579 - mmaction - INFO - Epoch [3][2780/2910] lr: 3.852e-01, eta: 22:13:12, time: 1.248, data_time: 0.117, memory: 9523, top1_acc: 0.6695, top5_acc: 0.9271, loss_cls: 1.0853, loss: 1.0853, grad_norm: 0.9445 2021-04-07 17:34:14,991 - mmaction - INFO - Epoch [3][2800/2910] lr: 3.852e-01, eta: 22:12:34, time: 1.221, data_time: 0.018, memory: 9523, top1_acc: 0.6727, top5_acc: 0.9381, loss_cls: 1.0393, loss: 1.0393, grad_norm: 0.9325 2021-04-07 17:34:40,069 - mmaction - INFO - Epoch [3][2820/2910] lr: 3.851e-01, eta: 22:12:01, time: 1.254, data_time: 0.072, memory: 9523, top1_acc: 0.6742, top5_acc: 0.9301, loss_cls: 1.0770, loss: 1.0770, grad_norm: 0.9591 2021-04-07 17:35:04,985 - mmaction - INFO - Epoch [3][2840/2910] lr: 3.850e-01, eta: 22:11:26, time: 1.244, data_time: 0.037, memory: 9523, top1_acc: 0.6725, top5_acc: 0.9258, loss_cls: 1.0936, loss: 1.0936, grad_norm: 0.9494 2021-04-07 17:35:28,228 - mmaction - INFO - Epoch [3][2860/2910] lr: 3.850e-01, eta: 22:10:40, time: 1.164, data_time: 0.101, memory: 9523, top1_acc: 0.6635, top5_acc: 0.9236, loss_cls: 1.1049, loss: 1.1049, grad_norm: 0.9542 2021-04-07 17:35:53,559 - mmaction - INFO - Epoch [3][2880/2910] lr: 3.849e-01, eta: 22:10:08, time: 1.266, data_time: 0.014, memory: 9523, top1_acc: 0.6676, top5_acc: 0.9275, loss_cls: 1.0993, loss: 1.0993, grad_norm: 0.9499 2021-04-07 17:36:18,175 - mmaction - INFO - Epoch [3][2900/2910] lr: 3.848e-01, eta: 22:09:31, time: 1.229, data_time: 0.025, memory: 9523, top1_acc: 0.6686, top5_acc: 0.9230, loss_cls: 1.0999, loss: 1.0999, grad_norm: 0.9215 2021-04-07 17:36:31,845 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-04-07 17:44:21,567 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 17:44:22,259 - mmaction - INFO - top1_acc 0.5384 top5_acc 0.8520 2021-04-07 17:44:22,260 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 17:44:22,370 - mmaction - INFO - mean_acc 0.5580 2021-04-07 17:44:22,388 - mmaction - INFO - Epoch(val) [3][2910] top1_acc: 0.5384, top5_acc: 0.8520, mean_class_accuracy: 0.5580 2021-04-07 17:48:13,703 - mmaction - INFO - Epoch [4][20/2910] lr: 3.847e-01, eta: 22:31:13, time: 11.564, data_time: 10.379, memory: 9523, top1_acc: 0.6758, top5_acc: 0.9295, loss_cls: 1.0613, loss: 1.0613, grad_norm: 0.9086 2021-04-07 17:48:38,787 - mmaction - INFO - Epoch [4][40/2910] lr: 3.846e-01, eta: 22:30:37, time: 1.254, data_time: 0.110, memory: 9523, top1_acc: 0.6736, top5_acc: 0.9293, loss_cls: 1.0544, loss: 1.0544, grad_norm: 0.9466 2021-04-07 17:49:02,508 - mmaction - INFO - Epoch [4][60/2910] lr: 3.846e-01, eta: 22:29:51, time: 1.186, data_time: 0.040, memory: 9523, top1_acc: 0.6828, top5_acc: 0.9293, loss_cls: 1.0597, loss: 1.0597, grad_norm: 0.9543 2021-04-07 17:49:27,644 - mmaction - INFO - Epoch [4][80/2910] lr: 3.845e-01, eta: 22:29:14, time: 1.257, data_time: 0.028, memory: 9523, top1_acc: 0.6744, top5_acc: 0.9281, loss_cls: 1.0733, loss: 1.0733, grad_norm: 0.9455 2021-04-07 17:49:52,551 - mmaction - INFO - Epoch [4][100/2910] lr: 3.844e-01, eta: 22:28:37, time: 1.246, data_time: 0.040, memory: 9523, top1_acc: 0.6666, top5_acc: 0.9195, loss_cls: 1.1111, loss: 1.1111, grad_norm: 0.9513 2021-04-07 17:50:16,843 - mmaction - INFO - Epoch [4][120/2910] lr: 3.844e-01, eta: 22:27:55, time: 1.214, data_time: 0.104, memory: 9523, top1_acc: 0.6660, top5_acc: 0.9189, loss_cls: 1.1096, loss: 1.1096, grad_norm: 0.9527 2021-04-07 17:50:41,797 - mmaction - INFO - Epoch [4][140/2910] lr: 3.843e-01, eta: 22:27:17, time: 1.247, data_time: 0.116, memory: 9523, top1_acc: 0.6650, top5_acc: 0.9270, loss_cls: 1.0849, loss: 1.0849, grad_norm: 0.9247 2021-04-07 17:51:06,802 - mmaction - INFO - Epoch [4][160/2910] lr: 3.842e-01, eta: 22:26:41, time: 1.252, data_time: 0.217, memory: 9523, top1_acc: 0.6590, top5_acc: 0.9254, loss_cls: 1.1117, loss: 1.1117, grad_norm: 0.9374 2021-04-07 17:51:30,384 - mmaction - INFO - Epoch [4][180/2910] lr: 3.842e-01, eta: 22:25:54, time: 1.179, data_time: 0.119, memory: 9523, top1_acc: 0.6615, top5_acc: 0.9309, loss_cls: 1.0927, loss: 1.0927, grad_norm: 0.9719 2021-04-07 17:51:56,500 - mmaction - INFO - Epoch [4][200/2910] lr: 3.841e-01, eta: 22:25:25, time: 1.305, data_time: 0.109, memory: 9523, top1_acc: 0.6588, top5_acc: 0.9248, loss_cls: 1.0994, loss: 1.0994, grad_norm: 0.9244 2021-04-07 17:52:20,471 - mmaction - INFO - Epoch [4][220/2910] lr: 3.840e-01, eta: 22:24:41, time: 1.200, data_time: 0.065, memory: 9523, top1_acc: 0.6611, top5_acc: 0.9211, loss_cls: 1.1160, loss: 1.1160, grad_norm: 0.9574 2021-04-07 17:52:45,354 - mmaction - INFO - Epoch [4][240/2910] lr: 3.839e-01, eta: 22:24:03, time: 1.243, data_time: 0.135, memory: 9523, top1_acc: 0.6785, top5_acc: 0.9309, loss_cls: 1.0766, loss: 1.0766, grad_norm: 0.9526 2021-04-07 17:53:10,053 - mmaction - INFO - Epoch [4][260/2910] lr: 3.839e-01, eta: 22:23:25, time: 1.235, data_time: 0.059, memory: 9523, top1_acc: 0.6555, top5_acc: 0.9277, loss_cls: 1.1122, loss: 1.1122, grad_norm: 0.9538 2021-04-07 17:53:35,373 - mmaction - INFO - Epoch [4][280/2910] lr: 3.838e-01, eta: 22:22:50, time: 1.267, data_time: 0.041, memory: 9523, top1_acc: 0.6809, top5_acc: 0.9311, loss_cls: 1.0506, loss: 1.0506, grad_norm: 0.8947 2021-04-07 17:54:00,269 - mmaction - INFO - Epoch [4][300/2910] lr: 3.837e-01, eta: 22:22:13, time: 1.243, data_time: 0.007, memory: 9523, top1_acc: 0.6734, top5_acc: 0.9336, loss_cls: 1.0607, loss: 1.0607, grad_norm: 0.9188 2021-04-07 17:54:24,593 - mmaction - INFO - Epoch [4][320/2910] lr: 3.837e-01, eta: 22:21:32, time: 1.219, data_time: 0.072, memory: 9523, top1_acc: 0.6795, top5_acc: 0.9305, loss_cls: 1.0445, loss: 1.0445, grad_norm: 0.9261 2021-04-07 17:54:48,430 - mmaction - INFO - Epoch [4][340/2910] lr: 3.836e-01, eta: 22:20:48, time: 1.192, data_time: 0.005, memory: 9523, top1_acc: 0.6803, top5_acc: 0.9215, loss_cls: 1.0787, loss: 1.0787, grad_norm: 0.9361 2021-04-07 17:55:13,401 - mmaction - INFO - Epoch [4][360/2910] lr: 3.835e-01, eta: 22:20:11, time: 1.248, data_time: 0.025, memory: 9523, top1_acc: 0.6668, top5_acc: 0.9246, loss_cls: 1.0971, loss: 1.0971, grad_norm: 0.9351 2021-04-07 17:55:38,451 - mmaction - INFO - Epoch [4][380/2910] lr: 3.834e-01, eta: 22:19:35, time: 1.251, data_time: 0.077, memory: 9523, top1_acc: 0.6631, top5_acc: 0.9254, loss_cls: 1.0994, loss: 1.0994, grad_norm: 0.9549 2021-04-07 17:56:02,805 - mmaction - INFO - Epoch [4][400/2910] lr: 3.834e-01, eta: 22:18:55, time: 1.217, data_time: 0.080, memory: 9523, top1_acc: 0.6768, top5_acc: 0.9264, loss_cls: 1.0758, loss: 1.0758, grad_norm: 0.9051 2021-04-07 17:56:27,278 - mmaction - INFO - Epoch [4][420/2910] lr: 3.833e-01, eta: 22:18:15, time: 1.225, data_time: 0.067, memory: 9523, top1_acc: 0.6666, top5_acc: 0.9332, loss_cls: 1.0772, loss: 1.0772, grad_norm: 0.9420 2021-04-07 17:56:52,812 - mmaction - INFO - Epoch [4][440/2910] lr: 3.832e-01, eta: 22:17:43, time: 1.277, data_time: 0.125, memory: 9523, top1_acc: 0.6723, top5_acc: 0.9268, loss_cls: 1.0702, loss: 1.0702, grad_norm: 0.9391 2021-04-07 17:57:17,551 - mmaction - INFO - Epoch [4][460/2910] lr: 3.832e-01, eta: 22:17:05, time: 1.237, data_time: 0.049, memory: 9523, top1_acc: 0.6678, top5_acc: 0.9287, loss_cls: 1.1003, loss: 1.1003, grad_norm: 0.9584 2021-04-07 17:57:42,906 - mmaction - INFO - Epoch [4][480/2910] lr: 3.831e-01, eta: 22:16:31, time: 1.268, data_time: 0.020, memory: 9523, top1_acc: 0.6697, top5_acc: 0.9260, loss_cls: 1.0817, loss: 1.0817, grad_norm: 0.9405 2021-04-07 17:58:08,371 - mmaction - INFO - Epoch [4][500/2910] lr: 3.830e-01, eta: 22:15:58, time: 1.273, data_time: 0.089, memory: 9523, top1_acc: 0.6727, top5_acc: 0.9322, loss_cls: 1.0583, loss: 1.0583, grad_norm: 0.9545 2021-04-07 17:58:33,441 - mmaction - INFO - Epoch [4][520/2910] lr: 3.829e-01, eta: 22:15:23, time: 1.254, data_time: 0.008, memory: 9523, top1_acc: 0.6598, top5_acc: 0.9270, loss_cls: 1.1017, loss: 1.1017, grad_norm: 0.9810 2021-04-07 17:58:57,051 - mmaction - INFO - Epoch [4][540/2910] lr: 3.829e-01, eta: 22:14:38, time: 1.179, data_time: 0.078, memory: 9523, top1_acc: 0.6660, top5_acc: 0.9289, loss_cls: 1.0968, loss: 1.0968, grad_norm: 0.9329 2021-04-07 17:59:22,906 - mmaction - INFO - Epoch [4][560/2910] lr: 3.828e-01, eta: 22:14:07, time: 1.294, data_time: 0.054, memory: 9523, top1_acc: 0.6711, top5_acc: 0.9361, loss_cls: 1.0661, loss: 1.0661, grad_norm: 0.9396 2021-04-07 17:59:48,210 - mmaction - INFO - Epoch [4][580/2910] lr: 3.827e-01, eta: 22:13:34, time: 1.265, data_time: 0.034, memory: 9523, top1_acc: 0.6754, top5_acc: 0.9326, loss_cls: 1.0612, loss: 1.0612, grad_norm: 0.9459 2021-04-07 18:00:13,439 - mmaction - INFO - Epoch [4][600/2910] lr: 3.826e-01, eta: 22:12:59, time: 1.262, data_time: 0.241, memory: 9523, top1_acc: 0.6691, top5_acc: 0.9324, loss_cls: 1.0754, loss: 1.0754, grad_norm: 0.9321 2021-04-07 18:00:37,660 - mmaction - INFO - Epoch [4][620/2910] lr: 3.826e-01, eta: 22:12:19, time: 1.211, data_time: 0.056, memory: 9523, top1_acc: 0.6748, top5_acc: 0.9275, loss_cls: 1.0570, loss: 1.0570, grad_norm: 0.9290 2021-04-07 18:01:03,271 - mmaction - INFO - Epoch [4][640/2910] lr: 3.825e-01, eta: 22:11:47, time: 1.278, data_time: 0.066, memory: 9523, top1_acc: 0.6729, top5_acc: 0.9340, loss_cls: 1.0669, loss: 1.0669, grad_norm: 0.9212 2021-04-07 18:01:28,249 - mmaction - INFO - Epoch [4][660/2910] lr: 3.824e-01, eta: 22:11:11, time: 1.251, data_time: 0.059, memory: 9523, top1_acc: 0.6607, top5_acc: 0.9279, loss_cls: 1.0759, loss: 1.0759, grad_norm: 0.9443 2021-04-07 18:01:53,148 - mmaction - INFO - Epoch [4][680/2910] lr: 3.824e-01, eta: 22:10:35, time: 1.245, data_time: 0.028, memory: 9523, top1_acc: 0.6557, top5_acc: 0.9260, loss_cls: 1.1143, loss: 1.1143, grad_norm: 0.9968 2021-04-07 18:02:17,580 - mmaction - INFO - Epoch [4][700/2910] lr: 3.823e-01, eta: 22:09:55, time: 1.220, data_time: 0.008, memory: 9523, top1_acc: 0.6656, top5_acc: 0.9273, loss_cls: 1.0885, loss: 1.0885, grad_norm: 0.9308 2021-04-07 18:02:41,956 - mmaction - INFO - Epoch [4][720/2910] lr: 3.822e-01, eta: 22:09:16, time: 1.220, data_time: 0.053, memory: 9523, top1_acc: 0.6672, top5_acc: 0.9264, loss_cls: 1.0757, loss: 1.0757, grad_norm: 0.9721 2021-04-07 18:03:07,531 - mmaction - INFO - Epoch [4][740/2910] lr: 3.821e-01, eta: 22:08:44, time: 1.276, data_time: 0.093, memory: 9523, top1_acc: 0.6779, top5_acc: 0.9311, loss_cls: 1.0599, loss: 1.0599, grad_norm: 0.9298 2021-04-07 18:03:31,872 - mmaction - INFO - Epoch [4][760/2910] lr: 3.821e-01, eta: 22:08:05, time: 1.220, data_time: 0.102, memory: 9523, top1_acc: 0.6754, top5_acc: 0.9313, loss_cls: 1.0649, loss: 1.0649, grad_norm: 0.9479 2021-04-07 18:03:56,710 - mmaction - INFO - Epoch [4][780/2910] lr: 3.820e-01, eta: 22:07:28, time: 1.241, data_time: 0.007, memory: 9523, top1_acc: 0.6684, top5_acc: 0.9246, loss_cls: 1.0946, loss: 1.0946, grad_norm: 0.9474 2021-04-07 18:04:22,761 - mmaction - INFO - Epoch [4][800/2910] lr: 3.819e-01, eta: 22:07:00, time: 1.301, data_time: 0.008, memory: 9523, top1_acc: 0.6590, top5_acc: 0.9252, loss_cls: 1.0944, loss: 1.0944, grad_norm: 0.9548 2021-04-07 18:04:46,218 - mmaction - INFO - Epoch [4][820/2910] lr: 3.818e-01, eta: 22:06:15, time: 1.174, data_time: 0.097, memory: 9523, top1_acc: 0.6596, top5_acc: 0.9248, loss_cls: 1.1051, loss: 1.1051, grad_norm: 0.9125 2021-04-07 18:05:11,797 - mmaction - INFO - Epoch [4][840/2910] lr: 3.818e-01, eta: 22:05:43, time: 1.277, data_time: 0.037, memory: 9523, top1_acc: 0.6738, top5_acc: 0.9285, loss_cls: 1.0798, loss: 1.0798, grad_norm: 0.9777 2021-04-07 18:05:35,969 - mmaction - INFO - Epoch [4][860/2910] lr: 3.817e-01, eta: 22:05:03, time: 1.210, data_time: 0.064, memory: 9523, top1_acc: 0.6598, top5_acc: 0.9316, loss_cls: 1.0894, loss: 1.0894, grad_norm: 0.9513 2021-04-07 18:06:00,379 - mmaction - INFO - Epoch [4][880/2910] lr: 3.816e-01, eta: 22:04:24, time: 1.220, data_time: 0.068, memory: 9523, top1_acc: 0.6695, top5_acc: 0.9322, loss_cls: 1.0827, loss: 1.0827, grad_norm: 0.9465 2021-04-07 18:06:24,775 - mmaction - INFO - Epoch [4][900/2910] lr: 3.815e-01, eta: 22:03:45, time: 1.220, data_time: 0.025, memory: 9523, top1_acc: 0.6764, top5_acc: 0.9229, loss_cls: 1.0619, loss: 1.0619, grad_norm: 0.9234 2021-04-07 18:06:49,969 - mmaction - INFO - Epoch [4][920/2910] lr: 3.815e-01, eta: 22:03:11, time: 1.260, data_time: 0.107, memory: 9523, top1_acc: 0.6785, top5_acc: 0.9322, loss_cls: 1.0395, loss: 1.0395, grad_norm: 0.9218 2021-04-07 18:07:14,591 - mmaction - INFO - Epoch [4][940/2910] lr: 3.814e-01, eta: 22:02:34, time: 1.231, data_time: 0.018, memory: 9523, top1_acc: 0.6766, top5_acc: 0.9324, loss_cls: 1.0267, loss: 1.0267, grad_norm: 0.9444 2021-04-07 18:07:40,165 - mmaction - INFO - Epoch [4][960/2910] lr: 3.813e-01, eta: 22:02:03, time: 1.279, data_time: 0.086, memory: 9523, top1_acc: 0.6820, top5_acc: 0.9326, loss_cls: 1.0161, loss: 1.0161, grad_norm: 0.9151 2021-04-07 18:08:03,851 - mmaction - INFO - Epoch [4][980/2910] lr: 3.812e-01, eta: 22:01:20, time: 1.184, data_time: 0.006, memory: 9523, top1_acc: 0.6768, top5_acc: 0.9258, loss_cls: 1.0726, loss: 1.0726, grad_norm: 0.9529 2021-04-07 18:08:29,626 - mmaction - INFO - Epoch [4][1000/2910] lr: 3.812e-01, eta: 22:00:50, time: 1.288, data_time: 0.059, memory: 9523, top1_acc: 0.6674, top5_acc: 0.9314, loss_cls: 1.0629, loss: 1.0629, grad_norm: 0.9590 2021-04-07 18:08:54,393 - mmaction - INFO - Epoch [4][1020/2910] lr: 3.811e-01, eta: 22:00:13, time: 1.239, data_time: 0.077, memory: 9523, top1_acc: 0.6645, top5_acc: 0.9217, loss_cls: 1.1216, loss: 1.1216, grad_norm: 0.9959 2021-04-07 18:09:18,754 - mmaction - INFO - Epoch [4][1040/2910] lr: 3.810e-01, eta: 21:59:35, time: 1.218, data_time: 0.032, memory: 9523, top1_acc: 0.6689, top5_acc: 0.9283, loss_cls: 1.0888, loss: 1.0888, grad_norm: 0.9593 2021-04-07 18:09:43,058 - mmaction - INFO - Epoch [4][1060/2910] lr: 3.809e-01, eta: 21:58:56, time: 1.214, data_time: 0.084, memory: 9523, top1_acc: 0.6641, top5_acc: 0.9305, loss_cls: 1.0771, loss: 1.0771, grad_norm: 0.9479 2021-04-07 18:10:07,262 - mmaction - INFO - Epoch [4][1080/2910] lr: 3.808e-01, eta: 21:58:16, time: 1.212, data_time: 0.135, memory: 9523, top1_acc: 0.6744, top5_acc: 0.9291, loss_cls: 1.0610, loss: 1.0610, grad_norm: 0.9353 2021-04-07 18:10:31,410 - mmaction - INFO - Epoch [4][1100/2910] lr: 3.808e-01, eta: 21:57:36, time: 1.207, data_time: 0.095, memory: 9523, top1_acc: 0.6811, top5_acc: 0.9314, loss_cls: 1.0400, loss: 1.0400, grad_norm: 0.9615 2021-04-07 18:10:57,022 - mmaction - INFO - Epoch [4][1120/2910] lr: 3.807e-01, eta: 21:57:06, time: 1.281, data_time: 0.107, memory: 9523, top1_acc: 0.6807, top5_acc: 0.9314, loss_cls: 1.0523, loss: 1.0523, grad_norm: 0.9591 2021-04-07 18:11:22,445 - mmaction - INFO - Epoch [4][1140/2910] lr: 3.806e-01, eta: 21:56:34, time: 1.271, data_time: 0.043, memory: 9523, top1_acc: 0.6748, top5_acc: 0.9324, loss_cls: 1.0516, loss: 1.0516, grad_norm: 0.9466 2021-04-07 18:11:46,606 - mmaction - INFO - Epoch [4][1160/2910] lr: 3.805e-01, eta: 21:55:54, time: 1.208, data_time: 0.052, memory: 9523, top1_acc: 0.6869, top5_acc: 0.9369, loss_cls: 1.0236, loss: 1.0236, grad_norm: 0.9449 2021-04-07 18:12:11,937 - mmaction - INFO - Epoch [4][1180/2910] lr: 3.805e-01, eta: 21:55:22, time: 1.267, data_time: 0.229, memory: 9523, top1_acc: 0.6771, top5_acc: 0.9307, loss_cls: 1.0630, loss: 1.0630, grad_norm: 0.9776 2021-04-07 18:12:35,738 - mmaction - INFO - Epoch [4][1200/2910] lr: 3.804e-01, eta: 21:54:40, time: 1.189, data_time: 0.030, memory: 9523, top1_acc: 0.6662, top5_acc: 0.9244, loss_cls: 1.0969, loss: 1.0969, grad_norm: 0.9696 2021-04-07 18:13:01,233 - mmaction - INFO - Epoch [4][1220/2910] lr: 3.803e-01, eta: 21:54:09, time: 1.275, data_time: 0.060, memory: 9523, top1_acc: 0.6811, top5_acc: 0.9373, loss_cls: 1.0445, loss: 1.0445, grad_norm: 0.9517 2021-04-07 18:13:24,368 - mmaction - INFO - Epoch [4][1240/2910] lr: 3.802e-01, eta: 21:53:23, time: 1.156, data_time: 0.087, memory: 9523, top1_acc: 0.6729, top5_acc: 0.9311, loss_cls: 1.0684, loss: 1.0684, grad_norm: 0.9715 2021-04-07 18:13:51,003 - mmaction - INFO - Epoch [4][1260/2910] lr: 3.801e-01, eta: 21:52:59, time: 1.332, data_time: 0.105, memory: 9523, top1_acc: 0.6611, top5_acc: 0.9240, loss_cls: 1.1067, loss: 1.1067, grad_norm: 0.9771 2021-04-07 18:14:15,590 - mmaction - INFO - Epoch [4][1280/2910] lr: 3.801e-01, eta: 21:52:22, time: 1.229, data_time: 0.061, memory: 9523, top1_acc: 0.6686, top5_acc: 0.9268, loss_cls: 1.0913, loss: 1.0913, grad_norm: 0.9425 2021-04-07 18:14:40,192 - mmaction - INFO - Epoch [4][1300/2910] lr: 3.800e-01, eta: 21:51:45, time: 1.230, data_time: 0.056, memory: 9523, top1_acc: 0.6670, top5_acc: 0.9309, loss_cls: 1.0792, loss: 1.0792, grad_norm: 0.9367 2021-04-07 18:15:04,660 - mmaction - INFO - Epoch [4][1320/2910] lr: 3.799e-01, eta: 21:51:08, time: 1.223, data_time: 0.151, memory: 9523, top1_acc: 0.6736, top5_acc: 0.9320, loss_cls: 1.0626, loss: 1.0626, grad_norm: 0.9432 2021-04-07 18:15:29,229 - mmaction - INFO - Epoch [4][1340/2910] lr: 3.798e-01, eta: 21:50:31, time: 1.228, data_time: 0.065, memory: 9523, top1_acc: 0.6768, top5_acc: 0.9301, loss_cls: 1.0632, loss: 1.0632, grad_norm: 0.9656 2021-04-07 18:15:54,714 - mmaction - INFO - Epoch [4][1360/2910] lr: 3.798e-01, eta: 21:50:00, time: 1.274, data_time: 0.041, memory: 9523, top1_acc: 0.6762, top5_acc: 0.9240, loss_cls: 1.0610, loss: 1.0610, grad_norm: 0.9412 2021-04-07 18:16:19,373 - mmaction - INFO - Epoch [4][1380/2910] lr: 3.797e-01, eta: 21:49:24, time: 1.231, data_time: 0.060, memory: 9523, top1_acc: 0.6701, top5_acc: 0.9229, loss_cls: 1.0984, loss: 1.0984, grad_norm: 0.9519 2021-04-07 18:16:42,618 - mmaction - INFO - Epoch [4][1400/2910] lr: 3.796e-01, eta: 21:48:39, time: 1.163, data_time: 0.062, memory: 9523, top1_acc: 0.6686, top5_acc: 0.9297, loss_cls: 1.0763, loss: 1.0763, grad_norm: 0.9245 2021-04-07 18:17:07,587 - mmaction - INFO - Epoch [4][1420/2910] lr: 3.795e-01, eta: 21:48:05, time: 1.249, data_time: 0.053, memory: 9523, top1_acc: 0.6846, top5_acc: 0.9330, loss_cls: 1.0284, loss: 1.0284, grad_norm: 0.9208 2021-04-07 18:17:32,860 - mmaction - INFO - Epoch [4][1440/2910] lr: 3.794e-01, eta: 21:47:33, time: 1.263, data_time: 0.025, memory: 9523, top1_acc: 0.6850, top5_acc: 0.9305, loss_cls: 1.0509, loss: 1.0509, grad_norm: 0.9403 2021-04-07 18:17:58,453 - mmaction - INFO - Epoch [4][1460/2910] lr: 3.794e-01, eta: 21:47:03, time: 1.281, data_time: 0.174, memory: 9523, top1_acc: 0.6687, top5_acc: 0.9307, loss_cls: 1.0663, loss: 1.0663, grad_norm: 0.9327 2021-04-07 18:18:21,884 - mmaction - INFO - Epoch [4][1480/2910] lr: 3.793e-01, eta: 21:46:20, time: 1.172, data_time: 0.046, memory: 9523, top1_acc: 0.6803, top5_acc: 0.9320, loss_cls: 1.0538, loss: 1.0538, grad_norm: 0.9306 2021-04-07 18:18:46,635 - mmaction - INFO - Epoch [4][1500/2910] lr: 3.792e-01, eta: 21:45:45, time: 1.238, data_time: 0.058, memory: 9523, top1_acc: 0.6768, top5_acc: 0.9322, loss_cls: 1.0562, loss: 1.0562, grad_norm: 0.9337 2021-04-07 18:19:10,647 - mmaction - INFO - Epoch [4][1520/2910] lr: 3.791e-01, eta: 21:45:05, time: 1.201, data_time: 0.011, memory: 9523, top1_acc: 0.6826, top5_acc: 0.9299, loss_cls: 1.0393, loss: 1.0393, grad_norm: 0.9324 2021-04-07 18:19:35,173 - mmaction - INFO - Epoch [4][1540/2910] lr: 3.790e-01, eta: 21:44:29, time: 1.226, data_time: 0.054, memory: 9523, top1_acc: 0.6658, top5_acc: 0.9273, loss_cls: 1.0722, loss: 1.0722, grad_norm: 0.9451 2021-04-07 18:20:00,405 - mmaction - INFO - Epoch [4][1560/2910] lr: 3.790e-01, eta: 21:43:56, time: 1.261, data_time: 0.147, memory: 9523, top1_acc: 0.6697, top5_acc: 0.9301, loss_cls: 1.0817, loss: 1.0817, grad_norm: 0.9799 2021-04-07 18:20:24,110 - mmaction - INFO - Epoch [4][1580/2910] lr: 3.789e-01, eta: 21:43:15, time: 1.186, data_time: 0.104, memory: 9523, top1_acc: 0.6719, top5_acc: 0.9342, loss_cls: 1.0615, loss: 1.0615, grad_norm: 0.9529 2021-04-07 18:20:49,242 - mmaction - INFO - Epoch [4][1600/2910] lr: 3.788e-01, eta: 21:42:42, time: 1.255, data_time: 0.017, memory: 9523, top1_acc: 0.6715, top5_acc: 0.9244, loss_cls: 1.0812, loss: 1.0812, grad_norm: 0.9669 2021-04-07 18:21:14,661 - mmaction - INFO - Epoch [4][1620/2910] lr: 3.787e-01, eta: 21:42:11, time: 1.272, data_time: 0.053, memory: 9523, top1_acc: 0.6881, top5_acc: 0.9432, loss_cls: 1.0222, loss: 1.0222, grad_norm: 0.9178 2021-04-07 18:21:38,626 - mmaction - INFO - Epoch [4][1640/2910] lr: 3.786e-01, eta: 21:41:31, time: 1.197, data_time: 0.061, memory: 9523, top1_acc: 0.6793, top5_acc: 0.9270, loss_cls: 1.0640, loss: 1.0640, grad_norm: 0.9626 2021-04-07 18:22:01,977 - mmaction - INFO - Epoch [4][1660/2910] lr: 3.786e-01, eta: 21:40:49, time: 1.169, data_time: 0.082, memory: 9523, top1_acc: 0.6760, top5_acc: 0.9289, loss_cls: 1.0789, loss: 1.0789, grad_norm: 0.9447 2021-04-07 18:22:25,971 - mmaction - INFO - Epoch [4][1680/2910] lr: 3.785e-01, eta: 21:40:10, time: 1.200, data_time: 0.015, memory: 9523, top1_acc: 0.6697, top5_acc: 0.9301, loss_cls: 1.0648, loss: 1.0648, grad_norm: 0.9384 2021-04-07 18:22:51,424 - mmaction - INFO - Epoch [4][1700/2910] lr: 3.784e-01, eta: 21:39:39, time: 1.271, data_time: 0.054, memory: 9523, top1_acc: 0.6713, top5_acc: 0.9336, loss_cls: 1.0483, loss: 1.0483, grad_norm: 0.9274 2021-04-07 18:23:17,012 - mmaction - INFO - Epoch [4][1720/2910] lr: 3.783e-01, eta: 21:39:09, time: 1.280, data_time: 0.069, memory: 9523, top1_acc: 0.6764, top5_acc: 0.9361, loss_cls: 1.0461, loss: 1.0461, grad_norm: 0.9668 2021-04-07 18:23:42,595 - mmaction - INFO - Epoch [4][1740/2910] lr: 3.782e-01, eta: 21:38:39, time: 1.278, data_time: 0.067, memory: 9523, top1_acc: 0.6613, top5_acc: 0.9209, loss_cls: 1.1205, loss: 1.1205, grad_norm: 0.9445 2021-04-07 18:24:06,089 - mmaction - INFO - Epoch [4][1760/2910] lr: 3.781e-01, eta: 21:37:57, time: 1.175, data_time: 0.187, memory: 9523, top1_acc: 0.6633, top5_acc: 0.9311, loss_cls: 1.0925, loss: 1.0925, grad_norm: 0.9581 2021-04-07 18:24:31,570 - mmaction - INFO - Epoch [4][1780/2910] lr: 3.781e-01, eta: 21:37:26, time: 1.272, data_time: 0.064, memory: 9523, top1_acc: 0.6666, top5_acc: 0.9283, loss_cls: 1.0871, loss: 1.0871, grad_norm: 0.9488 2021-04-07 18:24:55,705 - mmaction - INFO - Epoch [4][1800/2910] lr: 3.780e-01, eta: 21:36:48, time: 1.209, data_time: 0.050, memory: 9523, top1_acc: 0.6760, top5_acc: 0.9361, loss_cls: 1.0450, loss: 1.0450, grad_norm: 0.9155 2021-04-07 18:25:20,921 - mmaction - INFO - Epoch [4][1820/2910] lr: 3.779e-01, eta: 21:36:16, time: 1.261, data_time: 0.083, memory: 9523, top1_acc: 0.6801, top5_acc: 0.9385, loss_cls: 1.0263, loss: 1.0263, grad_norm: 0.9367 2021-04-07 18:25:44,796 - mmaction - INFO - Epoch [4][1840/2910] lr: 3.778e-01, eta: 21:35:37, time: 1.193, data_time: 0.061, memory: 9523, top1_acc: 0.6689, top5_acc: 0.9256, loss_cls: 1.0995, loss: 1.0995, grad_norm: 0.9558 2021-04-07 18:26:08,966 - mmaction - INFO - Epoch [4][1860/2910] lr: 3.777e-01, eta: 21:34:59, time: 1.206, data_time: 0.082, memory: 9523, top1_acc: 0.6844, top5_acc: 0.9316, loss_cls: 1.0317, loss: 1.0317, grad_norm: 0.9311 2021-04-07 18:26:33,401 - mmaction - INFO - Epoch [4][1880/2910] lr: 3.777e-01, eta: 21:34:23, time: 1.224, data_time: 0.054, memory: 9523, top1_acc: 0.6746, top5_acc: 0.9264, loss_cls: 1.0694, loss: 1.0694, grad_norm: 0.9516 2021-04-07 18:26:57,864 - mmaction - INFO - Epoch [4][1900/2910] lr: 3.776e-01, eta: 21:33:47, time: 1.223, data_time: 0.032, memory: 9523, top1_acc: 0.6613, top5_acc: 0.9219, loss_cls: 1.0983, loss: 1.0983, grad_norm: 0.9417 2021-04-07 18:27:21,818 - mmaction - INFO - Epoch [4][1920/2910] lr: 3.775e-01, eta: 21:33:08, time: 1.198, data_time: 0.018, memory: 9523, top1_acc: 0.6824, top5_acc: 0.9328, loss_cls: 1.0407, loss: 1.0407, grad_norm: 0.9051 2021-04-07 18:27:46,802 - mmaction - INFO - Epoch [4][1940/2910] lr: 3.774e-01, eta: 21:32:35, time: 1.249, data_time: 0.014, memory: 9523, top1_acc: 0.6813, top5_acc: 0.9340, loss_cls: 1.0277, loss: 1.0277, grad_norm: 0.9483 2021-04-07 18:28:10,483 - mmaction - INFO - Epoch [4][1960/2910] lr: 3.773e-01, eta: 21:31:54, time: 1.184, data_time: 0.031, memory: 9523, top1_acc: 0.6717, top5_acc: 0.9305, loss_cls: 1.0703, loss: 1.0703, grad_norm: 0.9981 2021-04-07 18:28:35,789 - mmaction - INFO - Epoch [4][1980/2910] lr: 3.772e-01, eta: 21:31:23, time: 1.264, data_time: 0.045, memory: 9523, top1_acc: 0.6537, top5_acc: 0.9229, loss_cls: 1.1178, loss: 1.1178, grad_norm: 0.9873 2021-04-07 18:29:00,821 - mmaction - INFO - Epoch [4][2000/2910] lr: 3.772e-01, eta: 21:30:51, time: 1.254, data_time: 0.004, memory: 9523, top1_acc: 0.6715, top5_acc: 0.9266, loss_cls: 1.0681, loss: 1.0681, grad_norm: 0.9669 2021-04-07 18:29:25,492 - mmaction - INFO - Epoch [4][2020/2910] lr: 3.771e-01, eta: 21:30:16, time: 1.233, data_time: 0.100, memory: 9523, top1_acc: 0.6695, top5_acc: 0.9289, loss_cls: 1.0622, loss: 1.0622, grad_norm: 0.9256 2021-04-07 18:29:49,482 - mmaction - INFO - Epoch [4][2040/2910] lr: 3.770e-01, eta: 21:29:38, time: 1.199, data_time: 0.100, memory: 9523, top1_acc: 0.6742, top5_acc: 0.9281, loss_cls: 1.0545, loss: 1.0545, grad_norm: 0.9351 2021-04-07 18:30:14,134 - mmaction - INFO - Epoch [4][2060/2910] lr: 3.769e-01, eta: 21:29:03, time: 1.231, data_time: 0.046, memory: 9523, top1_acc: 0.6834, top5_acc: 0.9340, loss_cls: 1.0332, loss: 1.0332, grad_norm: 0.9264 2021-04-07 18:30:38,772 - mmaction - INFO - Epoch [4][2080/2910] lr: 3.768e-01, eta: 21:28:28, time: 1.234, data_time: 0.020, memory: 9523, top1_acc: 0.6873, top5_acc: 0.9340, loss_cls: 1.0201, loss: 1.0201, grad_norm: 0.9069 2021-04-07 18:31:03,150 - mmaction - INFO - Epoch [4][2100/2910] lr: 3.767e-01, eta: 21:27:52, time: 1.218, data_time: 0.075, memory: 9523, top1_acc: 0.6832, top5_acc: 0.9318, loss_cls: 1.0360, loss: 1.0360, grad_norm: 0.9507 2021-04-07 18:31:27,259 - mmaction - INFO - Epoch [4][2120/2910] lr: 3.767e-01, eta: 21:27:15, time: 1.206, data_time: 0.113, memory: 9523, top1_acc: 0.6734, top5_acc: 0.9293, loss_cls: 1.0657, loss: 1.0657, grad_norm: 0.9580 2021-04-07 18:31:52,245 - mmaction - INFO - Epoch [4][2140/2910] lr: 3.766e-01, eta: 21:26:42, time: 1.249, data_time: 0.185, memory: 9523, top1_acc: 0.6686, top5_acc: 0.9291, loss_cls: 1.0607, loss: 1.0607, grad_norm: 0.9656 2021-04-07 18:32:16,019 - mmaction - INFO - Epoch [4][2160/2910] lr: 3.765e-01, eta: 21:26:03, time: 1.188, data_time: 0.050, memory: 9523, top1_acc: 0.6922, top5_acc: 0.9318, loss_cls: 1.0222, loss: 1.0222, grad_norm: 0.9311 2021-04-07 18:32:41,875 - mmaction - INFO - Epoch [4][2180/2910] lr: 3.764e-01, eta: 21:25:35, time: 1.293, data_time: 0.191, memory: 9523, top1_acc: 0.6918, top5_acc: 0.9414, loss_cls: 1.0096, loss: 1.0096, grad_norm: 0.9529 2021-04-07 18:33:05,193 - mmaction - INFO - Epoch [4][2200/2910] lr: 3.763e-01, eta: 21:24:53, time: 1.165, data_time: 0.019, memory: 9523, top1_acc: 0.6795, top5_acc: 0.9309, loss_cls: 1.0639, loss: 1.0639, grad_norm: 0.9696 2021-04-07 18:33:29,958 - mmaction - INFO - Epoch [4][2220/2910] lr: 3.762e-01, eta: 21:24:20, time: 1.239, data_time: 0.012, memory: 9523, top1_acc: 0.6783, top5_acc: 0.9268, loss_cls: 1.0598, loss: 1.0598, grad_norm: 0.9299 2021-04-07 18:33:55,460 - mmaction - INFO - Epoch [4][2240/2910] lr: 3.761e-01, eta: 21:23:50, time: 1.275, data_time: 0.043, memory: 9523, top1_acc: 0.6826, top5_acc: 0.9355, loss_cls: 1.0222, loss: 1.0222, grad_norm: 0.9321 2021-04-07 18:34:19,833 - mmaction - INFO - Epoch [4][2260/2910] lr: 3.761e-01, eta: 21:23:14, time: 1.219, data_time: 0.136, memory: 9523, top1_acc: 0.6914, top5_acc: 0.9336, loss_cls: 1.0273, loss: 1.0273, grad_norm: 0.9504 2021-04-07 18:34:44,307 - mmaction - INFO - Epoch [4][2280/2910] lr: 3.760e-01, eta: 21:22:39, time: 1.224, data_time: 0.045, memory: 9523, top1_acc: 0.6592, top5_acc: 0.9281, loss_cls: 1.1095, loss: 1.1095, grad_norm: 1.0121 2021-04-07 18:35:08,382 - mmaction - INFO - Epoch [4][2300/2910] lr: 3.759e-01, eta: 21:22:01, time: 1.203, data_time: 0.093, memory: 9523, top1_acc: 0.6775, top5_acc: 0.9307, loss_cls: 1.0680, loss: 1.0680, grad_norm: 0.9351 2021-04-07 18:35:34,386 - mmaction - INFO - Epoch [4][2320/2910] lr: 3.758e-01, eta: 21:21:35, time: 1.301, data_time: 0.038, memory: 9523, top1_acc: 0.6869, top5_acc: 0.9318, loss_cls: 1.0419, loss: 1.0419, grad_norm: 0.9945 2021-04-07 18:35:59,891 - mmaction - INFO - Epoch [4][2340/2910] lr: 3.757e-01, eta: 21:21:05, time: 1.275, data_time: 0.127, memory: 9523, top1_acc: 0.6701, top5_acc: 0.9252, loss_cls: 1.0774, loss: 1.0774, grad_norm: 0.9802 2021-04-07 18:36:24,401 - mmaction - INFO - Epoch [4][2360/2910] lr: 3.756e-01, eta: 21:20:30, time: 1.226, data_time: 0.050, memory: 9523, top1_acc: 0.6748, top5_acc: 0.9311, loss_cls: 1.0630, loss: 1.0630, grad_norm: 0.9555 2021-04-07 18:36:49,610 - mmaction - INFO - Epoch [4][2380/2910] lr: 3.755e-01, eta: 21:19:59, time: 1.261, data_time: 0.132, memory: 9523, top1_acc: 0.6795, top5_acc: 0.9305, loss_cls: 1.0502, loss: 1.0502, grad_norm: 0.9596 2021-04-07 18:37:14,150 - mmaction - INFO - Epoch [4][2400/2910] lr: 3.755e-01, eta: 21:19:24, time: 1.227, data_time: 0.028, memory: 9523, top1_acc: 0.6732, top5_acc: 0.9355, loss_cls: 1.0423, loss: 1.0423, grad_norm: 0.9500 2021-04-07 18:37:38,830 - mmaction - INFO - Epoch [4][2420/2910] lr: 3.754e-01, eta: 21:18:50, time: 1.233, data_time: 0.032, memory: 9523, top1_acc: 0.6756, top5_acc: 0.9307, loss_cls: 1.0481, loss: 1.0481, grad_norm: 0.9438 2021-04-07 18:38:02,662 - mmaction - INFO - Epoch [4][2440/2910] lr: 3.753e-01, eta: 21:18:12, time: 1.192, data_time: 0.046, memory: 9523, top1_acc: 0.6734, top5_acc: 0.9328, loss_cls: 1.0422, loss: 1.0422, grad_norm: 0.9328 2021-04-07 18:38:28,004 - mmaction - INFO - Epoch [4][2460/2910] lr: 3.752e-01, eta: 21:17:42, time: 1.266, data_time: 0.037, memory: 9523, top1_acc: 0.6678, top5_acc: 0.9207, loss_cls: 1.1007, loss: 1.1007, grad_norm: 0.9724 2021-04-07 18:38:51,954 - mmaction - INFO - Epoch [4][2480/2910] lr: 3.751e-01, eta: 21:17:04, time: 1.196, data_time: 0.095, memory: 9523, top1_acc: 0.6863, top5_acc: 0.9385, loss_cls: 1.0266, loss: 1.0266, grad_norm: 0.9330 2021-04-07 18:39:16,815 - mmaction - INFO - Epoch [4][2500/2910] lr: 3.750e-01, eta: 21:16:31, time: 1.245, data_time: 0.083, memory: 9523, top1_acc: 0.6805, top5_acc: 0.9336, loss_cls: 1.0305, loss: 1.0305, grad_norm: 0.9258 2021-04-07 18:39:41,167 - mmaction - INFO - Epoch [4][2520/2910] lr: 3.749e-01, eta: 21:15:56, time: 1.216, data_time: 0.026, memory: 9523, top1_acc: 0.6867, top5_acc: 0.9346, loss_cls: 1.0270, loss: 1.0270, grad_norm: 0.9305 2021-04-07 18:40:05,459 - mmaction - INFO - Epoch [4][2540/2910] lr: 3.748e-01, eta: 21:15:20, time: 1.214, data_time: 0.146, memory: 9523, top1_acc: 0.6799, top5_acc: 0.9258, loss_cls: 1.0723, loss: 1.0723, grad_norm: 0.9713 2021-04-07 18:40:31,170 - mmaction - INFO - Epoch [4][2560/2910] lr: 3.748e-01, eta: 21:14:52, time: 1.287, data_time: 0.046, memory: 9523, top1_acc: 0.6863, top5_acc: 0.9328, loss_cls: 1.0315, loss: 1.0315, grad_norm: 0.9268 2021-04-07 18:40:55,990 - mmaction - INFO - Epoch [4][2580/2910] lr: 3.747e-01, eta: 21:14:19, time: 1.241, data_time: 0.071, memory: 9523, top1_acc: 0.6703, top5_acc: 0.9348, loss_cls: 1.0445, loss: 1.0445, grad_norm: 0.9243 2021-04-07 18:41:19,716 - mmaction - INFO - Epoch [4][2600/2910] lr: 3.746e-01, eta: 21:13:40, time: 1.186, data_time: 0.108, memory: 9523, top1_acc: 0.6816, top5_acc: 0.9328, loss_cls: 1.0431, loss: 1.0431, grad_norm: 0.9352 2021-04-07 18:41:45,279 - mmaction - INFO - Epoch [4][2620/2910] lr: 3.745e-01, eta: 21:13:11, time: 1.279, data_time: 0.042, memory: 9523, top1_acc: 0.6650, top5_acc: 0.9287, loss_cls: 1.0778, loss: 1.0778, grad_norm: 0.9979 2021-04-07 18:42:09,251 - mmaction - INFO - Epoch [4][2640/2910] lr: 3.744e-01, eta: 21:12:34, time: 1.198, data_time: 0.037, memory: 9523, top1_acc: 0.6633, top5_acc: 0.9236, loss_cls: 1.1045, loss: 1.1045, grad_norm: 0.9591 2021-04-07 18:42:33,285 - mmaction - INFO - Epoch [4][2660/2910] lr: 3.743e-01, eta: 21:11:57, time: 1.200, data_time: 0.110, memory: 9523, top1_acc: 0.6916, top5_acc: 0.9373, loss_cls: 1.0160, loss: 1.0160, grad_norm: 0.9273 2021-04-07 18:42:58,180 - mmaction - INFO - Epoch [4][2680/2910] lr: 3.742e-01, eta: 21:11:25, time: 1.245, data_time: 0.149, memory: 9523, top1_acc: 0.6727, top5_acc: 0.9297, loss_cls: 1.0661, loss: 1.0661, grad_norm: 0.9734 2021-04-07 18:43:22,801 - mmaction - INFO - Epoch [4][2700/2910] lr: 3.741e-01, eta: 21:10:51, time: 1.232, data_time: 0.094, memory: 9523, top1_acc: 0.6687, top5_acc: 0.9270, loss_cls: 1.0899, loss: 1.0899, grad_norm: 0.9897 2021-04-07 18:43:47,272 - mmaction - INFO - Epoch [4][2720/2910] lr: 3.741e-01, eta: 21:10:17, time: 1.223, data_time: 0.066, memory: 9523, top1_acc: 0.6908, top5_acc: 0.9357, loss_cls: 1.0146, loss: 1.0146, grad_norm: 0.9405 2021-04-07 18:44:13,171 - mmaction - INFO - Epoch [4][2740/2910] lr: 3.740e-01, eta: 21:09:50, time: 1.295, data_time: 0.065, memory: 9523, top1_acc: 0.6682, top5_acc: 0.9279, loss_cls: 1.1007, loss: 1.1007, grad_norm: 1.1274 2021-04-07 18:44:37,060 - mmaction - INFO - Epoch [4][2760/2910] lr: 3.739e-01, eta: 21:09:12, time: 1.194, data_time: 0.025, memory: 9523, top1_acc: 0.6623, top5_acc: 0.9271, loss_cls: 1.0918, loss: 1.0918, grad_norm: 1.0215 2021-04-07 18:45:01,701 - mmaction - INFO - Epoch [4][2780/2910] lr: 3.738e-01, eta: 21:08:39, time: 1.232, data_time: 0.104, memory: 9523, top1_acc: 0.6766, top5_acc: 0.9354, loss_cls: 1.0413, loss: 1.0413, grad_norm: 0.9559 2021-04-07 18:45:25,859 - mmaction - INFO - Epoch [4][2800/2910] lr: 3.737e-01, eta: 21:08:03, time: 1.208, data_time: 0.001, memory: 9523, top1_acc: 0.6932, top5_acc: 0.9309, loss_cls: 1.0342, loss: 1.0342, grad_norm: 0.9501 2021-04-07 18:45:51,533 - mmaction - INFO - Epoch [4][2820/2910] lr: 3.736e-01, eta: 21:07:35, time: 1.283, data_time: 0.049, memory: 9523, top1_acc: 0.6932, top5_acc: 0.9340, loss_cls: 1.0091, loss: 1.0091, grad_norm: 0.9136 2021-04-07 18:46:16,163 - mmaction - INFO - Epoch [4][2840/2910] lr: 3.735e-01, eta: 21:07:01, time: 1.233, data_time: 0.055, memory: 9523, top1_acc: 0.6871, top5_acc: 0.9260, loss_cls: 1.0266, loss: 1.0266, grad_norm: 0.9451 2021-04-07 18:46:41,407 - mmaction - INFO - Epoch [4][2860/2910] lr: 3.734e-01, eta: 21:06:31, time: 1.262, data_time: 0.018, memory: 9523, top1_acc: 0.6748, top5_acc: 0.9234, loss_cls: 1.0742, loss: 1.0742, grad_norm: 0.9691 2021-04-07 18:47:05,648 - mmaction - INFO - Epoch [4][2880/2910] lr: 3.733e-01, eta: 21:05:55, time: 1.212, data_time: 0.108, memory: 9523, top1_acc: 0.6740, top5_acc: 0.9283, loss_cls: 1.0598, loss: 1.0598, grad_norm: 0.9458 2021-04-07 18:47:30,048 - mmaction - INFO - Epoch [4][2900/2910] lr: 3.733e-01, eta: 21:05:21, time: 1.220, data_time: 0.102, memory: 9523, top1_acc: 0.6711, top5_acc: 0.9324, loss_cls: 1.0515, loss: 1.0515, grad_norm: 0.9378 2021-04-07 18:47:43,403 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-04-07 18:55:36,524 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 18:55:37,188 - mmaction - INFO - top1_acc 0.5114 top5_acc 0.8441 2021-04-07 18:55:37,188 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 18:55:37,299 - mmaction - INFO - mean_acc 0.5606 2021-04-07 18:55:37,317 - mmaction - INFO - Epoch(val) [4][2910] top1_acc: 0.5114, top5_acc: 0.8441, mean_class_accuracy: 0.5606 2021-04-07 18:59:27,986 - mmaction - INFO - Epoch [5][20/2910] lr: 3.731e-01, eta: 21:20:37, time: 11.532, data_time: 10.493, memory: 9523, top1_acc: 0.6816, top5_acc: 0.9334, loss_cls: 1.0243, loss: 1.0243, grad_norm: 0.9379 2021-04-07 18:59:52,813 - mmaction - INFO - Epoch [5][40/2910] lr: 3.730e-01, eta: 21:20:03, time: 1.240, data_time: 0.018, memory: 9523, top1_acc: 0.6863, top5_acc: 0.9334, loss_cls: 1.0215, loss: 1.0215, grad_norm: 0.9212 2021-04-07 19:00:18,714 - mmaction - INFO - Epoch [5][60/2910] lr: 3.729e-01, eta: 21:19:34, time: 1.297, data_time: 0.072, memory: 9523, top1_acc: 0.6861, top5_acc: 0.9301, loss_cls: 1.0468, loss: 1.0468, grad_norm: 0.9459 2021-04-07 19:00:42,728 - mmaction - INFO - Epoch [5][80/2910] lr: 3.728e-01, eta: 21:18:56, time: 1.199, data_time: 0.001, memory: 9523, top1_acc: 0.6826, top5_acc: 0.9352, loss_cls: 1.0136, loss: 1.0136, grad_norm: 0.9667 2021-04-07 19:01:09,195 - mmaction - INFO - Epoch [5][100/2910] lr: 3.728e-01, eta: 21:18:30, time: 1.323, data_time: 0.043, memory: 9523, top1_acc: 0.6877, top5_acc: 0.9385, loss_cls: 1.0251, loss: 1.0251, grad_norm: 0.9930 2021-04-07 19:01:32,496 - mmaction - INFO - Epoch [5][120/2910] lr: 3.727e-01, eta: 21:17:48, time: 1.167, data_time: 0.055, memory: 9523, top1_acc: 0.6746, top5_acc: 0.9322, loss_cls: 1.0524, loss: 1.0524, grad_norm: 0.9509 2021-04-07 19:01:58,021 - mmaction - INFO - Epoch [5][140/2910] lr: 3.726e-01, eta: 21:17:17, time: 1.276, data_time: 0.042, memory: 9523, top1_acc: 0.6873, top5_acc: 0.9340, loss_cls: 1.0214, loss: 1.0214, grad_norm: 0.9332 2021-04-07 19:02:23,511 - mmaction - INFO - Epoch [5][160/2910] lr: 3.725e-01, eta: 21:16:46, time: 1.275, data_time: 0.022, memory: 9523, top1_acc: 0.6861, top5_acc: 0.9379, loss_cls: 1.0065, loss: 1.0065, grad_norm: 0.9343 2021-04-07 19:02:47,734 - mmaction - INFO - Epoch [5][180/2910] lr: 3.724e-01, eta: 21:16:09, time: 1.211, data_time: 0.027, memory: 9523, top1_acc: 0.6818, top5_acc: 0.9314, loss_cls: 1.0391, loss: 1.0391, grad_norm: 0.9331 2021-04-07 19:03:13,027 - mmaction - INFO - Epoch [5][200/2910] lr: 3.723e-01, eta: 21:15:37, time: 1.265, data_time: 0.172, memory: 9523, top1_acc: 0.6711, top5_acc: 0.9244, loss_cls: 1.0771, loss: 1.0771, grad_norm: 0.9813 2021-04-07 19:03:37,312 - mmaction - INFO - Epoch [5][220/2910] lr: 3.722e-01, eta: 21:15:01, time: 1.214, data_time: 0.172, memory: 9523, top1_acc: 0.6857, top5_acc: 0.9268, loss_cls: 1.0274, loss: 1.0274, grad_norm: 0.9358 2021-04-07 19:04:02,690 - mmaction - INFO - Epoch [5][240/2910] lr: 3.721e-01, eta: 21:14:29, time: 1.269, data_time: 0.239, memory: 9523, top1_acc: 0.6777, top5_acc: 0.9338, loss_cls: 1.0368, loss: 1.0368, grad_norm: 0.9613 2021-04-07 19:04:26,307 - mmaction - INFO - Epoch [5][260/2910] lr: 3.720e-01, eta: 21:13:50, time: 1.181, data_time: 0.025, memory: 9523, top1_acc: 0.6918, top5_acc: 0.9326, loss_cls: 1.0082, loss: 1.0082, grad_norm: 0.9624 2021-04-07 19:04:51,168 - mmaction - INFO - Epoch [5][280/2910] lr: 3.719e-01, eta: 21:13:16, time: 1.243, data_time: 0.132, memory: 9523, top1_acc: 0.6828, top5_acc: 0.9326, loss_cls: 1.0347, loss: 1.0347, grad_norm: 0.9620 2021-04-07 19:05:15,726 - mmaction - INFO - Epoch [5][300/2910] lr: 3.718e-01, eta: 21:12:41, time: 1.228, data_time: 0.015, memory: 9523, top1_acc: 0.6750, top5_acc: 0.9314, loss_cls: 1.0575, loss: 1.0575, grad_norm: 0.9827 2021-04-07 19:05:40,868 - mmaction - INFO - Epoch [5][320/2910] lr: 3.718e-01, eta: 21:12:08, time: 1.257, data_time: 0.097, memory: 9523, top1_acc: 0.6742, top5_acc: 0.9291, loss_cls: 1.0562, loss: 1.0562, grad_norm: 0.9729 2021-04-07 19:06:05,124 - mmaction - INFO - Epoch [5][340/2910] lr: 3.717e-01, eta: 21:11:32, time: 1.212, data_time: 0.001, memory: 9523, top1_acc: 0.6826, top5_acc: 0.9293, loss_cls: 1.0455, loss: 1.0455, grad_norm: 0.9478 2021-04-07 19:06:30,944 - mmaction - INFO - Epoch [5][360/2910] lr: 3.716e-01, eta: 21:11:02, time: 1.291, data_time: 0.074, memory: 9523, top1_acc: 0.6855, top5_acc: 0.9344, loss_cls: 1.0318, loss: 1.0318, grad_norm: 0.9303 2021-04-07 19:06:54,670 - mmaction - INFO - Epoch [5][380/2910] lr: 3.715e-01, eta: 21:10:23, time: 1.187, data_time: 0.065, memory: 9523, top1_acc: 0.6889, top5_acc: 0.9391, loss_cls: 1.0045, loss: 1.0045, grad_norm: 0.9574 2021-04-07 19:07:19,887 - mmaction - INFO - Epoch [5][400/2910] lr: 3.714e-01, eta: 21:09:52, time: 1.260, data_time: 0.229, memory: 9523, top1_acc: 0.6674, top5_acc: 0.9279, loss_cls: 1.0857, loss: 1.0857, grad_norm: 0.9783 2021-04-07 19:07:44,317 - mmaction - INFO - Epoch [5][420/2910] lr: 3.713e-01, eta: 21:09:16, time: 1.223, data_time: 0.101, memory: 9523, top1_acc: 0.6730, top5_acc: 0.9197, loss_cls: 1.0904, loss: 1.0904, grad_norm: 0.9241 2021-04-07 19:08:09,981 - mmaction - INFO - Epoch [5][440/2910] lr: 3.712e-01, eta: 21:08:46, time: 1.283, data_time: 0.037, memory: 9523, top1_acc: 0.6854, top5_acc: 0.9367, loss_cls: 1.0315, loss: 1.0315, grad_norm: 0.9430 2021-04-07 19:08:34,419 - mmaction - INFO - Epoch [5][460/2910] lr: 3.711e-01, eta: 21:08:11, time: 1.222, data_time: 0.203, memory: 9523, top1_acc: 0.6693, top5_acc: 0.9273, loss_cls: 1.0890, loss: 1.0890, grad_norm: 0.9976 2021-04-07 19:08:58,918 - mmaction - INFO - Epoch [5][480/2910] lr: 3.710e-01, eta: 21:07:36, time: 1.225, data_time: 0.090, memory: 9523, top1_acc: 0.6889, top5_acc: 0.9328, loss_cls: 1.0372, loss: 1.0372, grad_norm: 0.9410 2021-04-07 19:09:25,186 - mmaction - INFO - Epoch [5][500/2910] lr: 3.709e-01, eta: 21:07:09, time: 1.314, data_time: 0.025, memory: 9523, top1_acc: 0.6779, top5_acc: 0.9371, loss_cls: 1.0533, loss: 1.0533, grad_norm: 0.9528 2021-04-07 19:09:49,122 - mmaction - INFO - Epoch [5][520/2910] lr: 3.708e-01, eta: 21:06:31, time: 1.197, data_time: 0.083, memory: 9523, top1_acc: 0.6773, top5_acc: 0.9254, loss_cls: 1.0580, loss: 1.0580, grad_norm: 0.9356 2021-04-07 19:10:15,059 - mmaction - INFO - Epoch [5][540/2910] lr: 3.707e-01, eta: 21:06:03, time: 1.296, data_time: 0.279, memory: 9523, top1_acc: 0.6846, top5_acc: 0.9365, loss_cls: 1.0231, loss: 1.0231, grad_norm: 0.9316 2021-04-07 19:10:39,520 - mmaction - INFO - Epoch [5][560/2910] lr: 3.706e-01, eta: 21:05:27, time: 1.222, data_time: 0.086, memory: 9523, top1_acc: 0.6838, top5_acc: 0.9334, loss_cls: 1.0415, loss: 1.0415, grad_norm: 0.9657 2021-04-07 19:11:04,655 - mmaction - INFO - Epoch [5][580/2910] lr: 3.705e-01, eta: 21:04:55, time: 1.258, data_time: 0.376, memory: 9523, top1_acc: 0.6687, top5_acc: 0.9295, loss_cls: 1.0678, loss: 1.0678, grad_norm: 0.9508 2021-04-07 19:11:29,149 - mmaction - INFO - Epoch [5][600/2910] lr: 3.704e-01, eta: 21:04:20, time: 1.225, data_time: 0.176, memory: 9523, top1_acc: 0.6822, top5_acc: 0.9365, loss_cls: 1.0314, loss: 1.0314, grad_norm: 0.9779 2021-04-07 19:11:53,586 - mmaction - INFO - Epoch [5][620/2910] lr: 3.704e-01, eta: 21:03:45, time: 1.222, data_time: 0.047, memory: 9523, top1_acc: 0.6744, top5_acc: 0.9268, loss_cls: 1.0634, loss: 1.0634, grad_norm: 0.9510 2021-04-07 19:12:19,155 - mmaction - INFO - Epoch [5][640/2910] lr: 3.703e-01, eta: 21:03:15, time: 1.279, data_time: 0.046, memory: 9523, top1_acc: 0.6930, top5_acc: 0.9355, loss_cls: 0.9995, loss: 0.9995, grad_norm: 0.9272 2021-04-07 19:12:43,782 - mmaction - INFO - Epoch [5][660/2910] lr: 3.702e-01, eta: 21:02:40, time: 1.228, data_time: 0.036, memory: 9523, top1_acc: 0.6848, top5_acc: 0.9396, loss_cls: 1.0238, loss: 1.0238, grad_norm: 0.9687 2021-04-07 19:13:09,110 - mmaction - INFO - Epoch [5][680/2910] lr: 3.701e-01, eta: 21:02:10, time: 1.269, data_time: 0.058, memory: 9523, top1_acc: 0.6924, top5_acc: 0.9352, loss_cls: 1.0218, loss: 1.0218, grad_norm: 0.9580 2021-04-07 19:13:33,512 - mmaction - INFO - Epoch [5][700/2910] lr: 3.700e-01, eta: 21:01:34, time: 1.218, data_time: 0.129, memory: 9523, top1_acc: 0.6863, top5_acc: 0.9379, loss_cls: 1.0259, loss: 1.0259, grad_norm: 0.9359 2021-04-07 19:13:58,659 - mmaction - INFO - Epoch [5][720/2910] lr: 3.699e-01, eta: 21:01:02, time: 1.258, data_time: 0.139, memory: 9523, top1_acc: 0.6887, top5_acc: 0.9336, loss_cls: 1.0145, loss: 1.0145, grad_norm: 0.9382 2021-04-07 19:14:22,387 - mmaction - INFO - Epoch [5][740/2910] lr: 3.698e-01, eta: 21:00:24, time: 1.187, data_time: 0.095, memory: 9523, top1_acc: 0.6762, top5_acc: 0.9289, loss_cls: 1.0586, loss: 1.0586, grad_norm: 0.9688 2021-04-07 19:14:48,661 - mmaction - INFO - Epoch [5][760/2910] lr: 3.697e-01, eta: 20:59:58, time: 1.314, data_time: 0.175, memory: 9523, top1_acc: 0.6793, top5_acc: 0.9342, loss_cls: 1.0490, loss: 1.0490, grad_norm: 0.9457 2021-04-07 19:15:12,650 - mmaction - INFO - Epoch [5][780/2910] lr: 3.696e-01, eta: 20:59:21, time: 1.199, data_time: 0.047, memory: 9523, top1_acc: 0.6764, top5_acc: 0.9285, loss_cls: 1.0657, loss: 1.0657, grad_norm: 0.9791 2021-04-07 19:15:36,117 - mmaction - INFO - Epoch [5][800/2910] lr: 3.695e-01, eta: 20:58:41, time: 1.173, data_time: 0.122, memory: 9523, top1_acc: 0.6887, top5_acc: 0.9363, loss_cls: 1.0163, loss: 1.0163, grad_norm: 0.9284 2021-04-07 19:16:01,198 - mmaction - INFO - Epoch [5][820/2910] lr: 3.694e-01, eta: 20:58:09, time: 1.252, data_time: 0.104, memory: 9523, top1_acc: 0.6684, top5_acc: 0.9281, loss_cls: 1.0780, loss: 1.0780, grad_norm: 1.0099 2021-04-07 19:16:25,629 - mmaction - INFO - Epoch [5][840/2910] lr: 3.693e-01, eta: 20:57:34, time: 1.221, data_time: 0.047, memory: 9523, top1_acc: 0.6822, top5_acc: 0.9301, loss_cls: 1.0438, loss: 1.0438, grad_norm: 0.9485 2021-04-07 19:16:51,992 - mmaction - INFO - Epoch [5][860/2910] lr: 3.692e-01, eta: 20:57:08, time: 1.320, data_time: 0.062, memory: 9523, top1_acc: 0.6797, top5_acc: 0.9326, loss_cls: 1.0417, loss: 1.0417, grad_norm: 0.9594 2021-04-07 19:17:15,157 - mmaction - INFO - Epoch [5][880/2910] lr: 3.691e-01, eta: 20:56:27, time: 1.159, data_time: 0.108, memory: 9523, top1_acc: 0.6789, top5_acc: 0.9338, loss_cls: 1.0233, loss: 1.0233, grad_norm: 0.9647 2021-04-07 19:17:39,377 - mmaction - INFO - Epoch [5][900/2910] lr: 3.690e-01, eta: 20:55:52, time: 1.211, data_time: 0.071, memory: 9523, top1_acc: 0.6838, top5_acc: 0.9305, loss_cls: 1.0359, loss: 1.0359, grad_norm: 0.9516 2021-04-07 19:18:03,469 - mmaction - INFO - Epoch [5][920/2910] lr: 3.689e-01, eta: 20:55:15, time: 1.204, data_time: 0.116, memory: 9523, top1_acc: 0.6719, top5_acc: 0.9328, loss_cls: 1.0457, loss: 1.0457, grad_norm: 0.9415 2021-04-07 19:18:28,791 - mmaction - INFO - Epoch [5][940/2910] lr: 3.688e-01, eta: 20:54:44, time: 1.266, data_time: 0.049, memory: 9523, top1_acc: 0.6879, top5_acc: 0.9326, loss_cls: 1.0236, loss: 1.0236, grad_norm: 0.9284 2021-04-07 19:18:52,688 - mmaction - INFO - Epoch [5][960/2910] lr: 3.687e-01, eta: 20:54:07, time: 1.195, data_time: 0.078, memory: 9523, top1_acc: 0.6973, top5_acc: 0.9352, loss_cls: 1.0081, loss: 1.0081, grad_norm: 0.9061 2021-04-07 19:19:17,322 - mmaction - INFO - Epoch [5][980/2910] lr: 3.686e-01, eta: 20:53:33, time: 1.230, data_time: 0.098, memory: 9523, top1_acc: 0.6955, top5_acc: 0.9354, loss_cls: 1.0128, loss: 1.0128, grad_norm: 0.9386 2021-04-07 19:19:42,049 - mmaction - INFO - Epoch [5][1000/2910] lr: 3.685e-01, eta: 20:53:00, time: 1.238, data_time: 0.076, memory: 9523, top1_acc: 0.6893, top5_acc: 0.9336, loss_cls: 1.0277, loss: 1.0277, grad_norm: 0.9777 2021-04-07 19:20:06,473 - mmaction - INFO - Epoch [5][1020/2910] lr: 3.684e-01, eta: 20:52:25, time: 1.221, data_time: 0.225, memory: 9523, top1_acc: 0.6863, top5_acc: 0.9314, loss_cls: 1.0094, loss: 1.0094, grad_norm: 0.9124 2021-04-07 19:20:30,962 - mmaction - INFO - Epoch [5][1040/2910] lr: 3.683e-01, eta: 20:51:51, time: 1.224, data_time: 0.100, memory: 9523, top1_acc: 0.6977, top5_acc: 0.9391, loss_cls: 0.9960, loss: 0.9960, grad_norm: 0.9294 2021-04-07 19:20:57,848 - mmaction - INFO - Epoch [5][1060/2910] lr: 3.682e-01, eta: 20:51:27, time: 1.345, data_time: 0.110, memory: 9523, top1_acc: 0.6871, top5_acc: 0.9379, loss_cls: 0.9986, loss: 0.9986, grad_norm: 0.9614 2021-04-07 19:21:21,041 - mmaction - INFO - Epoch [5][1080/2910] lr: 3.681e-01, eta: 20:50:47, time: 1.160, data_time: 0.049, memory: 9523, top1_acc: 0.6770, top5_acc: 0.9313, loss_cls: 1.0434, loss: 1.0434, grad_norm: 0.9595 2021-04-07 19:21:46,200 - mmaction - INFO - Epoch [5][1100/2910] lr: 3.681e-01, eta: 20:50:16, time: 1.258, data_time: 0.067, memory: 9523, top1_acc: 0.6578, top5_acc: 0.9289, loss_cls: 1.0952, loss: 1.0952, grad_norm: 0.9863 2021-04-07 19:22:10,513 - mmaction - INFO - Epoch [5][1120/2910] lr: 3.680e-01, eta: 20:49:41, time: 1.214, data_time: 0.001, memory: 9523, top1_acc: 0.6838, top5_acc: 0.9406, loss_cls: 1.0190, loss: 1.0190, grad_norm: 0.9428 2021-04-07 19:22:34,539 - mmaction - INFO - Epoch [5][1140/2910] lr: 3.679e-01, eta: 20:49:05, time: 1.203, data_time: 0.122, memory: 9523, top1_acc: 0.6840, top5_acc: 0.9379, loss_cls: 1.0396, loss: 1.0396, grad_norm: 0.9575 2021-04-07 19:22:59,330 - mmaction - INFO - Epoch [5][1160/2910] lr: 3.678e-01, eta: 20:48:32, time: 1.239, data_time: 0.049, memory: 9523, top1_acc: 0.6744, top5_acc: 0.9305, loss_cls: 1.0747, loss: 1.0747, grad_norm: 0.9970 2021-04-07 19:23:23,726 - mmaction - INFO - Epoch [5][1180/2910] lr: 3.677e-01, eta: 20:47:57, time: 1.219, data_time: 0.043, memory: 9523, top1_acc: 0.6732, top5_acc: 0.9311, loss_cls: 1.0548, loss: 1.0548, grad_norm: 0.9471 2021-04-07 19:23:49,096 - mmaction - INFO - Epoch [5][1200/2910] lr: 3.676e-01, eta: 20:47:27, time: 1.267, data_time: 0.176, memory: 9523, top1_acc: 0.6811, top5_acc: 0.9363, loss_cls: 1.0316, loss: 1.0316, grad_norm: 0.9616 2021-04-07 19:24:12,840 - mmaction - INFO - Epoch [5][1220/2910] lr: 3.675e-01, eta: 20:46:49, time: 1.189, data_time: 0.027, memory: 9523, top1_acc: 0.6977, top5_acc: 0.9375, loss_cls: 1.0024, loss: 1.0024, grad_norm: 0.9527 2021-04-07 19:24:38,307 - mmaction - INFO - Epoch [5][1240/2910] lr: 3.674e-01, eta: 20:46:20, time: 1.272, data_time: 0.184, memory: 9523, top1_acc: 0.6859, top5_acc: 0.9311, loss_cls: 1.0304, loss: 1.0304, grad_norm: 1.0133 2021-04-07 19:25:02,612 - mmaction - INFO - Epoch [5][1260/2910] lr: 3.673e-01, eta: 20:45:45, time: 1.217, data_time: 0.073, memory: 9523, top1_acc: 0.6838, top5_acc: 0.9367, loss_cls: 1.0437, loss: 1.0437, grad_norm: 0.9712 2021-04-07 19:25:25,969 - mmaction - INFO - Epoch [5][1280/2910] lr: 3.672e-01, eta: 20:45:06, time: 1.168, data_time: 0.054, memory: 9523, top1_acc: 0.6832, top5_acc: 0.9270, loss_cls: 1.0478, loss: 1.0478, grad_norm: 0.9780 2021-04-07 19:25:51,682 - mmaction - INFO - Epoch [5][1300/2910] lr: 3.671e-01, eta: 20:44:37, time: 1.286, data_time: 0.142, memory: 9523, top1_acc: 0.6873, top5_acc: 0.9355, loss_cls: 1.0171, loss: 1.0171, grad_norm: 0.9180 2021-04-07 19:26:16,785 - mmaction - INFO - Epoch [5][1320/2910] lr: 3.670e-01, eta: 20:44:06, time: 1.253, data_time: 0.132, memory: 9523, top1_acc: 0.6818, top5_acc: 0.9344, loss_cls: 1.0347, loss: 1.0347, grad_norm: 0.9729 2021-04-07 19:26:40,088 - mmaction - INFO - Epoch [5][1340/2910] lr: 3.669e-01, eta: 20:43:27, time: 1.167, data_time: 0.065, memory: 9523, top1_acc: 0.6969, top5_acc: 0.9311, loss_cls: 1.0038, loss: 1.0038, grad_norm: 0.9287 2021-04-07 19:27:05,563 - mmaction - INFO - Epoch [5][1360/2910] lr: 3.668e-01, eta: 20:42:57, time: 1.274, data_time: 0.116, memory: 9523, top1_acc: 0.6955, top5_acc: 0.9395, loss_cls: 1.0134, loss: 1.0134, grad_norm: 0.9639 2021-04-07 19:27:29,478 - mmaction - INFO - Epoch [5][1380/2910] lr: 3.667e-01, eta: 20:42:21, time: 1.196, data_time: 0.074, memory: 9523, top1_acc: 0.6813, top5_acc: 0.9350, loss_cls: 1.0268, loss: 1.0268, grad_norm: 0.9540 2021-04-07 19:27:53,956 - mmaction - INFO - Epoch [5][1400/2910] lr: 3.666e-01, eta: 20:41:47, time: 1.224, data_time: 0.059, memory: 9523, top1_acc: 0.6807, top5_acc: 0.9291, loss_cls: 1.0508, loss: 1.0508, grad_norm: 0.9469 2021-04-07 19:28:18,930 - mmaction - INFO - Epoch [5][1420/2910] lr: 3.665e-01, eta: 20:41:15, time: 1.248, data_time: 0.073, memory: 9523, top1_acc: 0.6957, top5_acc: 0.9332, loss_cls: 1.0077, loss: 1.0077, grad_norm: 0.9435 2021-04-07 19:28:44,057 - mmaction - INFO - Epoch [5][1440/2910] lr: 3.664e-01, eta: 20:40:44, time: 1.257, data_time: 0.010, memory: 9523, top1_acc: 0.6871, top5_acc: 0.9324, loss_cls: 1.0224, loss: 1.0224, grad_norm: 0.9553 2021-04-07 19:29:08,368 - mmaction - INFO - Epoch [5][1460/2910] lr: 3.663e-01, eta: 20:40:10, time: 1.215, data_time: 0.040, memory: 9523, top1_acc: 0.6855, top5_acc: 0.9371, loss_cls: 1.0134, loss: 1.0134, grad_norm: 0.9568 2021-04-07 19:29:33,418 - mmaction - INFO - Epoch [5][1480/2910] lr: 3.662e-01, eta: 20:39:38, time: 1.253, data_time: 0.108, memory: 9523, top1_acc: 0.6797, top5_acc: 0.9301, loss_cls: 1.0336, loss: 1.0336, grad_norm: 0.9734 2021-04-07 19:29:59,492 - mmaction - INFO - Epoch [5][1500/2910] lr: 3.661e-01, eta: 20:39:11, time: 1.304, data_time: 0.038, memory: 9523, top1_acc: 0.6820, top5_acc: 0.9316, loss_cls: 1.0442, loss: 1.0442, grad_norm: 0.9398 2021-04-07 19:30:23,369 - mmaction - INFO - Epoch [5][1520/2910] lr: 3.660e-01, eta: 20:38:35, time: 1.192, data_time: 0.078, memory: 9523, top1_acc: 0.7080, top5_acc: 0.9404, loss_cls: 0.9640, loss: 0.9640, grad_norm: 0.8899 2021-04-07 19:30:48,455 - mmaction - INFO - Epoch [5][1540/2910] lr: 3.659e-01, eta: 20:38:04, time: 1.255, data_time: 0.126, memory: 9523, top1_acc: 0.7020, top5_acc: 0.9359, loss_cls: 0.9943, loss: 0.9943, grad_norm: 0.9718 2021-04-07 19:31:13,268 - mmaction - INFO - Epoch [5][1560/2910] lr: 3.658e-01, eta: 20:37:32, time: 1.241, data_time: 0.010, memory: 9523, top1_acc: 0.6893, top5_acc: 0.9320, loss_cls: 1.0248, loss: 1.0248, grad_norm: 0.9344 2021-04-07 19:31:37,368 - mmaction - INFO - Epoch [5][1580/2910] lr: 3.657e-01, eta: 20:36:56, time: 1.205, data_time: 0.054, memory: 9523, top1_acc: 0.6939, top5_acc: 0.9371, loss_cls: 0.9858, loss: 0.9858, grad_norm: 0.9493 2021-04-07 19:32:02,254 - mmaction - INFO - Epoch [5][1600/2910] lr: 3.656e-01, eta: 20:36:24, time: 1.244, data_time: 0.104, memory: 9523, top1_acc: 0.6857, top5_acc: 0.9279, loss_cls: 1.0376, loss: 1.0376, grad_norm: 0.9867 2021-04-07 19:32:26,212 - mmaction - INFO - Epoch [5][1620/2910] lr: 3.655e-01, eta: 20:35:49, time: 1.197, data_time: 0.124, memory: 9523, top1_acc: 0.6904, top5_acc: 0.9385, loss_cls: 0.9940, loss: 0.9940, grad_norm: 0.9474 2021-04-07 19:32:50,812 - mmaction - INFO - Epoch [5][1640/2910] lr: 3.654e-01, eta: 20:35:15, time: 1.228, data_time: 0.028, memory: 9523, top1_acc: 0.6781, top5_acc: 0.9318, loss_cls: 1.0468, loss: 1.0468, grad_norm: 0.9852 2021-04-07 19:33:15,970 - mmaction - INFO - Epoch [5][1660/2910] lr: 3.653e-01, eta: 20:34:45, time: 1.259, data_time: 0.134, memory: 9523, top1_acc: 0.6785, top5_acc: 0.9348, loss_cls: 1.0241, loss: 1.0241, grad_norm: 0.9324 2021-04-07 19:33:40,636 - mmaction - INFO - Epoch [5][1680/2910] lr: 3.652e-01, eta: 20:34:12, time: 1.234, data_time: 0.118, memory: 9523, top1_acc: 0.6945, top5_acc: 0.9383, loss_cls: 0.9939, loss: 0.9939, grad_norm: 0.9286 2021-04-07 19:34:05,616 - mmaction - INFO - Epoch [5][1700/2910] lr: 3.651e-01, eta: 20:33:41, time: 1.250, data_time: 0.132, memory: 9523, top1_acc: 0.6865, top5_acc: 0.9369, loss_cls: 1.0153, loss: 1.0153, grad_norm: 0.9642 2021-04-07 19:34:29,950 - mmaction - INFO - Epoch [5][1720/2910] lr: 3.650e-01, eta: 20:33:07, time: 1.217, data_time: 0.087, memory: 9523, top1_acc: 0.6846, top5_acc: 0.9334, loss_cls: 1.0388, loss: 1.0388, grad_norm: 0.9535 2021-04-07 19:34:53,866 - mmaction - INFO - Epoch [5][1740/2910] lr: 3.649e-01, eta: 20:32:31, time: 1.193, data_time: 0.107, memory: 9523, top1_acc: 0.6904, top5_acc: 0.9324, loss_cls: 1.0233, loss: 1.0233, grad_norm: 0.9727 2021-04-07 19:35:18,855 - mmaction - INFO - Epoch [5][1760/2910] lr: 3.648e-01, eta: 20:32:00, time: 1.251, data_time: 0.087, memory: 9523, top1_acc: 0.6889, top5_acc: 0.9363, loss_cls: 1.0183, loss: 1.0183, grad_norm: 0.9452 2021-04-07 19:35:44,048 - mmaction - INFO - Epoch [5][1780/2910] lr: 3.647e-01, eta: 20:31:29, time: 1.260, data_time: 0.022, memory: 9523, top1_acc: 0.6936, top5_acc: 0.9369, loss_cls: 1.0093, loss: 1.0093, grad_norm: 0.9517 2021-04-07 19:36:07,818 - mmaction - INFO - Epoch [5][1800/2910] lr: 3.646e-01, eta: 20:30:53, time: 1.189, data_time: 0.154, memory: 9523, top1_acc: 0.6943, top5_acc: 0.9381, loss_cls: 1.0120, loss: 1.0120, grad_norm: 0.9896 2021-04-07 19:36:32,502 - mmaction - INFO - Epoch [5][1820/2910] lr: 3.645e-01, eta: 20:30:20, time: 1.234, data_time: 0.053, memory: 9523, top1_acc: 0.6781, top5_acc: 0.9330, loss_cls: 1.0507, loss: 1.0507, grad_norm: 0.9921 2021-04-07 19:36:57,076 - mmaction - INFO - Epoch [5][1840/2910] lr: 3.643e-01, eta: 20:29:47, time: 1.229, data_time: 0.030, memory: 9523, top1_acc: 0.6883, top5_acc: 0.9408, loss_cls: 1.0020, loss: 1.0020, grad_norm: 0.9634 2021-04-07 19:37:21,989 - mmaction - INFO - Epoch [5][1860/2910] lr: 3.642e-01, eta: 20:29:16, time: 1.244, data_time: 0.060, memory: 9523, top1_acc: 0.6809, top5_acc: 0.9330, loss_cls: 1.0523, loss: 1.0523, grad_norm: 1.0207 2021-04-07 19:37:46,675 - mmaction - INFO - Epoch [5][1880/2910] lr: 3.641e-01, eta: 20:28:43, time: 1.236, data_time: 0.228, memory: 9523, top1_acc: 0.6803, top5_acc: 0.9318, loss_cls: 1.0476, loss: 1.0476, grad_norm: 0.9283 2021-04-07 19:38:11,054 - mmaction - INFO - Epoch [5][1900/2910] lr: 3.640e-01, eta: 20:28:10, time: 1.218, data_time: 0.213, memory: 9523, top1_acc: 0.6855, top5_acc: 0.9320, loss_cls: 1.0202, loss: 1.0202, grad_norm: 0.9286 2021-04-07 19:38:35,923 - mmaction - INFO - Epoch [5][1920/2910] lr: 3.639e-01, eta: 20:27:38, time: 1.243, data_time: 0.048, memory: 9523, top1_acc: 0.6816, top5_acc: 0.9279, loss_cls: 1.0383, loss: 1.0383, grad_norm: 0.9714 2021-04-07 19:39:00,516 - mmaction - INFO - Epoch [5][1940/2910] lr: 3.638e-01, eta: 20:27:05, time: 1.230, data_time: 0.098, memory: 9523, top1_acc: 0.6949, top5_acc: 0.9436, loss_cls: 1.0016, loss: 1.0016, grad_norm: 0.9366 2021-04-07 19:39:24,737 - mmaction - INFO - Epoch [5][1960/2910] lr: 3.637e-01, eta: 20:26:31, time: 1.211, data_time: 0.089, memory: 9523, top1_acc: 0.6813, top5_acc: 0.9342, loss_cls: 1.0298, loss: 1.0298, grad_norm: 0.9648 2021-04-07 19:39:48,909 - mmaction - INFO - Epoch [5][1980/2910] lr: 3.636e-01, eta: 20:25:57, time: 1.209, data_time: 0.237, memory: 9523, top1_acc: 0.6994, top5_acc: 0.9424, loss_cls: 0.9789, loss: 0.9789, grad_norm: 0.9458 2021-04-07 19:40:15,508 - mmaction - INFO - Epoch [5][2000/2910] lr: 3.635e-01, eta: 20:25:32, time: 1.329, data_time: 0.122, memory: 9523, top1_acc: 0.6834, top5_acc: 0.9285, loss_cls: 1.0374, loss: 1.0374, grad_norm: 0.9357 2021-04-07 19:40:39,185 - mmaction - INFO - Epoch [5][2020/2910] lr: 3.634e-01, eta: 20:24:56, time: 1.185, data_time: 0.039, memory: 9523, top1_acc: 0.6814, top5_acc: 0.9271, loss_cls: 1.0356, loss: 1.0356, grad_norm: 0.9419 2021-04-07 19:41:03,720 - mmaction - INFO - Epoch [5][2040/2910] lr: 3.633e-01, eta: 20:24:23, time: 1.226, data_time: 0.100, memory: 9523, top1_acc: 0.6854, top5_acc: 0.9381, loss_cls: 1.0056, loss: 1.0056, grad_norm: 0.9217 2021-04-07 19:41:28,612 - mmaction - INFO - Epoch [5][2060/2910] lr: 3.632e-01, eta: 20:23:52, time: 1.245, data_time: 0.208, memory: 9523, top1_acc: 0.6979, top5_acc: 0.9361, loss_cls: 0.9839, loss: 0.9839, grad_norm: 0.9357 2021-04-07 19:41:52,147 - mmaction - INFO - Epoch [5][2080/2910] lr: 3.631e-01, eta: 20:23:15, time: 1.177, data_time: 0.078, memory: 9523, top1_acc: 0.6889, top5_acc: 0.9402, loss_cls: 1.0019, loss: 1.0019, grad_norm: 0.9935 2021-04-07 19:42:16,655 - mmaction - INFO - Epoch [5][2100/2910] lr: 3.630e-01, eta: 20:22:42, time: 1.224, data_time: 0.126, memory: 9523, top1_acc: 0.6787, top5_acc: 0.9330, loss_cls: 1.0391, loss: 1.0391, grad_norm: 0.9645 2021-04-07 19:42:40,502 - mmaction - INFO - Epoch [5][2120/2910] lr: 3.629e-01, eta: 20:22:06, time: 1.194, data_time: 0.097, memory: 9523, top1_acc: 0.6771, top5_acc: 0.9270, loss_cls: 1.0729, loss: 1.0729, grad_norm: 0.9780 2021-04-07 19:43:05,038 - mmaction - INFO - Epoch [5][2140/2910] lr: 3.628e-01, eta: 20:21:34, time: 1.227, data_time: 0.156, memory: 9523, top1_acc: 0.7127, top5_acc: 0.9436, loss_cls: 0.9521, loss: 0.9521, grad_norm: 0.9053 2021-04-07 19:43:30,404 - mmaction - INFO - Epoch [5][2160/2910] lr: 3.627e-01, eta: 20:21:04, time: 1.267, data_time: 0.105, memory: 9523, top1_acc: 0.6916, top5_acc: 0.9357, loss_cls: 1.0044, loss: 1.0044, grad_norm: 0.9591 2021-04-07 19:43:55,261 - mmaction - INFO - Epoch [5][2180/2910] lr: 3.626e-01, eta: 20:20:33, time: 1.243, data_time: 0.110, memory: 9523, top1_acc: 0.6898, top5_acc: 0.9367, loss_cls: 1.0131, loss: 1.0131, grad_norm: 0.9797 2021-04-07 19:44:19,144 - mmaction - INFO - Epoch [5][2200/2910] lr: 3.625e-01, eta: 20:19:57, time: 1.193, data_time: 0.037, memory: 9523, top1_acc: 0.6949, top5_acc: 0.9361, loss_cls: 1.0174, loss: 1.0174, grad_norm: 0.9796 2021-04-07 19:44:43,538 - mmaction - INFO - Epoch [5][2220/2910] lr: 3.624e-01, eta: 20:19:24, time: 1.221, data_time: 0.058, memory: 9523, top1_acc: 0.6896, top5_acc: 0.9398, loss_cls: 1.0051, loss: 1.0051, grad_norm: 0.9642 2021-04-07 19:45:08,176 - mmaction - INFO - Epoch [5][2240/2910] lr: 3.623e-01, eta: 20:18:52, time: 1.232, data_time: 0.012, memory: 9523, top1_acc: 0.6869, top5_acc: 0.9398, loss_cls: 1.0121, loss: 1.0121, grad_norm: 0.9824 2021-04-07 19:45:33,558 - mmaction - INFO - Epoch [5][2260/2910] lr: 3.622e-01, eta: 20:18:23, time: 1.270, data_time: 0.185, memory: 9523, top1_acc: 0.6857, top5_acc: 0.9367, loss_cls: 1.0448, loss: 1.0448, grad_norm: 0.9875 2021-04-07 19:45:57,889 - mmaction - INFO - Epoch [5][2280/2910] lr: 3.621e-01, eta: 20:17:50, time: 1.217, data_time: 0.176, memory: 9523, top1_acc: 0.7090, top5_acc: 0.9391, loss_cls: 0.9730, loss: 0.9730, grad_norm: 0.9361 2021-04-07 19:46:23,686 - mmaction - INFO - Epoch [5][2300/2910] lr: 3.620e-01, eta: 20:17:22, time: 1.290, data_time: 0.066, memory: 9523, top1_acc: 0.6703, top5_acc: 0.9299, loss_cls: 1.0618, loss: 1.0618, grad_norm: 0.9793 2021-04-07 19:46:47,538 - mmaction - INFO - Epoch [5][2320/2910] lr: 3.619e-01, eta: 20:16:47, time: 1.190, data_time: 0.015, memory: 9523, top1_acc: 0.6889, top5_acc: 0.9332, loss_cls: 1.0185, loss: 1.0185, grad_norm: 0.9378 2021-04-07 19:47:11,906 - mmaction - INFO - Epoch [5][2340/2910] lr: 3.617e-01, eta: 20:16:14, time: 1.221, data_time: 0.205, memory: 9523, top1_acc: 0.6992, top5_acc: 0.9334, loss_cls: 1.0223, loss: 1.0223, grad_norm: 0.9557 2021-04-07 19:47:35,780 - mmaction - INFO - Epoch [5][2360/2910] lr: 3.616e-01, eta: 20:15:39, time: 1.194, data_time: 0.024, memory: 9523, top1_acc: 0.6922, top5_acc: 0.9352, loss_cls: 0.9908, loss: 0.9908, grad_norm: 0.9216 2021-04-07 19:48:00,474 - mmaction - INFO - Epoch [5][2380/2910] lr: 3.615e-01, eta: 20:15:07, time: 1.234, data_time: 0.161, memory: 9523, top1_acc: 0.6908, top5_acc: 0.9385, loss_cls: 0.9911, loss: 0.9911, grad_norm: 0.9495 2021-04-07 19:48:25,263 - mmaction - INFO - Epoch [5][2400/2910] lr: 3.614e-01, eta: 20:14:35, time: 1.239, data_time: 0.001, memory: 9523, top1_acc: 0.6932, top5_acc: 0.9377, loss_cls: 0.9924, loss: 0.9924, grad_norm: 0.9633 2021-04-07 19:48:51,741 - mmaction - INFO - Epoch [5][2420/2910] lr: 3.613e-01, eta: 20:14:11, time: 1.323, data_time: 0.005, memory: 9523, top1_acc: 0.6889, top5_acc: 0.9328, loss_cls: 1.0409, loss: 1.0409, grad_norm: 0.9661 2021-04-07 19:49:14,894 - mmaction - INFO - Epoch [5][2440/2910] lr: 3.612e-01, eta: 20:13:33, time: 1.158, data_time: 0.029, memory: 9523, top1_acc: 0.6770, top5_acc: 0.9299, loss_cls: 1.0474, loss: 1.0474, grad_norm: 0.9818 2021-04-07 19:49:39,914 - mmaction - INFO - Epoch [5][2460/2910] lr: 3.611e-01, eta: 20:13:02, time: 1.251, data_time: 0.038, memory: 9523, top1_acc: 0.6961, top5_acc: 0.9375, loss_cls: 0.9932, loss: 0.9932, grad_norm: 0.9290 2021-04-07 19:50:04,418 - mmaction - INFO - Epoch [5][2480/2910] lr: 3.610e-01, eta: 20:12:30, time: 1.225, data_time: 0.021, memory: 9523, top1_acc: 0.6936, top5_acc: 0.9352, loss_cls: 1.0016, loss: 1.0016, grad_norm: 0.9514 2021-04-07 19:50:31,156 - mmaction - INFO - Epoch [5][2500/2910] lr: 3.609e-01, eta: 20:12:06, time: 1.337, data_time: 0.015, memory: 9523, top1_acc: 0.6914, top5_acc: 0.9299, loss_cls: 1.0038, loss: 1.0038, grad_norm: 0.9695 2021-04-07 19:50:55,201 - mmaction - INFO - Epoch [5][2520/2910] lr: 3.608e-01, eta: 20:11:32, time: 1.202, data_time: 0.022, memory: 9523, top1_acc: 0.6783, top5_acc: 0.9279, loss_cls: 1.0610, loss: 1.0610, grad_norm: 0.9741 2021-04-07 19:51:19,804 - mmaction - INFO - Epoch [5][2540/2910] lr: 3.607e-01, eta: 20:11:00, time: 1.230, data_time: 0.056, memory: 9523, top1_acc: 0.6838, top5_acc: 0.9422, loss_cls: 1.0168, loss: 1.0168, grad_norm: 0.9539 2021-04-07 19:51:44,734 - mmaction - INFO - Epoch [5][2560/2910] lr: 3.606e-01, eta: 20:10:29, time: 1.246, data_time: 0.039, memory: 9523, top1_acc: 0.6828, top5_acc: 0.9326, loss_cls: 1.0345, loss: 1.0345, grad_norm: 0.9569 2021-04-07 19:52:09,327 - mmaction - INFO - Epoch [5][2580/2910] lr: 3.605e-01, eta: 20:09:57, time: 1.230, data_time: 0.095, memory: 9523, top1_acc: 0.6877, top5_acc: 0.9350, loss_cls: 1.0141, loss: 1.0141, grad_norm: 0.9682 2021-04-07 19:52:34,300 - mmaction - INFO - Epoch [5][2600/2910] lr: 3.604e-01, eta: 20:09:27, time: 1.249, data_time: 0.263, memory: 9523, top1_acc: 0.6857, top5_acc: 0.9295, loss_cls: 1.0315, loss: 1.0315, grad_norm: 1.0066 2021-04-07 19:52:58,328 - mmaction - INFO - Epoch [5][2620/2910] lr: 3.603e-01, eta: 20:08:52, time: 1.201, data_time: 0.050, memory: 9523, top1_acc: 0.6678, top5_acc: 0.9258, loss_cls: 1.1073, loss: 1.1073, grad_norm: 1.0098 2021-04-07 19:53:22,669 - mmaction - INFO - Epoch [5][2640/2910] lr: 3.601e-01, eta: 20:08:19, time: 1.217, data_time: 0.096, memory: 9523, top1_acc: 0.6844, top5_acc: 0.9287, loss_cls: 1.0365, loss: 1.0365, grad_norm: 0.9488 2021-04-07 19:53:46,784 - mmaction - INFO - Epoch [5][2660/2910] lr: 3.600e-01, eta: 20:07:46, time: 1.207, data_time: 0.059, memory: 9523, top1_acc: 0.6953, top5_acc: 0.9350, loss_cls: 1.0136, loss: 1.0136, grad_norm: 0.9657 2021-04-07 19:54:11,071 - mmaction - INFO - Epoch [5][2680/2910] lr: 3.599e-01, eta: 20:07:13, time: 1.214, data_time: 0.132, memory: 9523, top1_acc: 0.6768, top5_acc: 0.9293, loss_cls: 1.0566, loss: 1.0566, grad_norm: 1.0091 2021-04-07 19:54:36,493 - mmaction - INFO - Epoch [5][2700/2910] lr: 3.598e-01, eta: 20:06:44, time: 1.271, data_time: 0.198, memory: 9523, top1_acc: 0.6900, top5_acc: 0.9344, loss_cls: 1.0202, loss: 1.0202, grad_norm: 0.9695 2021-04-07 19:54:59,975 - mmaction - INFO - Epoch [5][2720/2910] lr: 3.597e-01, eta: 20:06:08, time: 1.174, data_time: 0.111, memory: 9523, top1_acc: 0.6691, top5_acc: 0.9283, loss_cls: 1.0707, loss: 1.0707, grad_norm: 0.9858 2021-04-07 19:55:24,120 - mmaction - INFO - Epoch [5][2740/2910] lr: 3.596e-01, eta: 20:05:34, time: 1.206, data_time: 0.243, memory: 9523, top1_acc: 0.6977, top5_acc: 0.9437, loss_cls: 0.9923, loss: 0.9923, grad_norm: 0.9317 2021-04-07 19:55:48,394 - mmaction - INFO - Epoch [5][2760/2910] lr: 3.595e-01, eta: 20:05:01, time: 1.215, data_time: 0.038, memory: 9523, top1_acc: 0.6879, top5_acc: 0.9324, loss_cls: 1.0071, loss: 1.0071, grad_norm: 0.9275 2021-04-07 19:56:12,865 - mmaction - INFO - Epoch [5][2780/2910] lr: 3.594e-01, eta: 20:04:29, time: 1.222, data_time: 0.071, memory: 9523, top1_acc: 0.7008, top5_acc: 0.9396, loss_cls: 0.9577, loss: 0.9577, grad_norm: 0.9439 2021-04-07 19:56:37,492 - mmaction - INFO - Epoch [5][2800/2910] lr: 3.593e-01, eta: 20:03:57, time: 1.233, data_time: 0.149, memory: 9523, top1_acc: 0.6904, top5_acc: 0.9369, loss_cls: 1.0200, loss: 1.0200, grad_norm: 0.9760 2021-04-07 19:57:01,320 - mmaction - INFO - Epoch [5][2820/2910] lr: 3.592e-01, eta: 20:03:23, time: 1.192, data_time: 0.001, memory: 9523, top1_acc: 0.6908, top5_acc: 0.9408, loss_cls: 1.0110, loss: 1.0110, grad_norm: 0.9648 2021-04-07 19:57:26,336 - mmaction - INFO - Epoch [5][2840/2910] lr: 3.591e-01, eta: 20:02:52, time: 1.250, data_time: 0.235, memory: 9523, top1_acc: 0.6771, top5_acc: 0.9379, loss_cls: 1.0273, loss: 1.0273, grad_norm: 0.9940 2021-04-07 19:57:51,670 - mmaction - INFO - Epoch [5][2860/2910] lr: 3.589e-01, eta: 20:02:23, time: 1.266, data_time: 0.081, memory: 9523, top1_acc: 0.6953, top5_acc: 0.9387, loss_cls: 1.0073, loss: 1.0073, grad_norm: 0.9700 2021-04-07 19:58:16,181 - mmaction - INFO - Epoch [5][2880/2910] lr: 3.588e-01, eta: 20:01:51, time: 1.226, data_time: 0.022, memory: 9523, top1_acc: 0.6848, top5_acc: 0.9320, loss_cls: 1.0236, loss: 1.0236, grad_norm: 0.9690 2021-04-07 19:58:40,466 - mmaction - INFO - Epoch [5][2900/2910] lr: 3.587e-01, eta: 20:01:19, time: 1.215, data_time: 0.060, memory: 9523, top1_acc: 0.6836, top5_acc: 0.9373, loss_cls: 1.0237, loss: 1.0237, grad_norm: 0.9697 2021-04-07 19:58:54,465 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-04-07 20:06:48,067 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 20:06:48,733 - mmaction - INFO - top1_acc 0.5820 top5_acc 0.8793 2021-04-07 20:06:48,733 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 20:06:48,843 - mmaction - INFO - mean_acc 0.5980 2021-04-07 20:06:48,863 - mmaction - INFO - Epoch(val) [5][2910] top1_acc: 0.5820, top5_acc: 0.8793, mean_class_accuracy: 0.5980 2021-04-07 20:10:39,430 - mmaction - INFO - Epoch [6][20/2910] lr: 3.586e-01, eta: 20:12:46, time: 11.526, data_time: 10.328, memory: 9523, top1_acc: 0.7121, top5_acc: 0.9422, loss_cls: 0.9547, loss: 0.9547, grad_norm: 0.9319 2021-04-07 20:11:03,473 - mmaction - INFO - Epoch [6][40/2910] lr: 3.585e-01, eta: 20:12:11, time: 1.204, data_time: 0.096, memory: 9523, top1_acc: 0.6795, top5_acc: 0.9266, loss_cls: 1.0370, loss: 1.0370, grad_norm: 0.9664 2021-04-07 20:11:29,302 - mmaction - INFO - Epoch [6][60/2910] lr: 3.583e-01, eta: 20:11:42, time: 1.291, data_time: 0.072, memory: 9523, top1_acc: 0.7047, top5_acc: 0.9326, loss_cls: 0.9897, loss: 0.9897, grad_norm: 0.9185 2021-04-07 20:11:55,100 - mmaction - INFO - Epoch [6][80/2910] lr: 3.582e-01, eta: 20:11:14, time: 1.290, data_time: 0.027, memory: 9523, top1_acc: 0.7004, top5_acc: 0.9385, loss_cls: 0.9887, loss: 0.9887, grad_norm: 0.9662 2021-04-07 20:12:19,880 - mmaction - INFO - Epoch [6][100/2910] lr: 3.581e-01, eta: 20:10:42, time: 1.239, data_time: 0.074, memory: 9523, top1_acc: 0.6789, top5_acc: 0.9346, loss_cls: 1.0335, loss: 1.0335, grad_norm: 0.9761 2021-04-07 20:12:44,898 - mmaction - INFO - Epoch [6][120/2910] lr: 3.580e-01, eta: 20:10:11, time: 1.250, data_time: 0.033, memory: 9523, top1_acc: 0.6961, top5_acc: 0.9381, loss_cls: 0.9843, loss: 0.9843, grad_norm: 0.9430 2021-04-07 20:13:09,272 - mmaction - INFO - Epoch [6][140/2910] lr: 3.579e-01, eta: 20:09:37, time: 1.220, data_time: 0.072, memory: 9523, top1_acc: 0.6861, top5_acc: 0.9365, loss_cls: 1.0317, loss: 1.0317, grad_norm: 0.9626 2021-04-07 20:13:33,825 - mmaction - INFO - Epoch [6][160/2910] lr: 3.578e-01, eta: 20:09:04, time: 1.227, data_time: 0.012, memory: 9523, top1_acc: 0.6900, top5_acc: 0.9307, loss_cls: 1.0273, loss: 1.0273, grad_norm: 0.9729 2021-04-07 20:13:59,705 - mmaction - INFO - Epoch [6][180/2910] lr: 3.577e-01, eta: 20:08:36, time: 1.293, data_time: 0.125, memory: 9523, top1_acc: 0.6971, top5_acc: 0.9414, loss_cls: 0.9724, loss: 0.9724, grad_norm: 0.9293 2021-04-07 20:14:23,130 - mmaction - INFO - Epoch [6][200/2910] lr: 3.576e-01, eta: 20:07:59, time: 1.172, data_time: 0.124, memory: 9523, top1_acc: 0.6838, top5_acc: 0.9369, loss_cls: 1.0046, loss: 1.0046, grad_norm: 0.9652 2021-04-07 20:14:48,081 - mmaction - INFO - Epoch [6][220/2910] lr: 3.575e-01, eta: 20:07:28, time: 1.247, data_time: 0.019, memory: 9523, top1_acc: 0.6943, top5_acc: 0.9354, loss_cls: 1.0011, loss: 1.0011, grad_norm: 0.9679 2021-04-07 20:15:12,138 - mmaction - INFO - Epoch [6][240/2910] lr: 3.574e-01, eta: 20:06:53, time: 1.203, data_time: 0.008, memory: 9523, top1_acc: 0.6912, top5_acc: 0.9371, loss_cls: 0.9956, loss: 0.9956, grad_norm: 0.9495 2021-04-07 20:15:36,274 - mmaction - INFO - Epoch [6][260/2910] lr: 3.572e-01, eta: 20:06:19, time: 1.207, data_time: 0.077, memory: 9523, top1_acc: 0.6979, top5_acc: 0.9365, loss_cls: 0.9997, loss: 0.9997, grad_norm: 0.9637 2021-04-07 20:16:01,414 - mmaction - INFO - Epoch [6][280/2910] lr: 3.571e-01, eta: 20:05:48, time: 1.257, data_time: 0.018, memory: 9523, top1_acc: 0.6994, top5_acc: 0.9344, loss_cls: 1.0017, loss: 1.0017, grad_norm: 0.9593 2021-04-07 20:16:26,768 - mmaction - INFO - Epoch [6][300/2910] lr: 3.570e-01, eta: 20:05:18, time: 1.268, data_time: 0.001, memory: 9523, top1_acc: 0.6916, top5_acc: 0.9357, loss_cls: 1.0046, loss: 1.0046, grad_norm: 0.9475 2021-04-07 20:16:50,458 - mmaction - INFO - Epoch [6][320/2910] lr: 3.569e-01, eta: 20:04:42, time: 1.185, data_time: 0.102, memory: 9523, top1_acc: 0.6920, top5_acc: 0.9395, loss_cls: 1.0073, loss: 1.0073, grad_norm: 1.0290 2021-04-07 20:17:15,665 - mmaction - INFO - Epoch [6][340/2910] lr: 3.568e-01, eta: 20:04:12, time: 1.259, data_time: 0.035, memory: 9523, top1_acc: 0.7031, top5_acc: 0.9420, loss_cls: 0.9729, loss: 0.9729, grad_norm: 0.9357 2021-04-07 20:17:39,942 - mmaction - INFO - Epoch [6][360/2910] lr: 3.567e-01, eta: 20:03:38, time: 1.215, data_time: 0.012, memory: 9523, top1_acc: 0.6986, top5_acc: 0.9342, loss_cls: 0.9975, loss: 0.9975, grad_norm: 0.9350 2021-04-07 20:18:04,792 - mmaction - INFO - Epoch [6][380/2910] lr: 3.566e-01, eta: 20:03:07, time: 1.243, data_time: 0.090, memory: 9523, top1_acc: 0.6875, top5_acc: 0.9346, loss_cls: 0.9946, loss: 0.9946, grad_norm: 0.9542 2021-04-07 20:18:29,325 - mmaction - INFO - Epoch [6][400/2910] lr: 3.565e-01, eta: 20:02:34, time: 1.227, data_time: 0.037, memory: 9523, top1_acc: 0.6937, top5_acc: 0.9373, loss_cls: 0.9900, loss: 0.9900, grad_norm: 0.9714 2021-04-07 20:18:54,527 - mmaction - INFO - Epoch [6][420/2910] lr: 3.563e-01, eta: 20:02:03, time: 1.259, data_time: 0.042, memory: 9523, top1_acc: 0.6912, top5_acc: 0.9297, loss_cls: 1.0096, loss: 1.0096, grad_norm: 0.9988 2021-04-07 20:19:18,944 - mmaction - INFO - Epoch [6][440/2910] lr: 3.562e-01, eta: 20:01:30, time: 1.221, data_time: 0.032, memory: 9523, top1_acc: 0.6850, top5_acc: 0.9359, loss_cls: 1.0129, loss: 1.0129, grad_norm: 0.9641 2021-04-07 20:19:44,326 - mmaction - INFO - Epoch [6][460/2910] lr: 3.561e-01, eta: 20:01:01, time: 1.268, data_time: 0.069, memory: 9523, top1_acc: 0.6943, top5_acc: 0.9375, loss_cls: 0.9898, loss: 0.9898, grad_norm: 0.9538 2021-04-07 20:20:08,473 - mmaction - INFO - Epoch [6][480/2910] lr: 3.560e-01, eta: 20:00:27, time: 1.208, data_time: 0.040, memory: 9523, top1_acc: 0.6941, top5_acc: 0.9330, loss_cls: 1.0072, loss: 1.0072, grad_norm: 0.9669 2021-04-07 20:20:33,164 - mmaction - INFO - Epoch [6][500/2910] lr: 3.559e-01, eta: 19:59:55, time: 1.236, data_time: 0.005, memory: 9523, top1_acc: 0.6914, top5_acc: 0.9355, loss_cls: 1.0095, loss: 1.0095, grad_norm: 1.0043 2021-04-07 20:20:58,093 - mmaction - INFO - Epoch [6][520/2910] lr: 3.558e-01, eta: 19:59:23, time: 1.247, data_time: 0.102, memory: 9523, top1_acc: 0.6924, top5_acc: 0.9365, loss_cls: 1.0124, loss: 1.0124, grad_norm: 0.9649 2021-04-07 20:21:22,154 - mmaction - INFO - Epoch [6][540/2910] lr: 3.557e-01, eta: 19:58:49, time: 1.202, data_time: 0.103, memory: 9523, top1_acc: 0.6715, top5_acc: 0.9330, loss_cls: 1.0468, loss: 1.0468, grad_norm: 0.9896 2021-04-07 20:21:47,940 - mmaction - INFO - Epoch [6][560/2910] lr: 3.556e-01, eta: 19:58:21, time: 1.288, data_time: 0.119, memory: 9523, top1_acc: 0.6920, top5_acc: 0.9377, loss_cls: 0.9852, loss: 0.9852, grad_norm: 0.9415 2021-04-07 20:22:11,953 - mmaction - INFO - Epoch [6][580/2910] lr: 3.554e-01, eta: 19:57:47, time: 1.202, data_time: 0.032, memory: 9523, top1_acc: 0.6846, top5_acc: 0.9342, loss_cls: 1.0457, loss: 1.0457, grad_norm: 0.9595 2021-04-07 20:22:37,172 - mmaction - INFO - Epoch [6][600/2910] lr: 3.553e-01, eta: 19:57:17, time: 1.261, data_time: 0.013, memory: 9523, top1_acc: 0.6854, top5_acc: 0.9281, loss_cls: 1.0609, loss: 1.0609, grad_norm: 1.0077 2021-04-07 20:23:00,307 - mmaction - INFO - Epoch [6][620/2910] lr: 3.552e-01, eta: 19:56:39, time: 1.155, data_time: 0.052, memory: 9523, top1_acc: 0.6965, top5_acc: 0.9336, loss_cls: 1.0133, loss: 1.0133, grad_norm: 0.9277 2021-04-07 20:23:25,119 - mmaction - INFO - Epoch [6][640/2910] lr: 3.551e-01, eta: 19:56:07, time: 1.239, data_time: 0.018, memory: 9523, top1_acc: 0.6826, top5_acc: 0.9371, loss_cls: 1.0195, loss: 1.0195, grad_norm: 0.9792 2021-04-07 20:23:49,132 - mmaction - INFO - Epoch [6][660/2910] lr: 3.550e-01, eta: 19:55:33, time: 1.203, data_time: 0.129, memory: 9523, top1_acc: 0.6873, top5_acc: 0.9445, loss_cls: 0.9984, loss: 0.9984, grad_norm: 0.9578 2021-04-07 20:24:13,961 - mmaction - INFO - Epoch [6][680/2910] lr: 3.549e-01, eta: 19:55:02, time: 1.241, data_time: 0.035, memory: 9523, top1_acc: 0.6756, top5_acc: 0.9307, loss_cls: 1.0434, loss: 1.0434, grad_norm: 1.0104 2021-04-07 20:24:39,220 - mmaction - INFO - Epoch [6][700/2910] lr: 3.548e-01, eta: 19:54:32, time: 1.262, data_time: 0.023, memory: 9523, top1_acc: 0.7080, top5_acc: 0.9379, loss_cls: 0.9853, loss: 0.9853, grad_norm: 0.9183 2021-04-07 20:25:03,213 - mmaction - INFO - Epoch [6][720/2910] lr: 3.547e-01, eta: 19:53:57, time: 1.200, data_time: 0.051, memory: 9523, top1_acc: 0.6889, top5_acc: 0.9346, loss_cls: 1.0146, loss: 1.0146, grad_norm: 0.9693 2021-04-07 20:25:27,783 - mmaction - INFO - Epoch [6][740/2910] lr: 3.545e-01, eta: 19:53:25, time: 1.227, data_time: 0.001, memory: 9523, top1_acc: 0.6893, top5_acc: 0.9373, loss_cls: 0.9913, loss: 0.9913, grad_norm: 0.9704 2021-04-07 20:25:53,608 - mmaction - INFO - Epoch [6][760/2910] lr: 3.544e-01, eta: 19:52:57, time: 1.292, data_time: 0.073, memory: 9523, top1_acc: 0.7063, top5_acc: 0.9404, loss_cls: 0.9739, loss: 0.9739, grad_norm: 0.9454 2021-04-07 20:26:18,155 - mmaction - INFO - Epoch [6][780/2910] lr: 3.543e-01, eta: 19:52:25, time: 1.229, data_time: 0.190, memory: 9523, top1_acc: 0.6924, top5_acc: 0.9391, loss_cls: 0.9988, loss: 0.9988, grad_norm: 0.9564 2021-04-07 20:26:42,686 - mmaction - INFO - Epoch [6][800/2910] lr: 3.542e-01, eta: 19:51:53, time: 1.226, data_time: 0.169, memory: 9523, top1_acc: 0.7010, top5_acc: 0.9406, loss_cls: 0.9868, loss: 0.9868, grad_norm: 0.9612 2021-04-07 20:27:06,534 - mmaction - INFO - Epoch [6][820/2910] lr: 3.541e-01, eta: 19:51:18, time: 1.191, data_time: 0.021, memory: 9523, top1_acc: 0.6863, top5_acc: 0.9307, loss_cls: 1.0343, loss: 1.0343, grad_norm: 0.9704 2021-04-07 20:27:31,190 - mmaction - INFO - Epoch [6][840/2910] lr: 3.540e-01, eta: 19:50:46, time: 1.234, data_time: 0.145, memory: 9523, top1_acc: 0.7004, top5_acc: 0.9359, loss_cls: 0.9838, loss: 0.9838, grad_norm: 0.9228 2021-04-07 20:27:55,384 - mmaction - INFO - Epoch [6][860/2910] lr: 3.538e-01, eta: 19:50:13, time: 1.209, data_time: 0.049, memory: 9523, top1_acc: 0.6953, top5_acc: 0.9332, loss_cls: 1.0226, loss: 1.0226, grad_norm: 0.9805 2021-04-07 20:28:19,162 - mmaction - INFO - Epoch [6][880/2910] lr: 3.537e-01, eta: 19:49:38, time: 1.187, data_time: 0.098, memory: 9523, top1_acc: 0.6900, top5_acc: 0.9432, loss_cls: 1.0103, loss: 1.0103, grad_norm: 0.9772 2021-04-07 20:28:45,094 - mmaction - INFO - Epoch [6][900/2910] lr: 3.536e-01, eta: 19:49:10, time: 1.299, data_time: 0.095, memory: 9523, top1_acc: 0.6896, top5_acc: 0.9385, loss_cls: 1.0063, loss: 1.0063, grad_norm: 0.9736 2021-04-07 20:29:09,385 - mmaction - INFO - Epoch [6][920/2910] lr: 3.535e-01, eta: 19:48:37, time: 1.215, data_time: 0.001, memory: 9523, top1_acc: 0.7012, top5_acc: 0.9402, loss_cls: 0.9634, loss: 0.9634, grad_norm: 0.9202 2021-04-07 20:29:34,377 - mmaction - INFO - Epoch [6][940/2910] lr: 3.534e-01, eta: 19:48:07, time: 1.250, data_time: 0.248, memory: 9523, top1_acc: 0.6928, top5_acc: 0.9354, loss_cls: 0.9929, loss: 0.9929, grad_norm: 0.9778 2021-04-07 20:29:58,591 - mmaction - INFO - Epoch [6][960/2910] lr: 3.533e-01, eta: 19:47:33, time: 1.211, data_time: 0.049, memory: 9523, top1_acc: 0.7004, top5_acc: 0.9381, loss_cls: 0.9902, loss: 0.9902, grad_norm: 0.9611 2021-04-07 20:30:24,199 - mmaction - INFO - Epoch [6][980/2910] lr: 3.532e-01, eta: 19:47:05, time: 1.279, data_time: 0.046, memory: 9523, top1_acc: 0.6891, top5_acc: 0.9332, loss_cls: 1.0164, loss: 1.0164, grad_norm: 0.9555 2021-04-07 20:30:48,082 - mmaction - INFO - Epoch [6][1000/2910] lr: 3.530e-01, eta: 19:46:31, time: 1.196, data_time: 0.021, memory: 9523, top1_acc: 0.6986, top5_acc: 0.9471, loss_cls: 0.9770, loss: 0.9770, grad_norm: 0.9464 2021-04-07 20:31:12,813 - mmaction - INFO - Epoch [6][1020/2910] lr: 3.529e-01, eta: 19:45:59, time: 1.236, data_time: 0.070, memory: 9523, top1_acc: 0.6850, top5_acc: 0.9336, loss_cls: 1.0217, loss: 1.0217, grad_norm: 0.9968 2021-04-07 20:31:37,140 - mmaction - INFO - Epoch [6][1040/2910] lr: 3.528e-01, eta: 19:45:26, time: 1.216, data_time: 0.024, memory: 9523, top1_acc: 0.6912, top5_acc: 0.9400, loss_cls: 1.0028, loss: 1.0028, grad_norm: 0.9776 2021-04-07 20:32:01,643 - mmaction - INFO - Epoch [6][1060/2910] lr: 3.527e-01, eta: 19:44:54, time: 1.225, data_time: 0.023, memory: 9523, top1_acc: 0.6916, top5_acc: 0.9352, loss_cls: 0.9888, loss: 0.9888, grad_norm: 0.9369 2021-04-07 20:32:27,261 - mmaction - INFO - Epoch [6][1080/2910] lr: 3.526e-01, eta: 19:44:26, time: 1.281, data_time: 0.070, memory: 9523, top1_acc: 0.7025, top5_acc: 0.9391, loss_cls: 0.9786, loss: 0.9786, grad_norm: 0.9616 2021-04-07 20:32:51,925 - mmaction - INFO - Epoch [6][1100/2910] lr: 3.525e-01, eta: 19:43:54, time: 1.233, data_time: 0.020, memory: 9523, top1_acc: 0.6941, top5_acc: 0.9359, loss_cls: 0.9928, loss: 0.9928, grad_norm: 0.9328 2021-04-07 20:33:16,385 - mmaction - INFO - Epoch [6][1120/2910] lr: 3.523e-01, eta: 19:43:22, time: 1.223, data_time: 0.023, memory: 9523, top1_acc: 0.7063, top5_acc: 0.9412, loss_cls: 0.9629, loss: 0.9629, grad_norm: 0.9413 2021-04-07 20:33:41,357 - mmaction - INFO - Epoch [6][1140/2910] lr: 3.522e-01, eta: 19:42:51, time: 1.249, data_time: 0.001, memory: 9523, top1_acc: 0.6906, top5_acc: 0.9348, loss_cls: 1.0190, loss: 1.0190, grad_norm: 0.9820 2021-04-07 20:34:05,645 - mmaction - INFO - Epoch [6][1160/2910] lr: 3.521e-01, eta: 19:42:18, time: 1.213, data_time: 0.057, memory: 9523, top1_acc: 0.7014, top5_acc: 0.9436, loss_cls: 0.9789, loss: 0.9789, grad_norm: 0.9635 2021-04-07 20:34:29,713 - mmaction - INFO - Epoch [6][1180/2910] lr: 3.520e-01, eta: 19:41:45, time: 1.205, data_time: 0.105, memory: 9523, top1_acc: 0.6957, top5_acc: 0.9385, loss_cls: 1.0004, loss: 1.0004, grad_norm: 0.9680 2021-04-07 20:34:54,760 - mmaction - INFO - Epoch [6][1200/2910] lr: 3.519e-01, eta: 19:41:15, time: 1.250, data_time: 0.009, memory: 9523, top1_acc: 0.6936, top5_acc: 0.9365, loss_cls: 1.0059, loss: 1.0059, grad_norm: 0.9605 2021-04-07 20:35:18,339 - mmaction - INFO - Epoch [6][1220/2910] lr: 3.518e-01, eta: 19:40:40, time: 1.181, data_time: 0.018, memory: 9523, top1_acc: 0.7004, top5_acc: 0.9396, loss_cls: 0.9937, loss: 0.9937, grad_norm: 0.9853 2021-04-07 20:35:42,922 - mmaction - INFO - Epoch [6][1240/2910] lr: 3.516e-01, eta: 19:40:08, time: 1.228, data_time: 0.072, memory: 9523, top1_acc: 0.7006, top5_acc: 0.9330, loss_cls: 0.9751, loss: 0.9751, grad_norm: 0.9487 2021-04-07 20:36:08,813 - mmaction - INFO - Epoch [6][1260/2910] lr: 3.515e-01, eta: 19:39:41, time: 1.297, data_time: 0.013, memory: 9523, top1_acc: 0.7086, top5_acc: 0.9371, loss_cls: 0.9611, loss: 0.9611, grad_norm: 0.9427 2021-04-07 20:36:32,666 - mmaction - INFO - Epoch [6][1280/2910] lr: 3.514e-01, eta: 19:39:06, time: 1.192, data_time: 0.159, memory: 9523, top1_acc: 0.6875, top5_acc: 0.9363, loss_cls: 1.0169, loss: 1.0169, grad_norm: 0.9673 2021-04-07 20:36:58,270 - mmaction - INFO - Epoch [6][1300/2910] lr: 3.513e-01, eta: 19:38:38, time: 1.278, data_time: 0.141, memory: 9523, top1_acc: 0.6973, top5_acc: 0.9393, loss_cls: 0.9946, loss: 0.9946, grad_norm: 0.9804 2021-04-07 20:37:21,511 - mmaction - INFO - Epoch [6][1320/2910] lr: 3.512e-01, eta: 19:38:02, time: 1.164, data_time: 0.121, memory: 9523, top1_acc: 0.6947, top5_acc: 0.9406, loss_cls: 0.9844, loss: 0.9844, grad_norm: 0.9609 2021-04-07 20:37:46,549 - mmaction - INFO - Epoch [6][1340/2910] lr: 3.511e-01, eta: 19:37:32, time: 1.251, data_time: 0.012, memory: 9523, top1_acc: 0.7025, top5_acc: 0.9391, loss_cls: 0.9791, loss: 0.9791, grad_norm: 0.9840 2021-04-07 20:38:10,840 - mmaction - INFO - Epoch [6][1360/2910] lr: 3.509e-01, eta: 19:36:59, time: 1.215, data_time: 0.096, memory: 9523, top1_acc: 0.6781, top5_acc: 0.9361, loss_cls: 1.0425, loss: 1.0425, grad_norm: 1.0209 2021-04-07 20:38:35,403 - mmaction - INFO - Epoch [6][1380/2910] lr: 3.508e-01, eta: 19:36:27, time: 1.228, data_time: 0.139, memory: 9523, top1_acc: 0.6861, top5_acc: 0.9338, loss_cls: 1.0242, loss: 1.0242, grad_norm: 0.9861 2021-04-07 20:39:00,194 - mmaction - INFO - Epoch [6][1400/2910] lr: 3.507e-01, eta: 19:35:56, time: 1.237, data_time: 0.117, memory: 9523, top1_acc: 0.7053, top5_acc: 0.9359, loss_cls: 0.9744, loss: 0.9744, grad_norm: 0.9551 2021-04-07 20:39:26,121 - mmaction - INFO - Epoch [6][1420/2910] lr: 3.506e-01, eta: 19:35:30, time: 1.299, data_time: 0.006, memory: 9523, top1_acc: 0.6984, top5_acc: 0.9363, loss_cls: 0.9884, loss: 0.9884, grad_norm: 0.9291 2021-04-07 20:39:49,930 - mmaction - INFO - Epoch [6][1440/2910] lr: 3.505e-01, eta: 19:34:55, time: 1.188, data_time: 0.026, memory: 9523, top1_acc: 0.6967, top5_acc: 0.9340, loss_cls: 0.9796, loss: 0.9796, grad_norm: 0.9443 2021-04-07 20:40:14,903 - mmaction - INFO - Epoch [6][1460/2910] lr: 3.503e-01, eta: 19:34:25, time: 1.251, data_time: 0.058, memory: 9523, top1_acc: 0.6934, top5_acc: 0.9346, loss_cls: 1.0146, loss: 1.0146, grad_norm: 0.9472 2021-04-07 20:40:39,222 - mmaction - INFO - Epoch [6][1480/2910] lr: 3.502e-01, eta: 19:33:53, time: 1.214, data_time: 0.088, memory: 9523, top1_acc: 0.6943, top5_acc: 0.9398, loss_cls: 0.9811, loss: 0.9811, grad_norm: 0.9505 2021-04-07 20:41:03,995 - mmaction - INFO - Epoch [6][1500/2910] lr: 3.501e-01, eta: 19:33:22, time: 1.240, data_time: 0.065, memory: 9523, top1_acc: 0.6986, top5_acc: 0.9369, loss_cls: 0.9964, loss: 0.9964, grad_norm: 0.9747 2021-04-07 20:41:28,942 - mmaction - INFO - Epoch [6][1520/2910] lr: 3.500e-01, eta: 19:32:51, time: 1.247, data_time: 0.097, memory: 9523, top1_acc: 0.6896, top5_acc: 0.9416, loss_cls: 0.9962, loss: 0.9962, grad_norm: 0.9569 2021-04-07 20:41:53,572 - mmaction - INFO - Epoch [6][1540/2910] lr: 3.499e-01, eta: 19:32:20, time: 1.232, data_time: 0.085, memory: 9523, top1_acc: 0.6869, top5_acc: 0.9350, loss_cls: 1.0126, loss: 1.0126, grad_norm: 0.9752 2021-04-07 20:42:35,112 - mmaction - INFO - Epoch [6][1560/2910] lr: 3.497e-01, eta: 19:32:45, time: 2.076, data_time: 1.003, memory: 9523, top1_acc: 0.6963, top5_acc: 0.9375, loss_cls: 0.9973, loss: 0.9973, grad_norm: 0.9405 2021-04-07 20:42:59,261 - mmaction - INFO - Epoch [6][1580/2910] lr: 3.496e-01, eta: 19:32:12, time: 1.208, data_time: 0.049, memory: 9523, top1_acc: 0.7098, top5_acc: 0.9430, loss_cls: 0.9547, loss: 0.9547, grad_norm: 0.9442 2021-04-07 20:43:23,933 - mmaction - INFO - Epoch [6][1600/2910] lr: 3.495e-01, eta: 19:31:41, time: 1.231, data_time: 0.112, memory: 9523, top1_acc: 0.7063, top5_acc: 0.9404, loss_cls: 0.9778, loss: 0.9778, grad_norm: 0.9393 2021-04-07 20:43:47,761 - mmaction - INFO - Epoch [6][1620/2910] lr: 3.494e-01, eta: 19:31:07, time: 1.193, data_time: 0.069, memory: 9523, top1_acc: 0.6764, top5_acc: 0.9342, loss_cls: 1.0354, loss: 1.0354, grad_norm: 0.9644 2021-04-07 20:44:11,894 - mmaction - INFO - Epoch [6][1640/2910] lr: 3.493e-01, eta: 19:30:34, time: 1.205, data_time: 0.171, memory: 9523, top1_acc: 0.7006, top5_acc: 0.9383, loss_cls: 0.9830, loss: 0.9830, grad_norm: 0.9418 2021-04-07 20:44:36,490 - mmaction - INFO - Epoch [6][1660/2910] lr: 3.492e-01, eta: 19:30:02, time: 1.230, data_time: 0.030, memory: 9523, top1_acc: 0.7010, top5_acc: 0.9379, loss_cls: 0.9773, loss: 0.9773, grad_norm: 0.9513 2021-04-07 20:45:01,043 - mmaction - INFO - Epoch [6][1680/2910] lr: 3.490e-01, eta: 19:29:31, time: 1.227, data_time: 0.047, memory: 9523, top1_acc: 0.7037, top5_acc: 0.9400, loss_cls: 0.9690, loss: 0.9690, grad_norm: 0.9643 2021-04-07 20:45:25,211 - mmaction - INFO - Epoch [6][1700/2910] lr: 3.489e-01, eta: 19:28:58, time: 1.209, data_time: 0.021, memory: 9523, top1_acc: 0.6928, top5_acc: 0.9340, loss_cls: 1.0228, loss: 1.0228, grad_norm: 0.9690 2021-04-07 20:45:50,534 - mmaction - INFO - Epoch [6][1720/2910] lr: 3.488e-01, eta: 19:28:29, time: 1.267, data_time: 0.179, memory: 9523, top1_acc: 0.7023, top5_acc: 0.9416, loss_cls: 0.9679, loss: 0.9679, grad_norm: 0.9734 2021-04-07 20:46:14,898 - mmaction - INFO - Epoch [6][1740/2910] lr: 3.487e-01, eta: 19:27:57, time: 1.218, data_time: 0.002, memory: 9523, top1_acc: 0.7086, top5_acc: 0.9371, loss_cls: 0.9649, loss: 0.9649, grad_norm: 0.9714 2021-04-07 20:46:38,970 - mmaction - INFO - Epoch [6][1760/2910] lr: 3.486e-01, eta: 19:27:24, time: 1.201, data_time: 0.070, memory: 9523, top1_acc: 0.6951, top5_acc: 0.9420, loss_cls: 0.9750, loss: 0.9750, grad_norm: 0.9879 2021-04-07 20:47:04,921 - mmaction - INFO - Epoch [6][1780/2910] lr: 3.484e-01, eta: 19:26:57, time: 1.300, data_time: 0.152, memory: 9523, top1_acc: 0.6893, top5_acc: 0.9336, loss_cls: 1.0104, loss: 1.0104, grad_norm: 0.9802 2021-04-07 20:47:29,333 - mmaction - INFO - Epoch [6][1800/2910] lr: 3.483e-01, eta: 19:26:25, time: 1.220, data_time: 0.067, memory: 9523, top1_acc: 0.7014, top5_acc: 0.9436, loss_cls: 0.9842, loss: 0.9842, grad_norm: 0.9603 2021-04-07 20:47:52,992 - mmaction - INFO - Epoch [6][1820/2910] lr: 3.482e-01, eta: 19:25:51, time: 1.181, data_time: 0.038, memory: 9523, top1_acc: 0.7098, top5_acc: 0.9387, loss_cls: 0.9632, loss: 0.9632, grad_norm: 0.9529 2021-04-07 20:48:17,578 - mmaction - INFO - Epoch [6][1840/2910] lr: 3.481e-01, eta: 19:25:19, time: 1.229, data_time: 0.013, memory: 9523, top1_acc: 0.6924, top5_acc: 0.9371, loss_cls: 1.0083, loss: 1.0083, grad_norm: 0.9614 2021-04-07 20:48:41,235 - mmaction - INFO - Epoch [6][1860/2910] lr: 3.479e-01, eta: 19:24:45, time: 1.184, data_time: 0.088, memory: 9523, top1_acc: 0.7002, top5_acc: 0.9418, loss_cls: 0.9673, loss: 0.9673, grad_norm: 0.9789 2021-04-07 20:49:06,409 - mmaction - INFO - Epoch [6][1880/2910] lr: 3.478e-01, eta: 19:24:16, time: 1.258, data_time: 0.043, memory: 9523, top1_acc: 0.6973, top5_acc: 0.9412, loss_cls: 0.9844, loss: 0.9844, grad_norm: 0.9579 2021-04-07 20:49:30,294 - mmaction - INFO - Epoch [6][1900/2910] lr: 3.477e-01, eta: 19:23:42, time: 1.195, data_time: 0.107, memory: 9523, top1_acc: 0.6996, top5_acc: 0.9355, loss_cls: 0.9907, loss: 0.9907, grad_norm: 0.9677 2021-04-07 20:49:56,031 - mmaction - INFO - Epoch [6][1920/2910] lr: 3.476e-01, eta: 19:23:15, time: 1.287, data_time: 0.067, memory: 9523, top1_acc: 0.6900, top5_acc: 0.9393, loss_cls: 1.0107, loss: 1.0107, grad_norm: 0.9814 2021-04-07 20:50:19,720 - mmaction - INFO - Epoch [6][1940/2910] lr: 3.475e-01, eta: 19:22:41, time: 1.183, data_time: 0.053, memory: 9523, top1_acc: 0.6996, top5_acc: 0.9416, loss_cls: 0.9810, loss: 0.9810, grad_norm: 0.9967 2021-04-07 20:50:44,696 - mmaction - INFO - Epoch [6][1960/2910] lr: 3.473e-01, eta: 19:22:11, time: 1.248, data_time: 0.002, memory: 9523, top1_acc: 0.7094, top5_acc: 0.9443, loss_cls: 0.9496, loss: 0.9496, grad_norm: 0.9447 2021-04-07 20:51:09,062 - mmaction - INFO - Epoch [6][1980/2910] lr: 3.472e-01, eta: 19:21:39, time: 1.220, data_time: 0.020, memory: 9523, top1_acc: 0.6994, top5_acc: 0.9338, loss_cls: 0.9824, loss: 0.9824, grad_norm: 0.9729 2021-04-07 20:51:33,907 - mmaction - INFO - Epoch [6][2000/2910] lr: 3.471e-01, eta: 19:21:08, time: 1.242, data_time: 0.095, memory: 9523, top1_acc: 0.6830, top5_acc: 0.9332, loss_cls: 1.0168, loss: 1.0168, grad_norm: 0.9880 2021-04-07 20:51:58,644 - mmaction - INFO - Epoch [6][2020/2910] lr: 3.470e-01, eta: 19:20:38, time: 1.235, data_time: 0.026, memory: 9523, top1_acc: 0.6801, top5_acc: 0.9326, loss_cls: 1.0407, loss: 1.0407, grad_norm: 1.0217 2021-04-07 20:52:23,454 - mmaction - INFO - Epoch [6][2040/2910] lr: 3.469e-01, eta: 19:20:07, time: 1.241, data_time: 0.022, memory: 9523, top1_acc: 0.7016, top5_acc: 0.9377, loss_cls: 0.9704, loss: 0.9704, grad_norm: 0.9129 2021-04-07 20:52:47,581 - mmaction - INFO - Epoch [6][2060/2910] lr: 3.467e-01, eta: 19:19:35, time: 1.208, data_time: 0.025, memory: 9523, top1_acc: 0.6959, top5_acc: 0.9371, loss_cls: 0.9826, loss: 0.9826, grad_norm: 0.9595 2021-04-07 20:53:12,252 - mmaction - INFO - Epoch [6][2080/2910] lr: 3.466e-01, eta: 19:19:04, time: 1.234, data_time: 0.086, memory: 9523, top1_acc: 0.6959, top5_acc: 0.9420, loss_cls: 0.9769, loss: 0.9769, grad_norm: 1.0513 2021-04-07 20:53:36,577 - mmaction - INFO - Epoch [6][2100/2910] lr: 3.465e-01, eta: 19:18:32, time: 1.216, data_time: 0.135, memory: 9523, top1_acc: 0.6775, top5_acc: 0.9229, loss_cls: 1.0729, loss: 1.0729, grad_norm: 1.0411 2021-04-07 20:54:00,807 - mmaction - INFO - Epoch [6][2120/2910] lr: 3.464e-01, eta: 19:18:00, time: 1.211, data_time: 0.014, memory: 9523, top1_acc: 0.6814, top5_acc: 0.9346, loss_cls: 1.0349, loss: 1.0349, grad_norm: 0.9868 2021-04-07 20:54:26,569 - mmaction - INFO - Epoch [6][2140/2910] lr: 3.462e-01, eta: 19:17:32, time: 1.287, data_time: 0.033, memory: 9523, top1_acc: 0.7072, top5_acc: 0.9377, loss_cls: 0.9716, loss: 0.9716, grad_norm: 0.9257 2021-04-07 20:54:50,315 - mmaction - INFO - Epoch [6][2160/2910] lr: 3.461e-01, eta: 19:16:59, time: 1.188, data_time: 0.063, memory: 9523, top1_acc: 0.6871, top5_acc: 0.9354, loss_cls: 0.9917, loss: 0.9917, grad_norm: 0.9598 2021-04-07 20:55:15,462 - mmaction - INFO - Epoch [6][2180/2910] lr: 3.460e-01, eta: 19:16:29, time: 1.257, data_time: 0.075, memory: 9523, top1_acc: 0.6939, top5_acc: 0.9369, loss_cls: 1.0175, loss: 1.0175, grad_norm: 0.9722 2021-04-07 20:55:39,330 - mmaction - INFO - Epoch [6][2200/2910] lr: 3.459e-01, eta: 19:15:56, time: 1.192, data_time: 0.046, memory: 9523, top1_acc: 0.6957, top5_acc: 0.9406, loss_cls: 0.9750, loss: 0.9750, grad_norm: 0.9594 2021-04-07 20:56:03,614 - mmaction - INFO - Epoch [6][2220/2910] lr: 3.457e-01, eta: 19:15:24, time: 1.216, data_time: 0.055, memory: 9523, top1_acc: 0.6852, top5_acc: 0.9373, loss_cls: 1.0099, loss: 1.0099, grad_norm: 0.9684 2021-04-07 20:56:29,001 - mmaction - INFO - Epoch [6][2240/2910] lr: 3.456e-01, eta: 19:14:56, time: 1.268, data_time: 0.044, memory: 9523, top1_acc: 0.6852, top5_acc: 0.9346, loss_cls: 1.0187, loss: 1.0187, grad_norm: 0.9986 2021-04-07 20:56:51,764 - mmaction - INFO - Epoch [6][2260/2910] lr: 3.455e-01, eta: 19:14:19, time: 1.140, data_time: 0.031, memory: 9523, top1_acc: 0.6867, top5_acc: 0.9328, loss_cls: 1.0204, loss: 1.0204, grad_norm: 0.9777 2021-04-07 20:57:17,749 - mmaction - INFO - Epoch [6][2280/2910] lr: 3.454e-01, eta: 19:13:52, time: 1.299, data_time: 0.033, memory: 9523, top1_acc: 0.6990, top5_acc: 0.9445, loss_cls: 0.9564, loss: 0.9564, grad_norm: 0.9485 2021-04-07 20:57:42,068 - mmaction - INFO - Epoch [6][2300/2910] lr: 3.453e-01, eta: 19:13:21, time: 1.216, data_time: 0.055, memory: 9523, top1_acc: 0.6926, top5_acc: 0.9412, loss_cls: 0.9901, loss: 0.9901, grad_norm: 1.0052 2021-04-07 20:58:06,862 - mmaction - INFO - Epoch [6][2320/2910] lr: 3.451e-01, eta: 19:12:50, time: 1.238, data_time: 0.036, memory: 9523, top1_acc: 0.6980, top5_acc: 0.9391, loss_cls: 0.9891, loss: 0.9891, grad_norm: 0.9715 2021-04-07 20:58:31,170 - mmaction - INFO - Epoch [6][2340/2910] lr: 3.450e-01, eta: 19:12:18, time: 1.216, data_time: 0.051, memory: 9523, top1_acc: 0.7014, top5_acc: 0.9346, loss_cls: 0.9843, loss: 0.9843, grad_norm: 0.9586 2021-04-07 20:58:55,499 - mmaction - INFO - Epoch [6][2360/2910] lr: 3.449e-01, eta: 19:11:47, time: 1.217, data_time: 0.049, memory: 9523, top1_acc: 0.7039, top5_acc: 0.9434, loss_cls: 0.9629, loss: 0.9629, grad_norm: 0.9404 2021-04-07 20:59:19,718 - mmaction - INFO - Epoch [6][2380/2910] lr: 3.448e-01, eta: 19:11:15, time: 1.211, data_time: 0.007, memory: 9523, top1_acc: 0.7057, top5_acc: 0.9381, loss_cls: 0.9656, loss: 0.9656, grad_norm: 0.9552 2021-04-07 20:59:45,141 - mmaction - INFO - Epoch [6][2400/2910] lr: 3.446e-01, eta: 19:10:46, time: 1.270, data_time: 0.061, memory: 9523, top1_acc: 0.6918, top5_acc: 0.9373, loss_cls: 0.9917, loss: 0.9917, grad_norm: 0.9688 2021-04-07 21:00:08,573 - mmaction - INFO - Epoch [6][2420/2910] lr: 3.445e-01, eta: 19:10:12, time: 1.172, data_time: 0.075, memory: 9523, top1_acc: 0.7031, top5_acc: 0.9369, loss_cls: 0.9848, loss: 0.9848, grad_norm: 0.9630 2021-04-07 21:00:33,025 - mmaction - INFO - Epoch [6][2440/2910] lr: 3.444e-01, eta: 19:09:41, time: 1.223, data_time: 0.002, memory: 9523, top1_acc: 0.6941, top5_acc: 0.9426, loss_cls: 0.9747, loss: 0.9747, grad_norm: 0.9501 2021-04-07 21:00:58,707 - mmaction - INFO - Epoch [6][2460/2910] lr: 3.443e-01, eta: 19:09:13, time: 1.284, data_time: 0.125, memory: 9523, top1_acc: 0.7023, top5_acc: 0.9406, loss_cls: 0.9720, loss: 0.9720, grad_norm: 0.9595 2021-04-07 21:01:23,392 - mmaction - INFO - Epoch [6][2480/2910] lr: 3.441e-01, eta: 19:08:43, time: 1.232, data_time: 0.054, memory: 9523, top1_acc: 0.6865, top5_acc: 0.9348, loss_cls: 1.0038, loss: 1.0038, grad_norm: 0.9565 2021-04-07 21:01:46,865 - mmaction - INFO - Epoch [6][2500/2910] lr: 3.440e-01, eta: 19:08:09, time: 1.175, data_time: 0.029, memory: 9523, top1_acc: 0.7004, top5_acc: 0.9389, loss_cls: 0.9873, loss: 0.9873, grad_norm: 0.9659 2021-04-07 21:02:14,021 - mmaction - INFO - Epoch [6][2520/2910] lr: 3.439e-01, eta: 19:07:46, time: 1.356, data_time: 0.015, memory: 9523, top1_acc: 0.7121, top5_acc: 0.9375, loss_cls: 0.9544, loss: 0.9544, grad_norm: 0.9494 2021-04-07 21:02:38,143 - mmaction - INFO - Epoch [6][2540/2910] lr: 3.438e-01, eta: 19:07:13, time: 1.206, data_time: 0.033, memory: 9523, top1_acc: 0.7086, top5_acc: 0.9467, loss_cls: 0.9410, loss: 0.9410, grad_norm: 0.9243 2021-04-07 21:03:02,938 - mmaction - INFO - Epoch [6][2560/2910] lr: 3.436e-01, eta: 19:06:43, time: 1.242, data_time: 0.170, memory: 9523, top1_acc: 0.6977, top5_acc: 0.9395, loss_cls: 0.9779, loss: 0.9779, grad_norm: 0.9693 2021-04-07 21:03:27,544 - mmaction - INFO - Epoch [6][2580/2910] lr: 3.435e-01, eta: 19:06:13, time: 1.230, data_time: 0.006, memory: 9523, top1_acc: 0.6988, top5_acc: 0.9330, loss_cls: 0.9958, loss: 0.9958, grad_norm: 0.9753 2021-04-07 21:03:53,933 - mmaction - INFO - Epoch [6][2600/2910] lr: 3.434e-01, eta: 19:05:48, time: 1.320, data_time: 0.057, memory: 9523, top1_acc: 0.6914, top5_acc: 0.9426, loss_cls: 0.9883, loss: 0.9883, grad_norm: 0.9757 2021-04-07 21:04:18,850 - mmaction - INFO - Epoch [6][2620/2910] lr: 3.433e-01, eta: 19:05:18, time: 1.244, data_time: 0.062, memory: 9523, top1_acc: 0.6904, top5_acc: 0.9348, loss_cls: 1.0128, loss: 1.0128, grad_norm: 0.9895 2021-04-07 21:04:42,698 - mmaction - INFO - Epoch [6][2640/2910] lr: 3.431e-01, eta: 19:04:45, time: 1.193, data_time: 0.047, memory: 9523, top1_acc: 0.7082, top5_acc: 0.9420, loss_cls: 0.9541, loss: 0.9541, grad_norm: 0.9466 2021-04-07 21:05:07,874 - mmaction - INFO - Epoch [6][2660/2910] lr: 3.430e-01, eta: 19:04:16, time: 1.260, data_time: 0.038, memory: 9523, top1_acc: 0.7084, top5_acc: 0.9426, loss_cls: 0.9571, loss: 0.9571, grad_norm: 0.9685 2021-04-07 21:05:32,082 - mmaction - INFO - Epoch [6][2680/2910] lr: 3.429e-01, eta: 19:03:44, time: 1.211, data_time: 0.065, memory: 9523, top1_acc: 0.7088, top5_acc: 0.9434, loss_cls: 0.9469, loss: 0.9469, grad_norm: 0.9808 2021-04-07 21:05:55,770 - mmaction - INFO - Epoch [6][2700/2910] lr: 3.428e-01, eta: 19:03:11, time: 1.184, data_time: 0.040, memory: 9523, top1_acc: 0.6842, top5_acc: 0.9402, loss_cls: 1.0232, loss: 1.0232, grad_norm: 1.0390 2021-04-07 21:06:20,582 - mmaction - INFO - Epoch [6][2720/2910] lr: 3.426e-01, eta: 19:02:41, time: 1.241, data_time: 0.035, memory: 9523, top1_acc: 0.6885, top5_acc: 0.9266, loss_cls: 1.0188, loss: 1.0188, grad_norm: 0.9891 2021-04-07 21:06:44,703 - mmaction - INFO - Epoch [6][2740/2910] lr: 3.425e-01, eta: 19:02:09, time: 1.206, data_time: 0.016, memory: 9523, top1_acc: 0.7141, top5_acc: 0.9418, loss_cls: 0.9544, loss: 0.9544, grad_norm: 0.9496 2021-04-07 21:07:10,707 - mmaction - INFO - Epoch [6][2760/2910] lr: 3.424e-01, eta: 19:01:42, time: 1.301, data_time: 0.003, memory: 9523, top1_acc: 0.7055, top5_acc: 0.9346, loss_cls: 0.9768, loss: 0.9768, grad_norm: 0.9620 2021-04-07 21:07:35,752 - mmaction - INFO - Epoch [6][2780/2910] lr: 3.423e-01, eta: 19:01:13, time: 1.252, data_time: 0.013, memory: 9523, top1_acc: 0.7006, top5_acc: 0.9422, loss_cls: 0.9830, loss: 0.9830, grad_norm: 0.9905 2021-04-07 21:07:59,330 - mmaction - INFO - Epoch [6][2800/2910] lr: 3.421e-01, eta: 19:00:40, time: 1.178, data_time: 0.057, memory: 9523, top1_acc: 0.7020, top5_acc: 0.9416, loss_cls: 0.9730, loss: 0.9730, grad_norm: 0.9596 2021-04-07 21:08:23,905 - mmaction - INFO - Epoch [6][2820/2910] lr: 3.420e-01, eta: 19:00:09, time: 1.227, data_time: 0.010, memory: 9523, top1_acc: 0.7014, top5_acc: 0.9404, loss_cls: 0.9682, loss: 0.9682, grad_norm: 0.9762 2021-04-07 21:08:48,814 - mmaction - INFO - Epoch [6][2840/2910] lr: 3.419e-01, eta: 18:59:39, time: 1.247, data_time: 0.068, memory: 9523, top1_acc: 0.6967, top5_acc: 0.9402, loss_cls: 0.9947, loss: 0.9947, grad_norm: 1.0009 2021-04-07 21:09:12,800 - mmaction - INFO - Epoch [6][2860/2910] lr: 3.417e-01, eta: 18:59:07, time: 1.200, data_time: 0.002, memory: 9523, top1_acc: 0.6988, top5_acc: 0.9416, loss_cls: 0.9743, loss: 0.9743, grad_norm: 0.9454 2021-04-07 21:09:38,880 - mmaction - INFO - Epoch [6][2880/2910] lr: 3.416e-01, eta: 18:58:41, time: 1.304, data_time: 0.119, memory: 9523, top1_acc: 0.7045, top5_acc: 0.9436, loss_cls: 0.9642, loss: 0.9642, grad_norm: 0.9763 2021-04-07 21:10:02,556 - mmaction - INFO - Epoch [6][2900/2910] lr: 3.415e-01, eta: 18:58:08, time: 1.184, data_time: 0.056, memory: 9523, top1_acc: 0.6945, top5_acc: 0.9373, loss_cls: 0.9791, loss: 0.9791, grad_norm: 0.9612 2021-04-07 21:10:17,477 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-04-07 21:18:10,149 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 21:18:10,814 - mmaction - INFO - top1_acc 0.4238 top5_acc 0.7169 2021-04-07 21:18:10,814 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 21:18:10,924 - mmaction - INFO - mean_acc 0.4484 2021-04-07 21:18:10,942 - mmaction - INFO - Epoch(val) [6][2910] top1_acc: 0.4238, top5_acc: 0.7169, mean_class_accuracy: 0.4484 2021-04-07 21:22:03,257 - mmaction - INFO - Epoch [7][20/2910] lr: 3.413e-01, eta: 19:07:07, time: 11.614, data_time: 10.422, memory: 9523, top1_acc: 0.7012, top5_acc: 0.9508, loss_cls: 0.9578, loss: 0.9578, grad_norm: 0.9642 2021-04-07 21:22:28,285 - mmaction - INFO - Epoch [7][40/2910] lr: 3.412e-01, eta: 19:06:37, time: 1.252, data_time: 0.056, memory: 9523, top1_acc: 0.7123, top5_acc: 0.9430, loss_cls: 0.9380, loss: 0.9380, grad_norm: 0.9335 2021-04-07 21:22:52,071 - mmaction - INFO - Epoch [7][60/2910] lr: 3.410e-01, eta: 19:06:03, time: 1.189, data_time: 0.011, memory: 9523, top1_acc: 0.7020, top5_acc: 0.9402, loss_cls: 0.9888, loss: 0.9888, grad_norm: 0.9784 2021-04-07 21:23:16,625 - mmaction - INFO - Epoch [7][80/2910] lr: 3.409e-01, eta: 19:05:32, time: 1.227, data_time: 0.200, memory: 9523, top1_acc: 0.6930, top5_acc: 0.9398, loss_cls: 0.9915, loss: 0.9915, grad_norm: 0.9985 2021-04-07 21:23:42,294 - mmaction - INFO - Epoch [7][100/2910] lr: 3.408e-01, eta: 19:05:04, time: 1.284, data_time: 0.115, memory: 9523, top1_acc: 0.6936, top5_acc: 0.9402, loss_cls: 0.9806, loss: 0.9806, grad_norm: 0.9971 2021-04-07 21:24:05,475 - mmaction - INFO - Epoch [7][120/2910] lr: 3.407e-01, eta: 19:04:28, time: 1.157, data_time: 0.001, memory: 9523, top1_acc: 0.6937, top5_acc: 0.9361, loss_cls: 0.9853, loss: 0.9853, grad_norm: 0.9885 2021-04-07 21:24:31,525 - mmaction - INFO - Epoch [7][140/2910] lr: 3.405e-01, eta: 19:04:01, time: 1.302, data_time: 0.034, memory: 9523, top1_acc: 0.7000, top5_acc: 0.9404, loss_cls: 0.9811, loss: 0.9811, grad_norm: 0.9846 2021-04-07 21:24:55,126 - mmaction - INFO - Epoch [7][160/2910] lr: 3.404e-01, eta: 19:03:27, time: 1.182, data_time: 0.064, memory: 9523, top1_acc: 0.6859, top5_acc: 0.9369, loss_cls: 1.0046, loss: 1.0046, grad_norm: 0.9458 2021-04-07 21:25:19,560 - mmaction - INFO - Epoch [7][180/2910] lr: 3.403e-01, eta: 19:02:55, time: 1.221, data_time: 0.078, memory: 9523, top1_acc: 0.7057, top5_acc: 0.9436, loss_cls: 0.9652, loss: 0.9652, grad_norm: 0.9401 2021-04-07 21:25:44,612 - mmaction - INFO - Epoch [7][200/2910] lr: 3.401e-01, eta: 19:02:26, time: 1.253, data_time: 0.083, memory: 9523, top1_acc: 0.7264, top5_acc: 0.9445, loss_cls: 0.9030, loss: 0.9030, grad_norm: 0.9075 2021-04-07 21:26:09,330 - mmaction - INFO - Epoch [7][220/2910] lr: 3.400e-01, eta: 19:01:55, time: 1.237, data_time: 0.036, memory: 9523, top1_acc: 0.7066, top5_acc: 0.9422, loss_cls: 0.9544, loss: 0.9544, grad_norm: 0.9781 2021-04-07 21:26:33,480 - mmaction - INFO - Epoch [7][240/2910] lr: 3.399e-01, eta: 19:01:22, time: 1.207, data_time: 0.088, memory: 9523, top1_acc: 0.6977, top5_acc: 0.9404, loss_cls: 0.9996, loss: 0.9996, grad_norm: 0.9744 2021-04-07 21:26:58,701 - mmaction - INFO - Epoch [7][260/2910] lr: 3.398e-01, eta: 19:00:53, time: 1.261, data_time: 0.063, memory: 9523, top1_acc: 0.6914, top5_acc: 0.9395, loss_cls: 1.0019, loss: 1.0019, grad_norm: 0.9976 2021-04-07 21:27:22,006 - mmaction - INFO - Epoch [7][280/2910] lr: 3.396e-01, eta: 19:00:18, time: 1.163, data_time: 0.073, memory: 9523, top1_acc: 0.6953, top5_acc: 0.9373, loss_cls: 0.9892, loss: 0.9892, grad_norm: 0.9883 2021-04-07 21:27:48,747 - mmaction - INFO - Epoch [7][300/2910] lr: 3.395e-01, eta: 18:59:53, time: 1.337, data_time: 0.118, memory: 9523, top1_acc: 0.6910, top5_acc: 0.9383, loss_cls: 1.0046, loss: 1.0046, grad_norm: 0.9796 2021-04-07 21:28:12,816 - mmaction - INFO - Epoch [7][320/2910] lr: 3.394e-01, eta: 18:59:20, time: 1.203, data_time: 0.038, memory: 9523, top1_acc: 0.7004, top5_acc: 0.9389, loss_cls: 0.9772, loss: 0.9772, grad_norm: 0.9453 2021-04-07 21:28:37,115 - mmaction - INFO - Epoch [7][340/2910] lr: 3.392e-01, eta: 18:58:48, time: 1.217, data_time: 0.043, memory: 9523, top1_acc: 0.7037, top5_acc: 0.9396, loss_cls: 0.9772, loss: 0.9772, grad_norm: 0.9495 2021-04-07 21:29:01,642 - mmaction - INFO - Epoch [7][360/2910] lr: 3.391e-01, eta: 18:58:17, time: 1.226, data_time: 0.079, memory: 9523, top1_acc: 0.7053, top5_acc: 0.9416, loss_cls: 0.9530, loss: 0.9530, grad_norm: 0.9269 2021-04-07 21:29:25,949 - mmaction - INFO - Epoch [7][380/2910] lr: 3.390e-01, eta: 18:57:45, time: 1.215, data_time: 0.073, memory: 9523, top1_acc: 0.6998, top5_acc: 0.9410, loss_cls: 0.9805, loss: 0.9805, grad_norm: 0.9651 2021-04-07 21:29:52,080 - mmaction - INFO - Epoch [7][400/2910] lr: 3.389e-01, eta: 18:57:18, time: 1.307, data_time: 0.062, memory: 9523, top1_acc: 0.7063, top5_acc: 0.9418, loss_cls: 0.9654, loss: 0.9654, grad_norm: 0.9764 2021-04-07 21:30:15,538 - mmaction - INFO - Epoch [7][420/2910] lr: 3.387e-01, eta: 18:56:44, time: 1.173, data_time: 0.104, memory: 9523, top1_acc: 0.7043, top5_acc: 0.9410, loss_cls: 0.9470, loss: 0.9470, grad_norm: 0.9544 2021-04-07 21:30:41,111 - mmaction - INFO - Epoch [7][440/2910] lr: 3.386e-01, eta: 18:56:16, time: 1.278, data_time: 0.105, memory: 9523, top1_acc: 0.6922, top5_acc: 0.9348, loss_cls: 0.9980, loss: 0.9980, grad_norm: 1.0124 2021-04-07 21:31:06,116 - mmaction - INFO - Epoch [7][460/2910] lr: 3.385e-01, eta: 18:55:46, time: 1.251, data_time: 0.067, memory: 9523, top1_acc: 0.6949, top5_acc: 0.9381, loss_cls: 1.0011, loss: 1.0011, grad_norm: 0.9785 2021-04-07 21:31:30,299 - mmaction - INFO - Epoch [7][480/2910] lr: 3.383e-01, eta: 18:55:14, time: 1.209, data_time: 0.044, memory: 9523, top1_acc: 0.7068, top5_acc: 0.9447, loss_cls: 0.9393, loss: 0.9393, grad_norm: 0.9600 2021-04-07 21:31:54,968 - mmaction - INFO - Epoch [7][500/2910] lr: 3.382e-01, eta: 18:54:43, time: 1.232, data_time: 0.039, memory: 9523, top1_acc: 0.7055, top5_acc: 0.9418, loss_cls: 0.9527, loss: 0.9527, grad_norm: 0.9333 2021-04-07 21:32:19,608 - mmaction - INFO - Epoch [7][520/2910] lr: 3.381e-01, eta: 18:54:12, time: 1.233, data_time: 0.041, memory: 9523, top1_acc: 0.6932, top5_acc: 0.9422, loss_cls: 0.9776, loss: 0.9776, grad_norm: 0.9565 2021-04-07 21:32:46,037 - mmaction - INFO - Epoch [7][540/2910] lr: 3.380e-01, eta: 18:53:46, time: 1.321, data_time: 0.095, memory: 9523, top1_acc: 0.6967, top5_acc: 0.9389, loss_cls: 0.9856, loss: 0.9856, grad_norm: 0.9551 2021-04-07 21:33:09,637 - mmaction - INFO - Epoch [7][560/2910] lr: 3.378e-01, eta: 18:53:12, time: 1.180, data_time: 0.127, memory: 9523, top1_acc: 0.7109, top5_acc: 0.9447, loss_cls: 0.9266, loss: 0.9266, grad_norm: 0.9392 2021-04-07 21:33:34,596 - mmaction - INFO - Epoch [7][580/2910] lr: 3.377e-01, eta: 18:52:43, time: 1.249, data_time: 0.026, memory: 9523, top1_acc: 0.6965, top5_acc: 0.9379, loss_cls: 0.9909, loss: 0.9909, grad_norm: 1.0008 2021-04-07 21:33:59,335 - mmaction - INFO - Epoch [7][600/2910] lr: 3.376e-01, eta: 18:52:12, time: 1.235, data_time: 0.014, memory: 9523, top1_acc: 0.6861, top5_acc: 0.9361, loss_cls: 1.0255, loss: 1.0255, grad_norm: 0.9717 2021-04-07 21:34:24,351 - mmaction - INFO - Epoch [7][620/2910] lr: 3.374e-01, eta: 18:51:42, time: 1.253, data_time: 0.034, memory: 9523, top1_acc: 0.7055, top5_acc: 0.9426, loss_cls: 0.9734, loss: 0.9734, grad_norm: 0.9534 2021-04-07 21:34:49,231 - mmaction - INFO - Epoch [7][640/2910] lr: 3.373e-01, eta: 18:51:12, time: 1.244, data_time: 0.105, memory: 9523, top1_acc: 0.6994, top5_acc: 0.9439, loss_cls: 0.9682, loss: 0.9682, grad_norm: 0.9633 2021-04-07 21:35:14,291 - mmaction - INFO - Epoch [7][660/2910] lr: 3.372e-01, eta: 18:50:42, time: 1.251, data_time: 0.082, memory: 9523, top1_acc: 0.6861, top5_acc: 0.9334, loss_cls: 1.0138, loss: 1.0138, grad_norm: 0.9844 2021-04-07 21:35:38,978 - mmaction - INFO - Epoch [7][680/2910] lr: 3.370e-01, eta: 18:50:12, time: 1.236, data_time: 0.049, memory: 9523, top1_acc: 0.7004, top5_acc: 0.9383, loss_cls: 0.9656, loss: 0.9656, grad_norm: 0.9513 2021-04-07 21:36:03,990 - mmaction - INFO - Epoch [7][700/2910] lr: 3.369e-01, eta: 18:49:42, time: 1.251, data_time: 0.053, memory: 9523, top1_acc: 0.7061, top5_acc: 0.9469, loss_cls: 0.9391, loss: 0.9391, grad_norm: 0.9705 2021-04-07 21:36:27,664 - mmaction - INFO - Epoch [7][720/2910] lr: 3.368e-01, eta: 18:49:09, time: 1.184, data_time: 0.040, memory: 9523, top1_acc: 0.7080, top5_acc: 0.9439, loss_cls: 0.9582, loss: 0.9582, grad_norm: 0.9684 2021-04-07 21:36:52,681 - mmaction - INFO - Epoch [7][740/2910] lr: 3.366e-01, eta: 18:48:39, time: 1.251, data_time: 0.107, memory: 9523, top1_acc: 0.6943, top5_acc: 0.9383, loss_cls: 0.9897, loss: 0.9897, grad_norm: 0.9545 2021-04-07 21:37:17,403 - mmaction - INFO - Epoch [7][760/2910] lr: 3.365e-01, eta: 18:48:09, time: 1.237, data_time: 0.007, memory: 9523, top1_acc: 0.7029, top5_acc: 0.9455, loss_cls: 0.9516, loss: 0.9516, grad_norm: 0.9530 2021-04-07 21:37:41,726 - mmaction - INFO - Epoch [7][780/2910] lr: 3.364e-01, eta: 18:47:37, time: 1.216, data_time: 0.030, memory: 9523, top1_acc: 0.6934, top5_acc: 0.9344, loss_cls: 1.0013, loss: 1.0013, grad_norm: 1.0089 2021-04-07 21:38:06,255 - mmaction - INFO - Epoch [7][800/2910] lr: 3.362e-01, eta: 18:47:06, time: 1.226, data_time: 0.118, memory: 9523, top1_acc: 0.7152, top5_acc: 0.9432, loss_cls: 0.9464, loss: 0.9464, grad_norm: 0.9608 2021-04-07 21:38:32,047 - mmaction - INFO - Epoch [7][820/2910] lr: 3.361e-01, eta: 18:46:38, time: 1.290, data_time: 0.079, memory: 9523, top1_acc: 0.6945, top5_acc: 0.9375, loss_cls: 0.9969, loss: 0.9969, grad_norm: 0.9898 2021-04-07 21:38:56,140 - mmaction - INFO - Epoch [7][840/2910] lr: 3.360e-01, eta: 18:46:06, time: 1.205, data_time: 0.092, memory: 9523, top1_acc: 0.7055, top5_acc: 0.9434, loss_cls: 0.9477, loss: 0.9477, grad_norm: 0.9345 2021-04-07 21:39:19,867 - mmaction - INFO - Epoch [7][860/2910] lr: 3.359e-01, eta: 18:45:33, time: 1.184, data_time: 0.084, memory: 9523, top1_acc: 0.7063, top5_acc: 0.9439, loss_cls: 0.9483, loss: 0.9483, grad_norm: 0.9854 2021-04-07 21:39:44,564 - mmaction - INFO - Epoch [7][880/2910] lr: 3.357e-01, eta: 18:45:03, time: 1.237, data_time: 0.199, memory: 9523, top1_acc: 0.6992, top5_acc: 0.9422, loss_cls: 0.9773, loss: 0.9773, grad_norm: 0.9934 2021-04-07 21:40:09,895 - mmaction - INFO - Epoch [7][900/2910] lr: 3.356e-01, eta: 18:44:34, time: 1.267, data_time: 0.047, memory: 9523, top1_acc: 0.7146, top5_acc: 0.9424, loss_cls: 0.9495, loss: 0.9495, grad_norm: 0.9394 2021-04-07 21:40:33,747 - mmaction - INFO - Epoch [7][920/2910] lr: 3.355e-01, eta: 18:44:01, time: 1.192, data_time: 0.026, memory: 9523, top1_acc: 0.7139, top5_acc: 0.9467, loss_cls: 0.9298, loss: 0.9298, grad_norm: 0.9459 2021-04-07 21:40:58,982 - mmaction - INFO - Epoch [7][940/2910] lr: 3.353e-01, eta: 18:43:32, time: 1.262, data_time: 0.219, memory: 9523, top1_acc: 0.7021, top5_acc: 0.9412, loss_cls: 0.9596, loss: 0.9596, grad_norm: 0.9854 2021-04-07 21:41:23,165 - mmaction - INFO - Epoch [7][960/2910] lr: 3.352e-01, eta: 18:43:00, time: 1.209, data_time: 0.128, memory: 9523, top1_acc: 0.6934, top5_acc: 0.9389, loss_cls: 1.0128, loss: 1.0128, grad_norm: 1.0649 2021-04-07 21:41:49,708 - mmaction - INFO - Epoch [7][980/2910] lr: 3.351e-01, eta: 18:42:35, time: 1.328, data_time: 0.010, memory: 9523, top1_acc: 0.6963, top5_acc: 0.9369, loss_cls: 1.0057, loss: 1.0057, grad_norm: 1.0012 2021-04-07 21:42:13,287 - mmaction - INFO - Epoch [7][1000/2910] lr: 3.349e-01, eta: 18:42:01, time: 1.178, data_time: 0.096, memory: 9523, top1_acc: 0.7043, top5_acc: 0.9434, loss_cls: 0.9551, loss: 0.9551, grad_norm: 0.9366 2021-04-07 21:42:39,406 - mmaction - INFO - Epoch [7][1020/2910] lr: 3.348e-01, eta: 18:41:35, time: 1.305, data_time: 0.109, memory: 9523, top1_acc: 0.6971, top5_acc: 0.9332, loss_cls: 1.0051, loss: 1.0051, grad_norm: 0.9882 2021-04-07 21:43:03,676 - mmaction - INFO - Epoch [7][1040/2910] lr: 3.347e-01, eta: 18:41:03, time: 1.215, data_time: 0.197, memory: 9523, top1_acc: 0.6998, top5_acc: 0.9436, loss_cls: 0.9786, loss: 0.9786, grad_norm: 0.9732 2021-04-07 21:43:28,473 - mmaction - INFO - Epoch [7][1060/2910] lr: 3.345e-01, eta: 18:40:33, time: 1.238, data_time: 0.047, memory: 9523, top1_acc: 0.7020, top5_acc: 0.9404, loss_cls: 0.9896, loss: 0.9896, grad_norm: 1.0184 2021-04-07 21:43:53,072 - mmaction - INFO - Epoch [7][1080/2910] lr: 3.344e-01, eta: 18:40:03, time: 1.232, data_time: 0.038, memory: 9523, top1_acc: 0.7076, top5_acc: 0.9447, loss_cls: 0.9445, loss: 0.9445, grad_norm: 0.9594 2021-04-07 21:44:18,239 - mmaction - INFO - Epoch [7][1100/2910] lr: 3.343e-01, eta: 18:39:34, time: 1.257, data_time: 0.032, memory: 9523, top1_acc: 0.7164, top5_acc: 0.9469, loss_cls: 0.9104, loss: 0.9104, grad_norm: 0.9235 2021-04-07 21:44:42,397 - mmaction - INFO - Epoch [7][1120/2910] lr: 3.341e-01, eta: 18:39:02, time: 1.208, data_time: 0.045, memory: 9523, top1_acc: 0.6947, top5_acc: 0.9434, loss_cls: 0.9762, loss: 0.9762, grad_norm: 0.9952 2021-04-07 21:45:07,726 - mmaction - INFO - Epoch [7][1140/2910] lr: 3.340e-01, eta: 18:38:33, time: 1.268, data_time: 0.061, memory: 9523, top1_acc: 0.7094, top5_acc: 0.9416, loss_cls: 0.9463, loss: 0.9463, grad_norm: 0.9404 2021-04-07 21:45:32,573 - mmaction - INFO - Epoch [7][1160/2910] lr: 3.339e-01, eta: 18:38:03, time: 1.241, data_time: 0.131, memory: 9523, top1_acc: 0.7025, top5_acc: 0.9432, loss_cls: 0.9449, loss: 0.9449, grad_norm: 0.9959 2021-04-07 21:45:57,508 - mmaction - INFO - Epoch [7][1180/2910] lr: 3.337e-01, eta: 18:37:34, time: 1.248, data_time: 0.022, memory: 9523, top1_acc: 0.6977, top5_acc: 0.9391, loss_cls: 0.9861, loss: 0.9861, grad_norm: 0.9785 2021-04-07 21:46:23,253 - mmaction - INFO - Epoch [7][1200/2910] lr: 3.336e-01, eta: 18:37:06, time: 1.288, data_time: 0.012, memory: 9523, top1_acc: 0.6965, top5_acc: 0.9420, loss_cls: 0.9804, loss: 0.9804, grad_norm: 0.9802 2021-04-07 21:46:49,541 - mmaction - INFO - Epoch [7][1220/2910] lr: 3.335e-01, eta: 18:36:40, time: 1.314, data_time: 0.074, memory: 9523, top1_acc: 0.6998, top5_acc: 0.9404, loss_cls: 0.9834, loss: 0.9834, grad_norm: 0.9884 2021-04-07 21:47:13,003 - mmaction - INFO - Epoch [7][1240/2910] lr: 3.333e-01, eta: 18:36:07, time: 1.174, data_time: 0.010, memory: 9523, top1_acc: 0.7080, top5_acc: 0.9420, loss_cls: 0.9539, loss: 0.9539, grad_norm: 0.9514 2021-04-07 21:47:38,215 - mmaction - INFO - Epoch [7][1260/2910] lr: 3.332e-01, eta: 18:35:38, time: 1.260, data_time: 0.038, memory: 9523, top1_acc: 0.6947, top5_acc: 0.9373, loss_cls: 1.0002, loss: 1.0002, grad_norm: 0.9873 2021-04-07 21:48:02,717 - mmaction - INFO - Epoch [7][1280/2910] lr: 3.331e-01, eta: 18:35:07, time: 1.226, data_time: 0.128, memory: 9523, top1_acc: 0.7133, top5_acc: 0.9502, loss_cls: 0.9122, loss: 0.9122, grad_norm: 0.9304 2021-04-07 21:48:27,889 - mmaction - INFO - Epoch [7][1300/2910] lr: 3.329e-01, eta: 18:34:38, time: 1.256, data_time: 0.068, memory: 9523, top1_acc: 0.7115, top5_acc: 0.9408, loss_cls: 0.9589, loss: 0.9589, grad_norm: 0.9655 2021-04-07 21:48:51,786 - mmaction - INFO - Epoch [7][1320/2910] lr: 3.328e-01, eta: 18:34:06, time: 1.197, data_time: 0.031, memory: 9523, top1_acc: 0.7025, top5_acc: 0.9400, loss_cls: 0.9663, loss: 0.9663, grad_norm: 0.9973 2021-04-07 21:49:15,780 - mmaction - INFO - Epoch [7][1340/2910] lr: 3.327e-01, eta: 18:33:33, time: 1.198, data_time: 0.001, memory: 9523, top1_acc: 0.7029, top5_acc: 0.9418, loss_cls: 0.9568, loss: 0.9568, grad_norm: 0.9786 2021-04-07 21:49:40,722 - mmaction - INFO - Epoch [7][1360/2910] lr: 3.325e-01, eta: 18:33:04, time: 1.248, data_time: 0.042, memory: 9523, top1_acc: 0.7021, top5_acc: 0.9434, loss_cls: 0.9593, loss: 0.9593, grad_norm: 1.0254 2021-04-07 21:50:05,591 - mmaction - INFO - Epoch [7][1380/2910] lr: 3.324e-01, eta: 18:32:34, time: 1.242, data_time: 0.054, memory: 9523, top1_acc: 0.6961, top5_acc: 0.9314, loss_cls: 0.9934, loss: 0.9934, grad_norm: 1.0056 2021-04-07 21:50:29,394 - mmaction - INFO - Epoch [7][1400/2910] lr: 3.322e-01, eta: 18:32:02, time: 1.192, data_time: 0.023, memory: 9523, top1_acc: 0.6885, top5_acc: 0.9414, loss_cls: 1.0059, loss: 1.0059, grad_norm: 1.0116 2021-04-07 21:50:54,544 - mmaction - INFO - Epoch [7][1420/2910] lr: 3.321e-01, eta: 18:31:33, time: 1.257, data_time: 0.067, memory: 9523, top1_acc: 0.7000, top5_acc: 0.9441, loss_cls: 0.9596, loss: 0.9596, grad_norm: 0.9791 2021-04-07 21:51:18,652 - mmaction - INFO - Epoch [7][1440/2910] lr: 3.320e-01, eta: 18:31:01, time: 1.206, data_time: 0.035, memory: 9523, top1_acc: 0.6979, top5_acc: 0.9412, loss_cls: 0.9786, loss: 0.9786, grad_norm: 0.9800 2021-04-07 21:51:43,161 - mmaction - INFO - Epoch [7][1460/2910] lr: 3.318e-01, eta: 18:30:30, time: 1.224, data_time: 0.147, memory: 9523, top1_acc: 0.7045, top5_acc: 0.9393, loss_cls: 0.9596, loss: 0.9596, grad_norm: 0.9629 2021-04-07 21:52:07,385 - mmaction - INFO - Epoch [7][1480/2910] lr: 3.317e-01, eta: 18:29:59, time: 1.212, data_time: 0.077, memory: 9523, top1_acc: 0.7012, top5_acc: 0.9416, loss_cls: 0.9680, loss: 0.9680, grad_norm: 0.9843 2021-04-07 21:52:32,814 - mmaction - INFO - Epoch [7][1500/2910] lr: 3.316e-01, eta: 18:29:31, time: 1.271, data_time: 0.080, memory: 9523, top1_acc: 0.6963, top5_acc: 0.9355, loss_cls: 0.9831, loss: 0.9831, grad_norm: 0.9654 2021-04-07 21:52:58,014 - mmaction - INFO - Epoch [7][1520/2910] lr: 3.314e-01, eta: 18:29:02, time: 1.262, data_time: 0.028, memory: 9523, top1_acc: 0.7121, top5_acc: 0.9484, loss_cls: 0.9304, loss: 0.9304, grad_norm: 0.9358 2021-04-07 21:53:22,714 - mmaction - INFO - Epoch [7][1540/2910] lr: 3.313e-01, eta: 18:28:32, time: 1.233, data_time: 0.107, memory: 9523, top1_acc: 0.7010, top5_acc: 0.9361, loss_cls: 0.9642, loss: 0.9642, grad_norm: 0.9677 2021-04-07 21:53:48,420 - mmaction - INFO - Epoch [7][1560/2910] lr: 3.312e-01, eta: 18:28:04, time: 1.288, data_time: 0.097, memory: 9523, top1_acc: 0.7072, top5_acc: 0.9387, loss_cls: 0.9789, loss: 0.9789, grad_norm: 0.9757 2021-04-07 21:54:12,440 - mmaction - INFO - Epoch [7][1580/2910] lr: 3.310e-01, eta: 18:27:33, time: 1.200, data_time: 0.026, memory: 9523, top1_acc: 0.7082, top5_acc: 0.9348, loss_cls: 0.9674, loss: 0.9674, grad_norm: 0.9648 2021-04-07 21:54:38,650 - mmaction - INFO - Epoch [7][1600/2910] lr: 3.309e-01, eta: 18:27:06, time: 1.309, data_time: 0.140, memory: 9523, top1_acc: 0.6947, top5_acc: 0.9385, loss_cls: 0.9871, loss: 0.9871, grad_norm: 0.9914 2021-04-07 21:55:02,205 - mmaction - INFO - Epoch [7][1620/2910] lr: 3.308e-01, eta: 18:26:33, time: 1.177, data_time: 0.042, memory: 9523, top1_acc: 0.7057, top5_acc: 0.9428, loss_cls: 0.9420, loss: 0.9420, grad_norm: 0.9444 2021-04-07 21:55:26,887 - mmaction - INFO - Epoch [7][1640/2910] lr: 3.306e-01, eta: 18:26:03, time: 1.235, data_time: 0.064, memory: 9523, top1_acc: 0.7152, top5_acc: 0.9488, loss_cls: 0.9191, loss: 0.9191, grad_norm: 0.9463 2021-04-07 21:55:52,325 - mmaction - INFO - Epoch [7][1660/2910] lr: 3.305e-01, eta: 18:25:35, time: 1.274, data_time: 0.113, memory: 9523, top1_acc: 0.7193, top5_acc: 0.9408, loss_cls: 0.9287, loss: 0.9287, grad_norm: 0.9677 2021-04-07 21:56:15,851 - mmaction - INFO - Epoch [7][1680/2910] lr: 3.303e-01, eta: 18:25:02, time: 1.174, data_time: 0.029, memory: 9523, top1_acc: 0.7063, top5_acc: 0.9398, loss_cls: 0.9713, loss: 0.9713, grad_norm: 0.9766 2021-04-07 21:56:41,447 - mmaction - INFO - Epoch [7][1700/2910] lr: 3.302e-01, eta: 18:24:34, time: 1.281, data_time: 0.049, memory: 9523, top1_acc: 0.7082, top5_acc: 0.9406, loss_cls: 0.9683, loss: 0.9683, grad_norm: 1.0089 2021-04-07 21:57:04,937 - mmaction - INFO - Epoch [7][1720/2910] lr: 3.301e-01, eta: 18:24:01, time: 1.174, data_time: 0.044, memory: 9523, top1_acc: 0.7041, top5_acc: 0.9436, loss_cls: 0.9587, loss: 0.9587, grad_norm: 0.9545 2021-04-07 21:57:30,510 - mmaction - INFO - Epoch [7][1740/2910] lr: 3.299e-01, eta: 18:23:34, time: 1.278, data_time: 0.024, memory: 9523, top1_acc: 0.7119, top5_acc: 0.9434, loss_cls: 0.9588, loss: 0.9588, grad_norm: 1.0047 2021-04-07 21:57:55,995 - mmaction - INFO - Epoch [7][1760/2910] lr: 3.298e-01, eta: 18:23:06, time: 1.274, data_time: 0.045, memory: 9523, top1_acc: 0.6955, top5_acc: 0.9406, loss_cls: 0.9810, loss: 0.9810, grad_norm: 0.9851 2021-04-07 21:58:20,338 - mmaction - INFO - Epoch [7][1780/2910] lr: 3.297e-01, eta: 18:22:35, time: 1.218, data_time: 0.007, memory: 9523, top1_acc: 0.7113, top5_acc: 0.9480, loss_cls: 0.9306, loss: 0.9306, grad_norm: 0.9360 2021-04-07 21:58:45,534 - mmaction - INFO - Epoch [7][1800/2910] lr: 3.295e-01, eta: 18:22:06, time: 1.259, data_time: 0.088, memory: 9523, top1_acc: 0.7061, top5_acc: 0.9424, loss_cls: 0.9667, loss: 0.9667, grad_norm: 0.9619 2021-04-07 21:59:10,332 - mmaction - INFO - Epoch [7][1820/2910] lr: 3.294e-01, eta: 18:21:36, time: 1.239, data_time: 0.035, memory: 9523, top1_acc: 0.7188, top5_acc: 0.9445, loss_cls: 0.9307, loss: 0.9307, grad_norm: 0.9571 2021-04-07 21:59:35,120 - mmaction - INFO - Epoch [7][1840/2910] lr: 3.293e-01, eta: 18:21:07, time: 1.240, data_time: 0.085, memory: 9523, top1_acc: 0.7064, top5_acc: 0.9430, loss_cls: 0.9585, loss: 0.9585, grad_norm: 0.9960 2021-04-07 21:59:58,522 - mmaction - INFO - Epoch [7][1860/2910] lr: 3.291e-01, eta: 18:20:33, time: 1.171, data_time: 0.044, memory: 9523, top1_acc: 0.6947, top5_acc: 0.9416, loss_cls: 0.9906, loss: 0.9906, grad_norm: 1.0001 2021-04-07 22:00:23,176 - mmaction - INFO - Epoch [7][1880/2910] lr: 3.290e-01, eta: 18:20:03, time: 1.232, data_time: 0.098, memory: 9523, top1_acc: 0.7086, top5_acc: 0.9391, loss_cls: 0.9539, loss: 0.9539, grad_norm: 0.9621 2021-04-07 22:00:49,374 - mmaction - INFO - Epoch [7][1900/2910] lr: 3.288e-01, eta: 18:19:37, time: 1.311, data_time: 0.050, memory: 9523, top1_acc: 0.7014, top5_acc: 0.9422, loss_cls: 0.9724, loss: 0.9724, grad_norm: 0.9798 2021-04-07 22:01:13,359 - mmaction - INFO - Epoch [7][1920/2910] lr: 3.287e-01, eta: 18:19:06, time: 1.198, data_time: 0.046, memory: 9523, top1_acc: 0.7049, top5_acc: 0.9365, loss_cls: 0.9735, loss: 0.9735, grad_norm: 0.9968 2021-04-07 22:01:37,405 - mmaction - INFO - Epoch [7][1940/2910] lr: 3.286e-01, eta: 18:18:34, time: 1.203, data_time: 0.136, memory: 9523, top1_acc: 0.6916, top5_acc: 0.9352, loss_cls: 1.0111, loss: 1.0111, grad_norm: 1.0126 2021-04-07 22:02:02,544 - mmaction - INFO - Epoch [7][1960/2910] lr: 3.284e-01, eta: 18:18:05, time: 1.257, data_time: 0.032, memory: 9523, top1_acc: 0.6959, top5_acc: 0.9381, loss_cls: 0.9892, loss: 0.9892, grad_norm: 0.9907 2021-04-07 22:02:27,275 - mmaction - INFO - Epoch [7][1980/2910] lr: 3.283e-01, eta: 18:17:36, time: 1.237, data_time: 0.080, memory: 9523, top1_acc: 0.6971, top5_acc: 0.9410, loss_cls: 0.9879, loss: 0.9879, grad_norm: 0.9885 2021-04-07 22:02:52,124 - mmaction - INFO - Epoch [7][2000/2910] lr: 3.282e-01, eta: 18:17:06, time: 1.242, data_time: 0.064, memory: 9523, top1_acc: 0.7076, top5_acc: 0.9455, loss_cls: 0.9437, loss: 0.9437, grad_norm: 0.9559 2021-04-07 22:03:17,230 - mmaction - INFO - Epoch [7][2020/2910] lr: 3.280e-01, eta: 18:16:37, time: 1.255, data_time: 0.061, memory: 9523, top1_acc: 0.7055, top5_acc: 0.9426, loss_cls: 0.9606, loss: 0.9606, grad_norm: 0.9578 2021-04-07 22:03:42,439 - mmaction - INFO - Epoch [7][2040/2910] lr: 3.279e-01, eta: 18:16:09, time: 1.261, data_time: 0.006, memory: 9523, top1_acc: 0.7098, top5_acc: 0.9396, loss_cls: 0.9570, loss: 0.9570, grad_norm: 0.9949 2021-04-07 22:04:06,897 - mmaction - INFO - Epoch [7][2060/2910] lr: 3.277e-01, eta: 18:15:38, time: 1.223, data_time: 0.058, memory: 9523, top1_acc: 0.7068, top5_acc: 0.9395, loss_cls: 0.9741, loss: 0.9741, grad_norm: 0.9788 2021-04-07 22:04:32,069 - mmaction - INFO - Epoch [7][2080/2910] lr: 3.276e-01, eta: 18:15:10, time: 1.258, data_time: 0.057, memory: 9523, top1_acc: 0.7115, top5_acc: 0.9469, loss_cls: 0.9305, loss: 0.9305, grad_norm: 0.9758 2021-04-07 22:04:56,395 - mmaction - INFO - Epoch [7][2100/2910] lr: 3.275e-01, eta: 18:14:39, time: 1.217, data_time: 0.061, memory: 9523, top1_acc: 0.7055, top5_acc: 0.9361, loss_cls: 0.9781, loss: 0.9781, grad_norm: 0.9855 2021-04-07 22:05:21,463 - mmaction - INFO - Epoch [7][2120/2910] lr: 3.273e-01, eta: 18:14:10, time: 1.253, data_time: 0.058, memory: 9523, top1_acc: 0.6996, top5_acc: 0.9432, loss_cls: 0.9567, loss: 0.9567, grad_norm: 0.9715 2021-04-07 22:05:45,622 - mmaction - INFO - Epoch [7][2140/2910] lr: 3.272e-01, eta: 18:13:39, time: 1.208, data_time: 0.158, memory: 9523, top1_acc: 0.7057, top5_acc: 0.9461, loss_cls: 0.9336, loss: 0.9336, grad_norm: 0.9729 2021-04-07 22:06:10,581 - mmaction - INFO - Epoch [7][2160/2910] lr: 3.270e-01, eta: 18:13:10, time: 1.247, data_time: 0.093, memory: 9523, top1_acc: 0.7117, top5_acc: 0.9445, loss_cls: 0.9443, loss: 0.9443, grad_norm: 0.9728 2021-04-07 22:06:35,456 - mmaction - INFO - Epoch [7][2180/2910] lr: 3.269e-01, eta: 18:12:41, time: 1.244, data_time: 0.115, memory: 9523, top1_acc: 0.7119, top5_acc: 0.9451, loss_cls: 0.9477, loss: 0.9477, grad_norm: 0.9932 2021-04-07 22:07:00,650 - mmaction - INFO - Epoch [7][2200/2910] lr: 3.268e-01, eta: 18:12:12, time: 1.259, data_time: 0.154, memory: 9523, top1_acc: 0.7160, top5_acc: 0.9398, loss_cls: 0.9413, loss: 0.9413, grad_norm: 0.9595 2021-04-07 22:07:25,219 - mmaction - INFO - Epoch [7][2220/2910] lr: 3.266e-01, eta: 18:11:42, time: 1.228, data_time: 0.020, memory: 9523, top1_acc: 0.7096, top5_acc: 0.9473, loss_cls: 0.9346, loss: 0.9346, grad_norm: 0.9715 2021-04-07 22:07:49,301 - mmaction - INFO - Epoch [7][2240/2910] lr: 3.265e-01, eta: 18:11:11, time: 1.204, data_time: 0.030, memory: 9523, top1_acc: 0.7158, top5_acc: 0.9490, loss_cls: 0.9234, loss: 0.9234, grad_norm: 0.9677 2021-04-07 22:08:13,892 - mmaction - INFO - Epoch [7][2260/2910] lr: 3.263e-01, eta: 18:10:41, time: 1.231, data_time: 0.060, memory: 9523, top1_acc: 0.7131, top5_acc: 0.9439, loss_cls: 0.9358, loss: 0.9358, grad_norm: 0.9748 2021-04-07 22:08:38,980 - mmaction - INFO - Epoch [7][2280/2910] lr: 3.262e-01, eta: 18:10:12, time: 1.254, data_time: 0.096, memory: 9523, top1_acc: 0.6990, top5_acc: 0.9426, loss_cls: 0.9567, loss: 0.9567, grad_norm: 1.0145 2021-04-07 22:09:04,540 - mmaction - INFO - Epoch [7][2300/2910] lr: 3.261e-01, eta: 18:09:44, time: 1.277, data_time: 0.132, memory: 9523, top1_acc: 0.7279, top5_acc: 0.9477, loss_cls: 0.9191, loss: 0.9191, grad_norm: 0.9723 2021-04-07 22:09:29,277 - mmaction - INFO - Epoch [7][2320/2910] lr: 3.259e-01, eta: 18:09:15, time: 1.239, data_time: 0.009, memory: 9523, top1_acc: 0.7086, top5_acc: 0.9463, loss_cls: 0.9400, loss: 0.9400, grad_norm: 0.9675 2021-04-07 22:09:55,675 - mmaction - INFO - Epoch [7][2340/2910] lr: 3.258e-01, eta: 18:08:50, time: 1.320, data_time: 0.128, memory: 9523, top1_acc: 0.7068, top5_acc: 0.9426, loss_cls: 0.9622, loss: 0.9622, grad_norm: 0.9915 2021-04-07 22:10:19,749 - mmaction - INFO - Epoch [7][2360/2910] lr: 3.256e-01, eta: 18:08:18, time: 1.202, data_time: 0.047, memory: 9523, top1_acc: 0.7186, top5_acc: 0.9408, loss_cls: 0.9263, loss: 0.9263, grad_norm: 1.0212 2021-04-07 22:10:45,030 - mmaction - INFO - Epoch [7][2380/2910] lr: 3.255e-01, eta: 18:07:50, time: 1.265, data_time: 0.013, memory: 9523, top1_acc: 0.7213, top5_acc: 0.9449, loss_cls: 0.9253, loss: 0.9253, grad_norm: 0.9985 2021-04-07 22:11:09,030 - mmaction - INFO - Epoch [7][2400/2910] lr: 3.254e-01, eta: 18:07:19, time: 1.201, data_time: 0.072, memory: 9523, top1_acc: 0.6975, top5_acc: 0.9416, loss_cls: 0.9690, loss: 0.9690, grad_norm: 1.0004 2021-04-07 22:11:33,943 - mmaction - INFO - Epoch [7][2420/2910] lr: 3.252e-01, eta: 18:06:50, time: 1.246, data_time: 0.053, memory: 9523, top1_acc: 0.7012, top5_acc: 0.9383, loss_cls: 0.9783, loss: 0.9783, grad_norm: 1.0530 2021-04-07 22:11:58,695 - mmaction - INFO - Epoch [7][2440/2910] lr: 3.251e-01, eta: 18:06:20, time: 1.238, data_time: 0.053, memory: 9523, top1_acc: 0.7010, top5_acc: 0.9373, loss_cls: 0.9834, loss: 0.9834, grad_norm: 0.9912 2021-04-07 22:12:22,453 - mmaction - INFO - Epoch [7][2460/2910] lr: 3.249e-01, eta: 18:05:48, time: 1.188, data_time: 0.097, memory: 9523, top1_acc: 0.7074, top5_acc: 0.9512, loss_cls: 0.9316, loss: 0.9316, grad_norm: 0.9814 2021-04-07 22:12:48,512 - mmaction - INFO - Epoch [7][2480/2910] lr: 3.248e-01, eta: 18:05:22, time: 1.302, data_time: 0.100, memory: 9523, top1_acc: 0.7182, top5_acc: 0.9455, loss_cls: 0.9196, loss: 0.9196, grad_norm: 0.9673 2021-04-07 22:13:13,605 - mmaction - INFO - Epoch [7][2500/2910] lr: 3.247e-01, eta: 18:04:53, time: 1.255, data_time: 0.046, memory: 9523, top1_acc: 0.7129, top5_acc: 0.9434, loss_cls: 0.9339, loss: 0.9339, grad_norm: 0.9870 2021-04-07 22:13:37,785 - mmaction - INFO - Epoch [7][2520/2910] lr: 3.245e-01, eta: 18:04:22, time: 1.209, data_time: 0.149, memory: 9523, top1_acc: 0.7107, top5_acc: 0.9457, loss_cls: 0.9322, loss: 0.9322, grad_norm: 0.9733 2021-04-07 22:14:04,031 - mmaction - INFO - Epoch [7][2540/2910] lr: 3.244e-01, eta: 18:03:57, time: 1.314, data_time: 0.076, memory: 9523, top1_acc: 0.7137, top5_acc: 0.9400, loss_cls: 0.9446, loss: 0.9446, grad_norm: 0.9954 2021-04-07 22:14:28,205 - mmaction - INFO - Epoch [7][2560/2910] lr: 3.242e-01, eta: 18:03:26, time: 1.208, data_time: 0.067, memory: 9523, top1_acc: 0.7092, top5_acc: 0.9412, loss_cls: 0.9488, loss: 0.9488, grad_norm: 0.9721 2021-04-07 22:14:53,586 - mmaction - INFO - Epoch [7][2580/2910] lr: 3.241e-01, eta: 18:02:58, time: 1.267, data_time: 0.011, memory: 9523, top1_acc: 0.7018, top5_acc: 0.9479, loss_cls: 0.9634, loss: 0.9634, grad_norm: 1.0057 2021-04-07 22:15:17,820 - mmaction - INFO - Epoch [7][2600/2910] lr: 3.240e-01, eta: 18:02:27, time: 1.214, data_time: 0.075, memory: 9523, top1_acc: 0.7146, top5_acc: 0.9436, loss_cls: 0.9322, loss: 0.9322, grad_norm: 0.9421 2021-04-07 22:15:41,107 - mmaction - INFO - Epoch [7][2620/2910] lr: 3.238e-01, eta: 18:01:54, time: 1.164, data_time: 0.003, memory: 9523, top1_acc: 0.7076, top5_acc: 0.9439, loss_cls: 0.9532, loss: 0.9532, grad_norm: 0.9929 2021-04-07 22:16:06,653 - mmaction - INFO - Epoch [7][2640/2910] lr: 3.237e-01, eta: 18:01:27, time: 1.276, data_time: 0.128, memory: 9523, top1_acc: 0.7088, top5_acc: 0.9383, loss_cls: 0.9469, loss: 0.9469, grad_norm: 0.9721 2021-04-07 22:16:31,304 - mmaction - INFO - Epoch [7][2660/2910] lr: 3.235e-01, eta: 18:00:57, time: 1.234, data_time: 0.041, memory: 9523, top1_acc: 0.7096, top5_acc: 0.9467, loss_cls: 0.9344, loss: 0.9344, grad_norm: 0.9601 2021-04-07 22:16:55,802 - mmaction - INFO - Epoch [7][2680/2910] lr: 3.234e-01, eta: 18:00:27, time: 1.224, data_time: 0.042, memory: 9523, top1_acc: 0.7189, top5_acc: 0.9461, loss_cls: 0.9166, loss: 0.9166, grad_norm: 0.9602 2021-04-07 22:17:19,120 - mmaction - INFO - Epoch [7][2700/2910] lr: 3.233e-01, eta: 17:59:54, time: 1.167, data_time: 0.019, memory: 9523, top1_acc: 0.6928, top5_acc: 0.9365, loss_cls: 0.9940, loss: 0.9940, grad_norm: 1.0232 2021-04-07 22:17:42,985 - mmaction - INFO - Epoch [7][2720/2910] lr: 3.231e-01, eta: 17:59:23, time: 1.193, data_time: 0.019, memory: 9523, top1_acc: 0.7092, top5_acc: 0.9418, loss_cls: 0.9525, loss: 0.9525, grad_norm: 0.9906 2021-04-07 22:18:07,556 - mmaction - INFO - Epoch [7][2740/2910] lr: 3.230e-01, eta: 17:58:53, time: 1.226, data_time: 0.054, memory: 9523, top1_acc: 0.7080, top5_acc: 0.9402, loss_cls: 0.9484, loss: 0.9484, grad_norm: 0.9658 2021-04-07 22:18:32,581 - mmaction - INFO - Epoch [7][2760/2910] lr: 3.228e-01, eta: 17:58:24, time: 1.253, data_time: 0.191, memory: 9523, top1_acc: 0.7102, top5_acc: 0.9434, loss_cls: 0.9364, loss: 0.9364, grad_norm: 0.9889 2021-04-07 22:18:56,774 - mmaction - INFO - Epoch [7][2780/2910] lr: 3.227e-01, eta: 17:57:53, time: 1.210, data_time: 0.044, memory: 9523, top1_acc: 0.7047, top5_acc: 0.9441, loss_cls: 0.9690, loss: 0.9690, grad_norm: 1.0117 2021-04-07 22:19:21,087 - mmaction - INFO - Epoch [7][2800/2910] lr: 3.225e-01, eta: 17:57:23, time: 1.216, data_time: 0.052, memory: 9523, top1_acc: 0.7113, top5_acc: 0.9404, loss_cls: 0.9437, loss: 0.9437, grad_norm: 0.9629 2021-04-07 22:19:46,305 - mmaction - INFO - Epoch [7][2820/2910] lr: 3.224e-01, eta: 17:56:55, time: 1.261, data_time: 0.012, memory: 9523, top1_acc: 0.7006, top5_acc: 0.9387, loss_cls: 0.9697, loss: 0.9697, grad_norm: 0.9659 2021-04-07 22:20:10,613 - mmaction - INFO - Epoch [7][2840/2910] lr: 3.223e-01, eta: 17:56:24, time: 1.215, data_time: 0.194, memory: 9523, top1_acc: 0.6979, top5_acc: 0.9418, loss_cls: 0.9534, loss: 0.9534, grad_norm: 1.0014 2021-04-07 22:20:35,828 - mmaction - INFO - Epoch [7][2860/2910] lr: 3.221e-01, eta: 17:55:56, time: 1.259, data_time: 0.038, memory: 9523, top1_acc: 0.7086, top5_acc: 0.9469, loss_cls: 0.9369, loss: 0.9369, grad_norm: 0.9667 2021-04-07 22:21:00,794 - mmaction - INFO - Epoch [7][2880/2910] lr: 3.220e-01, eta: 17:55:28, time: 1.250, data_time: 0.003, memory: 9523, top1_acc: 0.7006, top5_acc: 0.9393, loss_cls: 0.9579, loss: 0.9579, grad_norm: 1.0001 2021-04-07 22:21:24,939 - mmaction - INFO - Epoch [7][2900/2910] lr: 3.218e-01, eta: 17:54:57, time: 1.207, data_time: 0.125, memory: 9523, top1_acc: 0.7119, top5_acc: 0.9457, loss_cls: 0.9392, loss: 0.9392, grad_norm: 0.9709 2021-04-07 22:21:39,777 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-04-07 22:29:34,538 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 22:29:35,194 - mmaction - INFO - top1_acc 0.6229 top5_acc 0.9072 2021-04-07 22:29:35,195 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 22:29:35,303 - mmaction - INFO - mean_acc 0.6196 2021-04-07 22:29:35,304 - mmaction - INFO - Now best checkpoint is epoch_7.pth 2021-04-07 22:29:35,324 - mmaction - INFO - Epoch(val) [7][2910] top1_acc: 0.6229, top5_acc: 0.9072, mean_class_accuracy: 0.6196 2021-04-07 22:33:26,178 - mmaction - INFO - Epoch [8][20/2910] lr: 3.216e-01, eta: 18:02:03, time: 11.541, data_time: 10.404, memory: 9523, top1_acc: 0.7158, top5_acc: 0.9465, loss_cls: 0.9179, loss: 0.9179, grad_norm: 0.9869 2021-04-07 22:33:50,525 - mmaction - INFO - Epoch [8][40/2910] lr: 3.215e-01, eta: 18:01:32, time: 1.217, data_time: 0.007, memory: 9523, top1_acc: 0.6926, top5_acc: 0.9412, loss_cls: 0.9851, loss: 0.9851, grad_norm: 0.9954 2021-04-07 22:34:15,617 - mmaction - INFO - Epoch [8][60/2910] lr: 3.213e-01, eta: 18:01:03, time: 1.255, data_time: 0.049, memory: 9523, top1_acc: 0.7104, top5_acc: 0.9400, loss_cls: 0.9558, loss: 0.9558, grad_norm: 0.9655 2021-04-07 22:34:40,302 - mmaction - INFO - Epoch [8][80/2910] lr: 3.212e-01, eta: 18:00:33, time: 1.234, data_time: 0.014, memory: 9523, top1_acc: 0.7156, top5_acc: 0.9437, loss_cls: 0.9335, loss: 0.9335, grad_norm: 0.9539 2021-04-07 22:35:05,838 - mmaction - INFO - Epoch [8][100/2910] lr: 3.210e-01, eta: 18:00:05, time: 1.277, data_time: 0.013, memory: 9523, top1_acc: 0.7191, top5_acc: 0.9471, loss_cls: 0.9143, loss: 0.9143, grad_norm: 0.9723 2021-04-07 22:35:30,944 - mmaction - INFO - Epoch [8][120/2910] lr: 3.209e-01, eta: 17:59:36, time: 1.256, data_time: 0.001, memory: 9523, top1_acc: 0.7209, top5_acc: 0.9424, loss_cls: 0.9045, loss: 0.9045, grad_norm: 0.9572 2021-04-07 22:35:57,366 - mmaction - INFO - Epoch [8][140/2910] lr: 3.208e-01, eta: 17:59:10, time: 1.321, data_time: 0.043, memory: 9523, top1_acc: 0.7152, top5_acc: 0.9437, loss_cls: 0.9287, loss: 0.9287, grad_norm: 1.0099 2021-04-07 22:36:20,944 - mmaction - INFO - Epoch [8][160/2910] lr: 3.206e-01, eta: 17:58:37, time: 1.179, data_time: 0.001, memory: 9523, top1_acc: 0.7000, top5_acc: 0.9430, loss_cls: 0.9565, loss: 0.9565, grad_norm: 1.0330 2021-04-07 22:36:46,079 - mmaction - INFO - Epoch [8][180/2910] lr: 3.205e-01, eta: 17:58:08, time: 1.255, data_time: 0.044, memory: 9523, top1_acc: 0.7146, top5_acc: 0.9406, loss_cls: 0.9426, loss: 0.9426, grad_norm: 0.9776 2021-04-07 22:37:09,641 - mmaction - INFO - Epoch [8][200/2910] lr: 3.203e-01, eta: 17:57:35, time: 1.180, data_time: 0.047, memory: 9523, top1_acc: 0.7074, top5_acc: 0.9441, loss_cls: 0.9522, loss: 0.9522, grad_norm: 1.0149 2021-04-07 22:37:35,749 - mmaction - INFO - Epoch [8][220/2910] lr: 3.202e-01, eta: 17:57:09, time: 1.304, data_time: 0.090, memory: 9523, top1_acc: 0.7170, top5_acc: 0.9398, loss_cls: 0.9438, loss: 0.9438, grad_norm: 0.9506 2021-04-07 22:37:59,505 - mmaction - INFO - Epoch [8][240/2910] lr: 3.200e-01, eta: 17:56:37, time: 1.188, data_time: 0.041, memory: 9523, top1_acc: 0.7068, top5_acc: 0.9430, loss_cls: 0.9522, loss: 0.9522, grad_norm: 1.0143 2021-04-07 22:38:25,054 - mmaction - INFO - Epoch [8][260/2910] lr: 3.199e-01, eta: 17:56:09, time: 1.278, data_time: 0.068, memory: 9523, top1_acc: 0.7035, top5_acc: 0.9410, loss_cls: 0.9424, loss: 0.9424, grad_norm: 0.9857 2021-04-07 22:38:49,856 - mmaction - INFO - Epoch [8][280/2910] lr: 3.198e-01, eta: 17:55:39, time: 1.241, data_time: 0.014, memory: 9523, top1_acc: 0.7191, top5_acc: 0.9377, loss_cls: 0.9431, loss: 0.9431, grad_norm: 0.9903 2021-04-07 22:39:13,825 - mmaction - INFO - Epoch [8][300/2910] lr: 3.196e-01, eta: 17:55:07, time: 1.197, data_time: 0.007, memory: 9523, top1_acc: 0.7010, top5_acc: 0.9469, loss_cls: 0.9453, loss: 0.9453, grad_norm: 1.0155 2021-04-07 22:39:39,705 - mmaction - INFO - Epoch [8][320/2910] lr: 3.195e-01, eta: 17:54:40, time: 1.296, data_time: 0.003, memory: 9523, top1_acc: 0.7086, top5_acc: 0.9432, loss_cls: 0.9356, loss: 0.9356, grad_norm: 0.9644 2021-04-07 22:40:04,650 - mmaction - INFO - Epoch [8][340/2910] lr: 3.193e-01, eta: 17:54:11, time: 1.247, data_time: 0.048, memory: 9523, top1_acc: 0.7074, top5_acc: 0.9412, loss_cls: 0.9503, loss: 0.9503, grad_norm: 1.0174 2021-04-07 22:40:28,532 - mmaction - INFO - Epoch [8][360/2910] lr: 3.192e-01, eta: 17:53:39, time: 1.194, data_time: 0.051, memory: 9523, top1_acc: 0.7166, top5_acc: 0.9395, loss_cls: 0.9482, loss: 0.9482, grad_norm: 0.9962 2021-04-07 22:40:54,134 - mmaction - INFO - Epoch [8][380/2910] lr: 3.190e-01, eta: 17:53:12, time: 1.281, data_time: 0.067, memory: 9523, top1_acc: 0.7131, top5_acc: 0.9475, loss_cls: 0.9382, loss: 0.9382, grad_norm: 0.9894 2021-04-07 22:41:19,175 - mmaction - INFO - Epoch [8][400/2910] lr: 3.189e-01, eta: 17:52:42, time: 1.250, data_time: 0.147, memory: 9523, top1_acc: 0.7148, top5_acc: 0.9465, loss_cls: 0.9456, loss: 0.9456, grad_norm: 0.9746 2021-04-07 22:41:43,291 - mmaction - INFO - Epoch [8][420/2910] lr: 3.187e-01, eta: 17:52:11, time: 1.207, data_time: 0.071, memory: 9523, top1_acc: 0.7125, top5_acc: 0.9498, loss_cls: 0.9272, loss: 0.9272, grad_norm: 0.9606 2021-04-07 22:42:07,760 - mmaction - INFO - Epoch [8][440/2910] lr: 3.186e-01, eta: 17:51:41, time: 1.224, data_time: 0.113, memory: 9523, top1_acc: 0.7096, top5_acc: 0.9441, loss_cls: 0.9382, loss: 0.9382, grad_norm: 0.9935 2021-04-07 22:42:32,582 - mmaction - INFO - Epoch [8][460/2910] lr: 3.185e-01, eta: 17:51:11, time: 1.240, data_time: 0.001, memory: 9523, top1_acc: 0.7098, top5_acc: 0.9453, loss_cls: 0.9414, loss: 0.9414, grad_norm: 0.9870 2021-04-07 22:42:58,214 - mmaction - INFO - Epoch [8][480/2910] lr: 3.183e-01, eta: 17:50:44, time: 1.283, data_time: 0.117, memory: 9523, top1_acc: 0.6957, top5_acc: 0.9418, loss_cls: 0.9665, loss: 0.9665, grad_norm: 1.0123 2021-04-07 22:43:23,217 - mmaction - INFO - Epoch [8][500/2910] lr: 3.182e-01, eta: 17:50:15, time: 1.250, data_time: 0.050, memory: 9523, top1_acc: 0.7129, top5_acc: 0.9500, loss_cls: 0.9319, loss: 0.9319, grad_norm: 0.9869 2021-04-07 22:43:48,475 - mmaction - INFO - Epoch [8][520/2910] lr: 3.180e-01, eta: 17:49:46, time: 1.263, data_time: 0.008, memory: 9523, top1_acc: 0.7141, top5_acc: 0.9410, loss_cls: 0.9356, loss: 0.9356, grad_norm: 0.9875 2021-04-07 22:44:12,194 - mmaction - INFO - Epoch [8][540/2910] lr: 3.179e-01, eta: 17:49:14, time: 1.186, data_time: 0.011, memory: 9523, top1_acc: 0.7205, top5_acc: 0.9480, loss_cls: 0.9099, loss: 0.9099, grad_norm: 0.9761 2021-04-07 22:44:37,192 - mmaction - INFO - Epoch [8][560/2910] lr: 3.177e-01, eta: 17:48:45, time: 1.249, data_time: 0.006, memory: 9523, top1_acc: 0.7182, top5_acc: 0.9465, loss_cls: 0.9125, loss: 0.9125, grad_norm: 0.9873 2021-04-07 22:45:02,308 - mmaction - INFO - Epoch [8][580/2910] lr: 3.176e-01, eta: 17:48:16, time: 1.257, data_time: 0.012, memory: 9523, top1_acc: 0.6961, top5_acc: 0.9371, loss_cls: 0.9952, loss: 0.9952, grad_norm: 1.0453 2021-04-07 22:45:28,703 - mmaction - INFO - Epoch [8][600/2910] lr: 3.174e-01, eta: 17:47:50, time: 1.320, data_time: 0.044, memory: 9523, top1_acc: 0.7033, top5_acc: 0.9453, loss_cls: 0.9566, loss: 0.9566, grad_norm: 0.9837 2021-04-07 22:45:53,962 - mmaction - INFO - Epoch [8][620/2910] lr: 3.173e-01, eta: 17:47:22, time: 1.263, data_time: 0.001, memory: 9523, top1_acc: 0.7070, top5_acc: 0.9418, loss_cls: 0.9430, loss: 0.9430, grad_norm: 0.9761 2021-04-07 22:46:18,963 - mmaction - INFO - Epoch [8][640/2910] lr: 3.171e-01, eta: 17:46:53, time: 1.248, data_time: 0.051, memory: 9523, top1_acc: 0.7143, top5_acc: 0.9406, loss_cls: 0.9431, loss: 0.9431, grad_norm: 0.9529 2021-04-07 22:46:43,350 - mmaction - INFO - Epoch [8][660/2910] lr: 3.170e-01, eta: 17:46:22, time: 1.222, data_time: 0.020, memory: 9523, top1_acc: 0.7150, top5_acc: 0.9510, loss_cls: 0.9177, loss: 0.9177, grad_norm: 0.9445 2021-04-07 22:47:07,753 - mmaction - INFO - Epoch [8][680/2910] lr: 3.168e-01, eta: 17:45:52, time: 1.220, data_time: 0.067, memory: 9523, top1_acc: 0.7152, top5_acc: 0.9443, loss_cls: 0.9251, loss: 0.9251, grad_norm: 0.9825 2021-04-07 22:47:32,458 - mmaction - INFO - Epoch [8][700/2910] lr: 3.167e-01, eta: 17:45:22, time: 1.235, data_time: 0.017, memory: 9523, top1_acc: 0.7135, top5_acc: 0.9443, loss_cls: 0.9263, loss: 0.9263, grad_norm: 1.0045 2021-04-07 22:47:58,023 - mmaction - INFO - Epoch [8][720/2910] lr: 3.166e-01, eta: 17:44:55, time: 1.279, data_time: 0.011, memory: 9523, top1_acc: 0.7094, top5_acc: 0.9434, loss_cls: 0.9483, loss: 0.9483, grad_norm: 1.0072 2021-04-07 22:48:22,496 - mmaction - INFO - Epoch [8][740/2910] lr: 3.164e-01, eta: 17:44:24, time: 1.222, data_time: 0.014, memory: 9523, top1_acc: 0.7041, top5_acc: 0.9453, loss_cls: 0.9524, loss: 0.9524, grad_norm: 0.9905 2021-04-07 22:48:48,653 - mmaction - INFO - Epoch [8][760/2910] lr: 3.163e-01, eta: 17:43:58, time: 1.309, data_time: 0.006, memory: 9523, top1_acc: 0.7145, top5_acc: 0.9508, loss_cls: 0.9002, loss: 0.9002, grad_norm: 0.9795 2021-04-07 22:49:13,462 - mmaction - INFO - Epoch [8][780/2910] lr: 3.161e-01, eta: 17:43:28, time: 1.240, data_time: 0.104, memory: 9523, top1_acc: 0.7072, top5_acc: 0.9428, loss_cls: 0.9550, loss: 0.9550, grad_norm: 1.0029 2021-04-07 22:49:39,242 - mmaction - INFO - Epoch [8][800/2910] lr: 3.160e-01, eta: 17:43:01, time: 1.288, data_time: 0.147, memory: 9523, top1_acc: 0.7170, top5_acc: 0.9473, loss_cls: 0.9084, loss: 0.9084, grad_norm: 0.9720 2021-04-07 22:50:02,368 - mmaction - INFO - Epoch [8][820/2910] lr: 3.158e-01, eta: 17:42:28, time: 1.157, data_time: 0.009, memory: 9523, top1_acc: 0.7158, top5_acc: 0.9482, loss_cls: 0.9078, loss: 0.9078, grad_norm: 0.9556 2021-04-07 22:50:29,011 - mmaction - INFO - Epoch [8][840/2910] lr: 3.157e-01, eta: 17:42:03, time: 1.333, data_time: 0.033, memory: 9523, top1_acc: 0.7143, top5_acc: 0.9479, loss_cls: 0.9198, loss: 0.9198, grad_norm: 1.0203 2021-04-07 22:50:52,076 - mmaction - INFO - Epoch [8][860/2910] lr: 3.155e-01, eta: 17:41:29, time: 1.151, data_time: 0.001, memory: 9523, top1_acc: 0.7180, top5_acc: 0.9457, loss_cls: 0.9167, loss: 0.9167, grad_norm: 0.9812 2021-04-07 22:51:17,811 - mmaction - INFO - Epoch [8][880/2910] lr: 3.154e-01, eta: 17:41:02, time: 1.287, data_time: 0.026, memory: 9523, top1_acc: 0.6979, top5_acc: 0.9443, loss_cls: 0.9664, loss: 0.9664, grad_norm: 1.0171 2021-04-07 22:51:42,948 - mmaction - INFO - Epoch [8][900/2910] lr: 3.152e-01, eta: 17:40:33, time: 1.257, data_time: 0.003, memory: 9523, top1_acc: 0.7027, top5_acc: 0.9398, loss_cls: 0.9658, loss: 0.9658, grad_norm: 0.9976 2021-04-07 22:52:05,825 - mmaction - INFO - Epoch [8][920/2910] lr: 3.151e-01, eta: 17:40:00, time: 1.146, data_time: 0.070, memory: 9523, top1_acc: 0.7152, top5_acc: 0.9449, loss_cls: 0.9413, loss: 0.9413, grad_norm: 0.9650 2021-04-07 22:52:31,791 - mmaction - INFO - Epoch [8][940/2910] lr: 3.149e-01, eta: 17:39:33, time: 1.298, data_time: 0.085, memory: 9523, top1_acc: 0.7139, top5_acc: 0.9455, loss_cls: 0.9474, loss: 0.9474, grad_norm: 1.0108 2021-04-07 22:52:55,703 - mmaction - INFO - Epoch [8][960/2910] lr: 3.148e-01, eta: 17:39:01, time: 1.195, data_time: 0.047, memory: 9523, top1_acc: 0.7180, top5_acc: 0.9479, loss_cls: 0.9137, loss: 0.9137, grad_norm: 0.9742 2021-04-07 22:53:22,205 - mmaction - INFO - Epoch [8][980/2910] lr: 3.146e-01, eta: 17:38:36, time: 1.324, data_time: 0.026, memory: 9523, top1_acc: 0.6992, top5_acc: 0.9461, loss_cls: 0.9572, loss: 0.9572, grad_norm: 1.0020 2021-04-07 22:53:47,347 - mmaction - INFO - Epoch [8][1000/2910] lr: 3.145e-01, eta: 17:38:07, time: 1.259, data_time: 0.191, memory: 9523, top1_acc: 0.7014, top5_acc: 0.9402, loss_cls: 0.9626, loss: 0.9626, grad_norm: 0.9827 2021-04-07 22:54:11,276 - mmaction - INFO - Epoch [8][1020/2910] lr: 3.144e-01, eta: 17:37:36, time: 1.196, data_time: 0.074, memory: 9523, top1_acc: 0.7150, top5_acc: 0.9449, loss_cls: 0.9331, loss: 0.9331, grad_norm: 0.9671 2021-04-07 22:54:36,131 - mmaction - INFO - Epoch [8][1040/2910] lr: 3.142e-01, eta: 17:37:07, time: 1.241, data_time: 0.013, memory: 9523, top1_acc: 0.7174, top5_acc: 0.9441, loss_cls: 0.9422, loss: 0.9422, grad_norm: 1.0011 2021-04-07 22:55:00,361 - mmaction - INFO - Epoch [8][1060/2910] lr: 3.141e-01, eta: 17:36:36, time: 1.214, data_time: 0.035, memory: 9523, top1_acc: 0.7076, top5_acc: 0.9336, loss_cls: 0.9754, loss: 0.9754, grad_norm: 1.0079 2021-04-07 22:55:25,894 - mmaction - INFO - Epoch [8][1080/2910] lr: 3.139e-01, eta: 17:36:09, time: 1.277, data_time: 0.001, memory: 9523, top1_acc: 0.6941, top5_acc: 0.9404, loss_cls: 0.9785, loss: 0.9785, grad_norm: 0.9945 2021-04-07 22:55:51,017 - mmaction - INFO - Epoch [8][1100/2910] lr: 3.138e-01, eta: 17:35:40, time: 1.254, data_time: 0.005, memory: 9523, top1_acc: 0.7158, top5_acc: 0.9377, loss_cls: 0.9459, loss: 0.9459, grad_norm: 0.9808 2021-04-07 22:56:15,410 - mmaction - INFO - Epoch [8][1120/2910] lr: 3.136e-01, eta: 17:35:10, time: 1.221, data_time: 0.003, memory: 9523, top1_acc: 0.7068, top5_acc: 0.9434, loss_cls: 0.9428, loss: 0.9428, grad_norm: 0.9945 2021-04-07 22:56:38,714 - mmaction - INFO - Epoch [8][1140/2910] lr: 3.135e-01, eta: 17:34:37, time: 1.164, data_time: 0.002, memory: 9523, top1_acc: 0.7037, top5_acc: 0.9463, loss_cls: 0.9574, loss: 0.9574, grad_norm: 0.9828 2021-04-07 22:57:04,456 - mmaction - INFO - Epoch [8][1160/2910] lr: 3.133e-01, eta: 17:34:10, time: 1.288, data_time: 0.017, memory: 9523, top1_acc: 0.7035, top5_acc: 0.9439, loss_cls: 0.9710, loss: 0.9710, grad_norm: 1.0026 2021-04-07 22:57:27,887 - mmaction - INFO - Epoch [8][1180/2910] lr: 3.132e-01, eta: 17:33:38, time: 1.173, data_time: 0.020, memory: 9523, top1_acc: 0.7047, top5_acc: 0.9459, loss_cls: 0.9258, loss: 0.9258, grad_norm: 0.9581 2021-04-07 22:57:52,130 - mmaction - INFO - Epoch [8][1200/2910] lr: 3.130e-01, eta: 17:33:07, time: 1.212, data_time: 0.033, memory: 9523, top1_acc: 0.7029, top5_acc: 0.9471, loss_cls: 0.9497, loss: 0.9497, grad_norm: 0.9951 2021-04-07 22:58:18,177 - mmaction - INFO - Epoch [8][1220/2910] lr: 3.129e-01, eta: 17:32:41, time: 1.303, data_time: 0.144, memory: 9523, top1_acc: 0.7158, top5_acc: 0.9461, loss_cls: 0.9169, loss: 0.9169, grad_norm: 0.9795 2021-04-07 22:58:42,408 - mmaction - INFO - Epoch [8][1240/2910] lr: 3.127e-01, eta: 17:32:10, time: 1.211, data_time: 0.006, memory: 9523, top1_acc: 0.7063, top5_acc: 0.9439, loss_cls: 0.9414, loss: 0.9414, grad_norm: 0.9956 2021-04-07 22:59:07,896 - mmaction - INFO - Epoch [8][1260/2910] lr: 3.126e-01, eta: 17:31:42, time: 1.275, data_time: 0.034, memory: 9523, top1_acc: 0.7176, top5_acc: 0.9465, loss_cls: 0.9347, loss: 0.9347, grad_norm: 0.9866 2021-04-07 22:59:32,134 - mmaction - INFO - Epoch [8][1280/2910] lr: 3.124e-01, eta: 17:31:12, time: 1.211, data_time: 0.049, memory: 9523, top1_acc: 0.7225, top5_acc: 0.9461, loss_cls: 0.9135, loss: 0.9135, grad_norm: 0.9551 2021-04-07 22:59:57,366 - mmaction - INFO - Epoch [8][1300/2910] lr: 3.123e-01, eta: 17:30:44, time: 1.262, data_time: 0.023, memory: 9523, top1_acc: 0.7016, top5_acc: 0.9428, loss_cls: 0.9628, loss: 0.9628, grad_norm: 1.0059 2021-04-07 23:00:21,491 - mmaction - INFO - Epoch [8][1320/2910] lr: 3.121e-01, eta: 17:30:13, time: 1.206, data_time: 0.028, memory: 9523, top1_acc: 0.7248, top5_acc: 0.9463, loss_cls: 0.9054, loss: 0.9054, grad_norm: 0.9221 2021-04-07 23:00:47,037 - mmaction - INFO - Epoch [8][1340/2910] lr: 3.120e-01, eta: 17:29:45, time: 1.275, data_time: 0.069, memory: 9523, top1_acc: 0.7234, top5_acc: 0.9504, loss_cls: 0.8992, loss: 0.8992, grad_norm: 0.9949 2021-04-07 23:01:12,187 - mmaction - INFO - Epoch [8][1360/2910] lr: 3.118e-01, eta: 17:29:17, time: 1.258, data_time: 0.004, memory: 9523, top1_acc: 0.7098, top5_acc: 0.9461, loss_cls: 0.9408, loss: 0.9408, grad_norm: 1.0180 2021-04-07 23:01:36,634 - mmaction - INFO - Epoch [8][1380/2910] lr: 3.117e-01, eta: 17:28:47, time: 1.224, data_time: 0.063, memory: 9523, top1_acc: 0.7129, top5_acc: 0.9410, loss_cls: 0.9556, loss: 0.9556, grad_norm: 1.0081 2021-04-07 23:02:00,560 - mmaction - INFO - Epoch [8][1400/2910] lr: 3.115e-01, eta: 17:28:16, time: 1.196, data_time: 0.147, memory: 9523, top1_acc: 0.7229, top5_acc: 0.9434, loss_cls: 0.9176, loss: 0.9176, grad_norm: 0.9509 2021-04-07 23:02:25,285 - mmaction - INFO - Epoch [8][1420/2910] lr: 3.114e-01, eta: 17:27:46, time: 1.236, data_time: 0.028, memory: 9523, top1_acc: 0.7182, top5_acc: 0.9461, loss_cls: 0.9231, loss: 0.9231, grad_norm: 1.0034 2021-04-07 23:02:50,534 - mmaction - INFO - Epoch [8][1440/2910] lr: 3.112e-01, eta: 17:27:18, time: 1.263, data_time: 0.035, memory: 9523, top1_acc: 0.7086, top5_acc: 0.9377, loss_cls: 0.9384, loss: 0.9384, grad_norm: 0.9705 2021-04-07 23:03:15,461 - mmaction - INFO - Epoch [8][1460/2910] lr: 3.111e-01, eta: 17:26:49, time: 1.246, data_time: 0.032, memory: 9523, top1_acc: 0.7158, top5_acc: 0.9387, loss_cls: 0.9336, loss: 0.9336, grad_norm: 0.9883 2021-04-07 23:03:40,178 - mmaction - INFO - Epoch [8][1480/2910] lr: 3.109e-01, eta: 17:26:20, time: 1.234, data_time: 0.026, memory: 9523, top1_acc: 0.7021, top5_acc: 0.9459, loss_cls: 0.9347, loss: 0.9347, grad_norm: 0.9985 2021-04-07 23:04:04,513 - mmaction - INFO - Epoch [8][1500/2910] lr: 3.108e-01, eta: 17:25:50, time: 1.218, data_time: 0.024, memory: 9523, top1_acc: 0.7189, top5_acc: 0.9455, loss_cls: 0.9167, loss: 0.9167, grad_norm: 0.9738 2021-04-07 23:04:29,483 - mmaction - INFO - Epoch [8][1520/2910] lr: 3.106e-01, eta: 17:25:21, time: 1.248, data_time: 0.273, memory: 9523, top1_acc: 0.7184, top5_acc: 0.9400, loss_cls: 0.9401, loss: 0.9401, grad_norm: 0.9993 2021-04-07 23:04:54,060 - mmaction - INFO - Epoch [8][1540/2910] lr: 3.105e-01, eta: 17:24:51, time: 1.230, data_time: 0.022, memory: 9523, top1_acc: 0.7121, top5_acc: 0.9445, loss_cls: 0.9347, loss: 0.9347, grad_norm: 0.9809 2021-04-07 23:05:19,403 - mmaction - INFO - Epoch [8][1560/2910] lr: 3.103e-01, eta: 17:24:23, time: 1.267, data_time: 0.183, memory: 9523, top1_acc: 0.7070, top5_acc: 0.9371, loss_cls: 0.9641, loss: 0.9641, grad_norm: 1.0190 2021-04-07 23:05:43,363 - mmaction - INFO - Epoch [8][1580/2910] lr: 3.102e-01, eta: 17:23:52, time: 1.198, data_time: 0.115, memory: 9523, top1_acc: 0.7178, top5_acc: 0.9434, loss_cls: 0.9315, loss: 0.9315, grad_norm: 0.9712 2021-04-07 23:06:07,770 - mmaction - INFO - Epoch [8][1600/2910] lr: 3.100e-01, eta: 17:23:22, time: 1.220, data_time: 0.057, memory: 9523, top1_acc: 0.7162, top5_acc: 0.9469, loss_cls: 0.9104, loss: 0.9104, grad_norm: 0.9775 2021-04-07 23:06:33,081 - mmaction - INFO - Epoch [8][1620/2910] lr: 3.099e-01, eta: 17:22:54, time: 1.263, data_time: 0.006, memory: 9523, top1_acc: 0.7121, top5_acc: 0.9480, loss_cls: 0.9136, loss: 0.9136, grad_norm: 0.9899 2021-04-07 23:06:58,071 - mmaction - INFO - Epoch [8][1640/2910] lr: 3.097e-01, eta: 17:22:26, time: 1.251, data_time: 0.003, memory: 9523, top1_acc: 0.7076, top5_acc: 0.9432, loss_cls: 0.9330, loss: 0.9330, grad_norm: 0.9826 2021-04-07 23:07:22,057 - mmaction - INFO - Epoch [8][1660/2910] lr: 3.096e-01, eta: 17:21:55, time: 1.198, data_time: 0.003, memory: 9523, top1_acc: 0.7170, top5_acc: 0.9441, loss_cls: 0.9269, loss: 0.9269, grad_norm: 1.0083 2021-04-07 23:07:46,534 - mmaction - INFO - Epoch [8][1680/2910] lr: 3.094e-01, eta: 17:21:25, time: 1.225, data_time: 0.109, memory: 9523, top1_acc: 0.7123, top5_acc: 0.9459, loss_cls: 0.9478, loss: 0.9478, grad_norm: 1.0028 2021-04-07 23:08:10,667 - mmaction - INFO - Epoch [8][1700/2910] lr: 3.093e-01, eta: 17:20:55, time: 1.207, data_time: 0.056, memory: 9523, top1_acc: 0.7055, top5_acc: 0.9422, loss_cls: 0.9597, loss: 0.9597, grad_norm: 1.0220 2021-04-07 23:08:35,738 - mmaction - INFO - Epoch [8][1720/2910] lr: 3.091e-01, eta: 17:20:26, time: 1.254, data_time: 0.001, memory: 9523, top1_acc: 0.7164, top5_acc: 0.9465, loss_cls: 0.9126, loss: 0.9126, grad_norm: 0.9695 2021-04-07 23:09:01,674 - mmaction - INFO - Epoch [8][1740/2910] lr: 3.090e-01, eta: 17:20:00, time: 1.297, data_time: 0.020, memory: 9523, top1_acc: 0.7129, top5_acc: 0.9475, loss_cls: 0.9287, loss: 0.9287, grad_norm: 0.9943 2021-04-07 23:09:25,135 - mmaction - INFO - Epoch [8][1760/2910] lr: 3.088e-01, eta: 17:19:28, time: 1.172, data_time: 0.006, memory: 9523, top1_acc: 0.6951, top5_acc: 0.9363, loss_cls: 0.9726, loss: 0.9726, grad_norm: 1.0273 2021-04-07 23:09:50,720 - mmaction - INFO - Epoch [8][1780/2910] lr: 3.087e-01, eta: 17:19:00, time: 1.280, data_time: 0.066, memory: 9523, top1_acc: 0.7068, top5_acc: 0.9434, loss_cls: 0.9506, loss: 0.9506, grad_norm: 0.9969 2021-04-07 23:10:15,594 - mmaction - INFO - Epoch [8][1800/2910] lr: 3.085e-01, eta: 17:18:31, time: 1.244, data_time: 0.083, memory: 9523, top1_acc: 0.7164, top5_acc: 0.9512, loss_cls: 0.9139, loss: 0.9139, grad_norm: 0.9880 2021-04-07 23:10:39,472 - mmaction - INFO - Epoch [8][1820/2910] lr: 3.084e-01, eta: 17:18:00, time: 1.194, data_time: 0.001, memory: 9523, top1_acc: 0.7129, top5_acc: 0.9428, loss_cls: 0.9356, loss: 0.9356, grad_norm: 0.9942 2021-04-07 23:11:04,065 - mmaction - INFO - Epoch [8][1840/2910] lr: 3.082e-01, eta: 17:17:31, time: 1.229, data_time: 0.085, memory: 9523, top1_acc: 0.7176, top5_acc: 0.9461, loss_cls: 0.9136, loss: 0.9136, grad_norm: 0.9889 2021-04-07 23:11:28,774 - mmaction - INFO - Epoch [8][1860/2910] lr: 3.081e-01, eta: 17:17:02, time: 1.236, data_time: 0.123, memory: 9523, top1_acc: 0.7262, top5_acc: 0.9453, loss_cls: 0.8990, loss: 0.8990, grad_norm: 0.9964 2021-04-07 23:11:53,281 - mmaction - INFO - Epoch [8][1880/2910] lr: 3.079e-01, eta: 17:16:32, time: 1.225, data_time: 0.034, memory: 9523, top1_acc: 0.7203, top5_acc: 0.9508, loss_cls: 0.9065, loss: 0.9065, grad_norm: 0.9917 2021-04-07 23:12:16,840 - mmaction - INFO - Epoch [8][1900/2910] lr: 3.078e-01, eta: 17:16:00, time: 1.177, data_time: 0.039, memory: 9523, top1_acc: 0.7096, top5_acc: 0.9426, loss_cls: 0.9481, loss: 0.9481, grad_norm: 1.0307 2021-04-07 23:12:41,718 - mmaction - INFO - Epoch [8][1920/2910] lr: 3.076e-01, eta: 17:15:31, time: 1.242, data_time: 0.001, memory: 9523, top1_acc: 0.7053, top5_acc: 0.9473, loss_cls: 0.9548, loss: 0.9548, grad_norm: 0.9820 2021-04-07 23:13:06,351 - mmaction - INFO - Epoch [8][1940/2910] lr: 3.075e-01, eta: 17:15:02, time: 1.234, data_time: 0.026, memory: 9523, top1_acc: 0.7309, top5_acc: 0.9529, loss_cls: 0.8856, loss: 0.8856, grad_norm: 0.9683 2021-04-07 23:13:30,129 - mmaction - INFO - Epoch [8][1960/2910] lr: 3.073e-01, eta: 17:14:31, time: 1.189, data_time: 0.135, memory: 9523, top1_acc: 0.7150, top5_acc: 0.9412, loss_cls: 0.9500, loss: 0.9500, grad_norm: 1.0356 2021-04-07 23:13:54,906 - mmaction - INFO - Epoch [8][1980/2910] lr: 3.072e-01, eta: 17:14:02, time: 1.239, data_time: 0.078, memory: 9523, top1_acc: 0.7154, top5_acc: 0.9482, loss_cls: 0.9181, loss: 0.9181, grad_norm: 0.9663 2021-04-07 23:14:18,577 - mmaction - INFO - Epoch [8][2000/2910] lr: 3.070e-01, eta: 17:13:31, time: 1.182, data_time: 0.089, memory: 9523, top1_acc: 0.7172, top5_acc: 0.9436, loss_cls: 0.9237, loss: 0.9237, grad_norm: 0.9832 2021-04-07 23:14:43,655 - mmaction - INFO - Epoch [8][2020/2910] lr: 3.069e-01, eta: 17:13:02, time: 1.255, data_time: 0.058, memory: 9523, top1_acc: 0.7111, top5_acc: 0.9439, loss_cls: 0.9364, loss: 0.9364, grad_norm: 0.9982 2021-04-07 23:15:07,728 - mmaction - INFO - Epoch [8][2040/2910] lr: 3.067e-01, eta: 17:12:32, time: 1.202, data_time: 0.026, memory: 9523, top1_acc: 0.7092, top5_acc: 0.9426, loss_cls: 0.9403, loss: 0.9403, grad_norm: 0.9771 2021-04-07 23:15:32,281 - mmaction - INFO - Epoch [8][2060/2910] lr: 3.066e-01, eta: 17:12:02, time: 1.228, data_time: 0.026, memory: 9523, top1_acc: 0.7178, top5_acc: 0.9471, loss_cls: 0.9351, loss: 0.9351, grad_norm: 0.9818 2021-04-07 23:15:56,503 - mmaction - INFO - Epoch [8][2080/2910] lr: 3.064e-01, eta: 17:11:32, time: 1.213, data_time: 0.056, memory: 9523, top1_acc: 0.7098, top5_acc: 0.9473, loss_cls: 0.9356, loss: 0.9356, grad_norm: 1.0251 2021-04-07 23:16:21,947 - mmaction - INFO - Epoch [8][2100/2910] lr: 3.063e-01, eta: 17:11:05, time: 1.270, data_time: 0.023, memory: 9523, top1_acc: 0.7129, top5_acc: 0.9410, loss_cls: 0.9213, loss: 0.9213, grad_norm: 0.9956 2021-04-07 23:16:47,283 - mmaction - INFO - Epoch [8][2120/2910] lr: 3.061e-01, eta: 17:10:37, time: 1.269, data_time: 0.003, memory: 9523, top1_acc: 0.7193, top5_acc: 0.9510, loss_cls: 0.9202, loss: 0.9202, grad_norm: 0.9994 2021-04-07 23:17:12,021 - mmaction - INFO - Epoch [8][2140/2910] lr: 3.059e-01, eta: 17:10:08, time: 1.235, data_time: 0.001, memory: 9523, top1_acc: 0.7244, top5_acc: 0.9467, loss_cls: 0.9150, loss: 0.9150, grad_norm: 0.9678 2021-04-07 23:17:35,662 - mmaction - INFO - Epoch [8][2160/2910] lr: 3.058e-01, eta: 17:09:37, time: 1.183, data_time: 0.007, memory: 9523, top1_acc: 0.7098, top5_acc: 0.9455, loss_cls: 0.9274, loss: 0.9274, grad_norm: 0.9811 2021-04-07 23:18:01,442 - mmaction - INFO - Epoch [8][2180/2910] lr: 3.056e-01, eta: 17:09:10, time: 1.287, data_time: 0.017, memory: 9523, top1_acc: 0.7234, top5_acc: 0.9447, loss_cls: 0.9051, loss: 0.9051, grad_norm: 1.0017 2021-04-07 23:18:25,221 - mmaction - INFO - Epoch [8][2200/2910] lr: 3.055e-01, eta: 17:08:39, time: 1.191, data_time: 0.067, memory: 9523, top1_acc: 0.7201, top5_acc: 0.9439, loss_cls: 0.9189, loss: 0.9189, grad_norm: 0.9911 2021-04-07 23:18:51,398 - mmaction - INFO - Epoch [8][2220/2910] lr: 3.053e-01, eta: 17:08:13, time: 1.307, data_time: 0.068, memory: 9523, top1_acc: 0.7088, top5_acc: 0.9398, loss_cls: 0.9440, loss: 0.9440, grad_norm: 1.0084 2021-04-07 23:19:15,828 - mmaction - INFO - Epoch [8][2240/2910] lr: 3.052e-01, eta: 17:07:43, time: 1.223, data_time: 0.066, memory: 9523, top1_acc: 0.7328, top5_acc: 0.9480, loss_cls: 0.8982, loss: 0.8982, grad_norm: 0.9986 2021-04-07 23:19:39,440 - mmaction - INFO - Epoch [8][2260/2910] lr: 3.050e-01, eta: 17:07:12, time: 1.180, data_time: 0.056, memory: 9523, top1_acc: 0.7232, top5_acc: 0.9471, loss_cls: 0.8966, loss: 0.8966, grad_norm: 0.9715 2021-04-07 23:20:04,592 - mmaction - INFO - Epoch [8][2280/2910] lr: 3.049e-01, eta: 17:06:44, time: 1.256, data_time: 0.020, memory: 9523, top1_acc: 0.7160, top5_acc: 0.9484, loss_cls: 0.9287, loss: 0.9287, grad_norm: 1.0150 2021-04-07 23:20:29,570 - mmaction - INFO - Epoch [8][2300/2910] lr: 3.047e-01, eta: 17:06:15, time: 1.250, data_time: 0.007, memory: 9523, top1_acc: 0.7242, top5_acc: 0.9541, loss_cls: 0.8829, loss: 0.8829, grad_norm: 0.9719 2021-04-07 23:20:53,352 - mmaction - INFO - Epoch [8][2320/2910] lr: 3.046e-01, eta: 17:05:44, time: 1.189, data_time: 0.031, memory: 9523, top1_acc: 0.7244, top5_acc: 0.9445, loss_cls: 0.9052, loss: 0.9052, grad_norm: 0.9718 2021-04-07 23:21:19,257 - mmaction - INFO - Epoch [8][2340/2910] lr: 3.044e-01, eta: 17:05:18, time: 1.295, data_time: 0.249, memory: 9523, top1_acc: 0.7264, top5_acc: 0.9529, loss_cls: 0.8793, loss: 0.8793, grad_norm: 0.9806 2021-04-07 23:21:43,400 - mmaction - INFO - Epoch [8][2360/2910] lr: 3.043e-01, eta: 17:04:48, time: 1.207, data_time: 0.033, memory: 9523, top1_acc: 0.7289, top5_acc: 0.9510, loss_cls: 0.8716, loss: 0.8716, grad_norm: 0.9720 2021-04-07 23:22:08,722 - mmaction - INFO - Epoch [8][2380/2910] lr: 3.041e-01, eta: 17:04:20, time: 1.266, data_time: 0.051, memory: 9523, top1_acc: 0.7135, top5_acc: 0.9432, loss_cls: 0.9388, loss: 0.9388, grad_norm: 1.0307 2021-04-07 23:22:32,803 - mmaction - INFO - Epoch [8][2400/2910] lr: 3.040e-01, eta: 17:03:50, time: 1.204, data_time: 0.001, memory: 9523, top1_acc: 0.7203, top5_acc: 0.9453, loss_cls: 0.9127, loss: 0.9127, grad_norm: 1.0001 2021-04-07 23:22:59,232 - mmaction - INFO - Epoch [8][2420/2910] lr: 3.038e-01, eta: 17:03:24, time: 1.320, data_time: 0.012, memory: 9523, top1_acc: 0.7066, top5_acc: 0.9406, loss_cls: 0.9460, loss: 0.9460, grad_norm: 1.0367 2021-04-07 23:23:22,718 - mmaction - INFO - Epoch [8][2440/2910] lr: 3.036e-01, eta: 17:02:53, time: 1.175, data_time: 0.073, memory: 9523, top1_acc: 0.7227, top5_acc: 0.9496, loss_cls: 0.9079, loss: 0.9079, grad_norm: 0.9638 2021-04-07 23:23:48,264 - mmaction - INFO - Epoch [8][2460/2910] lr: 3.035e-01, eta: 17:02:25, time: 1.276, data_time: 0.127, memory: 9523, top1_acc: 0.7186, top5_acc: 0.9469, loss_cls: 0.9037, loss: 0.9037, grad_norm: 0.9775 2021-04-07 23:24:12,418 - mmaction - INFO - Epoch [8][2480/2910] lr: 3.033e-01, eta: 17:01:55, time: 1.209, data_time: 0.044, memory: 9523, top1_acc: 0.7168, top5_acc: 0.9475, loss_cls: 0.9267, loss: 0.9267, grad_norm: 0.9916 2021-04-07 23:24:37,165 - mmaction - INFO - Epoch [8][2500/2910] lr: 3.032e-01, eta: 17:01:27, time: 1.236, data_time: 0.078, memory: 9523, top1_acc: 0.7184, top5_acc: 0.9459, loss_cls: 0.9287, loss: 0.9287, grad_norm: 1.0284 2021-04-07 23:25:02,107 - mmaction - INFO - Epoch [8][2520/2910] lr: 3.030e-01, eta: 17:00:58, time: 1.247, data_time: 0.145, memory: 9523, top1_acc: 0.7135, top5_acc: 0.9453, loss_cls: 0.9264, loss: 0.9264, grad_norm: 0.9839 2021-04-07 23:25:27,872 - mmaction - INFO - Epoch [8][2540/2910] lr: 3.029e-01, eta: 17:00:31, time: 1.289, data_time: 0.030, memory: 9523, top1_acc: 0.7328, top5_acc: 0.9518, loss_cls: 0.8507, loss: 0.8507, grad_norm: 0.9754 2021-04-07 23:25:51,074 - mmaction - INFO - Epoch [8][2560/2910] lr: 3.027e-01, eta: 16:59:59, time: 1.160, data_time: 0.050, memory: 9523, top1_acc: 0.7148, top5_acc: 0.9420, loss_cls: 0.9325, loss: 0.9325, grad_norm: 1.0237 2021-04-07 23:26:16,236 - mmaction - INFO - Epoch [8][2580/2910] lr: 3.026e-01, eta: 16:59:31, time: 1.258, data_time: 0.001, memory: 9523, top1_acc: 0.7258, top5_acc: 0.9451, loss_cls: 0.8944, loss: 0.8944, grad_norm: 0.9690 2021-04-07 23:26:40,789 - mmaction - INFO - Epoch [8][2600/2910] lr: 3.024e-01, eta: 16:59:02, time: 1.228, data_time: 0.019, memory: 9523, top1_acc: 0.7211, top5_acc: 0.9436, loss_cls: 0.9196, loss: 0.9196, grad_norm: 1.0501 2021-04-07 23:27:06,242 - mmaction - INFO - Epoch [8][2620/2910] lr: 3.023e-01, eta: 16:58:35, time: 1.270, data_time: 0.013, memory: 9523, top1_acc: 0.7213, top5_acc: 0.9494, loss_cls: 0.9048, loss: 0.9048, grad_norm: 1.0188 2021-04-07 23:27:31,041 - mmaction - INFO - Epoch [8][2640/2910] lr: 3.021e-01, eta: 16:58:06, time: 1.242, data_time: 0.080, memory: 9523, top1_acc: 0.7221, top5_acc: 0.9500, loss_cls: 0.8863, loss: 0.8863, grad_norm: 0.9791 2021-04-07 23:27:56,158 - mmaction - INFO - Epoch [8][2660/2910] lr: 3.019e-01, eta: 16:57:38, time: 1.255, data_time: 0.002, memory: 9523, top1_acc: 0.7254, top5_acc: 0.9477, loss_cls: 0.8970, loss: 0.8970, grad_norm: 1.0231 2021-04-07 23:28:20,134 - mmaction - INFO - Epoch [8][2680/2910] lr: 3.018e-01, eta: 16:57:07, time: 1.198, data_time: 0.002, memory: 9523, top1_acc: 0.7143, top5_acc: 0.9457, loss_cls: 0.9250, loss: 0.9250, grad_norm: 0.9959 2021-04-07 23:28:43,729 - mmaction - INFO - Epoch [8][2700/2910] lr: 3.016e-01, eta: 16:56:36, time: 1.180, data_time: 0.032, memory: 9523, top1_acc: 0.7184, top5_acc: 0.9457, loss_cls: 0.9075, loss: 0.9075, grad_norm: 0.9803 2021-04-07 23:29:10,486 - mmaction - INFO - Epoch [8][2720/2910] lr: 3.015e-01, eta: 16:56:12, time: 1.340, data_time: 0.051, memory: 9523, top1_acc: 0.7264, top5_acc: 0.9537, loss_cls: 0.8846, loss: 0.8846, grad_norm: 1.0279 2021-04-07 23:29:35,086 - mmaction - INFO - Epoch [8][2740/2910] lr: 3.013e-01, eta: 16:55:43, time: 1.230, data_time: 0.096, memory: 9523, top1_acc: 0.7018, top5_acc: 0.9451, loss_cls: 0.9475, loss: 0.9475, grad_norm: 1.0457 2021-04-07 23:30:00,031 - mmaction - INFO - Epoch [8][2760/2910] lr: 3.012e-01, eta: 16:55:14, time: 1.245, data_time: 0.012, memory: 9523, top1_acc: 0.7238, top5_acc: 0.9490, loss_cls: 0.8772, loss: 0.8772, grad_norm: 0.9737 2021-04-07 23:30:25,130 - mmaction - INFO - Epoch [8][2780/2910] lr: 3.010e-01, eta: 16:54:46, time: 1.257, data_time: 0.071, memory: 9523, top1_acc: 0.7242, top5_acc: 0.9447, loss_cls: 0.9085, loss: 0.9085, grad_norm: 0.9845 2021-04-07 23:30:48,620 - mmaction - INFO - Epoch [8][2800/2910] lr: 3.009e-01, eta: 16:54:15, time: 1.175, data_time: 0.101, memory: 9523, top1_acc: 0.7221, top5_acc: 0.9484, loss_cls: 0.8950, loss: 0.8950, grad_norm: 0.9923 2021-04-07 23:31:14,625 - mmaction - INFO - Epoch [8][2820/2910] lr: 3.007e-01, eta: 16:53:49, time: 1.300, data_time: 0.078, memory: 9523, top1_acc: 0.6959, top5_acc: 0.9395, loss_cls: 0.9746, loss: 0.9746, grad_norm: 1.0662 2021-04-07 23:31:38,764 - mmaction - INFO - Epoch [8][2840/2910] lr: 3.006e-01, eta: 16:53:19, time: 1.205, data_time: 0.020, memory: 9523, top1_acc: 0.7332, top5_acc: 0.9520, loss_cls: 0.8819, loss: 0.8819, grad_norm: 0.9860 2021-04-07 23:32:03,382 - mmaction - INFO - Epoch [8][2860/2910] lr: 3.004e-01, eta: 16:52:50, time: 1.230, data_time: 0.083, memory: 9523, top1_acc: 0.7201, top5_acc: 0.9424, loss_cls: 0.9090, loss: 0.9090, grad_norm: 0.9707 2021-04-07 23:32:27,085 - mmaction - INFO - Epoch [8][2880/2910] lr: 3.002e-01, eta: 16:52:19, time: 1.187, data_time: 0.085, memory: 9523, top1_acc: 0.7234, top5_acc: 0.9488, loss_cls: 0.8847, loss: 0.8847, grad_norm: 0.9811 2021-04-07 23:32:53,220 - mmaction - INFO - Epoch [8][2900/2910] lr: 3.001e-01, eta: 16:51:53, time: 1.306, data_time: 0.039, memory: 9523, top1_acc: 0.7094, top5_acc: 0.9473, loss_cls: 0.9513, loss: 0.9513, grad_norm: 1.0155 2021-04-07 23:33:07,113 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-04-07 23:41:00,805 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-07 23:41:01,471 - mmaction - INFO - top1_acc 0.6209 top5_acc 0.8890 2021-04-07 23:41:01,471 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-07 23:41:01,581 - mmaction - INFO - mean_acc 0.6482 2021-04-07 23:41:01,599 - mmaction - INFO - Epoch(val) [8][2910] top1_acc: 0.6209, top5_acc: 0.8890, mean_class_accuracy: 0.6482 2021-04-07 23:44:57,221 - mmaction - INFO - Epoch [9][20/2910] lr: 2.999e-01, eta: 16:57:46, time: 11.779, data_time: 10.629, memory: 9523, top1_acc: 0.7188, top5_acc: 0.9482, loss_cls: 0.9139, loss: 0.9139, grad_norm: 1.0153 2021-04-07 23:45:21,133 - mmaction - INFO - Epoch [9][40/2910] lr: 2.997e-01, eta: 16:57:15, time: 1.197, data_time: 0.124, memory: 9523, top1_acc: 0.7238, top5_acc: 0.9531, loss_cls: 0.8878, loss: 0.8878, grad_norm: 0.9800 2021-04-07 23:45:46,720 - mmaction - INFO - Epoch [9][60/2910] lr: 2.995e-01, eta: 16:56:48, time: 1.279, data_time: 0.095, memory: 9523, top1_acc: 0.7104, top5_acc: 0.9477, loss_cls: 0.9092, loss: 0.9092, grad_norm: 1.0012 2021-04-07 23:46:11,194 - mmaction - INFO - Epoch [9][80/2910] lr: 2.994e-01, eta: 16:56:18, time: 1.224, data_time: 0.031, memory: 9523, top1_acc: 0.7217, top5_acc: 0.9479, loss_cls: 0.9032, loss: 0.9032, grad_norm: 1.0231 2021-04-07 23:46:36,394 - mmaction - INFO - Epoch [9][100/2910] lr: 2.992e-01, eta: 16:55:50, time: 1.258, data_time: 0.004, memory: 9523, top1_acc: 0.7303, top5_acc: 0.9445, loss_cls: 0.8829, loss: 0.8829, grad_norm: 0.9773 2021-04-07 23:47:01,505 - mmaction - INFO - Epoch [9][120/2910] lr: 2.991e-01, eta: 16:55:21, time: 1.256, data_time: 0.068, memory: 9523, top1_acc: 0.7131, top5_acc: 0.9453, loss_cls: 0.9133, loss: 0.9133, grad_norm: 1.0139 2021-04-07 23:47:27,111 - mmaction - INFO - Epoch [9][140/2910] lr: 2.989e-01, eta: 16:54:54, time: 1.281, data_time: 0.054, memory: 9523, top1_acc: 0.7215, top5_acc: 0.9437, loss_cls: 0.9163, loss: 0.9163, grad_norm: 0.9920 2021-04-07 23:47:51,709 - mmaction - INFO - Epoch [9][160/2910] lr: 2.988e-01, eta: 16:54:24, time: 1.230, data_time: 0.078, memory: 9523, top1_acc: 0.7182, top5_acc: 0.9455, loss_cls: 0.9219, loss: 0.9219, grad_norm: 1.0213 2021-04-07 23:48:17,631 - mmaction - INFO - Epoch [9][180/2910] lr: 2.986e-01, eta: 16:53:57, time: 1.294, data_time: 0.010, memory: 9523, top1_acc: 0.7307, top5_acc: 0.9496, loss_cls: 0.8737, loss: 0.8737, grad_norm: 0.9741 2021-04-07 23:48:42,743 - mmaction - INFO - Epoch [9][200/2910] lr: 2.984e-01, eta: 16:53:29, time: 1.258, data_time: 0.108, memory: 9523, top1_acc: 0.7285, top5_acc: 0.9490, loss_cls: 0.8819, loss: 0.8819, grad_norm: 0.9680 2021-04-07 23:49:07,445 - mmaction - INFO - Epoch [9][220/2910] lr: 2.983e-01, eta: 16:53:00, time: 1.235, data_time: 0.061, memory: 9523, top1_acc: 0.7203, top5_acc: 0.9484, loss_cls: 0.8940, loss: 0.8940, grad_norm: 1.0007 2021-04-07 23:49:31,652 - mmaction - INFO - Epoch [9][240/2910] lr: 2.981e-01, eta: 16:52:29, time: 1.210, data_time: 0.096, memory: 9523, top1_acc: 0.7309, top5_acc: 0.9479, loss_cls: 0.9024, loss: 0.9024, grad_norm: 1.0194 2021-04-07 23:49:55,540 - mmaction - INFO - Epoch [9][260/2910] lr: 2.980e-01, eta: 16:51:59, time: 1.194, data_time: 0.071, memory: 9523, top1_acc: 0.7213, top5_acc: 0.9510, loss_cls: 0.9069, loss: 0.9069, grad_norm: 1.0049 2021-04-07 23:50:20,937 - mmaction - INFO - Epoch [9][280/2910] lr: 2.978e-01, eta: 16:51:31, time: 1.270, data_time: 0.043, memory: 9523, top1_acc: 0.7197, top5_acc: 0.9518, loss_cls: 0.8942, loss: 0.8942, grad_norm: 0.9914 2021-04-07 23:50:45,453 - mmaction - INFO - Epoch [9][300/2910] lr: 2.977e-01, eta: 16:51:01, time: 1.224, data_time: 0.029, memory: 9523, top1_acc: 0.7234, top5_acc: 0.9490, loss_cls: 0.9038, loss: 0.9038, grad_norm: 1.0026 2021-04-07 23:51:10,134 - mmaction - INFO - Epoch [9][320/2910] lr: 2.975e-01, eta: 16:50:32, time: 1.236, data_time: 0.082, memory: 9523, top1_acc: 0.7213, top5_acc: 0.9480, loss_cls: 0.9028, loss: 0.9028, grad_norm: 1.0030 2021-04-07 23:51:33,435 - mmaction - INFO - Epoch [9][340/2910] lr: 2.973e-01, eta: 16:50:00, time: 1.164, data_time: 0.030, memory: 9523, top1_acc: 0.7111, top5_acc: 0.9463, loss_cls: 0.9290, loss: 0.9290, grad_norm: 1.0578 2021-04-07 23:51:58,430 - mmaction - INFO - Epoch [9][360/2910] lr: 2.972e-01, eta: 16:49:31, time: 1.250, data_time: 0.182, memory: 9523, top1_acc: 0.7344, top5_acc: 0.9488, loss_cls: 0.8731, loss: 0.8731, grad_norm: 0.9913 2021-04-07 23:52:23,232 - mmaction - INFO - Epoch [9][380/2910] lr: 2.970e-01, eta: 16:49:02, time: 1.238, data_time: 0.038, memory: 9523, top1_acc: 0.7168, top5_acc: 0.9402, loss_cls: 0.9330, loss: 0.9330, grad_norm: 1.0513 2021-04-07 23:52:47,688 - mmaction - INFO - Epoch [9][400/2910] lr: 2.969e-01, eta: 16:48:33, time: 1.225, data_time: 0.080, memory: 9523, top1_acc: 0.7201, top5_acc: 0.9459, loss_cls: 0.9096, loss: 0.9096, grad_norm: 0.9892 2021-04-07 23:53:12,618 - mmaction - INFO - Epoch [9][420/2910] lr: 2.967e-01, eta: 16:48:04, time: 1.245, data_time: 0.024, memory: 9523, top1_acc: 0.7189, top5_acc: 0.9457, loss_cls: 0.9087, loss: 0.9087, grad_norm: 0.9944 2021-04-07 23:53:38,194 - mmaction - INFO - Epoch [9][440/2910] lr: 2.966e-01, eta: 16:47:36, time: 1.279, data_time: 0.181, memory: 9523, top1_acc: 0.7297, top5_acc: 0.9479, loss_cls: 0.8779, loss: 0.8779, grad_norm: 1.0115 2021-04-07 23:54:02,845 - mmaction - INFO - Epoch [9][460/2910] lr: 2.964e-01, eta: 16:47:07, time: 1.232, data_time: 0.050, memory: 9523, top1_acc: 0.7232, top5_acc: 0.9488, loss_cls: 0.8938, loss: 0.8938, grad_norm: 1.0778 2021-04-07 23:54:27,506 - mmaction - INFO - Epoch [9][480/2910] lr: 2.962e-01, eta: 16:46:38, time: 1.233, data_time: 0.052, memory: 9523, top1_acc: 0.7166, top5_acc: 0.9520, loss_cls: 0.8920, loss: 0.8920, grad_norm: 0.9939 2021-04-07 23:54:52,353 - mmaction - INFO - Epoch [9][500/2910] lr: 2.961e-01, eta: 16:46:09, time: 1.244, data_time: 0.151, memory: 9523, top1_acc: 0.7172, top5_acc: 0.9408, loss_cls: 0.9321, loss: 0.9321, grad_norm: 1.0192 2021-04-07 23:55:17,020 - mmaction - INFO - Epoch [9][520/2910] lr: 2.959e-01, eta: 16:45:40, time: 1.231, data_time: 0.033, memory: 9523, top1_acc: 0.7213, top5_acc: 0.9445, loss_cls: 0.9048, loss: 0.9048, grad_norm: 0.9983 2021-04-07 23:55:41,860 - mmaction - INFO - Epoch [9][540/2910] lr: 2.958e-01, eta: 16:45:11, time: 1.244, data_time: 0.194, memory: 9523, top1_acc: 0.7342, top5_acc: 0.9537, loss_cls: 0.8723, loss: 0.8723, grad_norm: 0.9650 2021-04-07 23:56:07,153 - mmaction - INFO - Epoch [9][560/2910] lr: 2.956e-01, eta: 16:44:43, time: 1.265, data_time: 0.140, memory: 9523, top1_acc: 0.7080, top5_acc: 0.9494, loss_cls: 0.9188, loss: 0.9188, grad_norm: 1.0419 2021-04-07 23:56:32,472 - mmaction - INFO - Epoch [9][580/2910] lr: 2.955e-01, eta: 16:44:15, time: 1.267, data_time: 0.199, memory: 9523, top1_acc: 0.7156, top5_acc: 0.9473, loss_cls: 0.9148, loss: 0.9148, grad_norm: 1.0160 2021-04-07 23:56:57,730 - mmaction - INFO - Epoch [9][600/2910] lr: 2.953e-01, eta: 16:43:47, time: 1.263, data_time: 0.017, memory: 9523, top1_acc: 0.7324, top5_acc: 0.9506, loss_cls: 0.8646, loss: 0.8646, grad_norm: 0.9778 2021-04-07 23:57:20,948 - mmaction - INFO - Epoch [9][620/2910] lr: 2.951e-01, eta: 16:43:15, time: 1.161, data_time: 0.044, memory: 9523, top1_acc: 0.7258, top5_acc: 0.9451, loss_cls: 0.9102, loss: 0.9102, grad_norm: 1.0052 2021-04-07 23:57:46,455 - mmaction - INFO - Epoch [9][640/2910] lr: 2.950e-01, eta: 16:42:48, time: 1.276, data_time: 0.115, memory: 9523, top1_acc: 0.7131, top5_acc: 0.9484, loss_cls: 0.9062, loss: 0.9062, grad_norm: 1.0206 2021-04-07 23:58:11,008 - mmaction - INFO - Epoch [9][660/2910] lr: 2.948e-01, eta: 16:42:18, time: 1.227, data_time: 0.028, memory: 9523, top1_acc: 0.7191, top5_acc: 0.9498, loss_cls: 0.9143, loss: 0.9143, grad_norm: 1.0316 2021-04-07 23:58:35,682 - mmaction - INFO - Epoch [9][680/2910] lr: 2.947e-01, eta: 16:41:49, time: 1.232, data_time: 0.195, memory: 9523, top1_acc: 0.7150, top5_acc: 0.9469, loss_cls: 0.9148, loss: 0.9148, grad_norm: 0.9938 2021-04-07 23:58:59,389 - mmaction - INFO - Epoch [9][700/2910] lr: 2.945e-01, eta: 16:41:18, time: 1.187, data_time: 0.124, memory: 9523, top1_acc: 0.7279, top5_acc: 0.9549, loss_cls: 0.8801, loss: 0.8801, grad_norm: 0.9808 2021-04-07 23:59:24,540 - mmaction - INFO - Epoch [9][720/2910] lr: 2.943e-01, eta: 16:40:50, time: 1.257, data_time: 0.241, memory: 9523, top1_acc: 0.7238, top5_acc: 0.9500, loss_cls: 0.9048, loss: 0.9048, grad_norm: 1.0000 2021-04-07 23:59:49,055 - mmaction - INFO - Epoch [9][740/2910] lr: 2.942e-01, eta: 16:40:21, time: 1.225, data_time: 0.091, memory: 9523, top1_acc: 0.7225, top5_acc: 0.9547, loss_cls: 0.8905, loss: 0.8905, grad_norm: 1.0008 2021-04-08 00:00:14,390 - mmaction - INFO - Epoch [9][760/2910] lr: 2.940e-01, eta: 16:39:53, time: 1.268, data_time: 0.062, memory: 9523, top1_acc: 0.7260, top5_acc: 0.9443, loss_cls: 0.9044, loss: 0.9044, grad_norm: 1.0229 2021-04-08 00:00:39,014 - mmaction - INFO - Epoch [9][780/2910] lr: 2.939e-01, eta: 16:39:24, time: 1.231, data_time: 0.083, memory: 9523, top1_acc: 0.7232, top5_acc: 0.9529, loss_cls: 0.8855, loss: 0.8855, grad_norm: 1.0026 2021-04-08 00:01:04,986 - mmaction - INFO - Epoch [9][800/2910] lr: 2.937e-01, eta: 16:38:57, time: 1.298, data_time: 0.059, memory: 9523, top1_acc: 0.7275, top5_acc: 0.9561, loss_cls: 0.8547, loss: 0.8547, grad_norm: 0.9679 2021-04-08 00:01:28,290 - mmaction - INFO - Epoch [9][820/2910] lr: 2.936e-01, eta: 16:38:25, time: 1.163, data_time: 0.007, memory: 9523, top1_acc: 0.7428, top5_acc: 0.9516, loss_cls: 0.8524, loss: 0.8524, grad_norm: 0.9794 2021-04-08 00:01:52,625 - mmaction - INFO - Epoch [9][840/2910] lr: 2.934e-01, eta: 16:37:55, time: 1.219, data_time: 0.030, memory: 9523, top1_acc: 0.7342, top5_acc: 0.9453, loss_cls: 0.8862, loss: 0.8862, grad_norm: 1.0266 2021-04-08 00:02:17,258 - mmaction - INFO - Epoch [9][860/2910] lr: 2.932e-01, eta: 16:37:26, time: 1.232, data_time: 0.112, memory: 9523, top1_acc: 0.7250, top5_acc: 0.9504, loss_cls: 0.9040, loss: 0.9040, grad_norm: 0.9963 2021-04-08 00:02:42,860 - mmaction - INFO - Epoch [9][880/2910] lr: 2.931e-01, eta: 16:36:59, time: 1.278, data_time: 0.006, memory: 9523, top1_acc: 0.7205, top5_acc: 0.9516, loss_cls: 0.9006, loss: 0.9006, grad_norm: 1.0131 2021-04-08 00:03:07,802 - mmaction - INFO - Epoch [9][900/2910] lr: 2.929e-01, eta: 16:36:30, time: 1.248, data_time: 0.026, memory: 9523, top1_acc: 0.7326, top5_acc: 0.9506, loss_cls: 0.8639, loss: 0.8639, grad_norm: 0.9701 2021-04-08 00:03:32,355 - mmaction - INFO - Epoch [9][920/2910] lr: 2.928e-01, eta: 16:36:01, time: 1.228, data_time: 0.017, memory: 9523, top1_acc: 0.7184, top5_acc: 0.9492, loss_cls: 0.9082, loss: 0.9082, grad_norm: 1.0062 2021-04-08 00:03:57,041 - mmaction - INFO - Epoch [9][940/2910] lr: 2.926e-01, eta: 16:35:32, time: 1.234, data_time: 0.126, memory: 9523, top1_acc: 0.7176, top5_acc: 0.9428, loss_cls: 0.9174, loss: 0.9174, grad_norm: 1.0270 2021-04-08 00:04:20,539 - mmaction - INFO - Epoch [9][960/2910] lr: 2.924e-01, eta: 16:35:01, time: 1.175, data_time: 0.052, memory: 9523, top1_acc: 0.7285, top5_acc: 0.9512, loss_cls: 0.8745, loss: 0.8745, grad_norm: 1.0259 2021-04-08 00:04:45,664 - mmaction - INFO - Epoch [9][980/2910] lr: 2.923e-01, eta: 16:34:33, time: 1.257, data_time: 0.085, memory: 9523, top1_acc: 0.7090, top5_acc: 0.9488, loss_cls: 0.9347, loss: 0.9347, grad_norm: 1.0246 2021-04-08 00:05:11,312 - mmaction - INFO - Epoch [9][1000/2910] lr: 2.921e-01, eta: 16:34:06, time: 1.282, data_time: 0.117, memory: 9523, top1_acc: 0.7139, top5_acc: 0.9488, loss_cls: 0.9242, loss: 0.9242, grad_norm: 1.0161 2021-04-08 00:05:34,932 - mmaction - INFO - Epoch [9][1020/2910] lr: 2.920e-01, eta: 16:33:35, time: 1.181, data_time: 0.047, memory: 9523, top1_acc: 0.7236, top5_acc: 0.9465, loss_cls: 0.9113, loss: 0.9113, grad_norm: 1.0242 2021-04-08 00:05:59,699 - mmaction - INFO - Epoch [9][1040/2910] lr: 2.918e-01, eta: 16:33:06, time: 1.239, data_time: 0.158, memory: 9523, top1_acc: 0.7240, top5_acc: 0.9459, loss_cls: 0.9076, loss: 0.9076, grad_norm: 1.0069 2021-04-08 00:06:25,021 - mmaction - INFO - Epoch [9][1060/2910] lr: 2.916e-01, eta: 16:32:38, time: 1.266, data_time: 0.048, memory: 9523, top1_acc: 0.7111, top5_acc: 0.9480, loss_cls: 0.9204, loss: 0.9204, grad_norm: 1.0113 2021-04-08 00:06:48,759 - mmaction - INFO - Epoch [9][1080/2910] lr: 2.915e-01, eta: 16:32:07, time: 1.187, data_time: 0.107, memory: 9523, top1_acc: 0.7260, top5_acc: 0.9490, loss_cls: 0.8941, loss: 0.8941, grad_norm: 0.9701 2021-04-08 00:07:14,857 - mmaction - INFO - Epoch [9][1100/2910] lr: 2.913e-01, eta: 16:31:41, time: 1.305, data_time: 0.375, memory: 9523, top1_acc: 0.7297, top5_acc: 0.9514, loss_cls: 0.8676, loss: 0.8676, grad_norm: 0.9931 2021-04-08 00:07:38,369 - mmaction - INFO - Epoch [9][1120/2910] lr: 2.912e-01, eta: 16:31:10, time: 1.173, data_time: 0.026, memory: 9523, top1_acc: 0.7363, top5_acc: 0.9521, loss_cls: 0.8553, loss: 0.8553, grad_norm: 0.9863 2021-04-08 00:08:02,382 - mmaction - INFO - Epoch [9][1140/2910] lr: 2.910e-01, eta: 16:30:40, time: 1.201, data_time: 0.150, memory: 9523, top1_acc: 0.7266, top5_acc: 0.9437, loss_cls: 0.9017, loss: 0.9017, grad_norm: 1.0492 2021-04-08 00:08:27,947 - mmaction - INFO - Epoch [9][1160/2910] lr: 2.908e-01, eta: 16:30:12, time: 1.279, data_time: 0.137, memory: 9523, top1_acc: 0.7238, top5_acc: 0.9475, loss_cls: 0.9060, loss: 0.9060, grad_norm: 0.9878 2021-04-08 00:08:51,475 - mmaction - INFO - Epoch [9][1180/2910] lr: 2.907e-01, eta: 16:29:41, time: 1.177, data_time: 0.079, memory: 9523, top1_acc: 0.7174, top5_acc: 0.9500, loss_cls: 0.9303, loss: 0.9303, grad_norm: 1.0239 2021-04-08 00:09:16,246 - mmaction - INFO - Epoch [9][1200/2910] lr: 2.905e-01, eta: 16:29:12, time: 1.239, data_time: 0.100, memory: 9523, top1_acc: 0.7178, top5_acc: 0.9465, loss_cls: 0.9065, loss: 0.9065, grad_norm: 1.0380 2021-04-08 00:09:40,477 - mmaction - INFO - Epoch [9][1220/2910] lr: 2.904e-01, eta: 16:28:43, time: 1.211, data_time: 0.101, memory: 9523, top1_acc: 0.7232, top5_acc: 0.9537, loss_cls: 0.8913, loss: 0.8913, grad_norm: 1.0337 2021-04-08 00:10:05,694 - mmaction - INFO - Epoch [9][1240/2910] lr: 2.902e-01, eta: 16:28:15, time: 1.261, data_time: 0.064, memory: 9523, top1_acc: 0.7207, top5_acc: 0.9504, loss_cls: 0.9069, loss: 0.9069, grad_norm: 1.0093 2021-04-08 00:10:30,789 - mmaction - INFO - Epoch [9][1260/2910] lr: 2.900e-01, eta: 16:27:47, time: 1.255, data_time: 0.053, memory: 9523, top1_acc: 0.7217, top5_acc: 0.9506, loss_cls: 0.8974, loss: 0.8974, grad_norm: 1.0238 2021-04-08 00:10:55,598 - mmaction - INFO - Epoch [9][1280/2910] lr: 2.899e-01, eta: 16:27:18, time: 1.241, data_time: 0.048, memory: 9523, top1_acc: 0.7334, top5_acc: 0.9516, loss_cls: 0.8504, loss: 0.8504, grad_norm: 0.9826 2021-04-08 00:11:19,643 - mmaction - INFO - Epoch [9][1300/2910] lr: 2.897e-01, eta: 16:26:48, time: 1.202, data_time: 0.020, memory: 9523, top1_acc: 0.7148, top5_acc: 0.9441, loss_cls: 0.9302, loss: 0.9302, grad_norm: 1.0414 2021-04-08 00:11:45,365 - mmaction - INFO - Epoch [9][1320/2910] lr: 2.896e-01, eta: 16:26:21, time: 1.286, data_time: 0.062, memory: 9523, top1_acc: 0.7143, top5_acc: 0.9514, loss_cls: 0.9284, loss: 0.9284, grad_norm: 1.0204 2021-04-08 00:12:08,996 - mmaction - INFO - Epoch [9][1340/2910] lr: 2.894e-01, eta: 16:25:50, time: 1.182, data_time: 0.153, memory: 9523, top1_acc: 0.7225, top5_acc: 0.9506, loss_cls: 0.9090, loss: 0.9090, grad_norm: 1.0581 2021-04-08 00:12:34,523 - mmaction - INFO - Epoch [9][1360/2910] lr: 2.892e-01, eta: 16:25:23, time: 1.276, data_time: 0.076, memory: 9523, top1_acc: 0.7191, top5_acc: 0.9441, loss_cls: 0.9233, loss: 0.9233, grad_norm: 1.0124 2021-04-08 00:13:00,791 - mmaction - INFO - Epoch [9][1380/2910] lr: 2.891e-01, eta: 16:24:57, time: 1.312, data_time: 0.094, memory: 9523, top1_acc: 0.7320, top5_acc: 0.9484, loss_cls: 0.8853, loss: 0.8853, grad_norm: 0.9902 2021-04-08 00:13:24,325 - mmaction - INFO - Epoch [9][1400/2910] lr: 2.889e-01, eta: 16:24:26, time: 1.178, data_time: 0.039, memory: 9523, top1_acc: 0.7389, top5_acc: 0.9477, loss_cls: 0.8598, loss: 0.8598, grad_norm: 0.9779 2021-04-08 00:13:49,600 - mmaction - INFO - Epoch [9][1420/2910] lr: 2.887e-01, eta: 16:23:58, time: 1.264, data_time: 0.044, memory: 9523, top1_acc: 0.7221, top5_acc: 0.9508, loss_cls: 0.8823, loss: 0.8823, grad_norm: 1.0009 2021-04-08 00:14:13,942 - mmaction - INFO - Epoch [9][1440/2910] lr: 2.886e-01, eta: 16:23:28, time: 1.215, data_time: 0.088, memory: 9523, top1_acc: 0.7303, top5_acc: 0.9490, loss_cls: 0.8847, loss: 0.8847, grad_norm: 1.0121 2021-04-08 00:14:37,189 - mmaction - INFO - Epoch [9][1460/2910] lr: 2.884e-01, eta: 16:22:57, time: 1.164, data_time: 0.112, memory: 9523, top1_acc: 0.7443, top5_acc: 0.9502, loss_cls: 0.8514, loss: 0.8514, grad_norm: 0.9645 2021-04-08 00:15:02,682 - mmaction - INFO - Epoch [9][1480/2910] lr: 2.883e-01, eta: 16:22:30, time: 1.275, data_time: 0.022, memory: 9523, top1_acc: 0.7188, top5_acc: 0.9494, loss_cls: 0.9065, loss: 0.9065, grad_norm: 1.0128 2021-04-08 00:15:27,286 - mmaction - INFO - Epoch [9][1500/2910] lr: 2.881e-01, eta: 16:22:01, time: 1.230, data_time: 0.038, memory: 9523, top1_acc: 0.7256, top5_acc: 0.9484, loss_cls: 0.8853, loss: 0.8853, grad_norm: 1.0259 2021-04-08 00:15:52,800 - mmaction - INFO - Epoch [9][1520/2910] lr: 2.879e-01, eta: 16:21:33, time: 1.275, data_time: 0.126, memory: 9523, top1_acc: 0.7217, top5_acc: 0.9457, loss_cls: 0.9023, loss: 0.9023, grad_norm: 1.0043 2021-04-08 00:16:17,678 - mmaction - INFO - Epoch [9][1540/2910] lr: 2.878e-01, eta: 16:21:05, time: 1.245, data_time: 0.175, memory: 9523, top1_acc: 0.7293, top5_acc: 0.9504, loss_cls: 0.8748, loss: 0.8748, grad_norm: 0.9929 2021-04-08 00:16:42,616 - mmaction - INFO - Epoch [9][1560/2910] lr: 2.876e-01, eta: 16:20:37, time: 1.247, data_time: 0.030, memory: 9523, top1_acc: 0.7102, top5_acc: 0.9445, loss_cls: 0.9263, loss: 0.9263, grad_norm: 1.0312 2021-04-08 00:17:07,343 - mmaction - INFO - Epoch [9][1580/2910] lr: 2.875e-01, eta: 16:20:08, time: 1.235, data_time: 0.288, memory: 9523, top1_acc: 0.7330, top5_acc: 0.9572, loss_cls: 0.8601, loss: 0.8601, grad_norm: 1.0194 2021-04-08 00:17:32,564 - mmaction - INFO - Epoch [9][1600/2910] lr: 2.873e-01, eta: 16:19:40, time: 1.262, data_time: 0.076, memory: 9523, top1_acc: 0.7117, top5_acc: 0.9504, loss_cls: 0.9096, loss: 0.9096, grad_norm: 1.0034 2021-04-08 00:17:57,728 - mmaction - INFO - Epoch [9][1620/2910] lr: 2.871e-01, eta: 16:19:12, time: 1.258, data_time: 0.088, memory: 9523, top1_acc: 0.7387, top5_acc: 0.9518, loss_cls: 0.8582, loss: 0.8582, grad_norm: 0.9830 2021-04-08 00:18:21,081 - mmaction - INFO - Epoch [9][1640/2910] lr: 2.870e-01, eta: 16:18:41, time: 1.166, data_time: 0.169, memory: 9523, top1_acc: 0.7336, top5_acc: 0.9471, loss_cls: 0.8766, loss: 0.8766, grad_norm: 0.9853 2021-04-08 00:18:45,201 - mmaction - INFO - Epoch [9][1660/2910] lr: 2.868e-01, eta: 16:18:11, time: 1.207, data_time: 0.149, memory: 9523, top1_acc: 0.7270, top5_acc: 0.9494, loss_cls: 0.8879, loss: 0.8879, grad_norm: 1.0085 2021-04-08 00:19:10,359 - mmaction - INFO - Epoch [9][1680/2910] lr: 2.866e-01, eta: 16:17:43, time: 1.256, data_time: 0.118, memory: 9523, top1_acc: 0.7244, top5_acc: 0.9516, loss_cls: 0.8748, loss: 0.8748, grad_norm: 1.0417 2021-04-08 00:19:34,803 - mmaction - INFO - Epoch [9][1700/2910] lr: 2.865e-01, eta: 16:17:14, time: 1.224, data_time: 0.074, memory: 9523, top1_acc: 0.7326, top5_acc: 0.9428, loss_cls: 0.8823, loss: 0.8823, grad_norm: 0.9964 2021-04-08 00:20:00,380 - mmaction - INFO - Epoch [9][1720/2910] lr: 2.863e-01, eta: 16:16:47, time: 1.279, data_time: 0.017, memory: 9523, top1_acc: 0.7209, top5_acc: 0.9475, loss_cls: 0.8975, loss: 0.8975, grad_norm: 1.0398 2021-04-08 00:20:24,742 - mmaction - INFO - Epoch [9][1740/2910] lr: 2.862e-01, eta: 16:16:18, time: 1.218, data_time: 0.037, memory: 9523, top1_acc: 0.7250, top5_acc: 0.9506, loss_cls: 0.8860, loss: 0.8860, grad_norm: 1.0303 2021-04-08 00:20:49,556 - mmaction - INFO - Epoch [9][1760/2910] lr: 2.860e-01, eta: 16:15:49, time: 1.240, data_time: 0.028, memory: 9523, top1_acc: 0.7295, top5_acc: 0.9477, loss_cls: 0.8715, loss: 0.8715, grad_norm: 0.9961 2021-04-08 00:21:14,267 - mmaction - INFO - Epoch [9][1780/2910] lr: 2.858e-01, eta: 16:15:20, time: 1.236, data_time: 0.025, memory: 9523, top1_acc: 0.7336, top5_acc: 0.9500, loss_cls: 0.8659, loss: 0.8659, grad_norm: 1.0016 2021-04-08 00:21:38,753 - mmaction - INFO - Epoch [9][1800/2910] lr: 2.857e-01, eta: 16:14:51, time: 1.224, data_time: 0.072, memory: 9523, top1_acc: 0.7221, top5_acc: 0.9447, loss_cls: 0.9044, loss: 0.9044, grad_norm: 1.0199 2021-04-08 00:22:04,638 - mmaction - INFO - Epoch [9][1820/2910] lr: 2.855e-01, eta: 16:14:25, time: 1.295, data_time: 0.072, memory: 9523, top1_acc: 0.7232, top5_acc: 0.9463, loss_cls: 0.9096, loss: 0.9096, grad_norm: 1.0320 2021-04-08 00:22:28,977 - mmaction - INFO - Epoch [9][1840/2910] lr: 2.853e-01, eta: 16:13:55, time: 1.215, data_time: 0.025, memory: 9523, top1_acc: 0.7197, top5_acc: 0.9479, loss_cls: 0.8938, loss: 0.8938, grad_norm: 1.0324 2021-04-08 00:22:53,312 - mmaction - INFO - Epoch [9][1860/2910] lr: 2.852e-01, eta: 16:13:26, time: 1.218, data_time: 0.012, memory: 9523, top1_acc: 0.7287, top5_acc: 0.9496, loss_cls: 0.8845, loss: 0.8845, grad_norm: 1.0188 2021-04-08 00:23:17,353 - mmaction - INFO - Epoch [9][1880/2910] lr: 2.850e-01, eta: 16:12:56, time: 1.201, data_time: 0.059, memory: 9523, top1_acc: 0.7268, top5_acc: 0.9461, loss_cls: 0.8760, loss: 0.8760, grad_norm: 1.0052 2021-04-08 00:23:43,143 - mmaction - INFO - Epoch [9][1900/2910] lr: 2.849e-01, eta: 16:12:29, time: 1.290, data_time: 0.047, memory: 9523, top1_acc: 0.7219, top5_acc: 0.9484, loss_cls: 0.8957, loss: 0.8957, grad_norm: 1.0652 2021-04-08 00:24:06,423 - mmaction - INFO - Epoch [9][1920/2910] lr: 2.847e-01, eta: 16:11:58, time: 1.164, data_time: 0.079, memory: 9523, top1_acc: 0.7270, top5_acc: 0.9537, loss_cls: 0.8898, loss: 0.8898, grad_norm: 1.0077 2021-04-08 00:24:30,740 - mmaction - INFO - Epoch [9][1940/2910] lr: 2.845e-01, eta: 16:11:29, time: 1.215, data_time: 0.025, memory: 9523, top1_acc: 0.7301, top5_acc: 0.9506, loss_cls: 0.8793, loss: 0.8793, grad_norm: 1.0145 2021-04-08 00:24:55,546 - mmaction - INFO - Epoch [9][1960/2910] lr: 2.844e-01, eta: 16:11:01, time: 1.242, data_time: 0.043, memory: 9523, top1_acc: 0.7352, top5_acc: 0.9535, loss_cls: 0.8629, loss: 0.8629, grad_norm: 0.9987 2021-04-08 00:25:19,590 - mmaction - INFO - Epoch [9][1980/2910] lr: 2.842e-01, eta: 16:10:31, time: 1.202, data_time: 0.109, memory: 9523, top1_acc: 0.7365, top5_acc: 0.9514, loss_cls: 0.8598, loss: 0.8598, grad_norm: 1.0243 2021-04-08 00:25:44,084 - mmaction - INFO - Epoch [9][2000/2910] lr: 2.840e-01, eta: 16:10:02, time: 1.223, data_time: 0.112, memory: 9523, top1_acc: 0.7238, top5_acc: 0.9490, loss_cls: 0.8965, loss: 0.8965, grad_norm: 1.0217 2021-04-08 00:26:10,882 - mmaction - INFO - Epoch [9][2020/2910] lr: 2.839e-01, eta: 16:09:37, time: 1.341, data_time: 0.077, memory: 9523, top1_acc: 0.7242, top5_acc: 0.9504, loss_cls: 0.8846, loss: 0.8846, grad_norm: 0.9853 2021-04-08 00:26:34,724 - mmaction - INFO - Epoch [9][2040/2910] lr: 2.837e-01, eta: 16:09:07, time: 1.191, data_time: 0.132, memory: 9523, top1_acc: 0.7119, top5_acc: 0.9449, loss_cls: 0.9299, loss: 0.9299, grad_norm: 1.0430 2021-04-08 00:26:59,043 - mmaction - INFO - Epoch [9][2060/2910] lr: 2.836e-01, eta: 16:08:37, time: 1.218, data_time: 0.077, memory: 9523, top1_acc: 0.7174, top5_acc: 0.9475, loss_cls: 0.9175, loss: 0.9175, grad_norm: 1.0175 2021-04-08 00:27:23,580 - mmaction - INFO - Epoch [9][2080/2910] lr: 2.834e-01, eta: 16:08:08, time: 1.225, data_time: 0.040, memory: 9523, top1_acc: 0.7281, top5_acc: 0.9482, loss_cls: 0.8893, loss: 0.8893, grad_norm: 1.0326 2021-04-08 00:27:47,468 - mmaction - INFO - Epoch [9][2100/2910] lr: 2.832e-01, eta: 16:07:38, time: 1.196, data_time: 0.079, memory: 9523, top1_acc: 0.7402, top5_acc: 0.9547, loss_cls: 0.8474, loss: 0.8474, grad_norm: 0.9897 2021-04-08 00:28:12,578 - mmaction - INFO - Epoch [9][2120/2910] lr: 2.831e-01, eta: 16:07:11, time: 1.256, data_time: 0.045, memory: 9523, top1_acc: 0.7240, top5_acc: 0.9484, loss_cls: 0.9034, loss: 0.9034, grad_norm: 1.0053 2021-04-08 00:28:38,190 - mmaction - INFO - Epoch [9][2140/2910] lr: 2.829e-01, eta: 16:06:43, time: 1.279, data_time: 0.142, memory: 9523, top1_acc: 0.7330, top5_acc: 0.9545, loss_cls: 0.8759, loss: 0.8759, grad_norm: 1.0236 2021-04-08 00:29:01,640 - mmaction - INFO - Epoch [9][2160/2910] lr: 2.827e-01, eta: 16:06:13, time: 1.174, data_time: 0.082, memory: 9523, top1_acc: 0.7344, top5_acc: 0.9537, loss_cls: 0.8590, loss: 0.8590, grad_norm: 0.9967 2021-04-08 00:29:25,914 - mmaction - INFO - Epoch [9][2180/2910] lr: 2.826e-01, eta: 16:05:43, time: 1.213, data_time: 0.039, memory: 9523, top1_acc: 0.7354, top5_acc: 0.9510, loss_cls: 0.8497, loss: 0.8497, grad_norm: 0.9967 2021-04-08 00:29:50,136 - mmaction - INFO - Epoch [9][2200/2910] lr: 2.824e-01, eta: 16:05:14, time: 1.212, data_time: 0.088, memory: 9523, top1_acc: 0.7283, top5_acc: 0.9480, loss_cls: 0.8791, loss: 0.8791, grad_norm: 0.9969 2021-04-08 00:30:14,931 - mmaction - INFO - Epoch [9][2220/2910] lr: 2.822e-01, eta: 16:04:46, time: 1.238, data_time: 0.170, memory: 9523, top1_acc: 0.7365, top5_acc: 0.9535, loss_cls: 0.8558, loss: 0.8558, grad_norm: 1.0074 2021-04-08 00:30:38,414 - mmaction - INFO - Epoch [9][2240/2910] lr: 2.821e-01, eta: 16:04:15, time: 1.174, data_time: 0.067, memory: 9523, top1_acc: 0.7219, top5_acc: 0.9484, loss_cls: 0.9085, loss: 0.9085, grad_norm: 1.0428 2021-04-08 00:31:03,218 - mmaction - INFO - Epoch [9][2260/2910] lr: 2.819e-01, eta: 16:03:47, time: 1.242, data_time: 0.043, memory: 9523, top1_acc: 0.7182, top5_acc: 0.9422, loss_cls: 0.9232, loss: 0.9232, grad_norm: 1.0387 2021-04-08 00:31:28,506 - mmaction - INFO - Epoch [9][2280/2910] lr: 2.817e-01, eta: 16:03:19, time: 1.264, data_time: 0.037, memory: 9523, top1_acc: 0.7223, top5_acc: 0.9527, loss_cls: 0.9009, loss: 0.9009, grad_norm: 1.0326 2021-04-08 00:31:53,558 - mmaction - INFO - Epoch [9][2300/2910] lr: 2.816e-01, eta: 16:02:51, time: 1.251, data_time: 0.002, memory: 9523, top1_acc: 0.7230, top5_acc: 0.9520, loss_cls: 0.8802, loss: 0.8802, grad_norm: 1.0419 2021-04-08 00:32:17,734 - mmaction - INFO - Epoch [9][2320/2910] lr: 2.814e-01, eta: 16:02:22, time: 1.209, data_time: 0.102, memory: 9523, top1_acc: 0.7176, top5_acc: 0.9514, loss_cls: 0.8977, loss: 0.8977, grad_norm: 1.0212 2021-04-08 00:32:41,964 - mmaction - INFO - Epoch [9][2340/2910] lr: 2.813e-01, eta: 16:01:52, time: 1.212, data_time: 0.123, memory: 9523, top1_acc: 0.7266, top5_acc: 0.9479, loss_cls: 0.8787, loss: 0.8787, grad_norm: 0.9996 2021-04-08 00:33:07,734 - mmaction - INFO - Epoch [9][2360/2910] lr: 2.811e-01, eta: 16:01:26, time: 1.289, data_time: 0.088, memory: 9523, top1_acc: 0.7324, top5_acc: 0.9496, loss_cls: 0.8736, loss: 0.8736, grad_norm: 1.0022 2021-04-08 00:33:31,997 - mmaction - INFO - Epoch [9][2380/2910] lr: 2.809e-01, eta: 16:00:56, time: 1.212, data_time: 0.145, memory: 9523, top1_acc: 0.7270, top5_acc: 0.9480, loss_cls: 0.8796, loss: 0.8796, grad_norm: 1.0075 2021-04-08 00:33:55,720 - mmaction - INFO - Epoch [9][2400/2910] lr: 2.808e-01, eta: 16:00:26, time: 1.187, data_time: 0.038, memory: 9523, top1_acc: 0.7441, top5_acc: 0.9590, loss_cls: 0.8199, loss: 0.8199, grad_norm: 0.9712 2021-04-08 00:34:22,415 - mmaction - INFO - Epoch [9][2420/2910] lr: 2.806e-01, eta: 16:00:01, time: 1.334, data_time: 0.058, memory: 9523, top1_acc: 0.7406, top5_acc: 0.9541, loss_cls: 0.8484, loss: 0.8484, grad_norm: 0.9891 2021-04-08 00:34:47,113 - mmaction - INFO - Epoch [9][2440/2910] lr: 2.804e-01, eta: 15:59:33, time: 1.236, data_time: 0.017, memory: 9523, top1_acc: 0.7391, top5_acc: 0.9557, loss_cls: 0.8607, loss: 0.8607, grad_norm: 1.0352 2021-04-08 00:35:11,258 - mmaction - INFO - Epoch [9][2460/2910] lr: 2.803e-01, eta: 15:59:03, time: 1.207, data_time: 0.119, memory: 9523, top1_acc: 0.7121, top5_acc: 0.9426, loss_cls: 0.9529, loss: 0.9529, grad_norm: 1.0889 2021-04-08 00:35:35,957 - mmaction - INFO - Epoch [9][2480/2910] lr: 2.801e-01, eta: 15:58:35, time: 1.235, data_time: 0.091, memory: 9523, top1_acc: 0.7117, top5_acc: 0.9410, loss_cls: 0.9488, loss: 0.9488, grad_norm: 1.0590 2021-04-08 00:36:02,327 - mmaction - INFO - Epoch [9][2500/2910] lr: 2.799e-01, eta: 15:58:09, time: 1.319, data_time: 0.016, memory: 9523, top1_acc: 0.7203, top5_acc: 0.9445, loss_cls: 0.9146, loss: 0.9146, grad_norm: 1.0319 2021-04-08 00:36:26,647 - mmaction - INFO - Epoch [9][2520/2910] lr: 2.798e-01, eta: 15:57:40, time: 1.215, data_time: 0.041, memory: 9523, top1_acc: 0.7279, top5_acc: 0.9547, loss_cls: 0.8701, loss: 0.8701, grad_norm: 0.9966 2021-04-08 00:36:50,750 - mmaction - INFO - Epoch [9][2540/2910] lr: 2.796e-01, eta: 15:57:10, time: 1.205, data_time: 0.069, memory: 9523, top1_acc: 0.7326, top5_acc: 0.9570, loss_cls: 0.8472, loss: 0.8472, grad_norm: 0.9887 2021-04-08 00:37:14,242 - mmaction - INFO - Epoch [9][2560/2910] lr: 2.794e-01, eta: 15:56:40, time: 1.175, data_time: 0.004, memory: 9523, top1_acc: 0.7307, top5_acc: 0.9518, loss_cls: 0.8707, loss: 0.8707, grad_norm: 1.0022 2021-04-08 00:37:39,123 - mmaction - INFO - Epoch [9][2580/2910] lr: 2.793e-01, eta: 15:56:12, time: 1.244, data_time: 0.023, memory: 9523, top1_acc: 0.7348, top5_acc: 0.9486, loss_cls: 0.8690, loss: 0.8690, grad_norm: 0.9717 2021-04-08 00:38:03,538 - mmaction - INFO - Epoch [9][2600/2910] lr: 2.791e-01, eta: 15:55:43, time: 1.221, data_time: 0.146, memory: 9523, top1_acc: 0.7416, top5_acc: 0.9518, loss_cls: 0.8374, loss: 0.8374, grad_norm: 0.9953 2021-04-08 00:38:28,588 - mmaction - INFO - Epoch [9][2620/2910] lr: 2.789e-01, eta: 15:55:15, time: 1.252, data_time: 0.164, memory: 9523, top1_acc: 0.7213, top5_acc: 0.9486, loss_cls: 0.9019, loss: 0.9019, grad_norm: 1.0505 2021-04-08 00:38:53,472 - mmaction - INFO - Epoch [9][2640/2910] lr: 2.788e-01, eta: 15:54:47, time: 1.244, data_time: 0.151, memory: 9523, top1_acc: 0.7303, top5_acc: 0.9494, loss_cls: 0.8805, loss: 0.8805, grad_norm: 1.0163 2021-04-08 00:39:18,348 - mmaction - INFO - Epoch [9][2660/2910] lr: 2.786e-01, eta: 15:54:19, time: 1.244, data_time: 0.073, memory: 9523, top1_acc: 0.7150, top5_acc: 0.9467, loss_cls: 0.9209, loss: 0.9209, grad_norm: 1.0419 2021-04-08 00:39:42,723 - mmaction - INFO - Epoch [9][2680/2910] lr: 2.785e-01, eta: 15:53:50, time: 1.219, data_time: 0.162, memory: 9523, top1_acc: 0.7271, top5_acc: 0.9492, loss_cls: 0.8707, loss: 0.8707, grad_norm: 1.0067 2021-04-08 00:40:07,718 - mmaction - INFO - Epoch [9][2700/2910] lr: 2.783e-01, eta: 15:53:22, time: 1.248, data_time: 0.010, memory: 9523, top1_acc: 0.7291, top5_acc: 0.9422, loss_cls: 0.9070, loss: 0.9070, grad_norm: 0.9984 2021-04-08 00:40:30,862 - mmaction - INFO - Epoch [9][2720/2910] lr: 2.781e-01, eta: 15:52:51, time: 1.158, data_time: 0.138, memory: 9523, top1_acc: 0.7344, top5_acc: 0.9490, loss_cls: 0.8606, loss: 0.8606, grad_norm: 1.0003 2021-04-08 00:40:56,046 - mmaction - INFO - Epoch [9][2740/2910] lr: 2.780e-01, eta: 15:52:23, time: 1.259, data_time: 0.052, memory: 9523, top1_acc: 0.7244, top5_acc: 0.9469, loss_cls: 0.8975, loss: 0.8975, grad_norm: 1.0121 2021-04-08 00:41:20,772 - mmaction - INFO - Epoch [9][2760/2910] lr: 2.778e-01, eta: 15:51:55, time: 1.236, data_time: 0.056, memory: 9523, top1_acc: 0.7193, top5_acc: 0.9514, loss_cls: 0.8988, loss: 0.8988, grad_norm: 1.0419 2021-04-08 00:41:44,893 - mmaction - INFO - Epoch [9][2780/2910] lr: 2.776e-01, eta: 15:51:25, time: 1.204, data_time: 0.053, memory: 9523, top1_acc: 0.7246, top5_acc: 0.9498, loss_cls: 0.8887, loss: 0.8887, grad_norm: 1.0367 2021-04-08 00:42:10,781 - mmaction - INFO - Epoch [9][2800/2910] lr: 2.775e-01, eta: 15:50:59, time: 1.297, data_time: 0.250, memory: 9523, top1_acc: 0.7406, top5_acc: 0.9480, loss_cls: 0.8523, loss: 0.8523, grad_norm: 0.9895 2021-04-08 00:42:35,697 - mmaction - INFO - Epoch [9][2820/2910] lr: 2.773e-01, eta: 15:50:31, time: 1.246, data_time: 0.033, memory: 9523, top1_acc: 0.7240, top5_acc: 0.9506, loss_cls: 0.8834, loss: 0.8834, grad_norm: 1.0260 2021-04-08 00:42:59,832 - mmaction - INFO - Epoch [9][2840/2910] lr: 2.771e-01, eta: 15:50:02, time: 1.206, data_time: 0.160, memory: 9523, top1_acc: 0.7357, top5_acc: 0.9523, loss_cls: 0.8771, loss: 0.8771, grad_norm: 1.0225 2021-04-08 00:43:24,334 - mmaction - INFO - Epoch [9][2860/2910] lr: 2.770e-01, eta: 15:49:33, time: 1.226, data_time: 0.012, memory: 9523, top1_acc: 0.7268, top5_acc: 0.9459, loss_cls: 0.9035, loss: 0.9035, grad_norm: 1.0412 2021-04-08 00:43:49,718 - mmaction - INFO - Epoch [9][2880/2910] lr: 2.768e-01, eta: 15:49:06, time: 1.269, data_time: 0.133, memory: 9523, top1_acc: 0.7203, top5_acc: 0.9490, loss_cls: 0.8981, loss: 0.8981, grad_norm: 1.0169 2021-04-08 00:44:12,813 - mmaction - INFO - Epoch [9][2900/2910] lr: 2.766e-01, eta: 15:48:35, time: 1.155, data_time: 0.070, memory: 9523, top1_acc: 0.7213, top5_acc: 0.9461, loss_cls: 0.8828, loss: 0.8828, grad_norm: 1.0450 2021-04-08 00:44:27,864 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-04-08 00:52:19,368 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-08 00:52:20,033 - mmaction - INFO - top1_acc 0.6048 top5_acc 0.8830 2021-04-08 00:52:20,033 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-08 00:52:20,143 - mmaction - INFO - mean_acc 0.6222 2021-04-08 00:52:20,161 - mmaction - INFO - Epoch(val) [9][2910] top1_acc: 0.6048, top5_acc: 0.8830, mean_class_accuracy: 0.6222 2021-04-08 00:56:12,563 - mmaction - INFO - Epoch [10][20/2910] lr: 2.764e-01, eta: 15:53:17, time: 11.617, data_time: 10.557, memory: 9523, top1_acc: 0.7260, top5_acc: 0.9488, loss_cls: 0.9017, loss: 0.9017, grad_norm: 1.0608 2021-04-08 00:56:38,954 - mmaction - INFO - Epoch [10][40/2910] lr: 2.762e-01, eta: 15:52:51, time: 1.320, data_time: 0.096, memory: 9523, top1_acc: 0.7332, top5_acc: 0.9506, loss_cls: 0.8564, loss: 0.8564, grad_norm: 1.0020 2021-04-08 00:57:03,151 - mmaction - INFO - Epoch [10][60/2910] lr: 2.760e-01, eta: 15:52:22, time: 1.210, data_time: 0.018, memory: 9523, top1_acc: 0.7432, top5_acc: 0.9490, loss_cls: 0.8565, loss: 0.8565, grad_norm: 1.0002 2021-04-08 00:57:27,345 - mmaction - INFO - Epoch [10][80/2910] lr: 2.759e-01, eta: 15:51:52, time: 1.210, data_time: 0.002, memory: 9523, top1_acc: 0.7240, top5_acc: 0.9506, loss_cls: 0.8871, loss: 0.8871, grad_norm: 1.0461 2021-04-08 00:57:52,097 - mmaction - INFO - Epoch [10][100/2910] lr: 2.757e-01, eta: 15:51:24, time: 1.237, data_time: 0.123, memory: 9523, top1_acc: 0.7246, top5_acc: 0.9521, loss_cls: 0.8799, loss: 0.8799, grad_norm: 1.0248 2021-04-08 00:58:17,421 - mmaction - INFO - Epoch [10][120/2910] lr: 2.755e-01, eta: 15:50:56, time: 1.267, data_time: 0.134, memory: 9523, top1_acc: 0.7543, top5_acc: 0.9533, loss_cls: 0.8269, loss: 0.8269, grad_norm: 0.9648 2021-04-08 00:58:42,521 - mmaction - INFO - Epoch [10][140/2910] lr: 2.754e-01, eta: 15:50:28, time: 1.254, data_time: 0.096, memory: 9523, top1_acc: 0.7189, top5_acc: 0.9465, loss_cls: 0.8997, loss: 0.8997, grad_norm: 1.0402 2021-04-08 00:59:06,462 - mmaction - INFO - Epoch [10][160/2910] lr: 2.752e-01, eta: 15:49:58, time: 1.199, data_time: 0.078, memory: 9523, top1_acc: 0.7332, top5_acc: 0.9504, loss_cls: 0.8765, loss: 0.8765, grad_norm: 1.0575 2021-04-08 00:59:30,557 - mmaction - INFO - Epoch [10][180/2910] lr: 2.750e-01, eta: 15:49:28, time: 1.203, data_time: 0.083, memory: 9523, top1_acc: 0.7098, top5_acc: 0.9463, loss_cls: 0.9201, loss: 0.9201, grad_norm: 1.0411 2021-04-08 00:59:56,194 - mmaction - INFO - Epoch [10][200/2910] lr: 2.749e-01, eta: 15:49:01, time: 1.281, data_time: 0.065, memory: 9523, top1_acc: 0.7281, top5_acc: 0.9520, loss_cls: 0.8745, loss: 0.8745, grad_norm: 1.0050 2021-04-08 01:00:20,652 - mmaction - INFO - Epoch [10][220/2910] lr: 2.747e-01, eta: 15:48:32, time: 1.223, data_time: 0.037, memory: 9523, top1_acc: 0.7219, top5_acc: 0.9475, loss_cls: 0.9017, loss: 0.9017, grad_norm: 1.0070 2021-04-08 01:00:45,357 - mmaction - INFO - Epoch [10][240/2910] lr: 2.745e-01, eta: 15:48:03, time: 1.237, data_time: 0.054, memory: 9523, top1_acc: 0.7262, top5_acc: 0.9486, loss_cls: 0.8855, loss: 0.8855, grad_norm: 1.0060 2021-04-08 01:01:10,047 - mmaction - INFO - Epoch [10][260/2910] lr: 2.744e-01, eta: 15:47:35, time: 1.234, data_time: 0.079, memory: 9523, top1_acc: 0.7324, top5_acc: 0.9496, loss_cls: 0.8555, loss: 0.8555, grad_norm: 0.9780 2021-04-08 01:01:36,134 - mmaction - INFO - Epoch [10][280/2910] lr: 2.742e-01, eta: 15:47:08, time: 1.303, data_time: 0.034, memory: 9523, top1_acc: 0.7404, top5_acc: 0.9512, loss_cls: 0.8556, loss: 0.8556, grad_norm: 0.9932 2021-04-08 01:01:59,591 - mmaction - INFO - Epoch [10][300/2910] lr: 2.740e-01, eta: 15:46:37, time: 1.174, data_time: 0.043, memory: 9523, top1_acc: 0.7422, top5_acc: 0.9549, loss_cls: 0.8552, loss: 0.8552, grad_norm: 1.0101 2021-04-08 01:02:24,991 - mmaction - INFO - Epoch [10][320/2910] lr: 2.739e-01, eta: 15:46:10, time: 1.269, data_time: 0.131, memory: 9523, top1_acc: 0.7465, top5_acc: 0.9537, loss_cls: 0.8347, loss: 0.8347, grad_norm: 0.9750 2021-04-08 01:02:49,723 - mmaction - INFO - Epoch [10][340/2910] lr: 2.737e-01, eta: 15:45:41, time: 1.237, data_time: 0.060, memory: 9523, top1_acc: 0.7344, top5_acc: 0.9563, loss_cls: 0.8442, loss: 0.8442, grad_norm: 1.0316 2021-04-08 01:03:14,313 - mmaction - INFO - Epoch [10][360/2910] lr: 2.735e-01, eta: 15:45:13, time: 1.230, data_time: 0.010, memory: 9523, top1_acc: 0.7291, top5_acc: 0.9543, loss_cls: 0.8635, loss: 0.8635, grad_norm: 1.0265 2021-04-08 01:03:37,904 - mmaction - INFO - Epoch [10][380/2910] lr: 2.734e-01, eta: 15:44:42, time: 1.180, data_time: 0.006, memory: 9523, top1_acc: 0.7324, top5_acc: 0.9518, loss_cls: 0.8616, loss: 0.8616, grad_norm: 1.0286 2021-04-08 01:04:02,342 - mmaction - INFO - Epoch [10][400/2910] lr: 2.732e-01, eta: 15:44:13, time: 1.219, data_time: 0.187, memory: 9523, top1_acc: 0.7338, top5_acc: 0.9521, loss_cls: 0.8642, loss: 0.8642, grad_norm: 1.0498 2021-04-08 01:04:27,182 - mmaction - INFO - Epoch [10][420/2910] lr: 2.730e-01, eta: 15:43:45, time: 1.243, data_time: 0.133, memory: 9523, top1_acc: 0.7371, top5_acc: 0.9512, loss_cls: 0.8573, loss: 0.8573, grad_norm: 0.9889 2021-04-08 01:04:51,475 - mmaction - INFO - Epoch [10][440/2910] lr: 2.729e-01, eta: 15:43:15, time: 1.216, data_time: 0.003, memory: 9523, top1_acc: 0.7328, top5_acc: 0.9523, loss_cls: 0.8563, loss: 0.8563, grad_norm: 1.0199 2021-04-08 01:05:15,563 - mmaction - INFO - Epoch [10][460/2910] lr: 2.727e-01, eta: 15:42:46, time: 1.205, data_time: 0.142, memory: 9523, top1_acc: 0.7281, top5_acc: 0.9543, loss_cls: 0.8794, loss: 0.8794, grad_norm: 1.0414 2021-04-08 01:05:41,187 - mmaction - INFO - Epoch [10][480/2910] lr: 2.725e-01, eta: 15:42:19, time: 1.281, data_time: 0.040, memory: 9523, top1_acc: 0.7422, top5_acc: 0.9545, loss_cls: 0.8356, loss: 0.8356, grad_norm: 1.0006 2021-04-08 01:06:06,675 - mmaction - INFO - Epoch [10][500/2910] lr: 2.724e-01, eta: 15:41:51, time: 1.273, data_time: 0.018, memory: 9523, top1_acc: 0.7420, top5_acc: 0.9557, loss_cls: 0.8380, loss: 0.8380, grad_norm: 1.0397 2021-04-08 01:06:29,814 - mmaction - INFO - Epoch [10][520/2910] lr: 2.722e-01, eta: 15:41:20, time: 1.159, data_time: 0.185, memory: 9523, top1_acc: 0.7355, top5_acc: 0.9568, loss_cls: 0.8578, loss: 0.8578, grad_norm: 1.0290 2021-04-08 01:06:55,158 - mmaction - INFO - Epoch [10][540/2910] lr: 2.720e-01, eta: 15:40:52, time: 1.265, data_time: 0.021, memory: 9523, top1_acc: 0.7160, top5_acc: 0.9480, loss_cls: 0.9089, loss: 0.9089, grad_norm: 1.0662 2021-04-08 01:07:19,648 - mmaction - INFO - Epoch [10][560/2910] lr: 2.719e-01, eta: 15:40:24, time: 1.225, data_time: 0.072, memory: 9523, top1_acc: 0.7248, top5_acc: 0.9529, loss_cls: 0.8850, loss: 0.8850, grad_norm: 1.0201 2021-04-08 01:07:44,012 - mmaction - INFO - Epoch [10][580/2910] lr: 2.717e-01, eta: 15:39:54, time: 1.219, data_time: 0.157, memory: 9523, top1_acc: 0.7273, top5_acc: 0.9512, loss_cls: 0.8691, loss: 0.8691, grad_norm: 1.0185 2021-04-08 01:08:08,978 - mmaction - INFO - Epoch [10][600/2910] lr: 2.715e-01, eta: 15:39:26, time: 1.246, data_time: 0.086, memory: 9523, top1_acc: 0.7301, top5_acc: 0.9551, loss_cls: 0.8535, loss: 0.8535, grad_norm: 1.0380 2021-04-08 01:08:33,056 - mmaction - INFO - Epoch [10][620/2910] lr: 2.714e-01, eta: 15:38:57, time: 1.206, data_time: 0.165, memory: 9523, top1_acc: 0.7318, top5_acc: 0.9475, loss_cls: 0.8713, loss: 0.8713, grad_norm: 1.0204 2021-04-08 01:08:57,705 - mmaction - INFO - Epoch [10][640/2910] lr: 2.712e-01, eta: 15:38:28, time: 1.233, data_time: 0.119, memory: 9523, top1_acc: 0.7365, top5_acc: 0.9496, loss_cls: 0.8674, loss: 0.8674, grad_norm: 0.9842 2021-04-08 01:09:21,073 - mmaction - INFO - Epoch [10][660/2910] lr: 2.710e-01, eta: 15:37:57, time: 1.168, data_time: 0.019, memory: 9523, top1_acc: 0.7391, top5_acc: 0.9533, loss_cls: 0.8472, loss: 0.8472, grad_norm: 1.0094 2021-04-08 01:09:46,449 - mmaction - INFO - Epoch [10][680/2910] lr: 2.709e-01, eta: 15:37:30, time: 1.267, data_time: 0.007, memory: 9523, top1_acc: 0.7459, top5_acc: 0.9570, loss_cls: 0.8488, loss: 0.8488, grad_norm: 1.0324 2021-04-08 01:10:11,965 - mmaction - INFO - Epoch [10][700/2910] lr: 2.707e-01, eta: 15:37:03, time: 1.277, data_time: 0.114, memory: 9523, top1_acc: 0.7270, top5_acc: 0.9514, loss_cls: 0.8736, loss: 0.8736, grad_norm: 1.0394 2021-04-08 01:10:37,414 - mmaction - INFO - Epoch [10][720/2910] lr: 2.705e-01, eta: 15:36:35, time: 1.271, data_time: 0.029, memory: 9523, top1_acc: 0.7324, top5_acc: 0.9547, loss_cls: 0.8627, loss: 0.8627, grad_norm: 1.0055 2021-04-08 01:11:01,708 - mmaction - INFO - Epoch [10][740/2910] lr: 2.704e-01, eta: 15:36:06, time: 1.217, data_time: 0.116, memory: 9523, top1_acc: 0.7377, top5_acc: 0.9508, loss_cls: 0.8584, loss: 0.8584, grad_norm: 1.0178 2021-04-08 01:11:26,137 - mmaction - INFO - Epoch [10][760/2910] lr: 2.702e-01, eta: 15:35:37, time: 1.222, data_time: 0.161, memory: 9523, top1_acc: 0.7455, top5_acc: 0.9551, loss_cls: 0.8211, loss: 0.8211, grad_norm: 1.0088 2021-04-08 01:11:51,091 - mmaction - INFO - Epoch [10][780/2910] lr: 2.700e-01, eta: 15:35:09, time: 1.248, data_time: 0.158, memory: 9523, top1_acc: 0.7400, top5_acc: 0.9500, loss_cls: 0.8667, loss: 0.8667, grad_norm: 1.0486 2021-04-08 01:12:15,997 - mmaction - INFO - Epoch [10][800/2910] lr: 2.698e-01, eta: 15:34:41, time: 1.245, data_time: 0.037, memory: 9523, top1_acc: 0.7410, top5_acc: 0.9531, loss_cls: 0.8440, loss: 0.8440, grad_norm: 1.0409 2021-04-08 01:12:41,038 - mmaction - INFO - Epoch [10][820/2910] lr: 2.697e-01, eta: 15:34:13, time: 1.250, data_time: 0.030, memory: 9523, top1_acc: 0.7338, top5_acc: 0.9523, loss_cls: 0.8695, loss: 0.8695, grad_norm: 1.0316 2021-04-08 01:13:05,080 - mmaction - INFO - Epoch [10][840/2910] lr: 2.695e-01, eta: 15:33:43, time: 1.204, data_time: 0.003, memory: 9523, top1_acc: 0.7348, top5_acc: 0.9506, loss_cls: 0.8684, loss: 0.8684, grad_norm: 1.0524 2021-04-08 01:13:30,415 - mmaction - INFO - Epoch [10][860/2910] lr: 2.693e-01, eta: 15:33:16, time: 1.267, data_time: 0.024, memory: 9523, top1_acc: 0.7281, top5_acc: 0.9557, loss_cls: 0.8735, loss: 0.8735, grad_norm: 1.0250 2021-04-08 01:13:55,043 - mmaction - INFO - Epoch [10][880/2910] lr: 2.692e-01, eta: 15:32:47, time: 1.232, data_time: 0.048, memory: 9523, top1_acc: 0.7365, top5_acc: 0.9512, loss_cls: 0.8517, loss: 0.8517, grad_norm: 1.0287 2021-04-08 01:14:18,584 - mmaction - INFO - Epoch [10][900/2910] lr: 2.690e-01, eta: 15:32:17, time: 1.176, data_time: 0.001, memory: 9523, top1_acc: 0.7467, top5_acc: 0.9555, loss_cls: 0.8247, loss: 0.8247, grad_norm: 1.0000 2021-04-08 01:14:43,945 - mmaction - INFO - Epoch [10][920/2910] lr: 2.688e-01, eta: 15:31:49, time: 1.269, data_time: 0.069, memory: 9523, top1_acc: 0.7428, top5_acc: 0.9574, loss_cls: 0.8365, loss: 0.8365, grad_norm: 1.0377 2021-04-08 01:15:08,587 - mmaction - INFO - Epoch [10][940/2910] lr: 2.687e-01, eta: 15:31:21, time: 1.231, data_time: 0.028, memory: 9523, top1_acc: 0.7293, top5_acc: 0.9512, loss_cls: 0.8692, loss: 0.8692, grad_norm: 1.0300 2021-04-08 01:15:33,962 - mmaction - INFO - Epoch [10][960/2910] lr: 2.685e-01, eta: 15:30:53, time: 1.269, data_time: 0.020, memory: 9523, top1_acc: 0.7303, top5_acc: 0.9520, loss_cls: 0.8826, loss: 0.8826, grad_norm: 1.0384 2021-04-08 01:15:58,599 - mmaction - INFO - Epoch [10][980/2910] lr: 2.683e-01, eta: 15:30:25, time: 1.233, data_time: 0.065, memory: 9523, top1_acc: 0.7271, top5_acc: 0.9496, loss_cls: 0.8779, loss: 0.8779, grad_norm: 1.0533 2021-04-08 01:16:22,386 - mmaction - INFO - Epoch [10][1000/2910] lr: 2.682e-01, eta: 15:29:55, time: 1.189, data_time: 0.046, memory: 9523, top1_acc: 0.7346, top5_acc: 0.9514, loss_cls: 0.8646, loss: 0.8646, grad_norm: 1.0215 2021-04-08 01:16:48,443 - mmaction - INFO - Epoch [10][1020/2910] lr: 2.680e-01, eta: 15:29:29, time: 1.303, data_time: 0.129, memory: 9523, top1_acc: 0.7330, top5_acc: 0.9521, loss_cls: 0.8602, loss: 0.8602, grad_norm: 1.0236 2021-04-08 01:17:11,646 - mmaction - INFO - Epoch [10][1040/2910] lr: 2.678e-01, eta: 15:28:58, time: 1.160, data_time: 0.011, memory: 9523, top1_acc: 0.7307, top5_acc: 0.9545, loss_cls: 0.8665, loss: 0.8665, grad_norm: 1.0389 2021-04-08 01:17:36,911 - mmaction - INFO - Epoch [10][1060/2910] lr: 2.677e-01, eta: 15:28:30, time: 1.263, data_time: 0.110, memory: 9523, top1_acc: 0.7328, top5_acc: 0.9547, loss_cls: 0.8709, loss: 0.8709, grad_norm: 1.0521 2021-04-08 01:18:02,239 - mmaction - INFO - Epoch [10][1080/2910] lr: 2.675e-01, eta: 15:28:03, time: 1.266, data_time: 0.190, memory: 9523, top1_acc: 0.7332, top5_acc: 0.9510, loss_cls: 0.8638, loss: 0.8638, grad_norm: 1.0231 2021-04-08 01:18:25,657 - mmaction - INFO - Epoch [10][1100/2910] lr: 2.673e-01, eta: 15:27:32, time: 1.170, data_time: 0.013, memory: 9523, top1_acc: 0.7287, top5_acc: 0.9490, loss_cls: 0.8721, loss: 0.8721, grad_norm: 1.0142 2021-04-08 01:18:50,063 - mmaction - INFO - Epoch [10][1120/2910] lr: 2.671e-01, eta: 15:27:04, time: 1.221, data_time: 0.110, memory: 9523, top1_acc: 0.7334, top5_acc: 0.9488, loss_cls: 0.8739, loss: 0.8739, grad_norm: 1.0472 2021-04-08 01:19:15,044 - mmaction - INFO - Epoch [10][1140/2910] lr: 2.670e-01, eta: 15:26:36, time: 1.249, data_time: 0.020, memory: 9523, top1_acc: 0.7305, top5_acc: 0.9498, loss_cls: 0.8692, loss: 0.8692, grad_norm: 1.0593 2021-04-08 01:19:40,190 - mmaction - INFO - Epoch [10][1160/2910] lr: 2.668e-01, eta: 15:26:08, time: 1.258, data_time: 0.010, memory: 9523, top1_acc: 0.7273, top5_acc: 0.9484, loss_cls: 0.8847, loss: 0.8847, grad_norm: 1.0552 2021-04-08 01:20:03,748 - mmaction - INFO - Epoch [10][1180/2910] lr: 2.666e-01, eta: 15:25:38, time: 1.178, data_time: 0.113, memory: 9523, top1_acc: 0.7422, top5_acc: 0.9525, loss_cls: 0.8492, loss: 0.8492, grad_norm: 1.0135 2021-04-08 01:20:27,878 - mmaction - INFO - Epoch [10][1200/2910] lr: 2.665e-01, eta: 15:25:08, time: 1.204, data_time: 0.001, memory: 9523, top1_acc: 0.7311, top5_acc: 0.9527, loss_cls: 0.8617, loss: 0.8617, grad_norm: 1.0412 2021-04-08 01:20:52,581 - mmaction - INFO - Epoch [10][1220/2910] lr: 2.663e-01, eta: 15:24:40, time: 1.238, data_time: 0.100, memory: 9523, top1_acc: 0.7350, top5_acc: 0.9490, loss_cls: 0.8688, loss: 0.8688, grad_norm: 0.9971 2021-04-08 01:21:17,155 - mmaction - INFO - Epoch [10][1240/2910] lr: 2.661e-01, eta: 15:24:11, time: 1.229, data_time: 0.135, memory: 9523, top1_acc: 0.7383, top5_acc: 0.9539, loss_cls: 0.8585, loss: 0.8585, grad_norm: 1.0332 2021-04-08 01:21:41,504 - mmaction - INFO - Epoch [10][1260/2910] lr: 2.660e-01, eta: 15:23:42, time: 1.216, data_time: 0.037, memory: 9523, top1_acc: 0.7469, top5_acc: 0.9566, loss_cls: 0.8202, loss: 0.8202, grad_norm: 1.0170 2021-04-08 01:22:06,248 - mmaction - INFO - Epoch [10][1280/2910] lr: 2.658e-01, eta: 15:23:14, time: 1.237, data_time: 0.035, memory: 9523, top1_acc: 0.7451, top5_acc: 0.9533, loss_cls: 0.8325, loss: 0.8325, grad_norm: 1.0209 2021-04-08 01:22:30,609 - mmaction - INFO - Epoch [10][1300/2910] lr: 2.656e-01, eta: 15:22:45, time: 1.220, data_time: 0.147, memory: 9523, top1_acc: 0.7410, top5_acc: 0.9543, loss_cls: 0.8500, loss: 0.8500, grad_norm: 0.9972 2021-04-08 01:22:55,399 - mmaction - INFO - Epoch [10][1320/2910] lr: 2.654e-01, eta: 15:22:17, time: 1.239, data_time: 0.092, memory: 9523, top1_acc: 0.7279, top5_acc: 0.9555, loss_cls: 0.8577, loss: 0.8577, grad_norm: 1.0592 2021-04-08 01:23:20,458 - mmaction - INFO - Epoch [10][1340/2910] lr: 2.653e-01, eta: 15:21:49, time: 1.253, data_time: 0.058, memory: 9523, top1_acc: 0.7318, top5_acc: 0.9553, loss_cls: 0.8609, loss: 0.8609, grad_norm: 1.0522 2021-04-08 01:23:44,924 - mmaction - INFO - Epoch [10][1360/2910] lr: 2.651e-01, eta: 15:21:20, time: 1.224, data_time: 0.296, memory: 9523, top1_acc: 0.7244, top5_acc: 0.9475, loss_cls: 0.8874, loss: 0.8874, grad_norm: 1.0493 2021-04-08 01:24:08,653 - mmaction - INFO - Epoch [10][1380/2910] lr: 2.649e-01, eta: 15:20:51, time: 1.186, data_time: 0.088, memory: 9523, top1_acc: 0.7359, top5_acc: 0.9516, loss_cls: 0.8466, loss: 0.8466, grad_norm: 1.0108 2021-04-08 01:24:34,401 - mmaction - INFO - Epoch [10][1400/2910] lr: 2.648e-01, eta: 15:20:24, time: 1.289, data_time: 0.103, memory: 9523, top1_acc: 0.7383, top5_acc: 0.9551, loss_cls: 0.8452, loss: 0.8452, grad_norm: 1.0400 2021-04-08 01:24:59,236 - mmaction - INFO - Epoch [10][1420/2910] lr: 2.646e-01, eta: 15:19:56, time: 1.241, data_time: 0.040, memory: 9523, top1_acc: 0.7303, top5_acc: 0.9535, loss_cls: 0.8844, loss: 0.8844, grad_norm: 1.0636 2021-04-08 01:25:23,232 - mmaction - INFO - Epoch [10][1440/2910] lr: 2.644e-01, eta: 15:19:26, time: 1.198, data_time: 0.179, memory: 9523, top1_acc: 0.7295, top5_acc: 0.9520, loss_cls: 0.8835, loss: 0.8835, grad_norm: 1.0376 2021-04-08 01:25:48,574 - mmaction - INFO - Epoch [10][1460/2910] lr: 2.643e-01, eta: 15:18:59, time: 1.269, data_time: 0.005, memory: 9523, top1_acc: 0.7223, top5_acc: 0.9551, loss_cls: 0.8852, loss: 0.8852, grad_norm: 1.0564 2021-04-08 01:26:13,530 - mmaction - INFO - Epoch [10][1480/2910] lr: 2.641e-01, eta: 15:18:31, time: 1.248, data_time: 0.001, memory: 9523, top1_acc: 0.7383, top5_acc: 0.9576, loss_cls: 0.8395, loss: 0.8395, grad_norm: 1.0232 2021-04-08 01:26:38,013 - mmaction - INFO - Epoch [10][1500/2910] lr: 2.639e-01, eta: 15:18:02, time: 1.223, data_time: 0.111, memory: 9523, top1_acc: 0.7443, top5_acc: 0.9512, loss_cls: 0.8642, loss: 0.8642, grad_norm: 1.0370 2021-04-08 01:27:02,332 - mmaction - INFO - Epoch [10][1520/2910] lr: 2.637e-01, eta: 15:17:33, time: 1.217, data_time: 0.205, memory: 9523, top1_acc: 0.7357, top5_acc: 0.9502, loss_cls: 0.8557, loss: 0.8557, grad_norm: 1.0273 2021-04-08 01:27:26,965 - mmaction - INFO - Epoch [10][1540/2910] lr: 2.636e-01, eta: 15:17:05, time: 1.232, data_time: 0.127, memory: 9523, top1_acc: 0.7465, top5_acc: 0.9516, loss_cls: 0.8436, loss: 0.8436, grad_norm: 0.9842 2021-04-08 01:27:51,366 - mmaction - INFO - Epoch [10][1560/2910] lr: 2.634e-01, eta: 15:16:36, time: 1.219, data_time: 0.049, memory: 9523, top1_acc: 0.7596, top5_acc: 0.9604, loss_cls: 0.7791, loss: 0.7791, grad_norm: 0.9812 2021-04-08 01:28:14,924 - mmaction - INFO - Epoch [10][1580/2910] lr: 2.632e-01, eta: 15:16:06, time: 1.179, data_time: 0.120, memory: 9523, top1_acc: 0.7312, top5_acc: 0.9547, loss_cls: 0.8571, loss: 0.8571, grad_norm: 1.0486 2021-04-08 01:28:39,638 - mmaction - INFO - Epoch [10][1600/2910] lr: 2.631e-01, eta: 15:15:38, time: 1.234, data_time: 0.090, memory: 9523, top1_acc: 0.7436, top5_acc: 0.9563, loss_cls: 0.8261, loss: 0.8261, grad_norm: 1.0014 2021-04-08 01:29:04,347 - mmaction - INFO - Epoch [10][1620/2910] lr: 2.629e-01, eta: 15:15:10, time: 1.237, data_time: 0.080, memory: 9523, top1_acc: 0.7441, top5_acc: 0.9537, loss_cls: 0.8407, loss: 0.8407, grad_norm: 0.9998 2021-04-08 01:29:27,796 - mmaction - INFO - Epoch [10][1640/2910] lr: 2.627e-01, eta: 15:14:40, time: 1.172, data_time: 0.083, memory: 9523, top1_acc: 0.7527, top5_acc: 0.9568, loss_cls: 0.8068, loss: 0.8068, grad_norm: 1.0019 2021-04-08 01:29:53,871 - mmaction - INFO - Epoch [10][1660/2910] lr: 2.625e-01, eta: 15:14:13, time: 1.303, data_time: 0.244, memory: 9523, top1_acc: 0.7350, top5_acc: 0.9480, loss_cls: 0.8596, loss: 0.8596, grad_norm: 1.0683 2021-04-08 01:30:19,165 - mmaction - INFO - Epoch [10][1680/2910] lr: 2.624e-01, eta: 15:13:46, time: 1.265, data_time: 0.054, memory: 9523, top1_acc: 0.7340, top5_acc: 0.9484, loss_cls: 0.8596, loss: 0.8596, grad_norm: 1.0245 2021-04-08 01:30:43,970 - mmaction - INFO - Epoch [10][1700/2910] lr: 2.622e-01, eta: 15:13:18, time: 1.238, data_time: 0.009, memory: 9523, top1_acc: 0.7328, top5_acc: 0.9574, loss_cls: 0.8444, loss: 0.8444, grad_norm: 1.0575 2021-04-08 01:31:09,127 - mmaction - INFO - Epoch [10][1720/2910] lr: 2.620e-01, eta: 15:12:50, time: 1.260, data_time: 0.004, memory: 9523, top1_acc: 0.7439, top5_acc: 0.9566, loss_cls: 0.8449, loss: 0.8449, grad_norm: 1.0514 2021-04-08 01:31:33,775 - mmaction - INFO - Epoch [10][1740/2910] lr: 2.619e-01, eta: 15:12:22, time: 1.232, data_time: 0.117, memory: 9523, top1_acc: 0.7344, top5_acc: 0.9514, loss_cls: 0.8690, loss: 0.8690, grad_norm: 1.0642 2021-04-08 01:31:58,479 - mmaction - INFO - Epoch [10][1760/2910] lr: 2.617e-01, eta: 15:11:54, time: 1.235, data_time: 0.033, memory: 9523, top1_acc: 0.7254, top5_acc: 0.9553, loss_cls: 0.8768, loss: 0.8768, grad_norm: 1.0614 2021-04-08 01:32:22,782 - mmaction - INFO - Epoch [10][1780/2910] lr: 2.615e-01, eta: 15:11:25, time: 1.216, data_time: 0.004, memory: 9523, top1_acc: 0.7367, top5_acc: 0.9516, loss_cls: 0.8479, loss: 0.8479, grad_norm: 1.0230 2021-04-08 01:32:48,235 - mmaction - INFO - Epoch [10][1800/2910] lr: 2.613e-01, eta: 15:10:58, time: 1.272, data_time: 0.007, memory: 9523, top1_acc: 0.7332, top5_acc: 0.9494, loss_cls: 0.8889, loss: 0.8889, grad_norm: 1.0730 2021-04-08 01:33:12,145 - mmaction - INFO - Epoch [10][1820/2910] lr: 2.612e-01, eta: 15:10:28, time: 1.196, data_time: 0.055, memory: 9523, top1_acc: 0.7459, top5_acc: 0.9555, loss_cls: 0.8257, loss: 0.8257, grad_norm: 0.9987 2021-04-08 01:33:38,347 - mmaction - INFO - Epoch [10][1840/2910] lr: 2.610e-01, eta: 15:10:02, time: 1.310, data_time: 0.119, memory: 9523, top1_acc: 0.7361, top5_acc: 0.9584, loss_cls: 0.8356, loss: 0.8356, grad_norm: 1.0236 2021-04-08 01:34:01,438 - mmaction - INFO - Epoch [10][1860/2910] lr: 2.608e-01, eta: 15:09:32, time: 1.153, data_time: 0.020, memory: 9523, top1_acc: 0.7344, top5_acc: 0.9506, loss_cls: 0.8669, loss: 0.8669, grad_norm: 1.0657 2021-04-08 01:34:26,025 - mmaction - INFO - Epoch [10][1880/2910] lr: 2.607e-01, eta: 15:09:03, time: 1.231, data_time: 0.037, memory: 9523, top1_acc: 0.7379, top5_acc: 0.9523, loss_cls: 0.8552, loss: 0.8552, grad_norm: 1.0248 2021-04-08 01:34:52,881 - mmaction - INFO - Epoch [10][1900/2910] lr: 2.605e-01, eta: 15:08:38, time: 1.343, data_time: 0.233, memory: 9523, top1_acc: 0.7438, top5_acc: 0.9502, loss_cls: 0.8362, loss: 0.8362, grad_norm: 1.0016 2021-04-08 01:35:16,667 - mmaction - INFO - Epoch [10][1920/2910] lr: 2.603e-01, eta: 15:08:09, time: 1.187, data_time: 0.031, memory: 9523, top1_acc: 0.7158, top5_acc: 0.9475, loss_cls: 0.9059, loss: 0.9059, grad_norm: 1.1032 2021-04-08 01:35:41,943 - mmaction - INFO - Epoch [10][1940/2910] lr: 2.601e-01, eta: 15:07:41, time: 1.266, data_time: 0.120, memory: 9523, top1_acc: 0.7361, top5_acc: 0.9582, loss_cls: 0.8496, loss: 0.8496, grad_norm: 1.0184 2021-04-08 01:36:07,032 - mmaction - INFO - Epoch [10][1960/2910] lr: 2.600e-01, eta: 15:07:14, time: 1.255, data_time: 0.007, memory: 9523, top1_acc: 0.7303, top5_acc: 0.9469, loss_cls: 0.8730, loss: 0.8730, grad_norm: 1.0495 2021-04-08 01:36:31,095 - mmaction - INFO - Epoch [10][1980/2910] lr: 2.598e-01, eta: 15:06:44, time: 1.203, data_time: 0.009, memory: 9523, top1_acc: 0.7342, top5_acc: 0.9559, loss_cls: 0.8443, loss: 0.8443, grad_norm: 1.0099 2021-04-08 01:36:55,658 - mmaction - INFO - Epoch [10][2000/2910] lr: 2.596e-01, eta: 15:06:16, time: 1.228, data_time: 0.027, memory: 9523, top1_acc: 0.7324, top5_acc: 0.9512, loss_cls: 0.8830, loss: 0.8830, grad_norm: 1.0888 2021-04-08 01:37:20,804 - mmaction - INFO - Epoch [10][2020/2910] lr: 2.595e-01, eta: 15:05:48, time: 1.256, data_time: 0.200, memory: 9523, top1_acc: 0.7287, top5_acc: 0.9537, loss_cls: 0.8646, loss: 0.8646, grad_norm: 1.0479 2021-04-08 01:37:45,505 - mmaction - INFO - Epoch [10][2040/2910] lr: 2.593e-01, eta: 15:05:20, time: 1.236, data_time: 0.247, memory: 9523, top1_acc: 0.7396, top5_acc: 0.9494, loss_cls: 0.8357, loss: 0.8357, grad_norm: 1.0318 2021-04-08 01:38:09,179 - mmaction - INFO - Epoch [10][2060/2910] lr: 2.591e-01, eta: 15:04:51, time: 1.183, data_time: 0.122, memory: 9523, top1_acc: 0.7289, top5_acc: 0.9549, loss_cls: 0.8599, loss: 0.8599, grad_norm: 1.0560 2021-04-08 01:38:35,085 - mmaction - INFO - Epoch [10][2080/2910] lr: 2.589e-01, eta: 15:04:24, time: 1.295, data_time: 0.150, memory: 9523, top1_acc: 0.7387, top5_acc: 0.9516, loss_cls: 0.8596, loss: 0.8596, grad_norm: 1.0553 2021-04-08 01:38:59,592 - mmaction - INFO - Epoch [10][2100/2910] lr: 2.588e-01, eta: 15:03:56, time: 1.227, data_time: 0.097, memory: 9523, top1_acc: 0.7307, top5_acc: 0.9527, loss_cls: 0.8578, loss: 0.8578, grad_norm: 1.0312 2021-04-08 01:39:24,339 - mmaction - INFO - Epoch [10][2120/2910] lr: 2.586e-01, eta: 15:03:28, time: 1.237, data_time: 0.079, memory: 9523, top1_acc: 0.7275, top5_acc: 0.9506, loss_cls: 0.8734, loss: 0.8734, grad_norm: 1.0605 2021-04-08 01:39:49,357 - mmaction - INFO - Epoch [10][2140/2910] lr: 2.584e-01, eta: 15:03:00, time: 1.250, data_time: 0.011, memory: 9523, top1_acc: 0.7279, top5_acc: 0.9521, loss_cls: 0.8767, loss: 0.8767, grad_norm: 1.0633 2021-04-08 01:40:13,998 - mmaction - INFO - Epoch [10][2160/2910] lr: 2.583e-01, eta: 15:02:32, time: 1.234, data_time: 0.076, memory: 9523, top1_acc: 0.7426, top5_acc: 0.9547, loss_cls: 0.8396, loss: 0.8396, grad_norm: 1.0109 2021-04-08 01:40:37,752 - mmaction - INFO - Epoch [10][2180/2910] lr: 2.581e-01, eta: 15:02:02, time: 1.187, data_time: 0.052, memory: 9523, top1_acc: 0.7393, top5_acc: 0.9480, loss_cls: 0.8525, loss: 0.8525, grad_norm: 1.0265 2021-04-08 01:41:02,141 - mmaction - INFO - Epoch [10][2200/2910] lr: 2.579e-01, eta: 15:01:34, time: 1.219, data_time: 0.002, memory: 9523, top1_acc: 0.7350, top5_acc: 0.9488, loss_cls: 0.8526, loss: 0.8526, grad_norm: 1.0159 2021-04-08 01:41:28,013 - mmaction - INFO - Epoch [10][2220/2910] lr: 2.577e-01, eta: 15:01:07, time: 1.292, data_time: 0.069, memory: 9523, top1_acc: 0.7578, top5_acc: 0.9602, loss_cls: 0.7822, loss: 0.7822, grad_norm: 1.0205 2021-04-08 01:41:52,365 - mmaction - INFO - Epoch [10][2240/2910] lr: 2.576e-01, eta: 15:00:39, time: 1.219, data_time: 0.100, memory: 9523, top1_acc: 0.7461, top5_acc: 0.9541, loss_cls: 0.8466, loss: 0.8466, grad_norm: 1.0396 2021-04-08 01:42:15,950 - mmaction - INFO - Epoch [10][2260/2910] lr: 2.574e-01, eta: 15:00:09, time: 1.179, data_time: 0.001, memory: 9523, top1_acc: 0.7396, top5_acc: 0.9537, loss_cls: 0.8598, loss: 0.8598, grad_norm: 1.0437 2021-04-08 01:42:41,372 - mmaction - INFO - Epoch [10][2280/2910] lr: 2.572e-01, eta: 14:59:42, time: 1.270, data_time: 0.064, memory: 9523, top1_acc: 0.7342, top5_acc: 0.9510, loss_cls: 0.8527, loss: 0.8527, grad_norm: 1.0366 2021-04-08 01:43:05,331 - mmaction - INFO - Epoch [10][2300/2910] lr: 2.571e-01, eta: 14:59:12, time: 1.196, data_time: 0.096, memory: 9523, top1_acc: 0.7346, top5_acc: 0.9533, loss_cls: 0.8388, loss: 0.8388, grad_norm: 1.0165 2021-04-08 01:43:29,968 - mmaction - INFO - Epoch [10][2320/2910] lr: 2.569e-01, eta: 14:58:44, time: 1.235, data_time: 0.016, memory: 9523, top1_acc: 0.7344, top5_acc: 0.9465, loss_cls: 0.8714, loss: 0.8714, grad_norm: 1.0677 2021-04-08 01:43:55,310 - mmaction - INFO - Epoch [10][2340/2910] lr: 2.567e-01, eta: 14:58:17, time: 1.267, data_time: 0.125, memory: 9523, top1_acc: 0.7334, top5_acc: 0.9508, loss_cls: 0.8684, loss: 0.8684, grad_norm: 1.0765 2021-04-08 01:44:19,168 - mmaction - INFO - Epoch [10][2360/2910] lr: 2.565e-01, eta: 14:57:48, time: 1.192, data_time: 0.034, memory: 9523, top1_acc: 0.7324, top5_acc: 0.9529, loss_cls: 0.8570, loss: 0.8570, grad_norm: 1.0558 2021-04-08 01:44:43,798 - mmaction - INFO - Epoch [10][2380/2910] lr: 2.564e-01, eta: 14:57:20, time: 1.231, data_time: 0.072, memory: 9523, top1_acc: 0.7396, top5_acc: 0.9535, loss_cls: 0.8531, loss: 0.8531, grad_norm: 0.9972 2021-04-08 01:45:09,109 - mmaction - INFO - Epoch [10][2400/2910] lr: 2.562e-01, eta: 14:56:52, time: 1.266, data_time: 0.067, memory: 9523, top1_acc: 0.7408, top5_acc: 0.9527, loss_cls: 0.8503, loss: 0.8503, grad_norm: 1.0156 2021-04-08 01:45:32,003 - mmaction - INFO - Epoch [10][2420/2910] lr: 2.560e-01, eta: 14:56:22, time: 1.144, data_time: 0.094, memory: 9523, top1_acc: 0.7482, top5_acc: 0.9615, loss_cls: 0.8070, loss: 0.8070, grad_norm: 1.0137 2021-04-08 01:45:57,122 - mmaction - INFO - Epoch [10][2440/2910] lr: 2.558e-01, eta: 14:55:54, time: 1.257, data_time: 0.112, memory: 9523, top1_acc: 0.7354, top5_acc: 0.9541, loss_cls: 0.8469, loss: 0.8469, grad_norm: 1.0571 2021-04-08 01:46:21,446 - mmaction - INFO - Epoch [10][2460/2910] lr: 2.557e-01, eta: 14:55:26, time: 1.216, data_time: 0.049, memory: 9523, top1_acc: 0.7389, top5_acc: 0.9510, loss_cls: 0.8558, loss: 0.8558, grad_norm: 1.0614 2021-04-08 01:46:45,975 - mmaction - INFO - Epoch [10][2480/2910] lr: 2.555e-01, eta: 14:54:57, time: 1.226, data_time: 0.080, memory: 9523, top1_acc: 0.7324, top5_acc: 0.9498, loss_cls: 0.8667, loss: 0.8667, grad_norm: 1.0563 2021-04-08 01:47:11,071 - mmaction - INFO - Epoch [10][2500/2910] lr: 2.553e-01, eta: 14:54:30, time: 1.253, data_time: 0.068, memory: 9523, top1_acc: 0.7467, top5_acc: 0.9469, loss_cls: 0.8437, loss: 0.8437, grad_norm: 1.0337 2021-04-08 01:47:36,480 - mmaction - INFO - Epoch [10][2520/2910] lr: 2.552e-01, eta: 14:54:03, time: 1.270, data_time: 0.052, memory: 9523, top1_acc: 0.7430, top5_acc: 0.9486, loss_cls: 0.8496, loss: 0.8496, grad_norm: 1.0063 2021-04-08 01:48:00,508 - mmaction - INFO - Epoch [10][2540/2910] lr: 2.550e-01, eta: 14:53:34, time: 1.203, data_time: 0.107, memory: 9523, top1_acc: 0.7346, top5_acc: 0.9541, loss_cls: 0.8618, loss: 0.8618, grad_norm: 1.0476 2021-04-08 01:48:24,120 - mmaction - INFO - Epoch [10][2560/2910] lr: 2.548e-01, eta: 14:53:04, time: 1.181, data_time: 0.059, memory: 9523, top1_acc: 0.7359, top5_acc: 0.9568, loss_cls: 0.8374, loss: 0.8374, grad_norm: 1.0144 2021-04-08 01:48:48,638 - mmaction - INFO - Epoch [10][2580/2910] lr: 2.546e-01, eta: 14:52:36, time: 1.226, data_time: 0.116, memory: 9523, top1_acc: 0.7344, top5_acc: 0.9555, loss_cls: 0.8417, loss: 0.8417, grad_norm: 1.0449 2021-04-08 01:49:13,338 - mmaction - INFO - Epoch [10][2600/2910] lr: 2.545e-01, eta: 14:52:08, time: 1.233, data_time: 0.050, memory: 9523, top1_acc: 0.7441, top5_acc: 0.9555, loss_cls: 0.8444, loss: 0.8444, grad_norm: 1.0408 2021-04-08 01:49:38,131 - mmaction - INFO - Epoch [10][2620/2910] lr: 2.543e-01, eta: 14:51:40, time: 1.240, data_time: 0.036, memory: 9523, top1_acc: 0.7281, top5_acc: 0.9529, loss_cls: 0.8799, loss: 0.8799, grad_norm: 1.0492 2021-04-08 01:50:02,458 - mmaction - INFO - Epoch [10][2640/2910] lr: 2.541e-01, eta: 14:51:11, time: 1.217, data_time: 0.020, memory: 9523, top1_acc: 0.7428, top5_acc: 0.9588, loss_cls: 0.8039, loss: 0.8039, grad_norm: 1.0127 2021-04-08 01:50:27,006 - mmaction - INFO - Epoch [10][2660/2910] lr: 2.539e-01, eta: 14:50:43, time: 1.229, data_time: 0.171, memory: 9523, top1_acc: 0.7441, top5_acc: 0.9578, loss_cls: 0.8299, loss: 0.8299, grad_norm: 1.0389 2021-04-08 01:50:52,862 - mmaction - INFO - Epoch [10][2680/2910] lr: 2.538e-01, eta: 14:50:17, time: 1.293, data_time: 0.055, memory: 9523, top1_acc: 0.7273, top5_acc: 0.9553, loss_cls: 0.8599, loss: 0.8599, grad_norm: 1.0622 2021-04-08 01:51:16,483 - mmaction - INFO - Epoch [10][2700/2910] lr: 2.536e-01, eta: 14:49:47, time: 1.181, data_time: 0.058, memory: 9523, top1_acc: 0.7303, top5_acc: 0.9590, loss_cls: 0.8465, loss: 0.8465, grad_norm: 1.0538 2021-04-08 01:51:40,439 - mmaction - INFO - Epoch [10][2720/2910] lr: 2.534e-01, eta: 14:49:18, time: 1.198, data_time: 0.079, memory: 9523, top1_acc: 0.7342, top5_acc: 0.9541, loss_cls: 0.8477, loss: 0.8477, grad_norm: 1.0497 2021-04-08 01:52:04,861 - mmaction - INFO - Epoch [10][2740/2910] lr: 2.532e-01, eta: 14:48:49, time: 1.220, data_time: 0.069, memory: 9523, top1_acc: 0.7334, top5_acc: 0.9584, loss_cls: 0.8425, loss: 0.8425, grad_norm: 1.0181 2021-04-08 01:52:30,501 - mmaction - INFO - Epoch [10][2760/2910] lr: 2.531e-01, eta: 14:48:23, time: 1.282, data_time: 0.027, memory: 9523, top1_acc: 0.7402, top5_acc: 0.9598, loss_cls: 0.8332, loss: 0.8332, grad_norm: 1.0470 2021-04-08 01:52:55,030 - mmaction - INFO - Epoch [10][2780/2910] lr: 2.529e-01, eta: 14:47:55, time: 1.228, data_time: 0.071, memory: 9523, top1_acc: 0.7344, top5_acc: 0.9543, loss_cls: 0.8462, loss: 0.8462, grad_norm: 1.0487 2021-04-08 01:53:19,581 - mmaction - INFO - Epoch [10][2800/2910] lr: 2.527e-01, eta: 14:47:26, time: 1.226, data_time: 0.094, memory: 9523, top1_acc: 0.7428, top5_acc: 0.9607, loss_cls: 0.8134, loss: 0.8134, grad_norm: 1.0611 2021-04-08 01:53:43,734 - mmaction - INFO - Epoch [10][2820/2910] lr: 2.526e-01, eta: 14:46:58, time: 1.209, data_time: 0.005, memory: 9523, top1_acc: 0.7488, top5_acc: 0.9561, loss_cls: 0.8250, loss: 0.8250, grad_norm: 1.0405 2021-04-08 01:54:08,805 - mmaction - INFO - Epoch [10][2840/2910] lr: 2.524e-01, eta: 14:46:30, time: 1.253, data_time: 0.001, memory: 9523, top1_acc: 0.7443, top5_acc: 0.9543, loss_cls: 0.8182, loss: 0.8182, grad_norm: 1.0252 2021-04-08 01:54:32,712 - mmaction - INFO - Epoch [10][2860/2910] lr: 2.522e-01, eta: 14:46:01, time: 1.195, data_time: 0.215, memory: 9523, top1_acc: 0.7480, top5_acc: 0.9613, loss_cls: 0.8061, loss: 0.8061, grad_norm: 1.0508 2021-04-08 01:54:58,312 - mmaction - INFO - Epoch [10][2880/2910] lr: 2.520e-01, eta: 14:45:34, time: 1.281, data_time: 0.045, memory: 9523, top1_acc: 0.7438, top5_acc: 0.9506, loss_cls: 0.8625, loss: 0.8625, grad_norm: 1.0812 2021-04-08 01:55:21,610 - mmaction - INFO - Epoch [10][2900/2910] lr: 2.519e-01, eta: 14:45:04, time: 1.165, data_time: 0.061, memory: 9523, top1_acc: 0.7305, top5_acc: 0.9578, loss_cls: 0.8659, loss: 0.8659, grad_norm: 1.0545 2021-04-08 01:55:36,231 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-04-08 02:03:30,973 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-08 02:03:31,635 - mmaction - INFO - top1_acc 0.6347 top5_acc 0.9095 2021-04-08 02:03:31,635 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-08 02:03:31,745 - mmaction - INFO - mean_acc 0.6489 2021-04-08 02:03:31,745 - mmaction - INFO - Now best checkpoint is epoch_10.pth 2021-04-08 02:03:31,766 - mmaction - INFO - Epoch(val) [10][2910] top1_acc: 0.6347, top5_acc: 0.9095, mean_class_accuracy: 0.6489 2021-04-08 02:07:23,630 - mmaction - INFO - Epoch [11][20/2910] lr: 2.516e-01, eta: 14:48:55, time: 11.592, data_time: 10.450, memory: 9523, top1_acc: 0.7271, top5_acc: 0.9467, loss_cls: 0.8731, loss: 0.8731, grad_norm: 1.0599 2021-04-08 02:07:48,372 - mmaction - INFO - Epoch [11][40/2910] lr: 2.514e-01, eta: 14:48:27, time: 1.236, data_time: 0.048, memory: 9523, top1_acc: 0.7307, top5_acc: 0.9506, loss_cls: 0.8620, loss: 0.8620, grad_norm: 1.0439 2021-04-08 02:08:12,386 - mmaction - INFO - Epoch [11][60/2910] lr: 2.513e-01, eta: 14:47:57, time: 1.201, data_time: 0.102, memory: 9523, top1_acc: 0.7447, top5_acc: 0.9588, loss_cls: 0.8212, loss: 0.8212, grad_norm: 1.0196 2021-04-08 02:08:37,436 - mmaction - INFO - Epoch [11][80/2910] lr: 2.511e-01, eta: 14:47:29, time: 1.252, data_time: 0.007, memory: 9523, top1_acc: 0.7379, top5_acc: 0.9570, loss_cls: 0.8392, loss: 0.8392, grad_norm: 1.0675 2021-04-08 02:09:01,799 - mmaction - INFO - Epoch [11][100/2910] lr: 2.509e-01, eta: 14:47:01, time: 1.218, data_time: 0.002, memory: 9523, top1_acc: 0.7461, top5_acc: 0.9545, loss_cls: 0.8331, loss: 0.8331, grad_norm: 1.0378 2021-04-08 02:09:26,932 - mmaction - INFO - Epoch [11][120/2910] lr: 2.507e-01, eta: 14:46:33, time: 1.256, data_time: 0.024, memory: 9523, top1_acc: 0.7539, top5_acc: 0.9578, loss_cls: 0.8209, loss: 0.8209, grad_norm: 1.0060 2021-04-08 02:09:51,468 - mmaction - INFO - Epoch [11][140/2910] lr: 2.506e-01, eta: 14:46:05, time: 1.229, data_time: 0.083, memory: 9523, top1_acc: 0.7418, top5_acc: 0.9533, loss_cls: 0.8410, loss: 0.8410, grad_norm: 1.0511 2021-04-08 02:10:15,445 - mmaction - INFO - Epoch [11][160/2910] lr: 2.504e-01, eta: 14:45:35, time: 1.199, data_time: 0.181, memory: 9523, top1_acc: 0.7416, top5_acc: 0.9586, loss_cls: 0.8299, loss: 0.8299, grad_norm: 1.0399 2021-04-08 02:10:39,540 - mmaction - INFO - Epoch [11][180/2910] lr: 2.502e-01, eta: 14:45:06, time: 1.205, data_time: 0.042, memory: 9523, top1_acc: 0.7395, top5_acc: 0.9545, loss_cls: 0.8452, loss: 0.8452, grad_norm: 1.0242 2021-04-08 02:11:03,921 - mmaction - INFO - Epoch [11][200/2910] lr: 2.500e-01, eta: 14:44:38, time: 1.219, data_time: 0.121, memory: 9523, top1_acc: 0.7486, top5_acc: 0.9553, loss_cls: 0.8164, loss: 0.8164, grad_norm: 1.0158 2021-04-08 02:11:28,232 - mmaction - INFO - Epoch [11][220/2910] lr: 2.499e-01, eta: 14:44:09, time: 1.215, data_time: 0.082, memory: 9523, top1_acc: 0.7451, top5_acc: 0.9549, loss_cls: 0.8315, loss: 0.8315, grad_norm: 1.0639 2021-04-08 02:11:54,190 - mmaction - INFO - Epoch [11][240/2910] lr: 2.497e-01, eta: 14:43:42, time: 1.298, data_time: 0.064, memory: 9523, top1_acc: 0.7459, top5_acc: 0.9592, loss_cls: 0.8304, loss: 0.8304, grad_norm: 1.0459 2021-04-08 02:12:17,560 - mmaction - INFO - Epoch [11][260/2910] lr: 2.495e-01, eta: 14:43:12, time: 1.170, data_time: 0.032, memory: 9523, top1_acc: 0.7502, top5_acc: 0.9518, loss_cls: 0.8297, loss: 0.8297, grad_norm: 1.0491 2021-04-08 02:12:43,953 - mmaction - INFO - Epoch [11][280/2910] lr: 2.493e-01, eta: 14:42:46, time: 1.319, data_time: 0.068, memory: 9523, top1_acc: 0.7461, top5_acc: 0.9568, loss_cls: 0.8312, loss: 0.8312, grad_norm: 1.0792 2021-04-08 02:13:07,387 - mmaction - INFO - Epoch [11][300/2910] lr: 2.492e-01, eta: 14:42:16, time: 1.172, data_time: 0.014, memory: 9523, top1_acc: 0.7525, top5_acc: 0.9563, loss_cls: 0.8088, loss: 0.8088, grad_norm: 1.0210 2021-04-08 02:13:32,504 - mmaction - INFO - Epoch [11][320/2910] lr: 2.490e-01, eta: 14:41:49, time: 1.255, data_time: 0.031, memory: 9523, top1_acc: 0.7477, top5_acc: 0.9521, loss_cls: 0.8415, loss: 0.8415, grad_norm: 1.0395 2021-04-08 02:13:57,103 - mmaction - INFO - Epoch [11][340/2910] lr: 2.488e-01, eta: 14:41:20, time: 1.230, data_time: 0.042, memory: 9523, top1_acc: 0.7402, top5_acc: 0.9492, loss_cls: 0.8547, loss: 0.8547, grad_norm: 1.0722 2021-04-08 02:14:21,989 - mmaction - INFO - Epoch [11][360/2910] lr: 2.486e-01, eta: 14:40:52, time: 1.244, data_time: 0.065, memory: 9523, top1_acc: 0.7480, top5_acc: 0.9531, loss_cls: 0.8174, loss: 0.8174, grad_norm: 1.0304 2021-04-08 02:14:46,532 - mmaction - INFO - Epoch [11][380/2910] lr: 2.485e-01, eta: 14:40:24, time: 1.227, data_time: 0.062, memory: 9523, top1_acc: 0.7486, top5_acc: 0.9535, loss_cls: 0.8209, loss: 0.8209, grad_norm: 1.0386 2021-04-08 02:15:11,388 - mmaction - INFO - Epoch [11][400/2910] lr: 2.483e-01, eta: 14:39:56, time: 1.242, data_time: 0.171, memory: 9523, top1_acc: 0.7529, top5_acc: 0.9576, loss_cls: 0.7990, loss: 0.7990, grad_norm: 1.0179 2021-04-08 02:15:36,512 - mmaction - INFO - Epoch [11][420/2910] lr: 2.481e-01, eta: 14:39:28, time: 1.256, data_time: 0.039, memory: 9523, top1_acc: 0.7441, top5_acc: 0.9561, loss_cls: 0.8174, loss: 0.8174, grad_norm: 1.0516 2021-04-08 02:16:00,988 - mmaction - INFO - Epoch [11][440/2910] lr: 2.479e-01, eta: 14:39:00, time: 1.226, data_time: 0.080, memory: 9523, top1_acc: 0.7361, top5_acc: 0.9484, loss_cls: 0.8699, loss: 0.8699, grad_norm: 1.0817 2021-04-08 02:16:25,309 - mmaction - INFO - Epoch [11][460/2910] lr: 2.478e-01, eta: 14:38:31, time: 1.215, data_time: 0.039, memory: 9523, top1_acc: 0.7252, top5_acc: 0.9514, loss_cls: 0.8765, loss: 0.8765, grad_norm: 1.0885 2021-04-08 02:16:49,435 - mmaction - INFO - Epoch [11][480/2910] lr: 2.476e-01, eta: 14:38:02, time: 1.207, data_time: 0.018, memory: 9523, top1_acc: 0.7324, top5_acc: 0.9557, loss_cls: 0.8630, loss: 0.8630, grad_norm: 1.0138 2021-04-08 02:17:15,267 - mmaction - INFO - Epoch [11][500/2910] lr: 2.474e-01, eta: 14:37:36, time: 1.289, data_time: 0.079, memory: 9523, top1_acc: 0.7480, top5_acc: 0.9572, loss_cls: 0.8214, loss: 0.8214, grad_norm: 1.0106 2021-04-08 02:17:40,511 - mmaction - INFO - Epoch [11][520/2910] lr: 2.472e-01, eta: 14:37:08, time: 1.265, data_time: 0.114, memory: 9523, top1_acc: 0.7414, top5_acc: 0.9535, loss_cls: 0.8395, loss: 0.8395, grad_norm: 1.0562 2021-04-08 02:18:04,028 - mmaction - INFO - Epoch [11][540/2910] lr: 2.471e-01, eta: 14:36:38, time: 1.174, data_time: 0.057, memory: 9523, top1_acc: 0.7426, top5_acc: 0.9604, loss_cls: 0.8134, loss: 0.8134, grad_norm: 1.0278 2021-04-08 02:18:29,206 - mmaction - INFO - Epoch [11][560/2910] lr: 2.469e-01, eta: 14:36:11, time: 1.258, data_time: 0.227, memory: 9523, top1_acc: 0.7521, top5_acc: 0.9611, loss_cls: 0.7963, loss: 0.7963, grad_norm: 1.0015 2021-04-08 02:18:53,622 - mmaction - INFO - Epoch [11][580/2910] lr: 2.467e-01, eta: 14:35:42, time: 1.222, data_time: 0.048, memory: 9523, top1_acc: 0.7482, top5_acc: 0.9564, loss_cls: 0.8037, loss: 0.8037, grad_norm: 1.0648 2021-04-08 02:19:17,590 - mmaction - INFO - Epoch [11][600/2910] lr: 2.465e-01, eta: 14:35:13, time: 1.197, data_time: 0.002, memory: 9523, top1_acc: 0.7402, top5_acc: 0.9539, loss_cls: 0.8354, loss: 0.8354, grad_norm: 1.0412 2021-04-08 02:19:42,646 - mmaction - INFO - Epoch [11][620/2910] lr: 2.464e-01, eta: 14:34:46, time: 1.255, data_time: 0.110, memory: 9523, top1_acc: 0.7539, top5_acc: 0.9598, loss_cls: 0.7874, loss: 0.7874, grad_norm: 1.0303 2021-04-08 02:20:07,299 - mmaction - INFO - Epoch [11][640/2910] lr: 2.462e-01, eta: 14:34:17, time: 1.233, data_time: 0.057, memory: 9523, top1_acc: 0.7453, top5_acc: 0.9594, loss_cls: 0.8082, loss: 0.8082, grad_norm: 1.0491 2021-04-08 02:20:31,311 - mmaction - INFO - Epoch [11][660/2910] lr: 2.460e-01, eta: 14:33:48, time: 1.199, data_time: 0.050, memory: 9523, top1_acc: 0.7451, top5_acc: 0.9520, loss_cls: 0.8439, loss: 0.8439, grad_norm: 1.0652 2021-04-08 02:20:56,522 - mmaction - INFO - Epoch [11][680/2910] lr: 2.458e-01, eta: 14:33:21, time: 1.262, data_time: 0.155, memory: 9523, top1_acc: 0.7373, top5_acc: 0.9523, loss_cls: 0.8446, loss: 0.8446, grad_norm: 1.0750 2021-04-08 02:21:20,594 - mmaction - INFO - Epoch [11][700/2910] lr: 2.457e-01, eta: 14:32:52, time: 1.204, data_time: 0.131, memory: 9523, top1_acc: 0.7340, top5_acc: 0.9512, loss_cls: 0.8360, loss: 0.8360, grad_norm: 1.0311 2021-04-08 02:21:45,840 - mmaction - INFO - Epoch [11][720/2910] lr: 2.455e-01, eta: 14:32:25, time: 1.261, data_time: 0.042, memory: 9523, top1_acc: 0.7506, top5_acc: 0.9596, loss_cls: 0.8156, loss: 0.8156, grad_norm: 1.0487 2021-04-08 02:22:09,800 - mmaction - INFO - Epoch [11][740/2910] lr: 2.453e-01, eta: 14:31:55, time: 1.197, data_time: 0.088, memory: 9523, top1_acc: 0.7484, top5_acc: 0.9563, loss_cls: 0.8288, loss: 0.8288, grad_norm: 1.0876 2021-04-08 02:22:35,455 - mmaction - INFO - Epoch [11][760/2910] lr: 2.451e-01, eta: 14:31:29, time: 1.284, data_time: 0.102, memory: 9523, top1_acc: 0.7467, top5_acc: 0.9543, loss_cls: 0.8449, loss: 0.8449, grad_norm: 1.0617 2021-04-08 02:23:00,355 - mmaction - INFO - Epoch [11][780/2910] lr: 2.450e-01, eta: 14:31:01, time: 1.246, data_time: 0.062, memory: 9523, top1_acc: 0.7432, top5_acc: 0.9578, loss_cls: 0.8158, loss: 0.8158, grad_norm: 1.0344 2021-04-08 02:23:25,231 - mmaction - INFO - Epoch [11][800/2910] lr: 2.448e-01, eta: 14:30:33, time: 1.243, data_time: 0.033, memory: 9523, top1_acc: 0.7420, top5_acc: 0.9523, loss_cls: 0.8329, loss: 0.8329, grad_norm: 1.0421 2021-04-08 02:23:50,766 - mmaction - INFO - Epoch [11][820/2910] lr: 2.446e-01, eta: 14:30:06, time: 1.277, data_time: 0.147, memory: 9523, top1_acc: 0.7506, top5_acc: 0.9525, loss_cls: 0.8226, loss: 0.8226, grad_norm: 1.0502 2021-04-08 02:24:13,724 - mmaction - INFO - Epoch [11][840/2910] lr: 2.444e-01, eta: 14:29:36, time: 1.148, data_time: 0.018, memory: 9523, top1_acc: 0.7523, top5_acc: 0.9582, loss_cls: 0.7835, loss: 0.7835, grad_norm: 1.0100 2021-04-08 02:24:39,498 - mmaction - INFO - Epoch [11][860/2910] lr: 2.443e-01, eta: 14:29:09, time: 1.287, data_time: 0.136, memory: 9523, top1_acc: 0.7574, top5_acc: 0.9533, loss_cls: 0.7915, loss: 0.7915, grad_norm: 1.0286 2021-04-08 02:25:04,026 - mmaction - INFO - Epoch [11][880/2910] lr: 2.441e-01, eta: 14:28:41, time: 1.228, data_time: 0.101, memory: 9523, top1_acc: 0.7432, top5_acc: 0.9531, loss_cls: 0.8313, loss: 0.8313, grad_norm: 1.0250 2021-04-08 02:25:28,462 - mmaction - INFO - Epoch [11][900/2910] lr: 2.439e-01, eta: 14:28:12, time: 1.222, data_time: 0.064, memory: 9523, top1_acc: 0.7434, top5_acc: 0.9578, loss_cls: 0.8170, loss: 0.8170, grad_norm: 1.0709 2021-04-08 02:25:52,657 - mmaction - INFO - Epoch [11][920/2910] lr: 2.437e-01, eta: 14:27:43, time: 1.210, data_time: 0.096, memory: 9523, top1_acc: 0.7328, top5_acc: 0.9531, loss_cls: 0.8545, loss: 0.8545, grad_norm: 1.0615 2021-04-08 02:26:17,313 - mmaction - INFO - Epoch [11][940/2910] lr: 2.436e-01, eta: 14:27:15, time: 1.232, data_time: 0.054, memory: 9523, top1_acc: 0.7336, top5_acc: 0.9529, loss_cls: 0.8391, loss: 0.8391, grad_norm: 1.0665 2021-04-08 02:26:41,463 - mmaction - INFO - Epoch [11][960/2910] lr: 2.434e-01, eta: 14:26:46, time: 1.208, data_time: 0.025, memory: 9523, top1_acc: 0.7557, top5_acc: 0.9508, loss_cls: 0.8162, loss: 0.8162, grad_norm: 1.0240 2021-04-08 02:27:06,226 - mmaction - INFO - Epoch [11][980/2910] lr: 2.432e-01, eta: 14:26:18, time: 1.238, data_time: 0.167, memory: 9523, top1_acc: 0.7461, top5_acc: 0.9559, loss_cls: 0.8202, loss: 0.8202, grad_norm: 1.0363 2021-04-08 02:27:31,487 - mmaction - INFO - Epoch [11][1000/2910] lr: 2.430e-01, eta: 14:25:51, time: 1.264, data_time: 0.036, memory: 9523, top1_acc: 0.7553, top5_acc: 0.9594, loss_cls: 0.7916, loss: 0.7916, grad_norm: 1.0011 2021-04-08 02:27:56,221 - mmaction - INFO - Epoch [11][1020/2910] lr: 2.429e-01, eta: 14:25:23, time: 1.236, data_time: 0.036, memory: 9523, top1_acc: 0.7508, top5_acc: 0.9578, loss_cls: 0.8012, loss: 0.8012, grad_norm: 1.0811 2021-04-08 02:28:20,266 - mmaction - INFO - Epoch [11][1040/2910] lr: 2.427e-01, eta: 14:24:54, time: 1.202, data_time: 0.048, memory: 9523, top1_acc: 0.7449, top5_acc: 0.9545, loss_cls: 0.8309, loss: 0.8309, grad_norm: 1.0671 2021-04-08 02:28:45,591 - mmaction - INFO - Epoch [11][1060/2910] lr: 2.425e-01, eta: 14:24:27, time: 1.266, data_time: 0.094, memory: 9523, top1_acc: 0.7467, top5_acc: 0.9563, loss_cls: 0.8201, loss: 0.8201, grad_norm: 1.0515 2021-04-08 02:29:11,235 - mmaction - INFO - Epoch [11][1080/2910] lr: 2.423e-01, eta: 14:24:00, time: 1.283, data_time: 0.001, memory: 9523, top1_acc: 0.7453, top5_acc: 0.9578, loss_cls: 0.8155, loss: 0.8155, grad_norm: 1.0807 2021-04-08 02:29:34,987 - mmaction - INFO - Epoch [11][1100/2910] lr: 2.422e-01, eta: 14:23:31, time: 1.188, data_time: 0.014, memory: 9523, top1_acc: 0.7404, top5_acc: 0.9580, loss_cls: 0.8383, loss: 0.8383, grad_norm: 1.0321 2021-04-08 02:30:00,587 - mmaction - INFO - Epoch [11][1120/2910] lr: 2.420e-01, eta: 14:23:04, time: 1.280, data_time: 0.051, memory: 9523, top1_acc: 0.7455, top5_acc: 0.9563, loss_cls: 0.8143, loss: 0.8143, grad_norm: 1.0400 2021-04-08 02:30:24,540 - mmaction - INFO - Epoch [11][1140/2910] lr: 2.418e-01, eta: 14:22:35, time: 1.195, data_time: 0.001, memory: 9523, top1_acc: 0.7389, top5_acc: 0.9592, loss_cls: 0.8408, loss: 0.8408, grad_norm: 1.0669 2021-04-08 02:30:48,796 - mmaction - INFO - Epoch [11][1160/2910] lr: 2.416e-01, eta: 14:22:06, time: 1.214, data_time: 0.029, memory: 9523, top1_acc: 0.7459, top5_acc: 0.9557, loss_cls: 0.8242, loss: 0.8242, grad_norm: 1.0360 2021-04-08 02:31:13,100 - mmaction - INFO - Epoch [11][1180/2910] lr: 2.415e-01, eta: 14:21:38, time: 1.216, data_time: 0.026, memory: 9523, top1_acc: 0.7461, top5_acc: 0.9561, loss_cls: 0.8066, loss: 0.8066, grad_norm: 1.0744 2021-04-08 02:31:37,411 - mmaction - INFO - Epoch [11][1200/2910] lr: 2.413e-01, eta: 14:21:09, time: 1.216, data_time: 0.048, memory: 9523, top1_acc: 0.7402, top5_acc: 0.9535, loss_cls: 0.8413, loss: 0.8413, grad_norm: 1.0703 2021-04-08 02:32:02,333 - mmaction - INFO - Epoch [11][1220/2910] lr: 2.411e-01, eta: 14:20:42, time: 1.246, data_time: 0.054, memory: 9523, top1_acc: 0.7488, top5_acc: 0.9580, loss_cls: 0.8088, loss: 0.8088, grad_norm: 1.0283 2021-04-08 02:32:27,391 - mmaction - INFO - Epoch [11][1240/2910] lr: 2.409e-01, eta: 14:20:14, time: 1.251, data_time: 0.045, memory: 9523, top1_acc: 0.7441, top5_acc: 0.9572, loss_cls: 0.8305, loss: 0.8305, grad_norm: 1.0706 2021-04-08 02:32:52,204 - mmaction - INFO - Epoch [11][1260/2910] lr: 2.407e-01, eta: 14:19:46, time: 1.243, data_time: 0.064, memory: 9523, top1_acc: 0.7510, top5_acc: 0.9584, loss_cls: 0.8080, loss: 0.8080, grad_norm: 1.0581 2021-04-08 02:33:16,258 - mmaction - INFO - Epoch [11][1280/2910] lr: 2.406e-01, eta: 14:19:17, time: 1.202, data_time: 0.054, memory: 9523, top1_acc: 0.7463, top5_acc: 0.9537, loss_cls: 0.8153, loss: 0.8153, grad_norm: 1.0616 2021-04-08 02:33:42,123 - mmaction - INFO - Epoch [11][1300/2910] lr: 2.404e-01, eta: 14:18:51, time: 1.294, data_time: 0.038, memory: 9523, top1_acc: 0.7383, top5_acc: 0.9541, loss_cls: 0.8398, loss: 0.8398, grad_norm: 1.0613 2021-04-08 02:34:06,446 - mmaction - INFO - Epoch [11][1320/2910] lr: 2.402e-01, eta: 14:18:23, time: 1.216, data_time: 0.008, memory: 9523, top1_acc: 0.7395, top5_acc: 0.9555, loss_cls: 0.8440, loss: 0.8440, grad_norm: 1.0784 2021-04-08 02:34:31,050 - mmaction - INFO - Epoch [11][1340/2910] lr: 2.400e-01, eta: 14:17:54, time: 1.230, data_time: 0.001, memory: 9523, top1_acc: 0.7469, top5_acc: 0.9535, loss_cls: 0.8209, loss: 0.8209, grad_norm: 1.0537 2021-04-08 02:34:55,173 - mmaction - INFO - Epoch [11][1360/2910] lr: 2.399e-01, eta: 14:17:26, time: 1.206, data_time: 0.029, memory: 9523, top1_acc: 0.7488, top5_acc: 0.9568, loss_cls: 0.8166, loss: 0.8166, grad_norm: 1.0416 2021-04-08 02:35:19,881 - mmaction - INFO - Epoch [11][1380/2910] lr: 2.397e-01, eta: 14:16:58, time: 1.234, data_time: 0.030, memory: 9523, top1_acc: 0.7504, top5_acc: 0.9588, loss_cls: 0.8105, loss: 0.8105, grad_norm: 1.0483 2021-04-08 02:35:45,106 - mmaction - INFO - Epoch [11][1400/2910] lr: 2.395e-01, eta: 14:16:30, time: 1.263, data_time: 0.166, memory: 9523, top1_acc: 0.7441, top5_acc: 0.9576, loss_cls: 0.8290, loss: 0.8290, grad_norm: 1.0534 2021-04-08 02:36:08,821 - mmaction - INFO - Epoch [11][1420/2910] lr: 2.393e-01, eta: 14:16:01, time: 1.184, data_time: 0.087, memory: 9523, top1_acc: 0.7527, top5_acc: 0.9545, loss_cls: 0.8018, loss: 0.8018, grad_norm: 1.0216 2021-04-08 02:36:32,331 - mmaction - INFO - Epoch [11][1440/2910] lr: 2.392e-01, eta: 14:15:32, time: 1.177, data_time: 0.027, memory: 9523, top1_acc: 0.7508, top5_acc: 0.9590, loss_cls: 0.8118, loss: 0.8118, grad_norm: 1.0645 2021-04-08 02:36:57,790 - mmaction - INFO - Epoch [11][1460/2910] lr: 2.390e-01, eta: 14:15:05, time: 1.273, data_time: 0.173, memory: 9523, top1_acc: 0.7361, top5_acc: 0.9564, loss_cls: 0.8307, loss: 0.8307, grad_norm: 1.0648 2021-04-08 02:37:23,449 - mmaction - INFO - Epoch [11][1480/2910] lr: 2.388e-01, eta: 14:14:38, time: 1.282, data_time: 0.059, memory: 9523, top1_acc: 0.7428, top5_acc: 0.9549, loss_cls: 0.8276, loss: 0.8276, grad_norm: 1.0617 2021-04-08 02:37:47,220 - mmaction - INFO - Epoch [11][1500/2910] lr: 2.386e-01, eta: 14:14:09, time: 1.189, data_time: 0.099, memory: 9523, top1_acc: 0.7369, top5_acc: 0.9551, loss_cls: 0.8438, loss: 0.8438, grad_norm: 1.0470 2021-04-08 02:38:11,732 - mmaction - INFO - Epoch [11][1520/2910] lr: 2.385e-01, eta: 14:13:41, time: 1.226, data_time: 0.084, memory: 9523, top1_acc: 0.7510, top5_acc: 0.9547, loss_cls: 0.8038, loss: 0.8038, grad_norm: 1.0463 2021-04-08 02:38:36,132 - mmaction - INFO - Epoch [11][1540/2910] lr: 2.383e-01, eta: 14:13:12, time: 1.217, data_time: 0.236, memory: 9523, top1_acc: 0.7420, top5_acc: 0.9557, loss_cls: 0.8458, loss: 0.8458, grad_norm: 1.0674 2021-04-08 02:39:00,923 - mmaction - INFO - Epoch [11][1560/2910] lr: 2.381e-01, eta: 14:12:45, time: 1.242, data_time: 0.058, memory: 9523, top1_acc: 0.7469, top5_acc: 0.9584, loss_cls: 0.8125, loss: 0.8125, grad_norm: 1.0473 2021-04-08 02:39:25,733 - mmaction - INFO - Epoch [11][1580/2910] lr: 2.379e-01, eta: 14:12:17, time: 1.241, data_time: 0.056, memory: 9523, top1_acc: 0.7436, top5_acc: 0.9588, loss_cls: 0.8198, loss: 0.8198, grad_norm: 1.0624 2021-04-08 02:39:51,193 - mmaction - INFO - Epoch [11][1600/2910] lr: 2.377e-01, eta: 14:11:50, time: 1.273, data_time: 0.051, memory: 9523, top1_acc: 0.7547, top5_acc: 0.9580, loss_cls: 0.7966, loss: 0.7966, grad_norm: 1.0470 2021-04-08 02:40:14,766 - mmaction - INFO - Epoch [11][1620/2910] lr: 2.376e-01, eta: 14:11:20, time: 1.177, data_time: 0.069, memory: 9523, top1_acc: 0.7447, top5_acc: 0.9551, loss_cls: 0.8225, loss: 0.8225, grad_norm: 1.0748 2021-04-08 02:40:39,423 - mmaction - INFO - Epoch [11][1640/2910] lr: 2.374e-01, eta: 14:10:52, time: 1.235, data_time: 0.055, memory: 9523, top1_acc: 0.7582, top5_acc: 0.9637, loss_cls: 0.7854, loss: 0.7854, grad_norm: 1.0460 2021-04-08 02:41:03,702 - mmaction - INFO - Epoch [11][1660/2910] lr: 2.372e-01, eta: 14:10:24, time: 1.213, data_time: 0.015, memory: 9523, top1_acc: 0.7539, top5_acc: 0.9586, loss_cls: 0.8012, loss: 0.8012, grad_norm: 1.0524 2021-04-08 02:41:28,395 - mmaction - INFO - Epoch [11][1680/2910] lr: 2.370e-01, eta: 14:09:56, time: 1.233, data_time: 0.034, memory: 9523, top1_acc: 0.7498, top5_acc: 0.9598, loss_cls: 0.7923, loss: 0.7923, grad_norm: 1.0427 2021-04-08 02:41:53,474 - mmaction - INFO - Epoch [11][1700/2910] lr: 2.369e-01, eta: 14:09:29, time: 1.254, data_time: 0.089, memory: 9523, top1_acc: 0.7541, top5_acc: 0.9525, loss_cls: 0.8010, loss: 0.8010, grad_norm: 1.0534 2021-04-08 02:42:18,219 - mmaction - INFO - Epoch [11][1720/2910] lr: 2.367e-01, eta: 14:09:01, time: 1.239, data_time: 0.135, memory: 9523, top1_acc: 0.7471, top5_acc: 0.9588, loss_cls: 0.8253, loss: 0.8253, grad_norm: 1.0656 2021-04-08 02:42:45,632 - mmaction - INFO - Epoch [11][1740/2910] lr: 2.365e-01, eta: 14:08:36, time: 1.371, data_time: 0.021, memory: 9523, top1_acc: 0.7561, top5_acc: 0.9604, loss_cls: 0.8039, loss: 0.8039, grad_norm: 1.0415 2021-04-08 02:43:08,841 - mmaction - INFO - Epoch [11][1760/2910] lr: 2.363e-01, eta: 14:08:07, time: 1.160, data_time: 0.059, memory: 9523, top1_acc: 0.7414, top5_acc: 0.9559, loss_cls: 0.8251, loss: 0.8251, grad_norm: 1.0766 2021-04-08 02:43:33,329 - mmaction - INFO - Epoch [11][1780/2910] lr: 2.362e-01, eta: 14:07:38, time: 1.225, data_time: 0.001, memory: 9523, top1_acc: 0.7441, top5_acc: 0.9545, loss_cls: 0.8243, loss: 0.8243, grad_norm: 1.0530 2021-04-08 02:43:57,841 - mmaction - INFO - Epoch [11][1800/2910] lr: 2.360e-01, eta: 14:07:10, time: 1.226, data_time: 0.047, memory: 9523, top1_acc: 0.7449, top5_acc: 0.9586, loss_cls: 0.7998, loss: 0.7998, grad_norm: 1.0798 2021-04-08 02:44:22,016 - mmaction - INFO - Epoch [11][1820/2910] lr: 2.358e-01, eta: 14:06:42, time: 1.206, data_time: 0.024, memory: 9523, top1_acc: 0.7375, top5_acc: 0.9574, loss_cls: 0.8536, loss: 0.8536, grad_norm: 1.0951 2021-04-08 02:44:46,066 - mmaction - INFO - Epoch [11][1840/2910] lr: 2.356e-01, eta: 14:06:13, time: 1.205, data_time: 0.046, memory: 9523, top1_acc: 0.7377, top5_acc: 0.9516, loss_cls: 0.8430, loss: 0.8430, grad_norm: 1.0886 2021-04-08 02:45:10,761 - mmaction - INFO - Epoch [11][1860/2910] lr: 2.354e-01, eta: 14:05:45, time: 1.235, data_time: 0.064, memory: 9523, top1_acc: 0.7486, top5_acc: 0.9529, loss_cls: 0.8098, loss: 0.8098, grad_norm: 1.0390 2021-04-08 02:45:35,015 - mmaction - INFO - Epoch [11][1880/2910] lr: 2.353e-01, eta: 14:05:17, time: 1.213, data_time: 0.031, memory: 9523, top1_acc: 0.7572, top5_acc: 0.9633, loss_cls: 0.7817, loss: 0.7817, grad_norm: 1.0143 2021-04-08 02:46:01,278 - mmaction - INFO - Epoch [11][1900/2910] lr: 2.351e-01, eta: 14:04:51, time: 1.313, data_time: 0.049, memory: 9523, top1_acc: 0.7557, top5_acc: 0.9625, loss_cls: 0.7812, loss: 0.7812, grad_norm: 1.0200 2021-04-08 02:46:24,217 - mmaction - INFO - Epoch [11][1920/2910] lr: 2.349e-01, eta: 14:04:21, time: 1.147, data_time: 0.012, memory: 9523, top1_acc: 0.7576, top5_acc: 0.9582, loss_cls: 0.7850, loss: 0.7850, grad_norm: 1.0369 2021-04-08 02:46:49,857 - mmaction - INFO - Epoch [11][1940/2910] lr: 2.347e-01, eta: 14:03:54, time: 1.282, data_time: 0.054, memory: 9523, top1_acc: 0.7443, top5_acc: 0.9559, loss_cls: 0.8006, loss: 0.8006, grad_norm: 1.0227 2021-04-08 02:47:14,108 - mmaction - INFO - Epoch [11][1960/2910] lr: 2.346e-01, eta: 14:03:26, time: 1.213, data_time: 0.052, memory: 9523, top1_acc: 0.7381, top5_acc: 0.9594, loss_cls: 0.8241, loss: 0.8241, grad_norm: 1.0802 2021-04-08 02:47:38,648 - mmaction - INFO - Epoch [11][1980/2910] lr: 2.344e-01, eta: 14:02:58, time: 1.227, data_time: 0.145, memory: 9523, top1_acc: 0.7564, top5_acc: 0.9547, loss_cls: 0.7951, loss: 0.7951, grad_norm: 1.0506 2021-04-08 02:48:03,777 - mmaction - INFO - Epoch [11][2000/2910] lr: 2.342e-01, eta: 14:02:30, time: 1.256, data_time: 0.085, memory: 9523, top1_acc: 0.7545, top5_acc: 0.9586, loss_cls: 0.8016, loss: 0.8016, grad_norm: 1.0670 2021-04-08 02:48:27,335 - mmaction - INFO - Epoch [11][2020/2910] lr: 2.340e-01, eta: 14:02:01, time: 1.178, data_time: 0.025, memory: 9523, top1_acc: 0.7488, top5_acc: 0.9604, loss_cls: 0.8169, loss: 0.8169, grad_norm: 1.0863 2021-04-08 02:48:52,302 - mmaction - INFO - Epoch [11][2040/2910] lr: 2.339e-01, eta: 14:01:34, time: 1.249, data_time: 0.016, memory: 9523, top1_acc: 0.7525, top5_acc: 0.9600, loss_cls: 0.7993, loss: 0.7993, grad_norm: 1.0656 2021-04-08 02:49:17,291 - mmaction - INFO - Epoch [11][2060/2910] lr: 2.337e-01, eta: 14:01:06, time: 1.247, data_time: 0.059, memory: 9523, top1_acc: 0.7404, top5_acc: 0.9531, loss_cls: 0.8327, loss: 0.8327, grad_norm: 1.0725 2021-04-08 02:49:41,096 - mmaction - INFO - Epoch [11][2080/2910] lr: 2.335e-01, eta: 14:00:37, time: 1.192, data_time: 0.004, memory: 9523, top1_acc: 0.7479, top5_acc: 0.9568, loss_cls: 0.8233, loss: 0.8233, grad_norm: 1.0748 2021-04-08 02:50:06,407 - mmaction - INFO - Epoch [11][2100/2910] lr: 2.333e-01, eta: 14:00:10, time: 1.266, data_time: 0.085, memory: 9523, top1_acc: 0.7578, top5_acc: 0.9594, loss_cls: 0.7760, loss: 0.7760, grad_norm: 1.0398 2021-04-08 02:50:31,082 - mmaction - INFO - Epoch [11][2120/2910] lr: 2.331e-01, eta: 13:59:42, time: 1.233, data_time: 0.004, memory: 9523, top1_acc: 0.7449, top5_acc: 0.9525, loss_cls: 0.8217, loss: 0.8217, grad_norm: 1.0694 2021-04-08 02:50:55,781 - mmaction - INFO - Epoch [11][2140/2910] lr: 2.330e-01, eta: 13:59:15, time: 1.235, data_time: 0.015, memory: 9523, top1_acc: 0.7426, top5_acc: 0.9566, loss_cls: 0.8145, loss: 0.8145, grad_norm: 1.0483 2021-04-08 02:51:20,711 - mmaction - INFO - Epoch [11][2160/2910] lr: 2.328e-01, eta: 13:58:47, time: 1.247, data_time: 0.024, memory: 9523, top1_acc: 0.7555, top5_acc: 0.9609, loss_cls: 0.7935, loss: 0.7935, grad_norm: 1.0436 2021-04-08 02:51:45,760 - mmaction - INFO - Epoch [11][2180/2910] lr: 2.326e-01, eta: 13:58:20, time: 1.252, data_time: 0.084, memory: 9523, top1_acc: 0.7488, top5_acc: 0.9553, loss_cls: 0.8294, loss: 0.8294, grad_norm: 1.0809 2021-04-08 02:52:10,532 - mmaction - INFO - Epoch [11][2200/2910] lr: 2.324e-01, eta: 13:57:52, time: 1.239, data_time: 0.072, memory: 9523, top1_acc: 0.7584, top5_acc: 0.9576, loss_cls: 0.7869, loss: 0.7869, grad_norm: 1.0208 2021-04-08 02:52:34,968 - mmaction - INFO - Epoch [11][2220/2910] lr: 2.323e-01, eta: 13:57:24, time: 1.222, data_time: 0.014, memory: 9523, top1_acc: 0.7570, top5_acc: 0.9584, loss_cls: 0.7957, loss: 0.7957, grad_norm: 1.0467 2021-04-08 02:52:59,538 - mmaction - INFO - Epoch [11][2240/2910] lr: 2.321e-01, eta: 13:56:56, time: 1.229, data_time: 0.100, memory: 9523, top1_acc: 0.7504, top5_acc: 0.9572, loss_cls: 0.8237, loss: 0.8237, grad_norm: 1.0737 2021-04-08 02:53:23,806 - mmaction - INFO - Epoch [11][2260/2910] lr: 2.319e-01, eta: 13:56:28, time: 1.213, data_time: 0.127, memory: 9523, top1_acc: 0.7518, top5_acc: 0.9555, loss_cls: 0.8162, loss: 0.8162, grad_norm: 1.0672 2021-04-08 02:53:48,133 - mmaction - INFO - Epoch [11][2280/2910] lr: 2.317e-01, eta: 13:55:59, time: 1.217, data_time: 0.114, memory: 9523, top1_acc: 0.7484, top5_acc: 0.9617, loss_cls: 0.8054, loss: 0.8054, grad_norm: 1.0533 2021-04-08 02:54:12,176 - mmaction - INFO - Epoch [11][2300/2910] lr: 2.315e-01, eta: 13:55:31, time: 1.200, data_time: 0.014, memory: 9523, top1_acc: 0.7471, top5_acc: 0.9561, loss_cls: 0.8188, loss: 0.8188, grad_norm: 1.0752 2021-04-08 02:54:37,014 - mmaction - INFO - Epoch [11][2320/2910] lr: 2.314e-01, eta: 13:55:03, time: 1.245, data_time: 0.047, memory: 9523, top1_acc: 0.7492, top5_acc: 0.9588, loss_cls: 0.7804, loss: 0.7804, grad_norm: 1.0266 2021-04-08 02:55:02,444 - mmaction - INFO - Epoch [11][2340/2910] lr: 2.312e-01, eta: 13:54:36, time: 1.271, data_time: 0.068, memory: 9523, top1_acc: 0.7592, top5_acc: 0.9553, loss_cls: 0.7860, loss: 0.7860, grad_norm: 1.0499 2021-04-08 02:55:26,510 - mmaction - INFO - Epoch [11][2360/2910] lr: 2.310e-01, eta: 13:54:08, time: 1.203, data_time: 0.024, memory: 9523, top1_acc: 0.7518, top5_acc: 0.9592, loss_cls: 0.7973, loss: 0.7973, grad_norm: 1.0557 2021-04-08 02:55:50,263 - mmaction - INFO - Epoch [11][2380/2910] lr: 2.308e-01, eta: 13:53:39, time: 1.187, data_time: 0.103, memory: 9523, top1_acc: 0.7463, top5_acc: 0.9566, loss_cls: 0.8202, loss: 0.8202, grad_norm: 1.0641 2021-04-08 02:56:15,265 - mmaction - INFO - Epoch [11][2400/2910] lr: 2.307e-01, eta: 13:53:11, time: 1.251, data_time: 0.008, memory: 9523, top1_acc: 0.7537, top5_acc: 0.9592, loss_cls: 0.8018, loss: 0.8018, grad_norm: 1.0756 2021-04-08 02:56:40,009 - mmaction - INFO - Epoch [11][2420/2910] lr: 2.305e-01, eta: 13:52:44, time: 1.238, data_time: 0.097, memory: 9523, top1_acc: 0.7328, top5_acc: 0.9535, loss_cls: 0.8336, loss: 0.8336, grad_norm: 1.0855 2021-04-08 02:57:02,936 - mmaction - INFO - Epoch [11][2440/2910] lr: 2.303e-01, eta: 13:52:14, time: 1.145, data_time: 0.057, memory: 9523, top1_acc: 0.7436, top5_acc: 0.9576, loss_cls: 0.8227, loss: 0.8227, grad_norm: 1.0921 2021-04-08 02:57:28,643 - mmaction - INFO - Epoch [11][2460/2910] lr: 2.301e-01, eta: 13:51:47, time: 1.286, data_time: 0.136, memory: 9523, top1_acc: 0.7500, top5_acc: 0.9521, loss_cls: 0.8169, loss: 0.8169, grad_norm: 1.0933 2021-04-08 02:57:52,444 - mmaction - INFO - Epoch [11][2480/2910] lr: 2.299e-01, eta: 13:51:18, time: 1.191, data_time: 0.022, memory: 9523, top1_acc: 0.7461, top5_acc: 0.9502, loss_cls: 0.8346, loss: 0.8346, grad_norm: 1.0840 2021-04-08 02:58:18,242 - mmaction - INFO - Epoch [11][2500/2910] lr: 2.298e-01, eta: 13:50:52, time: 1.290, data_time: 0.107, memory: 9523, top1_acc: 0.7652, top5_acc: 0.9619, loss_cls: 0.7609, loss: 0.7609, grad_norm: 1.0505 2021-04-08 02:58:42,237 - mmaction - INFO - Epoch [11][2520/2910] lr: 2.296e-01, eta: 13:50:23, time: 1.199, data_time: 0.028, memory: 9523, top1_acc: 0.7412, top5_acc: 0.9543, loss_cls: 0.8228, loss: 0.8228, grad_norm: 1.0894 2021-04-08 02:59:06,610 - mmaction - INFO - Epoch [11][2540/2910] lr: 2.294e-01, eta: 13:49:55, time: 1.217, data_time: 0.027, memory: 9523, top1_acc: 0.7510, top5_acc: 0.9576, loss_cls: 0.8003, loss: 0.8003, grad_norm: 1.0433 2021-04-08 02:59:31,281 - mmaction - INFO - Epoch [11][2560/2910] lr: 2.292e-01, eta: 13:49:28, time: 1.235, data_time: 0.108, memory: 9523, top1_acc: 0.7676, top5_acc: 0.9598, loss_cls: 0.7478, loss: 0.7478, grad_norm: 1.0344 2021-04-08 02:59:56,743 - mmaction - INFO - Epoch [11][2580/2910] lr: 2.291e-01, eta: 13:49:01, time: 1.271, data_time: 0.010, memory: 9523, top1_acc: 0.7424, top5_acc: 0.9588, loss_cls: 0.8328, loss: 0.8328, grad_norm: 1.0765 2021-04-08 03:00:21,455 - mmaction - INFO - Epoch [11][2600/2910] lr: 2.289e-01, eta: 13:48:33, time: 1.236, data_time: 0.006, memory: 9523, top1_acc: 0.7496, top5_acc: 0.9582, loss_cls: 0.8043, loss: 0.8043, grad_norm: 1.0903 2021-04-08 03:00:46,478 - mmaction - INFO - Epoch [11][2620/2910] lr: 2.287e-01, eta: 13:48:06, time: 1.251, data_time: 0.078, memory: 9523, top1_acc: 0.7566, top5_acc: 0.9615, loss_cls: 0.7780, loss: 0.7780, grad_norm: 1.0293 2021-04-08 03:01:10,092 - mmaction - INFO - Epoch [11][2640/2910] lr: 2.285e-01, eta: 13:47:37, time: 1.182, data_time: 0.079, memory: 9523, top1_acc: 0.7539, top5_acc: 0.9578, loss_cls: 0.8056, loss: 0.8056, grad_norm: 1.0619 2021-04-08 03:01:35,866 - mmaction - INFO - Epoch [11][2660/2910] lr: 2.283e-01, eta: 13:47:10, time: 1.287, data_time: 0.021, memory: 9523, top1_acc: 0.7545, top5_acc: 0.9617, loss_cls: 0.7859, loss: 0.7859, grad_norm: 1.0652 2021-04-08 03:02:00,076 - mmaction - INFO - Epoch [11][2680/2910] lr: 2.282e-01, eta: 13:46:42, time: 1.212, data_time: 0.056, memory: 9523, top1_acc: 0.7592, top5_acc: 0.9566, loss_cls: 0.7824, loss: 0.7824, grad_norm: 1.0517 2021-04-08 03:02:25,057 - mmaction - INFO - Epoch [11][2700/2910] lr: 2.280e-01, eta: 13:46:15, time: 1.249, data_time: 0.112, memory: 9523, top1_acc: 0.7562, top5_acc: 0.9586, loss_cls: 0.7848, loss: 0.7848, grad_norm: 1.0503 2021-04-08 03:02:50,118 - mmaction - INFO - Epoch [11][2720/2910] lr: 2.278e-01, eta: 13:45:47, time: 1.254, data_time: 0.015, memory: 9523, top1_acc: 0.7557, top5_acc: 0.9592, loss_cls: 0.7870, loss: 0.7870, grad_norm: 1.0754 2021-04-08 03:03:14,812 - mmaction - INFO - Epoch [11][2740/2910] lr: 2.276e-01, eta: 13:45:20, time: 1.234, data_time: 0.125, memory: 9523, top1_acc: 0.7518, top5_acc: 0.9576, loss_cls: 0.8092, loss: 0.8092, grad_norm: 1.0727 2021-04-08 03:03:40,462 - mmaction - INFO - Epoch [11][2760/2910] lr: 2.275e-01, eta: 13:44:53, time: 1.283, data_time: 0.002, memory: 9523, top1_acc: 0.7490, top5_acc: 0.9537, loss_cls: 0.8099, loss: 0.8099, grad_norm: 1.0694 2021-04-08 03:04:03,580 - mmaction - INFO - Epoch [11][2780/2910] lr: 2.273e-01, eta: 13:44:24, time: 1.155, data_time: 0.119, memory: 9523, top1_acc: 0.7502, top5_acc: 0.9568, loss_cls: 0.8119, loss: 0.8119, grad_norm: 1.0415 2021-04-08 03:04:28,652 - mmaction - INFO - Epoch [11][2800/2910] lr: 2.271e-01, eta: 13:43:56, time: 1.254, data_time: 0.025, memory: 9523, top1_acc: 0.7604, top5_acc: 0.9613, loss_cls: 0.7729, loss: 0.7729, grad_norm: 1.0191 2021-04-08 03:04:53,181 - mmaction - INFO - Epoch [11][2820/2910] lr: 2.269e-01, eta: 13:43:28, time: 1.226, data_time: 0.083, memory: 9523, top1_acc: 0.7676, top5_acc: 0.9590, loss_cls: 0.7659, loss: 0.7659, grad_norm: 1.0427 2021-04-08 03:05:17,974 - mmaction - INFO - Epoch [11][2840/2910] lr: 2.267e-01, eta: 13:43:01, time: 1.240, data_time: 0.071, memory: 9523, top1_acc: 0.7510, top5_acc: 0.9611, loss_cls: 0.8114, loss: 0.8114, grad_norm: 1.0901 2021-04-08 03:05:42,154 - mmaction - INFO - Epoch [11][2860/2910] lr: 2.266e-01, eta: 13:42:33, time: 1.209, data_time: 0.080, memory: 9523, top1_acc: 0.7557, top5_acc: 0.9590, loss_cls: 0.7930, loss: 0.7930, grad_norm: 1.0773 2021-04-08 03:06:06,298 - mmaction - INFO - Epoch [11][2880/2910] lr: 2.264e-01, eta: 13:42:04, time: 1.206, data_time: 0.013, memory: 9523, top1_acc: 0.7584, top5_acc: 0.9619, loss_cls: 0.8048, loss: 0.8048, grad_norm: 1.0591 2021-04-08 03:06:30,479 - mmaction - INFO - Epoch [11][2900/2910] lr: 2.262e-01, eta: 13:41:36, time: 1.210, data_time: 0.084, memory: 9523, top1_acc: 0.7518, top5_acc: 0.9574, loss_cls: 0.7904, loss: 0.7904, grad_norm: 1.0585 2021-04-08 03:06:44,728 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-04-08 03:14:38,661 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-08 03:14:39,325 - mmaction - INFO - top1_acc 0.6612 top5_acc 0.9068 2021-04-08 03:14:39,326 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-08 03:14:39,436 - mmaction - INFO - mean_acc 0.6916 2021-04-08 03:14:39,436 - mmaction - INFO - Now best checkpoint is epoch_11.pth 2021-04-08 03:14:39,457 - mmaction - INFO - Epoch(val) [11][2910] top1_acc: 0.6612, top5_acc: 0.9068, mean_class_accuracy: 0.6916 2021-04-08 03:18:30,725 - mmaction - INFO - Epoch [12][20/2910] lr: 2.259e-01, eta: 13:44:44, time: 11.561, data_time: 10.407, memory: 9523, top1_acc: 0.7566, top5_acc: 0.9609, loss_cls: 0.7813, loss: 0.7813, grad_norm: 1.0818 2021-04-08 03:18:55,838 - mmaction - INFO - Epoch [12][40/2910] lr: 2.258e-01, eta: 13:44:16, time: 1.257, data_time: 0.130, memory: 9523, top1_acc: 0.7541, top5_acc: 0.9613, loss_cls: 0.7926, loss: 0.7926, grad_norm: 1.0481 2021-04-08 03:19:20,380 - mmaction - INFO - Epoch [12][60/2910] lr: 2.256e-01, eta: 13:43:48, time: 1.227, data_time: 0.001, memory: 9523, top1_acc: 0.7486, top5_acc: 0.9568, loss_cls: 0.8142, loss: 0.8142, grad_norm: 1.0995 2021-04-08 03:19:45,377 - mmaction - INFO - Epoch [12][80/2910] lr: 2.254e-01, eta: 13:43:21, time: 1.248, data_time: 0.124, memory: 9523, top1_acc: 0.7510, top5_acc: 0.9551, loss_cls: 0.8115, loss: 0.8115, grad_norm: 1.0761 2021-04-08 03:20:09,830 - mmaction - INFO - Epoch [12][100/2910] lr: 2.252e-01, eta: 13:42:52, time: 1.224, data_time: 0.023, memory: 9523, top1_acc: 0.7635, top5_acc: 0.9656, loss_cls: 0.7607, loss: 0.7607, grad_norm: 1.0324 2021-04-08 03:20:34,253 - mmaction - INFO - Epoch [12][120/2910] lr: 2.250e-01, eta: 13:42:24, time: 1.221, data_time: 0.077, memory: 9523, top1_acc: 0.7590, top5_acc: 0.9607, loss_cls: 0.7731, loss: 0.7731, grad_norm: 1.0351 2021-04-08 03:20:58,612 - mmaction - INFO - Epoch [12][140/2910] lr: 2.249e-01, eta: 13:41:56, time: 1.218, data_time: 0.079, memory: 9523, top1_acc: 0.7703, top5_acc: 0.9631, loss_cls: 0.7565, loss: 0.7565, grad_norm: 1.0566 2021-04-08 03:21:23,585 - mmaction - INFO - Epoch [12][160/2910] lr: 2.247e-01, eta: 13:41:28, time: 1.248, data_time: 0.026, memory: 9523, top1_acc: 0.7504, top5_acc: 0.9588, loss_cls: 0.7990, loss: 0.7990, grad_norm: 1.1380 2021-04-08 03:21:48,932 - mmaction - INFO - Epoch [12][180/2910] lr: 2.245e-01, eta: 13:41:01, time: 1.268, data_time: 0.042, memory: 9523, top1_acc: 0.7438, top5_acc: 0.9605, loss_cls: 0.8143, loss: 0.8143, grad_norm: 1.1109 2021-04-08 03:22:12,995 - mmaction - INFO - Epoch [12][200/2910] lr: 2.243e-01, eta: 13:40:33, time: 1.203, data_time: 0.137, memory: 9523, top1_acc: 0.7600, top5_acc: 0.9627, loss_cls: 0.7669, loss: 0.7669, grad_norm: 1.0572 2021-04-08 03:22:38,236 - mmaction - INFO - Epoch [12][220/2910] lr: 2.242e-01, eta: 13:40:05, time: 1.261, data_time: 0.059, memory: 9523, top1_acc: 0.7473, top5_acc: 0.9592, loss_cls: 0.8280, loss: 0.8280, grad_norm: 1.1383 2021-04-08 03:23:03,648 - mmaction - INFO - Epoch [12][240/2910] lr: 2.240e-01, eta: 13:39:38, time: 1.272, data_time: 0.042, memory: 9523, top1_acc: 0.7510, top5_acc: 0.9537, loss_cls: 0.8069, loss: 0.8069, grad_norm: 1.0798 2021-04-08 03:23:27,120 - mmaction - INFO - Epoch [12][260/2910] lr: 2.238e-01, eta: 13:39:09, time: 1.172, data_time: 0.013, memory: 9523, top1_acc: 0.7555, top5_acc: 0.9588, loss_cls: 0.7935, loss: 0.7935, grad_norm: 1.0537 2021-04-08 03:23:51,144 - mmaction - INFO - Epoch [12][280/2910] lr: 2.236e-01, eta: 13:38:40, time: 1.202, data_time: 0.107, memory: 9523, top1_acc: 0.7453, top5_acc: 0.9572, loss_cls: 0.8213, loss: 0.8213, grad_norm: 1.1037 2021-04-08 03:24:15,965 - mmaction - INFO - Epoch [12][300/2910] lr: 2.234e-01, eta: 13:38:13, time: 1.240, data_time: 0.089, memory: 9523, top1_acc: 0.7566, top5_acc: 0.9586, loss_cls: 0.7951, loss: 0.7951, grad_norm: 1.0755 2021-04-08 03:24:40,256 - mmaction - INFO - Epoch [12][320/2910] lr: 2.233e-01, eta: 13:37:44, time: 1.216, data_time: 0.121, memory: 9523, top1_acc: 0.7629, top5_acc: 0.9607, loss_cls: 0.7749, loss: 0.7749, grad_norm: 1.0679 2021-04-08 03:25:05,394 - mmaction - INFO - Epoch [12][340/2910] lr: 2.231e-01, eta: 13:37:17, time: 1.256, data_time: 0.109, memory: 9523, top1_acc: 0.7500, top5_acc: 0.9582, loss_cls: 0.7949, loss: 0.7949, grad_norm: 1.0693 2021-04-08 03:25:30,332 - mmaction - INFO - Epoch [12][360/2910] lr: 2.229e-01, eta: 13:36:49, time: 1.248, data_time: 0.102, memory: 9523, top1_acc: 0.7566, top5_acc: 0.9580, loss_cls: 0.7930, loss: 0.7930, grad_norm: 1.0745 2021-04-08 03:25:54,880 - mmaction - INFO - Epoch [12][380/2910] lr: 2.227e-01, eta: 13:36:21, time: 1.227, data_time: 0.121, memory: 9523, top1_acc: 0.7447, top5_acc: 0.9572, loss_cls: 0.8210, loss: 0.8210, grad_norm: 1.1103 2021-04-08 03:26:19,006 - mmaction - INFO - Epoch [12][400/2910] lr: 2.225e-01, eta: 13:35:53, time: 1.206, data_time: 0.010, memory: 9523, top1_acc: 0.7570, top5_acc: 0.9574, loss_cls: 0.7824, loss: 0.7824, grad_norm: 1.0835 2021-04-08 03:26:43,536 - mmaction - INFO - Epoch [12][420/2910] lr: 2.224e-01, eta: 13:35:25, time: 1.225, data_time: 0.079, memory: 9523, top1_acc: 0.7604, top5_acc: 0.9615, loss_cls: 0.7659, loss: 0.7659, grad_norm: 1.0528 2021-04-08 03:27:07,754 - mmaction - INFO - Epoch [12][440/2910] lr: 2.222e-01, eta: 13:34:56, time: 1.212, data_time: 0.136, memory: 9523, top1_acc: 0.7559, top5_acc: 0.9637, loss_cls: 0.7712, loss: 0.7712, grad_norm: 1.0786 2021-04-08 03:27:33,418 - mmaction - INFO - Epoch [12][460/2910] lr: 2.220e-01, eta: 13:34:30, time: 1.283, data_time: 0.021, memory: 9523, top1_acc: 0.7564, top5_acc: 0.9578, loss_cls: 0.8062, loss: 0.8062, grad_norm: 1.0821 2021-04-08 03:27:58,226 - mmaction - INFO - Epoch [12][480/2910] lr: 2.218e-01, eta: 13:34:02, time: 1.240, data_time: 0.015, memory: 9523, top1_acc: 0.7508, top5_acc: 0.9570, loss_cls: 0.7888, loss: 0.7888, grad_norm: 1.0883 2021-04-08 03:28:23,696 - mmaction - INFO - Epoch [12][500/2910] lr: 2.216e-01, eta: 13:33:35, time: 1.274, data_time: 0.002, memory: 9523, top1_acc: 0.7420, top5_acc: 0.9643, loss_cls: 0.7968, loss: 0.7968, grad_norm: 1.0957 2021-04-08 03:28:47,679 - mmaction - INFO - Epoch [12][520/2910] lr: 2.215e-01, eta: 13:33:06, time: 1.198, data_time: 0.027, memory: 9523, top1_acc: 0.7605, top5_acc: 0.9564, loss_cls: 0.7874, loss: 0.7874, grad_norm: 1.0480 2021-04-08 03:29:12,052 - mmaction - INFO - Epoch [12][540/2910] lr: 2.213e-01, eta: 13:32:38, time: 1.220, data_time: 0.027, memory: 9523, top1_acc: 0.7762, top5_acc: 0.9629, loss_cls: 0.7460, loss: 0.7460, grad_norm: 1.0365 2021-04-08 03:29:38,208 - mmaction - INFO - Epoch [12][560/2910] lr: 2.211e-01, eta: 13:32:12, time: 1.308, data_time: 0.110, memory: 9523, top1_acc: 0.7578, top5_acc: 0.9609, loss_cls: 0.7770, loss: 0.7770, grad_norm: 1.0694 2021-04-08 03:30:01,883 - mmaction - INFO - Epoch [12][580/2910] lr: 2.209e-01, eta: 13:31:43, time: 1.184, data_time: 0.008, memory: 9523, top1_acc: 0.7436, top5_acc: 0.9576, loss_cls: 0.8340, loss: 0.8340, grad_norm: 1.1117 2021-04-08 03:30:27,045 - mmaction - INFO - Epoch [12][600/2910] lr: 2.208e-01, eta: 13:31:16, time: 1.258, data_time: 0.015, memory: 9523, top1_acc: 0.7520, top5_acc: 0.9545, loss_cls: 0.8009, loss: 0.8009, grad_norm: 1.0772 2021-04-08 03:30:52,913 - mmaction - INFO - Epoch [12][620/2910] lr: 2.206e-01, eta: 13:30:49, time: 1.292, data_time: 0.079, memory: 9523, top1_acc: 0.7605, top5_acc: 0.9621, loss_cls: 0.7625, loss: 0.7625, grad_norm: 1.0392 2021-04-08 03:31:16,093 - mmaction - INFO - Epoch [12][640/2910] lr: 2.204e-01, eta: 13:30:20, time: 1.161, data_time: 0.003, memory: 9523, top1_acc: 0.7533, top5_acc: 0.9605, loss_cls: 0.7940, loss: 0.7940, grad_norm: 1.0613 2021-04-08 03:31:40,783 - mmaction - INFO - Epoch [12][660/2910] lr: 2.202e-01, eta: 13:29:52, time: 1.234, data_time: 0.147, memory: 9523, top1_acc: 0.7465, top5_acc: 0.9547, loss_cls: 0.8306, loss: 0.8306, grad_norm: 1.1515 2021-04-08 03:32:05,363 - mmaction - INFO - Epoch [12][680/2910] lr: 2.200e-01, eta: 13:29:24, time: 1.229, data_time: 0.282, memory: 9523, top1_acc: 0.7445, top5_acc: 0.9516, loss_cls: 0.8377, loss: 0.8377, grad_norm: 1.1074 2021-04-08 03:32:28,921 - mmaction - INFO - Epoch [12][700/2910] lr: 2.199e-01, eta: 13:28:55, time: 1.178, data_time: 0.066, memory: 9523, top1_acc: 0.7732, top5_acc: 0.9627, loss_cls: 0.7506, loss: 0.7506, grad_norm: 1.0272 2021-04-08 03:32:55,525 - mmaction - INFO - Epoch [12][720/2910] lr: 2.197e-01, eta: 13:28:29, time: 1.330, data_time: 0.112, memory: 9523, top1_acc: 0.7695, top5_acc: 0.9656, loss_cls: 0.7406, loss: 0.7406, grad_norm: 1.0199 2021-04-08 03:33:19,279 - mmaction - INFO - Epoch [12][740/2910] lr: 2.195e-01, eta: 13:28:01, time: 1.188, data_time: 0.001, memory: 9523, top1_acc: 0.7557, top5_acc: 0.9578, loss_cls: 0.7854, loss: 0.7854, grad_norm: 1.0729 2021-04-08 03:33:44,464 - mmaction - INFO - Epoch [12][760/2910] lr: 2.193e-01, eta: 13:27:33, time: 1.260, data_time: 0.082, memory: 9523, top1_acc: 0.7525, top5_acc: 0.9600, loss_cls: 0.7852, loss: 0.7852, grad_norm: 1.0623 2021-04-08 03:34:08,104 - mmaction - INFO - Epoch [12][780/2910] lr: 2.191e-01, eta: 13:27:04, time: 1.182, data_time: 0.007, memory: 9523, top1_acc: 0.7754, top5_acc: 0.9600, loss_cls: 0.7531, loss: 0.7531, grad_norm: 1.0398 2021-04-08 03:34:33,573 - mmaction - INFO - Epoch [12][800/2910] lr: 2.190e-01, eta: 13:26:37, time: 1.274, data_time: 0.050, memory: 9523, top1_acc: 0.7627, top5_acc: 0.9666, loss_cls: 0.7612, loss: 0.7612, grad_norm: 1.0992 2021-04-08 03:34:57,717 - mmaction - INFO - Epoch [12][820/2910] lr: 2.188e-01, eta: 13:26:09, time: 1.207, data_time: 0.086, memory: 9523, top1_acc: 0.7650, top5_acc: 0.9566, loss_cls: 0.7760, loss: 0.7760, grad_norm: 1.0857 2021-04-08 03:35:22,008 - mmaction - INFO - Epoch [12][840/2910] lr: 2.186e-01, eta: 13:25:41, time: 1.212, data_time: 0.119, memory: 9523, top1_acc: 0.7521, top5_acc: 0.9590, loss_cls: 0.7995, loss: 0.7995, grad_norm: 1.1174 2021-04-08 03:35:48,539 - mmaction - INFO - Epoch [12][860/2910] lr: 2.184e-01, eta: 13:25:15, time: 1.327, data_time: 0.165, memory: 9523, top1_acc: 0.7568, top5_acc: 0.9580, loss_cls: 0.7781, loss: 0.7781, grad_norm: 1.0758 2021-04-08 03:36:12,718 - mmaction - INFO - Epoch [12][880/2910] lr: 2.182e-01, eta: 13:24:47, time: 1.209, data_time: 0.020, memory: 9523, top1_acc: 0.7611, top5_acc: 0.9596, loss_cls: 0.7782, loss: 0.7782, grad_norm: 1.0632 2021-04-08 03:36:37,852 - mmaction - INFO - Epoch [12][900/2910] lr: 2.181e-01, eta: 13:24:20, time: 1.258, data_time: 0.061, memory: 9523, top1_acc: 0.7580, top5_acc: 0.9547, loss_cls: 0.7848, loss: 0.7848, grad_norm: 1.0860 2021-04-08 03:37:02,074 - mmaction - INFO - Epoch [12][920/2910] lr: 2.179e-01, eta: 13:23:51, time: 1.209, data_time: 0.036, memory: 9523, top1_acc: 0.7652, top5_acc: 0.9643, loss_cls: 0.7591, loss: 0.7591, grad_norm: 1.0970 2021-04-08 03:37:27,104 - mmaction - INFO - Epoch [12][940/2910] lr: 2.177e-01, eta: 13:23:24, time: 1.252, data_time: 0.135, memory: 9523, top1_acc: 0.7537, top5_acc: 0.9566, loss_cls: 0.7808, loss: 0.7808, grad_norm: 1.0948 2021-04-08 03:37:51,409 - mmaction - INFO - Epoch [12][960/2910] lr: 2.175e-01, eta: 13:22:56, time: 1.215, data_time: 0.005, memory: 9523, top1_acc: 0.7549, top5_acc: 0.9631, loss_cls: 0.7676, loss: 0.7676, grad_norm: 1.0896 2021-04-08 03:38:17,256 - mmaction - INFO - Epoch [12][980/2910] lr: 2.174e-01, eta: 13:22:29, time: 1.293, data_time: 0.095, memory: 9523, top1_acc: 0.7621, top5_acc: 0.9590, loss_cls: 0.7886, loss: 0.7886, grad_norm: 1.0987 2021-04-08 03:38:40,996 - mmaction - INFO - Epoch [12][1000/2910] lr: 2.172e-01, eta: 13:22:00, time: 1.188, data_time: 0.066, memory: 9523, top1_acc: 0.7689, top5_acc: 0.9613, loss_cls: 0.7555, loss: 0.7555, grad_norm: 1.0652 2021-04-08 03:39:05,684 - mmaction - INFO - Epoch [12][1020/2910] lr: 2.170e-01, eta: 13:21:33, time: 1.233, data_time: 0.144, memory: 9523, top1_acc: 0.7697, top5_acc: 0.9619, loss_cls: 0.7515, loss: 0.7515, grad_norm: 1.0834 2021-04-08 03:39:30,334 - mmaction - INFO - Epoch [12][1040/2910] lr: 2.168e-01, eta: 13:21:05, time: 1.235, data_time: 0.196, memory: 9523, top1_acc: 0.7568, top5_acc: 0.9592, loss_cls: 0.7942, loss: 0.7942, grad_norm: 1.0872 2021-04-08 03:39:54,621 - mmaction - INFO - Epoch [12][1060/2910] lr: 2.166e-01, eta: 13:20:37, time: 1.214, data_time: 0.021, memory: 9523, top1_acc: 0.7480, top5_acc: 0.9584, loss_cls: 0.7827, loss: 0.7827, grad_norm: 1.0923 2021-04-08 03:40:20,518 - mmaction - INFO - Epoch [12][1080/2910] lr: 2.165e-01, eta: 13:20:10, time: 1.294, data_time: 0.023, memory: 9523, top1_acc: 0.7574, top5_acc: 0.9609, loss_cls: 0.7905, loss: 0.7905, grad_norm: 1.0857 2021-04-08 03:40:44,019 - mmaction - INFO - Epoch [12][1100/2910] lr: 2.163e-01, eta: 13:19:41, time: 1.175, data_time: 0.063, memory: 9523, top1_acc: 0.7609, top5_acc: 0.9594, loss_cls: 0.7676, loss: 0.7676, grad_norm: 1.0832 2021-04-08 03:41:09,001 - mmaction - INFO - Epoch [12][1120/2910] lr: 2.161e-01, eta: 13:19:14, time: 1.250, data_time: 0.001, memory: 9523, top1_acc: 0.7580, top5_acc: 0.9605, loss_cls: 0.7705, loss: 0.7705, grad_norm: 1.0893 2021-04-08 03:41:32,477 - mmaction - INFO - Epoch [12][1140/2910] lr: 2.159e-01, eta: 13:18:45, time: 1.172, data_time: 0.064, memory: 9523, top1_acc: 0.7484, top5_acc: 0.9533, loss_cls: 0.8107, loss: 0.8107, grad_norm: 1.1334 2021-04-08 03:41:58,822 - mmaction - INFO - Epoch [12][1160/2910] lr: 2.157e-01, eta: 13:18:19, time: 1.319, data_time: 0.053, memory: 9523, top1_acc: 0.7646, top5_acc: 0.9623, loss_cls: 0.7717, loss: 0.7717, grad_norm: 1.0896 2021-04-08 03:42:22,701 - mmaction - INFO - Epoch [12][1180/2910] lr: 2.156e-01, eta: 13:17:50, time: 1.194, data_time: 0.011, memory: 9523, top1_acc: 0.7738, top5_acc: 0.9615, loss_cls: 0.7545, loss: 0.7545, grad_norm: 1.0703 2021-04-08 03:42:48,429 - mmaction - INFO - Epoch [12][1200/2910] lr: 2.154e-01, eta: 13:17:24, time: 1.284, data_time: 0.047, memory: 9523, top1_acc: 0.7604, top5_acc: 0.9656, loss_cls: 0.7624, loss: 0.7624, grad_norm: 1.0881 2021-04-08 03:43:12,117 - mmaction - INFO - Epoch [12][1220/2910] lr: 2.152e-01, eta: 13:16:55, time: 1.185, data_time: 0.104, memory: 9523, top1_acc: 0.7445, top5_acc: 0.9619, loss_cls: 0.7948, loss: 0.7948, grad_norm: 1.1157 2021-04-08 03:43:37,216 - mmaction - INFO - Epoch [12][1240/2910] lr: 2.150e-01, eta: 13:16:28, time: 1.255, data_time: 0.093, memory: 9523, top1_acc: 0.7562, top5_acc: 0.9566, loss_cls: 0.7860, loss: 0.7860, grad_norm: 1.0951 2021-04-08 03:44:00,900 - mmaction - INFO - Epoch [12][1260/2910] lr: 2.148e-01, eta: 13:15:59, time: 1.186, data_time: 0.064, memory: 9523, top1_acc: 0.7549, top5_acc: 0.9584, loss_cls: 0.8073, loss: 0.8073, grad_norm: 1.1063 2021-04-08 03:44:26,459 - mmaction - INFO - Epoch [12][1280/2910] lr: 2.147e-01, eta: 13:15:32, time: 1.277, data_time: 0.050, memory: 9523, top1_acc: 0.7557, top5_acc: 0.9598, loss_cls: 0.7929, loss: 0.7929, grad_norm: 1.0950 2021-04-08 03:44:51,360 - mmaction - INFO - Epoch [12][1300/2910] lr: 2.145e-01, eta: 13:15:05, time: 1.244, data_time: 0.034, memory: 9523, top1_acc: 0.7547, top5_acc: 0.9658, loss_cls: 0.7669, loss: 0.7669, grad_norm: 1.0712 2021-04-08 03:45:15,066 - mmaction - INFO - Epoch [12][1320/2910] lr: 2.143e-01, eta: 13:14:36, time: 1.187, data_time: 0.003, memory: 9523, top1_acc: 0.7521, top5_acc: 0.9629, loss_cls: 0.7780, loss: 0.7780, grad_norm: 1.0919 2021-04-08 03:45:40,186 - mmaction - INFO - Epoch [12][1340/2910] lr: 2.141e-01, eta: 13:14:09, time: 1.256, data_time: 0.064, memory: 9523, top1_acc: 0.7613, top5_acc: 0.9592, loss_cls: 0.7739, loss: 0.7739, grad_norm: 1.0754 2021-04-08 03:46:04,586 - mmaction - INFO - Epoch [12][1360/2910] lr: 2.139e-01, eta: 13:13:41, time: 1.219, data_time: 0.103, memory: 9523, top1_acc: 0.7586, top5_acc: 0.9617, loss_cls: 0.7882, loss: 0.7882, grad_norm: 1.0863 2021-04-08 03:46:28,542 - mmaction - INFO - Epoch [12][1380/2910] lr: 2.138e-01, eta: 13:13:12, time: 1.199, data_time: 0.068, memory: 9523, top1_acc: 0.7564, top5_acc: 0.9623, loss_cls: 0.7710, loss: 0.7710, grad_norm: 1.0602 2021-04-08 03:46:54,045 - mmaction - INFO - Epoch [12][1400/2910] lr: 2.136e-01, eta: 13:12:46, time: 1.273, data_time: 0.017, memory: 9523, top1_acc: 0.7668, top5_acc: 0.9594, loss_cls: 0.7487, loss: 0.7487, grad_norm: 1.0525 2021-04-08 03:47:17,817 - mmaction - INFO - Epoch [12][1420/2910] lr: 2.134e-01, eta: 13:12:17, time: 1.191, data_time: 0.064, memory: 9523, top1_acc: 0.7707, top5_acc: 0.9615, loss_cls: 0.7407, loss: 0.7407, grad_norm: 1.0451 2021-04-08 03:47:42,795 - mmaction - INFO - Epoch [12][1440/2910] lr: 2.132e-01, eta: 13:11:50, time: 1.247, data_time: 0.147, memory: 9523, top1_acc: 0.7676, top5_acc: 0.9631, loss_cls: 0.7475, loss: 0.7475, grad_norm: 1.0876 2021-04-08 03:48:06,635 - mmaction - INFO - Epoch [12][1460/2910] lr: 2.130e-01, eta: 13:11:21, time: 1.195, data_time: 0.037, memory: 9523, top1_acc: 0.7705, top5_acc: 0.9646, loss_cls: 0.7564, loss: 0.7564, grad_norm: 1.0738 2021-04-08 03:48:31,788 - mmaction - INFO - Epoch [12][1480/2910] lr: 2.129e-01, eta: 13:10:54, time: 1.257, data_time: 0.042, memory: 9523, top1_acc: 0.7561, top5_acc: 0.9576, loss_cls: 0.7889, loss: 0.7889, grad_norm: 1.0890 2021-04-08 03:48:57,146 - mmaction - INFO - Epoch [12][1500/2910] lr: 2.127e-01, eta: 13:10:27, time: 1.268, data_time: 0.045, memory: 9523, top1_acc: 0.7674, top5_acc: 0.9633, loss_cls: 0.7645, loss: 0.7645, grad_norm: 1.0687 2021-04-08 03:49:21,687 - mmaction - INFO - Epoch [12][1520/2910] lr: 2.125e-01, eta: 13:09:59, time: 1.225, data_time: 0.035, memory: 9523, top1_acc: 0.7678, top5_acc: 0.9635, loss_cls: 0.7660, loss: 0.7660, grad_norm: 1.0660 2021-04-08 03:49:46,144 - mmaction - INFO - Epoch [12][1540/2910] lr: 2.123e-01, eta: 13:09:31, time: 1.225, data_time: 0.066, memory: 9523, top1_acc: 0.7615, top5_acc: 0.9621, loss_cls: 0.7614, loss: 0.7614, grad_norm: 1.0962 2021-04-08 03:50:13,112 - mmaction - INFO - Epoch [12][1560/2910] lr: 2.121e-01, eta: 13:09:06, time: 1.348, data_time: 0.041, memory: 9523, top1_acc: 0.7574, top5_acc: 0.9566, loss_cls: 0.7896, loss: 0.7896, grad_norm: 1.1113 2021-04-08 03:50:36,453 - mmaction - INFO - Epoch [12][1580/2910] lr: 2.120e-01, eta: 13:08:37, time: 1.166, data_time: 0.041, memory: 9523, top1_acc: 0.7658, top5_acc: 0.9662, loss_cls: 0.7492, loss: 0.7492, grad_norm: 1.0549 2021-04-08 03:51:01,718 - mmaction - INFO - Epoch [12][1600/2910] lr: 2.118e-01, eta: 13:08:10, time: 1.262, data_time: 0.074, memory: 9523, top1_acc: 0.7568, top5_acc: 0.9594, loss_cls: 0.7789, loss: 0.7789, grad_norm: 1.1026 2021-04-08 03:51:26,038 - mmaction - INFO - Epoch [12][1620/2910] lr: 2.116e-01, eta: 13:07:42, time: 1.216, data_time: 0.061, memory: 9523, top1_acc: 0.7730, top5_acc: 0.9629, loss_cls: 0.7351, loss: 0.7351, grad_norm: 1.0779 2021-04-08 03:51:50,237 - mmaction - INFO - Epoch [12][1640/2910] lr: 2.114e-01, eta: 13:07:14, time: 1.211, data_time: 0.105, memory: 9523, top1_acc: 0.7627, top5_acc: 0.9600, loss_cls: 0.7580, loss: 0.7580, grad_norm: 1.0874 2021-04-08 03:52:15,126 - mmaction - INFO - Epoch [12][1660/2910] lr: 2.112e-01, eta: 13:06:46, time: 1.244, data_time: 0.101, memory: 9523, top1_acc: 0.7713, top5_acc: 0.9633, loss_cls: 0.7366, loss: 0.7366, grad_norm: 1.0661 2021-04-08 03:52:39,025 - mmaction - INFO - Epoch [12][1680/2910] lr: 2.111e-01, eta: 13:06:18, time: 1.196, data_time: 0.044, memory: 9523, top1_acc: 0.7645, top5_acc: 0.9559, loss_cls: 0.7868, loss: 0.7868, grad_norm: 1.1110 2021-04-08 03:53:04,707 - mmaction - INFO - Epoch [12][1700/2910] lr: 2.109e-01, eta: 13:05:51, time: 1.284, data_time: 0.090, memory: 9523, top1_acc: 0.7639, top5_acc: 0.9600, loss_cls: 0.7594, loss: 0.7594, grad_norm: 1.0706 2021-04-08 03:53:28,624 - mmaction - INFO - Epoch [12][1720/2910] lr: 2.107e-01, eta: 13:05:23, time: 1.195, data_time: 0.063, memory: 9523, top1_acc: 0.7639, top5_acc: 0.9615, loss_cls: 0.7627, loss: 0.7627, grad_norm: 1.0916 2021-04-08 03:53:53,172 - mmaction - INFO - Epoch [12][1740/2910] lr: 2.105e-01, eta: 13:04:55, time: 1.229, data_time: 0.022, memory: 9523, top1_acc: 0.7566, top5_acc: 0.9611, loss_cls: 0.7953, loss: 0.7953, grad_norm: 1.1444 2021-04-08 03:54:17,806 - mmaction - INFO - Epoch [12][1760/2910] lr: 2.104e-01, eta: 13:04:27, time: 1.230, data_time: 0.105, memory: 9523, top1_acc: 0.7537, top5_acc: 0.9559, loss_cls: 0.8119, loss: 0.8119, grad_norm: 1.1248 2021-04-08 03:54:42,568 - mmaction - INFO - Epoch [12][1780/2910] lr: 2.102e-01, eta: 13:04:00, time: 1.239, data_time: 0.041, memory: 9523, top1_acc: 0.7541, top5_acc: 0.9563, loss_cls: 0.7919, loss: 0.7919, grad_norm: 1.1224 2021-04-08 03:55:07,507 - mmaction - INFO - Epoch [12][1800/2910] lr: 2.100e-01, eta: 13:03:33, time: 1.247, data_time: 0.018, memory: 9523, top1_acc: 0.7568, top5_acc: 0.9629, loss_cls: 0.7696, loss: 0.7696, grad_norm: 1.1064 2021-04-08 03:55:30,652 - mmaction - INFO - Epoch [12][1820/2910] lr: 2.098e-01, eta: 13:03:03, time: 1.156, data_time: 0.071, memory: 9523, top1_acc: 0.7715, top5_acc: 0.9662, loss_cls: 0.7379, loss: 0.7379, grad_norm: 1.0755 2021-04-08 03:55:54,996 - mmaction - INFO - Epoch [12][1840/2910] lr: 2.096e-01, eta: 13:02:35, time: 1.218, data_time: 0.062, memory: 9523, top1_acc: 0.7496, top5_acc: 0.9590, loss_cls: 0.7907, loss: 0.7907, grad_norm: 1.1287 2021-04-08 03:56:19,866 - mmaction - INFO - Epoch [12][1860/2910] lr: 2.095e-01, eta: 13:02:08, time: 1.244, data_time: 0.065, memory: 9523, top1_acc: 0.7664, top5_acc: 0.9631, loss_cls: 0.7441, loss: 0.7441, grad_norm: 1.0556 2021-04-08 03:56:45,939 - mmaction - INFO - Epoch [12][1880/2910] lr: 2.093e-01, eta: 13:01:42, time: 1.302, data_time: 0.044, memory: 9523, top1_acc: 0.7791, top5_acc: 0.9633, loss_cls: 0.7250, loss: 0.7250, grad_norm: 1.0259 2021-04-08 03:57:09,146 - mmaction - INFO - Epoch [12][1900/2910] lr: 2.091e-01, eta: 13:01:13, time: 1.160, data_time: 0.002, memory: 9523, top1_acc: 0.7697, top5_acc: 0.9621, loss_cls: 0.7501, loss: 0.7501, grad_norm: 1.0737 2021-04-08 03:57:34,143 - mmaction - INFO - Epoch [12][1920/2910] lr: 2.089e-01, eta: 13:00:45, time: 1.251, data_time: 0.002, memory: 9523, top1_acc: 0.7676, top5_acc: 0.9652, loss_cls: 0.7450, loss: 0.7450, grad_norm: 1.0615 2021-04-08 03:57:59,047 - mmaction - INFO - Epoch [12][1940/2910] lr: 2.087e-01, eta: 13:00:18, time: 1.246, data_time: 0.019, memory: 9523, top1_acc: 0.7707, top5_acc: 0.9588, loss_cls: 0.7579, loss: 0.7579, grad_norm: 1.1111 2021-04-08 03:58:24,817 - mmaction - INFO - Epoch [12][1960/2910] lr: 2.086e-01, eta: 12:59:52, time: 1.288, data_time: 0.080, memory: 9523, top1_acc: 0.7592, top5_acc: 0.9580, loss_cls: 0.7776, loss: 0.7776, grad_norm: 1.0995 2021-04-08 03:58:48,369 - mmaction - INFO - Epoch [12][1980/2910] lr: 2.084e-01, eta: 12:59:23, time: 1.177, data_time: 0.179, memory: 9523, top1_acc: 0.7691, top5_acc: 0.9627, loss_cls: 0.7485, loss: 0.7485, grad_norm: 1.0931 2021-04-08 03:59:12,857 - mmaction - INFO - Epoch [12][2000/2910] lr: 2.082e-01, eta: 12:58:55, time: 1.223, data_time: 0.243, memory: 9523, top1_acc: 0.7627, top5_acc: 0.9625, loss_cls: 0.7562, loss: 0.7562, grad_norm: 1.0885 2021-04-08 03:59:37,529 - mmaction - INFO - Epoch [12][2020/2910] lr: 2.080e-01, eta: 12:58:28, time: 1.234, data_time: 0.057, memory: 9523, top1_acc: 0.7643, top5_acc: 0.9658, loss_cls: 0.7349, loss: 0.7349, grad_norm: 1.1018 2021-04-08 04:00:02,450 - mmaction - INFO - Epoch [12][2040/2910] lr: 2.078e-01, eta: 12:58:00, time: 1.248, data_time: 0.083, memory: 9523, top1_acc: 0.7588, top5_acc: 0.9590, loss_cls: 0.7717, loss: 0.7717, grad_norm: 1.1022 2021-04-08 04:00:26,687 - mmaction - INFO - Epoch [12][2060/2910] lr: 2.077e-01, eta: 12:57:32, time: 1.211, data_time: 0.069, memory: 9523, top1_acc: 0.7586, top5_acc: 0.9547, loss_cls: 0.7970, loss: 0.7970, grad_norm: 1.0981 2021-04-08 04:00:51,333 - mmaction - INFO - Epoch [12][2080/2910] lr: 2.075e-01, eta: 12:57:05, time: 1.231, data_time: 0.028, memory: 9523, top1_acc: 0.7689, top5_acc: 0.9617, loss_cls: 0.7479, loss: 0.7479, grad_norm: 1.0751 2021-04-08 04:01:15,351 - mmaction - INFO - Epoch [12][2100/2910] lr: 2.073e-01, eta: 12:56:36, time: 1.203, data_time: 0.063, memory: 9523, top1_acc: 0.7766, top5_acc: 0.9637, loss_cls: 0.7376, loss: 0.7376, grad_norm: 1.0522 2021-04-08 04:01:41,099 - mmaction - INFO - Epoch [12][2120/2910] lr: 2.071e-01, eta: 12:56:10, time: 1.287, data_time: 0.001, memory: 9523, top1_acc: 0.7631, top5_acc: 0.9580, loss_cls: 0.7659, loss: 0.7659, grad_norm: 1.0916 2021-04-08 04:02:05,542 - mmaction - INFO - Epoch [12][2140/2910] lr: 2.069e-01, eta: 12:55:42, time: 1.222, data_time: 0.069, memory: 9523, top1_acc: 0.7662, top5_acc: 0.9635, loss_cls: 0.7605, loss: 0.7605, grad_norm: 1.0730 2021-04-08 04:02:30,394 - mmaction - INFO - Epoch [12][2160/2910] lr: 2.068e-01, eta: 12:55:15, time: 1.242, data_time: 0.020, memory: 9523, top1_acc: 0.7658, top5_acc: 0.9633, loss_cls: 0.7428, loss: 0.7428, grad_norm: 1.0600 2021-04-08 04:02:55,887 - mmaction - INFO - Epoch [12][2180/2910] lr: 2.066e-01, eta: 12:54:48, time: 1.273, data_time: 0.063, memory: 9523, top1_acc: 0.7697, top5_acc: 0.9600, loss_cls: 0.7359, loss: 0.7359, grad_norm: 1.0874 2021-04-08 04:03:19,502 - mmaction - INFO - Epoch [12][2200/2910] lr: 2.064e-01, eta: 12:54:19, time: 1.182, data_time: 0.061, memory: 9523, top1_acc: 0.7715, top5_acc: 0.9641, loss_cls: 0.7327, loss: 0.7327, grad_norm: 1.0863 2021-04-08 04:03:43,550 - mmaction - INFO - Epoch [12][2220/2910] lr: 2.062e-01, eta: 12:53:51, time: 1.203, data_time: 0.001, memory: 9523, top1_acc: 0.7621, top5_acc: 0.9602, loss_cls: 0.7507, loss: 0.7507, grad_norm: 1.1013 2021-04-08 04:04:08,247 - mmaction - INFO - Epoch [12][2240/2910] lr: 2.060e-01, eta: 12:53:24, time: 1.234, data_time: 0.025, memory: 9523, top1_acc: 0.7674, top5_acc: 0.9654, loss_cls: 0.7581, loss: 0.7581, grad_norm: 1.1203 2021-04-08 04:04:32,490 - mmaction - INFO - Epoch [12][2260/2910] lr: 2.059e-01, eta: 12:52:56, time: 1.211, data_time: 0.111, memory: 9523, top1_acc: 0.7629, top5_acc: 0.9611, loss_cls: 0.7642, loss: 0.7642, grad_norm: 1.1050 2021-04-08 04:04:56,299 - mmaction - INFO - Epoch [12][2280/2910] lr: 2.057e-01, eta: 12:52:27, time: 1.190, data_time: 0.053, memory: 9523, top1_acc: 0.7617, top5_acc: 0.9592, loss_cls: 0.7607, loss: 0.7607, grad_norm: 1.1019 2021-04-08 04:05:21,621 - mmaction - INFO - Epoch [12][2300/2910] lr: 2.055e-01, eta: 12:52:00, time: 1.266, data_time: 0.078, memory: 9523, top1_acc: 0.7660, top5_acc: 0.9633, loss_cls: 0.7553, loss: 0.7553, grad_norm: 1.1154 2021-04-08 04:05:45,616 - mmaction - INFO - Epoch [12][2320/2910] lr: 2.053e-01, eta: 12:51:32, time: 1.201, data_time: 0.099, memory: 9523, top1_acc: 0.7566, top5_acc: 0.9607, loss_cls: 0.7674, loss: 0.7674, grad_norm: 1.1075 2021-04-08 04:06:09,943 - mmaction - INFO - Epoch [12][2340/2910] lr: 2.051e-01, eta: 12:51:04, time: 1.216, data_time: 0.007, memory: 9523, top1_acc: 0.7641, top5_acc: 0.9619, loss_cls: 0.7467, loss: 0.7467, grad_norm: 1.0710 2021-04-08 04:06:35,201 - mmaction - INFO - Epoch [12][2360/2910] lr: 2.050e-01, eta: 12:50:37, time: 1.263, data_time: 0.119, memory: 9523, top1_acc: 0.7646, top5_acc: 0.9588, loss_cls: 0.7701, loss: 0.7701, grad_norm: 1.1103 2021-04-08 04:07:00,152 - mmaction - INFO - Epoch [12][2380/2910] lr: 2.048e-01, eta: 12:50:10, time: 1.248, data_time: 0.004, memory: 9523, top1_acc: 0.7625, top5_acc: 0.9613, loss_cls: 0.7748, loss: 0.7748, grad_norm: 1.0861 2021-04-08 04:07:24,256 - mmaction - INFO - Epoch [12][2400/2910] lr: 2.046e-01, eta: 12:49:42, time: 1.205, data_time: 0.035, memory: 9523, top1_acc: 0.7666, top5_acc: 0.9664, loss_cls: 0.7327, loss: 0.7327, grad_norm: 1.0795 2021-04-08 04:07:48,916 - mmaction - INFO - Epoch [12][2420/2910] lr: 2.044e-01, eta: 12:49:15, time: 1.233, data_time: 0.104, memory: 9523, top1_acc: 0.7758, top5_acc: 0.9650, loss_cls: 0.7405, loss: 0.7405, grad_norm: 1.0898 2021-04-08 04:08:13,637 - mmaction - INFO - Epoch [12][2440/2910] lr: 2.042e-01, eta: 12:48:47, time: 1.236, data_time: 0.018, memory: 9523, top1_acc: 0.7533, top5_acc: 0.9576, loss_cls: 0.7781, loss: 0.7781, grad_norm: 1.1096 2021-04-08 04:08:37,166 - mmaction - INFO - Epoch [12][2460/2910] lr: 2.041e-01, eta: 12:48:19, time: 1.177, data_time: 0.138, memory: 9523, top1_acc: 0.7674, top5_acc: 0.9586, loss_cls: 0.7682, loss: 0.7682, grad_norm: 1.0853 2021-04-08 04:09:02,325 - mmaction - INFO - Epoch [12][2480/2910] lr: 2.039e-01, eta: 12:47:52, time: 1.258, data_time: 0.096, memory: 9523, top1_acc: 0.7600, top5_acc: 0.9551, loss_cls: 0.7753, loss: 0.7753, grad_norm: 1.0903 2021-04-08 04:09:26,165 - mmaction - INFO - Epoch [12][2500/2910] lr: 2.037e-01, eta: 12:47:23, time: 1.191, data_time: 0.084, memory: 9523, top1_acc: 0.7613, top5_acc: 0.9590, loss_cls: 0.7718, loss: 0.7718, grad_norm: 1.1149 2021-04-08 04:09:50,891 - mmaction - INFO - Epoch [12][2520/2910] lr: 2.035e-01, eta: 12:46:56, time: 1.237, data_time: 0.003, memory: 9523, top1_acc: 0.7643, top5_acc: 0.9660, loss_cls: 0.7439, loss: 0.7439, grad_norm: 1.0899 2021-04-08 04:10:16,461 - mmaction - INFO - Epoch [12][2540/2910] lr: 2.033e-01, eta: 12:46:29, time: 1.279, data_time: 0.134, memory: 9523, top1_acc: 0.7674, top5_acc: 0.9645, loss_cls: 0.7488, loss: 0.7488, grad_norm: 1.0824 2021-04-08 04:10:40,680 - mmaction - INFO - Epoch [12][2560/2910] lr: 2.032e-01, eta: 12:46:01, time: 1.211, data_time: 0.061, memory: 9523, top1_acc: 0.7660, top5_acc: 0.9615, loss_cls: 0.7779, loss: 0.7779, grad_norm: 1.1132 2021-04-08 04:11:05,813 - mmaction - INFO - Epoch [12][2580/2910] lr: 2.030e-01, eta: 12:45:34, time: 1.256, data_time: 0.092, memory: 9523, top1_acc: 0.7555, top5_acc: 0.9588, loss_cls: 0.7913, loss: 0.7913, grad_norm: 1.1311 2021-04-08 04:11:30,548 - mmaction - INFO - Epoch [12][2600/2910] lr: 2.028e-01, eta: 12:45:07, time: 1.236, data_time: 0.096, memory: 9523, top1_acc: 0.7625, top5_acc: 0.9662, loss_cls: 0.7628, loss: 0.7628, grad_norm: 1.1410 2021-04-08 04:11:54,953 - mmaction - INFO - Epoch [12][2620/2910] lr: 2.026e-01, eta: 12:44:39, time: 1.220, data_time: 0.063, memory: 9523, top1_acc: 0.7619, top5_acc: 0.9645, loss_cls: 0.7610, loss: 0.7610, grad_norm: 1.0919 2021-04-08 04:12:20,345 - mmaction - INFO - Epoch [12][2640/2910] lr: 2.024e-01, eta: 12:44:12, time: 1.267, data_time: 0.019, memory: 9523, top1_acc: 0.7572, top5_acc: 0.9629, loss_cls: 0.7792, loss: 0.7792, grad_norm: 1.1136 2021-04-08 04:12:44,025 - mmaction - INFO - Epoch [12][2660/2910] lr: 2.023e-01, eta: 12:43:44, time: 1.186, data_time: 0.080, memory: 9523, top1_acc: 0.7594, top5_acc: 0.9613, loss_cls: 0.7752, loss: 0.7752, grad_norm: 1.0920 2021-04-08 04:13:09,600 - mmaction - INFO - Epoch [12][2680/2910] lr: 2.021e-01, eta: 12:43:17, time: 1.279, data_time: 0.029, memory: 9523, top1_acc: 0.7672, top5_acc: 0.9584, loss_cls: 0.7572, loss: 0.7572, grad_norm: 1.1056 2021-04-08 04:13:35,158 - mmaction - INFO - Epoch [12][2700/2910] lr: 2.019e-01, eta: 12:42:51, time: 1.278, data_time: 0.023, memory: 9523, top1_acc: 0.7607, top5_acc: 0.9602, loss_cls: 0.7715, loss: 0.7715, grad_norm: 1.0773 2021-04-08 04:13:59,123 - mmaction - INFO - Epoch [12][2720/2910] lr: 2.017e-01, eta: 12:42:23, time: 1.197, data_time: 0.054, memory: 9523, top1_acc: 0.7678, top5_acc: 0.9617, loss_cls: 0.7387, loss: 0.7387, grad_norm: 1.0903 2021-04-08 04:14:23,350 - mmaction - INFO - Epoch [12][2740/2910] lr: 2.015e-01, eta: 12:41:55, time: 1.213, data_time: 0.105, memory: 9523, top1_acc: 0.7621, top5_acc: 0.9602, loss_cls: 0.7666, loss: 0.7666, grad_norm: 1.0940 2021-04-08 04:14:47,907 - mmaction - INFO - Epoch [12][2760/2910] lr: 2.014e-01, eta: 12:41:27, time: 1.226, data_time: 0.029, memory: 9523, top1_acc: 0.7723, top5_acc: 0.9672, loss_cls: 0.7388, loss: 0.7388, grad_norm: 1.0816 2021-04-08 04:15:13,115 - mmaction - INFO - Epoch [12][2780/2910] lr: 2.012e-01, eta: 12:41:00, time: 1.262, data_time: 0.014, memory: 9523, top1_acc: 0.7746, top5_acc: 0.9668, loss_cls: 0.7204, loss: 0.7204, grad_norm: 1.0898 2021-04-08 04:15:37,800 - mmaction - INFO - Epoch [12][2800/2910] lr: 2.010e-01, eta: 12:40:33, time: 1.232, data_time: 0.136, memory: 9523, top1_acc: 0.7564, top5_acc: 0.9646, loss_cls: 0.7788, loss: 0.7788, grad_norm: 1.1299 2021-04-08 04:16:03,221 - mmaction - INFO - Epoch [12][2820/2910] lr: 2.008e-01, eta: 12:40:06, time: 1.273, data_time: 0.059, memory: 9523, top1_acc: 0.7646, top5_acc: 0.9596, loss_cls: 0.7788, loss: 0.7788, grad_norm: 1.1157 2021-04-08 04:16:27,523 - mmaction - INFO - Epoch [12][2840/2910] lr: 2.006e-01, eta: 12:39:38, time: 1.214, data_time: 0.032, memory: 9523, top1_acc: 0.7717, top5_acc: 0.9641, loss_cls: 0.7414, loss: 0.7414, grad_norm: 1.0759 2021-04-08 04:16:53,810 - mmaction - INFO - Epoch [12][2860/2910] lr: 2.005e-01, eta: 12:39:12, time: 1.317, data_time: 0.051, memory: 9523, top1_acc: 0.7643, top5_acc: 0.9572, loss_cls: 0.7793, loss: 0.7793, grad_norm: 1.0900 2021-04-08 04:17:17,905 - mmaction - INFO - Epoch [12][2880/2910] lr: 2.003e-01, eta: 12:38:44, time: 1.205, data_time: 0.069, memory: 9523, top1_acc: 0.7719, top5_acc: 0.9625, loss_cls: 0.7581, loss: 0.7581, grad_norm: 1.0868 2021-04-08 04:17:41,369 - mmaction - INFO - Epoch [12][2900/2910] lr: 2.001e-01, eta: 12:38:16, time: 1.173, data_time: 0.020, memory: 9523, top1_acc: 0.7748, top5_acc: 0.9668, loss_cls: 0.7272, loss: 0.7272, grad_norm: 1.0920 2021-04-08 04:17:56,087 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-04-08 04:25:54,269 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-08 04:25:54,934 - mmaction - INFO - top1_acc 0.6414 top5_acc 0.9175 2021-04-08 04:25:54,934 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-08 04:25:55,045 - mmaction - INFO - mean_acc 0.6545 2021-04-08 04:25:55,063 - mmaction - INFO - Epoch(val) [12][2910] top1_acc: 0.6414, top5_acc: 0.9175, mean_class_accuracy: 0.6545 2021-04-08 04:29:46,401 - mmaction - INFO - Epoch [13][20/2910] lr: 1.998e-01, eta: 12:40:49, time: 11.565, data_time: 10.403, memory: 9523, top1_acc: 0.7707, top5_acc: 0.9631, loss_cls: 0.7349, loss: 0.7349, grad_norm: 1.0799 2021-04-08 04:30:11,706 - mmaction - INFO - Epoch [13][40/2910] lr: 1.996e-01, eta: 12:40:22, time: 1.265, data_time: 0.059, memory: 9523, top1_acc: 0.7635, top5_acc: 0.9660, loss_cls: 0.7347, loss: 0.7347, grad_norm: 1.0846 2021-04-08 04:30:36,377 - mmaction - INFO - Epoch [13][60/2910] lr: 1.995e-01, eta: 12:39:54, time: 1.233, data_time: 0.133, memory: 9523, top1_acc: 0.7727, top5_acc: 0.9643, loss_cls: 0.7346, loss: 0.7346, grad_norm: 1.0940 2021-04-08 04:31:01,037 - mmaction - INFO - Epoch [13][80/2910] lr: 1.993e-01, eta: 12:39:26, time: 1.233, data_time: 0.059, memory: 9523, top1_acc: 0.7750, top5_acc: 0.9611, loss_cls: 0.7325, loss: 0.7325, grad_norm: 1.0769 2021-04-08 04:31:25,343 - mmaction - INFO - Epoch [13][100/2910] lr: 1.991e-01, eta: 12:38:58, time: 1.215, data_time: 0.061, memory: 9523, top1_acc: 0.7713, top5_acc: 0.9590, loss_cls: 0.7612, loss: 0.7612, grad_norm: 1.1165 2021-04-08 04:31:51,324 - mmaction - INFO - Epoch [13][120/2910] lr: 1.989e-01, eta: 12:38:32, time: 1.299, data_time: 0.063, memory: 9523, top1_acc: 0.7686, top5_acc: 0.9631, loss_cls: 0.7451, loss: 0.7451, grad_norm: 1.1124 2021-04-08 04:32:14,933 - mmaction - INFO - Epoch [13][140/2910] lr: 1.987e-01, eta: 12:38:03, time: 1.180, data_time: 0.047, memory: 9523, top1_acc: 0.7580, top5_acc: 0.9652, loss_cls: 0.7670, loss: 0.7670, grad_norm: 1.1024 2021-04-08 04:32:40,704 - mmaction - INFO - Epoch [13][160/2910] lr: 1.986e-01, eta: 12:37:37, time: 1.289, data_time: 0.023, memory: 9523, top1_acc: 0.7643, top5_acc: 0.9600, loss_cls: 0.7578, loss: 0.7578, grad_norm: 1.1139 2021-04-08 04:33:05,558 - mmaction - INFO - Epoch [13][180/2910] lr: 1.984e-01, eta: 12:37:09, time: 1.243, data_time: 0.069, memory: 9523, top1_acc: 0.7658, top5_acc: 0.9652, loss_cls: 0.7366, loss: 0.7366, grad_norm: 1.0813 2021-04-08 04:33:29,772 - mmaction - INFO - Epoch [13][200/2910] lr: 1.982e-01, eta: 12:36:41, time: 1.211, data_time: 0.027, memory: 9523, top1_acc: 0.7727, top5_acc: 0.9613, loss_cls: 0.7549, loss: 0.7549, grad_norm: 1.1397 2021-04-08 04:33:54,543 - mmaction - INFO - Epoch [13][220/2910] lr: 1.980e-01, eta: 12:36:14, time: 1.239, data_time: 0.012, memory: 9523, top1_acc: 0.7604, top5_acc: 0.9582, loss_cls: 0.7654, loss: 0.7654, grad_norm: 1.1413 2021-04-08 04:34:18,893 - mmaction - INFO - Epoch [13][240/2910] lr: 1.978e-01, eta: 12:35:46, time: 1.217, data_time: 0.005, memory: 9523, top1_acc: 0.7604, top5_acc: 0.9664, loss_cls: 0.7696, loss: 0.7696, grad_norm: 1.1192 2021-04-08 04:34:44,192 - mmaction - INFO - Epoch [13][260/2910] lr: 1.977e-01, eta: 12:35:19, time: 1.265, data_time: 0.012, memory: 9523, top1_acc: 0.7664, top5_acc: 0.9609, loss_cls: 0.7745, loss: 0.7745, grad_norm: 1.1581 2021-04-08 04:35:10,179 - mmaction - INFO - Epoch [13][280/2910] lr: 1.975e-01, eta: 12:34:53, time: 1.300, data_time: 0.020, memory: 9523, top1_acc: 0.7672, top5_acc: 0.9629, loss_cls: 0.7624, loss: 0.7624, grad_norm: 1.0938 2021-04-08 04:35:34,793 - mmaction - INFO - Epoch [13][300/2910] lr: 1.973e-01, eta: 12:34:25, time: 1.231, data_time: 0.030, memory: 9523, top1_acc: 0.7764, top5_acc: 0.9676, loss_cls: 0.7308, loss: 0.7308, grad_norm: 1.0711 2021-04-08 04:35:59,773 - mmaction - INFO - Epoch [13][320/2910] lr: 1.971e-01, eta: 12:33:58, time: 1.249, data_time: 0.047, memory: 9523, top1_acc: 0.7754, top5_acc: 0.9639, loss_cls: 0.7325, loss: 0.7325, grad_norm: 1.1075 2021-04-08 04:36:23,600 - mmaction - INFO - Epoch [13][340/2910] lr: 1.970e-01, eta: 12:33:29, time: 1.190, data_time: 0.092, memory: 9523, top1_acc: 0.7818, top5_acc: 0.9652, loss_cls: 0.7173, loss: 0.7173, grad_norm: 1.0839 2021-04-08 04:36:48,506 - mmaction - INFO - Epoch [13][360/2910] lr: 1.968e-01, eta: 12:33:02, time: 1.247, data_time: 0.061, memory: 9523, top1_acc: 0.7732, top5_acc: 0.9662, loss_cls: 0.7274, loss: 0.7274, grad_norm: 1.0953 2021-04-08 04:37:14,475 - mmaction - INFO - Epoch [13][380/2910] lr: 1.966e-01, eta: 12:32:35, time: 1.299, data_time: 0.050, memory: 9523, top1_acc: 0.7701, top5_acc: 0.9648, loss_cls: 0.7457, loss: 0.7457, grad_norm: 1.1140 2021-04-08 04:37:38,873 - mmaction - INFO - Epoch [13][400/2910] lr: 1.964e-01, eta: 12:32:08, time: 1.218, data_time: 0.055, memory: 9523, top1_acc: 0.7586, top5_acc: 0.9592, loss_cls: 0.7777, loss: 0.7777, grad_norm: 1.1486 2021-04-08 04:38:02,211 - mmaction - INFO - Epoch [13][420/2910] lr: 1.962e-01, eta: 12:31:39, time: 1.169, data_time: 0.067, memory: 9523, top1_acc: 0.7791, top5_acc: 0.9676, loss_cls: 0.7152, loss: 0.7152, grad_norm: 1.0577 2021-04-08 04:38:27,338 - mmaction - INFO - Epoch [13][440/2910] lr: 1.961e-01, eta: 12:31:12, time: 1.254, data_time: 0.090, memory: 9523, top1_acc: 0.7480, top5_acc: 0.9648, loss_cls: 0.7844, loss: 0.7844, grad_norm: 1.1616 2021-04-08 04:38:52,418 - mmaction - INFO - Epoch [13][460/2910] lr: 1.959e-01, eta: 12:30:44, time: 1.256, data_time: 0.026, memory: 9523, top1_acc: 0.7820, top5_acc: 0.9621, loss_cls: 0.7217, loss: 0.7217, grad_norm: 1.0605 2021-04-08 04:39:16,672 - mmaction - INFO - Epoch [13][480/2910] lr: 1.957e-01, eta: 12:30:16, time: 1.213, data_time: 0.065, memory: 9523, top1_acc: 0.7822, top5_acc: 0.9682, loss_cls: 0.7019, loss: 0.7019, grad_norm: 1.0739 2021-04-08 04:39:41,775 - mmaction - INFO - Epoch [13][500/2910] lr: 1.955e-01, eta: 12:29:49, time: 1.254, data_time: 0.153, memory: 9523, top1_acc: 0.7717, top5_acc: 0.9646, loss_cls: 0.7351, loss: 0.7351, grad_norm: 1.1248 2021-04-08 04:40:04,851 - mmaction - INFO - Epoch [13][520/2910] lr: 1.953e-01, eta: 12:29:20, time: 1.154, data_time: 0.078, memory: 9523, top1_acc: 0.7721, top5_acc: 0.9637, loss_cls: 0.7382, loss: 0.7382, grad_norm: 1.1218 2021-04-08 04:40:30,740 - mmaction - INFO - Epoch [13][540/2910] lr: 1.952e-01, eta: 12:28:54, time: 1.293, data_time: 0.023, memory: 9523, top1_acc: 0.7699, top5_acc: 0.9619, loss_cls: 0.7435, loss: 0.7435, grad_norm: 1.1208 2021-04-08 04:40:55,102 - mmaction - INFO - Epoch [13][560/2910] lr: 1.950e-01, eta: 12:28:26, time: 1.218, data_time: 0.066, memory: 9523, top1_acc: 0.7771, top5_acc: 0.9709, loss_cls: 0.7160, loss: 0.7160, grad_norm: 1.0946 2021-04-08 04:41:19,492 - mmaction - INFO - Epoch [13][580/2910] lr: 1.948e-01, eta: 12:27:58, time: 1.221, data_time: 0.084, memory: 9523, top1_acc: 0.7688, top5_acc: 0.9643, loss_cls: 0.7428, loss: 0.7428, grad_norm: 1.1299 2021-04-08 04:41:43,884 - mmaction - INFO - Epoch [13][600/2910] lr: 1.946e-01, eta: 12:27:30, time: 1.219, data_time: 0.038, memory: 9523, top1_acc: 0.7697, top5_acc: 0.9676, loss_cls: 0.7268, loss: 0.7268, grad_norm: 1.0825 2021-04-08 04:42:08,133 - mmaction - INFO - Epoch [13][620/2910] lr: 1.944e-01, eta: 12:27:02, time: 1.213, data_time: 0.058, memory: 9523, top1_acc: 0.7787, top5_acc: 0.9668, loss_cls: 0.7275, loss: 0.7275, grad_norm: 1.1142 2021-04-08 04:42:32,969 - mmaction - INFO - Epoch [13][640/2910] lr: 1.943e-01, eta: 12:26:35, time: 1.240, data_time: 0.064, memory: 9523, top1_acc: 0.7680, top5_acc: 0.9656, loss_cls: 0.7390, loss: 0.7390, grad_norm: 1.1348 2021-04-08 04:42:58,636 - mmaction - INFO - Epoch [13][660/2910] lr: 1.941e-01, eta: 12:26:08, time: 1.285, data_time: 0.119, memory: 9523, top1_acc: 0.7744, top5_acc: 0.9643, loss_cls: 0.7254, loss: 0.7254, grad_norm: 1.0740 2021-04-08 04:43:23,024 - mmaction - INFO - Epoch [13][680/2910] lr: 1.939e-01, eta: 12:25:41, time: 1.219, data_time: 0.001, memory: 9523, top1_acc: 0.7764, top5_acc: 0.9654, loss_cls: 0.7155, loss: 0.7155, grad_norm: 1.0920 2021-04-08 04:43:47,427 - mmaction - INFO - Epoch [13][700/2910] lr: 1.937e-01, eta: 12:25:13, time: 1.218, data_time: 0.005, memory: 9523, top1_acc: 0.7781, top5_acc: 0.9611, loss_cls: 0.7214, loss: 0.7214, grad_norm: 1.1105 2021-04-08 04:44:11,870 - mmaction - INFO - Epoch [13][720/2910] lr: 1.935e-01, eta: 12:24:45, time: 1.224, data_time: 0.017, memory: 9523, top1_acc: 0.7656, top5_acc: 0.9574, loss_cls: 0.7676, loss: 0.7676, grad_norm: 1.1468 2021-04-08 04:44:36,598 - mmaction - INFO - Epoch [13][740/2910] lr: 1.934e-01, eta: 12:24:18, time: 1.237, data_time: 0.102, memory: 9523, top1_acc: 0.7691, top5_acc: 0.9627, loss_cls: 0.7531, loss: 0.7531, grad_norm: 1.1302 2021-04-08 04:45:01,432 - mmaction - INFO - Epoch [13][760/2910] lr: 1.932e-01, eta: 12:23:50, time: 1.240, data_time: 0.067, memory: 9523, top1_acc: 0.7646, top5_acc: 0.9650, loss_cls: 0.7476, loss: 0.7476, grad_norm: 1.1375 2021-04-08 04:45:26,742 - mmaction - INFO - Epoch [13][780/2910] lr: 1.930e-01, eta: 12:23:23, time: 1.267, data_time: 0.093, memory: 9523, top1_acc: 0.7816, top5_acc: 0.9668, loss_cls: 0.7026, loss: 0.7026, grad_norm: 1.0682 2021-04-08 04:45:51,110 - mmaction - INFO - Epoch [13][800/2910] lr: 1.928e-01, eta: 12:22:55, time: 1.218, data_time: 0.045, memory: 9523, top1_acc: 0.7639, top5_acc: 0.9627, loss_cls: 0.7539, loss: 0.7539, grad_norm: 1.1502 2021-04-08 04:46:15,993 - mmaction - INFO - Epoch [13][820/2910] lr: 1.926e-01, eta: 12:22:28, time: 1.244, data_time: 0.114, memory: 9523, top1_acc: 0.7631, top5_acc: 0.9602, loss_cls: 0.7649, loss: 0.7649, grad_norm: 1.1263 2021-04-08 04:46:39,292 - mmaction - INFO - Epoch [13][840/2910] lr: 1.925e-01, eta: 12:21:59, time: 1.164, data_time: 0.009, memory: 9523, top1_acc: 0.7676, top5_acc: 0.9623, loss_cls: 0.7524, loss: 0.7524, grad_norm: 1.1283 2021-04-08 04:47:04,463 - mmaction - INFO - Epoch [13][860/2910] lr: 1.923e-01, eta: 12:21:32, time: 1.259, data_time: 0.152, memory: 9523, top1_acc: 0.7783, top5_acc: 0.9627, loss_cls: 0.7331, loss: 0.7331, grad_norm: 1.1064 2021-04-08 04:47:30,083 - mmaction - INFO - Epoch [13][880/2910] lr: 1.921e-01, eta: 12:21:06, time: 1.279, data_time: 0.094, memory: 9523, top1_acc: 0.7668, top5_acc: 0.9670, loss_cls: 0.7452, loss: 0.7452, grad_norm: 1.1515 2021-04-08 04:47:54,773 - mmaction - INFO - Epoch [13][900/2910] lr: 1.919e-01, eta: 12:20:38, time: 1.236, data_time: 0.003, memory: 9523, top1_acc: 0.7650, top5_acc: 0.9674, loss_cls: 0.7432, loss: 0.7432, grad_norm: 1.1425 2021-04-08 04:48:19,670 - mmaction - INFO - Epoch [13][920/2910] lr: 1.917e-01, eta: 12:20:11, time: 1.244, data_time: 0.010, memory: 9523, top1_acc: 0.7703, top5_acc: 0.9658, loss_cls: 0.7397, loss: 0.7397, grad_norm: 1.1118 2021-04-08 04:48:43,207 - mmaction - INFO - Epoch [13][940/2910] lr: 1.916e-01, eta: 12:19:42, time: 1.178, data_time: 0.068, memory: 9523, top1_acc: 0.7654, top5_acc: 0.9627, loss_cls: 0.7431, loss: 0.7431, grad_norm: 1.1113 2021-04-08 04:49:08,511 - mmaction - INFO - Epoch [13][960/2910] lr: 1.914e-01, eta: 12:19:15, time: 1.265, data_time: 0.180, memory: 9523, top1_acc: 0.7787, top5_acc: 0.9705, loss_cls: 0.7183, loss: 0.7183, grad_norm: 1.1064 2021-04-08 04:49:32,623 - mmaction - INFO - Epoch [13][980/2910] lr: 1.912e-01, eta: 12:18:47, time: 1.205, data_time: 0.045, memory: 9523, top1_acc: 0.7842, top5_acc: 0.9660, loss_cls: 0.7105, loss: 0.7105, grad_norm: 1.0852 2021-04-08 04:49:59,316 - mmaction - INFO - Epoch [13][1000/2910] lr: 1.910e-01, eta: 12:18:22, time: 1.335, data_time: 0.135, memory: 9523, top1_acc: 0.7738, top5_acc: 0.9652, loss_cls: 0.7239, loss: 0.7239, grad_norm: 1.0956 2021-04-08 04:50:23,970 - mmaction - INFO - Epoch [13][1020/2910] lr: 1.908e-01, eta: 12:17:54, time: 1.233, data_time: 0.070, memory: 9523, top1_acc: 0.7797, top5_acc: 0.9662, loss_cls: 0.7120, loss: 0.7120, grad_norm: 1.1000 2021-04-08 04:50:48,019 - mmaction - INFO - Epoch [13][1040/2910] lr: 1.907e-01, eta: 12:17:26, time: 1.202, data_time: 0.001, memory: 9523, top1_acc: 0.7736, top5_acc: 0.9645, loss_cls: 0.7428, loss: 0.7428, grad_norm: 1.1300 2021-04-08 04:51:13,527 - mmaction - INFO - Epoch [13][1060/2910] lr: 1.905e-01, eta: 12:16:59, time: 1.276, data_time: 0.014, memory: 9523, top1_acc: 0.7693, top5_acc: 0.9598, loss_cls: 0.7509, loss: 0.7509, grad_norm: 1.1634 2021-04-08 04:51:38,237 - mmaction - INFO - Epoch [13][1080/2910] lr: 1.903e-01, eta: 12:16:32, time: 1.235, data_time: 0.063, memory: 9523, top1_acc: 0.7553, top5_acc: 0.9586, loss_cls: 0.7747, loss: 0.7747, grad_norm: 1.1159 2021-04-08 04:52:03,856 - mmaction - INFO - Epoch [13][1100/2910] lr: 1.901e-01, eta: 12:16:05, time: 1.279, data_time: 0.111, memory: 9523, top1_acc: 0.7787, top5_acc: 0.9641, loss_cls: 0.7227, loss: 0.7227, grad_norm: 1.0898 2021-04-08 04:52:28,116 - mmaction - INFO - Epoch [13][1120/2910] lr: 1.899e-01, eta: 12:15:38, time: 1.214, data_time: 0.042, memory: 9523, top1_acc: 0.7760, top5_acc: 0.9627, loss_cls: 0.7282, loss: 0.7282, grad_norm: 1.1080 2021-04-08 04:52:54,079 - mmaction - INFO - Epoch [13][1140/2910] lr: 1.898e-01, eta: 12:15:11, time: 1.298, data_time: 0.072, memory: 9523, top1_acc: 0.7641, top5_acc: 0.9619, loss_cls: 0.7572, loss: 0.7572, grad_norm: 1.1604 2021-04-08 04:53:19,249 - mmaction - INFO - Epoch [13][1160/2910] lr: 1.896e-01, eta: 12:14:44, time: 1.258, data_time: 0.015, memory: 9523, top1_acc: 0.7770, top5_acc: 0.9645, loss_cls: 0.7101, loss: 0.7101, grad_norm: 1.0899 2021-04-08 04:53:43,411 - mmaction - INFO - Epoch [13][1180/2910] lr: 1.894e-01, eta: 12:14:16, time: 1.209, data_time: 0.037, memory: 9523, top1_acc: 0.7748, top5_acc: 0.9637, loss_cls: 0.7268, loss: 0.7268, grad_norm: 1.1046 2021-04-08 04:54:09,442 - mmaction - INFO - Epoch [13][1200/2910] lr: 1.892e-01, eta: 12:13:50, time: 1.300, data_time: 0.135, memory: 9523, top1_acc: 0.7848, top5_acc: 0.9656, loss_cls: 0.7137, loss: 0.7137, grad_norm: 1.0941 2021-04-08 04:54:33,104 - mmaction - INFO - Epoch [13][1220/2910] lr: 1.890e-01, eta: 12:13:22, time: 1.184, data_time: 0.033, memory: 9523, top1_acc: 0.7736, top5_acc: 0.9633, loss_cls: 0.7336, loss: 0.7336, grad_norm: 1.1305 2021-04-08 04:54:57,747 - mmaction - INFO - Epoch [13][1240/2910] lr: 1.889e-01, eta: 12:12:54, time: 1.231, data_time: 0.032, memory: 9523, top1_acc: 0.7809, top5_acc: 0.9666, loss_cls: 0.6927, loss: 0.6927, grad_norm: 1.0943 2021-04-08 04:55:22,604 - mmaction - INFO - Epoch [13][1260/2910] lr: 1.887e-01, eta: 12:12:27, time: 1.244, data_time: 0.030, memory: 9523, top1_acc: 0.7789, top5_acc: 0.9619, loss_cls: 0.7212, loss: 0.7212, grad_norm: 1.1196 2021-04-08 04:55:48,044 - mmaction - INFO - Epoch [13][1280/2910] lr: 1.885e-01, eta: 12:12:00, time: 1.273, data_time: 0.046, memory: 9523, top1_acc: 0.7736, top5_acc: 0.9703, loss_cls: 0.7212, loss: 0.7212, grad_norm: 1.1288 2021-04-08 04:56:11,501 - mmaction - INFO - Epoch [13][1300/2910] lr: 1.883e-01, eta: 12:11:32, time: 1.173, data_time: 0.030, memory: 9523, top1_acc: 0.7777, top5_acc: 0.9633, loss_cls: 0.7297, loss: 0.7297, grad_norm: 1.1266 2021-04-08 04:56:36,936 - mmaction - INFO - Epoch [13][1320/2910] lr: 1.881e-01, eta: 12:11:05, time: 1.270, data_time: 0.028, memory: 9523, top1_acc: 0.7699, top5_acc: 0.9637, loss_cls: 0.7357, loss: 0.7357, grad_norm: 1.1005 2021-04-08 04:57:00,646 - mmaction - INFO - Epoch [13][1340/2910] lr: 1.880e-01, eta: 12:10:37, time: 1.185, data_time: 0.021, memory: 9523, top1_acc: 0.7811, top5_acc: 0.9691, loss_cls: 0.6931, loss: 0.6931, grad_norm: 1.1033 2021-04-08 04:57:24,606 - mmaction - INFO - Epoch [13][1360/2910] lr: 1.878e-01, eta: 12:10:09, time: 1.199, data_time: 0.013, memory: 9523, top1_acc: 0.7814, top5_acc: 0.9660, loss_cls: 0.7091, loss: 0.7091, grad_norm: 1.1204 2021-04-08 04:57:49,347 - mmaction - INFO - Epoch [13][1380/2910] lr: 1.876e-01, eta: 12:09:41, time: 1.238, data_time: 0.087, memory: 9523, top1_acc: 0.7660, top5_acc: 0.9658, loss_cls: 0.7405, loss: 0.7405, grad_norm: 1.1495 2021-04-08 04:58:15,142 - mmaction - INFO - Epoch [13][1400/2910] lr: 1.874e-01, eta: 12:09:15, time: 1.290, data_time: 0.038, memory: 9523, top1_acc: 0.7738, top5_acc: 0.9613, loss_cls: 0.7423, loss: 0.7423, grad_norm: 1.1500 2021-04-08 04:58:39,631 - mmaction - INFO - Epoch [13][1420/2910] lr: 1.872e-01, eta: 12:08:47, time: 1.225, data_time: 0.029, memory: 9523, top1_acc: 0.7693, top5_acc: 0.9609, loss_cls: 0.7432, loss: 0.7432, grad_norm: 1.1392 2021-04-08 04:59:04,010 - mmaction - INFO - Epoch [13][1440/2910] lr: 1.871e-01, eta: 12:08:19, time: 1.218, data_time: 0.074, memory: 9523, top1_acc: 0.7756, top5_acc: 0.9611, loss_cls: 0.7347, loss: 0.7347, grad_norm: 1.1641 2021-04-08 04:59:28,727 - mmaction - INFO - Epoch [13][1460/2910] lr: 1.869e-01, eta: 12:07:52, time: 1.236, data_time: 0.045, memory: 9523, top1_acc: 0.7750, top5_acc: 0.9615, loss_cls: 0.7273, loss: 0.7273, grad_norm: 1.0933 2021-04-08 04:59:53,801 - mmaction - INFO - Epoch [13][1480/2910] lr: 1.867e-01, eta: 12:07:25, time: 1.252, data_time: 0.111, memory: 9523, top1_acc: 0.7799, top5_acc: 0.9660, loss_cls: 0.7113, loss: 0.7113, grad_norm: 1.1130 2021-04-08 05:00:18,691 - mmaction - INFO - Epoch [13][1500/2910] lr: 1.865e-01, eta: 12:06:58, time: 1.246, data_time: 0.018, memory: 9523, top1_acc: 0.7730, top5_acc: 0.9664, loss_cls: 0.7189, loss: 0.7189, grad_norm: 1.0864 2021-04-08 05:00:43,748 - mmaction - INFO - Epoch [13][1520/2910] lr: 1.863e-01, eta: 12:06:31, time: 1.253, data_time: 0.218, memory: 9523, top1_acc: 0.7721, top5_acc: 0.9652, loss_cls: 0.7322, loss: 0.7322, grad_norm: 1.1235 2021-04-08 05:01:08,930 - mmaction - INFO - Epoch [13][1540/2910] lr: 1.862e-01, eta: 12:06:04, time: 1.257, data_time: 0.051, memory: 9523, top1_acc: 0.7885, top5_acc: 0.9660, loss_cls: 0.6919, loss: 0.6919, grad_norm: 1.1045 2021-04-08 05:01:34,971 - mmaction - INFO - Epoch [13][1560/2910] lr: 1.860e-01, eta: 12:05:38, time: 1.304, data_time: 0.003, memory: 9523, top1_acc: 0.7846, top5_acc: 0.9664, loss_cls: 0.6970, loss: 0.6970, grad_norm: 1.0844 2021-04-08 05:01:58,935 - mmaction - INFO - Epoch [13][1580/2910] lr: 1.858e-01, eta: 12:05:10, time: 1.198, data_time: 0.014, memory: 9523, top1_acc: 0.7648, top5_acc: 0.9670, loss_cls: 0.7399, loss: 0.7399, grad_norm: 1.1515 2021-04-08 05:02:23,230 - mmaction - INFO - Epoch [13][1600/2910] lr: 1.856e-01, eta: 12:04:42, time: 1.213, data_time: 0.049, memory: 9523, top1_acc: 0.7736, top5_acc: 0.9625, loss_cls: 0.7375, loss: 0.7375, grad_norm: 1.1229 2021-04-08 05:02:48,525 - mmaction - INFO - Epoch [13][1620/2910] lr: 1.854e-01, eta: 12:04:15, time: 1.265, data_time: 0.019, memory: 9523, top1_acc: 0.7799, top5_acc: 0.9654, loss_cls: 0.7143, loss: 0.7143, grad_norm: 1.1095 2021-04-08 05:03:13,499 - mmaction - INFO - Epoch [13][1640/2910] lr: 1.853e-01, eta: 12:03:48, time: 1.248, data_time: 0.053, memory: 9523, top1_acc: 0.7721, top5_acc: 0.9637, loss_cls: 0.7352, loss: 0.7352, grad_norm: 1.1247 2021-04-08 05:03:36,303 - mmaction - INFO - Epoch [13][1660/2910] lr: 1.851e-01, eta: 12:03:19, time: 1.142, data_time: 0.086, memory: 9523, top1_acc: 0.7666, top5_acc: 0.9604, loss_cls: 0.7427, loss: 0.7427, grad_norm: 1.1718 2021-04-08 05:04:01,581 - mmaction - INFO - Epoch [13][1680/2910] lr: 1.849e-01, eta: 12:02:52, time: 1.264, data_time: 0.109, memory: 9523, top1_acc: 0.7758, top5_acc: 0.9654, loss_cls: 0.7283, loss: 0.7283, grad_norm: 1.1458 2021-04-08 05:04:26,124 - mmaction - INFO - Epoch [13][1700/2910] lr: 1.847e-01, eta: 12:02:24, time: 1.227, data_time: 0.002, memory: 9523, top1_acc: 0.7756, top5_acc: 0.9662, loss_cls: 0.7279, loss: 0.7279, grad_norm: 1.1232 2021-04-08 05:04:50,348 - mmaction - INFO - Epoch [13][1720/2910] lr: 1.846e-01, eta: 12:01:57, time: 1.211, data_time: 0.050, memory: 9523, top1_acc: 0.7711, top5_acc: 0.9645, loss_cls: 0.7423, loss: 0.7423, grad_norm: 1.1229 2021-04-08 05:05:16,435 - mmaction - INFO - Epoch [13][1740/2910] lr: 1.844e-01, eta: 12:01:31, time: 1.305, data_time: 0.154, memory: 9523, top1_acc: 0.7746, top5_acc: 0.9627, loss_cls: 0.7280, loss: 0.7280, grad_norm: 1.1424 2021-04-08 05:05:40,474 - mmaction - INFO - Epoch [13][1760/2910] lr: 1.842e-01, eta: 12:01:03, time: 1.202, data_time: 0.119, memory: 9523, top1_acc: 0.7604, top5_acc: 0.9619, loss_cls: 0.7580, loss: 0.7580, grad_norm: 1.1539 2021-04-08 05:06:05,757 - mmaction - INFO - Epoch [13][1780/2910] lr: 1.840e-01, eta: 12:00:36, time: 1.263, data_time: 0.046, memory: 9523, top1_acc: 0.7711, top5_acc: 0.9629, loss_cls: 0.7389, loss: 0.7389, grad_norm: 1.1296 2021-04-08 05:06:29,949 - mmaction - INFO - Epoch [13][1800/2910] lr: 1.838e-01, eta: 12:00:08, time: 1.210, data_time: 0.002, memory: 9523, top1_acc: 0.7826, top5_acc: 0.9666, loss_cls: 0.7052, loss: 0.7052, grad_norm: 1.0972 2021-04-08 05:06:53,614 - mmaction - INFO - Epoch [13][1820/2910] lr: 1.837e-01, eta: 11:59:40, time: 1.183, data_time: 0.007, memory: 9523, top1_acc: 0.7758, top5_acc: 0.9668, loss_cls: 0.7154, loss: 0.7154, grad_norm: 1.1447 2021-04-08 05:07:19,376 - mmaction - INFO - Epoch [13][1840/2910] lr: 1.835e-01, eta: 11:59:13, time: 1.287, data_time: 0.069, memory: 9523, top1_acc: 0.7715, top5_acc: 0.9600, loss_cls: 0.7347, loss: 0.7347, grad_norm: 1.1440 2021-04-08 05:07:43,038 - mmaction - INFO - Epoch [13][1860/2910] lr: 1.833e-01, eta: 11:58:45, time: 1.183, data_time: 0.047, memory: 9523, top1_acc: 0.7756, top5_acc: 0.9652, loss_cls: 0.7316, loss: 0.7316, grad_norm: 1.1233 2021-04-08 05:08:08,478 - mmaction - INFO - Epoch [13][1880/2910] lr: 1.831e-01, eta: 11:58:18, time: 1.273, data_time: 0.075, memory: 9523, top1_acc: 0.7650, top5_acc: 0.9676, loss_cls: 0.7328, loss: 0.7328, grad_norm: 1.1361 2021-04-08 05:08:34,162 - mmaction - INFO - Epoch [13][1900/2910] lr: 1.829e-01, eta: 11:57:52, time: 1.284, data_time: 0.124, memory: 9523, top1_acc: 0.7766, top5_acc: 0.9654, loss_cls: 0.7243, loss: 0.7243, grad_norm: 1.1105 2021-04-08 05:08:58,068 - mmaction - INFO - Epoch [13][1920/2910] lr: 1.828e-01, eta: 11:57:24, time: 1.194, data_time: 0.022, memory: 9523, top1_acc: 0.7787, top5_acc: 0.9631, loss_cls: 0.7190, loss: 0.7190, grad_norm: 1.0875 2021-04-08 05:09:22,728 - mmaction - INFO - Epoch [13][1940/2910] lr: 1.826e-01, eta: 11:56:56, time: 1.233, data_time: 0.030, memory: 9523, top1_acc: 0.7768, top5_acc: 0.9686, loss_cls: 0.7084, loss: 0.7084, grad_norm: 1.1157 2021-04-08 05:09:48,080 - mmaction - INFO - Epoch [13][1960/2910] lr: 1.824e-01, eta: 11:56:30, time: 1.267, data_time: 0.041, memory: 9523, top1_acc: 0.7717, top5_acc: 0.9619, loss_cls: 0.7219, loss: 0.7219, grad_norm: 1.1305 2021-04-08 05:10:13,224 - mmaction - INFO - Epoch [13][1980/2910] lr: 1.822e-01, eta: 11:56:03, time: 1.259, data_time: 0.072, memory: 9523, top1_acc: 0.7656, top5_acc: 0.9625, loss_cls: 0.7474, loss: 0.7474, grad_norm: 1.1723 2021-04-08 05:10:37,541 - mmaction - INFO - Epoch [13][2000/2910] lr: 1.820e-01, eta: 11:55:35, time: 1.217, data_time: 0.125, memory: 9523, top1_acc: 0.7740, top5_acc: 0.9723, loss_cls: 0.6988, loss: 0.6988, grad_norm: 1.0808 2021-04-08 05:11:01,897 - mmaction - INFO - Epoch [13][2020/2910] lr: 1.819e-01, eta: 11:55:08, time: 1.217, data_time: 0.067, memory: 9523, top1_acc: 0.7855, top5_acc: 0.9697, loss_cls: 0.6951, loss: 0.6951, grad_norm: 1.1137 2021-04-08 05:11:27,590 - mmaction - INFO - Epoch [13][2040/2910] lr: 1.817e-01, eta: 11:54:41, time: 1.284, data_time: 0.084, memory: 9523, top1_acc: 0.7803, top5_acc: 0.9662, loss_cls: 0.7318, loss: 0.7318, grad_norm: 1.1460 2021-04-08 05:11:51,801 - mmaction - INFO - Epoch [13][2060/2910] lr: 1.815e-01, eta: 11:54:13, time: 1.210, data_time: 0.017, memory: 9523, top1_acc: 0.7746, top5_acc: 0.9674, loss_cls: 0.7207, loss: 0.7207, grad_norm: 1.1204 2021-04-08 05:12:15,380 - mmaction - INFO - Epoch [13][2080/2910] lr: 1.813e-01, eta: 11:53:45, time: 1.178, data_time: 0.019, memory: 9523, top1_acc: 0.7736, top5_acc: 0.9664, loss_cls: 0.7233, loss: 0.7233, grad_norm: 1.1154 2021-04-08 05:12:40,083 - mmaction - INFO - Epoch [13][2100/2910] lr: 1.811e-01, eta: 11:53:18, time: 1.237, data_time: 0.137, memory: 9523, top1_acc: 0.7736, top5_acc: 0.9641, loss_cls: 0.7169, loss: 0.7169, grad_norm: 1.0969 2021-04-08 05:13:05,481 - mmaction - INFO - Epoch [13][2120/2910] lr: 1.810e-01, eta: 11:52:51, time: 1.270, data_time: 0.041, memory: 9523, top1_acc: 0.7752, top5_acc: 0.9602, loss_cls: 0.7389, loss: 0.7389, grad_norm: 1.1380 2021-04-08 05:13:30,522 - mmaction - INFO - Epoch [13][2140/2910] lr: 1.808e-01, eta: 11:52:24, time: 1.251, data_time: 0.093, memory: 9523, top1_acc: 0.7850, top5_acc: 0.9715, loss_cls: 0.6883, loss: 0.6883, grad_norm: 1.1113 2021-04-08 05:13:55,186 - mmaction - INFO - Epoch [13][2160/2910] lr: 1.806e-01, eta: 11:51:57, time: 1.234, data_time: 0.029, memory: 9523, top1_acc: 0.7855, top5_acc: 0.9660, loss_cls: 0.6939, loss: 0.6939, grad_norm: 1.1572 2021-04-08 05:14:19,739 - mmaction - INFO - Epoch [13][2180/2910] lr: 1.804e-01, eta: 11:51:29, time: 1.228, data_time: 0.055, memory: 9523, top1_acc: 0.7719, top5_acc: 0.9648, loss_cls: 0.7299, loss: 0.7299, grad_norm: 1.1774 2021-04-08 05:14:44,777 - mmaction - INFO - Epoch [13][2200/2910] lr: 1.802e-01, eta: 11:51:02, time: 1.251, data_time: 0.020, memory: 9523, top1_acc: 0.7709, top5_acc: 0.9625, loss_cls: 0.7277, loss: 0.7277, grad_norm: 1.1462 2021-04-08 05:15:09,056 - mmaction - INFO - Epoch [13][2220/2910] lr: 1.801e-01, eta: 11:50:35, time: 1.214, data_time: 0.143, memory: 9523, top1_acc: 0.7791, top5_acc: 0.9688, loss_cls: 0.7094, loss: 0.7094, grad_norm: 1.1346 2021-04-08 05:15:34,310 - mmaction - INFO - Epoch [13][2240/2910] lr: 1.799e-01, eta: 11:50:08, time: 1.263, data_time: 0.098, memory: 9523, top1_acc: 0.7748, top5_acc: 0.9641, loss_cls: 0.7154, loss: 0.7154, grad_norm: 1.1203 2021-04-08 05:15:59,915 - mmaction - INFO - Epoch [13][2260/2910] lr: 1.797e-01, eta: 11:49:41, time: 1.280, data_time: 0.100, memory: 9523, top1_acc: 0.7947, top5_acc: 0.9709, loss_cls: 0.6620, loss: 0.6620, grad_norm: 1.0913 2021-04-08 05:16:23,734 - mmaction - INFO - Epoch [13][2280/2910] lr: 1.795e-01, eta: 11:49:13, time: 1.191, data_time: 0.103, memory: 9523, top1_acc: 0.7887, top5_acc: 0.9701, loss_cls: 0.6962, loss: 0.6962, grad_norm: 1.1177 2021-04-08 05:16:48,576 - mmaction - INFO - Epoch [13][2300/2910] lr: 1.794e-01, eta: 11:48:46, time: 1.243, data_time: 0.128, memory: 9523, top1_acc: 0.7873, top5_acc: 0.9660, loss_cls: 0.6980, loss: 0.6980, grad_norm: 1.1230 2021-04-08 05:17:12,281 - mmaction - INFO - Epoch [13][2320/2910] lr: 1.792e-01, eta: 11:48:18, time: 1.185, data_time: 0.005, memory: 9523, top1_acc: 0.7676, top5_acc: 0.9662, loss_cls: 0.7338, loss: 0.7338, grad_norm: 1.1989 2021-04-08 05:17:37,598 - mmaction - INFO - Epoch [13][2340/2910] lr: 1.790e-01, eta: 11:47:51, time: 1.266, data_time: 0.141, memory: 9523, top1_acc: 0.7842, top5_acc: 0.9670, loss_cls: 0.7102, loss: 0.7102, grad_norm: 1.1475 2021-04-08 05:18:01,523 - mmaction - INFO - Epoch [13][2360/2910] lr: 1.788e-01, eta: 11:47:23, time: 1.196, data_time: 0.155, memory: 9523, top1_acc: 0.7705, top5_acc: 0.9607, loss_cls: 0.7491, loss: 0.7491, grad_norm: 1.1942 2021-04-08 05:18:26,613 - mmaction - INFO - Epoch [13][2380/2910] lr: 1.786e-01, eta: 11:46:56, time: 1.254, data_time: 0.057, memory: 9523, top1_acc: 0.7797, top5_acc: 0.9674, loss_cls: 0.6996, loss: 0.6996, grad_norm: 1.1142 2021-04-08 05:18:50,476 - mmaction - INFO - Epoch [13][2400/2910] lr: 1.785e-01, eta: 11:46:28, time: 1.193, data_time: 0.105, memory: 9523, top1_acc: 0.7764, top5_acc: 0.9611, loss_cls: 0.7153, loss: 0.7153, grad_norm: 1.1034 2021-04-08 05:19:15,769 - mmaction - INFO - Epoch [13][2420/2910] lr: 1.783e-01, eta: 11:46:02, time: 1.263, data_time: 0.032, memory: 9523, top1_acc: 0.7852, top5_acc: 0.9605, loss_cls: 0.7132, loss: 0.7132, grad_norm: 1.1204 2021-04-08 05:19:39,687 - mmaction - INFO - Epoch [13][2440/2910] lr: 1.781e-01, eta: 11:45:34, time: 1.197, data_time: 0.083, memory: 9523, top1_acc: 0.7705, top5_acc: 0.9680, loss_cls: 0.7336, loss: 0.7336, grad_norm: 1.1525 2021-04-08 05:20:03,398 - mmaction - INFO - Epoch [13][2460/2910] lr: 1.779e-01, eta: 11:45:06, time: 1.184, data_time: 0.126, memory: 9523, top1_acc: 0.7689, top5_acc: 0.9625, loss_cls: 0.7597, loss: 0.7597, grad_norm: 1.1811 2021-04-08 05:20:28,069 - mmaction - INFO - Epoch [13][2480/2910] lr: 1.777e-01, eta: 11:44:38, time: 1.235, data_time: 0.093, memory: 9523, top1_acc: 0.7709, top5_acc: 0.9672, loss_cls: 0.7241, loss: 0.7241, grad_norm: 1.1523 2021-04-08 05:20:51,862 - mmaction - INFO - Epoch [13][2500/2910] lr: 1.776e-01, eta: 11:44:10, time: 1.190, data_time: 0.061, memory: 9523, top1_acc: 0.7826, top5_acc: 0.9611, loss_cls: 0.7218, loss: 0.7218, grad_norm: 1.1249 2021-04-08 05:21:16,977 - mmaction - INFO - Epoch [13][2520/2910] lr: 1.774e-01, eta: 11:43:43, time: 1.255, data_time: 0.115, memory: 9523, top1_acc: 0.7812, top5_acc: 0.9623, loss_cls: 0.7217, loss: 0.7217, grad_norm: 1.1512 2021-04-08 05:21:41,071 - mmaction - INFO - Epoch [13][2540/2910] lr: 1.772e-01, eta: 11:43:16, time: 1.205, data_time: 0.011, memory: 9523, top1_acc: 0.7873, top5_acc: 0.9656, loss_cls: 0.7021, loss: 0.7021, grad_norm: 1.1237 2021-04-08 05:22:05,763 - mmaction - INFO - Epoch [13][2560/2910] lr: 1.770e-01, eta: 11:42:48, time: 1.235, data_time: 0.135, memory: 9523, top1_acc: 0.7674, top5_acc: 0.9605, loss_cls: 0.7568, loss: 0.7568, grad_norm: 1.1924 2021-04-08 05:22:30,756 - mmaction - INFO - Epoch [13][2580/2910] lr: 1.768e-01, eta: 11:42:21, time: 1.250, data_time: 0.129, memory: 9523, top1_acc: 0.7820, top5_acc: 0.9658, loss_cls: 0.7029, loss: 0.7029, grad_norm: 1.1110 2021-04-08 05:22:55,957 - mmaction - INFO - Epoch [13][2600/2910] lr: 1.767e-01, eta: 11:41:55, time: 1.260, data_time: 0.125, memory: 9523, top1_acc: 0.7811, top5_acc: 0.9658, loss_cls: 0.7090, loss: 0.7090, grad_norm: 1.1431 2021-04-08 05:23:19,795 - mmaction - INFO - Epoch [13][2620/2910] lr: 1.765e-01, eta: 11:41:27, time: 1.192, data_time: 0.098, memory: 9523, top1_acc: 0.7904, top5_acc: 0.9680, loss_cls: 0.6900, loss: 0.6900, grad_norm: 1.1161 2021-04-08 05:23:44,599 - mmaction - INFO - Epoch [13][2640/2910] lr: 1.763e-01, eta: 11:40:59, time: 1.240, data_time: 0.101, memory: 9523, top1_acc: 0.7922, top5_acc: 0.9682, loss_cls: 0.6758, loss: 0.6758, grad_norm: 1.1063 2021-04-08 05:24:08,937 - mmaction - INFO - Epoch [13][2660/2910] lr: 1.761e-01, eta: 11:40:32, time: 1.217, data_time: 0.033, memory: 9523, top1_acc: 0.7895, top5_acc: 0.9676, loss_cls: 0.6898, loss: 0.6898, grad_norm: 1.0855 2021-04-08 05:24:33,917 - mmaction - INFO - Epoch [13][2680/2910] lr: 1.760e-01, eta: 11:40:05, time: 1.249, data_time: 0.122, memory: 9523, top1_acc: 0.7793, top5_acc: 0.9678, loss_cls: 0.7123, loss: 0.7123, grad_norm: 1.1238 2021-04-08 05:24:58,401 - mmaction - INFO - Epoch [13][2700/2910] lr: 1.758e-01, eta: 11:39:38, time: 1.223, data_time: 0.036, memory: 9523, top1_acc: 0.7781, top5_acc: 0.9656, loss_cls: 0.7182, loss: 0.7182, grad_norm: 1.1541 2021-04-08 05:25:22,395 - mmaction - INFO - Epoch [13][2720/2910] lr: 1.756e-01, eta: 11:39:10, time: 1.201, data_time: 0.099, memory: 9523, top1_acc: 0.7758, top5_acc: 0.9672, loss_cls: 0.7181, loss: 0.7181, grad_norm: 1.1477 2021-04-08 05:25:46,833 - mmaction - INFO - Epoch [13][2740/2910] lr: 1.754e-01, eta: 11:38:42, time: 1.222, data_time: 0.133, memory: 9523, top1_acc: 0.7883, top5_acc: 0.9721, loss_cls: 0.6786, loss: 0.6786, grad_norm: 1.0920 2021-04-08 05:26:11,563 - mmaction - INFO - Epoch [13][2760/2910] lr: 1.752e-01, eta: 11:38:15, time: 1.236, data_time: 0.109, memory: 9523, top1_acc: 0.7930, top5_acc: 0.9637, loss_cls: 0.6877, loss: 0.6877, grad_norm: 1.0849 2021-04-08 05:26:35,258 - mmaction - INFO - Epoch [13][2780/2910] lr: 1.751e-01, eta: 11:37:47, time: 1.185, data_time: 0.043, memory: 9523, top1_acc: 0.7768, top5_acc: 0.9662, loss_cls: 0.7075, loss: 0.7075, grad_norm: 1.1476 2021-04-08 05:27:00,517 - mmaction - INFO - Epoch [13][2800/2910] lr: 1.749e-01, eta: 11:37:20, time: 1.263, data_time: 0.034, memory: 9523, top1_acc: 0.7781, top5_acc: 0.9736, loss_cls: 0.7044, loss: 0.7044, grad_norm: 1.1522 2021-04-08 05:27:26,045 - mmaction - INFO - Epoch [13][2820/2910] lr: 1.747e-01, eta: 11:36:54, time: 1.276, data_time: 0.091, memory: 9523, top1_acc: 0.7826, top5_acc: 0.9664, loss_cls: 0.7020, loss: 0.7020, grad_norm: 1.1238 2021-04-08 05:27:50,804 - mmaction - INFO - Epoch [13][2840/2910] lr: 1.745e-01, eta: 11:36:27, time: 1.237, data_time: 0.108, memory: 9523, top1_acc: 0.7900, top5_acc: 0.9693, loss_cls: 0.6828, loss: 0.6828, grad_norm: 1.1390 2021-04-08 05:28:15,857 - mmaction - INFO - Epoch [13][2860/2910] lr: 1.743e-01, eta: 11:36:00, time: 1.254, data_time: 0.089, memory: 9523, top1_acc: 0.7799, top5_acc: 0.9676, loss_cls: 0.7112, loss: 0.7112, grad_norm: 1.1610 2021-04-08 05:28:39,438 - mmaction - INFO - Epoch [13][2880/2910] lr: 1.742e-01, eta: 11:35:32, time: 1.177, data_time: 0.057, memory: 9523, top1_acc: 0.7760, top5_acc: 0.9607, loss_cls: 0.7241, loss: 0.7241, grad_norm: 1.1753 2021-04-08 05:29:03,871 - mmaction - INFO - Epoch [13][2900/2910] lr: 1.740e-01, eta: 11:35:04, time: 1.223, data_time: 0.137, memory: 9523, top1_acc: 0.7664, top5_acc: 0.9689, loss_cls: 0.7214, loss: 0.7214, grad_norm: 1.1722 2021-04-08 05:29:17,873 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-04-08 05:37:08,729 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-08 05:37:09,395 - mmaction - INFO - top1_acc 0.6623 top5_acc 0.9142 2021-04-08 05:37:09,396 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-08 05:37:09,505 - mmaction - INFO - mean_acc 0.6940 2021-04-08 05:37:09,505 - mmaction - INFO - Now best checkpoint is epoch_13.pth 2021-04-08 05:37:09,527 - mmaction - INFO - Epoch(val) [13][2910] top1_acc: 0.6623, top5_acc: 0.9142, mean_class_accuracy: 0.6940 2021-04-08 05:41:00,812 - mmaction - INFO - Epoch [14][20/2910] lr: 1.737e-01, eta: 11:37:07, time: 11.559, data_time: 10.335, memory: 9523, top1_acc: 0.7773, top5_acc: 0.9631, loss_cls: 0.7291, loss: 0.7291, grad_norm: 1.1646 2021-04-08 05:41:24,976 - mmaction - INFO - Epoch [14][40/2910] lr: 1.735e-01, eta: 11:36:40, time: 1.209, data_time: 0.003, memory: 9523, top1_acc: 0.7762, top5_acc: 0.9689, loss_cls: 0.7045, loss: 0.7045, grad_norm: 1.1559 2021-04-08 05:41:49,794 - mmaction - INFO - Epoch [14][60/2910] lr: 1.734e-01, eta: 11:36:12, time: 1.240, data_time: 0.032, memory: 9523, top1_acc: 0.7887, top5_acc: 0.9633, loss_cls: 0.6941, loss: 0.6941, grad_norm: 1.1021 2021-04-08 05:42:15,671 - mmaction - INFO - Epoch [14][80/2910] lr: 1.732e-01, eta: 11:35:46, time: 1.295, data_time: 0.047, memory: 9523, top1_acc: 0.7803, top5_acc: 0.9668, loss_cls: 0.7032, loss: 0.7032, grad_norm: 1.1197 2021-04-08 05:42:39,550 - mmaction - INFO - Epoch [14][100/2910] lr: 1.730e-01, eta: 11:35:18, time: 1.194, data_time: 0.052, memory: 9523, top1_acc: 0.7795, top5_acc: 0.9693, loss_cls: 0.6948, loss: 0.6948, grad_norm: 1.1378 2021-04-08 05:43:05,237 - mmaction - INFO - Epoch [14][120/2910] lr: 1.728e-01, eta: 11:34:51, time: 1.285, data_time: 0.001, memory: 9523, top1_acc: 0.7877, top5_acc: 0.9699, loss_cls: 0.6828, loss: 0.6828, grad_norm: 1.1521 2021-04-08 05:43:29,674 - mmaction - INFO - Epoch [14][140/2910] lr: 1.727e-01, eta: 11:34:24, time: 1.222, data_time: 0.122, memory: 9523, top1_acc: 0.7881, top5_acc: 0.9711, loss_cls: 0.6907, loss: 0.6907, grad_norm: 1.1567 2021-04-08 05:43:55,650 - mmaction - INFO - Epoch [14][160/2910] lr: 1.725e-01, eta: 11:33:58, time: 1.299, data_time: 0.082, memory: 9523, top1_acc: 0.7857, top5_acc: 0.9633, loss_cls: 0.7100, loss: 0.7100, grad_norm: 1.1600 2021-04-08 05:44:19,304 - mmaction - INFO - Epoch [14][180/2910] lr: 1.723e-01, eta: 11:33:29, time: 1.181, data_time: 0.109, memory: 9523, top1_acc: 0.7793, top5_acc: 0.9662, loss_cls: 0.7118, loss: 0.7118, grad_norm: 1.1473 2021-04-08 05:44:44,041 - mmaction - INFO - Epoch [14][200/2910] lr: 1.721e-01, eta: 11:33:02, time: 1.236, data_time: 0.110, memory: 9523, top1_acc: 0.7945, top5_acc: 0.9713, loss_cls: 0.6534, loss: 0.6534, grad_norm: 1.1123 2021-04-08 05:45:08,166 - mmaction - INFO - Epoch [14][220/2910] lr: 1.719e-01, eta: 11:32:34, time: 1.208, data_time: 0.038, memory: 9523, top1_acc: 0.7926, top5_acc: 0.9705, loss_cls: 0.6645, loss: 0.6645, grad_norm: 1.1291 2021-04-08 05:45:33,262 - mmaction - INFO - Epoch [14][240/2910] lr: 1.718e-01, eta: 11:32:07, time: 1.254, data_time: 0.128, memory: 9523, top1_acc: 0.7811, top5_acc: 0.9709, loss_cls: 0.7035, loss: 0.7035, grad_norm: 1.1848 2021-04-08 05:45:58,361 - mmaction - INFO - Epoch [14][260/2910] lr: 1.716e-01, eta: 11:31:40, time: 1.257, data_time: 0.099, memory: 9523, top1_acc: 0.7668, top5_acc: 0.9666, loss_cls: 0.7459, loss: 0.7459, grad_norm: 1.1992 2021-04-08 05:46:22,155 - mmaction - INFO - Epoch [14][280/2910] lr: 1.714e-01, eta: 11:31:12, time: 1.189, data_time: 0.080, memory: 9523, top1_acc: 0.7854, top5_acc: 0.9607, loss_cls: 0.6939, loss: 0.6939, grad_norm: 1.1448 2021-04-08 05:46:46,776 - mmaction - INFO - Epoch [14][300/2910] lr: 1.712e-01, eta: 11:30:45, time: 1.231, data_time: 0.106, memory: 9523, top1_acc: 0.7754, top5_acc: 0.9684, loss_cls: 0.7375, loss: 0.7375, grad_norm: 1.2103 2021-04-08 05:47:12,308 - mmaction - INFO - Epoch [14][320/2910] lr: 1.711e-01, eta: 11:30:18, time: 1.275, data_time: 0.020, memory: 9523, top1_acc: 0.7686, top5_acc: 0.9590, loss_cls: 0.7422, loss: 0.7422, grad_norm: 1.1878 2021-04-08 05:47:35,957 - mmaction - INFO - Epoch [14][340/2910] lr: 1.709e-01, eta: 11:29:50, time: 1.184, data_time: 0.025, memory: 9523, top1_acc: 0.7686, top5_acc: 0.9654, loss_cls: 0.7389, loss: 0.7389, grad_norm: 1.2000 2021-04-08 05:48:01,034 - mmaction - INFO - Epoch [14][360/2910] lr: 1.707e-01, eta: 11:29:23, time: 1.254, data_time: 0.063, memory: 9523, top1_acc: 0.7883, top5_acc: 0.9670, loss_cls: 0.6844, loss: 0.6844, grad_norm: 1.0693 2021-04-08 05:48:25,767 - mmaction - INFO - Epoch [14][380/2910] lr: 1.705e-01, eta: 11:28:55, time: 1.236, data_time: 0.069, memory: 9523, top1_acc: 0.7859, top5_acc: 0.9742, loss_cls: 0.6858, loss: 0.6858, grad_norm: 1.1102 2021-04-08 05:48:50,717 - mmaction - INFO - Epoch [14][400/2910] lr: 1.703e-01, eta: 11:28:28, time: 1.248, data_time: 0.021, memory: 9523, top1_acc: 0.7977, top5_acc: 0.9709, loss_cls: 0.6494, loss: 0.6494, grad_norm: 1.0660 2021-04-08 05:49:15,217 - mmaction - INFO - Epoch [14][420/2910] lr: 1.702e-01, eta: 11:28:01, time: 1.225, data_time: 0.013, memory: 9523, top1_acc: 0.7713, top5_acc: 0.9658, loss_cls: 0.7183, loss: 0.7183, grad_norm: 1.1545 2021-04-08 05:49:39,961 - mmaction - INFO - Epoch [14][440/2910] lr: 1.700e-01, eta: 11:27:34, time: 1.237, data_time: 0.029, memory: 9523, top1_acc: 0.7684, top5_acc: 0.9689, loss_cls: 0.7350, loss: 0.7350, grad_norm: 1.1582 2021-04-08 05:50:05,401 - mmaction - INFO - Epoch [14][460/2910] lr: 1.698e-01, eta: 11:27:07, time: 1.271, data_time: 0.035, memory: 9523, top1_acc: 0.7830, top5_acc: 0.9701, loss_cls: 0.6937, loss: 0.6937, grad_norm: 1.1460 2021-04-08 05:50:29,713 - mmaction - INFO - Epoch [14][480/2910] lr: 1.696e-01, eta: 11:26:39, time: 1.217, data_time: 0.072, memory: 9523, top1_acc: 0.7752, top5_acc: 0.9678, loss_cls: 0.7146, loss: 0.7146, grad_norm: 1.1489 2021-04-08 05:50:54,827 - mmaction - INFO - Epoch [14][500/2910] lr: 1.695e-01, eta: 11:26:12, time: 1.255, data_time: 0.107, memory: 9523, top1_acc: 0.7771, top5_acc: 0.9664, loss_cls: 0.7098, loss: 0.7098, grad_norm: 1.1740 2021-04-08 05:51:18,324 - mmaction - INFO - Epoch [14][520/2910] lr: 1.693e-01, eta: 11:25:44, time: 1.175, data_time: 0.177, memory: 9523, top1_acc: 0.7924, top5_acc: 0.9664, loss_cls: 0.6822, loss: 0.6822, grad_norm: 1.1239 2021-04-08 05:51:44,546 - mmaction - INFO - Epoch [14][540/2910] lr: 1.691e-01, eta: 11:25:18, time: 1.310, data_time: 0.017, memory: 9523, top1_acc: 0.7912, top5_acc: 0.9680, loss_cls: 0.6842, loss: 0.6842, grad_norm: 1.1102 2021-04-08 05:52:08,902 - mmaction - INFO - Epoch [14][560/2910] lr: 1.689e-01, eta: 11:24:50, time: 1.219, data_time: 0.124, memory: 9523, top1_acc: 0.7775, top5_acc: 0.9664, loss_cls: 0.7184, loss: 0.7184, grad_norm: 1.1692 2021-04-08 05:52:33,303 - mmaction - INFO - Epoch [14][580/2910] lr: 1.687e-01, eta: 11:24:23, time: 1.220, data_time: 0.037, memory: 9523, top1_acc: 0.7910, top5_acc: 0.9701, loss_cls: 0.6636, loss: 0.6636, grad_norm: 1.0863 2021-04-08 05:52:57,381 - mmaction - INFO - Epoch [14][600/2910] lr: 1.686e-01, eta: 11:23:55, time: 1.203, data_time: 0.031, memory: 9523, top1_acc: 0.7717, top5_acc: 0.9670, loss_cls: 0.7121, loss: 0.7121, grad_norm: 1.1710 2021-04-08 05:53:22,893 - mmaction - INFO - Epoch [14][620/2910] lr: 1.684e-01, eta: 11:23:28, time: 1.274, data_time: 0.065, memory: 9523, top1_acc: 0.7891, top5_acc: 0.9686, loss_cls: 0.6771, loss: 0.6771, grad_norm: 1.1047 2021-04-08 05:53:46,828 - mmaction - INFO - Epoch [14][640/2910] lr: 1.682e-01, eta: 11:23:00, time: 1.197, data_time: 0.105, memory: 9523, top1_acc: 0.7811, top5_acc: 0.9664, loss_cls: 0.6909, loss: 0.6909, grad_norm: 1.1895 2021-04-08 05:54:11,274 - mmaction - INFO - Epoch [14][660/2910] lr: 1.680e-01, eta: 11:22:33, time: 1.224, data_time: 0.019, memory: 9523, top1_acc: 0.7844, top5_acc: 0.9697, loss_cls: 0.6925, loss: 0.6925, grad_norm: 1.1395 2021-04-08 05:54:36,261 - mmaction - INFO - Epoch [14][680/2910] lr: 1.679e-01, eta: 11:22:06, time: 1.249, data_time: 0.101, memory: 9523, top1_acc: 0.7838, top5_acc: 0.9641, loss_cls: 0.7002, loss: 0.7002, grad_norm: 1.1352 2021-04-08 05:55:00,253 - mmaction - INFO - Epoch [14][700/2910] lr: 1.677e-01, eta: 11:21:38, time: 1.200, data_time: 0.036, memory: 9523, top1_acc: 0.7947, top5_acc: 0.9715, loss_cls: 0.6597, loss: 0.6597, grad_norm: 1.1487 2021-04-08 05:55:25,264 - mmaction - INFO - Epoch [14][720/2910] lr: 1.675e-01, eta: 11:21:11, time: 1.250, data_time: 0.028, memory: 9523, top1_acc: 0.7799, top5_acc: 0.9691, loss_cls: 0.6990, loss: 0.6990, grad_norm: 1.1985 2021-04-08 05:55:48,996 - mmaction - INFO - Epoch [14][740/2910] lr: 1.673e-01, eta: 11:20:43, time: 1.186, data_time: 0.021, memory: 9523, top1_acc: 0.7832, top5_acc: 0.9656, loss_cls: 0.7116, loss: 0.7116, grad_norm: 1.1515 2021-04-08 05:56:13,681 - mmaction - INFO - Epoch [14][760/2910] lr: 1.671e-01, eta: 11:20:16, time: 1.233, data_time: 0.090, memory: 9523, top1_acc: 0.7969, top5_acc: 0.9719, loss_cls: 0.6603, loss: 0.6603, grad_norm: 1.1083 2021-04-08 05:56:38,827 - mmaction - INFO - Epoch [14][780/2910] lr: 1.670e-01, eta: 11:19:49, time: 1.257, data_time: 0.105, memory: 9523, top1_acc: 0.7783, top5_acc: 0.9658, loss_cls: 0.7115, loss: 0.7115, grad_norm: 1.1839 2021-04-08 05:57:03,945 - mmaction - INFO - Epoch [14][800/2910] lr: 1.668e-01, eta: 11:19:22, time: 1.256, data_time: 0.025, memory: 9523, top1_acc: 0.7744, top5_acc: 0.9648, loss_cls: 0.7257, loss: 0.7257, grad_norm: 1.2196 2021-04-08 05:57:29,179 - mmaction - INFO - Epoch [14][820/2910] lr: 1.666e-01, eta: 11:18:55, time: 1.264, data_time: 0.301, memory: 9523, top1_acc: 0.7887, top5_acc: 0.9670, loss_cls: 0.6937, loss: 0.6937, grad_norm: 1.1623 2021-04-08 05:57:54,034 - mmaction - INFO - Epoch [14][840/2910] lr: 1.664e-01, eta: 11:18:28, time: 1.242, data_time: 0.015, memory: 9523, top1_acc: 0.7830, top5_acc: 0.9684, loss_cls: 0.7001, loss: 0.7001, grad_norm: 1.1570 2021-04-08 05:58:18,726 - mmaction - INFO - Epoch [14][860/2910] lr: 1.663e-01, eta: 11:18:01, time: 1.235, data_time: 0.010, memory: 9523, top1_acc: 0.7885, top5_acc: 0.9678, loss_cls: 0.6864, loss: 0.6864, grad_norm: 1.1195 2021-04-08 05:58:44,315 - mmaction - INFO - Epoch [14][880/2910] lr: 1.661e-01, eta: 11:17:34, time: 1.278, data_time: 0.092, memory: 9523, top1_acc: 0.7822, top5_acc: 0.9705, loss_cls: 0.6893, loss: 0.6893, grad_norm: 1.1656 2021-04-08 05:59:07,926 - mmaction - INFO - Epoch [14][900/2910] lr: 1.659e-01, eta: 11:17:06, time: 1.182, data_time: 0.116, memory: 9523, top1_acc: 0.7939, top5_acc: 0.9719, loss_cls: 0.6488, loss: 0.6488, grad_norm: 1.1203 2021-04-08 05:59:32,662 - mmaction - INFO - Epoch [14][920/2910] lr: 1.657e-01, eta: 11:16:39, time: 1.235, data_time: 0.085, memory: 9523, top1_acc: 0.7883, top5_acc: 0.9689, loss_cls: 0.6907, loss: 0.6907, grad_norm: 1.1667 2021-04-08 05:59:57,547 - mmaction - INFO - Epoch [14][940/2910] lr: 1.655e-01, eta: 11:16:12, time: 1.246, data_time: 0.172, memory: 9523, top1_acc: 0.7879, top5_acc: 0.9711, loss_cls: 0.6791, loss: 0.6791, grad_norm: 1.1277 2021-04-08 06:00:21,535 - mmaction - INFO - Epoch [14][960/2910] lr: 1.654e-01, eta: 11:15:44, time: 1.200, data_time: 0.055, memory: 9523, top1_acc: 0.7904, top5_acc: 0.9695, loss_cls: 0.6729, loss: 0.6729, grad_norm: 1.1461 2021-04-08 06:00:47,891 - mmaction - INFO - Epoch [14][980/2910] lr: 1.652e-01, eta: 11:15:18, time: 1.317, data_time: 0.111, memory: 9523, top1_acc: 0.7975, top5_acc: 0.9711, loss_cls: 0.6566, loss: 0.6566, grad_norm: 1.1205 2021-04-08 06:01:13,122 - mmaction - INFO - Epoch [14][1000/2910] lr: 1.650e-01, eta: 11:14:51, time: 1.261, data_time: 0.011, memory: 9523, top1_acc: 0.7861, top5_acc: 0.9682, loss_cls: 0.6793, loss: 0.6793, grad_norm: 1.1534 2021-04-08 06:01:37,848 - mmaction - INFO - Epoch [14][1020/2910] lr: 1.648e-01, eta: 11:14:24, time: 1.234, data_time: 0.028, memory: 9523, top1_acc: 0.7865, top5_acc: 0.9723, loss_cls: 0.6768, loss: 0.6768, grad_norm: 1.1129 2021-04-08 06:02:02,048 - mmaction - INFO - Epoch [14][1040/2910] lr: 1.647e-01, eta: 11:13:56, time: 1.213, data_time: 0.102, memory: 9523, top1_acc: 0.7902, top5_acc: 0.9680, loss_cls: 0.6805, loss: 0.6805, grad_norm: 1.1660 2021-04-08 06:02:27,647 - mmaction - INFO - Epoch [14][1060/2910] lr: 1.645e-01, eta: 11:13:30, time: 1.280, data_time: 0.123, memory: 9523, top1_acc: 0.7914, top5_acc: 0.9641, loss_cls: 0.6980, loss: 0.6980, grad_norm: 1.1913 2021-04-08 06:02:53,066 - mmaction - INFO - Epoch [14][1080/2910] lr: 1.643e-01, eta: 11:13:03, time: 1.269, data_time: 0.060, memory: 9523, top1_acc: 0.7818, top5_acc: 0.9666, loss_cls: 0.7059, loss: 0.7059, grad_norm: 1.1788 2021-04-08 06:03:16,376 - mmaction - INFO - Epoch [14][1100/2910] lr: 1.641e-01, eta: 11:12:35, time: 1.165, data_time: 0.136, memory: 9523, top1_acc: 0.7904, top5_acc: 0.9721, loss_cls: 0.6597, loss: 0.6597, grad_norm: 1.1285 2021-04-08 06:03:41,290 - mmaction - INFO - Epoch [14][1120/2910] lr: 1.640e-01, eta: 11:12:07, time: 1.248, data_time: 0.111, memory: 9523, top1_acc: 0.7857, top5_acc: 0.9643, loss_cls: 0.6852, loss: 0.6852, grad_norm: 1.1492 2021-04-08 06:04:06,951 - mmaction - INFO - Epoch [14][1140/2910] lr: 1.638e-01, eta: 11:11:41, time: 1.281, data_time: 0.001, memory: 9523, top1_acc: 0.8002, top5_acc: 0.9668, loss_cls: 0.6560, loss: 0.6560, grad_norm: 1.1230 2021-04-08 06:04:30,687 - mmaction - INFO - Epoch [14][1160/2910] lr: 1.636e-01, eta: 11:11:13, time: 1.188, data_time: 0.046, memory: 9523, top1_acc: 0.7941, top5_acc: 0.9689, loss_cls: 0.6765, loss: 0.6765, grad_norm: 1.1341 2021-04-08 06:04:55,374 - mmaction - INFO - Epoch [14][1180/2910] lr: 1.634e-01, eta: 11:10:46, time: 1.232, data_time: 0.085, memory: 9523, top1_acc: 0.7838, top5_acc: 0.9725, loss_cls: 0.6827, loss: 0.6827, grad_norm: 1.1550 2021-04-08 06:05:20,276 - mmaction - INFO - Epoch [14][1200/2910] lr: 1.632e-01, eta: 11:10:19, time: 1.248, data_time: 0.053, memory: 9523, top1_acc: 0.7979, top5_acc: 0.9703, loss_cls: 0.6603, loss: 0.6603, grad_norm: 1.1474 2021-04-08 06:05:45,624 - mmaction - INFO - Epoch [14][1220/2910] lr: 1.631e-01, eta: 11:09:52, time: 1.266, data_time: 0.069, memory: 9523, top1_acc: 0.7867, top5_acc: 0.9684, loss_cls: 0.6721, loss: 0.6721, grad_norm: 1.1403 2021-04-08 06:06:09,383 - mmaction - INFO - Epoch [14][1240/2910] lr: 1.629e-01, eta: 11:09:24, time: 1.188, data_time: 0.084, memory: 9523, top1_acc: 0.7943, top5_acc: 0.9686, loss_cls: 0.6685, loss: 0.6685, grad_norm: 1.1801 2021-04-08 06:06:33,843 - mmaction - INFO - Epoch [14][1260/2910] lr: 1.627e-01, eta: 11:08:57, time: 1.224, data_time: 0.082, memory: 9523, top1_acc: 0.7828, top5_acc: 0.9658, loss_cls: 0.6983, loss: 0.6983, grad_norm: 1.2180 2021-04-08 06:06:59,053 - mmaction - INFO - Epoch [14][1280/2910] lr: 1.625e-01, eta: 11:08:30, time: 1.260, data_time: 0.076, memory: 9523, top1_acc: 0.7752, top5_acc: 0.9664, loss_cls: 0.7170, loss: 0.7170, grad_norm: 1.2016 2021-04-08 06:07:23,312 - mmaction - INFO - Epoch [14][1300/2910] lr: 1.624e-01, eta: 11:08:02, time: 1.213, data_time: 0.039, memory: 9523, top1_acc: 0.7895, top5_acc: 0.9729, loss_cls: 0.6701, loss: 0.6701, grad_norm: 1.1449 2021-04-08 06:07:47,503 - mmaction - INFO - Epoch [14][1320/2910] lr: 1.622e-01, eta: 11:07:35, time: 1.210, data_time: 0.114, memory: 9523, top1_acc: 0.7895, top5_acc: 0.9678, loss_cls: 0.6880, loss: 0.6880, grad_norm: 1.1795 2021-04-08 06:08:12,621 - mmaction - INFO - Epoch [14][1340/2910] lr: 1.620e-01, eta: 11:07:08, time: 1.256, data_time: 0.056, memory: 9523, top1_acc: 0.7814, top5_acc: 0.9680, loss_cls: 0.7179, loss: 0.7179, grad_norm: 1.2241 2021-04-08 06:08:37,123 - mmaction - INFO - Epoch [14][1360/2910] lr: 1.618e-01, eta: 11:06:40, time: 1.226, data_time: 0.052, memory: 9523, top1_acc: 0.7926, top5_acc: 0.9688, loss_cls: 0.6719, loss: 0.6719, grad_norm: 1.1447 2021-04-08 06:09:01,596 - mmaction - INFO - Epoch [14][1380/2910] lr: 1.617e-01, eta: 11:06:13, time: 1.224, data_time: 0.029, memory: 9523, top1_acc: 0.7859, top5_acc: 0.9648, loss_cls: 0.6913, loss: 0.6913, grad_norm: 1.1430 2021-04-08 06:09:26,567 - mmaction - INFO - Epoch [14][1400/2910] lr: 1.615e-01, eta: 11:05:46, time: 1.248, data_time: 0.013, memory: 9523, top1_acc: 0.7863, top5_acc: 0.9660, loss_cls: 0.6959, loss: 0.6959, grad_norm: 1.1261 2021-04-08 06:09:50,674 - mmaction - INFO - Epoch [14][1420/2910] lr: 1.613e-01, eta: 11:05:18, time: 1.205, data_time: 0.001, memory: 9523, top1_acc: 0.7818, top5_acc: 0.9695, loss_cls: 0.6754, loss: 0.6754, grad_norm: 1.1272 2021-04-08 06:10:15,630 - mmaction - INFO - Epoch [14][1440/2910] lr: 1.611e-01, eta: 11:04:51, time: 1.248, data_time: 0.048, memory: 9523, top1_acc: 0.7930, top5_acc: 0.9713, loss_cls: 0.6622, loss: 0.6622, grad_norm: 1.1119 2021-04-08 06:10:42,128 - mmaction - INFO - Epoch [14][1460/2910] lr: 1.609e-01, eta: 11:04:26, time: 1.325, data_time: 0.012, memory: 9523, top1_acc: 0.8076, top5_acc: 0.9719, loss_cls: 0.6256, loss: 0.6256, grad_norm: 1.0824 2021-04-08 06:11:05,456 - mmaction - INFO - Epoch [14][1480/2910] lr: 1.608e-01, eta: 11:03:57, time: 1.166, data_time: 0.076, memory: 9523, top1_acc: 0.7937, top5_acc: 0.9693, loss_cls: 0.6615, loss: 0.6615, grad_norm: 1.1705 2021-04-08 06:11:30,797 - mmaction - INFO - Epoch [14][1500/2910] lr: 1.606e-01, eta: 11:03:31, time: 1.266, data_time: 0.067, memory: 9523, top1_acc: 0.7893, top5_acc: 0.9666, loss_cls: 0.6777, loss: 0.6777, grad_norm: 1.1354 2021-04-08 06:11:56,311 - mmaction - INFO - Epoch [14][1520/2910] lr: 1.604e-01, eta: 11:03:04, time: 1.277, data_time: 0.041, memory: 9523, top1_acc: 0.7932, top5_acc: 0.9709, loss_cls: 0.6539, loss: 0.6539, grad_norm: 1.1475 2021-04-08 06:12:19,822 - mmaction - INFO - Epoch [14][1540/2910] lr: 1.602e-01, eta: 11:02:36, time: 1.174, data_time: 0.067, memory: 9523, top1_acc: 0.7863, top5_acc: 0.9725, loss_cls: 0.6829, loss: 0.6829, grad_norm: 1.1706 2021-04-08 06:12:45,100 - mmaction - INFO - Epoch [14][1560/2910] lr: 1.601e-01, eta: 11:02:09, time: 1.265, data_time: 0.059, memory: 9523, top1_acc: 0.7836, top5_acc: 0.9684, loss_cls: 0.7034, loss: 0.7034, grad_norm: 1.2166 2021-04-08 06:13:09,171 - mmaction - INFO - Epoch [14][1580/2910] lr: 1.599e-01, eta: 11:01:42, time: 1.202, data_time: 0.002, memory: 9523, top1_acc: 0.7834, top5_acc: 0.9668, loss_cls: 0.7008, loss: 0.7008, grad_norm: 1.1884 2021-04-08 06:13:33,966 - mmaction - INFO - Epoch [14][1600/2910] lr: 1.597e-01, eta: 11:01:15, time: 1.242, data_time: 0.070, memory: 9523, top1_acc: 0.7830, top5_acc: 0.9721, loss_cls: 0.6846, loss: 0.6846, grad_norm: 1.1463 2021-04-08 06:13:58,354 - mmaction - INFO - Epoch [14][1620/2910] lr: 1.595e-01, eta: 11:00:47, time: 1.217, data_time: 0.008, memory: 9523, top1_acc: 0.7908, top5_acc: 0.9707, loss_cls: 0.6655, loss: 0.6655, grad_norm: 1.1590 2021-04-08 06:14:22,966 - mmaction - INFO - Epoch [14][1640/2910] lr: 1.594e-01, eta: 11:00:20, time: 1.232, data_time: 0.007, memory: 9523, top1_acc: 0.7891, top5_acc: 0.9682, loss_cls: 0.6916, loss: 0.6916, grad_norm: 1.1670 2021-04-08 06:14:47,639 - mmaction - INFO - Epoch [14][1660/2910] lr: 1.592e-01, eta: 10:59:53, time: 1.234, data_time: 0.082, memory: 9523, top1_acc: 0.8010, top5_acc: 0.9703, loss_cls: 0.6546, loss: 0.6546, grad_norm: 1.1347 2021-04-08 06:15:12,013 - mmaction - INFO - Epoch [14][1680/2910] lr: 1.590e-01, eta: 10:59:25, time: 1.219, data_time: 0.104, memory: 9523, top1_acc: 0.8000, top5_acc: 0.9715, loss_cls: 0.6437, loss: 0.6437, grad_norm: 1.1345 2021-04-08 06:15:37,481 - mmaction - INFO - Epoch [14][1700/2910] lr: 1.588e-01, eta: 10:58:59, time: 1.273, data_time: 0.122, memory: 9523, top1_acc: 0.7824, top5_acc: 0.9736, loss_cls: 0.6710, loss: 0.6710, grad_norm: 1.1468 2021-04-08 06:16:02,354 - mmaction - INFO - Epoch [14][1720/2910] lr: 1.587e-01, eta: 10:58:32, time: 1.243, data_time: 0.148, memory: 9523, top1_acc: 0.7891, top5_acc: 0.9686, loss_cls: 0.6730, loss: 0.6730, grad_norm: 1.1692 2021-04-08 06:16:26,988 - mmaction - INFO - Epoch [14][1740/2910] lr: 1.585e-01, eta: 10:58:05, time: 1.233, data_time: 0.059, memory: 9523, top1_acc: 0.7963, top5_acc: 0.9674, loss_cls: 0.6530, loss: 0.6530, grad_norm: 1.1548 2021-04-08 06:16:51,585 - mmaction - INFO - Epoch [14][1760/2910] lr: 1.583e-01, eta: 10:57:37, time: 1.230, data_time: 0.023, memory: 9523, top1_acc: 0.7937, top5_acc: 0.9691, loss_cls: 0.6729, loss: 0.6729, grad_norm: 1.1582 2021-04-08 06:17:16,821 - mmaction - INFO - Epoch [14][1780/2910] lr: 1.581e-01, eta: 10:57:11, time: 1.260, data_time: 0.026, memory: 9523, top1_acc: 0.7854, top5_acc: 0.9729, loss_cls: 0.6835, loss: 0.6835, grad_norm: 1.1762 2021-04-08 06:17:41,319 - mmaction - INFO - Epoch [14][1800/2910] lr: 1.580e-01, eta: 10:56:43, time: 1.227, data_time: 0.051, memory: 9523, top1_acc: 0.7809, top5_acc: 0.9674, loss_cls: 0.6944, loss: 0.6944, grad_norm: 1.1636 2021-04-08 06:18:06,884 - mmaction - INFO - Epoch [14][1820/2910] lr: 1.578e-01, eta: 10:56:17, time: 1.278, data_time: 0.034, memory: 9523, top1_acc: 0.7879, top5_acc: 0.9703, loss_cls: 0.6752, loss: 0.6752, grad_norm: 1.1555 2021-04-08 06:18:30,700 - mmaction - INFO - Epoch [14][1840/2910] lr: 1.576e-01, eta: 10:55:49, time: 1.189, data_time: 0.029, memory: 9523, top1_acc: 0.7918, top5_acc: 0.9717, loss_cls: 0.6646, loss: 0.6646, grad_norm: 1.1701 2021-04-08 06:18:55,658 - mmaction - INFO - Epoch [14][1860/2910] lr: 1.574e-01, eta: 10:55:22, time: 1.250, data_time: 0.011, memory: 9523, top1_acc: 0.7748, top5_acc: 0.9656, loss_cls: 0.7231, loss: 0.7231, grad_norm: 1.2477 2021-04-08 06:19:21,202 - mmaction - INFO - Epoch [14][1880/2910] lr: 1.572e-01, eta: 10:54:56, time: 1.276, data_time: 0.111, memory: 9523, top1_acc: 0.8021, top5_acc: 0.9715, loss_cls: 0.6499, loss: 0.6499, grad_norm: 1.1513 2021-04-08 06:19:44,848 - mmaction - INFO - Epoch [14][1900/2910] lr: 1.571e-01, eta: 10:54:28, time: 1.184, data_time: 0.043, memory: 9523, top1_acc: 0.7904, top5_acc: 0.9707, loss_cls: 0.6623, loss: 0.6623, grad_norm: 1.1281 2021-04-08 06:20:10,605 - mmaction - INFO - Epoch [14][1920/2910] lr: 1.569e-01, eta: 10:54:01, time: 1.287, data_time: 0.049, memory: 9523, top1_acc: 0.7811, top5_acc: 0.9686, loss_cls: 0.6895, loss: 0.6895, grad_norm: 1.1696 2021-04-08 06:20:34,290 - mmaction - INFO - Epoch [14][1940/2910] lr: 1.567e-01, eta: 10:53:33, time: 1.185, data_time: 0.052, memory: 9523, top1_acc: 0.8104, top5_acc: 0.9738, loss_cls: 0.6153, loss: 0.6153, grad_norm: 1.1196 2021-04-08 06:20:58,603 - mmaction - INFO - Epoch [14][1960/2910] lr: 1.565e-01, eta: 10:53:06, time: 1.216, data_time: 0.060, memory: 9523, top1_acc: 0.7926, top5_acc: 0.9729, loss_cls: 0.6502, loss: 0.6502, grad_norm: 1.2070 2021-04-08 06:21:23,745 - mmaction - INFO - Epoch [14][1980/2910] lr: 1.564e-01, eta: 10:52:39, time: 1.256, data_time: 0.028, memory: 9523, top1_acc: 0.8016, top5_acc: 0.9703, loss_cls: 0.6624, loss: 0.6624, grad_norm: 1.1580 2021-04-08 06:21:48,284 - mmaction - INFO - Epoch [14][2000/2910] lr: 1.562e-01, eta: 10:52:12, time: 1.227, data_time: 0.089, memory: 9523, top1_acc: 0.8010, top5_acc: 0.9680, loss_cls: 0.6524, loss: 0.6524, grad_norm: 1.1333 2021-04-08 06:22:13,886 - mmaction - INFO - Epoch [14][2020/2910] lr: 1.560e-01, eta: 10:51:46, time: 1.279, data_time: 0.002, memory: 9523, top1_acc: 0.7941, top5_acc: 0.9730, loss_cls: 0.6511, loss: 0.6511, grad_norm: 1.1510 2021-04-08 06:22:38,619 - mmaction - INFO - Epoch [14][2040/2910] lr: 1.558e-01, eta: 10:51:18, time: 1.239, data_time: 0.003, memory: 9523, top1_acc: 0.7967, top5_acc: 0.9672, loss_cls: 0.6729, loss: 0.6729, grad_norm: 1.1838 2021-04-08 06:23:02,624 - mmaction - INFO - Epoch [14][2060/2910] lr: 1.557e-01, eta: 10:50:51, time: 1.199, data_time: 0.044, memory: 9523, top1_acc: 0.7883, top5_acc: 0.9707, loss_cls: 0.6805, loss: 0.6805, grad_norm: 1.1697 2021-04-08 06:23:27,702 - mmaction - INFO - Epoch [14][2080/2910] lr: 1.555e-01, eta: 10:50:24, time: 1.255, data_time: 0.113, memory: 9523, top1_acc: 0.7975, top5_acc: 0.9678, loss_cls: 0.6695, loss: 0.6695, grad_norm: 1.1680 2021-04-08 06:23:53,261 - mmaction - INFO - Epoch [14][2100/2910] lr: 1.553e-01, eta: 10:49:58, time: 1.278, data_time: 0.094, memory: 9523, top1_acc: 0.8020, top5_acc: 0.9711, loss_cls: 0.6515, loss: 0.6515, grad_norm: 1.1416 2021-04-08 06:24:17,778 - mmaction - INFO - Epoch [14][2120/2910] lr: 1.551e-01, eta: 10:49:30, time: 1.225, data_time: 0.059, memory: 9523, top1_acc: 0.7820, top5_acc: 0.9676, loss_cls: 0.6988, loss: 0.6988, grad_norm: 1.2038 2021-04-08 06:24:43,949 - mmaction - INFO - Epoch [14][2140/2910] lr: 1.550e-01, eta: 10:49:04, time: 1.309, data_time: 0.007, memory: 9523, top1_acc: 0.7963, top5_acc: 0.9729, loss_cls: 0.6537, loss: 0.6537, grad_norm: 1.1876 2021-04-08 06:25:08,798 - mmaction - INFO - Epoch [14][2160/2910] lr: 1.548e-01, eta: 10:48:37, time: 1.241, data_time: 0.086, memory: 9523, top1_acc: 0.7965, top5_acc: 0.9674, loss_cls: 0.6643, loss: 0.6643, grad_norm: 1.1673 2021-04-08 06:25:33,054 - mmaction - INFO - Epoch [14][2180/2910] lr: 1.546e-01, eta: 10:48:10, time: 1.213, data_time: 0.045, memory: 9523, top1_acc: 0.7742, top5_acc: 0.9662, loss_cls: 0.7172, loss: 0.7172, grad_norm: 1.2434 2021-04-08 06:25:58,157 - mmaction - INFO - Epoch [14][2200/2910] lr: 1.544e-01, eta: 10:47:43, time: 1.255, data_time: 0.073, memory: 9523, top1_acc: 0.7912, top5_acc: 0.9699, loss_cls: 0.6726, loss: 0.6726, grad_norm: 1.1916 2021-04-08 06:26:22,601 - mmaction - INFO - Epoch [14][2220/2910] lr: 1.543e-01, eta: 10:47:16, time: 1.221, data_time: 0.034, memory: 9523, top1_acc: 0.7924, top5_acc: 0.9727, loss_cls: 0.6621, loss: 0.6621, grad_norm: 1.1833 2021-04-08 06:26:47,967 - mmaction - INFO - Epoch [14][2240/2910] lr: 1.541e-01, eta: 10:46:49, time: 1.270, data_time: 0.011, memory: 9523, top1_acc: 0.7922, top5_acc: 0.9684, loss_cls: 0.6695, loss: 0.6695, grad_norm: 1.1553 2021-04-08 06:27:11,932 - mmaction - INFO - Epoch [14][2260/2910] lr: 1.539e-01, eta: 10:46:22, time: 1.199, data_time: 0.063, memory: 9523, top1_acc: 0.7898, top5_acc: 0.9676, loss_cls: 0.6708, loss: 0.6708, grad_norm: 1.1632 2021-04-08 06:27:36,642 - mmaction - INFO - Epoch [14][2280/2910] lr: 1.537e-01, eta: 10:45:54, time: 1.233, data_time: 0.067, memory: 9523, top1_acc: 0.8035, top5_acc: 0.9723, loss_cls: 0.6413, loss: 0.6413, grad_norm: 1.1814 2021-04-08 06:28:01,932 - mmaction - INFO - Epoch [14][2300/2910] lr: 1.536e-01, eta: 10:45:28, time: 1.266, data_time: 0.045, memory: 9523, top1_acc: 0.8064, top5_acc: 0.9701, loss_cls: 0.6422, loss: 0.6422, grad_norm: 1.1056 2021-04-08 06:28:25,856 - mmaction - INFO - Epoch [14][2320/2910] lr: 1.534e-01, eta: 10:45:00, time: 1.196, data_time: 0.033, memory: 9523, top1_acc: 0.8020, top5_acc: 0.9682, loss_cls: 0.6489, loss: 0.6489, grad_norm: 1.1716 2021-04-08 06:28:50,597 - mmaction - INFO - Epoch [14][2340/2910] lr: 1.532e-01, eta: 10:44:33, time: 1.237, data_time: 0.001, memory: 9523, top1_acc: 0.7951, top5_acc: 0.9711, loss_cls: 0.6531, loss: 0.6531, grad_norm: 1.2058 2021-04-08 06:29:15,441 - mmaction - INFO - Epoch [14][2360/2910] lr: 1.530e-01, eta: 10:44:06, time: 1.241, data_time: 0.064, memory: 9523, top1_acc: 0.7959, top5_acc: 0.9709, loss_cls: 0.6592, loss: 0.6592, grad_norm: 1.1729 2021-04-08 06:29:40,737 - mmaction - INFO - Epoch [14][2380/2910] lr: 1.529e-01, eta: 10:43:39, time: 1.265, data_time: 0.077, memory: 9523, top1_acc: 0.7854, top5_acc: 0.9672, loss_cls: 0.6806, loss: 0.6806, grad_norm: 1.1959 2021-04-08 06:30:04,442 - mmaction - INFO - Epoch [14][2400/2910] lr: 1.527e-01, eta: 10:43:12, time: 1.187, data_time: 0.055, memory: 9523, top1_acc: 0.7852, top5_acc: 0.9670, loss_cls: 0.6913, loss: 0.6913, grad_norm: 1.1692 2021-04-08 06:30:29,564 - mmaction - INFO - Epoch [14][2420/2910] lr: 1.525e-01, eta: 10:42:45, time: 1.256, data_time: 0.001, memory: 9523, top1_acc: 0.7988, top5_acc: 0.9746, loss_cls: 0.6391, loss: 0.6391, grad_norm: 1.1685 2021-04-08 06:30:53,692 - mmaction - INFO - Epoch [14][2440/2910] lr: 1.523e-01, eta: 10:42:17, time: 1.206, data_time: 0.157, memory: 9523, top1_acc: 0.7850, top5_acc: 0.9689, loss_cls: 0.6945, loss: 0.6945, grad_norm: 1.2230 2021-04-08 06:31:18,604 - mmaction - INFO - Epoch [14][2460/2910] lr: 1.522e-01, eta: 10:41:51, time: 1.246, data_time: 0.108, memory: 9523, top1_acc: 0.7832, top5_acc: 0.9693, loss_cls: 0.6908, loss: 0.6908, grad_norm: 1.2115 2021-04-08 06:31:42,131 - mmaction - INFO - Epoch [14][2480/2910] lr: 1.520e-01, eta: 10:41:23, time: 1.176, data_time: 0.086, memory: 9523, top1_acc: 0.7865, top5_acc: 0.9682, loss_cls: 0.6771, loss: 0.6771, grad_norm: 1.1654 2021-04-08 06:32:07,315 - mmaction - INFO - Epoch [14][2500/2910] lr: 1.518e-01, eta: 10:40:56, time: 1.259, data_time: 0.040, memory: 9523, top1_acc: 0.7957, top5_acc: 0.9648, loss_cls: 0.6857, loss: 0.6857, grad_norm: 1.1757 2021-04-08 06:32:31,231 - mmaction - INFO - Epoch [14][2520/2910] lr: 1.516e-01, eta: 10:40:28, time: 1.196, data_time: 0.085, memory: 9523, top1_acc: 0.8033, top5_acc: 0.9742, loss_cls: 0.6322, loss: 0.6322, grad_norm: 1.1478 2021-04-08 06:32:56,403 - mmaction - INFO - Epoch [14][2540/2910] lr: 1.515e-01, eta: 10:40:02, time: 1.258, data_time: 0.030, memory: 9523, top1_acc: 0.7977, top5_acc: 0.9729, loss_cls: 0.6545, loss: 0.6545, grad_norm: 1.1840 2021-04-08 06:33:21,194 - mmaction - INFO - Epoch [14][2560/2910] lr: 1.513e-01, eta: 10:39:35, time: 1.240, data_time: 0.062, memory: 9523, top1_acc: 0.7975, top5_acc: 0.9705, loss_cls: 0.6575, loss: 0.6575, grad_norm: 1.1647 2021-04-08 06:33:45,812 - mmaction - INFO - Epoch [14][2580/2910] lr: 1.511e-01, eta: 10:39:07, time: 1.229, data_time: 0.067, memory: 9523, top1_acc: 0.7979, top5_acc: 0.9721, loss_cls: 0.6539, loss: 0.6539, grad_norm: 1.1566 2021-04-08 06:34:10,672 - mmaction - INFO - Epoch [14][2600/2910] lr: 1.509e-01, eta: 10:38:40, time: 1.244, data_time: 0.067, memory: 9523, top1_acc: 0.7982, top5_acc: 0.9723, loss_cls: 0.6449, loss: 0.6449, grad_norm: 1.1659 2021-04-08 06:34:35,814 - mmaction - INFO - Epoch [14][2620/2910] lr: 1.508e-01, eta: 10:38:14, time: 1.259, data_time: 0.065, memory: 9523, top1_acc: 0.7930, top5_acc: 0.9721, loss_cls: 0.6684, loss: 0.6684, grad_norm: 1.2056 2021-04-08 06:35:00,295 - mmaction - INFO - Epoch [14][2640/2910] lr: 1.506e-01, eta: 10:37:47, time: 1.223, data_time: 0.108, memory: 9523, top1_acc: 0.8033, top5_acc: 0.9717, loss_cls: 0.6296, loss: 0.6296, grad_norm: 1.1222 2021-04-08 06:35:24,767 - mmaction - INFO - Epoch [14][2660/2910] lr: 1.504e-01, eta: 10:37:19, time: 1.225, data_time: 0.006, memory: 9523, top1_acc: 0.7967, top5_acc: 0.9693, loss_cls: 0.6475, loss: 0.6475, grad_norm: 1.1725 2021-04-08 06:35:48,686 - mmaction - INFO - Epoch [14][2680/2910] lr: 1.502e-01, eta: 10:36:52, time: 1.196, data_time: 0.001, memory: 9523, top1_acc: 0.7928, top5_acc: 0.9705, loss_cls: 0.6588, loss: 0.6588, grad_norm: 1.2145 2021-04-08 06:36:13,675 - mmaction - INFO - Epoch [14][2700/2910] lr: 1.501e-01, eta: 10:36:25, time: 1.250, data_time: 0.014, memory: 9523, top1_acc: 0.8076, top5_acc: 0.9742, loss_cls: 0.6193, loss: 0.6193, grad_norm: 1.1391 2021-04-08 06:36:38,206 - mmaction - INFO - Epoch [14][2720/2910] lr: 1.499e-01, eta: 10:35:58, time: 1.227, data_time: 0.045, memory: 9523, top1_acc: 0.8086, top5_acc: 0.9725, loss_cls: 0.6333, loss: 0.6333, grad_norm: 1.1595 2021-04-08 06:37:02,509 - mmaction - INFO - Epoch [14][2740/2910] lr: 1.497e-01, eta: 10:35:30, time: 1.215, data_time: 0.098, memory: 9523, top1_acc: 0.7904, top5_acc: 0.9727, loss_cls: 0.6643, loss: 0.6643, grad_norm: 1.2159 2021-04-08 06:37:27,153 - mmaction - INFO - Epoch [14][2760/2910] lr: 1.495e-01, eta: 10:35:03, time: 1.232, data_time: 0.021, memory: 9523, top1_acc: 0.7932, top5_acc: 0.9729, loss_cls: 0.6481, loss: 0.6481, grad_norm: 1.1730 2021-04-08 06:37:50,827 - mmaction - INFO - Epoch [14][2780/2910] lr: 1.494e-01, eta: 10:34:36, time: 1.184, data_time: 0.115, memory: 9523, top1_acc: 0.8035, top5_acc: 0.9670, loss_cls: 0.6484, loss: 0.6484, grad_norm: 1.1671 2021-04-08 06:38:17,234 - mmaction - INFO - Epoch [14][2800/2910] lr: 1.492e-01, eta: 10:34:10, time: 1.319, data_time: 0.071, memory: 9523, top1_acc: 0.7967, top5_acc: 0.9738, loss_cls: 0.6489, loss: 0.6489, grad_norm: 1.2035 2021-04-08 06:38:42,634 - mmaction - INFO - Epoch [14][2820/2910] lr: 1.490e-01, eta: 10:33:43, time: 1.272, data_time: 0.112, memory: 9523, top1_acc: 0.7924, top5_acc: 0.9707, loss_cls: 0.6542, loss: 0.6542, grad_norm: 1.1634 2021-04-08 06:39:06,106 - mmaction - INFO - Epoch [14][2840/2910] lr: 1.489e-01, eta: 10:33:15, time: 1.173, data_time: 0.045, memory: 9523, top1_acc: 0.8061, top5_acc: 0.9734, loss_cls: 0.6321, loss: 0.6321, grad_norm: 1.1699 2021-04-08 06:39:30,076 - mmaction - INFO - Epoch [14][2860/2910] lr: 1.487e-01, eta: 10:32:48, time: 1.199, data_time: 0.189, memory: 9523, top1_acc: 0.8012, top5_acc: 0.9676, loss_cls: 0.6575, loss: 0.6575, grad_norm: 1.2160 2021-04-08 06:39:55,156 - mmaction - INFO - Epoch [14][2880/2910] lr: 1.485e-01, eta: 10:32:21, time: 1.253, data_time: 0.015, memory: 9523, top1_acc: 0.7920, top5_acc: 0.9697, loss_cls: 0.6600, loss: 0.6600, grad_norm: 1.1998 2021-04-08 06:40:19,781 - mmaction - INFO - Epoch [14][2900/2910] lr: 1.483e-01, eta: 10:31:54, time: 1.230, data_time: 0.001, memory: 9523, top1_acc: 0.8029, top5_acc: 0.9713, loss_cls: 0.6383, loss: 0.6383, grad_norm: 1.1938 2021-04-08 06:40:35,022 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-04-08 06:48:30,809 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-08 06:48:31,469 - mmaction - INFO - top1_acc 0.7264 top5_acc 0.9407 2021-04-08 06:48:31,469 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-08 06:48:31,579 - mmaction - INFO - mean_acc 0.7352 2021-04-08 06:48:31,580 - mmaction - INFO - Now best checkpoint is epoch_14.pth 2021-04-08 06:48:31,601 - mmaction - INFO - Epoch(val) [14][2910] top1_acc: 0.7264, top5_acc: 0.9407, mean_class_accuracy: 0.7352 2021-04-08 06:52:24,030 - mmaction - INFO - Epoch [15][20/2910] lr: 1.481e-01, eta: 10:33:33, time: 11.620, data_time: 10.295, memory: 9523, top1_acc: 0.7914, top5_acc: 0.9725, loss_cls: 0.6663, loss: 0.6663, grad_norm: 1.2028 2021-04-08 06:52:49,437 - mmaction - INFO - Epoch [15][40/2910] lr: 1.479e-01, eta: 10:33:06, time: 1.271, data_time: 0.002, memory: 9523, top1_acc: 0.8074, top5_acc: 0.9701, loss_cls: 0.6283, loss: 0.6283, grad_norm: 1.1336 2021-04-08 06:53:15,300 - mmaction - INFO - Epoch [15][60/2910] lr: 1.477e-01, eta: 10:32:40, time: 1.294, data_time: 0.052, memory: 9523, top1_acc: 0.8051, top5_acc: 0.9744, loss_cls: 0.6130, loss: 0.6130, grad_norm: 1.1189 2021-04-08 06:53:39,263 - mmaction - INFO - Epoch [15][80/2910] lr: 1.476e-01, eta: 10:32:12, time: 1.198, data_time: 0.117, memory: 9523, top1_acc: 0.7916, top5_acc: 0.9695, loss_cls: 0.6561, loss: 0.6561, grad_norm: 1.2008 2021-04-08 06:54:04,484 - mmaction - INFO - Epoch [15][100/2910] lr: 1.474e-01, eta: 10:31:45, time: 1.261, data_time: 0.127, memory: 9523, top1_acc: 0.8021, top5_acc: 0.9715, loss_cls: 0.6358, loss: 0.6358, grad_norm: 1.1760 2021-04-08 06:54:29,672 - mmaction - INFO - Epoch [15][120/2910] lr: 1.472e-01, eta: 10:31:19, time: 1.259, data_time: 0.108, memory: 9523, top1_acc: 0.7996, top5_acc: 0.9746, loss_cls: 0.6297, loss: 0.6297, grad_norm: 1.1899 2021-04-08 06:54:54,385 - mmaction - INFO - Epoch [15][140/2910] lr: 1.470e-01, eta: 10:30:51, time: 1.236, data_time: 0.010, memory: 9523, top1_acc: 0.7943, top5_acc: 0.9725, loss_cls: 0.6464, loss: 0.6464, grad_norm: 1.1562 2021-04-08 06:55:18,511 - mmaction - INFO - Epoch [15][160/2910] lr: 1.469e-01, eta: 10:30:24, time: 1.206, data_time: 0.001, memory: 9523, top1_acc: 0.7848, top5_acc: 0.9701, loss_cls: 0.6867, loss: 0.6867, grad_norm: 1.2600 2021-04-08 06:55:43,772 - mmaction - INFO - Epoch [15][180/2910] lr: 1.467e-01, eta: 10:29:57, time: 1.263, data_time: 0.002, memory: 9523, top1_acc: 0.7934, top5_acc: 0.9699, loss_cls: 0.6670, loss: 0.6670, grad_norm: 1.2237 2021-04-08 06:56:07,960 - mmaction - INFO - Epoch [15][200/2910] lr: 1.465e-01, eta: 10:29:30, time: 1.209, data_time: 0.002, memory: 9523, top1_acc: 0.7908, top5_acc: 0.9719, loss_cls: 0.6625, loss: 0.6625, grad_norm: 1.2337 2021-04-08 06:56:34,453 - mmaction - INFO - Epoch [15][220/2910] lr: 1.463e-01, eta: 10:29:04, time: 1.325, data_time: 0.053, memory: 9523, top1_acc: 0.7941, top5_acc: 0.9709, loss_cls: 0.6533, loss: 0.6533, grad_norm: 1.1830 2021-04-08 06:56:59,407 - mmaction - INFO - Epoch [15][240/2910] lr: 1.462e-01, eta: 10:28:37, time: 1.248, data_time: 0.084, memory: 9523, top1_acc: 0.8080, top5_acc: 0.9742, loss_cls: 0.6224, loss: 0.6224, grad_norm: 1.1628 2021-04-08 06:57:24,353 - mmaction - INFO - Epoch [15][260/2910] lr: 1.460e-01, eta: 10:28:10, time: 1.246, data_time: 0.001, memory: 9523, top1_acc: 0.7941, top5_acc: 0.9676, loss_cls: 0.6644, loss: 0.6644, grad_norm: 1.2053 2021-04-08 06:57:49,461 - mmaction - INFO - Epoch [15][280/2910] lr: 1.458e-01, eta: 10:27:43, time: 1.256, data_time: 0.011, memory: 9523, top1_acc: 0.8004, top5_acc: 0.9688, loss_cls: 0.6412, loss: 0.6412, grad_norm: 1.1610 2021-04-08 06:58:14,528 - mmaction - INFO - Epoch [15][300/2910] lr: 1.456e-01, eta: 10:27:16, time: 1.253, data_time: 0.154, memory: 9523, top1_acc: 0.7904, top5_acc: 0.9682, loss_cls: 0.6744, loss: 0.6744, grad_norm: 1.2318 2021-04-08 06:58:39,557 - mmaction - INFO - Epoch [15][320/2910] lr: 1.455e-01, eta: 10:26:49, time: 1.252, data_time: 0.101, memory: 9523, top1_acc: 0.8121, top5_acc: 0.9732, loss_cls: 0.6260, loss: 0.6260, grad_norm: 1.1567 2021-04-08 06:59:04,426 - mmaction - INFO - Epoch [15][340/2910] lr: 1.453e-01, eta: 10:26:22, time: 1.243, data_time: 0.070, memory: 9523, top1_acc: 0.8012, top5_acc: 0.9738, loss_cls: 0.6548, loss: 0.6548, grad_norm: 1.2134 2021-04-08 06:59:28,467 - mmaction - INFO - Epoch [15][360/2910] lr: 1.451e-01, eta: 10:25:54, time: 1.201, data_time: 0.054, memory: 9523, top1_acc: 0.7922, top5_acc: 0.9689, loss_cls: 0.6743, loss: 0.6743, grad_norm: 1.2210 2021-04-08 06:59:54,027 - mmaction - INFO - Epoch [15][380/2910] lr: 1.450e-01, eta: 10:25:28, time: 1.279, data_time: 0.034, memory: 9523, top1_acc: 0.8021, top5_acc: 0.9688, loss_cls: 0.6371, loss: 0.6371, grad_norm: 1.1564 2021-04-08 07:00:18,030 - mmaction - INFO - Epoch [15][400/2910] lr: 1.448e-01, eta: 10:25:00, time: 1.200, data_time: 0.104, memory: 9523, top1_acc: 0.8076, top5_acc: 0.9709, loss_cls: 0.6230, loss: 0.6230, grad_norm: 1.1442 2021-04-08 07:00:43,249 - mmaction - INFO - Epoch [15][420/2910] lr: 1.446e-01, eta: 10:24:33, time: 1.260, data_time: 0.140, memory: 9523, top1_acc: 0.8166, top5_acc: 0.9711, loss_cls: 0.6238, loss: 0.6238, grad_norm: 1.1590 2021-04-08 07:01:08,011 - mmaction - INFO - Epoch [15][440/2910] lr: 1.444e-01, eta: 10:24:06, time: 1.240, data_time: 0.144, memory: 9523, top1_acc: 0.8098, top5_acc: 0.9758, loss_cls: 0.6125, loss: 0.6125, grad_norm: 1.1551 2021-04-08 07:01:32,014 - mmaction - INFO - Epoch [15][460/2910] lr: 1.443e-01, eta: 10:23:39, time: 1.199, data_time: 0.045, memory: 9523, top1_acc: 0.8055, top5_acc: 0.9742, loss_cls: 0.6176, loss: 0.6176, grad_norm: 1.1878 2021-04-08 07:01:56,744 - mmaction - INFO - Epoch [15][480/2910] lr: 1.441e-01, eta: 10:23:12, time: 1.237, data_time: 0.127, memory: 9523, top1_acc: 0.7898, top5_acc: 0.9686, loss_cls: 0.6721, loss: 0.6721, grad_norm: 1.2724 2021-04-08 07:02:22,479 - mmaction - INFO - Epoch [15][500/2910] lr: 1.439e-01, eta: 10:22:45, time: 1.288, data_time: 0.017, memory: 9523, top1_acc: 0.7908, top5_acc: 0.9744, loss_cls: 0.6544, loss: 0.6544, grad_norm: 1.2669 2021-04-08 07:02:46,243 - mmaction - INFO - Epoch [15][520/2910] lr: 1.437e-01, eta: 10:22:18, time: 1.188, data_time: 0.077, memory: 9523, top1_acc: 0.8055, top5_acc: 0.9742, loss_cls: 0.6289, loss: 0.6289, grad_norm: 1.1714 2021-04-08 07:03:12,705 - mmaction - INFO - Epoch [15][540/2910] lr: 1.436e-01, eta: 10:21:52, time: 1.323, data_time: 0.071, memory: 9523, top1_acc: 0.8047, top5_acc: 0.9686, loss_cls: 0.6377, loss: 0.6377, grad_norm: 1.1925 2021-04-08 07:03:37,427 - mmaction - INFO - Epoch [15][560/2910] lr: 1.434e-01, eta: 10:21:24, time: 1.234, data_time: 0.010, memory: 9523, top1_acc: 0.7852, top5_acc: 0.9680, loss_cls: 0.6630, loss: 0.6630, grad_norm: 1.1745 2021-04-08 07:04:00,893 - mmaction - INFO - Epoch [15][580/2910] lr: 1.432e-01, eta: 10:20:57, time: 1.175, data_time: 0.021, memory: 9523, top1_acc: 0.8070, top5_acc: 0.9764, loss_cls: 0.6236, loss: 0.6236, grad_norm: 1.1776 2021-04-08 07:04:26,178 - mmaction - INFO - Epoch [15][600/2910] lr: 1.431e-01, eta: 10:20:30, time: 1.264, data_time: 0.033, memory: 9523, top1_acc: 0.7969, top5_acc: 0.9719, loss_cls: 0.6436, loss: 0.6436, grad_norm: 1.2198 2021-04-08 07:04:52,075 - mmaction - INFO - Epoch [15][620/2910] lr: 1.429e-01, eta: 10:20:04, time: 1.295, data_time: 0.100, memory: 9523, top1_acc: 0.8033, top5_acc: 0.9754, loss_cls: 0.6308, loss: 0.6308, grad_norm: 1.1780 2021-04-08 07:05:16,027 - mmaction - INFO - Epoch [15][640/2910] lr: 1.427e-01, eta: 10:19:36, time: 1.197, data_time: 0.103, memory: 9523, top1_acc: 0.8016, top5_acc: 0.9717, loss_cls: 0.6367, loss: 0.6367, grad_norm: 1.1945 2021-04-08 07:05:39,845 - mmaction - INFO - Epoch [15][660/2910] lr: 1.425e-01, eta: 10:19:08, time: 1.191, data_time: 0.035, memory: 9523, top1_acc: 0.7902, top5_acc: 0.9730, loss_cls: 0.6564, loss: 0.6564, grad_norm: 1.2474 2021-04-08 07:06:05,799 - mmaction - INFO - Epoch [15][680/2910] lr: 1.424e-01, eta: 10:18:42, time: 1.299, data_time: 0.040, memory: 9523, top1_acc: 0.7926, top5_acc: 0.9719, loss_cls: 0.6688, loss: 0.6688, grad_norm: 1.2203 2021-04-08 07:06:30,951 - mmaction - INFO - Epoch [15][700/2910] lr: 1.422e-01, eta: 10:18:15, time: 1.257, data_time: 0.031, memory: 9523, top1_acc: 0.7826, top5_acc: 0.9709, loss_cls: 0.6876, loss: 0.6876, grad_norm: 1.2719 2021-04-08 07:06:55,674 - mmaction - INFO - Epoch [15][720/2910] lr: 1.420e-01, eta: 10:17:48, time: 1.236, data_time: 0.128, memory: 9523, top1_acc: 0.7955, top5_acc: 0.9689, loss_cls: 0.6486, loss: 0.6486, grad_norm: 1.2124 2021-04-08 07:07:20,073 - mmaction - INFO - Epoch [15][740/2910] lr: 1.418e-01, eta: 10:17:21, time: 1.217, data_time: 0.076, memory: 9523, top1_acc: 0.7887, top5_acc: 0.9736, loss_cls: 0.6561, loss: 0.6561, grad_norm: 1.2504 2021-04-08 07:07:45,910 - mmaction - INFO - Epoch [15][760/2910] lr: 1.417e-01, eta: 10:16:54, time: 1.294, data_time: 0.017, memory: 9523, top1_acc: 0.8016, top5_acc: 0.9674, loss_cls: 0.6556, loss: 0.6556, grad_norm: 1.1871 2021-04-08 07:08:10,279 - mmaction - INFO - Epoch [15][780/2910] lr: 1.415e-01, eta: 10:16:27, time: 1.219, data_time: 0.160, memory: 9523, top1_acc: 0.8039, top5_acc: 0.9746, loss_cls: 0.6292, loss: 0.6292, grad_norm: 1.1819 2021-04-08 07:08:34,545 - mmaction - INFO - Epoch [15][800/2910] lr: 1.413e-01, eta: 10:16:00, time: 1.214, data_time: 0.098, memory: 9523, top1_acc: 0.7988, top5_acc: 0.9738, loss_cls: 0.6429, loss: 0.6429, grad_norm: 1.1901 2021-04-08 07:08:59,515 - mmaction - INFO - Epoch [15][820/2910] lr: 1.412e-01, eta: 10:15:33, time: 1.248, data_time: 0.022, memory: 9523, top1_acc: 0.8068, top5_acc: 0.9729, loss_cls: 0.6321, loss: 0.6321, grad_norm: 1.1742 2021-04-08 07:09:24,191 - mmaction - INFO - Epoch [15][840/2910] lr: 1.410e-01, eta: 10:15:06, time: 1.234, data_time: 0.161, memory: 9523, top1_acc: 0.8014, top5_acc: 0.9695, loss_cls: 0.6267, loss: 0.6267, grad_norm: 1.1716 2021-04-08 07:09:48,214 - mmaction - INFO - Epoch [15][860/2910] lr: 1.408e-01, eta: 10:14:38, time: 1.200, data_time: 0.043, memory: 9523, top1_acc: 0.8137, top5_acc: 0.9744, loss_cls: 0.6078, loss: 0.6078, grad_norm: 1.1229 2021-04-08 07:10:13,551 - mmaction - INFO - Epoch [15][880/2910] lr: 1.406e-01, eta: 10:14:12, time: 1.268, data_time: 0.042, memory: 9523, top1_acc: 0.8012, top5_acc: 0.9715, loss_cls: 0.6427, loss: 0.6427, grad_norm: 1.2180 2021-04-08 07:10:37,719 - mmaction - INFO - Epoch [15][900/2910] lr: 1.405e-01, eta: 10:13:44, time: 1.206, data_time: 0.050, memory: 9523, top1_acc: 0.8000, top5_acc: 0.9768, loss_cls: 0.6392, loss: 0.6392, grad_norm: 1.2184 2021-04-08 07:11:02,776 - mmaction - INFO - Epoch [15][920/2910] lr: 1.403e-01, eta: 10:13:17, time: 1.253, data_time: 0.076, memory: 9523, top1_acc: 0.8082, top5_acc: 0.9686, loss_cls: 0.6391, loss: 0.6391, grad_norm: 1.2065 2021-04-08 07:11:27,925 - mmaction - INFO - Epoch [15][940/2910] lr: 1.401e-01, eta: 10:12:51, time: 1.259, data_time: 0.097, memory: 9523, top1_acc: 0.8012, top5_acc: 0.9709, loss_cls: 0.6412, loss: 0.6412, grad_norm: 1.1867 2021-04-08 07:11:51,791 - mmaction - INFO - Epoch [15][960/2910] lr: 1.400e-01, eta: 10:12:23, time: 1.193, data_time: 0.048, memory: 9523, top1_acc: 0.7939, top5_acc: 0.9701, loss_cls: 0.6729, loss: 0.6729, grad_norm: 1.2378 2021-04-08 07:12:16,820 - mmaction - INFO - Epoch [15][980/2910] lr: 1.398e-01, eta: 10:11:56, time: 1.250, data_time: 0.026, memory: 9523, top1_acc: 0.8002, top5_acc: 0.9723, loss_cls: 0.6338, loss: 0.6338, grad_norm: 1.2140 2021-04-08 07:12:42,789 - mmaction - INFO - Epoch [15][1000/2910] lr: 1.396e-01, eta: 10:11:30, time: 1.299, data_time: 0.051, memory: 9523, top1_acc: 0.7961, top5_acc: 0.9727, loss_cls: 0.6572, loss: 0.6572, grad_norm: 1.2391 2021-04-08 07:13:08,245 - mmaction - INFO - Epoch [15][1020/2910] lr: 1.394e-01, eta: 10:11:03, time: 1.273, data_time: 0.045, memory: 9523, top1_acc: 0.8098, top5_acc: 0.9730, loss_cls: 0.6233, loss: 0.6233, grad_norm: 1.1517 2021-04-08 07:13:31,770 - mmaction - INFO - Epoch [15][1040/2910] lr: 1.393e-01, eta: 10:10:35, time: 1.176, data_time: 0.067, memory: 9523, top1_acc: 0.7998, top5_acc: 0.9725, loss_cls: 0.6415, loss: 0.6415, grad_norm: 1.1957 2021-04-08 07:13:56,974 - mmaction - INFO - Epoch [15][1060/2910] lr: 1.391e-01, eta: 10:10:09, time: 1.260, data_time: 0.091, memory: 9523, top1_acc: 0.8010, top5_acc: 0.9727, loss_cls: 0.6277, loss: 0.6277, grad_norm: 1.2063 2021-04-08 07:14:22,346 - mmaction - INFO - Epoch [15][1080/2910] lr: 1.389e-01, eta: 10:09:42, time: 1.268, data_time: 0.019, memory: 9523, top1_acc: 0.8086, top5_acc: 0.9768, loss_cls: 0.6140, loss: 0.6140, grad_norm: 1.1762 2021-04-08 07:14:46,556 - mmaction - INFO - Epoch [15][1100/2910] lr: 1.388e-01, eta: 10:09:15, time: 1.211, data_time: 0.044, memory: 9523, top1_acc: 0.7965, top5_acc: 0.9693, loss_cls: 0.6456, loss: 0.6456, grad_norm: 1.2173 2021-04-08 07:15:10,541 - mmaction - INFO - Epoch [15][1120/2910] lr: 1.386e-01, eta: 10:08:47, time: 1.199, data_time: 0.138, memory: 9523, top1_acc: 0.8064, top5_acc: 0.9719, loss_cls: 0.6370, loss: 0.6370, grad_norm: 1.2162 2021-04-08 07:15:34,978 - mmaction - INFO - Epoch [15][1140/2910] lr: 1.384e-01, eta: 10:08:20, time: 1.221, data_time: 0.044, memory: 9523, top1_acc: 0.8037, top5_acc: 0.9740, loss_cls: 0.6311, loss: 0.6311, grad_norm: 1.2017 2021-04-08 07:16:00,028 - mmaction - INFO - Epoch [15][1160/2910] lr: 1.382e-01, eta: 10:07:53, time: 1.254, data_time: 0.067, memory: 9523, top1_acc: 0.8072, top5_acc: 0.9734, loss_cls: 0.6231, loss: 0.6231, grad_norm: 1.2064 2021-04-08 07:16:24,694 - mmaction - INFO - Epoch [15][1180/2910] lr: 1.381e-01, eta: 10:07:26, time: 1.233, data_time: 0.003, memory: 9523, top1_acc: 0.8100, top5_acc: 0.9742, loss_cls: 0.6227, loss: 0.6227, grad_norm: 1.2316 2021-04-08 07:16:48,549 - mmaction - INFO - Epoch [15][1200/2910] lr: 1.379e-01, eta: 10:06:58, time: 1.192, data_time: 0.008, memory: 9523, top1_acc: 0.8061, top5_acc: 0.9713, loss_cls: 0.6371, loss: 0.6371, grad_norm: 1.2264 2021-04-08 07:17:13,672 - mmaction - INFO - Epoch [15][1220/2910] lr: 1.377e-01, eta: 10:06:32, time: 1.257, data_time: 0.101, memory: 9523, top1_acc: 0.7984, top5_acc: 0.9711, loss_cls: 0.6624, loss: 0.6624, grad_norm: 1.2495 2021-04-08 07:17:38,699 - mmaction - INFO - Epoch [15][1240/2910] lr: 1.376e-01, eta: 10:06:05, time: 1.252, data_time: 0.060, memory: 9523, top1_acc: 0.8063, top5_acc: 0.9707, loss_cls: 0.6452, loss: 0.6452, grad_norm: 1.1936 2021-04-08 07:18:02,764 - mmaction - INFO - Epoch [15][1260/2910] lr: 1.374e-01, eta: 10:05:37, time: 1.203, data_time: 0.021, memory: 9523, top1_acc: 0.8072, top5_acc: 0.9773, loss_cls: 0.6068, loss: 0.6068, grad_norm: 1.1862 2021-04-08 07:18:27,458 - mmaction - INFO - Epoch [15][1280/2910] lr: 1.372e-01, eta: 10:05:10, time: 1.235, data_time: 0.042, memory: 9523, top1_acc: 0.8160, top5_acc: 0.9744, loss_cls: 0.6010, loss: 0.6010, grad_norm: 1.1890 2021-04-08 07:18:52,434 - mmaction - INFO - Epoch [15][1300/2910] lr: 1.370e-01, eta: 10:04:44, time: 1.248, data_time: 0.145, memory: 9523, top1_acc: 0.8113, top5_acc: 0.9746, loss_cls: 0.6071, loss: 0.6071, grad_norm: 1.1987 2021-04-08 07:19:17,119 - mmaction - INFO - Epoch [15][1320/2910] lr: 1.369e-01, eta: 10:04:17, time: 1.234, data_time: 0.018, memory: 9523, top1_acc: 0.8090, top5_acc: 0.9742, loss_cls: 0.6222, loss: 0.6222, grad_norm: 1.2104 2021-04-08 07:19:41,573 - mmaction - INFO - Epoch [15][1340/2910] lr: 1.367e-01, eta: 10:03:49, time: 1.223, data_time: 0.016, memory: 9523, top1_acc: 0.8021, top5_acc: 0.9756, loss_cls: 0.6301, loss: 0.6301, grad_norm: 1.2561 2021-04-08 07:20:05,525 - mmaction - INFO - Epoch [15][1360/2910] lr: 1.365e-01, eta: 10:03:22, time: 1.197, data_time: 0.083, memory: 9523, top1_acc: 0.8102, top5_acc: 0.9705, loss_cls: 0.6232, loss: 0.6232, grad_norm: 1.1744 2021-04-08 07:20:30,050 - mmaction - INFO - Epoch [15][1380/2910] lr: 1.364e-01, eta: 10:02:55, time: 1.227, data_time: 0.002, memory: 9523, top1_acc: 0.8084, top5_acc: 0.9754, loss_cls: 0.6238, loss: 0.6238, grad_norm: 1.2257 2021-04-08 07:20:54,795 - mmaction - INFO - Epoch [15][1400/2910] lr: 1.362e-01, eta: 10:02:28, time: 1.237, data_time: 0.089, memory: 9523, top1_acc: 0.8010, top5_acc: 0.9719, loss_cls: 0.6306, loss: 0.6306, grad_norm: 1.2361 2021-04-08 07:21:20,223 - mmaction - INFO - Epoch [15][1420/2910] lr: 1.360e-01, eta: 10:02:01, time: 1.270, data_time: 0.030, memory: 9523, top1_acc: 0.8018, top5_acc: 0.9721, loss_cls: 0.6393, loss: 0.6393, grad_norm: 1.1988 2021-04-08 07:21:44,983 - mmaction - INFO - Epoch [15][1440/2910] lr: 1.358e-01, eta: 10:01:34, time: 1.240, data_time: 0.055, memory: 9523, top1_acc: 0.8049, top5_acc: 0.9725, loss_cls: 0.6224, loss: 0.6224, grad_norm: 1.2056 2021-04-08 07:22:09,226 - mmaction - INFO - Epoch [15][1460/2910] lr: 1.357e-01, eta: 10:01:07, time: 1.212, data_time: 0.036, memory: 9523, top1_acc: 0.8113, top5_acc: 0.9725, loss_cls: 0.6147, loss: 0.6147, grad_norm: 1.1765 2021-04-08 07:22:34,445 - mmaction - INFO - Epoch [15][1480/2910] lr: 1.355e-01, eta: 10:00:40, time: 1.261, data_time: 0.225, memory: 9523, top1_acc: 0.7947, top5_acc: 0.9707, loss_cls: 0.6745, loss: 0.6745, grad_norm: 1.2818 2021-04-08 07:22:59,045 - mmaction - INFO - Epoch [15][1500/2910] lr: 1.353e-01, eta: 10:00:13, time: 1.230, data_time: 0.031, memory: 9523, top1_acc: 0.7982, top5_acc: 0.9699, loss_cls: 0.6508, loss: 0.6508, grad_norm: 1.2386 2021-04-08 07:23:24,944 - mmaction - INFO - Epoch [15][1520/2910] lr: 1.352e-01, eta: 9:59:47, time: 1.294, data_time: 0.014, memory: 9523, top1_acc: 0.8031, top5_acc: 0.9689, loss_cls: 0.6347, loss: 0.6347, grad_norm: 1.2145 2021-04-08 07:23:48,787 - mmaction - INFO - Epoch [15][1540/2910] lr: 1.350e-01, eta: 9:59:19, time: 1.193, data_time: 0.054, memory: 9523, top1_acc: 0.8121, top5_acc: 0.9746, loss_cls: 0.6148, loss: 0.6148, grad_norm: 1.1658 2021-04-08 07:24:13,844 - mmaction - INFO - Epoch [15][1560/2910] lr: 1.348e-01, eta: 9:58:53, time: 1.253, data_time: 0.035, memory: 9523, top1_acc: 0.8148, top5_acc: 0.9795, loss_cls: 0.5943, loss: 0.5943, grad_norm: 1.1544 2021-04-08 07:24:38,256 - mmaction - INFO - Epoch [15][1580/2910] lr: 1.347e-01, eta: 9:58:25, time: 1.220, data_time: 0.090, memory: 9523, top1_acc: 0.8057, top5_acc: 0.9705, loss_cls: 0.6361, loss: 0.6361, grad_norm: 1.2465 2021-04-08 07:25:03,155 - mmaction - INFO - Epoch [15][1600/2910] lr: 1.345e-01, eta: 9:57:58, time: 1.246, data_time: 0.160, memory: 9523, top1_acc: 0.8150, top5_acc: 0.9740, loss_cls: 0.5960, loss: 0.5960, grad_norm: 1.1605 2021-04-08 07:25:27,521 - mmaction - INFO - Epoch [15][1620/2910] lr: 1.343e-01, eta: 9:57:31, time: 1.218, data_time: 0.086, memory: 9523, top1_acc: 0.8102, top5_acc: 0.9730, loss_cls: 0.6142, loss: 0.6142, grad_norm: 1.1974 2021-04-08 07:25:52,317 - mmaction - INFO - Epoch [15][1640/2910] lr: 1.341e-01, eta: 9:57:04, time: 1.237, data_time: 0.141, memory: 9523, top1_acc: 0.8115, top5_acc: 0.9754, loss_cls: 0.5994, loss: 0.5994, grad_norm: 1.2161 2021-04-08 07:26:16,466 - mmaction - INFO - Epoch [15][1660/2910] lr: 1.340e-01, eta: 9:56:37, time: 1.211, data_time: 0.042, memory: 9523, top1_acc: 0.8166, top5_acc: 0.9760, loss_cls: 0.6089, loss: 0.6089, grad_norm: 1.2027 2021-04-08 07:26:40,604 - mmaction - INFO - Epoch [15][1680/2910] lr: 1.338e-01, eta: 9:56:10, time: 1.207, data_time: 0.055, memory: 9523, top1_acc: 0.8016, top5_acc: 0.9748, loss_cls: 0.6254, loss: 0.6254, grad_norm: 1.2203 2021-04-08 07:27:06,183 - mmaction - INFO - Epoch [15][1700/2910] lr: 1.336e-01, eta: 9:55:43, time: 1.279, data_time: 0.099, memory: 9523, top1_acc: 0.8039, top5_acc: 0.9740, loss_cls: 0.6234, loss: 0.6234, grad_norm: 1.2386 2021-04-08 07:27:30,638 - mmaction - INFO - Epoch [15][1720/2910] lr: 1.335e-01, eta: 9:55:16, time: 1.221, data_time: 0.132, memory: 9523, top1_acc: 0.7918, top5_acc: 0.9734, loss_cls: 0.6654, loss: 0.6654, grad_norm: 1.2613 2021-04-08 07:27:56,685 - mmaction - INFO - Epoch [15][1740/2910] lr: 1.333e-01, eta: 9:54:50, time: 1.302, data_time: 0.029, memory: 9523, top1_acc: 0.8172, top5_acc: 0.9775, loss_cls: 0.5896, loss: 0.5896, grad_norm: 1.1773 2021-04-08 07:28:20,453 - mmaction - INFO - Epoch [15][1760/2910] lr: 1.331e-01, eta: 9:54:22, time: 1.188, data_time: 0.060, memory: 9523, top1_acc: 0.8041, top5_acc: 0.9758, loss_cls: 0.6158, loss: 0.6158, grad_norm: 1.2560 2021-04-08 07:28:46,186 - mmaction - INFO - Epoch [15][1780/2910] lr: 1.330e-01, eta: 9:53:56, time: 1.289, data_time: 0.005, memory: 9523, top1_acc: 0.8131, top5_acc: 0.9756, loss_cls: 0.6160, loss: 0.6160, grad_norm: 1.1726 2021-04-08 07:29:10,089 - mmaction - INFO - Epoch [15][1800/2910] lr: 1.328e-01, eta: 9:53:29, time: 1.195, data_time: 0.144, memory: 9523, top1_acc: 0.8209, top5_acc: 0.9719, loss_cls: 0.5869, loss: 0.5869, grad_norm: 1.1337 2021-04-08 07:29:35,739 - mmaction - INFO - Epoch [15][1820/2910] lr: 1.326e-01, eta: 9:53:02, time: 1.282, data_time: 0.007, memory: 9523, top1_acc: 0.8066, top5_acc: 0.9721, loss_cls: 0.6443, loss: 0.6443, grad_norm: 1.2569 2021-04-08 07:30:00,328 - mmaction - INFO - Epoch [15][1840/2910] lr: 1.325e-01, eta: 9:52:35, time: 1.230, data_time: 0.018, memory: 9523, top1_acc: 0.8129, top5_acc: 0.9697, loss_cls: 0.6148, loss: 0.6148, grad_norm: 1.1885 2021-04-08 07:30:25,899 - mmaction - INFO - Epoch [15][1860/2910] lr: 1.323e-01, eta: 9:52:09, time: 1.277, data_time: 0.100, memory: 9523, top1_acc: 0.8154, top5_acc: 0.9799, loss_cls: 0.5813, loss: 0.5813, grad_norm: 1.1823 2021-04-08 07:30:48,967 - mmaction - INFO - Epoch [15][1880/2910] lr: 1.321e-01, eta: 9:51:41, time: 1.155, data_time: 0.145, memory: 9523, top1_acc: 0.8174, top5_acc: 0.9742, loss_cls: 0.6018, loss: 0.6018, grad_norm: 1.1812 2021-04-08 07:31:14,273 - mmaction - INFO - Epoch [15][1900/2910] lr: 1.319e-01, eta: 9:51:14, time: 1.266, data_time: 0.043, memory: 9523, top1_acc: 0.8033, top5_acc: 0.9752, loss_cls: 0.6222, loss: 0.6222, grad_norm: 1.2366 2021-04-08 07:31:37,746 - mmaction - INFO - Epoch [15][1920/2910] lr: 1.318e-01, eta: 9:50:46, time: 1.174, data_time: 0.156, memory: 9523, top1_acc: 0.8012, top5_acc: 0.9732, loss_cls: 0.6381, loss: 0.6381, grad_norm: 1.2439 2021-04-08 07:32:03,348 - mmaction - INFO - Epoch [15][1940/2910] lr: 1.316e-01, eta: 9:50:20, time: 1.280, data_time: 0.071, memory: 9523, top1_acc: 0.7990, top5_acc: 0.9715, loss_cls: 0.6378, loss: 0.6378, grad_norm: 1.2535 2021-04-08 07:32:28,326 - mmaction - INFO - Epoch [15][1960/2910] lr: 1.314e-01, eta: 9:49:53, time: 1.248, data_time: 0.020, memory: 9523, top1_acc: 0.8063, top5_acc: 0.9770, loss_cls: 0.6155, loss: 0.6155, grad_norm: 1.2168 2021-04-08 07:32:53,409 - mmaction - INFO - Epoch [15][1980/2910] lr: 1.313e-01, eta: 9:49:26, time: 1.255, data_time: 0.032, memory: 9523, top1_acc: 0.8092, top5_acc: 0.9721, loss_cls: 0.6156, loss: 0.6156, grad_norm: 1.2095 2021-04-08 07:33:17,711 - mmaction - INFO - Epoch [15][2000/2910] lr: 1.311e-01, eta: 9:48:59, time: 1.214, data_time: 0.008, memory: 9523, top1_acc: 0.8035, top5_acc: 0.9703, loss_cls: 0.6274, loss: 0.6274, grad_norm: 1.2170 2021-04-08 07:33:42,883 - mmaction - INFO - Epoch [15][2020/2910] lr: 1.309e-01, eta: 9:48:33, time: 1.260, data_time: 0.150, memory: 9523, top1_acc: 0.8129, top5_acc: 0.9762, loss_cls: 0.6035, loss: 0.6035, grad_norm: 1.2404 2021-04-08 07:34:06,901 - mmaction - INFO - Epoch [15][2040/2910] lr: 1.308e-01, eta: 9:48:05, time: 1.200, data_time: 0.108, memory: 9523, top1_acc: 0.7943, top5_acc: 0.9732, loss_cls: 0.6482, loss: 0.6482, grad_norm: 1.2978 2021-04-08 07:34:32,617 - mmaction - INFO - Epoch [15][2060/2910] lr: 1.306e-01, eta: 9:47:39, time: 1.285, data_time: 0.046, memory: 9523, top1_acc: 0.8035, top5_acc: 0.9727, loss_cls: 0.6408, loss: 0.6408, grad_norm: 1.2613 2021-04-08 07:34:57,130 - mmaction - INFO - Epoch [15][2080/2910] lr: 1.304e-01, eta: 9:47:12, time: 1.225, data_time: 0.027, memory: 9523, top1_acc: 0.8078, top5_acc: 0.9760, loss_cls: 0.6116, loss: 0.6116, grad_norm: 1.2089 2021-04-08 07:35:21,830 - mmaction - INFO - Epoch [15][2100/2910] lr: 1.303e-01, eta: 9:46:45, time: 1.235, data_time: 0.045, memory: 9523, top1_acc: 0.8121, top5_acc: 0.9723, loss_cls: 0.6174, loss: 0.6174, grad_norm: 1.1923 2021-04-08 07:35:44,816 - mmaction - INFO - Epoch [15][2120/2910] lr: 1.301e-01, eta: 9:46:17, time: 1.150, data_time: 0.004, memory: 9523, top1_acc: 0.8094, top5_acc: 0.9752, loss_cls: 0.6086, loss: 0.6086, grad_norm: 1.2010 2021-04-08 07:36:11,272 - mmaction - INFO - Epoch [15][2140/2910] lr: 1.299e-01, eta: 9:45:51, time: 1.323, data_time: 0.093, memory: 9523, top1_acc: 0.8033, top5_acc: 0.9750, loss_cls: 0.6252, loss: 0.6252, grad_norm: 1.2456 2021-04-08 07:36:34,944 - mmaction - INFO - Epoch [15][2160/2910] lr: 1.297e-01, eta: 9:45:23, time: 1.181, data_time: 0.028, memory: 9523, top1_acc: 0.8076, top5_acc: 0.9684, loss_cls: 0.6387, loss: 0.6387, grad_norm: 1.2880 2021-04-08 07:37:01,217 - mmaction - INFO - Epoch [15][2180/2910] lr: 1.296e-01, eta: 9:44:57, time: 1.315, data_time: 0.013, memory: 9523, top1_acc: 0.8092, top5_acc: 0.9752, loss_cls: 0.6237, loss: 0.6237, grad_norm: 1.2162 2021-04-08 07:37:24,997 - mmaction - INFO - Epoch [15][2200/2910] lr: 1.294e-01, eta: 9:44:30, time: 1.189, data_time: 0.017, memory: 9523, top1_acc: 0.8082, top5_acc: 0.9740, loss_cls: 0.6192, loss: 0.6192, grad_norm: 1.2485 2021-04-08 07:37:50,404 - mmaction - INFO - Epoch [15][2220/2910] lr: 1.292e-01, eta: 9:44:03, time: 1.269, data_time: 0.046, memory: 9523, top1_acc: 0.8080, top5_acc: 0.9746, loss_cls: 0.6015, loss: 0.6015, grad_norm: 1.2018 2021-04-08 07:38:16,947 - mmaction - INFO - Epoch [15][2240/2910] lr: 1.291e-01, eta: 9:43:38, time: 1.329, data_time: 0.112, memory: 9523, top1_acc: 0.8119, top5_acc: 0.9742, loss_cls: 0.6033, loss: 0.6033, grad_norm: 1.2171 2021-04-08 07:38:39,914 - mmaction - INFO - Epoch [15][2260/2910] lr: 1.289e-01, eta: 9:43:10, time: 1.148, data_time: 0.104, memory: 9523, top1_acc: 0.8150, top5_acc: 0.9709, loss_cls: 0.6026, loss: 0.6026, grad_norm: 1.2188 2021-04-08 07:39:05,051 - mmaction - INFO - Epoch [15][2280/2910] lr: 1.287e-01, eta: 9:42:43, time: 1.257, data_time: 0.151, memory: 9523, top1_acc: 0.8064, top5_acc: 0.9750, loss_cls: 0.6167, loss: 0.6167, grad_norm: 1.2188 2021-04-08 07:39:30,490 - mmaction - INFO - Epoch [15][2300/2910] lr: 1.286e-01, eta: 9:42:17, time: 1.271, data_time: 0.089, memory: 9523, top1_acc: 0.8088, top5_acc: 0.9748, loss_cls: 0.6166, loss: 0.6166, grad_norm: 1.2588 2021-04-08 07:39:55,389 - mmaction - INFO - Epoch [15][2320/2910] lr: 1.284e-01, eta: 9:41:50, time: 1.246, data_time: 0.090, memory: 9523, top1_acc: 0.8082, top5_acc: 0.9723, loss_cls: 0.6243, loss: 0.6243, grad_norm: 1.2420 2021-04-08 07:40:19,139 - mmaction - INFO - Epoch [15][2340/2910] lr: 1.282e-01, eta: 9:41:22, time: 1.188, data_time: 0.057, memory: 9523, top1_acc: 0.8074, top5_acc: 0.9701, loss_cls: 0.6272, loss: 0.6272, grad_norm: 1.2458 2021-04-08 07:40:44,175 - mmaction - INFO - Epoch [15][2360/2910] lr: 1.281e-01, eta: 9:40:56, time: 1.251, data_time: 0.039, memory: 9523, top1_acc: 0.8064, top5_acc: 0.9715, loss_cls: 0.6160, loss: 0.6160, grad_norm: 1.2494 2021-04-08 07:41:09,976 - mmaction - INFO - Epoch [15][2380/2910] lr: 1.279e-01, eta: 9:40:29, time: 1.290, data_time: 0.034, memory: 9523, top1_acc: 0.8111, top5_acc: 0.9713, loss_cls: 0.6174, loss: 0.6174, grad_norm: 1.2100 2021-04-08 07:41:34,587 - mmaction - INFO - Epoch [15][2400/2910] lr: 1.277e-01, eta: 9:40:02, time: 1.229, data_time: 0.014, memory: 9523, top1_acc: 0.8086, top5_acc: 0.9756, loss_cls: 0.6084, loss: 0.6084, grad_norm: 1.2486 2021-04-08 07:41:58,972 - mmaction - INFO - Epoch [15][2420/2910] lr: 1.276e-01, eta: 9:39:35, time: 1.221, data_time: 0.044, memory: 9523, top1_acc: 0.8014, top5_acc: 0.9734, loss_cls: 0.6373, loss: 0.6373, grad_norm: 1.2489 2021-04-08 07:42:22,964 - mmaction - INFO - Epoch [15][2440/2910] lr: 1.274e-01, eta: 9:39:08, time: 1.198, data_time: 0.022, memory: 9523, top1_acc: 0.8016, top5_acc: 0.9711, loss_cls: 0.6280, loss: 0.6280, grad_norm: 1.2154 2021-04-08 07:42:48,597 - mmaction - INFO - Epoch [15][2460/2910] lr: 1.272e-01, eta: 9:38:42, time: 1.283, data_time: 0.264, memory: 9523, top1_acc: 0.8055, top5_acc: 0.9766, loss_cls: 0.6139, loss: 0.6139, grad_norm: 1.2074 2021-04-08 07:43:12,756 - mmaction - INFO - Epoch [15][2480/2910] lr: 1.271e-01, eta: 9:38:14, time: 1.208, data_time: 0.106, memory: 9523, top1_acc: 0.8201, top5_acc: 0.9762, loss_cls: 0.5887, loss: 0.5887, grad_norm: 1.1939 2021-04-08 07:43:37,344 - mmaction - INFO - Epoch [15][2500/2910] lr: 1.269e-01, eta: 9:37:47, time: 1.229, data_time: 0.021, memory: 9523, top1_acc: 0.8221, top5_acc: 0.9787, loss_cls: 0.5699, loss: 0.5699, grad_norm: 1.1988 2021-04-08 07:44:01,686 - mmaction - INFO - Epoch [15][2520/2910] lr: 1.267e-01, eta: 9:37:20, time: 1.217, data_time: 0.030, memory: 9523, top1_acc: 0.8098, top5_acc: 0.9746, loss_cls: 0.6096, loss: 0.6096, grad_norm: 1.2358 2021-04-08 07:44:27,463 - mmaction - INFO - Epoch [15][2540/2910] lr: 1.266e-01, eta: 9:36:54, time: 1.289, data_time: 0.144, memory: 9523, top1_acc: 0.8158, top5_acc: 0.9770, loss_cls: 0.6009, loss: 0.6009, grad_norm: 1.2522 2021-04-08 07:44:50,872 - mmaction - INFO - Epoch [15][2560/2910] lr: 1.264e-01, eta: 9:36:26, time: 1.171, data_time: 0.015, memory: 9523, top1_acc: 0.8088, top5_acc: 0.9736, loss_cls: 0.6062, loss: 0.6062, grad_norm: 1.2394 2021-04-08 07:45:16,276 - mmaction - INFO - Epoch [15][2580/2910] lr: 1.262e-01, eta: 9:36:00, time: 1.270, data_time: 0.010, memory: 9523, top1_acc: 0.8002, top5_acc: 0.9719, loss_cls: 0.6265, loss: 0.6265, grad_norm: 1.2437 2021-04-08 07:45:40,469 - mmaction - INFO - Epoch [15][2600/2910] lr: 1.261e-01, eta: 9:35:33, time: 1.210, data_time: 0.001, memory: 9523, top1_acc: 0.8111, top5_acc: 0.9719, loss_cls: 0.6097, loss: 0.6097, grad_norm: 1.2481 2021-04-08 07:46:06,632 - mmaction - INFO - Epoch [15][2620/2910] lr: 1.259e-01, eta: 9:35:07, time: 1.307, data_time: 0.029, memory: 9523, top1_acc: 0.8213, top5_acc: 0.9777, loss_cls: 0.5861, loss: 0.5861, grad_norm: 1.2161 2021-04-08 07:46:31,258 - mmaction - INFO - Epoch [15][2640/2910] lr: 1.257e-01, eta: 9:34:40, time: 1.232, data_time: 0.098, memory: 9523, top1_acc: 0.8168, top5_acc: 0.9793, loss_cls: 0.5840, loss: 0.5840, grad_norm: 1.1927 2021-04-08 07:46:55,280 - mmaction - INFO - Epoch [15][2660/2910] lr: 1.256e-01, eta: 9:34:12, time: 1.198, data_time: 0.015, memory: 9523, top1_acc: 0.8154, top5_acc: 0.9756, loss_cls: 0.5974, loss: 0.5974, grad_norm: 1.2328 2021-04-08 07:47:18,506 - mmaction - INFO - Epoch [15][2680/2910] lr: 1.254e-01, eta: 9:33:45, time: 1.164, data_time: 0.055, memory: 9523, top1_acc: 0.8131, top5_acc: 0.9734, loss_cls: 0.6164, loss: 0.6164, grad_norm: 1.2358 2021-04-08 07:47:44,041 - mmaction - INFO - Epoch [15][2700/2910] lr: 1.252e-01, eta: 9:33:18, time: 1.278, data_time: 0.139, memory: 9523, top1_acc: 0.8105, top5_acc: 0.9754, loss_cls: 0.6041, loss: 0.6041, grad_norm: 1.2691 2021-04-08 07:48:08,580 - mmaction - INFO - Epoch [15][2720/2910] lr: 1.251e-01, eta: 9:32:51, time: 1.226, data_time: 0.044, memory: 9523, top1_acc: 0.8086, top5_acc: 0.9770, loss_cls: 0.6109, loss: 0.6109, grad_norm: 1.2776 2021-04-08 07:48:34,308 - mmaction - INFO - Epoch [15][2740/2910] lr: 1.249e-01, eta: 9:32:25, time: 1.285, data_time: 0.002, memory: 9523, top1_acc: 0.8158, top5_acc: 0.9727, loss_cls: 0.6019, loss: 0.6019, grad_norm: 1.2235 2021-04-08 07:48:58,051 - mmaction - INFO - Epoch [15][2760/2910] lr: 1.247e-01, eta: 9:31:57, time: 1.189, data_time: 0.079, memory: 9523, top1_acc: 0.8170, top5_acc: 0.9750, loss_cls: 0.5956, loss: 0.5956, grad_norm: 1.2296 2021-04-08 07:49:23,426 - mmaction - INFO - Epoch [15][2780/2910] lr: 1.246e-01, eta: 9:31:31, time: 1.268, data_time: 0.252, memory: 9523, top1_acc: 0.8170, top5_acc: 0.9719, loss_cls: 0.5939, loss: 0.5939, grad_norm: 1.2037 2021-04-08 07:49:48,563 - mmaction - INFO - Epoch [15][2800/2910] lr: 1.244e-01, eta: 9:31:04, time: 1.257, data_time: 0.137, memory: 9523, top1_acc: 0.8201, top5_acc: 0.9762, loss_cls: 0.5834, loss: 0.5834, grad_norm: 1.2037 2021-04-08 07:50:12,327 - mmaction - INFO - Epoch [15][2820/2910] lr: 1.242e-01, eta: 9:30:37, time: 1.187, data_time: 0.071, memory: 9523, top1_acc: 0.8248, top5_acc: 0.9799, loss_cls: 0.5660, loss: 0.5660, grad_norm: 1.2253 2021-04-08 07:50:37,418 - mmaction - INFO - Epoch [15][2840/2910] lr: 1.241e-01, eta: 9:30:10, time: 1.255, data_time: 0.097, memory: 9523, top1_acc: 0.8227, top5_acc: 0.9803, loss_cls: 0.5684, loss: 0.5684, grad_norm: 1.2162 2021-04-08 07:51:03,233 - mmaction - INFO - Epoch [15][2860/2910] lr: 1.239e-01, eta: 9:29:44, time: 1.292, data_time: 0.157, memory: 9523, top1_acc: 0.8234, top5_acc: 0.9748, loss_cls: 0.5783, loss: 0.5783, grad_norm: 1.1913 2021-04-08 07:51:28,591 - mmaction - INFO - Epoch [15][2880/2910] lr: 1.237e-01, eta: 9:29:18, time: 1.268, data_time: 0.031, memory: 9523, top1_acc: 0.8127, top5_acc: 0.9760, loss_cls: 0.5887, loss: 0.5887, grad_norm: 1.2108 2021-04-08 07:51:54,191 - mmaction - INFO - Epoch [15][2900/2910] lr: 1.236e-01, eta: 9:28:51, time: 1.280, data_time: 0.150, memory: 9523, top1_acc: 0.8178, top5_acc: 0.9760, loss_cls: 0.6058, loss: 0.6058, grad_norm: 1.2543 2021-04-08 07:52:07,221 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-04-08 08:00:05,694 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-08 08:00:06,357 - mmaction - INFO - top1_acc 0.7449 top5_acc 0.9527 2021-04-08 08:00:06,357 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-08 08:00:06,466 - mmaction - INFO - mean_acc 0.7670 2021-04-08 08:00:06,466 - mmaction - INFO - Now best checkpoint is epoch_15.pth 2021-04-08 08:00:06,486 - mmaction - INFO - Epoch(val) [15][2910] top1_acc: 0.7449, top5_acc: 0.9527, mean_class_accuracy: 0.7670 2021-04-08 08:03:56,659 - mmaction - INFO - Epoch [16][20/2910] lr: 1.233e-01, eta: 9:30:07, time: 11.508, data_time: 10.371, memory: 9523, top1_acc: 0.8240, top5_acc: 0.9773, loss_cls: 0.5761, loss: 0.5761, grad_norm: 1.2075 2021-04-08 08:04:22,640 - mmaction - INFO - Epoch [16][40/2910] lr: 1.231e-01, eta: 9:29:40, time: 1.298, data_time: 0.109, memory: 9523, top1_acc: 0.8102, top5_acc: 0.9750, loss_cls: 0.6019, loss: 0.6019, grad_norm: 1.2481 2021-04-08 08:04:46,883 - mmaction - INFO - Epoch [16][60/2910] lr: 1.230e-01, eta: 9:29:13, time: 1.213, data_time: 0.078, memory: 9523, top1_acc: 0.8166, top5_acc: 0.9764, loss_cls: 0.5967, loss: 0.5967, grad_norm: 1.2271 2021-04-08 08:05:11,081 - mmaction - INFO - Epoch [16][80/2910] lr: 1.228e-01, eta: 9:28:46, time: 1.209, data_time: 0.154, memory: 9523, top1_acc: 0.8084, top5_acc: 0.9734, loss_cls: 0.6103, loss: 0.6103, grad_norm: 1.3342 2021-04-08 08:05:35,735 - mmaction - INFO - Epoch [16][100/2910] lr: 1.226e-01, eta: 9:28:19, time: 1.234, data_time: 0.063, memory: 9523, top1_acc: 0.8127, top5_acc: 0.9750, loss_cls: 0.5995, loss: 0.5995, grad_norm: 1.2284 2021-04-08 08:06:00,782 - mmaction - INFO - Epoch [16][120/2910] lr: 1.225e-01, eta: 9:27:52, time: 1.253, data_time: 0.066, memory: 9523, top1_acc: 0.8168, top5_acc: 0.9762, loss_cls: 0.5914, loss: 0.5914, grad_norm: 1.2807 2021-04-08 08:06:25,706 - mmaction - INFO - Epoch [16][140/2910] lr: 1.223e-01, eta: 9:27:25, time: 1.243, data_time: 0.079, memory: 9523, top1_acc: 0.8037, top5_acc: 0.9732, loss_cls: 0.6182, loss: 0.6182, grad_norm: 1.2858 2021-04-08 08:06:49,319 - mmaction - INFO - Epoch [16][160/2910] lr: 1.221e-01, eta: 9:26:58, time: 1.181, data_time: 0.021, memory: 9523, top1_acc: 0.8176, top5_acc: 0.9740, loss_cls: 0.5911, loss: 0.5911, grad_norm: 1.2271 2021-04-08 08:07:14,312 - mmaction - INFO - Epoch [16][180/2910] lr: 1.220e-01, eta: 9:26:31, time: 1.250, data_time: 0.039, memory: 9523, top1_acc: 0.8049, top5_acc: 0.9764, loss_cls: 0.6141, loss: 0.6141, grad_norm: 1.2822 2021-04-08 08:07:39,161 - mmaction - INFO - Epoch [16][200/2910] lr: 1.218e-01, eta: 9:26:04, time: 1.244, data_time: 0.023, memory: 9523, top1_acc: 0.8187, top5_acc: 0.9730, loss_cls: 0.6005, loss: 0.6005, grad_norm: 1.2419 2021-04-08 08:08:04,235 - mmaction - INFO - Epoch [16][220/2910] lr: 1.216e-01, eta: 9:25:37, time: 1.254, data_time: 0.050, memory: 9523, top1_acc: 0.8145, top5_acc: 0.9738, loss_cls: 0.6022, loss: 0.6022, grad_norm: 1.2540 2021-04-08 08:08:28,963 - mmaction - INFO - Epoch [16][240/2910] lr: 1.215e-01, eta: 9:25:10, time: 1.236, data_time: 0.083, memory: 9523, top1_acc: 0.8207, top5_acc: 0.9818, loss_cls: 0.5684, loss: 0.5684, grad_norm: 1.2191 2021-04-08 08:08:53,786 - mmaction - INFO - Epoch [16][260/2910] lr: 1.213e-01, eta: 9:24:43, time: 1.241, data_time: 0.315, memory: 9523, top1_acc: 0.8211, top5_acc: 0.9744, loss_cls: 0.5810, loss: 0.5810, grad_norm: 1.2036 2021-04-08 08:09:19,964 - mmaction - INFO - Epoch [16][280/2910] lr: 1.212e-01, eta: 9:24:17, time: 1.309, data_time: 0.053, memory: 9523, top1_acc: 0.8225, top5_acc: 0.9785, loss_cls: 0.5760, loss: 0.5760, grad_norm: 1.2191 2021-04-08 08:09:44,793 - mmaction - INFO - Epoch [16][300/2910] lr: 1.210e-01, eta: 9:23:50, time: 1.241, data_time: 0.012, memory: 9523, top1_acc: 0.8191, top5_acc: 0.9744, loss_cls: 0.5967, loss: 0.5967, grad_norm: 1.2531 2021-04-08 08:10:08,860 - mmaction - INFO - Epoch [16][320/2910] lr: 1.208e-01, eta: 9:23:23, time: 1.203, data_time: 0.062, memory: 9523, top1_acc: 0.8156, top5_acc: 0.9777, loss_cls: 0.5789, loss: 0.5789, grad_norm: 1.2328 2021-04-08 08:10:34,428 - mmaction - INFO - Epoch [16][340/2910] lr: 1.207e-01, eta: 9:22:56, time: 1.278, data_time: 0.155, memory: 9523, top1_acc: 0.8146, top5_acc: 0.9764, loss_cls: 0.6039, loss: 0.6039, grad_norm: 1.2403 2021-04-08 08:10:59,020 - mmaction - INFO - Epoch [16][360/2910] lr: 1.205e-01, eta: 9:22:29, time: 1.229, data_time: 0.035, memory: 9523, top1_acc: 0.8080, top5_acc: 0.9754, loss_cls: 0.6026, loss: 0.6026, grad_norm: 1.2525 2021-04-08 08:11:24,316 - mmaction - INFO - Epoch [16][380/2910] lr: 1.203e-01, eta: 9:22:03, time: 1.265, data_time: 0.093, memory: 9523, top1_acc: 0.8172, top5_acc: 0.9775, loss_cls: 0.5884, loss: 0.5884, grad_norm: 1.2478 2021-04-08 08:11:49,978 - mmaction - INFO - Epoch [16][400/2910] lr: 1.202e-01, eta: 9:21:36, time: 1.281, data_time: 0.335, memory: 9523, top1_acc: 0.8256, top5_acc: 0.9738, loss_cls: 0.5855, loss: 0.5855, grad_norm: 1.2404 2021-04-08 08:12:14,908 - mmaction - INFO - Epoch [16][420/2910] lr: 1.200e-01, eta: 9:21:09, time: 1.249, data_time: 0.003, memory: 9523, top1_acc: 0.8115, top5_acc: 0.9758, loss_cls: 0.5964, loss: 0.5964, grad_norm: 1.2475 2021-04-08 08:12:39,800 - mmaction - INFO - Epoch [16][440/2910] lr: 1.198e-01, eta: 9:20:43, time: 1.245, data_time: 0.033, memory: 9523, top1_acc: 0.8139, top5_acc: 0.9736, loss_cls: 0.5981, loss: 0.5981, grad_norm: 1.2532 2021-04-08 08:13:04,877 - mmaction - INFO - Epoch [16][460/2910] lr: 1.197e-01, eta: 9:20:16, time: 1.253, data_time: 0.072, memory: 9523, top1_acc: 0.8059, top5_acc: 0.9754, loss_cls: 0.6071, loss: 0.6071, grad_norm: 1.2687 2021-04-08 08:13:29,356 - mmaction - INFO - Epoch [16][480/2910] lr: 1.195e-01, eta: 9:19:49, time: 1.222, data_time: 0.178, memory: 9523, top1_acc: 0.8119, top5_acc: 0.9775, loss_cls: 0.5954, loss: 0.5954, grad_norm: 1.2397 2021-04-08 08:13:55,102 - mmaction - INFO - Epoch [16][500/2910] lr: 1.193e-01, eta: 9:19:22, time: 1.290, data_time: 0.105, memory: 9523, top1_acc: 0.8189, top5_acc: 0.9756, loss_cls: 0.5812, loss: 0.5812, grad_norm: 1.2281 2021-04-08 08:14:19,309 - mmaction - INFO - Epoch [16][520/2910] lr: 1.192e-01, eta: 9:18:55, time: 1.210, data_time: 0.192, memory: 9523, top1_acc: 0.8186, top5_acc: 0.9764, loss_cls: 0.5857, loss: 0.5857, grad_norm: 1.2700 2021-04-08 08:14:44,487 - mmaction - INFO - Epoch [16][540/2910] lr: 1.190e-01, eta: 9:18:29, time: 1.259, data_time: 0.069, memory: 9523, top1_acc: 0.8158, top5_acc: 0.9770, loss_cls: 0.5858, loss: 0.5858, grad_norm: 1.2551 2021-04-08 08:15:10,254 - mmaction - INFO - Epoch [16][560/2910] lr: 1.188e-01, eta: 9:18:02, time: 1.288, data_time: 0.328, memory: 9523, top1_acc: 0.8109, top5_acc: 0.9744, loss_cls: 0.6152, loss: 0.6152, grad_norm: 1.3085 2021-04-08 08:15:34,116 - mmaction - INFO - Epoch [16][580/2910] lr: 1.187e-01, eta: 9:17:35, time: 1.193, data_time: 0.055, memory: 9523, top1_acc: 0.8098, top5_acc: 0.9727, loss_cls: 0.6086, loss: 0.6086, grad_norm: 1.2298 2021-04-08 08:15:59,655 - mmaction - INFO - Epoch [16][600/2910] lr: 1.185e-01, eta: 9:17:08, time: 1.276, data_time: 0.029, memory: 9523, top1_acc: 0.8125, top5_acc: 0.9793, loss_cls: 0.5935, loss: 0.5935, grad_norm: 1.2633 2021-04-08 08:16:23,599 - mmaction - INFO - Epoch [16][620/2910] lr: 1.183e-01, eta: 9:16:41, time: 1.198, data_time: 0.038, memory: 9523, top1_acc: 0.8141, top5_acc: 0.9770, loss_cls: 0.5974, loss: 0.5974, grad_norm: 1.2472 2021-04-08 08:16:48,440 - mmaction - INFO - Epoch [16][640/2910] lr: 1.182e-01, eta: 9:16:14, time: 1.242, data_time: 0.020, memory: 9523, top1_acc: 0.8145, top5_acc: 0.9781, loss_cls: 0.5927, loss: 0.5927, grad_norm: 1.2341 2021-04-08 08:17:13,429 - mmaction - INFO - Epoch [16][660/2910] lr: 1.180e-01, eta: 9:15:47, time: 1.250, data_time: 0.079, memory: 9523, top1_acc: 0.8221, top5_acc: 0.9775, loss_cls: 0.5743, loss: 0.5743, grad_norm: 1.2398 2021-04-08 08:17:38,820 - mmaction - INFO - Epoch [16][680/2910] lr: 1.179e-01, eta: 9:15:21, time: 1.268, data_time: 0.012, memory: 9523, top1_acc: 0.8211, top5_acc: 0.9762, loss_cls: 0.5866, loss: 0.5866, grad_norm: 1.2269 2021-04-08 08:18:02,613 - mmaction - INFO - Epoch [16][700/2910] lr: 1.177e-01, eta: 9:14:53, time: 1.192, data_time: 0.015, memory: 9523, top1_acc: 0.8209, top5_acc: 0.9791, loss_cls: 0.5729, loss: 0.5729, grad_norm: 1.2357 2021-04-08 08:18:27,193 - mmaction - INFO - Epoch [16][720/2910] lr: 1.175e-01, eta: 9:14:26, time: 1.229, data_time: 0.065, memory: 9523, top1_acc: 0.8187, top5_acc: 0.9762, loss_cls: 0.5709, loss: 0.5709, grad_norm: 1.2313 2021-04-08 08:18:52,889 - mmaction - INFO - Epoch [16][740/2910] lr: 1.174e-01, eta: 9:14:00, time: 1.285, data_time: 0.088, memory: 9523, top1_acc: 0.8148, top5_acc: 0.9730, loss_cls: 0.6020, loss: 0.6020, grad_norm: 1.2424 2021-04-08 08:19:17,440 - mmaction - INFO - Epoch [16][760/2910] lr: 1.172e-01, eta: 9:13:33, time: 1.227, data_time: 0.063, memory: 9523, top1_acc: 0.8051, top5_acc: 0.9748, loss_cls: 0.6295, loss: 0.6295, grad_norm: 1.3270 2021-04-08 08:19:42,372 - mmaction - INFO - Epoch [16][780/2910] lr: 1.170e-01, eta: 9:13:06, time: 1.245, data_time: 0.037, memory: 9523, top1_acc: 0.8148, top5_acc: 0.9750, loss_cls: 0.5873, loss: 0.5873, grad_norm: 1.2093 2021-04-08 08:20:06,429 - mmaction - INFO - Epoch [16][800/2910] lr: 1.169e-01, eta: 9:12:39, time: 1.203, data_time: 0.062, memory: 9523, top1_acc: 0.8045, top5_acc: 0.9762, loss_cls: 0.6027, loss: 0.6027, grad_norm: 1.2853 2021-04-08 08:20:31,449 - mmaction - INFO - Epoch [16][820/2910] lr: 1.167e-01, eta: 9:12:12, time: 1.252, data_time: 0.085, memory: 9523, top1_acc: 0.8107, top5_acc: 0.9754, loss_cls: 0.6061, loss: 0.6061, grad_norm: 1.2636 2021-04-08 08:20:55,517 - mmaction - INFO - Epoch [16][840/2910] lr: 1.165e-01, eta: 9:11:45, time: 1.204, data_time: 0.002, memory: 9523, top1_acc: 0.8160, top5_acc: 0.9793, loss_cls: 0.5855, loss: 0.5855, grad_norm: 1.2993 2021-04-08 08:21:20,367 - mmaction - INFO - Epoch [16][860/2910] lr: 1.164e-01, eta: 9:11:18, time: 1.243, data_time: 0.183, memory: 9523, top1_acc: 0.8238, top5_acc: 0.9783, loss_cls: 0.5658, loss: 0.5658, grad_norm: 1.2121 2021-04-08 08:21:44,659 - mmaction - INFO - Epoch [16][880/2910] lr: 1.162e-01, eta: 9:10:51, time: 1.214, data_time: 0.100, memory: 9523, top1_acc: 0.8316, top5_acc: 0.9734, loss_cls: 0.5718, loss: 0.5718, grad_norm: 1.2231 2021-04-08 08:22:10,403 - mmaction - INFO - Epoch [16][900/2910] lr: 1.161e-01, eta: 9:10:24, time: 1.285, data_time: 0.169, memory: 9523, top1_acc: 0.8178, top5_acc: 0.9789, loss_cls: 0.5751, loss: 0.5751, grad_norm: 1.2736 2021-04-08 08:22:34,084 - mmaction - INFO - Epoch [16][920/2910] lr: 1.159e-01, eta: 9:09:57, time: 1.186, data_time: 0.054, memory: 9523, top1_acc: 0.8127, top5_acc: 0.9754, loss_cls: 0.6043, loss: 0.6043, grad_norm: 1.3127 2021-04-08 08:23:00,777 - mmaction - INFO - Epoch [16][940/2910] lr: 1.157e-01, eta: 9:09:31, time: 1.334, data_time: 0.135, memory: 9523, top1_acc: 0.8252, top5_acc: 0.9789, loss_cls: 0.5735, loss: 0.5735, grad_norm: 1.2519 2021-04-08 08:23:23,635 - mmaction - INFO - Epoch [16][960/2910] lr: 1.156e-01, eta: 9:09:03, time: 1.142, data_time: 0.109, memory: 9523, top1_acc: 0.8125, top5_acc: 0.9766, loss_cls: 0.5900, loss: 0.5900, grad_norm: 1.2623 2021-04-08 08:23:48,593 - mmaction - INFO - Epoch [16][980/2910] lr: 1.154e-01, eta: 9:08:36, time: 1.249, data_time: 0.084, memory: 9523, top1_acc: 0.8279, top5_acc: 0.9787, loss_cls: 0.5587, loss: 0.5587, grad_norm: 1.2287 2021-04-08 08:24:14,682 - mmaction - INFO - Epoch [16][1000/2910] lr: 1.152e-01, eta: 9:08:10, time: 1.306, data_time: 0.002, memory: 9523, top1_acc: 0.8146, top5_acc: 0.9756, loss_cls: 0.5912, loss: 0.5912, grad_norm: 1.2573 2021-04-08 08:24:39,003 - mmaction - INFO - Epoch [16][1020/2910] lr: 1.151e-01, eta: 9:07:43, time: 1.214, data_time: 0.028, memory: 9523, top1_acc: 0.8240, top5_acc: 0.9795, loss_cls: 0.5637, loss: 0.5637, grad_norm: 1.2692 2021-04-08 08:25:02,480 - mmaction - INFO - Epoch [16][1040/2910] lr: 1.149e-01, eta: 9:07:15, time: 1.174, data_time: 0.035, memory: 9523, top1_acc: 0.8230, top5_acc: 0.9752, loss_cls: 0.5826, loss: 0.5826, grad_norm: 1.2901 2021-04-08 08:25:27,073 - mmaction - INFO - Epoch [16][1060/2910] lr: 1.148e-01, eta: 9:06:49, time: 1.231, data_time: 0.078, memory: 9523, top1_acc: 0.8102, top5_acc: 0.9744, loss_cls: 0.5994, loss: 0.5994, grad_norm: 1.2732 2021-04-08 08:25:52,110 - mmaction - INFO - Epoch [16][1080/2910] lr: 1.146e-01, eta: 9:06:22, time: 1.252, data_time: 0.011, memory: 9523, top1_acc: 0.8314, top5_acc: 0.9781, loss_cls: 0.5473, loss: 0.5473, grad_norm: 1.2406 2021-04-08 08:26:16,547 - mmaction - INFO - Epoch [16][1100/2910] lr: 1.144e-01, eta: 9:05:55, time: 1.221, data_time: 0.147, memory: 9523, top1_acc: 0.8195, top5_acc: 0.9787, loss_cls: 0.5703, loss: 0.5703, grad_norm: 1.2637 2021-04-08 08:26:41,520 - mmaction - INFO - Epoch [16][1120/2910] lr: 1.143e-01, eta: 9:05:28, time: 1.247, data_time: 0.067, memory: 9523, top1_acc: 0.8256, top5_acc: 0.9779, loss_cls: 0.5702, loss: 0.5702, grad_norm: 1.2672 2021-04-08 08:27:06,958 - mmaction - INFO - Epoch [16][1140/2910] lr: 1.141e-01, eta: 9:05:02, time: 1.274, data_time: 0.003, memory: 9523, top1_acc: 0.8193, top5_acc: 0.9713, loss_cls: 0.5913, loss: 0.5913, grad_norm: 1.2474 2021-04-08 08:27:30,678 - mmaction - INFO - Epoch [16][1160/2910] lr: 1.139e-01, eta: 9:04:34, time: 1.186, data_time: 0.047, memory: 9523, top1_acc: 0.8133, top5_acc: 0.9783, loss_cls: 0.5888, loss: 0.5888, grad_norm: 1.2656 2021-04-08 08:27:56,130 - mmaction - INFO - Epoch [16][1180/2910] lr: 1.138e-01, eta: 9:04:08, time: 1.270, data_time: 0.020, memory: 9523, top1_acc: 0.8205, top5_acc: 0.9725, loss_cls: 0.6052, loss: 0.6052, grad_norm: 1.3184 2021-04-08 08:28:19,694 - mmaction - INFO - Epoch [16][1200/2910] lr: 1.136e-01, eta: 9:03:40, time: 1.181, data_time: 0.155, memory: 9523, top1_acc: 0.8139, top5_acc: 0.9711, loss_cls: 0.6046, loss: 0.6046, grad_norm: 1.2790 2021-04-08 08:28:44,160 - mmaction - INFO - Epoch [16][1220/2910] lr: 1.135e-01, eta: 9:03:13, time: 1.223, data_time: 0.049, memory: 9523, top1_acc: 0.8176, top5_acc: 0.9764, loss_cls: 0.5831, loss: 0.5831, grad_norm: 1.2857 2021-04-08 08:29:08,712 - mmaction - INFO - Epoch [16][1240/2910] lr: 1.133e-01, eta: 9:02:46, time: 1.227, data_time: 0.007, memory: 9523, top1_acc: 0.8205, top5_acc: 0.9754, loss_cls: 0.5811, loss: 0.5811, grad_norm: 1.2390 2021-04-08 08:29:33,811 - mmaction - INFO - Epoch [16][1260/2910] lr: 1.131e-01, eta: 9:02:19, time: 1.253, data_time: 0.030, memory: 9523, top1_acc: 0.8240, top5_acc: 0.9775, loss_cls: 0.5699, loss: 0.5699, grad_norm: 1.2707 2021-04-08 08:29:59,394 - mmaction - INFO - Epoch [16][1280/2910] lr: 1.130e-01, eta: 9:01:53, time: 1.278, data_time: 0.003, memory: 9523, top1_acc: 0.8213, top5_acc: 0.9756, loss_cls: 0.5750, loss: 0.5750, grad_norm: 1.2448 2021-04-08 08:30:23,943 - mmaction - INFO - Epoch [16][1300/2910] lr: 1.128e-01, eta: 9:01:26, time: 1.230, data_time: 0.035, memory: 9523, top1_acc: 0.8193, top5_acc: 0.9811, loss_cls: 0.5745, loss: 0.5745, grad_norm: 1.2844 2021-04-08 08:30:47,910 - mmaction - INFO - Epoch [16][1320/2910] lr: 1.126e-01, eta: 9:00:59, time: 1.198, data_time: 0.056, memory: 9523, top1_acc: 0.8166, top5_acc: 0.9766, loss_cls: 0.5823, loss: 0.5823, grad_norm: 1.2525 2021-04-08 08:31:13,813 - mmaction - INFO - Epoch [16][1340/2910] lr: 1.125e-01, eta: 9:00:33, time: 1.295, data_time: 0.054, memory: 9523, top1_acc: 0.8209, top5_acc: 0.9771, loss_cls: 0.5822, loss: 0.5822, grad_norm: 1.3134 2021-04-08 08:31:38,368 - mmaction - INFO - Epoch [16][1360/2910] lr: 1.123e-01, eta: 9:00:06, time: 1.229, data_time: 0.006, memory: 9523, top1_acc: 0.8180, top5_acc: 0.9730, loss_cls: 0.5832, loss: 0.5832, grad_norm: 1.2978 2021-04-08 08:32:02,530 - mmaction - INFO - Epoch [16][1380/2910] lr: 1.122e-01, eta: 8:59:38, time: 1.208, data_time: 0.007, memory: 9523, top1_acc: 0.8148, top5_acc: 0.9762, loss_cls: 0.5845, loss: 0.5845, grad_norm: 1.2763 2021-04-08 08:32:26,565 - mmaction - INFO - Epoch [16][1400/2910] lr: 1.120e-01, eta: 8:59:11, time: 1.202, data_time: 0.042, memory: 9523, top1_acc: 0.8125, top5_acc: 0.9746, loss_cls: 0.5891, loss: 0.5891, grad_norm: 1.3107 2021-04-08 08:32:51,906 - mmaction - INFO - Epoch [16][1420/2910] lr: 1.118e-01, eta: 8:58:45, time: 1.265, data_time: 0.112, memory: 9523, top1_acc: 0.8055, top5_acc: 0.9779, loss_cls: 0.6033, loss: 0.6033, grad_norm: 1.3068 2021-04-08 08:33:15,628 - mmaction - INFO - Epoch [16][1440/2910] lr: 1.117e-01, eta: 8:58:17, time: 1.188, data_time: 0.105, memory: 9523, top1_acc: 0.8328, top5_acc: 0.9783, loss_cls: 0.5623, loss: 0.5623, grad_norm: 1.2580 2021-04-08 08:33:41,072 - mmaction - INFO - Epoch [16][1460/2910] lr: 1.115e-01, eta: 8:57:51, time: 1.272, data_time: 0.010, memory: 9523, top1_acc: 0.8377, top5_acc: 0.9809, loss_cls: 0.5313, loss: 0.5313, grad_norm: 1.1870 2021-04-08 08:34:05,212 - mmaction - INFO - Epoch [16][1480/2910] lr: 1.113e-01, eta: 8:57:24, time: 1.207, data_time: 0.020, memory: 9523, top1_acc: 0.8414, top5_acc: 0.9781, loss_cls: 0.5467, loss: 0.5467, grad_norm: 1.2326 2021-04-08 08:34:29,232 - mmaction - INFO - Epoch [16][1500/2910] lr: 1.112e-01, eta: 8:56:56, time: 1.199, data_time: 0.001, memory: 9523, top1_acc: 0.8248, top5_acc: 0.9801, loss_cls: 0.5602, loss: 0.5602, grad_norm: 1.2486 2021-04-08 08:34:53,781 - mmaction - INFO - Epoch [16][1520/2910] lr: 1.110e-01, eta: 8:56:29, time: 1.229, data_time: 0.051, memory: 9523, top1_acc: 0.8242, top5_acc: 0.9766, loss_cls: 0.5723, loss: 0.5723, grad_norm: 1.2713 2021-04-08 08:35:18,339 - mmaction - INFO - Epoch [16][1540/2910] lr: 1.109e-01, eta: 8:56:03, time: 1.228, data_time: 0.040, memory: 9523, top1_acc: 0.8248, top5_acc: 0.9768, loss_cls: 0.5699, loss: 0.5699, grad_norm: 1.2720 2021-04-08 08:35:43,010 - mmaction - INFO - Epoch [16][1560/2910] lr: 1.107e-01, eta: 8:55:36, time: 1.231, data_time: 0.098, memory: 9523, top1_acc: 0.8275, top5_acc: 0.9793, loss_cls: 0.5571, loss: 0.5571, grad_norm: 1.2515 2021-04-08 08:36:07,974 - mmaction - INFO - Epoch [16][1580/2910] lr: 1.105e-01, eta: 8:55:09, time: 1.250, data_time: 0.081, memory: 9523, top1_acc: 0.8289, top5_acc: 0.9781, loss_cls: 0.5475, loss: 0.5475, grad_norm: 1.2188 2021-04-08 08:36:32,849 - mmaction - INFO - Epoch [16][1600/2910] lr: 1.104e-01, eta: 8:54:42, time: 1.244, data_time: 0.040, memory: 9523, top1_acc: 0.8277, top5_acc: 0.9830, loss_cls: 0.5390, loss: 0.5390, grad_norm: 1.2794 2021-04-08 08:36:57,262 - mmaction - INFO - Epoch [16][1620/2910] lr: 1.102e-01, eta: 8:54:15, time: 1.221, data_time: 0.040, memory: 9523, top1_acc: 0.8213, top5_acc: 0.9740, loss_cls: 0.5739, loss: 0.5739, grad_norm: 1.2832 2021-04-08 08:37:22,126 - mmaction - INFO - Epoch [16][1640/2910] lr: 1.101e-01, eta: 8:53:48, time: 1.241, data_time: 0.065, memory: 9523, top1_acc: 0.8156, top5_acc: 0.9752, loss_cls: 0.5864, loss: 0.5864, grad_norm: 1.2826 2021-04-08 08:37:46,065 - mmaction - INFO - Epoch [16][1660/2910] lr: 1.099e-01, eta: 8:53:21, time: 1.197, data_time: 0.003, memory: 9523, top1_acc: 0.8172, top5_acc: 0.9744, loss_cls: 0.5917, loss: 0.5917, grad_norm: 1.2551 2021-04-08 08:38:10,589 - mmaction - INFO - Epoch [16][1680/2910] lr: 1.097e-01, eta: 8:52:54, time: 1.228, data_time: 0.045, memory: 9523, top1_acc: 0.8316, top5_acc: 0.9732, loss_cls: 0.5669, loss: 0.5669, grad_norm: 1.2427 2021-04-08 08:38:35,523 - mmaction - INFO - Epoch [16][1700/2910] lr: 1.096e-01, eta: 8:52:28, time: 1.247, data_time: 0.106, memory: 9523, top1_acc: 0.8377, top5_acc: 0.9809, loss_cls: 0.5255, loss: 0.5255, grad_norm: 1.2036 2021-04-08 08:39:00,353 - mmaction - INFO - Epoch [16][1720/2910] lr: 1.094e-01, eta: 8:52:01, time: 1.242, data_time: 0.113, memory: 9523, top1_acc: 0.8182, top5_acc: 0.9754, loss_cls: 0.5657, loss: 0.5657, grad_norm: 1.2683 2021-04-08 08:39:25,761 - mmaction - INFO - Epoch [16][1740/2910] lr: 1.093e-01, eta: 8:51:34, time: 1.271, data_time: 0.086, memory: 9523, top1_acc: 0.8273, top5_acc: 0.9773, loss_cls: 0.5513, loss: 0.5513, grad_norm: 1.2405 2021-04-08 08:39:50,165 - mmaction - INFO - Epoch [16][1760/2910] lr: 1.091e-01, eta: 8:51:07, time: 1.220, data_time: 0.051, memory: 9523, top1_acc: 0.8252, top5_acc: 0.9770, loss_cls: 0.5583, loss: 0.5583, grad_norm: 1.2968 2021-04-08 08:40:15,493 - mmaction - INFO - Epoch [16][1780/2910] lr: 1.089e-01, eta: 8:50:41, time: 1.266, data_time: 0.096, memory: 9523, top1_acc: 0.8229, top5_acc: 0.9779, loss_cls: 0.5567, loss: 0.5567, grad_norm: 1.2353 2021-04-08 08:40:39,647 - mmaction - INFO - Epoch [16][1800/2910] lr: 1.088e-01, eta: 8:50:14, time: 1.208, data_time: 0.113, memory: 9523, top1_acc: 0.8238, top5_acc: 0.9811, loss_cls: 0.5546, loss: 0.5546, grad_norm: 1.2549 2021-04-08 08:41:03,960 - mmaction - INFO - Epoch [16][1820/2910] lr: 1.086e-01, eta: 8:49:47, time: 1.215, data_time: 0.108, memory: 9523, top1_acc: 0.8203, top5_acc: 0.9762, loss_cls: 0.5634, loss: 0.5634, grad_norm: 1.2745 2021-04-08 08:41:28,720 - mmaction - INFO - Epoch [16][1840/2910] lr: 1.085e-01, eta: 8:49:20, time: 1.239, data_time: 0.013, memory: 9523, top1_acc: 0.8225, top5_acc: 0.9768, loss_cls: 0.5676, loss: 0.5676, grad_norm: 1.2886 2021-04-08 08:41:53,308 - mmaction - INFO - Epoch [16][1860/2910] lr: 1.083e-01, eta: 8:48:53, time: 1.229, data_time: 0.197, memory: 9523, top1_acc: 0.8268, top5_acc: 0.9787, loss_cls: 0.5505, loss: 0.5505, grad_norm: 1.2463 2021-04-08 08:42:18,335 - mmaction - INFO - Epoch [16][1880/2910] lr: 1.081e-01, eta: 8:48:26, time: 1.250, data_time: 0.064, memory: 9523, top1_acc: 0.8342, top5_acc: 0.9807, loss_cls: 0.5385, loss: 0.5385, grad_norm: 1.2496 2021-04-08 08:42:43,677 - mmaction - INFO - Epoch [16][1900/2910] lr: 1.080e-01, eta: 8:48:00, time: 1.266, data_time: 0.102, memory: 9523, top1_acc: 0.8187, top5_acc: 0.9756, loss_cls: 0.5711, loss: 0.5711, grad_norm: 1.2779 2021-04-08 08:43:07,355 - mmaction - INFO - Epoch [16][1920/2910] lr: 1.078e-01, eta: 8:47:32, time: 1.186, data_time: 0.026, memory: 9523, top1_acc: 0.8381, top5_acc: 0.9789, loss_cls: 0.5345, loss: 0.5345, grad_norm: 1.2354 2021-04-08 08:43:32,594 - mmaction - INFO - Epoch [16][1940/2910] lr: 1.077e-01, eta: 8:47:06, time: 1.262, data_time: 0.002, memory: 9523, top1_acc: 0.8266, top5_acc: 0.9783, loss_cls: 0.5516, loss: 0.5516, grad_norm: 1.3011 2021-04-08 08:43:57,076 - mmaction - INFO - Epoch [16][1960/2910] lr: 1.075e-01, eta: 8:46:39, time: 1.224, data_time: 0.051, memory: 9523, top1_acc: 0.8283, top5_acc: 0.9814, loss_cls: 0.5396, loss: 0.5396, grad_norm: 1.2545 2021-04-08 08:44:22,516 - mmaction - INFO - Epoch [16][1980/2910] lr: 1.073e-01, eta: 8:46:13, time: 1.272, data_time: 0.003, memory: 9523, top1_acc: 0.8346, top5_acc: 0.9770, loss_cls: 0.5429, loss: 0.5429, grad_norm: 1.2485 2021-04-08 08:44:47,826 - mmaction - INFO - Epoch [16][2000/2910] lr: 1.072e-01, eta: 8:45:46, time: 1.264, data_time: 0.052, memory: 9523, top1_acc: 0.8176, top5_acc: 0.9777, loss_cls: 0.5657, loss: 0.5657, grad_norm: 1.2956 2021-04-08 08:45:12,034 - mmaction - INFO - Epoch [16][2020/2910] lr: 1.070e-01, eta: 8:45:19, time: 1.210, data_time: 0.011, memory: 9523, top1_acc: 0.8219, top5_acc: 0.9732, loss_cls: 0.5746, loss: 0.5746, grad_norm: 1.2669 2021-04-08 08:45:38,177 - mmaction - INFO - Epoch [16][2040/2910] lr: 1.069e-01, eta: 8:44:53, time: 1.309, data_time: 0.106, memory: 9523, top1_acc: 0.8273, top5_acc: 0.9756, loss_cls: 0.5517, loss: 0.5517, grad_norm: 1.3048 2021-04-08 08:46:02,062 - mmaction - INFO - Epoch [16][2060/2910] lr: 1.067e-01, eta: 8:44:26, time: 1.194, data_time: 0.020, memory: 9523, top1_acc: 0.8258, top5_acc: 0.9771, loss_cls: 0.5579, loss: 0.5579, grad_norm: 1.2480 2021-04-08 08:46:28,521 - mmaction - INFO - Epoch [16][2080/2910] lr: 1.065e-01, eta: 8:44:00, time: 1.322, data_time: 0.011, memory: 9523, top1_acc: 0.8270, top5_acc: 0.9754, loss_cls: 0.5486, loss: 0.5486, grad_norm: 1.2850 2021-04-08 08:46:52,560 - mmaction - INFO - Epoch [16][2100/2910] lr: 1.064e-01, eta: 8:43:33, time: 1.203, data_time: 0.020, memory: 9523, top1_acc: 0.8225, top5_acc: 0.9771, loss_cls: 0.5638, loss: 0.5638, grad_norm: 1.2750 2021-04-08 08:47:17,834 - mmaction - INFO - Epoch [16][2120/2910] lr: 1.062e-01, eta: 8:43:06, time: 1.262, data_time: 0.041, memory: 9523, top1_acc: 0.8275, top5_acc: 0.9803, loss_cls: 0.5526, loss: 0.5526, grad_norm: 1.2852 2021-04-08 08:47:42,597 - mmaction - INFO - Epoch [16][2140/2910] lr: 1.061e-01, eta: 8:42:39, time: 1.240, data_time: 0.003, memory: 9523, top1_acc: 0.8305, top5_acc: 0.9762, loss_cls: 0.5595, loss: 0.5595, grad_norm: 1.2980 2021-04-08 08:48:07,490 - mmaction - INFO - Epoch [16][2160/2910] lr: 1.059e-01, eta: 8:42:13, time: 1.244, data_time: 0.071, memory: 9523, top1_acc: 0.8361, top5_acc: 0.9812, loss_cls: 0.5344, loss: 0.5344, grad_norm: 1.2522 2021-04-08 08:48:32,363 - mmaction - INFO - Epoch [16][2180/2910] lr: 1.057e-01, eta: 8:41:46, time: 1.244, data_time: 0.108, memory: 9523, top1_acc: 0.8289, top5_acc: 0.9779, loss_cls: 0.5519, loss: 0.5519, grad_norm: 1.3310 2021-04-08 08:48:57,407 - mmaction - INFO - Epoch [16][2200/2910] lr: 1.056e-01, eta: 8:41:19, time: 1.253, data_time: 0.119, memory: 9523, top1_acc: 0.8193, top5_acc: 0.9764, loss_cls: 0.5770, loss: 0.5770, grad_norm: 1.3430 2021-04-08 08:49:22,280 - mmaction - INFO - Epoch [16][2220/2910] lr: 1.054e-01, eta: 8:40:53, time: 1.241, data_time: 0.057, memory: 9523, top1_acc: 0.8268, top5_acc: 0.9807, loss_cls: 0.5423, loss: 0.5423, grad_norm: 1.2969 2021-04-08 08:49:47,875 - mmaction - INFO - Epoch [16][2240/2910] lr: 1.053e-01, eta: 8:40:26, time: 1.281, data_time: 0.014, memory: 9523, top1_acc: 0.8244, top5_acc: 0.9795, loss_cls: 0.5592, loss: 0.5592, grad_norm: 1.2844 2021-04-08 08:50:11,355 - mmaction - INFO - Epoch [16][2260/2910] lr: 1.051e-01, eta: 8:39:59, time: 1.174, data_time: 0.021, memory: 9523, top1_acc: 0.8381, top5_acc: 0.9826, loss_cls: 0.5343, loss: 0.5343, grad_norm: 1.2188 2021-04-08 08:50:37,283 - mmaction - INFO - Epoch [16][2280/2910] lr: 1.050e-01, eta: 8:39:33, time: 1.297, data_time: 0.041, memory: 9523, top1_acc: 0.8256, top5_acc: 0.9807, loss_cls: 0.5560, loss: 0.5560, grad_norm: 1.2891 2021-04-08 08:51:01,547 - mmaction - INFO - Epoch [16][2300/2910] lr: 1.048e-01, eta: 8:39:06, time: 1.213, data_time: 0.237, memory: 9523, top1_acc: 0.8346, top5_acc: 0.9789, loss_cls: 0.5452, loss: 0.5452, grad_norm: 1.2852 2021-04-08 08:51:26,610 - mmaction - INFO - Epoch [16][2320/2910] lr: 1.046e-01, eta: 8:38:39, time: 1.253, data_time: 0.008, memory: 9523, top1_acc: 0.8316, top5_acc: 0.9777, loss_cls: 0.5533, loss: 0.5533, grad_norm: 1.2879 2021-04-08 08:51:50,469 - mmaction - INFO - Epoch [16][2340/2910] lr: 1.045e-01, eta: 8:38:12, time: 1.193, data_time: 0.108, memory: 9523, top1_acc: 0.8191, top5_acc: 0.9750, loss_cls: 0.5732, loss: 0.5732, grad_norm: 1.3379 2021-04-08 08:52:15,662 - mmaction - INFO - Epoch [16][2360/2910] lr: 1.043e-01, eta: 8:37:45, time: 1.260, data_time: 0.040, memory: 9523, top1_acc: 0.8100, top5_acc: 0.9762, loss_cls: 0.5946, loss: 0.5946, grad_norm: 1.3617 2021-04-08 08:52:39,913 - mmaction - INFO - Epoch [16][2380/2910] lr: 1.042e-01, eta: 8:37:18, time: 1.212, data_time: 0.022, memory: 9523, top1_acc: 0.8322, top5_acc: 0.9820, loss_cls: 0.5469, loss: 0.5469, grad_norm: 1.2500 2021-04-08 08:53:05,374 - mmaction - INFO - Epoch [16][2400/2910] lr: 1.040e-01, eta: 8:36:52, time: 1.271, data_time: 0.029, memory: 9523, top1_acc: 0.8350, top5_acc: 0.9809, loss_cls: 0.5293, loss: 0.5293, grad_norm: 1.2647 2021-04-08 08:53:29,800 - mmaction - INFO - Epoch [16][2420/2910] lr: 1.038e-01, eta: 8:36:25, time: 1.221, data_time: 0.025, memory: 9523, top1_acc: 0.8221, top5_acc: 0.9773, loss_cls: 0.5811, loss: 0.5811, grad_norm: 1.3547 2021-04-08 08:53:55,375 - mmaction - INFO - Epoch [16][2440/2910] lr: 1.037e-01, eta: 8:35:59, time: 1.281, data_time: 0.013, memory: 9523, top1_acc: 0.8279, top5_acc: 0.9793, loss_cls: 0.5534, loss: 0.5534, grad_norm: 1.2719 2021-04-08 08:54:19,583 - mmaction - INFO - Epoch [16][2460/2910] lr: 1.035e-01, eta: 8:35:32, time: 1.210, data_time: 0.033, memory: 9523, top1_acc: 0.8330, top5_acc: 0.9838, loss_cls: 0.5310, loss: 0.5310, grad_norm: 1.2869 2021-04-08 08:54:44,218 - mmaction - INFO - Epoch [16][2480/2910] lr: 1.034e-01, eta: 8:35:05, time: 1.230, data_time: 0.035, memory: 9523, top1_acc: 0.8303, top5_acc: 0.9807, loss_cls: 0.5475, loss: 0.5475, grad_norm: 1.2836 2021-04-08 08:55:09,501 - mmaction - INFO - Epoch [16][2500/2910] lr: 1.032e-01, eta: 8:34:38, time: 1.266, data_time: 0.047, memory: 9523, top1_acc: 0.8232, top5_acc: 0.9762, loss_cls: 0.5647, loss: 0.5647, grad_norm: 1.2975 2021-04-08 08:55:33,961 - mmaction - INFO - Epoch [16][2520/2910] lr: 1.031e-01, eta: 8:34:12, time: 1.222, data_time: 0.101, memory: 9523, top1_acc: 0.8326, top5_acc: 0.9775, loss_cls: 0.5492, loss: 0.5492, grad_norm: 1.2839 2021-04-08 08:55:59,336 - mmaction - INFO - Epoch [16][2540/2910] lr: 1.029e-01, eta: 8:33:45, time: 1.269, data_time: 0.096, memory: 9523, top1_acc: 0.8195, top5_acc: 0.9791, loss_cls: 0.5562, loss: 0.5562, grad_norm: 1.3230 2021-04-08 08:56:23,927 - mmaction - INFO - Epoch [16][2560/2910] lr: 1.027e-01, eta: 8:33:18, time: 1.227, data_time: 0.001, memory: 9523, top1_acc: 0.8297, top5_acc: 0.9789, loss_cls: 0.5643, loss: 0.5643, grad_norm: 1.3065 2021-04-08 08:56:48,553 - mmaction - INFO - Epoch [16][2580/2910] lr: 1.026e-01, eta: 8:32:51, time: 1.233, data_time: 0.216, memory: 9523, top1_acc: 0.8236, top5_acc: 0.9809, loss_cls: 0.5668, loss: 0.5668, grad_norm: 1.3271 2021-04-08 08:57:12,838 - mmaction - INFO - Epoch [16][2600/2910] lr: 1.024e-01, eta: 8:32:24, time: 1.214, data_time: 0.021, memory: 9523, top1_acc: 0.8213, top5_acc: 0.9797, loss_cls: 0.5588, loss: 0.5588, grad_norm: 1.3174 2021-04-08 08:57:38,786 - mmaction - INFO - Epoch [16][2620/2910] lr: 1.023e-01, eta: 8:31:58, time: 1.295, data_time: 0.044, memory: 9523, top1_acc: 0.8295, top5_acc: 0.9793, loss_cls: 0.5556, loss: 0.5556, grad_norm: 1.2693 2021-04-08 08:58:02,730 - mmaction - INFO - Epoch [16][2640/2910] lr: 1.021e-01, eta: 8:31:31, time: 1.199, data_time: 0.040, memory: 9523, top1_acc: 0.8262, top5_acc: 0.9766, loss_cls: 0.5475, loss: 0.5475, grad_norm: 1.2611 2021-04-08 08:58:26,479 - mmaction - INFO - Epoch [16][2660/2910] lr: 1.020e-01, eta: 8:31:04, time: 1.187, data_time: 0.067, memory: 9523, top1_acc: 0.8332, top5_acc: 0.9785, loss_cls: 0.5447, loss: 0.5447, grad_norm: 1.2934 2021-04-08 08:58:52,405 - mmaction - INFO - Epoch [16][2680/2910] lr: 1.018e-01, eta: 8:30:38, time: 1.297, data_time: 0.047, memory: 9523, top1_acc: 0.8283, top5_acc: 0.9777, loss_cls: 0.5543, loss: 0.5543, grad_norm: 1.3223 2021-04-08 08:59:16,515 - mmaction - INFO - Epoch [16][2700/2910] lr: 1.016e-01, eta: 8:30:11, time: 1.206, data_time: 0.120, memory: 9523, top1_acc: 0.8367, top5_acc: 0.9799, loss_cls: 0.5340, loss: 0.5340, grad_norm: 1.2860 2021-04-08 08:59:41,144 - mmaction - INFO - Epoch [16][2720/2910] lr: 1.015e-01, eta: 8:29:44, time: 1.231, data_time: 0.053, memory: 9523, top1_acc: 0.8266, top5_acc: 0.9777, loss_cls: 0.5739, loss: 0.5739, grad_norm: 1.3517 2021-04-08 09:00:06,254 - mmaction - INFO - Epoch [16][2740/2910] lr: 1.013e-01, eta: 8:29:17, time: 1.255, data_time: 0.072, memory: 9523, top1_acc: 0.8295, top5_acc: 0.9768, loss_cls: 0.5582, loss: 0.5582, grad_norm: 1.2940 2021-04-08 09:00:31,019 - mmaction - INFO - Epoch [16][2760/2910] lr: 1.012e-01, eta: 8:28:51, time: 1.239, data_time: 0.009, memory: 9523, top1_acc: 0.8311, top5_acc: 0.9781, loss_cls: 0.5491, loss: 0.5491, grad_norm: 1.2840 2021-04-08 09:00:55,154 - mmaction - INFO - Epoch [16][2780/2910] lr: 1.010e-01, eta: 8:28:24, time: 1.206, data_time: 0.060, memory: 9523, top1_acc: 0.8303, top5_acc: 0.9793, loss_cls: 0.5459, loss: 0.5459, grad_norm: 1.3057 2021-04-08 09:01:20,854 - mmaction - INFO - Epoch [16][2800/2910] lr: 1.009e-01, eta: 8:27:57, time: 1.284, data_time: 0.103, memory: 9523, top1_acc: 0.8330, top5_acc: 0.9826, loss_cls: 0.5440, loss: 0.5440, grad_norm: 1.3015 2021-04-08 09:01:45,347 - mmaction - INFO - Epoch [16][2820/2910] lr: 1.007e-01, eta: 8:27:31, time: 1.224, data_time: 0.130, memory: 9523, top1_acc: 0.8230, top5_acc: 0.9797, loss_cls: 0.5588, loss: 0.5588, grad_norm: 1.3481 2021-04-08 09:02:09,351 - mmaction - INFO - Epoch [16][2840/2910] lr: 1.006e-01, eta: 8:27:04, time: 1.202, data_time: 0.087, memory: 9523, top1_acc: 0.8258, top5_acc: 0.9791, loss_cls: 0.5575, loss: 0.5575, grad_norm: 1.3107 2021-04-08 09:02:33,321 - mmaction - INFO - Epoch [16][2860/2910] lr: 1.004e-01, eta: 8:26:36, time: 1.199, data_time: 0.014, memory: 9523, top1_acc: 0.8334, top5_acc: 0.9791, loss_cls: 0.5325, loss: 0.5325, grad_norm: 1.2587 2021-04-08 09:02:58,560 - mmaction - INFO - Epoch [16][2880/2910] lr: 1.002e-01, eta: 8:26:10, time: 1.262, data_time: 0.045, memory: 9523, top1_acc: 0.8350, top5_acc: 0.9777, loss_cls: 0.5354, loss: 0.5354, grad_norm: 1.2870 2021-04-08 09:03:24,026 - mmaction - INFO - Epoch [16][2900/2910] lr: 1.001e-01, eta: 8:25:44, time: 1.271, data_time: 0.034, memory: 9523, top1_acc: 0.8316, top5_acc: 0.9773, loss_cls: 0.5480, loss: 0.5480, grad_norm: 1.2980 2021-04-08 09:03:37,996 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-04-08 09:11:28,935 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-08 09:11:29,597 - mmaction - INFO - top1_acc 0.7440 top5_acc 0.9490 2021-04-08 09:11:29,597 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-08 09:11:29,706 - mmaction - INFO - mean_acc 0.7512 2021-04-08 09:11:29,724 - mmaction - INFO - Epoch(val) [16][2910] top1_acc: 0.7440, top5_acc: 0.9490, mean_class_accuracy: 0.7512 2021-04-08 09:15:19,224 - mmaction - INFO - Epoch [17][20/2910] lr: 9.985e-02, eta: 8:26:40, time: 11.473, data_time: 10.297, memory: 9523, top1_acc: 0.8221, top5_acc: 0.9812, loss_cls: 0.5621, loss: 0.5621, grad_norm: 1.3387 2021-04-08 09:15:45,002 - mmaction - INFO - Epoch [17][40/2910] lr: 9.970e-02, eta: 8:26:13, time: 1.288, data_time: 0.102, memory: 9523, top1_acc: 0.8289, top5_acc: 0.9801, loss_cls: 0.5411, loss: 0.5411, grad_norm: 1.2785 2021-04-08 09:16:08,563 - mmaction - INFO - Epoch [17][60/2910] lr: 9.954e-02, eta: 8:25:46, time: 1.179, data_time: 0.117, memory: 9523, top1_acc: 0.8229, top5_acc: 0.9793, loss_cls: 0.5604, loss: 0.5604, grad_norm: 1.3482 2021-04-08 09:16:35,052 - mmaction - INFO - Epoch [17][80/2910] lr: 9.939e-02, eta: 8:25:20, time: 1.325, data_time: 0.088, memory: 9523, top1_acc: 0.8225, top5_acc: 0.9762, loss_cls: 0.5480, loss: 0.5480, grad_norm: 1.2977 2021-04-08 09:16:57,759 - mmaction - INFO - Epoch [17][100/2910] lr: 9.923e-02, eta: 8:24:52, time: 1.135, data_time: 0.007, memory: 9523, top1_acc: 0.8271, top5_acc: 0.9779, loss_cls: 0.5449, loss: 0.5449, grad_norm: 1.3140 2021-04-08 09:17:23,768 - mmaction - INFO - Epoch [17][120/2910] lr: 9.907e-02, eta: 8:24:26, time: 1.301, data_time: 0.138, memory: 9523, top1_acc: 0.8340, top5_acc: 0.9809, loss_cls: 0.5250, loss: 0.5250, grad_norm: 1.2914 2021-04-08 09:17:47,526 - mmaction - INFO - Epoch [17][140/2910] lr: 9.892e-02, eta: 8:23:58, time: 1.187, data_time: 0.027, memory: 9523, top1_acc: 0.8371, top5_acc: 0.9816, loss_cls: 0.5240, loss: 0.5240, grad_norm: 1.2616 2021-04-08 09:18:12,915 - mmaction - INFO - Epoch [17][160/2910] lr: 9.876e-02, eta: 8:23:32, time: 1.269, data_time: 0.211, memory: 9523, top1_acc: 0.8291, top5_acc: 0.9795, loss_cls: 0.5315, loss: 0.5315, grad_norm: 1.3195 2021-04-08 09:18:38,701 - mmaction - INFO - Epoch [17][180/2910] lr: 9.861e-02, eta: 8:23:06, time: 1.290, data_time: 0.145, memory: 9523, top1_acc: 0.8254, top5_acc: 0.9783, loss_cls: 0.5570, loss: 0.5570, grad_norm: 1.3190 2021-04-08 09:19:02,779 - mmaction - INFO - Epoch [17][200/2910] lr: 9.845e-02, eta: 8:22:39, time: 1.204, data_time: 0.268, memory: 9523, top1_acc: 0.8246, top5_acc: 0.9791, loss_cls: 0.5560, loss: 0.5560, grad_norm: 1.3097 2021-04-08 09:19:27,129 - mmaction - INFO - Epoch [17][220/2910] lr: 9.830e-02, eta: 8:22:12, time: 1.217, data_time: 0.071, memory: 9523, top1_acc: 0.8311, top5_acc: 0.9785, loss_cls: 0.5364, loss: 0.5364, grad_norm: 1.3125 2021-04-08 09:19:52,473 - mmaction - INFO - Epoch [17][240/2910] lr: 9.814e-02, eta: 8:21:45, time: 1.268, data_time: 0.037, memory: 9523, top1_acc: 0.8342, top5_acc: 0.9809, loss_cls: 0.5350, loss: 0.5350, grad_norm: 1.2748 2021-04-08 09:20:16,930 - mmaction - INFO - Epoch [17][260/2910] lr: 9.799e-02, eta: 8:21:18, time: 1.222, data_time: 0.023, memory: 9523, top1_acc: 0.8426, top5_acc: 0.9814, loss_cls: 0.5231, loss: 0.5231, grad_norm: 1.2914 2021-04-08 09:20:41,927 - mmaction - INFO - Epoch [17][280/2910] lr: 9.783e-02, eta: 8:20:51, time: 1.250, data_time: 0.002, memory: 9523, top1_acc: 0.8232, top5_acc: 0.9814, loss_cls: 0.5435, loss: 0.5435, grad_norm: 1.3024 2021-04-08 09:21:06,748 - mmaction - INFO - Epoch [17][300/2910] lr: 9.768e-02, eta: 8:20:25, time: 1.241, data_time: 0.125, memory: 9523, top1_acc: 0.8313, top5_acc: 0.9793, loss_cls: 0.5262, loss: 0.5262, grad_norm: 1.2510 2021-04-08 09:21:31,270 - mmaction - INFO - Epoch [17][320/2910] lr: 9.752e-02, eta: 8:19:58, time: 1.224, data_time: 0.146, memory: 9523, top1_acc: 0.8369, top5_acc: 0.9799, loss_cls: 0.5222, loss: 0.5222, grad_norm: 1.2717 2021-04-08 09:21:54,776 - mmaction - INFO - Epoch [17][340/2910] lr: 9.737e-02, eta: 8:19:30, time: 1.177, data_time: 0.055, memory: 9523, top1_acc: 0.8289, top5_acc: 0.9793, loss_cls: 0.5509, loss: 0.5509, grad_norm: 1.3099 2021-04-08 09:22:20,614 - mmaction - INFO - Epoch [17][360/2910] lr: 9.722e-02, eta: 8:19:04, time: 1.292, data_time: 0.041, memory: 9523, top1_acc: 0.8270, top5_acc: 0.9807, loss_cls: 0.5295, loss: 0.5295, grad_norm: 1.3349 2021-04-08 09:22:45,885 - mmaction - INFO - Epoch [17][380/2910] lr: 9.706e-02, eta: 8:18:37, time: 1.263, data_time: 0.068, memory: 9523, top1_acc: 0.8230, top5_acc: 0.9812, loss_cls: 0.5495, loss: 0.5495, grad_norm: 1.3193 2021-04-08 09:23:11,116 - mmaction - INFO - Epoch [17][400/2910] lr: 9.691e-02, eta: 8:18:11, time: 1.262, data_time: 0.097, memory: 9523, top1_acc: 0.8309, top5_acc: 0.9793, loss_cls: 0.5524, loss: 0.5524, grad_norm: 1.3456 2021-04-08 09:23:35,459 - mmaction - INFO - Epoch [17][420/2910] lr: 9.675e-02, eta: 8:17:44, time: 1.215, data_time: 0.038, memory: 9523, top1_acc: 0.8445, top5_acc: 0.9770, loss_cls: 0.5167, loss: 0.5167, grad_norm: 1.2753 2021-04-08 09:23:59,320 - mmaction - INFO - Epoch [17][440/2910] lr: 9.660e-02, eta: 8:17:17, time: 1.195, data_time: 0.004, memory: 9523, top1_acc: 0.8410, top5_acc: 0.9826, loss_cls: 0.5057, loss: 0.5057, grad_norm: 1.2761 2021-04-08 09:24:23,820 - mmaction - INFO - Epoch [17][460/2910] lr: 9.645e-02, eta: 8:16:50, time: 1.225, data_time: 0.115, memory: 9523, top1_acc: 0.8375, top5_acc: 0.9818, loss_cls: 0.5299, loss: 0.5299, grad_norm: 1.2716 2021-04-08 09:24:49,210 - mmaction - INFO - Epoch [17][480/2910] lr: 9.629e-02, eta: 8:16:23, time: 1.270, data_time: 0.051, memory: 9523, top1_acc: 0.8293, top5_acc: 0.9809, loss_cls: 0.5427, loss: 0.5427, grad_norm: 1.3450 2021-04-08 09:25:12,021 - mmaction - INFO - Epoch [17][500/2910] lr: 9.614e-02, eta: 8:15:55, time: 1.140, data_time: 0.043, memory: 9523, top1_acc: 0.8266, top5_acc: 0.9795, loss_cls: 0.5519, loss: 0.5519, grad_norm: 1.3686 2021-04-08 09:25:38,107 - mmaction - INFO - Epoch [17][520/2910] lr: 9.598e-02, eta: 8:15:29, time: 1.304, data_time: 0.008, memory: 9523, top1_acc: 0.8246, top5_acc: 0.9781, loss_cls: 0.5486, loss: 0.5486, grad_norm: 1.3735 2021-04-08 09:26:02,928 - mmaction - INFO - Epoch [17][540/2910] lr: 9.583e-02, eta: 8:15:03, time: 1.242, data_time: 0.001, memory: 9523, top1_acc: 0.8299, top5_acc: 0.9744, loss_cls: 0.5627, loss: 0.5627, grad_norm: 1.3198 2021-04-08 09:26:27,574 - mmaction - INFO - Epoch [17][560/2910] lr: 9.568e-02, eta: 8:14:36, time: 1.232, data_time: 0.001, memory: 9523, top1_acc: 0.8434, top5_acc: 0.9820, loss_cls: 0.5027, loss: 0.5027, grad_norm: 1.2760 2021-04-08 09:26:52,651 - mmaction - INFO - Epoch [17][580/2910] lr: 9.552e-02, eta: 8:14:09, time: 1.253, data_time: 0.034, memory: 9523, top1_acc: 0.8297, top5_acc: 0.9795, loss_cls: 0.5386, loss: 0.5386, grad_norm: 1.3210 2021-04-08 09:27:16,112 - mmaction - INFO - Epoch [17][600/2910] lr: 9.537e-02, eta: 8:13:42, time: 1.174, data_time: 0.071, memory: 9523, top1_acc: 0.8402, top5_acc: 0.9824, loss_cls: 0.5112, loss: 0.5112, grad_norm: 1.2733 2021-04-08 09:27:40,947 - mmaction - INFO - Epoch [17][620/2910] lr: 9.522e-02, eta: 8:13:15, time: 1.240, data_time: 0.060, memory: 9523, top1_acc: 0.8373, top5_acc: 0.9818, loss_cls: 0.5250, loss: 0.5250, grad_norm: 1.3268 2021-04-08 09:28:07,055 - mmaction - INFO - Epoch [17][640/2910] lr: 9.506e-02, eta: 8:12:49, time: 1.307, data_time: 0.058, memory: 9523, top1_acc: 0.8338, top5_acc: 0.9789, loss_cls: 0.5277, loss: 0.5277, grad_norm: 1.3024 2021-04-08 09:28:30,488 - mmaction - INFO - Epoch [17][660/2910] lr: 9.491e-02, eta: 8:12:21, time: 1.171, data_time: 0.066, memory: 9523, top1_acc: 0.8354, top5_acc: 0.9797, loss_cls: 0.5281, loss: 0.5281, grad_norm: 1.2903 2021-04-08 09:28:55,248 - mmaction - INFO - Epoch [17][680/2910] lr: 9.476e-02, eta: 8:11:55, time: 1.238, data_time: 0.002, memory: 9523, top1_acc: 0.8383, top5_acc: 0.9785, loss_cls: 0.5310, loss: 0.5310, grad_norm: 1.3115 2021-04-08 09:29:20,851 - mmaction - INFO - Epoch [17][700/2910] lr: 9.460e-02, eta: 8:11:28, time: 1.278, data_time: 0.078, memory: 9523, top1_acc: 0.8355, top5_acc: 0.9844, loss_cls: 0.5260, loss: 0.5260, grad_norm: 1.3066 2021-04-08 09:29:45,222 - mmaction - INFO - Epoch [17][720/2910] lr: 9.445e-02, eta: 8:11:01, time: 1.220, data_time: 0.157, memory: 9523, top1_acc: 0.8336, top5_acc: 0.9797, loss_cls: 0.5326, loss: 0.5326, grad_norm: 1.3329 2021-04-08 09:30:09,633 - mmaction - INFO - Epoch [17][740/2910] lr: 9.430e-02, eta: 8:10:34, time: 1.221, data_time: 0.151, memory: 9523, top1_acc: 0.8367, top5_acc: 0.9824, loss_cls: 0.5208, loss: 0.5208, grad_norm: 1.3332 2021-04-08 09:30:34,527 - mmaction - INFO - Epoch [17][760/2910] lr: 9.415e-02, eta: 8:10:08, time: 1.245, data_time: 0.183, memory: 9523, top1_acc: 0.8244, top5_acc: 0.9773, loss_cls: 0.5612, loss: 0.5612, grad_norm: 1.3943 2021-04-08 09:30:59,049 - mmaction - INFO - Epoch [17][780/2910] lr: 9.399e-02, eta: 8:09:41, time: 1.225, data_time: 0.019, memory: 9523, top1_acc: 0.8389, top5_acc: 0.9830, loss_cls: 0.5202, loss: 0.5202, grad_norm: 1.3182 2021-04-08 09:31:25,674 - mmaction - INFO - Epoch [17][800/2910] lr: 9.384e-02, eta: 8:09:15, time: 1.333, data_time: 0.003, memory: 9523, top1_acc: 0.8330, top5_acc: 0.9801, loss_cls: 0.5349, loss: 0.5349, grad_norm: 1.3667 2021-04-08 09:31:49,212 - mmaction - INFO - Epoch [17][820/2910] lr: 9.369e-02, eta: 8:08:48, time: 1.176, data_time: 0.001, memory: 9523, top1_acc: 0.8381, top5_acc: 0.9801, loss_cls: 0.5184, loss: 0.5184, grad_norm: 1.3175 2021-04-08 09:32:14,556 - mmaction - INFO - Epoch [17][840/2910] lr: 9.354e-02, eta: 8:08:21, time: 1.265, data_time: 0.086, memory: 9523, top1_acc: 0.8354, top5_acc: 0.9809, loss_cls: 0.5248, loss: 0.5248, grad_norm: 1.3139 2021-04-08 09:32:38,943 - mmaction - INFO - Epoch [17][860/2910] lr: 9.338e-02, eta: 8:07:54, time: 1.222, data_time: 0.173, memory: 9523, top1_acc: 0.8422, top5_acc: 0.9814, loss_cls: 0.5037, loss: 0.5037, grad_norm: 1.2992 2021-04-08 09:33:03,953 - mmaction - INFO - Epoch [17][880/2910] lr: 9.323e-02, eta: 8:07:28, time: 1.250, data_time: 0.059, memory: 9523, top1_acc: 0.8424, top5_acc: 0.9812, loss_cls: 0.5043, loss: 0.5043, grad_norm: 1.2959 2021-04-08 09:33:28,929 - mmaction - INFO - Epoch [17][900/2910] lr: 9.308e-02, eta: 8:07:01, time: 1.249, data_time: 0.035, memory: 9523, top1_acc: 0.8311, top5_acc: 0.9791, loss_cls: 0.5405, loss: 0.5405, grad_norm: 1.3446 2021-04-08 09:33:54,719 - mmaction - INFO - Epoch [17][920/2910] lr: 9.293e-02, eta: 8:06:35, time: 1.289, data_time: 0.001, memory: 9523, top1_acc: 0.8367, top5_acc: 0.9816, loss_cls: 0.5179, loss: 0.5179, grad_norm: 1.3360 2021-04-08 09:34:19,549 - mmaction - INFO - Epoch [17][940/2910] lr: 9.278e-02, eta: 8:06:08, time: 1.241, data_time: 0.023, memory: 9523, top1_acc: 0.8414, top5_acc: 0.9818, loss_cls: 0.5192, loss: 0.5192, grad_norm: 1.3379 2021-04-08 09:34:43,723 - mmaction - INFO - Epoch [17][960/2910] lr: 9.262e-02, eta: 8:05:41, time: 1.209, data_time: 0.080, memory: 9523, top1_acc: 0.8355, top5_acc: 0.9818, loss_cls: 0.5269, loss: 0.5269, grad_norm: 1.2956 2021-04-08 09:35:09,358 - mmaction - INFO - Epoch [17][980/2910] lr: 9.247e-02, eta: 8:05:15, time: 1.280, data_time: 0.194, memory: 9523, top1_acc: 0.8430, top5_acc: 0.9822, loss_cls: 0.5132, loss: 0.5132, grad_norm: 1.2857 2021-04-08 09:35:33,614 - mmaction - INFO - Epoch [17][1000/2910] lr: 9.232e-02, eta: 8:04:48, time: 1.215, data_time: 0.053, memory: 9523, top1_acc: 0.8434, top5_acc: 0.9811, loss_cls: 0.5133, loss: 0.5133, grad_norm: 1.3171 2021-04-08 09:35:57,857 - mmaction - INFO - Epoch [17][1020/2910] lr: 9.217e-02, eta: 8:04:21, time: 1.212, data_time: 0.015, memory: 9523, top1_acc: 0.8449, top5_acc: 0.9824, loss_cls: 0.4988, loss: 0.4988, grad_norm: 1.2769 2021-04-08 09:36:23,321 - mmaction - INFO - Epoch [17][1040/2910] lr: 9.202e-02, eta: 8:03:54, time: 1.273, data_time: 0.041, memory: 9523, top1_acc: 0.8451, top5_acc: 0.9844, loss_cls: 0.5007, loss: 0.5007, grad_norm: 1.3240 2021-04-08 09:36:47,629 - mmaction - INFO - Epoch [17][1060/2910] lr: 9.187e-02, eta: 8:03:27, time: 1.213, data_time: 0.026, memory: 9523, top1_acc: 0.8420, top5_acc: 0.9795, loss_cls: 0.5304, loss: 0.5304, grad_norm: 1.2994 2021-04-08 09:37:12,637 - mmaction - INFO - Epoch [17][1080/2910] lr: 9.171e-02, eta: 8:03:01, time: 1.252, data_time: 0.137, memory: 9523, top1_acc: 0.8377, top5_acc: 0.9768, loss_cls: 0.5371, loss: 0.5371, grad_norm: 1.3633 2021-04-08 09:37:36,186 - mmaction - INFO - Epoch [17][1100/2910] lr: 9.156e-02, eta: 8:02:33, time: 1.176, data_time: 0.001, memory: 9523, top1_acc: 0.8395, top5_acc: 0.9824, loss_cls: 0.5105, loss: 0.5105, grad_norm: 1.3268 2021-04-08 09:38:01,129 - mmaction - INFO - Epoch [17][1120/2910] lr: 9.141e-02, eta: 8:02:07, time: 1.249, data_time: 0.123, memory: 9523, top1_acc: 0.8373, top5_acc: 0.9818, loss_cls: 0.5215, loss: 0.5215, grad_norm: 1.3191 2021-04-08 09:38:25,036 - mmaction - INFO - Epoch [17][1140/2910] lr: 9.126e-02, eta: 8:01:40, time: 1.195, data_time: 0.008, memory: 9523, top1_acc: 0.8371, top5_acc: 0.9869, loss_cls: 0.5109, loss: 0.5109, grad_norm: 1.3416 2021-04-08 09:38:50,092 - mmaction - INFO - Epoch [17][1160/2910] lr: 9.111e-02, eta: 8:01:13, time: 1.252, data_time: 0.162, memory: 9523, top1_acc: 0.8213, top5_acc: 0.9779, loss_cls: 0.5629, loss: 0.5629, grad_norm: 1.3768 2021-04-08 09:39:15,209 - mmaction - INFO - Epoch [17][1180/2910] lr: 9.096e-02, eta: 8:00:46, time: 1.257, data_time: 0.134, memory: 9523, top1_acc: 0.8326, top5_acc: 0.9832, loss_cls: 0.5358, loss: 0.5358, grad_norm: 1.3362 2021-04-08 09:39:40,346 - mmaction - INFO - Epoch [17][1200/2910] lr: 9.081e-02, eta: 8:00:20, time: 1.257, data_time: 0.021, memory: 9523, top1_acc: 0.8361, top5_acc: 0.9812, loss_cls: 0.5197, loss: 0.5197, grad_norm: 1.3365 2021-04-08 09:40:04,278 - mmaction - INFO - Epoch [17][1220/2910] lr: 9.066e-02, eta: 7:59:53, time: 1.196, data_time: 0.100, memory: 9523, top1_acc: 0.8408, top5_acc: 0.9811, loss_cls: 0.5107, loss: 0.5107, grad_norm: 1.3053 2021-04-08 09:40:29,714 - mmaction - INFO - Epoch [17][1240/2910] lr: 9.051e-02, eta: 7:59:26, time: 1.272, data_time: 0.035, memory: 9523, top1_acc: 0.8348, top5_acc: 0.9783, loss_cls: 0.5423, loss: 0.5423, grad_norm: 1.3489 2021-04-08 09:40:54,139 - mmaction - INFO - Epoch [17][1260/2910] lr: 9.036e-02, eta: 7:58:59, time: 1.218, data_time: 0.093, memory: 9523, top1_acc: 0.8387, top5_acc: 0.9842, loss_cls: 0.5157, loss: 0.5157, grad_norm: 1.3224 2021-04-08 09:41:17,934 - mmaction - INFO - Epoch [17][1280/2910] lr: 9.021e-02, eta: 7:58:32, time: 1.192, data_time: 0.041, memory: 9523, top1_acc: 0.8309, top5_acc: 0.9795, loss_cls: 0.5317, loss: 0.5317, grad_norm: 1.3328 2021-04-08 09:41:43,422 - mmaction - INFO - Epoch [17][1300/2910] lr: 9.006e-02, eta: 7:58:06, time: 1.275, data_time: 0.060, memory: 9523, top1_acc: 0.8381, top5_acc: 0.9826, loss_cls: 0.5058, loss: 0.5058, grad_norm: 1.3060 2021-04-08 09:42:07,769 - mmaction - INFO - Epoch [17][1320/2910] lr: 8.991e-02, eta: 7:57:39, time: 1.217, data_time: 0.012, memory: 9523, top1_acc: 0.8346, top5_acc: 0.9816, loss_cls: 0.5183, loss: 0.5183, grad_norm: 1.3250 2021-04-08 09:42:32,455 - mmaction - INFO - Epoch [17][1340/2910] lr: 8.976e-02, eta: 7:57:12, time: 1.233, data_time: 0.001, memory: 9523, top1_acc: 0.8363, top5_acc: 0.9838, loss_cls: 0.5275, loss: 0.5275, grad_norm: 1.3494 2021-04-08 09:42:57,510 - mmaction - INFO - Epoch [17][1360/2910] lr: 8.961e-02, eta: 7:56:46, time: 1.254, data_time: 0.003, memory: 9523, top1_acc: 0.8436, top5_acc: 0.9840, loss_cls: 0.5049, loss: 0.5049, grad_norm: 1.3119 2021-04-08 09:43:21,714 - mmaction - INFO - Epoch [17][1380/2910] lr: 8.946e-02, eta: 7:56:19, time: 1.210, data_time: 0.011, memory: 9523, top1_acc: 0.8293, top5_acc: 0.9789, loss_cls: 0.5320, loss: 0.5320, grad_norm: 1.3611 2021-04-08 09:43:46,772 - mmaction - INFO - Epoch [17][1400/2910] lr: 8.931e-02, eta: 7:55:52, time: 1.251, data_time: 0.134, memory: 9523, top1_acc: 0.8486, top5_acc: 0.9805, loss_cls: 0.5015, loss: 0.5015, grad_norm: 1.2933 2021-04-08 09:44:11,082 - mmaction - INFO - Epoch [17][1420/2910] lr: 8.916e-02, eta: 7:55:25, time: 1.217, data_time: 0.040, memory: 9523, top1_acc: 0.8363, top5_acc: 0.9785, loss_cls: 0.5214, loss: 0.5214, grad_norm: 1.3799 2021-04-08 09:44:35,702 - mmaction - INFO - Epoch [17][1440/2910] lr: 8.901e-02, eta: 7:54:58, time: 1.232, data_time: 0.131, memory: 9523, top1_acc: 0.8414, top5_acc: 0.9812, loss_cls: 0.5298, loss: 0.5298, grad_norm: 1.3524 2021-04-08 09:44:59,821 - mmaction - INFO - Epoch [17][1460/2910] lr: 8.886e-02, eta: 7:54:31, time: 1.204, data_time: 0.046, memory: 9523, top1_acc: 0.8465, top5_acc: 0.9824, loss_cls: 0.5007, loss: 0.5007, grad_norm: 1.2990 2021-04-08 09:45:24,812 - mmaction - INFO - Epoch [17][1480/2910] lr: 8.871e-02, eta: 7:54:05, time: 1.251, data_time: 0.131, memory: 9523, top1_acc: 0.8516, top5_acc: 0.9820, loss_cls: 0.4904, loss: 0.4904, grad_norm: 1.2906 2021-04-08 09:45:50,034 - mmaction - INFO - Epoch [17][1500/2910] lr: 8.856e-02, eta: 7:53:38, time: 1.261, data_time: 0.015, memory: 9523, top1_acc: 0.8586, top5_acc: 0.9824, loss_cls: 0.4798, loss: 0.4798, grad_norm: 1.2855 2021-04-08 09:46:13,851 - mmaction - INFO - Epoch [17][1520/2910] lr: 8.841e-02, eta: 7:53:11, time: 1.191, data_time: 0.125, memory: 9523, top1_acc: 0.8410, top5_acc: 0.9814, loss_cls: 0.4987, loss: 0.4987, grad_norm: 1.3535 2021-04-08 09:46:39,150 - mmaction - INFO - Epoch [17][1540/2910] lr: 8.826e-02, eta: 7:52:45, time: 1.265, data_time: 0.077, memory: 9523, top1_acc: 0.8359, top5_acc: 0.9809, loss_cls: 0.5361, loss: 0.5361, grad_norm: 1.3529 2021-04-08 09:47:03,835 - mmaction - INFO - Epoch [17][1560/2910] lr: 8.811e-02, eta: 7:52:18, time: 1.233, data_time: 0.032, memory: 9523, top1_acc: 0.8396, top5_acc: 0.9807, loss_cls: 0.5203, loss: 0.5203, grad_norm: 1.3732 2021-04-08 09:47:27,597 - mmaction - INFO - Epoch [17][1580/2910] lr: 8.796e-02, eta: 7:51:51, time: 1.190, data_time: 0.068, memory: 9523, top1_acc: 0.8432, top5_acc: 0.9852, loss_cls: 0.5034, loss: 0.5034, grad_norm: 1.3584 2021-04-08 09:47:52,663 - mmaction - INFO - Epoch [17][1600/2910] lr: 8.781e-02, eta: 7:51:24, time: 1.253, data_time: 0.062, memory: 9523, top1_acc: 0.8488, top5_acc: 0.9807, loss_cls: 0.4910, loss: 0.4910, grad_norm: 1.3305 2021-04-08 09:48:17,219 - mmaction - INFO - Epoch [17][1620/2910] lr: 8.766e-02, eta: 7:50:58, time: 1.228, data_time: 0.041, memory: 9523, top1_acc: 0.8438, top5_acc: 0.9846, loss_cls: 0.4881, loss: 0.4881, grad_norm: 1.2917 2021-04-08 09:48:42,732 - mmaction - INFO - Epoch [17][1640/2910] lr: 8.751e-02, eta: 7:50:31, time: 1.276, data_time: 0.016, memory: 9523, top1_acc: 0.8365, top5_acc: 0.9799, loss_cls: 0.5130, loss: 0.5130, grad_norm: 1.3657 2021-04-08 09:49:06,628 - mmaction - INFO - Epoch [17][1660/2910] lr: 8.736e-02, eta: 7:50:04, time: 1.194, data_time: 0.012, memory: 9523, top1_acc: 0.8418, top5_acc: 0.9807, loss_cls: 0.5035, loss: 0.5035, grad_norm: 1.2906 2021-04-08 09:49:30,650 - mmaction - INFO - Epoch [17][1680/2910] lr: 8.722e-02, eta: 7:49:37, time: 1.201, data_time: 0.099, memory: 9523, top1_acc: 0.8412, top5_acc: 0.9832, loss_cls: 0.5077, loss: 0.5077, grad_norm: 1.3451 2021-04-08 09:49:55,528 - mmaction - INFO - Epoch [17][1700/2910] lr: 8.707e-02, eta: 7:49:10, time: 1.245, data_time: 0.086, memory: 9523, top1_acc: 0.8350, top5_acc: 0.9828, loss_cls: 0.5413, loss: 0.5413, grad_norm: 1.4196 2021-04-08 09:50:21,846 - mmaction - INFO - Epoch [17][1720/2910] lr: 8.692e-02, eta: 7:48:44, time: 1.314, data_time: 0.082, memory: 9523, top1_acc: 0.8412, top5_acc: 0.9812, loss_cls: 0.5123, loss: 0.5123, grad_norm: 1.3893 2021-04-08 09:50:45,970 - mmaction - INFO - Epoch [17][1740/2910] lr: 8.677e-02, eta: 7:48:17, time: 1.207, data_time: 0.014, memory: 9523, top1_acc: 0.8342, top5_acc: 0.9785, loss_cls: 0.5403, loss: 0.5403, grad_norm: 1.3909 2021-04-08 09:51:10,385 - mmaction - INFO - Epoch [17][1760/2910] lr: 8.662e-02, eta: 7:47:51, time: 1.221, data_time: 0.079, memory: 9523, top1_acc: 0.8346, top5_acc: 0.9783, loss_cls: 0.5200, loss: 0.5200, grad_norm: 1.3427 2021-04-08 09:51:35,757 - mmaction - INFO - Epoch [17][1780/2910] lr: 8.647e-02, eta: 7:47:24, time: 1.269, data_time: 0.012, memory: 9523, top1_acc: 0.8328, top5_acc: 0.9811, loss_cls: 0.5341, loss: 0.5341, grad_norm: 1.3743 2021-04-08 09:52:00,049 - mmaction - INFO - Epoch [17][1800/2910] lr: 8.633e-02, eta: 7:46:57, time: 1.215, data_time: 0.040, memory: 9523, top1_acc: 0.8389, top5_acc: 0.9803, loss_cls: 0.5095, loss: 0.5095, grad_norm: 1.3465 2021-04-08 09:52:24,499 - mmaction - INFO - Epoch [17][1820/2910] lr: 8.618e-02, eta: 7:46:31, time: 1.223, data_time: 0.125, memory: 9523, top1_acc: 0.8414, top5_acc: 0.9812, loss_cls: 0.5108, loss: 0.5108, grad_norm: 1.2981 2021-04-08 09:52:49,888 - mmaction - INFO - Epoch [17][1840/2910] lr: 8.603e-02, eta: 7:46:04, time: 1.269, data_time: 0.078, memory: 9523, top1_acc: 0.8479, top5_acc: 0.9807, loss_cls: 0.4989, loss: 0.4989, grad_norm: 1.3041 2021-04-08 09:53:14,883 - mmaction - INFO - Epoch [17][1860/2910] lr: 8.588e-02, eta: 7:45:38, time: 1.250, data_time: 0.189, memory: 9523, top1_acc: 0.8430, top5_acc: 0.9801, loss_cls: 0.5148, loss: 0.5148, grad_norm: 1.3804 2021-04-08 09:53:38,731 - mmaction - INFO - Epoch [17][1880/2910] lr: 8.573e-02, eta: 7:45:11, time: 1.192, data_time: 0.028, memory: 9523, top1_acc: 0.8484, top5_acc: 0.9826, loss_cls: 0.4959, loss: 0.4959, grad_norm: 1.3041 2021-04-08 09:54:04,441 - mmaction - INFO - Epoch [17][1900/2910] lr: 8.559e-02, eta: 7:44:44, time: 1.285, data_time: 0.077, memory: 9523, top1_acc: 0.8508, top5_acc: 0.9834, loss_cls: 0.4789, loss: 0.4789, grad_norm: 1.2866 2021-04-08 09:54:27,780 - mmaction - INFO - Epoch [17][1920/2910] lr: 8.544e-02, eta: 7:44:17, time: 1.165, data_time: 0.022, memory: 9523, top1_acc: 0.8484, top5_acc: 0.9828, loss_cls: 0.4896, loss: 0.4896, grad_norm: 1.3700 2021-04-08 09:54:52,746 - mmaction - INFO - Epoch [17][1940/2910] lr: 8.529e-02, eta: 7:43:50, time: 1.249, data_time: 0.029, memory: 9523, top1_acc: 0.8396, top5_acc: 0.9830, loss_cls: 0.5088, loss: 0.5088, grad_norm: 1.3523 2021-04-08 09:55:17,508 - mmaction - INFO - Epoch [17][1960/2910] lr: 8.514e-02, eta: 7:43:24, time: 1.239, data_time: 0.178, memory: 9523, top1_acc: 0.8443, top5_acc: 0.9840, loss_cls: 0.4960, loss: 0.4960, grad_norm: 1.3178 2021-04-08 09:55:42,121 - mmaction - INFO - Epoch [17][1980/2910] lr: 8.500e-02, eta: 7:42:57, time: 1.230, data_time: 0.091, memory: 9523, top1_acc: 0.8396, top5_acc: 0.9822, loss_cls: 0.5057, loss: 0.5057, grad_norm: 1.3832 2021-04-08 09:56:06,549 - mmaction - INFO - Epoch [17][2000/2910] lr: 8.485e-02, eta: 7:42:30, time: 1.220, data_time: 0.001, memory: 9523, top1_acc: 0.8518, top5_acc: 0.9824, loss_cls: 0.4870, loss: 0.4870, grad_norm: 1.3233 2021-04-08 09:56:32,280 - mmaction - INFO - Epoch [17][2020/2910] lr: 8.470e-02, eta: 7:42:04, time: 1.287, data_time: 0.037, memory: 9523, top1_acc: 0.8494, top5_acc: 0.9854, loss_cls: 0.4958, loss: 0.4958, grad_norm: 1.3675 2021-04-08 09:56:57,524 - mmaction - INFO - Epoch [17][2040/2910] lr: 8.456e-02, eta: 7:41:38, time: 1.264, data_time: 0.165, memory: 9523, top1_acc: 0.8416, top5_acc: 0.9820, loss_cls: 0.5058, loss: 0.5058, grad_norm: 1.3775 2021-04-08 09:57:21,489 - mmaction - INFO - Epoch [17][2060/2910] lr: 8.441e-02, eta: 7:41:11, time: 1.198, data_time: 0.131, memory: 9523, top1_acc: 0.8426, top5_acc: 0.9795, loss_cls: 0.5063, loss: 0.5063, grad_norm: 1.3704 2021-04-08 09:57:47,216 - mmaction - INFO - Epoch [17][2080/2910] lr: 8.426e-02, eta: 7:40:44, time: 1.286, data_time: 0.004, memory: 9523, top1_acc: 0.8439, top5_acc: 0.9805, loss_cls: 0.5138, loss: 0.5138, grad_norm: 1.4146 2021-04-08 09:58:11,264 - mmaction - INFO - Epoch [17][2100/2910] lr: 8.412e-02, eta: 7:40:17, time: 1.203, data_time: 0.028, memory: 9523, top1_acc: 0.8393, top5_acc: 0.9834, loss_cls: 0.5174, loss: 0.5174, grad_norm: 1.3924 2021-04-08 09:58:37,359 - mmaction - INFO - Epoch [17][2120/2910] lr: 8.397e-02, eta: 7:39:51, time: 1.305, data_time: 0.061, memory: 9523, top1_acc: 0.8424, top5_acc: 0.9807, loss_cls: 0.5173, loss: 0.5173, grad_norm: 1.3631 2021-04-08 09:59:00,913 - mmaction - INFO - Epoch [17][2140/2910] lr: 8.382e-02, eta: 7:39:24, time: 1.177, data_time: 0.073, memory: 9523, top1_acc: 0.8459, top5_acc: 0.9850, loss_cls: 0.4887, loss: 0.4887, grad_norm: 1.3502 2021-04-08 09:59:25,664 - mmaction - INFO - Epoch [17][2160/2910] lr: 8.368e-02, eta: 7:38:57, time: 1.236, data_time: 0.008, memory: 9523, top1_acc: 0.8430, top5_acc: 0.9834, loss_cls: 0.5074, loss: 0.5074, grad_norm: 1.4131 2021-04-08 09:59:50,252 - mmaction - INFO - Epoch [17][2180/2910] lr: 8.353e-02, eta: 7:38:31, time: 1.230, data_time: 0.040, memory: 9523, top1_acc: 0.8492, top5_acc: 0.9820, loss_cls: 0.4914, loss: 0.4914, grad_norm: 1.3445 2021-04-08 10:00:13,862 - mmaction - INFO - Epoch [17][2200/2910] lr: 8.338e-02, eta: 7:38:04, time: 1.180, data_time: 0.041, memory: 9523, top1_acc: 0.8469, top5_acc: 0.9811, loss_cls: 0.4928, loss: 0.4928, grad_norm: 1.3265 2021-04-08 10:00:38,468 - mmaction - INFO - Epoch [17][2220/2910] lr: 8.324e-02, eta: 7:37:37, time: 1.232, data_time: 0.097, memory: 9523, top1_acc: 0.8447, top5_acc: 0.9805, loss_cls: 0.5022, loss: 0.5022, grad_norm: 1.3892 2021-04-08 10:01:03,434 - mmaction - INFO - Epoch [17][2240/2910] lr: 8.309e-02, eta: 7:37:10, time: 1.249, data_time: 0.033, memory: 9523, top1_acc: 0.8396, top5_acc: 0.9812, loss_cls: 0.5177, loss: 0.5177, grad_norm: 1.3907 2021-04-08 10:01:28,547 - mmaction - INFO - Epoch [17][2260/2910] lr: 8.295e-02, eta: 7:36:44, time: 1.254, data_time: 0.108, memory: 9523, top1_acc: 0.8461, top5_acc: 0.9805, loss_cls: 0.4933, loss: 0.4933, grad_norm: 1.3237 2021-04-08 10:01:51,659 - mmaction - INFO - Epoch [17][2280/2910] lr: 8.280e-02, eta: 7:36:16, time: 1.155, data_time: 0.106, memory: 9523, top1_acc: 0.8371, top5_acc: 0.9842, loss_cls: 0.5037, loss: 0.5037, grad_norm: 1.3714 2021-04-08 10:02:16,597 - mmaction - INFO - Epoch [17][2300/2910] lr: 8.265e-02, eta: 7:35:50, time: 1.248, data_time: 0.093, memory: 9523, top1_acc: 0.8482, top5_acc: 0.9830, loss_cls: 0.4847, loss: 0.4847, grad_norm: 1.3458 2021-04-08 10:02:40,730 - mmaction - INFO - Epoch [17][2320/2910] lr: 8.251e-02, eta: 7:35:23, time: 1.205, data_time: 0.030, memory: 9523, top1_acc: 0.8484, top5_acc: 0.9854, loss_cls: 0.4798, loss: 0.4798, grad_norm: 1.3552 2021-04-08 10:03:05,324 - mmaction - INFO - Epoch [17][2340/2910] lr: 8.236e-02, eta: 7:34:56, time: 1.232, data_time: 0.052, memory: 9523, top1_acc: 0.8498, top5_acc: 0.9848, loss_cls: 0.4793, loss: 0.4793, grad_norm: 1.3660 2021-04-08 10:03:29,802 - mmaction - INFO - Epoch [17][2360/2910] lr: 8.222e-02, eta: 7:34:30, time: 1.222, data_time: 0.038, memory: 9523, top1_acc: 0.8395, top5_acc: 0.9846, loss_cls: 0.5015, loss: 0.5015, grad_norm: 1.4410 2021-04-08 10:03:54,699 - mmaction - INFO - Epoch [17][2380/2910] lr: 8.207e-02, eta: 7:34:03, time: 1.247, data_time: 0.004, memory: 9523, top1_acc: 0.8447, top5_acc: 0.9822, loss_cls: 0.5005, loss: 0.5005, grad_norm: 1.3468 2021-04-08 10:04:19,551 - mmaction - INFO - Epoch [17][2400/2910] lr: 8.193e-02, eta: 7:33:36, time: 1.243, data_time: 0.143, memory: 9523, top1_acc: 0.8514, top5_acc: 0.9838, loss_cls: 0.4816, loss: 0.4816, grad_norm: 1.3451 2021-04-08 10:04:43,909 - mmaction - INFO - Epoch [17][2420/2910] lr: 8.178e-02, eta: 7:33:10, time: 1.218, data_time: 0.062, memory: 9523, top1_acc: 0.8555, top5_acc: 0.9838, loss_cls: 0.4806, loss: 0.4806, grad_norm: 1.3646 2021-04-08 10:05:08,280 - mmaction - INFO - Epoch [17][2440/2910] lr: 8.164e-02, eta: 7:32:43, time: 1.217, data_time: 0.020, memory: 9523, top1_acc: 0.8484, top5_acc: 0.9814, loss_cls: 0.4884, loss: 0.4884, grad_norm: 1.3813 2021-04-08 10:05:33,381 - mmaction - INFO - Epoch [17][2460/2910] lr: 8.149e-02, eta: 7:32:16, time: 1.255, data_time: 0.082, memory: 9523, top1_acc: 0.8480, top5_acc: 0.9846, loss_cls: 0.4978, loss: 0.4978, grad_norm: 1.4074 2021-04-08 10:05:58,762 - mmaction - INFO - Epoch [17][2480/2910] lr: 8.135e-02, eta: 7:31:50, time: 1.269, data_time: 0.006, memory: 9523, top1_acc: 0.8479, top5_acc: 0.9832, loss_cls: 0.5085, loss: 0.5085, grad_norm: 1.3604 2021-04-08 10:06:23,057 - mmaction - INFO - Epoch [17][2500/2910] lr: 8.120e-02, eta: 7:31:23, time: 1.216, data_time: 0.084, memory: 9523, top1_acc: 0.8561, top5_acc: 0.9832, loss_cls: 0.4777, loss: 0.4777, grad_norm: 1.3563 2021-04-08 10:06:48,114 - mmaction - INFO - Epoch [17][2520/2910] lr: 8.106e-02, eta: 7:30:57, time: 1.252, data_time: 0.018, memory: 9523, top1_acc: 0.8457, top5_acc: 0.9824, loss_cls: 0.4955, loss: 0.4955, grad_norm: 1.3608 2021-04-08 10:07:11,801 - mmaction - INFO - Epoch [17][2540/2910] lr: 8.091e-02, eta: 7:30:30, time: 1.183, data_time: 0.039, memory: 9523, top1_acc: 0.8510, top5_acc: 0.9812, loss_cls: 0.5010, loss: 0.5010, grad_norm: 1.3962 2021-04-08 10:07:36,411 - mmaction - INFO - Epoch [17][2560/2910] lr: 8.077e-02, eta: 7:30:03, time: 1.231, data_time: 0.087, memory: 9523, top1_acc: 0.8439, top5_acc: 0.9795, loss_cls: 0.5136, loss: 0.5136, grad_norm: 1.4337 2021-04-08 10:08:00,365 - mmaction - INFO - Epoch [17][2580/2910] lr: 8.062e-02, eta: 7:29:36, time: 1.198, data_time: 0.006, memory: 9523, top1_acc: 0.8516, top5_acc: 0.9861, loss_cls: 0.4856, loss: 0.4856, grad_norm: 1.3595 2021-04-08 10:08:24,793 - mmaction - INFO - Epoch [17][2600/2910] lr: 8.048e-02, eta: 7:29:09, time: 1.222, data_time: 0.014, memory: 9523, top1_acc: 0.8498, top5_acc: 0.9799, loss_cls: 0.4908, loss: 0.4908, grad_norm: 1.3505 2021-04-08 10:08:47,588 - mmaction - INFO - Epoch [17][2620/2910] lr: 8.034e-02, eta: 7:28:42, time: 1.141, data_time: 0.019, memory: 9523, top1_acc: 0.8463, top5_acc: 0.9865, loss_cls: 0.4808, loss: 0.4808, grad_norm: 1.3462 2021-04-08 10:09:12,702 - mmaction - INFO - Epoch [17][2640/2910] lr: 8.019e-02, eta: 7:28:15, time: 1.256, data_time: 0.050, memory: 9523, top1_acc: 0.8510, top5_acc: 0.9828, loss_cls: 0.4802, loss: 0.4802, grad_norm: 1.3496 2021-04-08 10:09:36,914 - mmaction - INFO - Epoch [17][2660/2910] lr: 8.005e-02, eta: 7:27:48, time: 1.211, data_time: 0.041, memory: 9523, top1_acc: 0.8502, top5_acc: 0.9844, loss_cls: 0.4774, loss: 0.4774, grad_norm: 1.3275 2021-04-08 10:10:01,941 - mmaction - INFO - Epoch [17][2680/2910] lr: 7.990e-02, eta: 7:27:22, time: 1.251, data_time: 0.008, memory: 9523, top1_acc: 0.8561, top5_acc: 0.9844, loss_cls: 0.4644, loss: 0.4644, grad_norm: 1.3066 2021-04-08 10:10:27,247 - mmaction - INFO - Epoch [17][2700/2910] lr: 7.976e-02, eta: 7:26:56, time: 1.265, data_time: 0.051, memory: 9523, top1_acc: 0.8502, top5_acc: 0.9816, loss_cls: 0.4804, loss: 0.4804, grad_norm: 1.3185 2021-04-08 10:10:51,994 - mmaction - INFO - Epoch [17][2720/2910] lr: 7.962e-02, eta: 7:26:29, time: 1.237, data_time: 0.006, memory: 9523, top1_acc: 0.8486, top5_acc: 0.9830, loss_cls: 0.4804, loss: 0.4804, grad_norm: 1.3920 2021-04-08 10:11:16,172 - mmaction - INFO - Epoch [17][2740/2910] lr: 7.947e-02, eta: 7:26:02, time: 1.207, data_time: 0.112, memory: 9523, top1_acc: 0.8605, top5_acc: 0.9861, loss_cls: 0.4573, loss: 0.4573, grad_norm: 1.3217 2021-04-08 10:11:41,309 - mmaction - INFO - Epoch [17][2760/2910] lr: 7.933e-02, eta: 7:25:36, time: 1.259, data_time: 0.192, memory: 9523, top1_acc: 0.8676, top5_acc: 0.9852, loss_cls: 0.4436, loss: 0.4436, grad_norm: 1.3142 2021-04-08 10:12:05,817 - mmaction - INFO - Epoch [17][2780/2910] lr: 7.918e-02, eta: 7:25:09, time: 1.225, data_time: 0.030, memory: 9523, top1_acc: 0.8596, top5_acc: 0.9826, loss_cls: 0.4761, loss: 0.4761, grad_norm: 1.3907 2021-04-08 10:12:30,520 - mmaction - INFO - Epoch [17][2800/2910] lr: 7.904e-02, eta: 7:24:42, time: 1.236, data_time: 0.022, memory: 9523, top1_acc: 0.8549, top5_acc: 0.9836, loss_cls: 0.4679, loss: 0.4679, grad_norm: 1.3557 2021-04-08 10:12:56,418 - mmaction - INFO - Epoch [17][2820/2910] lr: 7.890e-02, eta: 7:24:16, time: 1.293, data_time: 0.075, memory: 9523, top1_acc: 0.8443, top5_acc: 0.9824, loss_cls: 0.4917, loss: 0.4917, grad_norm: 1.4072 2021-04-08 10:13:20,911 - mmaction - INFO - Epoch [17][2840/2910] lr: 7.876e-02, eta: 7:23:49, time: 1.225, data_time: 0.015, memory: 9523, top1_acc: 0.8480, top5_acc: 0.9807, loss_cls: 0.4869, loss: 0.4869, grad_norm: 1.3670 2021-04-08 10:13:45,518 - mmaction - INFO - Epoch [17][2860/2910] lr: 7.861e-02, eta: 7:23:23, time: 1.231, data_time: 0.059, memory: 9523, top1_acc: 0.8408, top5_acc: 0.9812, loss_cls: 0.5111, loss: 0.5111, grad_norm: 1.4670 2021-04-08 10:14:10,742 - mmaction - INFO - Epoch [17][2880/2910] lr: 7.847e-02, eta: 7:22:56, time: 1.261, data_time: 0.080, memory: 9523, top1_acc: 0.8412, top5_acc: 0.9795, loss_cls: 0.5076, loss: 0.5076, grad_norm: 1.4087 2021-04-08 10:14:34,048 - mmaction - INFO - Epoch [17][2900/2910] lr: 7.833e-02, eta: 7:22:29, time: 1.165, data_time: 0.002, memory: 9523, top1_acc: 0.8582, top5_acc: 0.9840, loss_cls: 0.4653, loss: 0.4653, grad_norm: 1.3387 2021-04-08 10:14:48,434 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-04-08 10:22:40,989 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-08 10:22:41,651 - mmaction - INFO - top1_acc 0.7709 top5_acc 0.9628 2021-04-08 10:22:41,652 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-08 10:22:41,760 - mmaction - INFO - mean_acc 0.7915 2021-04-08 10:22:41,761 - mmaction - INFO - Now best checkpoint is epoch_17.pth 2021-04-08 10:22:41,781 - mmaction - INFO - Epoch(val) [17][2910] top1_acc: 0.7709, top5_acc: 0.9628, mean_class_accuracy: 0.7915 2021-04-08 10:26:31,045 - mmaction - INFO - Epoch [18][20/2910] lr: 7.811e-02, eta: 7:23:08, time: 11.460, data_time: 10.329, memory: 9523, top1_acc: 0.8504, top5_acc: 0.9824, loss_cls: 0.4867, loss: 0.4867, grad_norm: 1.3522 2021-04-08 10:26:57,059 - mmaction - INFO - Epoch [18][40/2910] lr: 7.797e-02, eta: 7:22:42, time: 1.302, data_time: 0.021, memory: 9523, top1_acc: 0.8553, top5_acc: 0.9844, loss_cls: 0.4539, loss: 0.4539, grad_norm: 1.3405 2021-04-08 10:27:21,984 - mmaction - INFO - Epoch [18][60/2910] lr: 7.783e-02, eta: 7:22:16, time: 1.245, data_time: 0.004, memory: 9523, top1_acc: 0.8549, top5_acc: 0.9830, loss_cls: 0.4674, loss: 0.4674, grad_norm: 1.3846 2021-04-08 10:27:46,019 - mmaction - INFO - Epoch [18][80/2910] lr: 7.768e-02, eta: 7:21:49, time: 1.203, data_time: 0.107, memory: 9523, top1_acc: 0.8469, top5_acc: 0.9799, loss_cls: 0.4910, loss: 0.4910, grad_norm: 1.3935 2021-04-08 10:28:11,531 - mmaction - INFO - Epoch [18][100/2910] lr: 7.754e-02, eta: 7:21:22, time: 1.275, data_time: 0.036, memory: 9523, top1_acc: 0.8582, top5_acc: 0.9834, loss_cls: 0.4606, loss: 0.4606, grad_norm: 1.3266 2021-04-08 10:28:35,917 - mmaction - INFO - Epoch [18][120/2910] lr: 7.740e-02, eta: 7:20:55, time: 1.219, data_time: 0.001, memory: 9523, top1_acc: 0.8549, top5_acc: 0.9820, loss_cls: 0.4810, loss: 0.4810, grad_norm: 1.3902 2021-04-08 10:29:00,162 - mmaction - INFO - Epoch [18][140/2910] lr: 7.726e-02, eta: 7:20:28, time: 1.213, data_time: 0.175, memory: 9523, top1_acc: 0.8551, top5_acc: 0.9863, loss_cls: 0.4622, loss: 0.4622, grad_norm: 1.3148 2021-04-08 10:29:26,224 - mmaction - INFO - Epoch [18][160/2910] lr: 7.712e-02, eta: 7:20:02, time: 1.301, data_time: 0.059, memory: 9523, top1_acc: 0.8588, top5_acc: 0.9828, loss_cls: 0.4693, loss: 0.4693, grad_norm: 1.3527 2021-04-08 10:29:49,605 - mmaction - INFO - Epoch [18][180/2910] lr: 7.697e-02, eta: 7:19:35, time: 1.171, data_time: 0.033, memory: 9523, top1_acc: 0.8576, top5_acc: 0.9838, loss_cls: 0.4543, loss: 0.4543, grad_norm: 1.3304 2021-04-08 10:30:14,753 - mmaction - INFO - Epoch [18][200/2910] lr: 7.683e-02, eta: 7:19:09, time: 1.257, data_time: 0.080, memory: 9523, top1_acc: 0.8516, top5_acc: 0.9863, loss_cls: 0.4633, loss: 0.4633, grad_norm: 1.3806 2021-04-08 10:30:39,116 - mmaction - INFO - Epoch [18][220/2910] lr: 7.669e-02, eta: 7:18:42, time: 1.218, data_time: 0.163, memory: 9523, top1_acc: 0.8619, top5_acc: 0.9848, loss_cls: 0.4554, loss: 0.4554, grad_norm: 1.3993 2021-04-08 10:31:03,217 - mmaction - INFO - Epoch [18][240/2910] lr: 7.655e-02, eta: 7:18:15, time: 1.205, data_time: 0.009, memory: 9523, top1_acc: 0.8391, top5_acc: 0.9832, loss_cls: 0.5117, loss: 0.5117, grad_norm: 1.4231 2021-04-08 10:31:28,073 - mmaction - INFO - Epoch [18][260/2910] lr: 7.641e-02, eta: 7:17:48, time: 1.242, data_time: 0.008, memory: 9523, top1_acc: 0.8471, top5_acc: 0.9842, loss_cls: 0.4871, loss: 0.4871, grad_norm: 1.4226 2021-04-08 10:31:52,205 - mmaction - INFO - Epoch [18][280/2910] lr: 7.627e-02, eta: 7:17:21, time: 1.208, data_time: 0.033, memory: 9523, top1_acc: 0.8561, top5_acc: 0.9807, loss_cls: 0.4784, loss: 0.4784, grad_norm: 1.3982 2021-04-08 10:32:16,973 - mmaction - INFO - Epoch [18][300/2910] lr: 7.612e-02, eta: 7:16:54, time: 1.236, data_time: 0.044, memory: 9523, top1_acc: 0.8486, top5_acc: 0.9832, loss_cls: 0.4835, loss: 0.4835, grad_norm: 1.3820 2021-04-08 10:32:41,766 - mmaction - INFO - Epoch [18][320/2910] lr: 7.598e-02, eta: 7:16:28, time: 1.242, data_time: 0.041, memory: 9523, top1_acc: 0.8572, top5_acc: 0.9861, loss_cls: 0.4612, loss: 0.4612, grad_norm: 1.3580 2021-04-08 10:33:05,805 - mmaction - INFO - Epoch [18][340/2910] lr: 7.584e-02, eta: 7:16:01, time: 1.202, data_time: 0.130, memory: 9523, top1_acc: 0.8539, top5_acc: 0.9854, loss_cls: 0.4789, loss: 0.4789, grad_norm: 1.4018 2021-04-08 10:33:30,621 - mmaction - INFO - Epoch [18][360/2910] lr: 7.570e-02, eta: 7:15:34, time: 1.240, data_time: 0.151, memory: 9523, top1_acc: 0.8523, top5_acc: 0.9855, loss_cls: 0.4804, loss: 0.4804, grad_norm: 1.4013 2021-04-08 10:33:54,404 - mmaction - INFO - Epoch [18][380/2910] lr: 7.556e-02, eta: 7:15:07, time: 1.189, data_time: 0.042, memory: 9523, top1_acc: 0.8457, top5_acc: 0.9820, loss_cls: 0.4822, loss: 0.4822, grad_norm: 1.3841 2021-04-08 10:34:19,354 - mmaction - INFO - Epoch [18][400/2910] lr: 7.542e-02, eta: 7:14:41, time: 1.247, data_time: 0.154, memory: 9523, top1_acc: 0.8545, top5_acc: 0.9828, loss_cls: 0.4700, loss: 0.4700, grad_norm: 1.3712 2021-04-08 10:34:44,003 - mmaction - INFO - Epoch [18][420/2910] lr: 7.528e-02, eta: 7:14:14, time: 1.233, data_time: 0.030, memory: 9523, top1_acc: 0.8486, top5_acc: 0.9795, loss_cls: 0.4923, loss: 0.4923, grad_norm: 1.4229 2021-04-08 10:35:08,734 - mmaction - INFO - Epoch [18][440/2910] lr: 7.514e-02, eta: 7:13:47, time: 1.237, data_time: 0.095, memory: 9523, top1_acc: 0.8545, top5_acc: 0.9838, loss_cls: 0.4768, loss: 0.4768, grad_norm: 1.4265 2021-04-08 10:35:32,662 - mmaction - INFO - Epoch [18][460/2910] lr: 7.500e-02, eta: 7:13:20, time: 1.195, data_time: 0.112, memory: 9523, top1_acc: 0.8555, top5_acc: 0.9848, loss_cls: 0.4760, loss: 0.4760, grad_norm: 1.3754 2021-04-08 10:35:57,127 - mmaction - INFO - Epoch [18][480/2910] lr: 7.486e-02, eta: 7:12:53, time: 1.223, data_time: 0.144, memory: 9523, top1_acc: 0.8525, top5_acc: 0.9855, loss_cls: 0.4747, loss: 0.4747, grad_norm: 1.3744 2021-04-08 10:36:21,196 - mmaction - INFO - Epoch [18][500/2910] lr: 7.472e-02, eta: 7:12:26, time: 1.204, data_time: 0.099, memory: 9523, top1_acc: 0.8500, top5_acc: 0.9830, loss_cls: 0.4721, loss: 0.4721, grad_norm: 1.4251 2021-04-08 10:36:46,091 - mmaction - INFO - Epoch [18][520/2910] lr: 7.458e-02, eta: 7:12:00, time: 1.245, data_time: 0.029, memory: 9523, top1_acc: 0.8445, top5_acc: 0.9832, loss_cls: 0.4938, loss: 0.4938, grad_norm: 1.4146 2021-04-08 10:37:11,593 - mmaction - INFO - Epoch [18][540/2910] lr: 7.444e-02, eta: 7:11:34, time: 1.275, data_time: 0.064, memory: 9523, top1_acc: 0.8553, top5_acc: 0.9852, loss_cls: 0.4618, loss: 0.4618, grad_norm: 1.3560 2021-04-08 10:37:35,450 - mmaction - INFO - Epoch [18][560/2910] lr: 7.430e-02, eta: 7:11:07, time: 1.193, data_time: 0.115, memory: 9523, top1_acc: 0.8480, top5_acc: 0.9824, loss_cls: 0.4878, loss: 0.4878, grad_norm: 1.4143 2021-04-08 10:37:59,706 - mmaction - INFO - Epoch [18][580/2910] lr: 7.416e-02, eta: 7:10:40, time: 1.213, data_time: 0.090, memory: 9523, top1_acc: 0.8512, top5_acc: 0.9818, loss_cls: 0.4826, loss: 0.4826, grad_norm: 1.4129 2021-04-08 10:38:24,563 - mmaction - INFO - Epoch [18][600/2910] lr: 7.402e-02, eta: 7:10:13, time: 1.243, data_time: 0.101, memory: 9523, top1_acc: 0.8506, top5_acc: 0.9838, loss_cls: 0.4808, loss: 0.4808, grad_norm: 1.3915 2021-04-08 10:38:49,153 - mmaction - INFO - Epoch [18][620/2910] lr: 7.388e-02, eta: 7:09:46, time: 1.229, data_time: 0.125, memory: 9523, top1_acc: 0.8574, top5_acc: 0.9863, loss_cls: 0.4542, loss: 0.4542, grad_norm: 1.3876 2021-04-08 10:39:13,889 - mmaction - INFO - Epoch [18][640/2910] lr: 7.374e-02, eta: 7:09:20, time: 1.237, data_time: 0.066, memory: 9523, top1_acc: 0.8549, top5_acc: 0.9826, loss_cls: 0.4712, loss: 0.4712, grad_norm: 1.3618 2021-04-08 10:39:37,279 - mmaction - INFO - Epoch [18][660/2910] lr: 7.360e-02, eta: 7:08:52, time: 1.170, data_time: 0.057, memory: 9523, top1_acc: 0.8535, top5_acc: 0.9840, loss_cls: 0.4746, loss: 0.4746, grad_norm: 1.3994 2021-04-08 10:40:02,097 - mmaction - INFO - Epoch [18][680/2910] lr: 7.346e-02, eta: 7:08:26, time: 1.241, data_time: 0.096, memory: 9523, top1_acc: 0.8482, top5_acc: 0.9842, loss_cls: 0.4821, loss: 0.4821, grad_norm: 1.4898 2021-04-08 10:40:27,317 - mmaction - INFO - Epoch [18][700/2910] lr: 7.332e-02, eta: 7:07:59, time: 1.262, data_time: 0.158, memory: 9523, top1_acc: 0.8455, top5_acc: 0.9824, loss_cls: 0.5100, loss: 0.5100, grad_norm: 1.4690 2021-04-08 10:40:52,388 - mmaction - INFO - Epoch [18][720/2910] lr: 7.318e-02, eta: 7:07:33, time: 1.251, data_time: 0.060, memory: 9523, top1_acc: 0.8477, top5_acc: 0.9787, loss_cls: 0.4920, loss: 0.4920, grad_norm: 1.4683 2021-04-08 10:41:15,776 - mmaction - INFO - Epoch [18][740/2910] lr: 7.304e-02, eta: 7:07:06, time: 1.171, data_time: 0.126, memory: 9523, top1_acc: 0.8656, top5_acc: 0.9857, loss_cls: 0.4524, loss: 0.4524, grad_norm: 1.3720 2021-04-08 10:41:40,137 - mmaction - INFO - Epoch [18][760/2910] lr: 7.290e-02, eta: 7:06:39, time: 1.218, data_time: 0.040, memory: 9523, top1_acc: 0.8666, top5_acc: 0.9873, loss_cls: 0.4385, loss: 0.4385, grad_norm: 1.3407 2021-04-08 10:42:04,575 - mmaction - INFO - Epoch [18][780/2910] lr: 7.276e-02, eta: 7:06:12, time: 1.221, data_time: 0.084, memory: 9523, top1_acc: 0.8635, top5_acc: 0.9857, loss_cls: 0.4499, loss: 0.4499, grad_norm: 1.3425 2021-04-08 10:42:29,186 - mmaction - INFO - Epoch [18][800/2910] lr: 7.262e-02, eta: 7:05:45, time: 1.231, data_time: 0.122, memory: 9523, top1_acc: 0.8512, top5_acc: 0.9875, loss_cls: 0.4742, loss: 0.4742, grad_norm: 1.4561 2021-04-08 10:42:53,027 - mmaction - INFO - Epoch [18][820/2910] lr: 7.249e-02, eta: 7:05:18, time: 1.192, data_time: 0.165, memory: 9523, top1_acc: 0.8441, top5_acc: 0.9836, loss_cls: 0.4969, loss: 0.4969, grad_norm: 1.4350 2021-04-08 10:43:17,252 - mmaction - INFO - Epoch [18][840/2910] lr: 7.235e-02, eta: 7:04:52, time: 1.212, data_time: 0.019, memory: 9523, top1_acc: 0.8486, top5_acc: 0.9840, loss_cls: 0.4741, loss: 0.4741, grad_norm: 1.4268 2021-04-08 10:43:42,251 - mmaction - INFO - Epoch [18][860/2910] lr: 7.221e-02, eta: 7:04:25, time: 1.249, data_time: 0.047, memory: 9523, top1_acc: 0.8533, top5_acc: 0.9854, loss_cls: 0.4796, loss: 0.4796, grad_norm: 1.4380 2021-04-08 10:44:06,950 - mmaction - INFO - Epoch [18][880/2910] lr: 7.207e-02, eta: 7:03:58, time: 1.236, data_time: 0.092, memory: 9523, top1_acc: 0.8547, top5_acc: 0.9834, loss_cls: 0.4689, loss: 0.4689, grad_norm: 1.3977 2021-04-08 10:44:31,874 - mmaction - INFO - Epoch [18][900/2910] lr: 7.193e-02, eta: 7:03:32, time: 1.246, data_time: 0.104, memory: 9523, top1_acc: 0.8561, top5_acc: 0.9844, loss_cls: 0.4539, loss: 0.4539, grad_norm: 1.4105 2021-04-08 10:44:57,007 - mmaction - INFO - Epoch [18][920/2910] lr: 7.179e-02, eta: 7:03:05, time: 1.257, data_time: 0.076, memory: 9523, top1_acc: 0.8594, top5_acc: 0.9842, loss_cls: 0.4591, loss: 0.4591, grad_norm: 1.4223 2021-04-08 10:45:21,132 - mmaction - INFO - Epoch [18][940/2910] lr: 7.166e-02, eta: 7:02:39, time: 1.205, data_time: 0.117, memory: 9523, top1_acc: 0.8561, top5_acc: 0.9854, loss_cls: 0.4554, loss: 0.4554, grad_norm: 1.3690 2021-04-08 10:45:47,370 - mmaction - INFO - Epoch [18][960/2910] lr: 7.152e-02, eta: 7:02:13, time: 1.314, data_time: 0.072, memory: 9523, top1_acc: 0.8551, top5_acc: 0.9846, loss_cls: 0.4670, loss: 0.4670, grad_norm: 1.4277 2021-04-08 10:46:12,240 - mmaction - INFO - Epoch [18][980/2910] lr: 7.138e-02, eta: 7:01:46, time: 1.243, data_time: 0.105, memory: 9523, top1_acc: 0.8598, top5_acc: 0.9834, loss_cls: 0.4538, loss: 0.4538, grad_norm: 1.3729 2021-04-08 10:46:36,470 - mmaction - INFO - Epoch [18][1000/2910] lr: 7.124e-02, eta: 7:01:19, time: 1.212, data_time: 0.088, memory: 9523, top1_acc: 0.8594, top5_acc: 0.9875, loss_cls: 0.4488, loss: 0.4488, grad_norm: 1.3887 2021-04-08 10:46:59,862 - mmaction - INFO - Epoch [18][1020/2910] lr: 7.111e-02, eta: 7:00:52, time: 1.169, data_time: 0.077, memory: 9523, top1_acc: 0.8617, top5_acc: 0.9840, loss_cls: 0.4516, loss: 0.4516, grad_norm: 1.3803 2021-04-08 10:47:24,631 - mmaction - INFO - Epoch [18][1040/2910] lr: 7.097e-02, eta: 7:00:25, time: 1.238, data_time: 0.067, memory: 9523, top1_acc: 0.8461, top5_acc: 0.9848, loss_cls: 0.4767, loss: 0.4767, grad_norm: 1.4167 2021-04-08 10:47:48,352 - mmaction - INFO - Epoch [18][1060/2910] lr: 7.083e-02, eta: 6:59:58, time: 1.185, data_time: 0.061, memory: 9523, top1_acc: 0.8555, top5_acc: 0.9881, loss_cls: 0.4535, loss: 0.4535, grad_norm: 1.4590 2021-04-08 10:48:13,272 - mmaction - INFO - Epoch [18][1080/2910] lr: 7.069e-02, eta: 6:59:32, time: 1.246, data_time: 0.106, memory: 9523, top1_acc: 0.8521, top5_acc: 0.9830, loss_cls: 0.4839, loss: 0.4839, grad_norm: 1.4256 2021-04-08 10:48:37,282 - mmaction - INFO - Epoch [18][1100/2910] lr: 7.056e-02, eta: 6:59:05, time: 1.202, data_time: 0.065, memory: 9523, top1_acc: 0.8607, top5_acc: 0.9879, loss_cls: 0.4494, loss: 0.4494, grad_norm: 1.4064 2021-04-08 10:49:03,754 - mmaction - INFO - Epoch [18][1120/2910] lr: 7.042e-02, eta: 6:58:39, time: 1.324, data_time: 0.009, memory: 9523, top1_acc: 0.8584, top5_acc: 0.9857, loss_cls: 0.4582, loss: 0.4582, grad_norm: 1.4106 2021-04-08 10:49:26,864 - mmaction - INFO - Epoch [18][1140/2910] lr: 7.028e-02, eta: 6:58:12, time: 1.156, data_time: 0.057, memory: 9523, top1_acc: 0.8602, top5_acc: 0.9836, loss_cls: 0.4568, loss: 0.4568, grad_norm: 1.4274 2021-04-08 10:49:51,321 - mmaction - INFO - Epoch [18][1160/2910] lr: 7.014e-02, eta: 6:57:45, time: 1.221, data_time: 0.110, memory: 9523, top1_acc: 0.8555, top5_acc: 0.9861, loss_cls: 0.4530, loss: 0.4530, grad_norm: 1.4195 2021-04-08 10:50:15,644 - mmaction - INFO - Epoch [18][1180/2910] lr: 7.001e-02, eta: 6:57:18, time: 1.217, data_time: 0.087, memory: 9523, top1_acc: 0.8551, top5_acc: 0.9842, loss_cls: 0.4720, loss: 0.4720, grad_norm: 1.5002 2021-04-08 10:50:40,095 - mmaction - INFO - Epoch [18][1200/2910] lr: 6.987e-02, eta: 6:56:52, time: 1.223, data_time: 0.085, memory: 9523, top1_acc: 0.8490, top5_acc: 0.9816, loss_cls: 0.4886, loss: 0.4886, grad_norm: 1.4653 2021-04-08 10:51:04,553 - mmaction - INFO - Epoch [18][1220/2910] lr: 6.973e-02, eta: 6:56:25, time: 1.222, data_time: 0.007, memory: 9523, top1_acc: 0.8498, top5_acc: 0.9832, loss_cls: 0.4668, loss: 0.4668, grad_norm: 1.4030 2021-04-08 10:51:28,968 - mmaction - INFO - Epoch [18][1240/2910] lr: 6.960e-02, eta: 6:55:58, time: 1.220, data_time: 0.086, memory: 9523, top1_acc: 0.8633, top5_acc: 0.9885, loss_cls: 0.4188, loss: 0.4188, grad_norm: 1.3751 2021-04-08 10:51:53,402 - mmaction - INFO - Epoch [18][1260/2910] lr: 6.946e-02, eta: 6:55:31, time: 1.222, data_time: 0.046, memory: 9523, top1_acc: 0.8557, top5_acc: 0.9865, loss_cls: 0.4580, loss: 0.4580, grad_norm: 1.4450 2021-04-08 10:52:18,402 - mmaction - INFO - Epoch [18][1280/2910] lr: 6.933e-02, eta: 6:55:05, time: 1.251, data_time: 0.237, memory: 9523, top1_acc: 0.8592, top5_acc: 0.9879, loss_cls: 0.4501, loss: 0.4501, grad_norm: 1.4107 2021-04-08 10:52:43,168 - mmaction - INFO - Epoch [18][1300/2910] lr: 6.919e-02, eta: 6:54:38, time: 1.239, data_time: 0.180, memory: 9523, top1_acc: 0.8668, top5_acc: 0.9867, loss_cls: 0.4283, loss: 0.4283, grad_norm: 1.3652 2021-04-08 10:53:07,948 - mmaction - INFO - Epoch [18][1320/2910] lr: 6.905e-02, eta: 6:54:12, time: 1.240, data_time: 0.089, memory: 9523, top1_acc: 0.8459, top5_acc: 0.9828, loss_cls: 0.4688, loss: 0.4688, grad_norm: 1.4710 2021-04-08 10:53:32,555 - mmaction - INFO - Epoch [18][1340/2910] lr: 6.892e-02, eta: 6:53:45, time: 1.229, data_time: 0.033, memory: 9523, top1_acc: 0.8500, top5_acc: 0.9871, loss_cls: 0.4644, loss: 0.4644, grad_norm: 1.4622 2021-04-08 10:53:57,182 - mmaction - INFO - Epoch [18][1360/2910] lr: 6.878e-02, eta: 6:53:18, time: 1.232, data_time: 0.066, memory: 9523, top1_acc: 0.8531, top5_acc: 0.9846, loss_cls: 0.4589, loss: 0.4589, grad_norm: 1.4343 2021-04-08 10:54:22,866 - mmaction - INFO - Epoch [18][1380/2910] lr: 6.865e-02, eta: 6:52:52, time: 1.284, data_time: 0.093, memory: 9523, top1_acc: 0.8508, top5_acc: 0.9830, loss_cls: 0.4724, loss: 0.4724, grad_norm: 1.4677 2021-04-08 10:54:47,167 - mmaction - INFO - Epoch [18][1400/2910] lr: 6.851e-02, eta: 6:52:25, time: 1.215, data_time: 0.206, memory: 9523, top1_acc: 0.8639, top5_acc: 0.9846, loss_cls: 0.4405, loss: 0.4405, grad_norm: 1.3953 2021-04-08 10:55:12,902 - mmaction - INFO - Epoch [18][1420/2910] lr: 6.837e-02, eta: 6:51:59, time: 1.287, data_time: 0.222, memory: 9523, top1_acc: 0.8676, top5_acc: 0.9863, loss_cls: 0.4218, loss: 0.4218, grad_norm: 1.3537 2021-04-08 10:55:36,138 - mmaction - INFO - Epoch [18][1440/2910] lr: 6.824e-02, eta: 6:51:32, time: 1.161, data_time: 0.061, memory: 9523, top1_acc: 0.8664, top5_acc: 0.9848, loss_cls: 0.4283, loss: 0.4283, grad_norm: 1.3611 2021-04-08 10:56:00,145 - mmaction - INFO - Epoch [18][1460/2910] lr: 6.810e-02, eta: 6:51:05, time: 1.201, data_time: 0.039, memory: 9523, top1_acc: 0.8633, top5_acc: 0.9842, loss_cls: 0.4568, loss: 0.4568, grad_norm: 1.4667 2021-04-08 10:56:24,516 - mmaction - INFO - Epoch [18][1480/2910] lr: 6.797e-02, eta: 6:50:38, time: 1.218, data_time: 0.057, memory: 9523, top1_acc: 0.8645, top5_acc: 0.9842, loss_cls: 0.4385, loss: 0.4385, grad_norm: 1.4150 2021-04-08 10:56:50,777 - mmaction - INFO - Epoch [18][1500/2910] lr: 6.783e-02, eta: 6:50:12, time: 1.312, data_time: 0.081, memory: 9523, top1_acc: 0.8615, top5_acc: 0.9855, loss_cls: 0.4504, loss: 0.4504, grad_norm: 1.4386 2021-04-08 10:57:15,469 - mmaction - INFO - Epoch [18][1520/2910] lr: 6.770e-02, eta: 6:49:46, time: 1.237, data_time: 0.003, memory: 9523, top1_acc: 0.8561, top5_acc: 0.9811, loss_cls: 0.4711, loss: 0.4711, grad_norm: 1.4899 2021-04-08 10:57:39,016 - mmaction - INFO - Epoch [18][1540/2910] lr: 6.756e-02, eta: 6:49:19, time: 1.177, data_time: 0.093, memory: 9523, top1_acc: 0.8570, top5_acc: 0.9863, loss_cls: 0.4600, loss: 0.4600, grad_norm: 1.4550 2021-04-08 10:58:03,557 - mmaction - INFO - Epoch [18][1560/2910] lr: 6.743e-02, eta: 6:48:52, time: 1.226, data_time: 0.041, memory: 9523, top1_acc: 0.8553, top5_acc: 0.9865, loss_cls: 0.4663, loss: 0.4663, grad_norm: 1.4352 2021-04-08 10:58:28,121 - mmaction - INFO - Epoch [18][1580/2910] lr: 6.729e-02, eta: 6:48:25, time: 1.227, data_time: 0.060, memory: 9523, top1_acc: 0.8582, top5_acc: 0.9834, loss_cls: 0.4675, loss: 0.4675, grad_norm: 1.4485 2021-04-08 10:58:54,933 - mmaction - INFO - Epoch [18][1600/2910] lr: 6.716e-02, eta: 6:48:00, time: 1.341, data_time: 0.027, memory: 9523, top1_acc: 0.8629, top5_acc: 0.9834, loss_cls: 0.4670, loss: 0.4670, grad_norm: 1.4183 2021-04-08 10:59:18,777 - mmaction - INFO - Epoch [18][1620/2910] lr: 6.703e-02, eta: 6:47:33, time: 1.194, data_time: 0.041, memory: 9523, top1_acc: 0.8586, top5_acc: 0.9865, loss_cls: 0.4426, loss: 0.4426, grad_norm: 1.4126 2021-04-08 10:59:43,531 - mmaction - INFO - Epoch [18][1640/2910] lr: 6.689e-02, eta: 6:47:06, time: 1.238, data_time: 0.054, memory: 9523, top1_acc: 0.8609, top5_acc: 0.9855, loss_cls: 0.4366, loss: 0.4366, grad_norm: 1.3754 2021-04-08 11:00:08,488 - mmaction - INFO - Epoch [18][1660/2910] lr: 6.676e-02, eta: 6:46:40, time: 1.248, data_time: 0.042, memory: 9523, top1_acc: 0.8572, top5_acc: 0.9895, loss_cls: 0.4537, loss: 0.4537, grad_norm: 1.4563 2021-04-08 11:00:33,551 - mmaction - INFO - Epoch [18][1680/2910] lr: 6.662e-02, eta: 6:46:13, time: 1.253, data_time: 0.017, memory: 9523, top1_acc: 0.8652, top5_acc: 0.9861, loss_cls: 0.4375, loss: 0.4375, grad_norm: 1.4626 2021-04-08 11:00:58,925 - mmaction - INFO - Epoch [18][1700/2910] lr: 6.649e-02, eta: 6:45:47, time: 1.269, data_time: 0.024, memory: 9523, top1_acc: 0.8684, top5_acc: 0.9877, loss_cls: 0.4380, loss: 0.4380, grad_norm: 1.4384 2021-04-08 11:01:23,767 - mmaction - INFO - Epoch [18][1720/2910] lr: 6.635e-02, eta: 6:45:20, time: 1.242, data_time: 0.007, memory: 9523, top1_acc: 0.8664, top5_acc: 0.9875, loss_cls: 0.4261, loss: 0.4261, grad_norm: 1.3888 2021-04-08 11:01:48,045 - mmaction - INFO - Epoch [18][1740/2910] lr: 6.622e-02, eta: 6:44:54, time: 1.214, data_time: 0.300, memory: 9523, top1_acc: 0.8604, top5_acc: 0.9855, loss_cls: 0.4574, loss: 0.4574, grad_norm: 1.4731 2021-04-08 11:02:12,954 - mmaction - INFO - Epoch [18][1760/2910] lr: 6.609e-02, eta: 6:44:27, time: 1.243, data_time: 0.188, memory: 9523, top1_acc: 0.8545, top5_acc: 0.9855, loss_cls: 0.4594, loss: 0.4594, grad_norm: 1.4868 2021-04-08 11:02:37,282 - mmaction - INFO - Epoch [18][1780/2910] lr: 6.595e-02, eta: 6:44:00, time: 1.218, data_time: 0.040, memory: 9523, top1_acc: 0.8592, top5_acc: 0.9836, loss_cls: 0.4625, loss: 0.4625, grad_norm: 1.4471 2021-04-08 11:03:01,589 - mmaction - INFO - Epoch [18][1800/2910] lr: 6.582e-02, eta: 6:43:34, time: 1.215, data_time: 0.061, memory: 9523, top1_acc: 0.8658, top5_acc: 0.9891, loss_cls: 0.4296, loss: 0.4296, grad_norm: 1.4043 2021-04-08 11:03:26,496 - mmaction - INFO - Epoch [18][1820/2910] lr: 6.569e-02, eta: 6:43:07, time: 1.246, data_time: 0.093, memory: 9523, top1_acc: 0.8641, top5_acc: 0.9869, loss_cls: 0.4379, loss: 0.4379, grad_norm: 1.4153 2021-04-08 11:03:49,579 - mmaction - INFO - Epoch [18][1840/2910] lr: 6.555e-02, eta: 6:42:40, time: 1.153, data_time: 0.153, memory: 9523, top1_acc: 0.8672, top5_acc: 0.9869, loss_cls: 0.4481, loss: 0.4481, grad_norm: 1.4133 2021-04-08 11:04:14,180 - mmaction - INFO - Epoch [18][1860/2910] lr: 6.542e-02, eta: 6:42:13, time: 1.231, data_time: 0.041, memory: 9523, top1_acc: 0.8695, top5_acc: 0.9871, loss_cls: 0.4211, loss: 0.4211, grad_norm: 1.3900 2021-04-08 11:04:39,199 - mmaction - INFO - Epoch [18][1880/2910] lr: 6.529e-02, eta: 6:41:47, time: 1.250, data_time: 0.176, memory: 9523, top1_acc: 0.8586, top5_acc: 0.9840, loss_cls: 0.4531, loss: 0.4531, grad_norm: 1.4774 2021-04-08 11:05:03,284 - mmaction - INFO - Epoch [18][1900/2910] lr: 6.515e-02, eta: 6:41:20, time: 1.203, data_time: 0.011, memory: 9523, top1_acc: 0.8619, top5_acc: 0.9879, loss_cls: 0.4362, loss: 0.4362, grad_norm: 1.4375 2021-04-08 11:05:28,981 - mmaction - INFO - Epoch [18][1920/2910] lr: 6.502e-02, eta: 6:40:54, time: 1.285, data_time: 0.079, memory: 9523, top1_acc: 0.8662, top5_acc: 0.9877, loss_cls: 0.4270, loss: 0.4270, grad_norm: 1.4173 2021-04-08 11:05:53,374 - mmaction - INFO - Epoch [18][1940/2910] lr: 6.489e-02, eta: 6:40:27, time: 1.220, data_time: 0.205, memory: 9523, top1_acc: 0.8738, top5_acc: 0.9844, loss_cls: 0.4215, loss: 0.4215, grad_norm: 1.3488 2021-04-08 11:06:18,036 - mmaction - INFO - Epoch [18][1960/2910] lr: 6.476e-02, eta: 6:40:01, time: 1.233, data_time: 0.161, memory: 9523, top1_acc: 0.8678, top5_acc: 0.9887, loss_cls: 0.4149, loss: 0.4149, grad_norm: 1.4101 2021-04-08 11:06:42,683 - mmaction - INFO - Epoch [18][1980/2910] lr: 6.462e-02, eta: 6:39:34, time: 1.232, data_time: 0.048, memory: 9523, top1_acc: 0.8547, top5_acc: 0.9846, loss_cls: 0.4575, loss: 0.4575, grad_norm: 1.4781 2021-04-08 11:07:07,274 - mmaction - INFO - Epoch [18][2000/2910] lr: 6.449e-02, eta: 6:39:08, time: 1.232, data_time: 0.023, memory: 9523, top1_acc: 0.8615, top5_acc: 0.9857, loss_cls: 0.4568, loss: 0.4568, grad_norm: 1.4661 2021-04-08 11:07:32,055 - mmaction - INFO - Epoch [18][2020/2910] lr: 6.436e-02, eta: 6:38:41, time: 1.239, data_time: 0.124, memory: 9523, top1_acc: 0.8559, top5_acc: 0.9840, loss_cls: 0.4597, loss: 0.4597, grad_norm: 1.4864 2021-04-08 11:07:55,668 - mmaction - INFO - Epoch [18][2040/2910] lr: 6.423e-02, eta: 6:38:14, time: 1.181, data_time: 0.012, memory: 9523, top1_acc: 0.8648, top5_acc: 0.9854, loss_cls: 0.4346, loss: 0.4346, grad_norm: 1.4150 2021-04-08 11:08:20,646 - mmaction - INFO - Epoch [18][2060/2910] lr: 6.409e-02, eta: 6:37:48, time: 1.248, data_time: 0.075, memory: 9523, top1_acc: 0.8652, top5_acc: 0.9855, loss_cls: 0.4278, loss: 0.4278, grad_norm: 1.4091 2021-04-08 11:08:45,440 - mmaction - INFO - Epoch [18][2080/2910] lr: 6.396e-02, eta: 6:37:21, time: 1.241, data_time: 0.108, memory: 9523, top1_acc: 0.8602, top5_acc: 0.9875, loss_cls: 0.4486, loss: 0.4486, grad_norm: 1.4536 2021-04-08 11:09:09,134 - mmaction - INFO - Epoch [18][2100/2910] lr: 6.383e-02, eta: 6:36:54, time: 1.183, data_time: 0.018, memory: 9523, top1_acc: 0.8703, top5_acc: 0.9869, loss_cls: 0.4247, loss: 0.4247, grad_norm: 1.4088 2021-04-08 11:09:33,722 - mmaction - INFO - Epoch [18][2120/2910] lr: 6.370e-02, eta: 6:36:28, time: 1.230, data_time: 0.022, memory: 9523, top1_acc: 0.8645, top5_acc: 0.9869, loss_cls: 0.4305, loss: 0.4305, grad_norm: 1.4474 2021-04-08 11:09:58,766 - mmaction - INFO - Epoch [18][2140/2910] lr: 6.357e-02, eta: 6:36:01, time: 1.254, data_time: 0.070, memory: 9523, top1_acc: 0.8721, top5_acc: 0.9889, loss_cls: 0.4233, loss: 0.4233, grad_norm: 1.4359 2021-04-08 11:10:23,735 - mmaction - INFO - Epoch [18][2160/2910] lr: 6.344e-02, eta: 6:35:35, time: 1.247, data_time: 0.130, memory: 9523, top1_acc: 0.8672, top5_acc: 0.9873, loss_cls: 0.4369, loss: 0.4369, grad_norm: 1.4514 2021-04-08 11:10:48,518 - mmaction - INFO - Epoch [18][2180/2910] lr: 6.330e-02, eta: 6:35:08, time: 1.239, data_time: 0.009, memory: 9523, top1_acc: 0.8717, top5_acc: 0.9863, loss_cls: 0.4292, loss: 0.4292, grad_norm: 1.4407 2021-04-08 11:11:13,844 - mmaction - INFO - Epoch [18][2200/2910] lr: 6.317e-02, eta: 6:34:42, time: 1.266, data_time: 0.074, memory: 9523, top1_acc: 0.8650, top5_acc: 0.9852, loss_cls: 0.4485, loss: 0.4485, grad_norm: 1.4580 2021-04-08 11:11:37,817 - mmaction - INFO - Epoch [18][2220/2910] lr: 6.304e-02, eta: 6:34:15, time: 1.200, data_time: 0.023, memory: 9523, top1_acc: 0.8674, top5_acc: 0.9875, loss_cls: 0.4419, loss: 0.4419, grad_norm: 1.4811 2021-04-08 11:12:02,340 - mmaction - INFO - Epoch [18][2240/2910] lr: 6.291e-02, eta: 6:33:48, time: 1.225, data_time: 0.149, memory: 9523, top1_acc: 0.8625, top5_acc: 0.9842, loss_cls: 0.4530, loss: 0.4530, grad_norm: 1.4895 2021-04-08 11:12:27,384 - mmaction - INFO - Epoch [18][2260/2910] lr: 6.278e-02, eta: 6:33:22, time: 1.253, data_time: 0.061, memory: 9523, top1_acc: 0.8654, top5_acc: 0.9846, loss_cls: 0.4461, loss: 0.4461, grad_norm: 1.4589 2021-04-08 11:12:51,941 - mmaction - INFO - Epoch [18][2280/2910] lr: 6.265e-02, eta: 6:32:55, time: 1.228, data_time: 0.001, memory: 9523, top1_acc: 0.8648, top5_acc: 0.9865, loss_cls: 0.4330, loss: 0.4330, grad_norm: 1.4195 2021-04-08 11:13:15,954 - mmaction - INFO - Epoch [18][2300/2910] lr: 6.252e-02, eta: 6:32:29, time: 1.199, data_time: 0.085, memory: 9523, top1_acc: 0.8646, top5_acc: 0.9877, loss_cls: 0.4218, loss: 0.4218, grad_norm: 1.4586 2021-04-08 11:13:39,995 - mmaction - INFO - Epoch [18][2320/2910] lr: 6.239e-02, eta: 6:32:02, time: 1.203, data_time: 0.065, memory: 9523, top1_acc: 0.8646, top5_acc: 0.9893, loss_cls: 0.4256, loss: 0.4256, grad_norm: 1.4331 2021-04-08 11:14:04,288 - mmaction - INFO - Epoch [18][2340/2910] lr: 6.226e-02, eta: 6:31:35, time: 1.215, data_time: 0.037, memory: 9523, top1_acc: 0.8629, top5_acc: 0.9838, loss_cls: 0.4475, loss: 0.4475, grad_norm: 1.4574 2021-04-08 11:14:30,265 - mmaction - INFO - Epoch [18][2360/2910] lr: 6.213e-02, eta: 6:31:09, time: 1.299, data_time: 0.096, memory: 9523, top1_acc: 0.8598, top5_acc: 0.9861, loss_cls: 0.4544, loss: 0.4544, grad_norm: 1.5059 2021-04-08 11:14:54,028 - mmaction - INFO - Epoch [18][2380/2910] lr: 6.200e-02, eta: 6:30:42, time: 1.186, data_time: 0.149, memory: 9523, top1_acc: 0.8656, top5_acc: 0.9857, loss_cls: 0.4287, loss: 0.4287, grad_norm: 1.3886 2021-04-08 11:15:18,672 - mmaction - INFO - Epoch [18][2400/2910] lr: 6.187e-02, eta: 6:30:16, time: 1.233, data_time: 0.067, memory: 9523, top1_acc: 0.8744, top5_acc: 0.9893, loss_cls: 0.4097, loss: 0.4097, grad_norm: 1.3945 2021-04-08 11:15:43,488 - mmaction - INFO - Epoch [18][2420/2910] lr: 6.174e-02, eta: 6:29:49, time: 1.242, data_time: 0.103, memory: 9523, top1_acc: 0.8768, top5_acc: 0.9887, loss_cls: 0.4085, loss: 0.4085, grad_norm: 1.4402 2021-04-08 11:16:07,487 - mmaction - INFO - Epoch [18][2440/2910] lr: 6.161e-02, eta: 6:29:22, time: 1.200, data_time: 0.026, memory: 9523, top1_acc: 0.8713, top5_acc: 0.9861, loss_cls: 0.4248, loss: 0.4248, grad_norm: 1.5012 2021-04-08 11:16:31,454 - mmaction - INFO - Epoch [18][2460/2910] lr: 6.148e-02, eta: 6:28:56, time: 1.197, data_time: 0.028, memory: 9523, top1_acc: 0.8654, top5_acc: 0.9854, loss_cls: 0.4308, loss: 0.4308, grad_norm: 1.4503 2021-04-08 11:16:56,218 - mmaction - INFO - Epoch [18][2480/2910] lr: 6.135e-02, eta: 6:28:29, time: 1.238, data_time: 0.080, memory: 9523, top1_acc: 0.8695, top5_acc: 0.9889, loss_cls: 0.4239, loss: 0.4239, grad_norm: 1.4958 2021-04-08 11:17:21,543 - mmaction - INFO - Epoch [18][2500/2910] lr: 6.122e-02, eta: 6:28:03, time: 1.268, data_time: 0.113, memory: 9523, top1_acc: 0.8695, top5_acc: 0.9857, loss_cls: 0.4398, loss: 0.4398, grad_norm: 1.4481 2021-04-08 11:17:46,069 - mmaction - INFO - Epoch [18][2520/2910] lr: 6.109e-02, eta: 6:27:36, time: 1.226, data_time: 0.015, memory: 9523, top1_acc: 0.8713, top5_acc: 0.9887, loss_cls: 0.4147, loss: 0.4147, grad_norm: 1.4220 2021-04-08 11:18:11,610 - mmaction - INFO - Epoch [18][2540/2910] lr: 6.096e-02, eta: 6:27:10, time: 1.275, data_time: 0.054, memory: 9523, top1_acc: 0.8664, top5_acc: 0.9914, loss_cls: 0.4123, loss: 0.4123, grad_norm: 1.4950 2021-04-08 11:18:35,827 - mmaction - INFO - Epoch [18][2560/2910] lr: 6.083e-02, eta: 6:26:43, time: 1.213, data_time: 0.071, memory: 9523, top1_acc: 0.8787, top5_acc: 0.9873, loss_cls: 0.4110, loss: 0.4110, grad_norm: 1.4544 2021-04-08 11:19:01,866 - mmaction - INFO - Epoch [18][2580/2910] lr: 6.070e-02, eta: 6:26:17, time: 1.302, data_time: 0.021, memory: 9523, top1_acc: 0.8701, top5_acc: 0.9859, loss_cls: 0.4250, loss: 0.4250, grad_norm: 1.4596 2021-04-08 11:19:25,448 - mmaction - INFO - Epoch [18][2600/2910] lr: 6.057e-02, eta: 6:25:50, time: 1.178, data_time: 0.020, memory: 9523, top1_acc: 0.8670, top5_acc: 0.9869, loss_cls: 0.4317, loss: 0.4317, grad_norm: 1.4434 2021-04-08 11:19:49,595 - mmaction - INFO - Epoch [18][2620/2910] lr: 6.044e-02, eta: 6:25:24, time: 1.208, data_time: 0.133, memory: 9523, top1_acc: 0.8701, top5_acc: 0.9871, loss_cls: 0.4155, loss: 0.4155, grad_norm: 1.4209 2021-04-08 11:20:14,543 - mmaction - INFO - Epoch [18][2640/2910] lr: 6.031e-02, eta: 6:24:57, time: 1.246, data_time: 0.100, memory: 9523, top1_acc: 0.8762, top5_acc: 0.9896, loss_cls: 0.4049, loss: 0.4049, grad_norm: 1.4540 2021-04-08 11:20:38,995 - mmaction - INFO - Epoch [18][2660/2910] lr: 6.018e-02, eta: 6:24:31, time: 1.224, data_time: 0.110, memory: 9523, top1_acc: 0.8656, top5_acc: 0.9904, loss_cls: 0.4296, loss: 0.4296, grad_norm: 1.5006 2021-04-08 11:21:02,661 - mmaction - INFO - Epoch [18][2680/2910] lr: 6.006e-02, eta: 6:24:04, time: 1.182, data_time: 0.057, memory: 9523, top1_acc: 0.8652, top5_acc: 0.9852, loss_cls: 0.4336, loss: 0.4336, grad_norm: 1.4966 2021-04-08 11:21:27,531 - mmaction - INFO - Epoch [18][2700/2910] lr: 5.993e-02, eta: 6:23:37, time: 1.245, data_time: 0.129, memory: 9523, top1_acc: 0.8709, top5_acc: 0.9893, loss_cls: 0.4297, loss: 0.4297, grad_norm: 1.4396 2021-04-08 11:21:51,597 - mmaction - INFO - Epoch [18][2720/2910] lr: 5.980e-02, eta: 6:23:11, time: 1.204, data_time: 0.104, memory: 9523, top1_acc: 0.8721, top5_acc: 0.9904, loss_cls: 0.4048, loss: 0.4048, grad_norm: 1.4281 2021-04-08 11:22:17,704 - mmaction - INFO - Epoch [18][2740/2910] lr: 5.967e-02, eta: 6:22:44, time: 1.305, data_time: 0.065, memory: 9523, top1_acc: 0.8670, top5_acc: 0.9859, loss_cls: 0.4167, loss: 0.4167, grad_norm: 1.4445 2021-04-08 11:22:42,616 - mmaction - INFO - Epoch [18][2760/2910] lr: 5.954e-02, eta: 6:22:18, time: 1.245, data_time: 0.001, memory: 9523, top1_acc: 0.8605, top5_acc: 0.9857, loss_cls: 0.4348, loss: 0.4348, grad_norm: 1.4423 2021-04-08 11:23:07,120 - mmaction - INFO - Epoch [18][2780/2910] lr: 5.941e-02, eta: 6:21:51, time: 1.224, data_time: 0.017, memory: 9523, top1_acc: 0.8744, top5_acc: 0.9877, loss_cls: 0.4077, loss: 0.4077, grad_norm: 1.4029 2021-04-08 11:23:31,451 - mmaction - INFO - Epoch [18][2800/2910] lr: 5.929e-02, eta: 6:21:25, time: 1.218, data_time: 0.126, memory: 9523, top1_acc: 0.8682, top5_acc: 0.9869, loss_cls: 0.4310, loss: 0.4310, grad_norm: 1.5172 2021-04-08 11:23:55,692 - mmaction - INFO - Epoch [18][2820/2910] lr: 5.916e-02, eta: 6:20:58, time: 1.210, data_time: 0.153, memory: 9523, top1_acc: 0.8625, top5_acc: 0.9861, loss_cls: 0.4429, loss: 0.4429, grad_norm: 1.5477 2021-04-08 11:24:19,575 - mmaction - INFO - Epoch [18][2840/2910] lr: 5.903e-02, eta: 6:20:31, time: 1.196, data_time: 0.093, memory: 9523, top1_acc: 0.8695, top5_acc: 0.9857, loss_cls: 0.4301, loss: 0.4301, grad_norm: 1.4707 2021-04-08 11:24:44,643 - mmaction - INFO - Epoch [18][2860/2910] lr: 5.890e-02, eta: 6:20:05, time: 1.254, data_time: 0.071, memory: 9523, top1_acc: 0.8766, top5_acc: 0.9885, loss_cls: 0.4083, loss: 0.4083, grad_norm: 1.4118 2021-04-08 11:25:08,815 - mmaction - INFO - Epoch [18][2880/2910] lr: 5.878e-02, eta: 6:19:38, time: 1.208, data_time: 0.163, memory: 9523, top1_acc: 0.8605, top5_acc: 0.9852, loss_cls: 0.4453, loss: 0.4453, grad_norm: 1.4994 2021-04-08 11:25:33,579 - mmaction - INFO - Epoch [18][2900/2910] lr: 5.865e-02, eta: 6:19:12, time: 1.238, data_time: 0.129, memory: 9523, top1_acc: 0.8650, top5_acc: 0.9867, loss_cls: 0.4369, loss: 0.4369, grad_norm: 1.5122 2021-04-08 11:25:47,768 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-04-08 11:33:43,509 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-08 11:33:44,169 - mmaction - INFO - top1_acc 0.6938 top5_acc 0.9049 2021-04-08 11:33:44,169 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-08 11:33:44,278 - mmaction - INFO - mean_acc 0.7131 2021-04-08 11:33:44,295 - mmaction - INFO - Epoch(val) [18][2910] top1_acc: 0.6938, top5_acc: 0.9049, mean_class_accuracy: 0.7131 2021-04-08 11:37:34,784 - mmaction - INFO - Epoch [19][20/2910] lr: 5.846e-02, eta: 6:19:36, time: 11.522, data_time: 10.336, memory: 9523, top1_acc: 0.8709, top5_acc: 0.9881, loss_cls: 0.4153, loss: 0.4153, grad_norm: 1.4273 2021-04-08 11:37:59,416 - mmaction - INFO - Epoch [19][40/2910] lr: 5.833e-02, eta: 6:19:10, time: 1.233, data_time: 0.005, memory: 9523, top1_acc: 0.8727, top5_acc: 0.9891, loss_cls: 0.4059, loss: 0.4059, grad_norm: 1.4760 2021-04-08 11:38:23,595 - mmaction - INFO - Epoch [19][60/2910] lr: 5.820e-02, eta: 6:18:43, time: 1.209, data_time: 0.078, memory: 9523, top1_acc: 0.8764, top5_acc: 0.9859, loss_cls: 0.4173, loss: 0.4173, grad_norm: 1.4191 2021-04-08 11:38:49,011 - mmaction - INFO - Epoch [19][80/2910] lr: 5.808e-02, eta: 6:18:17, time: 1.271, data_time: 0.051, memory: 9523, top1_acc: 0.8641, top5_acc: 0.9885, loss_cls: 0.4325, loss: 0.4325, grad_norm: 1.5047 2021-04-08 11:39:14,078 - mmaction - INFO - Epoch [19][100/2910] lr: 5.795e-02, eta: 6:17:50, time: 1.253, data_time: 0.084, memory: 9523, top1_acc: 0.8768, top5_acc: 0.9918, loss_cls: 0.3991, loss: 0.3991, grad_norm: 1.4555 2021-04-08 11:39:39,184 - mmaction - INFO - Epoch [19][120/2910] lr: 5.782e-02, eta: 6:17:24, time: 1.256, data_time: 0.056, memory: 9523, top1_acc: 0.8744, top5_acc: 0.9896, loss_cls: 0.4078, loss: 0.4078, grad_norm: 1.4791 2021-04-08 11:40:02,622 - mmaction - INFO - Epoch [19][140/2910] lr: 5.770e-02, eta: 6:16:57, time: 1.171, data_time: 0.128, memory: 9523, top1_acc: 0.8729, top5_acc: 0.9889, loss_cls: 0.4110, loss: 0.4110, grad_norm: 1.4659 2021-04-08 11:40:28,063 - mmaction - INFO - Epoch [19][160/2910] lr: 5.757e-02, eta: 6:16:31, time: 1.272, data_time: 0.169, memory: 9523, top1_acc: 0.8697, top5_acc: 0.9871, loss_cls: 0.4282, loss: 0.4282, grad_norm: 1.4917 2021-04-08 11:40:51,962 - mmaction - INFO - Epoch [19][180/2910] lr: 5.744e-02, eta: 6:16:04, time: 1.195, data_time: 0.053, memory: 9523, top1_acc: 0.8688, top5_acc: 0.9889, loss_cls: 0.4090, loss: 0.4090, grad_norm: 1.4960 2021-04-08 11:41:17,056 - mmaction - INFO - Epoch [19][200/2910] lr: 5.732e-02, eta: 6:15:37, time: 1.255, data_time: 0.014, memory: 9523, top1_acc: 0.8707, top5_acc: 0.9889, loss_cls: 0.4082, loss: 0.4082, grad_norm: 1.4415 2021-04-08 11:41:42,393 - mmaction - INFO - Epoch [19][220/2910] lr: 5.719e-02, eta: 6:15:11, time: 1.267, data_time: 0.021, memory: 9523, top1_acc: 0.8758, top5_acc: 0.9875, loss_cls: 0.4067, loss: 0.4067, grad_norm: 1.4505 2021-04-08 11:42:07,576 - mmaction - INFO - Epoch [19][240/2910] lr: 5.707e-02, eta: 6:14:44, time: 1.257, data_time: 0.022, memory: 9523, top1_acc: 0.8688, top5_acc: 0.9875, loss_cls: 0.4140, loss: 0.4140, grad_norm: 1.5119 2021-04-08 11:42:31,911 - mmaction - INFO - Epoch [19][260/2910] lr: 5.694e-02, eta: 6:14:18, time: 1.218, data_time: 0.063, memory: 9523, top1_acc: 0.8699, top5_acc: 0.9869, loss_cls: 0.4318, loss: 0.4318, grad_norm: 1.4974 2021-04-08 11:42:56,970 - mmaction - INFO - Epoch [19][280/2910] lr: 5.681e-02, eta: 6:13:51, time: 1.253, data_time: 0.048, memory: 9523, top1_acc: 0.8682, top5_acc: 0.9885, loss_cls: 0.4262, loss: 0.4262, grad_norm: 1.5015 2021-04-08 11:43:22,457 - mmaction - INFO - Epoch [19][300/2910] lr: 5.669e-02, eta: 6:13:25, time: 1.274, data_time: 0.043, memory: 9523, top1_acc: 0.8754, top5_acc: 0.9875, loss_cls: 0.4023, loss: 0.4023, grad_norm: 1.4453 2021-04-08 11:43:45,806 - mmaction - INFO - Epoch [19][320/2910] lr: 5.656e-02, eta: 6:12:58, time: 1.167, data_time: 0.076, memory: 9523, top1_acc: 0.8777, top5_acc: 0.9873, loss_cls: 0.3954, loss: 0.3954, grad_norm: 1.4278 2021-04-08 11:44:10,803 - mmaction - INFO - Epoch [19][340/2910] lr: 5.644e-02, eta: 6:12:31, time: 1.249, data_time: 0.123, memory: 9523, top1_acc: 0.8656, top5_acc: 0.9869, loss_cls: 0.4220, loss: 0.4220, grad_norm: 1.5131 2021-04-08 11:44:35,769 - mmaction - INFO - Epoch [19][360/2910] lr: 5.631e-02, eta: 6:12:05, time: 1.249, data_time: 0.002, memory: 9523, top1_acc: 0.8707, top5_acc: 0.9879, loss_cls: 0.4099, loss: 0.4099, grad_norm: 1.5094 2021-04-08 11:45:00,309 - mmaction - INFO - Epoch [19][380/2910] lr: 5.619e-02, eta: 6:11:38, time: 1.226, data_time: 0.121, memory: 9523, top1_acc: 0.8719, top5_acc: 0.9846, loss_cls: 0.4217, loss: 0.4217, grad_norm: 1.5367 2021-04-08 11:45:25,879 - mmaction - INFO - Epoch [19][400/2910] lr: 5.606e-02, eta: 6:11:12, time: 1.280, data_time: 0.026, memory: 9523, top1_acc: 0.8775, top5_acc: 0.9887, loss_cls: 0.3937, loss: 0.3937, grad_norm: 1.4744 2021-04-08 11:45:51,348 - mmaction - INFO - Epoch [19][420/2910] lr: 5.594e-02, eta: 6:10:46, time: 1.273, data_time: 0.084, memory: 9523, top1_acc: 0.8705, top5_acc: 0.9869, loss_cls: 0.4194, loss: 0.4194, grad_norm: 1.5315 2021-04-08 11:46:14,841 - mmaction - INFO - Epoch [19][440/2910] lr: 5.581e-02, eta: 6:10:19, time: 1.175, data_time: 0.069, memory: 9523, top1_acc: 0.8783, top5_acc: 0.9896, loss_cls: 0.3919, loss: 0.3919, grad_norm: 1.4388 2021-04-08 11:46:39,021 - mmaction - INFO - Epoch [19][460/2910] lr: 5.569e-02, eta: 6:09:52, time: 1.209, data_time: 0.009, memory: 9523, top1_acc: 0.8824, top5_acc: 0.9898, loss_cls: 0.3777, loss: 0.3777, grad_norm: 1.4307 2021-04-08 11:47:04,114 - mmaction - INFO - Epoch [19][480/2910] lr: 5.556e-02, eta: 6:09:26, time: 1.255, data_time: 0.052, memory: 9523, top1_acc: 0.8789, top5_acc: 0.9889, loss_cls: 0.3914, loss: 0.3914, grad_norm: 1.4761 2021-04-08 11:47:28,238 - mmaction - INFO - Epoch [19][500/2910] lr: 5.544e-02, eta: 6:08:59, time: 1.206, data_time: 0.100, memory: 9523, top1_acc: 0.8738, top5_acc: 0.9893, loss_cls: 0.4002, loss: 0.4002, grad_norm: 1.5242 2021-04-08 11:47:54,051 - mmaction - INFO - Epoch [19][520/2910] lr: 5.532e-02, eta: 6:08:33, time: 1.290, data_time: 0.006, memory: 9523, top1_acc: 0.8727, top5_acc: 0.9863, loss_cls: 0.4114, loss: 0.4114, grad_norm: 1.4341 2021-04-08 11:48:17,975 - mmaction - INFO - Epoch [19][540/2910] lr: 5.519e-02, eta: 6:08:06, time: 1.196, data_time: 0.027, memory: 9523, top1_acc: 0.8760, top5_acc: 0.9879, loss_cls: 0.4052, loss: 0.4052, grad_norm: 1.5035 2021-04-08 11:48:42,646 - mmaction - INFO - Epoch [19][560/2910] lr: 5.507e-02, eta: 6:07:39, time: 1.232, data_time: 0.104, memory: 9523, top1_acc: 0.8695, top5_acc: 0.9854, loss_cls: 0.4197, loss: 0.4197, grad_norm: 1.5232 2021-04-08 11:49:07,543 - mmaction - INFO - Epoch [19][580/2910] lr: 5.494e-02, eta: 6:07:13, time: 1.247, data_time: 0.054, memory: 9523, top1_acc: 0.8789, top5_acc: 0.9875, loss_cls: 0.3995, loss: 0.3995, grad_norm: 1.4544 2021-04-08 11:49:31,992 - mmaction - INFO - Epoch [19][600/2910] lr: 5.482e-02, eta: 6:06:46, time: 1.223, data_time: 0.135, memory: 9523, top1_acc: 0.8779, top5_acc: 0.9893, loss_cls: 0.3908, loss: 0.3908, grad_norm: 1.4902 2021-04-08 11:49:57,950 - mmaction - INFO - Epoch [19][620/2910] lr: 5.470e-02, eta: 6:06:20, time: 1.298, data_time: 0.008, memory: 9523, top1_acc: 0.8826, top5_acc: 0.9896, loss_cls: 0.3801, loss: 0.3801, grad_norm: 1.4238 2021-04-08 11:50:21,928 - mmaction - INFO - Epoch [19][640/2910] lr: 5.457e-02, eta: 6:05:53, time: 1.198, data_time: 0.035, memory: 9523, top1_acc: 0.8746, top5_acc: 0.9889, loss_cls: 0.4004, loss: 0.4004, grad_norm: 1.5219 2021-04-08 11:50:46,331 - mmaction - INFO - Epoch [19][660/2910] lr: 5.445e-02, eta: 6:05:27, time: 1.221, data_time: 0.070, memory: 9523, top1_acc: 0.8715, top5_acc: 0.9846, loss_cls: 0.4270, loss: 0.4270, grad_norm: 1.5380 2021-04-08 11:51:11,191 - mmaction - INFO - Epoch [19][680/2910] lr: 5.433e-02, eta: 6:05:00, time: 1.243, data_time: 0.013, memory: 9523, top1_acc: 0.8734, top5_acc: 0.9891, loss_cls: 0.4011, loss: 0.4011, grad_norm: 1.5171 2021-04-08 11:51:34,835 - mmaction - INFO - Epoch [19][700/2910] lr: 5.420e-02, eta: 6:04:33, time: 1.183, data_time: 0.001, memory: 9523, top1_acc: 0.8768, top5_acc: 0.9881, loss_cls: 0.4016, loss: 0.4016, grad_norm: 1.5403 2021-04-08 11:52:00,031 - mmaction - INFO - Epoch [19][720/2910] lr: 5.408e-02, eta: 6:04:07, time: 1.260, data_time: 0.119, memory: 9523, top1_acc: 0.8787, top5_acc: 0.9861, loss_cls: 0.4019, loss: 0.4019, grad_norm: 1.5265 2021-04-08 11:52:24,599 - mmaction - INFO - Epoch [19][740/2910] lr: 5.396e-02, eta: 6:03:40, time: 1.226, data_time: 0.018, memory: 9523, top1_acc: 0.8826, top5_acc: 0.9885, loss_cls: 0.3831, loss: 0.3831, grad_norm: 1.4736 2021-04-08 11:52:49,271 - mmaction - INFO - Epoch [19][760/2910] lr: 5.383e-02, eta: 6:03:14, time: 1.234, data_time: 0.043, memory: 9523, top1_acc: 0.8857, top5_acc: 0.9891, loss_cls: 0.3738, loss: 0.3738, grad_norm: 1.4525 2021-04-08 11:53:14,000 - mmaction - INFO - Epoch [19][780/2910] lr: 5.371e-02, eta: 6:02:47, time: 1.238, data_time: 0.017, memory: 9523, top1_acc: 0.8768, top5_acc: 0.9887, loss_cls: 0.3842, loss: 0.3842, grad_norm: 1.4956 2021-04-08 11:53:38,832 - mmaction - INFO - Epoch [19][800/2910] lr: 5.359e-02, eta: 6:02:21, time: 1.242, data_time: 0.064, memory: 9523, top1_acc: 0.8658, top5_acc: 0.9883, loss_cls: 0.4140, loss: 0.4140, grad_norm: 1.5101 2021-04-08 11:54:02,984 - mmaction - INFO - Epoch [19][820/2910] lr: 5.347e-02, eta: 6:01:54, time: 1.207, data_time: 0.085, memory: 9523, top1_acc: 0.8746, top5_acc: 0.9881, loss_cls: 0.4094, loss: 0.4094, grad_norm: 1.5312 2021-04-08 11:54:26,566 - mmaction - INFO - Epoch [19][840/2910] lr: 5.334e-02, eta: 6:01:27, time: 1.179, data_time: 0.084, memory: 9523, top1_acc: 0.8799, top5_acc: 0.9863, loss_cls: 0.3894, loss: 0.3894, grad_norm: 1.4318 2021-04-08 11:54:51,477 - mmaction - INFO - Epoch [19][860/2910] lr: 5.322e-02, eta: 6:01:01, time: 1.246, data_time: 0.034, memory: 9523, top1_acc: 0.8768, top5_acc: 0.9863, loss_cls: 0.4003, loss: 0.4003, grad_norm: 1.4889 2021-04-08 11:55:15,699 - mmaction - INFO - Epoch [19][880/2910] lr: 5.310e-02, eta: 6:00:34, time: 1.211, data_time: 0.061, memory: 9523, top1_acc: 0.8650, top5_acc: 0.9867, loss_cls: 0.4250, loss: 0.4250, grad_norm: 1.5362 2021-04-08 11:55:41,949 - mmaction - INFO - Epoch [19][900/2910] lr: 5.298e-02, eta: 6:00:08, time: 1.313, data_time: 0.188, memory: 9523, top1_acc: 0.8729, top5_acc: 0.9895, loss_cls: 0.4039, loss: 0.4039, grad_norm: 1.5271 2021-04-08 11:56:06,345 - mmaction - INFO - Epoch [19][920/2910] lr: 5.285e-02, eta: 5:59:41, time: 1.219, data_time: 0.050, memory: 9523, top1_acc: 0.8752, top5_acc: 0.9906, loss_cls: 0.3903, loss: 0.3903, grad_norm: 1.5334 2021-04-08 11:56:30,891 - mmaction - INFO - Epoch [19][940/2910] lr: 5.273e-02, eta: 5:59:15, time: 1.229, data_time: 0.144, memory: 9523, top1_acc: 0.8756, top5_acc: 0.9895, loss_cls: 0.4032, loss: 0.4032, grad_norm: 1.4856 2021-04-08 11:56:55,333 - mmaction - INFO - Epoch [19][960/2910] lr: 5.261e-02, eta: 5:58:48, time: 1.222, data_time: 0.023, memory: 9523, top1_acc: 0.8787, top5_acc: 0.9898, loss_cls: 0.4062, loss: 0.4062, grad_norm: 1.5867 2021-04-08 11:57:19,383 - mmaction - INFO - Epoch [19][980/2910] lr: 5.249e-02, eta: 5:58:21, time: 1.202, data_time: 0.070, memory: 9523, top1_acc: 0.8730, top5_acc: 0.9893, loss_cls: 0.4085, loss: 0.4085, grad_norm: 1.5937 2021-04-08 11:57:44,826 - mmaction - INFO - Epoch [19][1000/2910] lr: 5.237e-02, eta: 5:57:55, time: 1.272, data_time: 0.166, memory: 9523, top1_acc: 0.8838, top5_acc: 0.9859, loss_cls: 0.3971, loss: 0.3971, grad_norm: 1.4671 2021-04-08 11:58:09,699 - mmaction - INFO - Epoch [19][1020/2910] lr: 5.225e-02, eta: 5:57:29, time: 1.243, data_time: 0.027, memory: 9523, top1_acc: 0.8783, top5_acc: 0.9895, loss_cls: 0.4014, loss: 0.4014, grad_norm: 1.4791 2021-04-08 11:58:35,525 - mmaction - INFO - Epoch [19][1040/2910] lr: 5.213e-02, eta: 5:57:02, time: 1.290, data_time: 0.105, memory: 9523, top1_acc: 0.8738, top5_acc: 0.9879, loss_cls: 0.3998, loss: 0.3998, grad_norm: 1.5431 2021-04-08 11:58:59,557 - mmaction - INFO - Epoch [19][1060/2910] lr: 5.200e-02, eta: 5:56:36, time: 1.202, data_time: 0.006, memory: 9523, top1_acc: 0.8879, top5_acc: 0.9908, loss_cls: 0.3640, loss: 0.3640, grad_norm: 1.4276 2021-04-08 11:59:23,090 - mmaction - INFO - Epoch [19][1080/2910] lr: 5.188e-02, eta: 5:56:09, time: 1.177, data_time: 0.009, memory: 9523, top1_acc: 0.8855, top5_acc: 0.9887, loss_cls: 0.3760, loss: 0.3760, grad_norm: 1.4531 2021-04-08 11:59:47,926 - mmaction - INFO - Epoch [19][1100/2910] lr: 5.176e-02, eta: 5:55:42, time: 1.241, data_time: 0.035, memory: 9523, top1_acc: 0.8781, top5_acc: 0.9900, loss_cls: 0.3986, loss: 0.3986, grad_norm: 1.5558 2021-04-08 12:00:12,737 - mmaction - INFO - Epoch [19][1120/2910] lr: 5.164e-02, eta: 5:55:16, time: 1.240, data_time: 0.009, memory: 9523, top1_acc: 0.8809, top5_acc: 0.9908, loss_cls: 0.3822, loss: 0.3822, grad_norm: 1.5277 2021-04-08 12:00:37,123 - mmaction - INFO - Epoch [19][1140/2910] lr: 5.152e-02, eta: 5:54:49, time: 1.220, data_time: 0.032, memory: 9523, top1_acc: 0.8834, top5_acc: 0.9893, loss_cls: 0.3751, loss: 0.3751, grad_norm: 1.4728 2021-04-08 12:01:00,898 - mmaction - INFO - Epoch [19][1160/2910] lr: 5.140e-02, eta: 5:54:22, time: 1.188, data_time: 0.020, memory: 9523, top1_acc: 0.8818, top5_acc: 0.9891, loss_cls: 0.3836, loss: 0.3836, grad_norm: 1.4706 2021-04-08 12:01:25,449 - mmaction - INFO - Epoch [19][1180/2910] lr: 5.128e-02, eta: 5:53:56, time: 1.228, data_time: 0.007, memory: 9523, top1_acc: 0.8787, top5_acc: 0.9891, loss_cls: 0.3876, loss: 0.3876, grad_norm: 1.4830 2021-04-08 12:01:50,355 - mmaction - INFO - Epoch [19][1200/2910] lr: 5.116e-02, eta: 5:53:29, time: 1.244, data_time: 0.081, memory: 9523, top1_acc: 0.8797, top5_acc: 0.9895, loss_cls: 0.4025, loss: 0.4025, grad_norm: 1.5346 2021-04-08 12:02:14,106 - mmaction - INFO - Epoch [19][1220/2910] lr: 5.104e-02, eta: 5:53:03, time: 1.189, data_time: 0.012, memory: 9523, top1_acc: 0.8812, top5_acc: 0.9889, loss_cls: 0.3885, loss: 0.3885, grad_norm: 1.4691 2021-04-08 12:02:39,704 - mmaction - INFO - Epoch [19][1240/2910] lr: 5.092e-02, eta: 5:52:36, time: 1.280, data_time: 0.084, memory: 9523, top1_acc: 0.8760, top5_acc: 0.9885, loss_cls: 0.4010, loss: 0.4010, grad_norm: 1.5870 2021-04-08 12:03:03,496 - mmaction - INFO - Epoch [19][1260/2910] lr: 5.080e-02, eta: 5:52:10, time: 1.188, data_time: 0.122, memory: 9523, top1_acc: 0.8752, top5_acc: 0.9895, loss_cls: 0.3989, loss: 0.3989, grad_norm: 1.5155 2021-04-08 12:03:28,360 - mmaction - INFO - Epoch [19][1280/2910] lr: 5.068e-02, eta: 5:51:43, time: 1.243, data_time: 0.115, memory: 9523, top1_acc: 0.8842, top5_acc: 0.9910, loss_cls: 0.3741, loss: 0.3741, grad_norm: 1.5486 2021-04-08 12:03:51,804 - mmaction - INFO - Epoch [19][1300/2910] lr: 5.056e-02, eta: 5:51:16, time: 1.174, data_time: 0.152, memory: 9523, top1_acc: 0.8824, top5_acc: 0.9895, loss_cls: 0.3864, loss: 0.3864, grad_norm: 1.5037 2021-04-08 12:04:16,889 - mmaction - INFO - Epoch [19][1320/2910] lr: 5.044e-02, eta: 5:50:50, time: 1.254, data_time: 0.038, memory: 9523, top1_acc: 0.8775, top5_acc: 0.9906, loss_cls: 0.3927, loss: 0.3927, grad_norm: 1.5871 2021-04-08 12:04:41,483 - mmaction - INFO - Epoch [19][1340/2910] lr: 5.032e-02, eta: 5:50:23, time: 1.228, data_time: 0.084, memory: 9523, top1_acc: 0.8836, top5_acc: 0.9883, loss_cls: 0.3995, loss: 0.3995, grad_norm: 1.5060 2021-04-08 12:05:05,774 - mmaction - INFO - Epoch [19][1360/2910] lr: 5.020e-02, eta: 5:49:57, time: 1.216, data_time: 0.018, memory: 9523, top1_acc: 0.8871, top5_acc: 0.9906, loss_cls: 0.3662, loss: 0.3662, grad_norm: 1.4600 2021-04-08 12:05:29,605 - mmaction - INFO - Epoch [19][1380/2910] lr: 5.008e-02, eta: 5:49:30, time: 1.190, data_time: 0.118, memory: 9523, top1_acc: 0.8812, top5_acc: 0.9889, loss_cls: 0.3954, loss: 0.3954, grad_norm: 1.5291 2021-04-08 12:05:54,667 - mmaction - INFO - Epoch [19][1400/2910] lr: 4.996e-02, eta: 5:49:04, time: 1.254, data_time: 0.007, memory: 9523, top1_acc: 0.8795, top5_acc: 0.9908, loss_cls: 0.3788, loss: 0.3788, grad_norm: 1.5001 2021-04-08 12:06:18,811 - mmaction - INFO - Epoch [19][1420/2910] lr: 4.985e-02, eta: 5:48:37, time: 1.208, data_time: 0.054, memory: 9523, top1_acc: 0.8910, top5_acc: 0.9902, loss_cls: 0.3691, loss: 0.3691, grad_norm: 1.4738 2021-04-08 12:06:44,164 - mmaction - INFO - Epoch [19][1440/2910] lr: 4.973e-02, eta: 5:48:11, time: 1.267, data_time: 0.081, memory: 9523, top1_acc: 0.8852, top5_acc: 0.9875, loss_cls: 0.3697, loss: 0.3697, grad_norm: 1.4680 2021-04-08 12:07:08,944 - mmaction - INFO - Epoch [19][1460/2910] lr: 4.961e-02, eta: 5:47:44, time: 1.239, data_time: 0.077, memory: 9523, top1_acc: 0.8859, top5_acc: 0.9869, loss_cls: 0.3765, loss: 0.3765, grad_norm: 1.5110 2021-04-08 12:07:33,369 - mmaction - INFO - Epoch [19][1480/2910] lr: 4.949e-02, eta: 5:47:18, time: 1.221, data_time: 0.013, memory: 9523, top1_acc: 0.8736, top5_acc: 0.9881, loss_cls: 0.4077, loss: 0.4077, grad_norm: 1.5981 2021-04-08 12:07:56,999 - mmaction - INFO - Epoch [19][1500/2910] lr: 4.937e-02, eta: 5:46:51, time: 1.182, data_time: 0.002, memory: 9523, top1_acc: 0.8797, top5_acc: 0.9883, loss_cls: 0.3845, loss: 0.3845, grad_norm: 1.5097 2021-04-08 12:08:21,220 - mmaction - INFO - Epoch [19][1520/2910] lr: 4.925e-02, eta: 5:46:24, time: 1.212, data_time: 0.120, memory: 9523, top1_acc: 0.8934, top5_acc: 0.9912, loss_cls: 0.3636, loss: 0.3636, grad_norm: 1.5082 2021-04-08 12:08:47,264 - mmaction - INFO - Epoch [19][1540/2910] lr: 4.913e-02, eta: 5:45:58, time: 1.300, data_time: 0.017, memory: 9523, top1_acc: 0.8906, top5_acc: 0.9918, loss_cls: 0.3582, loss: 0.3582, grad_norm: 1.4778 2021-04-08 12:09:10,379 - mmaction - INFO - Epoch [19][1560/2910] lr: 4.902e-02, eta: 5:45:31, time: 1.157, data_time: 0.075, memory: 9523, top1_acc: 0.8848, top5_acc: 0.9904, loss_cls: 0.3760, loss: 0.3760, grad_norm: 1.5315 2021-04-08 12:09:35,244 - mmaction - INFO - Epoch [19][1580/2910] lr: 4.890e-02, eta: 5:45:05, time: 1.244, data_time: 0.063, memory: 9523, top1_acc: 0.8891, top5_acc: 0.9922, loss_cls: 0.3674, loss: 0.3674, grad_norm: 1.4678 2021-04-08 12:09:59,127 - mmaction - INFO - Epoch [19][1600/2910] lr: 4.878e-02, eta: 5:44:38, time: 1.192, data_time: 0.001, memory: 9523, top1_acc: 0.8836, top5_acc: 0.9895, loss_cls: 0.3771, loss: 0.3771, grad_norm: 1.5169 2021-04-08 12:10:23,886 - mmaction - INFO - Epoch [19][1620/2910] lr: 4.866e-02, eta: 5:44:12, time: 1.240, data_time: 0.016, memory: 9523, top1_acc: 0.8887, top5_acc: 0.9914, loss_cls: 0.3533, loss: 0.3533, grad_norm: 1.4931 2021-04-08 12:10:48,214 - mmaction - INFO - Epoch [19][1640/2910] lr: 4.855e-02, eta: 5:43:45, time: 1.216, data_time: 0.079, memory: 9523, top1_acc: 0.8748, top5_acc: 0.9891, loss_cls: 0.3931, loss: 0.3931, grad_norm: 1.6064 2021-04-08 12:11:13,331 - mmaction - INFO - Epoch [19][1660/2910] lr: 4.843e-02, eta: 5:43:19, time: 1.256, data_time: 0.077, memory: 9523, top1_acc: 0.8934, top5_acc: 0.9906, loss_cls: 0.3649, loss: 0.3649, grad_norm: 1.5263 2021-04-08 12:11:37,954 - mmaction - INFO - Epoch [19][1680/2910] lr: 4.831e-02, eta: 5:42:52, time: 1.231, data_time: 0.080, memory: 9523, top1_acc: 0.8822, top5_acc: 0.9900, loss_cls: 0.3853, loss: 0.3853, grad_norm: 1.5839 2021-04-08 12:12:02,059 - mmaction - INFO - Epoch [19][1700/2910] lr: 4.819e-02, eta: 5:42:25, time: 1.205, data_time: 0.026, memory: 9523, top1_acc: 0.8873, top5_acc: 0.9877, loss_cls: 0.3757, loss: 0.3757, grad_norm: 1.5337 2021-04-08 12:12:26,951 - mmaction - INFO - Epoch [19][1720/2910] lr: 4.808e-02, eta: 5:41:59, time: 1.244, data_time: 0.023, memory: 9523, top1_acc: 0.8869, top5_acc: 0.9904, loss_cls: 0.3744, loss: 0.3744, grad_norm: 1.5443 2021-04-08 12:12:51,418 - mmaction - INFO - Epoch [19][1740/2910] lr: 4.796e-02, eta: 5:41:32, time: 1.223, data_time: 0.060, memory: 9523, top1_acc: 0.8859, top5_acc: 0.9902, loss_cls: 0.3622, loss: 0.3622, grad_norm: 1.4630 2021-04-08 12:13:16,328 - mmaction - INFO - Epoch [19][1760/2910] lr: 4.784e-02, eta: 5:41:06, time: 1.246, data_time: 0.014, memory: 9523, top1_acc: 0.8873, top5_acc: 0.9900, loss_cls: 0.3683, loss: 0.3683, grad_norm: 1.5194 2021-04-08 12:13:41,428 - mmaction - INFO - Epoch [19][1780/2910] lr: 4.773e-02, eta: 5:40:40, time: 1.255, data_time: 0.055, memory: 9523, top1_acc: 0.8801, top5_acc: 0.9902, loss_cls: 0.3769, loss: 0.3769, grad_norm: 1.5402 2021-04-08 12:14:05,062 - mmaction - INFO - Epoch [19][1800/2910] lr: 4.761e-02, eta: 5:40:13, time: 1.181, data_time: 0.001, memory: 9523, top1_acc: 0.8857, top5_acc: 0.9887, loss_cls: 0.3788, loss: 0.3788, grad_norm: 1.5595 2021-04-08 12:14:30,768 - mmaction - INFO - Epoch [19][1820/2910] lr: 4.749e-02, eta: 5:39:47, time: 1.286, data_time: 0.044, memory: 9523, top1_acc: 0.8807, top5_acc: 0.9910, loss_cls: 0.3772, loss: 0.3772, grad_norm: 1.5080 2021-04-08 12:14:54,303 - mmaction - INFO - Epoch [19][1840/2910] lr: 4.738e-02, eta: 5:39:20, time: 1.177, data_time: 0.040, memory: 9523, top1_acc: 0.8881, top5_acc: 0.9893, loss_cls: 0.3641, loss: 0.3641, grad_norm: 1.5260 2021-04-08 12:15:19,696 - mmaction - INFO - Epoch [19][1860/2910] lr: 4.726e-02, eta: 5:38:54, time: 1.270, data_time: 0.065, memory: 9523, top1_acc: 0.8838, top5_acc: 0.9908, loss_cls: 0.3789, loss: 0.3789, grad_norm: 1.5553 2021-04-08 12:15:42,731 - mmaction - INFO - Epoch [19][1880/2910] lr: 4.714e-02, eta: 5:38:27, time: 1.150, data_time: 0.010, memory: 9523, top1_acc: 0.8834, top5_acc: 0.9891, loss_cls: 0.3672, loss: 0.3672, grad_norm: 1.5125 2021-04-08 12:16:08,873 - mmaction - INFO - Epoch [19][1900/2910] lr: 4.703e-02, eta: 5:38:01, time: 1.308, data_time: 0.013, memory: 9523, top1_acc: 0.8820, top5_acc: 0.9908, loss_cls: 0.3827, loss: 0.3827, grad_norm: 1.5571 2021-04-08 12:16:33,838 - mmaction - INFO - Epoch [19][1920/2910] lr: 4.691e-02, eta: 5:37:34, time: 1.248, data_time: 0.150, memory: 9523, top1_acc: 0.8797, top5_acc: 0.9916, loss_cls: 0.3755, loss: 0.3755, grad_norm: 1.5277 2021-04-08 12:16:58,031 - mmaction - INFO - Epoch [19][1940/2910] lr: 4.680e-02, eta: 5:37:08, time: 1.208, data_time: 0.125, memory: 9523, top1_acc: 0.8889, top5_acc: 0.9898, loss_cls: 0.3662, loss: 0.3662, grad_norm: 1.5126 2021-04-08 12:17:22,868 - mmaction - INFO - Epoch [19][1960/2910] lr: 4.668e-02, eta: 5:36:41, time: 1.242, data_time: 0.012, memory: 9523, top1_acc: 0.8816, top5_acc: 0.9898, loss_cls: 0.3809, loss: 0.3809, grad_norm: 1.5736 2021-04-08 12:17:47,889 - mmaction - INFO - Epoch [19][1980/2910] lr: 4.657e-02, eta: 5:36:15, time: 1.250, data_time: 0.018, memory: 9523, top1_acc: 0.8814, top5_acc: 0.9889, loss_cls: 0.3774, loss: 0.3774, grad_norm: 1.5671 2021-04-08 12:18:13,409 - mmaction - INFO - Epoch [19][2000/2910] lr: 4.645e-02, eta: 5:35:49, time: 1.278, data_time: 0.022, memory: 9523, top1_acc: 0.8875, top5_acc: 0.9889, loss_cls: 0.3751, loss: 0.3751, grad_norm: 1.5218 2021-04-08 12:18:37,127 - mmaction - INFO - Epoch [19][2020/2910] lr: 4.634e-02, eta: 5:35:22, time: 1.185, data_time: 0.001, memory: 9523, top1_acc: 0.8893, top5_acc: 0.9928, loss_cls: 0.3541, loss: 0.3541, grad_norm: 1.5286 2021-04-08 12:19:01,596 - mmaction - INFO - Epoch [19][2040/2910] lr: 4.622e-02, eta: 5:34:55, time: 1.223, data_time: 0.131, memory: 9523, top1_acc: 0.8916, top5_acc: 0.9902, loss_cls: 0.3663, loss: 0.3663, grad_norm: 1.5042 2021-04-08 12:19:27,103 - mmaction - INFO - Epoch [19][2060/2910] lr: 4.611e-02, eta: 5:34:29, time: 1.276, data_time: 0.042, memory: 9523, top1_acc: 0.8822, top5_acc: 0.9895, loss_cls: 0.3887, loss: 0.3887, grad_norm: 1.5476 2021-04-08 12:19:51,506 - mmaction - INFO - Epoch [19][2080/2910] lr: 4.599e-02, eta: 5:34:03, time: 1.220, data_time: 0.043, memory: 9523, top1_acc: 0.8809, top5_acc: 0.9891, loss_cls: 0.3898, loss: 0.3898, grad_norm: 1.5929 2021-04-08 12:20:15,682 - mmaction - INFO - Epoch [19][2100/2910] lr: 4.588e-02, eta: 5:33:36, time: 1.207, data_time: 0.073, memory: 9523, top1_acc: 0.8768, top5_acc: 0.9900, loss_cls: 0.3914, loss: 0.3914, grad_norm: 1.6040 2021-04-08 12:20:40,361 - mmaction - INFO - Epoch [19][2120/2910] lr: 4.576e-02, eta: 5:33:10, time: 1.235, data_time: 0.074, memory: 9523, top1_acc: 0.8775, top5_acc: 0.9898, loss_cls: 0.3943, loss: 0.3943, grad_norm: 1.6026 2021-04-08 12:21:05,548 - mmaction - INFO - Epoch [19][2140/2910] lr: 4.565e-02, eta: 5:32:43, time: 1.258, data_time: 0.125, memory: 9523, top1_acc: 0.8895, top5_acc: 0.9914, loss_cls: 0.3631, loss: 0.3631, grad_norm: 1.5729 2021-04-08 12:21:29,702 - mmaction - INFO - Epoch [19][2160/2910] lr: 4.553e-02, eta: 5:32:17, time: 1.208, data_time: 0.003, memory: 9523, top1_acc: 0.8861, top5_acc: 0.9906, loss_cls: 0.3704, loss: 0.3704, grad_norm: 1.5920 2021-04-08 12:21:53,397 - mmaction - INFO - Epoch [19][2180/2910] lr: 4.542e-02, eta: 5:31:50, time: 1.186, data_time: 0.101, memory: 9523, top1_acc: 0.8855, top5_acc: 0.9900, loss_cls: 0.3741, loss: 0.3741, grad_norm: 1.5846 2021-04-08 12:22:17,824 - mmaction - INFO - Epoch [19][2200/2910] lr: 4.530e-02, eta: 5:31:23, time: 1.220, data_time: 0.026, memory: 9523, top1_acc: 0.8895, top5_acc: 0.9906, loss_cls: 0.3617, loss: 0.3617, grad_norm: 1.5406 2021-04-08 12:22:44,062 - mmaction - INFO - Epoch [19][2220/2910] lr: 4.519e-02, eta: 5:30:57, time: 1.314, data_time: 0.003, memory: 9523, top1_acc: 0.8877, top5_acc: 0.9920, loss_cls: 0.3572, loss: 0.3572, grad_norm: 1.5325 2021-04-08 12:23:07,355 - mmaction - INFO - Epoch [19][2240/2910] lr: 4.508e-02, eta: 5:30:31, time: 1.164, data_time: 0.075, memory: 9523, top1_acc: 0.8955, top5_acc: 0.9898, loss_cls: 0.3532, loss: 0.3532, grad_norm: 1.5388 2021-04-08 12:23:32,432 - mmaction - INFO - Epoch [19][2260/2910] lr: 4.496e-02, eta: 5:30:04, time: 1.254, data_time: 0.077, memory: 9523, top1_acc: 0.8822, top5_acc: 0.9900, loss_cls: 0.3818, loss: 0.3818, grad_norm: 1.6526 2021-04-08 12:23:56,313 - mmaction - INFO - Epoch [19][2280/2910] lr: 4.485e-02, eta: 5:29:38, time: 1.194, data_time: 0.105, memory: 9523, top1_acc: 0.8852, top5_acc: 0.9914, loss_cls: 0.3726, loss: 0.3726, grad_norm: 1.5721 2021-04-08 12:24:22,635 - mmaction - INFO - Epoch [19][2300/2910] lr: 4.474e-02, eta: 5:29:12, time: 1.316, data_time: 0.068, memory: 9523, top1_acc: 0.8781, top5_acc: 0.9906, loss_cls: 0.3857, loss: 0.3857, grad_norm: 1.6132 2021-04-08 12:24:47,301 - mmaction - INFO - Epoch [19][2320/2910] lr: 4.462e-02, eta: 5:28:45, time: 1.233, data_time: 0.021, memory: 9523, top1_acc: 0.8779, top5_acc: 0.9896, loss_cls: 0.3881, loss: 0.3881, grad_norm: 1.5814 2021-04-08 12:25:11,558 - mmaction - INFO - Epoch [19][2340/2910] lr: 4.451e-02, eta: 5:28:19, time: 1.213, data_time: 0.238, memory: 9523, top1_acc: 0.8854, top5_acc: 0.9883, loss_cls: 0.3737, loss: 0.3737, grad_norm: 1.6167 2021-04-08 12:25:37,093 - mmaction - INFO - Epoch [19][2360/2910] lr: 4.440e-02, eta: 5:27:52, time: 1.276, data_time: 0.065, memory: 9523, top1_acc: 0.8846, top5_acc: 0.9920, loss_cls: 0.3625, loss: 0.3625, grad_norm: 1.5396 2021-04-08 12:26:01,760 - mmaction - INFO - Epoch [19][2380/2910] lr: 4.428e-02, eta: 5:27:26, time: 1.234, data_time: 0.019, memory: 9523, top1_acc: 0.8811, top5_acc: 0.9893, loss_cls: 0.3790, loss: 0.3790, grad_norm: 1.5782 2021-04-08 12:26:28,844 - mmaction - INFO - Epoch [19][2400/2910] lr: 4.417e-02, eta: 5:27:00, time: 1.355, data_time: 0.070, memory: 9523, top1_acc: 0.8857, top5_acc: 0.9902, loss_cls: 0.3671, loss: 0.3671, grad_norm: 1.5011 2021-04-08 12:26:52,375 - mmaction - INFO - Epoch [19][2420/2910] lr: 4.406e-02, eta: 5:26:34, time: 1.176, data_time: 0.069, memory: 9523, top1_acc: 0.8932, top5_acc: 0.9918, loss_cls: 0.3508, loss: 0.3508, grad_norm: 1.5369 2021-04-08 12:27:17,299 - mmaction - INFO - Epoch [19][2440/2910] lr: 4.394e-02, eta: 5:26:07, time: 1.245, data_time: 0.188, memory: 9523, top1_acc: 0.8834, top5_acc: 0.9889, loss_cls: 0.3767, loss: 0.3767, grad_norm: 1.6512 2021-04-08 12:27:42,204 - mmaction - INFO - Epoch [19][2460/2910] lr: 4.383e-02, eta: 5:25:41, time: 1.245, data_time: 0.085, memory: 9523, top1_acc: 0.8889, top5_acc: 0.9902, loss_cls: 0.3646, loss: 0.3646, grad_norm: 1.5525 2021-04-08 12:28:05,868 - mmaction - INFO - Epoch [19][2480/2910] lr: 4.372e-02, eta: 5:25:14, time: 1.184, data_time: 0.130, memory: 9523, top1_acc: 0.8828, top5_acc: 0.9922, loss_cls: 0.3802, loss: 0.3802, grad_norm: 1.6596 2021-04-08 12:28:29,573 - mmaction - INFO - Epoch [19][2500/2910] lr: 4.361e-02, eta: 5:24:47, time: 1.186, data_time: 0.006, memory: 9523, top1_acc: 0.8832, top5_acc: 0.9902, loss_cls: 0.3790, loss: 0.3790, grad_norm: 1.5914 2021-04-08 12:28:54,139 - mmaction - INFO - Epoch [19][2520/2910] lr: 4.350e-02, eta: 5:24:21, time: 1.227, data_time: 0.024, memory: 9523, top1_acc: 0.8891, top5_acc: 0.9924, loss_cls: 0.3524, loss: 0.3524, grad_norm: 1.5799 2021-04-08 12:29:18,600 - mmaction - INFO - Epoch [19][2540/2910] lr: 4.338e-02, eta: 5:23:54, time: 1.225, data_time: 0.069, memory: 9523, top1_acc: 0.8842, top5_acc: 0.9906, loss_cls: 0.3688, loss: 0.3688, grad_norm: 1.5750 2021-04-08 12:29:43,141 - mmaction - INFO - Epoch [19][2560/2910] lr: 4.327e-02, eta: 5:23:28, time: 1.227, data_time: 0.100, memory: 9523, top1_acc: 0.8904, top5_acc: 0.9914, loss_cls: 0.3508, loss: 0.3508, grad_norm: 1.5251 2021-04-08 12:30:08,049 - mmaction - INFO - Epoch [19][2580/2910] lr: 4.316e-02, eta: 5:23:02, time: 1.243, data_time: 0.068, memory: 9523, top1_acc: 0.8830, top5_acc: 0.9896, loss_cls: 0.3774, loss: 0.3774, grad_norm: 1.6657 2021-04-08 12:30:31,529 - mmaction - INFO - Epoch [19][2600/2910] lr: 4.305e-02, eta: 5:22:35, time: 1.176, data_time: 0.093, memory: 9523, top1_acc: 0.8771, top5_acc: 0.9891, loss_cls: 0.3979, loss: 0.3979, grad_norm: 1.6875 2021-04-08 12:30:56,935 - mmaction - INFO - Epoch [19][2620/2910] lr: 4.294e-02, eta: 5:22:09, time: 1.270, data_time: 0.028, memory: 9523, top1_acc: 0.8885, top5_acc: 0.9910, loss_cls: 0.3673, loss: 0.3673, grad_norm: 1.5878 2021-04-08 12:31:21,865 - mmaction - INFO - Epoch [19][2640/2910] lr: 4.283e-02, eta: 5:21:42, time: 1.247, data_time: 0.053, memory: 9523, top1_acc: 0.8914, top5_acc: 0.9920, loss_cls: 0.3590, loss: 0.3590, grad_norm: 1.5403 2021-04-08 12:31:46,384 - mmaction - INFO - Epoch [19][2660/2910] lr: 4.271e-02, eta: 5:21:16, time: 1.226, data_time: 0.023, memory: 9523, top1_acc: 0.8963, top5_acc: 0.9924, loss_cls: 0.3376, loss: 0.3376, grad_norm: 1.4923 2021-04-08 12:32:11,020 - mmaction - INFO - Epoch [19][2680/2910] lr: 4.260e-02, eta: 5:20:49, time: 1.230, data_time: 0.008, memory: 9523, top1_acc: 0.9010, top5_acc: 0.9898, loss_cls: 0.3322, loss: 0.3322, grad_norm: 1.4957 2021-04-08 12:32:35,390 - mmaction - INFO - Epoch [19][2700/2910] lr: 4.249e-02, eta: 5:20:23, time: 1.219, data_time: 0.167, memory: 9523, top1_acc: 0.8930, top5_acc: 0.9908, loss_cls: 0.3465, loss: 0.3465, grad_norm: 1.5018 2021-04-08 12:32:59,491 - mmaction - INFO - Epoch [19][2720/2910] lr: 4.238e-02, eta: 5:19:56, time: 1.206, data_time: 0.093, memory: 9523, top1_acc: 0.8869, top5_acc: 0.9896, loss_cls: 0.3773, loss: 0.3773, grad_norm: 1.6136 2021-04-08 12:33:24,415 - mmaction - INFO - Epoch [19][2740/2910] lr: 4.227e-02, eta: 5:19:30, time: 1.246, data_time: 0.133, memory: 9523, top1_acc: 0.8916, top5_acc: 0.9906, loss_cls: 0.3478, loss: 0.3478, grad_norm: 1.5554 2021-04-08 12:33:48,844 - mmaction - INFO - Epoch [19][2760/2910] lr: 4.216e-02, eta: 5:19:04, time: 1.222, data_time: 0.028, memory: 9523, top1_acc: 0.9023, top5_acc: 0.9928, loss_cls: 0.3384, loss: 0.3384, grad_norm: 1.5508 2021-04-08 12:34:12,837 - mmaction - INFO - Epoch [19][2780/2910] lr: 4.205e-02, eta: 5:18:37, time: 1.200, data_time: 0.004, memory: 9523, top1_acc: 0.8967, top5_acc: 0.9912, loss_cls: 0.3411, loss: 0.3411, grad_norm: 1.5149 2021-04-08 12:34:38,014 - mmaction - INFO - Epoch [19][2800/2910] lr: 4.194e-02, eta: 5:18:11, time: 1.259, data_time: 0.073, memory: 9523, top1_acc: 0.9012, top5_acc: 0.9928, loss_cls: 0.3350, loss: 0.3350, grad_norm: 1.5226 2021-04-08 12:35:02,394 - mmaction - INFO - Epoch [19][2820/2910] lr: 4.183e-02, eta: 5:17:44, time: 1.219, data_time: 0.068, memory: 9523, top1_acc: 0.8955, top5_acc: 0.9930, loss_cls: 0.3473, loss: 0.3473, grad_norm: 1.5513 2021-04-08 12:35:27,635 - mmaction - INFO - Epoch [19][2840/2910] lr: 4.172e-02, eta: 5:17:18, time: 1.262, data_time: 0.038, memory: 9523, top1_acc: 0.8957, top5_acc: 0.9906, loss_cls: 0.3450, loss: 0.3450, grad_norm: 1.5522 2021-04-08 12:35:52,958 - mmaction - INFO - Epoch [19][2860/2910] lr: 4.161e-02, eta: 5:16:52, time: 1.266, data_time: 0.089, memory: 9523, top1_acc: 0.8988, top5_acc: 0.9924, loss_cls: 0.3294, loss: 0.3294, grad_norm: 1.5240 2021-04-08 12:36:16,403 - mmaction - INFO - Epoch [19][2880/2910] lr: 4.150e-02, eta: 5:16:25, time: 1.172, data_time: 0.065, memory: 9523, top1_acc: 0.9004, top5_acc: 0.9924, loss_cls: 0.3298, loss: 0.3298, grad_norm: 1.5320 2021-04-08 12:36:40,580 - mmaction - INFO - Epoch [19][2900/2910] lr: 4.139e-02, eta: 5:15:58, time: 1.208, data_time: 0.106, memory: 9523, top1_acc: 0.8906, top5_acc: 0.9896, loss_cls: 0.3622, loss: 0.3622, grad_norm: 1.6351 2021-04-08 12:36:55,707 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-04-08 12:44:50,612 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-08 12:44:51,286 - mmaction - INFO - top1_acc 0.8164 top5_acc 0.9758 2021-04-08 12:44:51,287 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-08 12:44:51,398 - mmaction - INFO - mean_acc 0.8249 2021-04-08 12:44:51,398 - mmaction - INFO - Now best checkpoint is epoch_19.pth 2021-04-08 12:44:51,418 - mmaction - INFO - Epoch(val) [19][2910] top1_acc: 0.8164, top5_acc: 0.9758, mean_class_accuracy: 0.8249 2021-04-08 12:48:42,175 - mmaction - INFO - Epoch [20][20/2910] lr: 4.123e-02, eta: 5:16:10, time: 11.533, data_time: 10.298, memory: 9523, top1_acc: 0.8934, top5_acc: 0.9924, loss_cls: 0.3370, loss: 0.3370, grad_norm: 1.5624 2021-04-08 12:49:07,002 - mmaction - INFO - Epoch [20][40/2910] lr: 4.112e-02, eta: 5:15:43, time: 1.241, data_time: 0.001, memory: 9523, top1_acc: 0.9070, top5_acc: 0.9916, loss_cls: 0.3123, loss: 0.3123, grad_norm: 1.4840 2021-04-08 12:49:32,260 - mmaction - INFO - Epoch [20][60/2910] lr: 4.101e-02, eta: 5:15:17, time: 1.262, data_time: 0.002, memory: 9523, top1_acc: 0.9041, top5_acc: 0.9926, loss_cls: 0.3170, loss: 0.3170, grad_norm: 1.5321 2021-04-08 12:49:56,502 - mmaction - INFO - Epoch [20][80/2910] lr: 4.090e-02, eta: 5:14:50, time: 1.213, data_time: 0.041, memory: 9523, top1_acc: 0.8971, top5_acc: 0.9926, loss_cls: 0.3268, loss: 0.3268, grad_norm: 1.5844 2021-04-08 12:50:22,159 - mmaction - INFO - Epoch [20][100/2910] lr: 4.079e-02, eta: 5:14:24, time: 1.283, data_time: 0.044, memory: 9523, top1_acc: 0.9012, top5_acc: 0.9906, loss_cls: 0.3426, loss: 0.3426, grad_norm: 1.5700 2021-04-08 12:50:45,945 - mmaction - INFO - Epoch [20][120/2910] lr: 4.068e-02, eta: 5:13:57, time: 1.189, data_time: 0.062, memory: 9523, top1_acc: 0.8951, top5_acc: 0.9922, loss_cls: 0.3332, loss: 0.3332, grad_norm: 1.5431 2021-04-08 12:51:11,419 - mmaction - INFO - Epoch [20][140/2910] lr: 4.057e-02, eta: 5:13:31, time: 1.273, data_time: 0.193, memory: 9523, top1_acc: 0.8941, top5_acc: 0.9908, loss_cls: 0.3559, loss: 0.3559, grad_norm: 1.6094 2021-04-08 12:51:36,525 - mmaction - INFO - Epoch [20][160/2910] lr: 4.046e-02, eta: 5:13:05, time: 1.256, data_time: 0.075, memory: 9523, top1_acc: 0.8969, top5_acc: 0.9916, loss_cls: 0.3452, loss: 0.3452, grad_norm: 1.5599 2021-04-08 12:52:01,714 - mmaction - INFO - Epoch [20][180/2910] lr: 4.035e-02, eta: 5:12:38, time: 1.258, data_time: 0.189, memory: 9523, top1_acc: 0.8971, top5_acc: 0.9895, loss_cls: 0.3446, loss: 0.3446, grad_norm: 1.6015 2021-04-08 12:52:26,556 - mmaction - INFO - Epoch [20][200/2910] lr: 4.025e-02, eta: 5:12:12, time: 1.243, data_time: 0.064, memory: 9523, top1_acc: 0.8982, top5_acc: 0.9936, loss_cls: 0.3418, loss: 0.3418, grad_norm: 1.6281 2021-04-08 12:52:51,088 - mmaction - INFO - Epoch [20][220/2910] lr: 4.014e-02, eta: 5:11:45, time: 1.226, data_time: 0.001, memory: 9523, top1_acc: 0.8867, top5_acc: 0.9920, loss_cls: 0.3650, loss: 0.3650, grad_norm: 1.6473 2021-04-08 12:53:15,861 - mmaction - INFO - Epoch [20][240/2910] lr: 4.003e-02, eta: 5:11:19, time: 1.239, data_time: 0.033, memory: 9523, top1_acc: 0.8836, top5_acc: 0.9918, loss_cls: 0.3625, loss: 0.3625, grad_norm: 1.6299 2021-04-08 12:53:40,667 - mmaction - INFO - Epoch [20][260/2910] lr: 3.992e-02, eta: 5:10:52, time: 1.240, data_time: 0.013, memory: 9523, top1_acc: 0.8986, top5_acc: 0.9912, loss_cls: 0.3343, loss: 0.3343, grad_norm: 1.5300 2021-04-08 12:54:06,689 - mmaction - INFO - Epoch [20][280/2910] lr: 3.981e-02, eta: 5:10:26, time: 1.301, data_time: 0.039, memory: 9523, top1_acc: 0.8969, top5_acc: 0.9924, loss_cls: 0.3350, loss: 0.3350, grad_norm: 1.5155 2021-04-08 12:54:31,441 - mmaction - INFO - Epoch [20][300/2910] lr: 3.971e-02, eta: 5:10:00, time: 1.238, data_time: 0.107, memory: 9523, top1_acc: 0.9016, top5_acc: 0.9928, loss_cls: 0.3252, loss: 0.3252, grad_norm: 1.5555 2021-04-08 12:54:56,160 - mmaction - INFO - Epoch [20][320/2910] lr: 3.960e-02, eta: 5:09:33, time: 1.236, data_time: 0.064, memory: 9523, top1_acc: 0.8977, top5_acc: 0.9914, loss_cls: 0.3366, loss: 0.3366, grad_norm: 1.6044 2021-04-08 12:55:21,434 - mmaction - INFO - Epoch [20][340/2910] lr: 3.949e-02, eta: 5:09:07, time: 1.264, data_time: 0.146, memory: 9523, top1_acc: 0.8953, top5_acc: 0.9910, loss_cls: 0.3478, loss: 0.3478, grad_norm: 1.6016 2021-04-08 12:55:46,881 - mmaction - INFO - Epoch [20][360/2910] lr: 3.938e-02, eta: 5:08:41, time: 1.272, data_time: 0.078, memory: 9523, top1_acc: 0.8896, top5_acc: 0.9928, loss_cls: 0.3456, loss: 0.3456, grad_norm: 1.6393 2021-04-08 12:56:11,285 - mmaction - INFO - Epoch [20][380/2910] lr: 3.928e-02, eta: 5:08:14, time: 1.221, data_time: 0.058, memory: 9523, top1_acc: 0.8994, top5_acc: 0.9920, loss_cls: 0.3467, loss: 0.3467, grad_norm: 1.6081 2021-04-08 12:56:36,469 - mmaction - INFO - Epoch [20][400/2910] lr: 3.917e-02, eta: 5:07:48, time: 1.259, data_time: 0.095, memory: 9523, top1_acc: 0.8961, top5_acc: 0.9920, loss_cls: 0.3398, loss: 0.3398, grad_norm: 1.6335 2021-04-08 12:57:02,740 - mmaction - INFO - Epoch [20][420/2910] lr: 3.906e-02, eta: 5:07:22, time: 1.312, data_time: 0.072, memory: 9523, top1_acc: 0.8934, top5_acc: 0.9912, loss_cls: 0.3493, loss: 0.3493, grad_norm: 1.6030 2021-04-08 12:57:27,349 - mmaction - INFO - Epoch [20][440/2910] lr: 3.896e-02, eta: 5:06:55, time: 1.232, data_time: 0.099, memory: 9523, top1_acc: 0.8922, top5_acc: 0.9916, loss_cls: 0.3499, loss: 0.3499, grad_norm: 1.6388 2021-04-08 12:57:52,532 - mmaction - INFO - Epoch [20][460/2910] lr: 3.885e-02, eta: 5:06:29, time: 1.258, data_time: 0.048, memory: 9523, top1_acc: 0.8984, top5_acc: 0.9920, loss_cls: 0.3321, loss: 0.3321, grad_norm: 1.5152 2021-04-08 12:58:17,301 - mmaction - INFO - Epoch [20][480/2910] lr: 3.874e-02, eta: 5:06:03, time: 1.238, data_time: 0.023, memory: 9523, top1_acc: 0.8992, top5_acc: 0.9930, loss_cls: 0.3280, loss: 0.3280, grad_norm: 1.5238 2021-04-08 12:58:41,194 - mmaction - INFO - Epoch [20][500/2910] lr: 3.864e-02, eta: 5:05:36, time: 1.195, data_time: 0.119, memory: 9523, top1_acc: 0.9043, top5_acc: 0.9936, loss_cls: 0.3096, loss: 0.3096, grad_norm: 1.4861 2021-04-08 12:59:07,745 - mmaction - INFO - Epoch [20][520/2910] lr: 3.853e-02, eta: 5:05:10, time: 1.328, data_time: 0.010, memory: 9523, top1_acc: 0.9014, top5_acc: 0.9918, loss_cls: 0.3196, loss: 0.3196, grad_norm: 1.5041 2021-04-08 12:59:33,035 - mmaction - INFO - Epoch [20][540/2910] lr: 3.842e-02, eta: 5:04:44, time: 1.264, data_time: 0.210, memory: 9523, top1_acc: 0.8988, top5_acc: 0.9936, loss_cls: 0.3321, loss: 0.3321, grad_norm: 1.6028 2021-04-08 12:59:56,372 - mmaction - INFO - Epoch [20][560/2910] lr: 3.832e-02, eta: 5:04:17, time: 1.169, data_time: 0.093, memory: 9523, top1_acc: 0.9020, top5_acc: 0.9898, loss_cls: 0.3180, loss: 0.3180, grad_norm: 1.5829 2021-04-08 13:00:22,715 - mmaction - INFO - Epoch [20][580/2910] lr: 3.821e-02, eta: 5:03:51, time: 1.317, data_time: 0.081, memory: 9523, top1_acc: 0.9006, top5_acc: 0.9916, loss_cls: 0.3317, loss: 0.3317, grad_norm: 1.6070 2021-04-08 13:00:46,731 - mmaction - INFO - Epoch [20][600/2910] lr: 3.811e-02, eta: 5:03:24, time: 1.198, data_time: 0.175, memory: 9523, top1_acc: 0.9047, top5_acc: 0.9939, loss_cls: 0.3307, loss: 0.3307, grad_norm: 1.5699 2021-04-08 13:01:10,728 - mmaction - INFO - Epoch [20][620/2910] lr: 3.800e-02, eta: 5:02:58, time: 1.202, data_time: 0.107, memory: 9523, top1_acc: 0.8979, top5_acc: 0.9908, loss_cls: 0.3274, loss: 0.3274, grad_norm: 1.6011 2021-04-08 13:01:36,052 - mmaction - INFO - Epoch [20][640/2910] lr: 3.790e-02, eta: 5:02:31, time: 1.266, data_time: 0.143, memory: 9523, top1_acc: 0.8979, top5_acc: 0.9910, loss_cls: 0.3319, loss: 0.3319, grad_norm: 1.5944 2021-04-08 13:02:01,274 - mmaction - INFO - Epoch [20][660/2910] lr: 3.779e-02, eta: 5:02:05, time: 1.262, data_time: 0.154, memory: 9523, top1_acc: 0.9023, top5_acc: 0.9928, loss_cls: 0.3207, loss: 0.3207, grad_norm: 1.5886 2021-04-08 13:02:26,157 - mmaction - INFO - Epoch [20][680/2910] lr: 3.769e-02, eta: 5:01:39, time: 1.244, data_time: 0.204, memory: 9523, top1_acc: 0.8953, top5_acc: 0.9902, loss_cls: 0.3336, loss: 0.3336, grad_norm: 1.6355 2021-04-08 13:02:49,826 - mmaction - INFO - Epoch [20][700/2910] lr: 3.758e-02, eta: 5:01:12, time: 1.183, data_time: 0.065, memory: 9523, top1_acc: 0.8980, top5_acc: 0.9910, loss_cls: 0.3284, loss: 0.3284, grad_norm: 1.6045 2021-04-08 13:03:14,841 - mmaction - INFO - Epoch [20][720/2910] lr: 3.748e-02, eta: 5:00:46, time: 1.251, data_time: 0.116, memory: 9523, top1_acc: 0.8965, top5_acc: 0.9906, loss_cls: 0.3420, loss: 0.3420, grad_norm: 1.6544 2021-04-08 13:03:40,635 - mmaction - INFO - Epoch [20][740/2910] lr: 3.737e-02, eta: 5:00:19, time: 1.288, data_time: 0.011, memory: 9523, top1_acc: 0.8920, top5_acc: 0.9902, loss_cls: 0.3541, loss: 0.3541, grad_norm: 1.6687 2021-04-08 13:04:04,357 - mmaction - INFO - Epoch [20][760/2910] lr: 3.727e-02, eta: 4:59:53, time: 1.187, data_time: 0.038, memory: 9523, top1_acc: 0.8961, top5_acc: 0.9924, loss_cls: 0.3386, loss: 0.3386, grad_norm: 1.6478 2021-04-08 13:04:29,573 - mmaction - INFO - Epoch [20][780/2910] lr: 3.716e-02, eta: 4:59:26, time: 1.261, data_time: 0.019, memory: 9523, top1_acc: 0.9010, top5_acc: 0.9916, loss_cls: 0.3289, loss: 0.3289, grad_norm: 1.6431 2021-04-08 13:04:54,392 - mmaction - INFO - Epoch [20][800/2910] lr: 3.706e-02, eta: 4:59:00, time: 1.241, data_time: 0.002, memory: 9523, top1_acc: 0.8969, top5_acc: 0.9898, loss_cls: 0.3374, loss: 0.3374, grad_norm: 1.6452 2021-04-08 13:05:19,120 - mmaction - INFO - Epoch [20][820/2910] lr: 3.695e-02, eta: 4:58:34, time: 1.236, data_time: 0.136, memory: 9523, top1_acc: 0.9006, top5_acc: 0.9920, loss_cls: 0.3287, loss: 0.3287, grad_norm: 1.5935 2021-04-08 13:05:45,216 - mmaction - INFO - Epoch [20][840/2910] lr: 3.685e-02, eta: 4:58:07, time: 1.304, data_time: 0.200, memory: 9523, top1_acc: 0.8969, top5_acc: 0.9926, loss_cls: 0.3367, loss: 0.3367, grad_norm: 1.6709 2021-04-08 13:06:09,432 - mmaction - INFO - Epoch [20][860/2910] lr: 3.674e-02, eta: 4:57:41, time: 1.212, data_time: 0.117, memory: 9523, top1_acc: 0.9020, top5_acc: 0.9908, loss_cls: 0.3238, loss: 0.3238, grad_norm: 1.6250 2021-04-08 13:06:33,931 - mmaction - INFO - Epoch [20][880/2910] lr: 3.664e-02, eta: 4:57:14, time: 1.225, data_time: 0.022, memory: 9523, top1_acc: 0.9066, top5_acc: 0.9947, loss_cls: 0.3068, loss: 0.3068, grad_norm: 1.5609 2021-04-08 13:06:58,881 - mmaction - INFO - Epoch [20][900/2910] lr: 3.654e-02, eta: 4:56:48, time: 1.248, data_time: 0.133, memory: 9523, top1_acc: 0.9049, top5_acc: 0.9936, loss_cls: 0.3175, loss: 0.3175, grad_norm: 1.6036 2021-04-08 13:07:24,093 - mmaction - INFO - Epoch [20][920/2910] lr: 3.643e-02, eta: 4:56:22, time: 1.261, data_time: 0.081, memory: 9523, top1_acc: 0.9014, top5_acc: 0.9930, loss_cls: 0.3170, loss: 0.3170, grad_norm: 1.5860 2021-04-08 13:07:47,531 - mmaction - INFO - Epoch [20][940/2910] lr: 3.633e-02, eta: 4:55:55, time: 1.173, data_time: 0.035, memory: 9523, top1_acc: 0.8994, top5_acc: 0.9916, loss_cls: 0.3223, loss: 0.3223, grad_norm: 1.6344 2021-04-08 13:08:13,057 - mmaction - INFO - Epoch [20][960/2910] lr: 3.623e-02, eta: 4:55:29, time: 1.276, data_time: 0.192, memory: 9523, top1_acc: 0.8914, top5_acc: 0.9896, loss_cls: 0.3505, loss: 0.3505, grad_norm: 1.6731 2021-04-08 13:08:37,811 - mmaction - INFO - Epoch [20][980/2910] lr: 3.612e-02, eta: 4:55:02, time: 1.238, data_time: 0.026, memory: 9523, top1_acc: 0.8957, top5_acc: 0.9920, loss_cls: 0.3413, loss: 0.3413, grad_norm: 1.6452 2021-04-08 13:09:03,862 - mmaction - INFO - Epoch [20][1000/2910] lr: 3.602e-02, eta: 4:54:36, time: 1.301, data_time: 0.112, memory: 9523, top1_acc: 0.9078, top5_acc: 0.9920, loss_cls: 0.3186, loss: 0.3186, grad_norm: 1.6514 2021-04-08 13:09:28,127 - mmaction - INFO - Epoch [20][1020/2910] lr: 3.592e-02, eta: 4:54:10, time: 1.214, data_time: 0.114, memory: 9523, top1_acc: 0.8922, top5_acc: 0.9922, loss_cls: 0.3447, loss: 0.3447, grad_norm: 1.6530 2021-04-08 13:09:52,532 - mmaction - INFO - Epoch [20][1040/2910] lr: 3.581e-02, eta: 4:53:43, time: 1.220, data_time: 0.127, memory: 9523, top1_acc: 0.9006, top5_acc: 0.9908, loss_cls: 0.3233, loss: 0.3233, grad_norm: 1.5558 2021-04-08 13:10:17,101 - mmaction - INFO - Epoch [20][1060/2910] lr: 3.571e-02, eta: 4:53:17, time: 1.228, data_time: 0.100, memory: 9523, top1_acc: 0.9004, top5_acc: 0.9924, loss_cls: 0.3207, loss: 0.3207, grad_norm: 1.6115 2021-04-08 13:10:41,863 - mmaction - INFO - Epoch [20][1080/2910] lr: 3.561e-02, eta: 4:52:50, time: 1.238, data_time: 0.060, memory: 9523, top1_acc: 0.8965, top5_acc: 0.9922, loss_cls: 0.3277, loss: 0.3277, grad_norm: 1.6076 2021-04-08 13:11:06,777 - mmaction - INFO - Epoch [20][1100/2910] lr: 3.551e-02, eta: 4:52:24, time: 1.246, data_time: 0.021, memory: 9523, top1_acc: 0.8963, top5_acc: 0.9951, loss_cls: 0.3296, loss: 0.3296, grad_norm: 1.6840 2021-04-08 13:11:32,017 - mmaction - INFO - Epoch [20][1120/2910] lr: 3.540e-02, eta: 4:51:58, time: 1.262, data_time: 0.333, memory: 9523, top1_acc: 0.9000, top5_acc: 0.9898, loss_cls: 0.3360, loss: 0.3360, grad_norm: 1.6175 2021-04-08 13:11:56,337 - mmaction - INFO - Epoch [20][1140/2910] lr: 3.530e-02, eta: 4:51:31, time: 1.216, data_time: 0.056, memory: 9523, top1_acc: 0.8955, top5_acc: 0.9932, loss_cls: 0.3340, loss: 0.3340, grad_norm: 1.6362 2021-04-08 13:12:19,835 - mmaction - INFO - Epoch [20][1160/2910] lr: 3.520e-02, eta: 4:51:05, time: 1.175, data_time: 0.121, memory: 9523, top1_acc: 0.9084, top5_acc: 0.9951, loss_cls: 0.3003, loss: 0.3003, grad_norm: 1.6024 2021-04-08 13:12:44,951 - mmaction - INFO - Epoch [20][1180/2910] lr: 3.510e-02, eta: 4:50:38, time: 1.256, data_time: 0.079, memory: 9523, top1_acc: 0.9068, top5_acc: 0.9922, loss_cls: 0.3088, loss: 0.3088, grad_norm: 1.6043 2021-04-08 13:13:10,599 - mmaction - INFO - Epoch [20][1200/2910] lr: 3.500e-02, eta: 4:50:12, time: 1.281, data_time: 0.073, memory: 9523, top1_acc: 0.9072, top5_acc: 0.9934, loss_cls: 0.3076, loss: 0.3076, grad_norm: 1.5662 2021-04-08 13:13:35,487 - mmaction - INFO - Epoch [20][1220/2910] lr: 3.490e-02, eta: 4:49:46, time: 1.245, data_time: 0.048, memory: 9523, top1_acc: 0.9133, top5_acc: 0.9945, loss_cls: 0.2799, loss: 0.2799, grad_norm: 1.5274 2021-04-08 13:13:59,681 - mmaction - INFO - Epoch [20][1240/2910] lr: 3.479e-02, eta: 4:49:19, time: 1.209, data_time: 0.082, memory: 9523, top1_acc: 0.9109, top5_acc: 0.9939, loss_cls: 0.2893, loss: 0.2893, grad_norm: 1.5912 2021-04-08 13:14:25,576 - mmaction - INFO - Epoch [20][1260/2910] lr: 3.469e-02, eta: 4:48:53, time: 1.296, data_time: 0.135, memory: 9523, top1_acc: 0.9066, top5_acc: 0.9928, loss_cls: 0.3069, loss: 0.3069, grad_norm: 1.6206 2021-04-08 13:14:50,362 - mmaction - INFO - Epoch [20][1280/2910] lr: 3.459e-02, eta: 4:48:27, time: 1.240, data_time: 0.178, memory: 9523, top1_acc: 0.9109, top5_acc: 0.9936, loss_cls: 0.2943, loss: 0.2943, grad_norm: 1.5674 2021-04-08 13:15:15,363 - mmaction - INFO - Epoch [20][1300/2910] lr: 3.449e-02, eta: 4:48:00, time: 1.248, data_time: 0.021, memory: 9523, top1_acc: 0.9047, top5_acc: 0.9916, loss_cls: 0.3127, loss: 0.3127, grad_norm: 1.5986 2021-04-08 13:15:39,348 - mmaction - INFO - Epoch [20][1320/2910] lr: 3.439e-02, eta: 4:47:34, time: 1.202, data_time: 0.021, memory: 9523, top1_acc: 0.9076, top5_acc: 0.9932, loss_cls: 0.3124, loss: 0.3124, grad_norm: 1.6682 2021-04-08 13:16:04,293 - mmaction - INFO - Epoch [20][1340/2910] lr: 3.429e-02, eta: 4:47:07, time: 1.247, data_time: 0.026, memory: 9523, top1_acc: 0.9049, top5_acc: 0.9932, loss_cls: 0.3193, loss: 0.3193, grad_norm: 1.6598 2021-04-08 13:16:28,333 - mmaction - INFO - Epoch [20][1360/2910] lr: 3.419e-02, eta: 4:46:41, time: 1.202, data_time: 0.022, memory: 9523, top1_acc: 0.9059, top5_acc: 0.9928, loss_cls: 0.3085, loss: 0.3085, grad_norm: 1.5973 2021-04-08 13:16:52,589 - mmaction - INFO - Epoch [20][1380/2910] lr: 3.409e-02, eta: 4:46:14, time: 1.213, data_time: 0.090, memory: 9523, top1_acc: 0.9039, top5_acc: 0.9936, loss_cls: 0.3143, loss: 0.3143, grad_norm: 1.6522 2021-04-08 13:17:18,130 - mmaction - INFO - Epoch [20][1400/2910] lr: 3.399e-02, eta: 4:45:48, time: 1.276, data_time: 0.043, memory: 9523, top1_acc: 0.8928, top5_acc: 0.9930, loss_cls: 0.3430, loss: 0.3430, grad_norm: 1.8050 2021-04-08 13:17:42,897 - mmaction - INFO - Epoch [20][1420/2910] lr: 3.389e-02, eta: 4:45:22, time: 1.239, data_time: 0.003, memory: 9523, top1_acc: 0.9027, top5_acc: 0.9910, loss_cls: 0.3171, loss: 0.3171, grad_norm: 1.6911 2021-04-08 13:18:07,272 - mmaction - INFO - Epoch [20][1440/2910] lr: 3.379e-02, eta: 4:44:55, time: 1.220, data_time: 0.002, memory: 9523, top1_acc: 0.9051, top5_acc: 0.9920, loss_cls: 0.3146, loss: 0.3146, grad_norm: 1.6453 2021-04-08 13:18:33,227 - mmaction - INFO - Epoch [20][1460/2910] lr: 3.369e-02, eta: 4:44:29, time: 1.297, data_time: 0.127, memory: 9523, top1_acc: 0.9076, top5_acc: 0.9934, loss_cls: 0.3206, loss: 0.3206, grad_norm: 1.6405 2021-04-08 13:18:57,217 - mmaction - INFO - Epoch [20][1480/2910] lr: 3.359e-02, eta: 4:44:03, time: 1.200, data_time: 0.018, memory: 9523, top1_acc: 0.9047, top5_acc: 0.9898, loss_cls: 0.3303, loss: 0.3303, grad_norm: 1.6673 2021-04-08 13:19:21,935 - mmaction - INFO - Epoch [20][1500/2910] lr: 3.349e-02, eta: 4:43:36, time: 1.236, data_time: 0.018, memory: 9523, top1_acc: 0.9023, top5_acc: 0.9912, loss_cls: 0.3299, loss: 0.3299, grad_norm: 1.6747 2021-04-08 13:19:46,679 - mmaction - INFO - Epoch [20][1520/2910] lr: 3.339e-02, eta: 4:43:10, time: 1.235, data_time: 0.007, memory: 9523, top1_acc: 0.9041, top5_acc: 0.9924, loss_cls: 0.3177, loss: 0.3177, grad_norm: 1.6059 2021-04-08 13:20:12,278 - mmaction - INFO - Epoch [20][1540/2910] lr: 3.329e-02, eta: 4:42:44, time: 1.282, data_time: 0.115, memory: 9523, top1_acc: 0.9027, top5_acc: 0.9928, loss_cls: 0.3169, loss: 0.3169, grad_norm: 1.6941 2021-04-08 13:20:35,626 - mmaction - INFO - Epoch [20][1560/2910] lr: 3.319e-02, eta: 4:42:17, time: 1.167, data_time: 0.098, memory: 9523, top1_acc: 0.9105, top5_acc: 0.9934, loss_cls: 0.2966, loss: 0.2966, grad_norm: 1.6030 2021-04-08 13:21:00,257 - mmaction - INFO - Epoch [20][1580/2910] lr: 3.309e-02, eta: 4:41:50, time: 1.232, data_time: 0.057, memory: 9523, top1_acc: 0.9010, top5_acc: 0.9924, loss_cls: 0.3323, loss: 0.3323, grad_norm: 1.7053 2021-04-08 13:21:24,569 - mmaction - INFO - Epoch [20][1600/2910] lr: 3.299e-02, eta: 4:41:24, time: 1.216, data_time: 0.005, memory: 9523, top1_acc: 0.8990, top5_acc: 0.9906, loss_cls: 0.3260, loss: 0.3260, grad_norm: 1.6691 2021-04-08 13:21:50,500 - mmaction - INFO - Epoch [20][1620/2910] lr: 3.289e-02, eta: 4:40:58, time: 1.297, data_time: 0.144, memory: 9523, top1_acc: 0.9088, top5_acc: 0.9928, loss_cls: 0.2976, loss: 0.2976, grad_norm: 1.5950 2021-04-08 13:22:13,475 - mmaction - INFO - Epoch [20][1640/2910] lr: 3.279e-02, eta: 4:40:31, time: 1.147, data_time: 0.019, memory: 9523, top1_acc: 0.9107, top5_acc: 0.9936, loss_cls: 0.3015, loss: 0.3015, grad_norm: 1.6062 2021-04-08 13:22:38,686 - mmaction - INFO - Epoch [20][1660/2910] lr: 3.269e-02, eta: 4:40:05, time: 1.262, data_time: 0.121, memory: 9523, top1_acc: 0.9037, top5_acc: 0.9949, loss_cls: 0.3151, loss: 0.3151, grad_norm: 1.6030 2021-04-08 13:23:02,920 - mmaction - INFO - Epoch [20][1680/2910] lr: 3.259e-02, eta: 4:39:38, time: 1.213, data_time: 0.032, memory: 9523, top1_acc: 0.9072, top5_acc: 0.9934, loss_cls: 0.2999, loss: 0.2999, grad_norm: 1.5690 2021-04-08 13:23:28,115 - mmaction - INFO - Epoch [20][1700/2910] lr: 3.250e-02, eta: 4:39:12, time: 1.258, data_time: 0.014, memory: 9523, top1_acc: 0.9033, top5_acc: 0.9928, loss_cls: 0.3184, loss: 0.3184, grad_norm: 1.6768 2021-04-08 13:23:52,671 - mmaction - INFO - Epoch [20][1720/2910] lr: 3.240e-02, eta: 4:38:46, time: 1.230, data_time: 0.056, memory: 9523, top1_acc: 0.9107, top5_acc: 0.9947, loss_cls: 0.2950, loss: 0.2950, grad_norm: 1.5886 2021-04-08 13:24:17,756 - mmaction - INFO - Epoch [20][1740/2910] lr: 3.230e-02, eta: 4:38:19, time: 1.254, data_time: 0.097, memory: 9523, top1_acc: 0.9137, top5_acc: 0.9934, loss_cls: 0.2927, loss: 0.2927, grad_norm: 1.5952 2021-04-08 13:24:42,224 - mmaction - INFO - Epoch [20][1760/2910] lr: 3.220e-02, eta: 4:37:53, time: 1.224, data_time: 0.054, memory: 9523, top1_acc: 0.9195, top5_acc: 0.9938, loss_cls: 0.2780, loss: 0.2780, grad_norm: 1.5350 2021-04-08 13:25:07,408 - mmaction - INFO - Epoch [20][1780/2910] lr: 3.210e-02, eta: 4:37:27, time: 1.259, data_time: 0.084, memory: 9523, top1_acc: 0.9088, top5_acc: 0.9943, loss_cls: 0.2973, loss: 0.2973, grad_norm: 1.6304 2021-04-08 13:25:32,041 - mmaction - INFO - Epoch [20][1800/2910] lr: 3.201e-02, eta: 4:37:00, time: 1.232, data_time: 0.018, memory: 9523, top1_acc: 0.9148, top5_acc: 0.9943, loss_cls: 0.2887, loss: 0.2887, grad_norm: 1.5846 2021-04-08 13:25:56,212 - mmaction - INFO - Epoch [20][1820/2910] lr: 3.191e-02, eta: 4:36:34, time: 1.209, data_time: 0.080, memory: 9523, top1_acc: 0.9080, top5_acc: 0.9943, loss_cls: 0.3025, loss: 0.3025, grad_norm: 1.6165 2021-04-08 13:26:22,356 - mmaction - INFO - Epoch [20][1840/2910] lr: 3.181e-02, eta: 4:36:08, time: 1.307, data_time: 0.038, memory: 9523, top1_acc: 0.9096, top5_acc: 0.9943, loss_cls: 0.2934, loss: 0.2934, grad_norm: 1.6604 2021-04-08 13:26:46,852 - mmaction - INFO - Epoch [20][1860/2910] lr: 3.171e-02, eta: 4:35:41, time: 1.225, data_time: 0.102, memory: 9523, top1_acc: 0.9133, top5_acc: 0.9945, loss_cls: 0.2924, loss: 0.2924, grad_norm: 1.5791 2021-04-08 13:27:11,189 - mmaction - INFO - Epoch [20][1880/2910] lr: 3.162e-02, eta: 4:35:15, time: 1.215, data_time: 0.117, memory: 9523, top1_acc: 0.9105, top5_acc: 0.9945, loss_cls: 0.2852, loss: 0.2852, grad_norm: 1.6051 2021-04-08 13:27:35,710 - mmaction - INFO - Epoch [20][1900/2910] lr: 3.152e-02, eta: 4:34:48, time: 1.227, data_time: 0.146, memory: 9523, top1_acc: 0.9104, top5_acc: 0.9941, loss_cls: 0.2963, loss: 0.2963, grad_norm: 1.6555 2021-04-08 13:27:59,889 - mmaction - INFO - Epoch [20][1920/2910] lr: 3.142e-02, eta: 4:34:22, time: 1.207, data_time: 0.062, memory: 9523, top1_acc: 0.9016, top5_acc: 0.9926, loss_cls: 0.3233, loss: 0.3233, grad_norm: 1.7751 2021-04-08 13:28:25,424 - mmaction - INFO - Epoch [20][1940/2910] lr: 3.133e-02, eta: 4:33:56, time: 1.277, data_time: 0.114, memory: 9523, top1_acc: 0.9010, top5_acc: 0.9934, loss_cls: 0.3230, loss: 0.3230, grad_norm: 1.7427 2021-04-08 13:28:50,908 - mmaction - INFO - Epoch [20][1960/2910] lr: 3.123e-02, eta: 4:33:30, time: 1.273, data_time: 0.063, memory: 9523, top1_acc: 0.9096, top5_acc: 0.9926, loss_cls: 0.3030, loss: 0.3030, grad_norm: 1.6182 2021-04-08 13:29:14,660 - mmaction - INFO - Epoch [20][1980/2910] lr: 3.113e-02, eta: 4:33:03, time: 1.188, data_time: 0.087, memory: 9523, top1_acc: 0.9068, top5_acc: 0.9936, loss_cls: 0.2949, loss: 0.2949, grad_norm: 1.6172 2021-04-08 13:29:38,914 - mmaction - INFO - Epoch [20][2000/2910] lr: 3.104e-02, eta: 4:32:36, time: 1.214, data_time: 0.003, memory: 9523, top1_acc: 0.9119, top5_acc: 0.9951, loss_cls: 0.2916, loss: 0.2916, grad_norm: 1.6405 2021-04-08 13:30:03,569 - mmaction - INFO - Epoch [20][2020/2910] lr: 3.094e-02, eta: 4:32:10, time: 1.232, data_time: 0.256, memory: 9523, top1_acc: 0.9092, top5_acc: 0.9936, loss_cls: 0.2949, loss: 0.2949, grad_norm: 1.6192 2021-04-08 13:30:28,326 - mmaction - INFO - Epoch [20][2040/2910] lr: 3.084e-02, eta: 4:31:44, time: 1.239, data_time: 0.020, memory: 9523, top1_acc: 0.9123, top5_acc: 0.9932, loss_cls: 0.2926, loss: 0.2926, grad_norm: 1.5934 2021-04-08 13:30:53,581 - mmaction - INFO - Epoch [20][2060/2910] lr: 3.075e-02, eta: 4:31:18, time: 1.263, data_time: 0.031, memory: 9523, top1_acc: 0.9186, top5_acc: 0.9947, loss_cls: 0.2778, loss: 0.2778, grad_norm: 1.5775 2021-04-08 13:31:17,545 - mmaction - INFO - Epoch [20][2080/2910] lr: 3.065e-02, eta: 4:30:51, time: 1.198, data_time: 0.076, memory: 9523, top1_acc: 0.9121, top5_acc: 0.9941, loss_cls: 0.2838, loss: 0.2838, grad_norm: 1.6083 2021-04-08 13:31:42,128 - mmaction - INFO - Epoch [20][2100/2910] lr: 3.056e-02, eta: 4:30:25, time: 1.229, data_time: 0.082, memory: 9523, top1_acc: 0.9082, top5_acc: 0.9934, loss_cls: 0.2988, loss: 0.2988, grad_norm: 1.6697 2021-04-08 13:32:07,969 - mmaction - INFO - Epoch [20][2120/2910] lr: 3.046e-02, eta: 4:29:58, time: 1.292, data_time: 0.066, memory: 9523, top1_acc: 0.9141, top5_acc: 0.9930, loss_cls: 0.2896, loss: 0.2896, grad_norm: 1.6278 2021-04-08 13:32:32,199 - mmaction - INFO - Epoch [20][2140/2910] lr: 3.037e-02, eta: 4:29:32, time: 1.209, data_time: 0.024, memory: 9523, top1_acc: 0.9100, top5_acc: 0.9938, loss_cls: 0.2932, loss: 0.2932, grad_norm: 1.6634 2021-04-08 13:32:56,772 - mmaction - INFO - Epoch [20][2160/2910] lr: 3.027e-02, eta: 4:29:06, time: 1.231, data_time: 0.116, memory: 9523, top1_acc: 0.9141, top5_acc: 0.9932, loss_cls: 0.2874, loss: 0.2874, grad_norm: 1.6333 2021-04-08 13:33:21,410 - mmaction - INFO - Epoch [20][2180/2910] lr: 3.018e-02, eta: 4:28:39, time: 1.232, data_time: 0.115, memory: 9523, top1_acc: 0.9117, top5_acc: 0.9949, loss_cls: 0.2916, loss: 0.2916, grad_norm: 1.6649 2021-04-08 13:33:45,962 - mmaction - INFO - Epoch [20][2200/2910] lr: 3.008e-02, eta: 4:28:13, time: 1.227, data_time: 0.043, memory: 9523, top1_acc: 0.9131, top5_acc: 0.9945, loss_cls: 0.2850, loss: 0.2850, grad_norm: 1.6860 2021-04-08 13:34:09,863 - mmaction - INFO - Epoch [20][2220/2910] lr: 2.999e-02, eta: 4:27:46, time: 1.195, data_time: 0.001, memory: 9523, top1_acc: 0.9156, top5_acc: 0.9934, loss_cls: 0.2777, loss: 0.2777, grad_norm: 1.6367 2021-04-08 13:34:35,384 - mmaction - INFO - Epoch [20][2240/2910] lr: 2.989e-02, eta: 4:27:20, time: 1.276, data_time: 0.051, memory: 9523, top1_acc: 0.9166, top5_acc: 0.9941, loss_cls: 0.2889, loss: 0.2889, grad_norm: 1.6802 2021-04-08 13:34:58,607 - mmaction - INFO - Epoch [20][2260/2910] lr: 2.980e-02, eta: 4:26:54, time: 1.161, data_time: 0.059, memory: 9523, top1_acc: 0.9098, top5_acc: 0.9941, loss_cls: 0.2965, loss: 0.2965, grad_norm: 1.6855 2021-04-08 13:35:23,901 - mmaction - INFO - Epoch [20][2280/2910] lr: 2.970e-02, eta: 4:26:27, time: 1.265, data_time: 0.061, memory: 9523, top1_acc: 0.9094, top5_acc: 0.9949, loss_cls: 0.2969, loss: 0.2969, grad_norm: 1.7220 2021-04-08 13:35:48,425 - mmaction - INFO - Epoch [20][2300/2910] lr: 2.961e-02, eta: 4:26:01, time: 1.226, data_time: 0.054, memory: 9523, top1_acc: 0.9076, top5_acc: 0.9932, loss_cls: 0.3035, loss: 0.3035, grad_norm: 1.7147 2021-04-08 13:36:13,198 - mmaction - INFO - Epoch [20][2320/2910] lr: 2.951e-02, eta: 4:25:35, time: 1.239, data_time: 0.006, memory: 9523, top1_acc: 0.9148, top5_acc: 0.9934, loss_cls: 0.2887, loss: 0.2887, grad_norm: 1.6447 2021-04-08 13:36:37,181 - mmaction - INFO - Epoch [20][2340/2910] lr: 2.942e-02, eta: 4:25:08, time: 1.199, data_time: 0.078, memory: 9523, top1_acc: 0.9090, top5_acc: 0.9928, loss_cls: 0.2991, loss: 0.2991, grad_norm: 1.6986 2021-04-08 13:37:02,893 - mmaction - INFO - Epoch [20][2360/2910] lr: 2.933e-02, eta: 4:24:42, time: 1.284, data_time: 0.231, memory: 9523, top1_acc: 0.9080, top5_acc: 0.9943, loss_cls: 0.2972, loss: 0.2972, grad_norm: 1.6643 2021-04-08 13:37:26,520 - mmaction - INFO - Epoch [20][2380/2910] lr: 2.923e-02, eta: 4:24:15, time: 1.183, data_time: 0.114, memory: 9523, top1_acc: 0.9150, top5_acc: 0.9928, loss_cls: 0.2806, loss: 0.2806, grad_norm: 1.6702 2021-04-08 13:37:52,433 - mmaction - INFO - Epoch [20][2400/2910] lr: 2.914e-02, eta: 4:23:49, time: 1.296, data_time: 0.104, memory: 9523, top1_acc: 0.9156, top5_acc: 0.9934, loss_cls: 0.2826, loss: 0.2826, grad_norm: 1.7055 2021-04-08 13:38:16,530 - mmaction - INFO - Epoch [20][2420/2910] lr: 2.905e-02, eta: 4:23:23, time: 1.205, data_time: 0.001, memory: 9523, top1_acc: 0.9072, top5_acc: 0.9938, loss_cls: 0.3048, loss: 0.3048, grad_norm: 1.7650 2021-04-08 13:38:40,774 - mmaction - INFO - Epoch [20][2440/2910] lr: 2.895e-02, eta: 4:22:56, time: 1.212, data_time: 0.052, memory: 9523, top1_acc: 0.9125, top5_acc: 0.9941, loss_cls: 0.2887, loss: 0.2887, grad_norm: 1.6673 2021-04-08 13:39:06,327 - mmaction - INFO - Epoch [20][2460/2910] lr: 2.886e-02, eta: 4:22:30, time: 1.277, data_time: 0.012, memory: 9523, top1_acc: 0.9104, top5_acc: 0.9936, loss_cls: 0.2907, loss: 0.2907, grad_norm: 1.7005 2021-04-08 13:39:31,268 - mmaction - INFO - Epoch [20][2480/2910] lr: 2.877e-02, eta: 4:22:04, time: 1.248, data_time: 0.049, memory: 9523, top1_acc: 0.9146, top5_acc: 0.9953, loss_cls: 0.2818, loss: 0.2818, grad_norm: 1.6826 2021-04-08 13:39:55,780 - mmaction - INFO - Epoch [20][2500/2910] lr: 2.867e-02, eta: 4:21:38, time: 1.226, data_time: 0.021, memory: 9523, top1_acc: 0.9035, top5_acc: 0.9951, loss_cls: 0.3075, loss: 0.3075, grad_norm: 1.8047 2021-04-08 13:40:19,860 - mmaction - INFO - Epoch [20][2520/2910] lr: 2.858e-02, eta: 4:21:11, time: 1.204, data_time: 0.031, memory: 9523, top1_acc: 0.9131, top5_acc: 0.9922, loss_cls: 0.2953, loss: 0.2953, grad_norm: 1.7141 2021-04-08 13:40:45,054 - mmaction - INFO - Epoch [20][2540/2910] lr: 2.849e-02, eta: 4:20:45, time: 1.260, data_time: 0.045, memory: 9523, top1_acc: 0.9074, top5_acc: 0.9951, loss_cls: 0.2970, loss: 0.2970, grad_norm: 1.7316 2021-04-08 13:41:10,647 - mmaction - INFO - Epoch [20][2560/2910] lr: 2.840e-02, eta: 4:20:19, time: 1.278, data_time: 0.015, memory: 9523, top1_acc: 0.9152, top5_acc: 0.9949, loss_cls: 0.2785, loss: 0.2785, grad_norm: 1.7134 2021-04-08 13:41:34,746 - mmaction - INFO - Epoch [20][2580/2910] lr: 2.830e-02, eta: 4:19:52, time: 1.207, data_time: 0.053, memory: 9523, top1_acc: 0.9137, top5_acc: 0.9941, loss_cls: 0.2853, loss: 0.2853, grad_norm: 1.6958 2021-04-08 13:42:00,308 - mmaction - INFO - Epoch [20][2600/2910] lr: 2.821e-02, eta: 4:19:26, time: 1.278, data_time: 0.117, memory: 9523, top1_acc: 0.9158, top5_acc: 0.9951, loss_cls: 0.2754, loss: 0.2754, grad_norm: 1.7318 2021-04-08 13:42:23,513 - mmaction - INFO - Epoch [20][2620/2910] lr: 2.812e-02, eta: 4:18:59, time: 1.159, data_time: 0.075, memory: 9523, top1_acc: 0.9184, top5_acc: 0.9936, loss_cls: 0.2817, loss: 0.2817, grad_norm: 1.7251 2021-04-08 13:42:48,974 - mmaction - INFO - Epoch [20][2640/2910] lr: 2.803e-02, eta: 4:18:33, time: 1.274, data_time: 0.028, memory: 9523, top1_acc: 0.9215, top5_acc: 0.9943, loss_cls: 0.2667, loss: 0.2667, grad_norm: 1.6057 2021-04-08 13:43:12,201 - mmaction - INFO - Epoch [20][2660/2910] lr: 2.794e-02, eta: 4:18:07, time: 1.162, data_time: 0.042, memory: 9523, top1_acc: 0.9127, top5_acc: 0.9943, loss_cls: 0.2922, loss: 0.2922, grad_norm: 1.6638 2021-04-08 13:43:36,762 - mmaction - INFO - Epoch [20][2680/2910] lr: 2.784e-02, eta: 4:17:40, time: 1.228, data_time: 0.062, memory: 9523, top1_acc: 0.9164, top5_acc: 0.9959, loss_cls: 0.2799, loss: 0.2799, grad_norm: 1.6807 2021-04-08 13:44:02,292 - mmaction - INFO - Epoch [20][2700/2910] lr: 2.775e-02, eta: 4:17:14, time: 1.276, data_time: 0.019, memory: 9523, top1_acc: 0.9109, top5_acc: 0.9918, loss_cls: 0.2978, loss: 0.2978, grad_norm: 1.7613 2021-04-08 13:44:25,963 - mmaction - INFO - Epoch [20][2720/2910] lr: 2.766e-02, eta: 4:16:48, time: 1.185, data_time: 0.073, memory: 9523, top1_acc: 0.9111, top5_acc: 0.9943, loss_cls: 0.2890, loss: 0.2890, grad_norm: 1.6825 2021-04-08 13:44:52,266 - mmaction - INFO - Epoch [20][2740/2910] lr: 2.757e-02, eta: 4:16:22, time: 1.314, data_time: 0.029, memory: 9523, top1_acc: 0.9115, top5_acc: 0.9936, loss_cls: 0.2925, loss: 0.2925, grad_norm: 1.7307 2021-04-08 13:45:16,058 - mmaction - INFO - Epoch [20][2760/2910] lr: 2.748e-02, eta: 4:15:55, time: 1.190, data_time: 0.068, memory: 9523, top1_acc: 0.9174, top5_acc: 0.9959, loss_cls: 0.2748, loss: 0.2748, grad_norm: 1.6499 2021-04-08 13:45:40,874 - mmaction - INFO - Epoch [20][2780/2910] lr: 2.739e-02, eta: 4:15:29, time: 1.241, data_time: 0.027, memory: 9523, top1_acc: 0.9100, top5_acc: 0.9930, loss_cls: 0.2906, loss: 0.2906, grad_norm: 1.7126 2021-04-08 13:46:05,713 - mmaction - INFO - Epoch [20][2800/2910] lr: 2.730e-02, eta: 4:15:03, time: 1.242, data_time: 0.023, memory: 9523, top1_acc: 0.9203, top5_acc: 0.9963, loss_cls: 0.2744, loss: 0.2744, grad_norm: 1.6233 2021-04-08 13:46:29,643 - mmaction - INFO - Epoch [20][2820/2910] lr: 2.721e-02, eta: 4:14:36, time: 1.197, data_time: 0.008, memory: 9523, top1_acc: 0.9217, top5_acc: 0.9949, loss_cls: 0.2629, loss: 0.2629, grad_norm: 1.6606 2021-04-08 13:46:55,223 - mmaction - INFO - Epoch [20][2840/2910] lr: 2.712e-02, eta: 4:14:10, time: 1.279, data_time: 0.150, memory: 9523, top1_acc: 0.9141, top5_acc: 0.9934, loss_cls: 0.2838, loss: 0.2838, grad_norm: 1.7416 2021-04-08 13:47:19,089 - mmaction - INFO - Epoch [20][2860/2910] lr: 2.702e-02, eta: 4:13:43, time: 1.192, data_time: 0.068, memory: 9523, top1_acc: 0.9123, top5_acc: 0.9939, loss_cls: 0.2899, loss: 0.2899, grad_norm: 1.7807 2021-04-08 13:47:43,037 - mmaction - INFO - Epoch [20][2880/2910] lr: 2.693e-02, eta: 4:13:17, time: 1.198, data_time: 0.070, memory: 9523, top1_acc: 0.9121, top5_acc: 0.9949, loss_cls: 0.2830, loss: 0.2830, grad_norm: 1.6944 2021-04-08 13:48:08,581 - mmaction - INFO - Epoch [20][2900/2910] lr: 2.684e-02, eta: 4:12:51, time: 1.278, data_time: 0.027, memory: 9523, top1_acc: 0.9172, top5_acc: 0.9938, loss_cls: 0.2744, loss: 0.2744, grad_norm: 1.6763 2021-04-08 13:48:22,567 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-04-08 13:56:19,143 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-08 13:56:19,809 - mmaction - INFO - top1_acc 0.8189 top5_acc 0.9718 2021-04-08 13:56:19,809 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-08 13:56:19,921 - mmaction - INFO - mean_acc 0.8340 2021-04-08 13:56:19,922 - mmaction - INFO - Now best checkpoint is epoch_20.pth 2021-04-08 13:56:19,943 - mmaction - INFO - Epoch(val) [20][2910] top1_acc: 0.8189, top5_acc: 0.9718, mean_class_accuracy: 0.8340 2021-04-08 14:00:10,502 - mmaction - INFO - Epoch [21][20/2910] lr: 2.671e-02, eta: 4:12:50, time: 11.527, data_time: 10.444, memory: 9523, top1_acc: 0.9215, top5_acc: 0.9953, loss_cls: 0.2605, loss: 0.2605, grad_norm: 1.6827 2021-04-08 14:00:35,387 - mmaction - INFO - Epoch [21][40/2910] lr: 2.662e-02, eta: 4:12:24, time: 1.243, data_time: 0.092, memory: 9523, top1_acc: 0.9186, top5_acc: 0.9943, loss_cls: 0.2747, loss: 0.2747, grad_norm: 1.7091 2021-04-08 14:01:01,595 - mmaction - INFO - Epoch [21][60/2910] lr: 2.653e-02, eta: 4:11:57, time: 1.312, data_time: 0.032, memory: 9523, top1_acc: 0.9197, top5_acc: 0.9941, loss_cls: 0.2611, loss: 0.2611, grad_norm: 1.6449 2021-04-08 14:01:26,872 - mmaction - INFO - Epoch [21][80/2910] lr: 2.644e-02, eta: 4:11:31, time: 1.262, data_time: 0.162, memory: 9523, top1_acc: 0.9174, top5_acc: 0.9945, loss_cls: 0.2751, loss: 0.2751, grad_norm: 1.6182 2021-04-08 14:01:51,001 - mmaction - INFO - Epoch [21][100/2910] lr: 2.635e-02, eta: 4:11:05, time: 1.208, data_time: 0.030, memory: 9523, top1_acc: 0.9137, top5_acc: 0.9959, loss_cls: 0.2705, loss: 0.2705, grad_norm: 1.7362 2021-04-08 14:02:17,407 - mmaction - INFO - Epoch [21][120/2910] lr: 2.626e-02, eta: 4:10:39, time: 1.321, data_time: 0.029, memory: 9523, top1_acc: 0.9240, top5_acc: 0.9955, loss_cls: 0.2595, loss: 0.2595, grad_norm: 1.6572 2021-04-08 14:02:41,421 - mmaction - INFO - Epoch [21][140/2910] lr: 2.617e-02, eta: 4:10:12, time: 1.198, data_time: 0.092, memory: 9523, top1_acc: 0.9271, top5_acc: 0.9955, loss_cls: 0.2467, loss: 0.2467, grad_norm: 1.6103 2021-04-08 14:03:06,427 - mmaction - INFO - Epoch [21][160/2910] lr: 2.608e-02, eta: 4:09:46, time: 1.250, data_time: 0.047, memory: 9523, top1_acc: 0.9246, top5_acc: 0.9945, loss_cls: 0.2547, loss: 0.2547, grad_norm: 1.6494 2021-04-08 14:03:32,186 - mmaction - INFO - Epoch [21][180/2910] lr: 2.600e-02, eta: 4:09:20, time: 1.288, data_time: 0.068, memory: 9523, top1_acc: 0.9207, top5_acc: 0.9934, loss_cls: 0.2616, loss: 0.2616, grad_norm: 1.6551 2021-04-08 14:03:55,625 - mmaction - INFO - Epoch [21][200/2910] lr: 2.591e-02, eta: 4:08:53, time: 1.173, data_time: 0.059, memory: 9523, top1_acc: 0.9180, top5_acc: 0.9928, loss_cls: 0.2740, loss: 0.2740, grad_norm: 1.7258 2021-04-08 14:04:20,731 - mmaction - INFO - Epoch [21][220/2910] lr: 2.582e-02, eta: 4:08:27, time: 1.256, data_time: 0.139, memory: 9523, top1_acc: 0.9191, top5_acc: 0.9959, loss_cls: 0.2732, loss: 0.2732, grad_norm: 1.7360 2021-04-08 14:04:45,915 - mmaction - INFO - Epoch [21][240/2910] lr: 2.573e-02, eta: 4:08:00, time: 1.259, data_time: 0.006, memory: 9523, top1_acc: 0.9211, top5_acc: 0.9953, loss_cls: 0.2624, loss: 0.2624, grad_norm: 1.6698 2021-04-08 14:05:09,901 - mmaction - INFO - Epoch [21][260/2910] lr: 2.564e-02, eta: 4:07:34, time: 1.198, data_time: 0.050, memory: 9523, top1_acc: 0.9115, top5_acc: 0.9963, loss_cls: 0.2866, loss: 0.2866, grad_norm: 1.8064 2021-04-08 14:05:34,889 - mmaction - INFO - Epoch [21][280/2910] lr: 2.555e-02, eta: 4:07:08, time: 1.250, data_time: 0.008, memory: 9523, top1_acc: 0.9193, top5_acc: 0.9959, loss_cls: 0.2675, loss: 0.2675, grad_norm: 1.7018 2021-04-08 14:05:59,822 - mmaction - INFO - Epoch [21][300/2910] lr: 2.547e-02, eta: 4:06:41, time: 1.247, data_time: 0.047, memory: 9523, top1_acc: 0.9264, top5_acc: 0.9947, loss_cls: 0.2535, loss: 0.2535, grad_norm: 1.6110 2021-04-08 14:06:25,167 - mmaction - INFO - Epoch [21][320/2910] lr: 2.538e-02, eta: 4:06:15, time: 1.268, data_time: 0.084, memory: 9523, top1_acc: 0.9193, top5_acc: 0.9945, loss_cls: 0.2687, loss: 0.2687, grad_norm: 1.7465 2021-04-08 14:06:49,675 - mmaction - INFO - Epoch [21][340/2910] lr: 2.529e-02, eta: 4:05:49, time: 1.225, data_time: 0.015, memory: 9523, top1_acc: 0.9203, top5_acc: 0.9945, loss_cls: 0.2657, loss: 0.2657, grad_norm: 1.7466 2021-04-08 14:07:15,196 - mmaction - INFO - Epoch [21][360/2910] lr: 2.520e-02, eta: 4:05:22, time: 1.274, data_time: 0.040, memory: 9523, top1_acc: 0.9219, top5_acc: 0.9963, loss_cls: 0.2595, loss: 0.2595, grad_norm: 1.6711 2021-04-08 14:07:39,472 - mmaction - INFO - Epoch [21][380/2910] lr: 2.512e-02, eta: 4:04:56, time: 1.214, data_time: 0.023, memory: 9523, top1_acc: 0.9219, top5_acc: 0.9939, loss_cls: 0.2644, loss: 0.2644, grad_norm: 1.7223 2021-04-08 14:08:03,969 - mmaction - INFO - Epoch [21][400/2910] lr: 2.503e-02, eta: 4:04:29, time: 1.226, data_time: 0.042, memory: 9523, top1_acc: 0.9195, top5_acc: 0.9951, loss_cls: 0.2646, loss: 0.2646, grad_norm: 1.7218 2021-04-08 14:08:28,911 - mmaction - INFO - Epoch [21][420/2910] lr: 2.494e-02, eta: 4:04:03, time: 1.246, data_time: 0.058, memory: 9523, top1_acc: 0.9197, top5_acc: 0.9955, loss_cls: 0.2677, loss: 0.2677, grad_norm: 1.6983 2021-04-08 14:08:52,565 - mmaction - INFO - Epoch [21][440/2910] lr: 2.485e-02, eta: 4:03:37, time: 1.184, data_time: 0.037, memory: 9523, top1_acc: 0.9248, top5_acc: 0.9953, loss_cls: 0.2535, loss: 0.2535, grad_norm: 1.6427 2021-04-08 14:09:18,958 - mmaction - INFO - Epoch [21][460/2910] lr: 2.477e-02, eta: 4:03:11, time: 1.318, data_time: 0.197, memory: 9523, top1_acc: 0.9223, top5_acc: 0.9959, loss_cls: 0.2599, loss: 0.2599, grad_norm: 1.7080 2021-04-08 14:09:43,040 - mmaction - INFO - Epoch [21][480/2910] lr: 2.468e-02, eta: 4:02:44, time: 1.206, data_time: 0.062, memory: 9523, top1_acc: 0.9145, top5_acc: 0.9947, loss_cls: 0.2733, loss: 0.2733, grad_norm: 1.7952 2021-04-08 14:10:09,274 - mmaction - INFO - Epoch [21][500/2910] lr: 2.459e-02, eta: 4:02:18, time: 1.310, data_time: 0.001, memory: 9523, top1_acc: 0.9258, top5_acc: 0.9957, loss_cls: 0.2570, loss: 0.2570, grad_norm: 1.6579 2021-04-08 14:10:33,009 - mmaction - INFO - Epoch [21][520/2910] lr: 2.451e-02, eta: 4:01:51, time: 1.188, data_time: 0.082, memory: 9523, top1_acc: 0.9229, top5_acc: 0.9969, loss_cls: 0.2512, loss: 0.2512, grad_norm: 1.6377 2021-04-08 14:10:58,831 - mmaction - INFO - Epoch [21][540/2910] lr: 2.442e-02, eta: 4:01:25, time: 1.291, data_time: 0.033, memory: 9523, top1_acc: 0.9232, top5_acc: 0.9955, loss_cls: 0.2500, loss: 0.2500, grad_norm: 1.7132 2021-04-08 14:11:23,062 - mmaction - INFO - Epoch [21][560/2910] lr: 2.434e-02, eta: 4:00:59, time: 1.212, data_time: 0.154, memory: 9523, top1_acc: 0.9180, top5_acc: 0.9947, loss_cls: 0.2643, loss: 0.2643, grad_norm: 1.6920 2021-04-08 14:11:48,915 - mmaction - INFO - Epoch [21][580/2910] lr: 2.425e-02, eta: 4:00:33, time: 1.293, data_time: 0.008, memory: 9523, top1_acc: 0.9221, top5_acc: 0.9943, loss_cls: 0.2623, loss: 0.2623, grad_norm: 1.7353 2021-04-08 14:12:13,398 - mmaction - INFO - Epoch [21][600/2910] lr: 2.416e-02, eta: 4:00:06, time: 1.222, data_time: 0.107, memory: 9523, top1_acc: 0.9301, top5_acc: 0.9947, loss_cls: 0.2423, loss: 0.2423, grad_norm: 1.6557 2021-04-08 14:12:38,513 - mmaction - INFO - Epoch [21][620/2910] lr: 2.408e-02, eta: 3:59:40, time: 1.255, data_time: 0.113, memory: 9523, top1_acc: 0.9277, top5_acc: 0.9971, loss_cls: 0.2434, loss: 0.2434, grad_norm: 1.6841 2021-04-08 14:13:02,914 - mmaction - INFO - Epoch [21][640/2910] lr: 2.399e-02, eta: 3:59:14, time: 1.222, data_time: 0.147, memory: 9523, top1_acc: 0.9279, top5_acc: 0.9945, loss_cls: 0.2561, loss: 0.2561, grad_norm: 1.6773 2021-04-08 14:13:27,935 - mmaction - INFO - Epoch [21][660/2910] lr: 2.391e-02, eta: 3:58:47, time: 1.250, data_time: 0.042, memory: 9523, top1_acc: 0.9223, top5_acc: 0.9943, loss_cls: 0.2579, loss: 0.2579, grad_norm: 1.7105 2021-04-08 14:13:52,175 - mmaction - INFO - Epoch [21][680/2910] lr: 2.382e-02, eta: 3:58:21, time: 1.213, data_time: 0.102, memory: 9523, top1_acc: 0.9176, top5_acc: 0.9951, loss_cls: 0.2675, loss: 0.2675, grad_norm: 1.7302 2021-04-08 14:14:17,189 - mmaction - INFO - Epoch [21][700/2910] lr: 2.374e-02, eta: 3:57:55, time: 1.250, data_time: 0.076, memory: 9523, top1_acc: 0.9213, top5_acc: 0.9965, loss_cls: 0.2607, loss: 0.2607, grad_norm: 1.7423 2021-04-08 14:14:40,680 - mmaction - INFO - Epoch [21][720/2910] lr: 2.365e-02, eta: 3:57:28, time: 1.175, data_time: 0.142, memory: 9523, top1_acc: 0.9264, top5_acc: 0.9955, loss_cls: 0.2509, loss: 0.2509, grad_norm: 1.6642 2021-04-08 14:15:06,115 - mmaction - INFO - Epoch [21][740/2910] lr: 2.357e-02, eta: 3:57:02, time: 1.272, data_time: 0.071, memory: 9523, top1_acc: 0.9246, top5_acc: 0.9959, loss_cls: 0.2524, loss: 0.2524, grad_norm: 1.7197 2021-04-08 14:15:30,488 - mmaction - INFO - Epoch [21][760/2910] lr: 2.348e-02, eta: 3:56:35, time: 1.219, data_time: 0.128, memory: 9523, top1_acc: 0.9234, top5_acc: 0.9955, loss_cls: 0.2608, loss: 0.2608, grad_norm: 1.7507 2021-04-08 14:15:54,439 - mmaction - INFO - Epoch [21][780/2910] lr: 2.340e-02, eta: 3:56:09, time: 1.197, data_time: 0.091, memory: 9523, top1_acc: 0.9236, top5_acc: 0.9943, loss_cls: 0.2606, loss: 0.2606, grad_norm: 1.7126 2021-04-08 14:16:19,018 - mmaction - INFO - Epoch [21][800/2910] lr: 2.331e-02, eta: 3:55:42, time: 1.229, data_time: 0.054, memory: 9523, top1_acc: 0.9168, top5_acc: 0.9957, loss_cls: 0.2685, loss: 0.2685, grad_norm: 1.7554 2021-04-08 14:16:42,583 - mmaction - INFO - Epoch [21][820/2910] lr: 2.323e-02, eta: 3:55:16, time: 1.178, data_time: 0.041, memory: 9523, top1_acc: 0.9201, top5_acc: 0.9965, loss_cls: 0.2560, loss: 0.2560, grad_norm: 1.7734 2021-04-08 14:17:07,766 - mmaction - INFO - Epoch [21][840/2910] lr: 2.315e-02, eta: 3:54:50, time: 1.259, data_time: 0.048, memory: 9523, top1_acc: 0.9246, top5_acc: 0.9967, loss_cls: 0.2469, loss: 0.2469, grad_norm: 1.6869 2021-04-08 14:17:33,703 - mmaction - INFO - Epoch [21][860/2910] lr: 2.306e-02, eta: 3:54:24, time: 1.296, data_time: 0.067, memory: 9523, top1_acc: 0.9248, top5_acc: 0.9939, loss_cls: 0.2593, loss: 0.2593, grad_norm: 1.7322 2021-04-08 14:17:57,937 - mmaction - INFO - Epoch [21][880/2910] lr: 2.298e-02, eta: 3:53:57, time: 1.214, data_time: 0.099, memory: 9523, top1_acc: 0.9217, top5_acc: 0.9953, loss_cls: 0.2533, loss: 0.2533, grad_norm: 1.7427 2021-04-08 14:18:22,147 - mmaction - INFO - Epoch [21][900/2910] lr: 2.289e-02, eta: 3:53:31, time: 1.209, data_time: 0.037, memory: 9523, top1_acc: 0.9197, top5_acc: 0.9959, loss_cls: 0.2557, loss: 0.2557, grad_norm: 1.7888 2021-04-08 14:18:47,128 - mmaction - INFO - Epoch [21][920/2910] lr: 2.281e-02, eta: 3:53:04, time: 1.251, data_time: 0.054, memory: 9523, top1_acc: 0.9236, top5_acc: 0.9938, loss_cls: 0.2644, loss: 0.2644, grad_norm: 1.7836 2021-04-08 14:19:11,668 - mmaction - INFO - Epoch [21][940/2910] lr: 2.273e-02, eta: 3:52:38, time: 1.227, data_time: 0.014, memory: 9523, top1_acc: 0.9191, top5_acc: 0.9938, loss_cls: 0.2669, loss: 0.2669, grad_norm: 1.7780 2021-04-08 14:19:36,099 - mmaction - INFO - Epoch [21][960/2910] lr: 2.264e-02, eta: 3:52:12, time: 1.221, data_time: 0.028, memory: 9523, top1_acc: 0.9295, top5_acc: 0.9945, loss_cls: 0.2486, loss: 0.2486, grad_norm: 1.6812 2021-04-08 14:19:59,968 - mmaction - INFO - Epoch [21][980/2910] lr: 2.256e-02, eta: 3:51:45, time: 1.193, data_time: 0.011, memory: 9523, top1_acc: 0.9248, top5_acc: 0.9947, loss_cls: 0.2627, loss: 0.2627, grad_norm: 1.8090 2021-04-08 14:20:24,589 - mmaction - INFO - Epoch [21][1000/2910] lr: 2.248e-02, eta: 3:51:19, time: 1.233, data_time: 0.049, memory: 9523, top1_acc: 0.9168, top5_acc: 0.9945, loss_cls: 0.2553, loss: 0.2553, grad_norm: 1.7323 2021-04-08 14:20:50,024 - mmaction - INFO - Epoch [21][1020/2910] lr: 2.239e-02, eta: 3:50:53, time: 1.271, data_time: 0.019, memory: 9523, top1_acc: 0.9256, top5_acc: 0.9971, loss_cls: 0.2456, loss: 0.2456, grad_norm: 1.6504 2021-04-08 14:21:14,294 - mmaction - INFO - Epoch [21][1040/2910] lr: 2.231e-02, eta: 3:50:26, time: 1.214, data_time: 0.050, memory: 9523, top1_acc: 0.9291, top5_acc: 0.9967, loss_cls: 0.2356, loss: 0.2356, grad_norm: 1.7027 2021-04-08 14:21:39,076 - mmaction - INFO - Epoch [21][1060/2910] lr: 2.223e-02, eta: 3:50:00, time: 1.239, data_time: 0.085, memory: 9523, top1_acc: 0.9299, top5_acc: 0.9967, loss_cls: 0.2360, loss: 0.2360, grad_norm: 1.7198 2021-04-08 14:22:03,860 - mmaction - INFO - Epoch [21][1080/2910] lr: 2.215e-02, eta: 3:49:33, time: 1.239, data_time: 0.114, memory: 9523, top1_acc: 0.9346, top5_acc: 0.9975, loss_cls: 0.2244, loss: 0.2244, grad_norm: 1.6535 2021-04-08 14:22:27,906 - mmaction - INFO - Epoch [21][1100/2910] lr: 2.206e-02, eta: 3:49:07, time: 1.201, data_time: 0.060, memory: 9523, top1_acc: 0.9283, top5_acc: 0.9967, loss_cls: 0.2438, loss: 0.2438, grad_norm: 1.7658 2021-04-08 14:22:52,491 - mmaction - INFO - Epoch [21][1120/2910] lr: 2.198e-02, eta: 3:48:41, time: 1.230, data_time: 0.026, memory: 9523, top1_acc: 0.9322, top5_acc: 0.9971, loss_cls: 0.2377, loss: 0.2377, grad_norm: 1.6909 2021-04-08 14:23:16,412 - mmaction - INFO - Epoch [21][1140/2910] lr: 2.190e-02, eta: 3:48:14, time: 1.196, data_time: 0.188, memory: 9523, top1_acc: 0.9299, top5_acc: 0.9957, loss_cls: 0.2376, loss: 0.2376, grad_norm: 1.7561 2021-04-08 14:23:41,443 - mmaction - INFO - Epoch [21][1160/2910] lr: 2.182e-02, eta: 3:47:48, time: 1.252, data_time: 0.135, memory: 9523, top1_acc: 0.9285, top5_acc: 0.9961, loss_cls: 0.2436, loss: 0.2436, grad_norm: 1.7536 2021-04-08 14:24:05,091 - mmaction - INFO - Epoch [21][1180/2910] lr: 2.174e-02, eta: 3:47:21, time: 1.180, data_time: 0.052, memory: 9523, top1_acc: 0.9205, top5_acc: 0.9949, loss_cls: 0.2553, loss: 0.2553, grad_norm: 1.7501 2021-04-08 14:24:29,295 - mmaction - INFO - Epoch [21][1200/2910] lr: 2.166e-02, eta: 3:46:55, time: 1.212, data_time: 0.007, memory: 9523, top1_acc: 0.9238, top5_acc: 0.9969, loss_cls: 0.2533, loss: 0.2533, grad_norm: 1.8336 2021-04-08 14:24:54,804 - mmaction - INFO - Epoch [21][1220/2910] lr: 2.157e-02, eta: 3:46:29, time: 1.276, data_time: 0.060, memory: 9523, top1_acc: 0.9297, top5_acc: 0.9941, loss_cls: 0.2499, loss: 0.2499, grad_norm: 1.7524 2021-04-08 14:25:18,384 - mmaction - INFO - Epoch [21][1240/2910] lr: 2.149e-02, eta: 3:46:02, time: 1.179, data_time: 0.063, memory: 9523, top1_acc: 0.9240, top5_acc: 0.9957, loss_cls: 0.2575, loss: 0.2575, grad_norm: 1.8130 2021-04-08 14:25:43,175 - mmaction - INFO - Epoch [21][1260/2910] lr: 2.141e-02, eta: 3:45:36, time: 1.239, data_time: 0.035, memory: 9523, top1_acc: 0.9352, top5_acc: 0.9959, loss_cls: 0.2372, loss: 0.2372, grad_norm: 1.7560 2021-04-08 14:26:06,885 - mmaction - INFO - Epoch [21][1280/2910] lr: 2.133e-02, eta: 3:45:10, time: 1.185, data_time: 0.042, memory: 9523, top1_acc: 0.9232, top5_acc: 0.9943, loss_cls: 0.2596, loss: 0.2596, grad_norm: 1.8750 2021-04-08 14:26:31,672 - mmaction - INFO - Epoch [21][1300/2910] lr: 2.125e-02, eta: 3:44:43, time: 1.239, data_time: 0.019, memory: 9523, top1_acc: 0.9252, top5_acc: 0.9969, loss_cls: 0.2421, loss: 0.2421, grad_norm: 1.7013 2021-04-08 14:26:57,085 - mmaction - INFO - Epoch [21][1320/2910] lr: 2.117e-02, eta: 3:44:17, time: 1.270, data_time: 0.115, memory: 9523, top1_acc: 0.9219, top5_acc: 0.9953, loss_cls: 0.2494, loss: 0.2494, grad_norm: 1.7388 2021-04-08 14:27:22,087 - mmaction - INFO - Epoch [21][1340/2910] lr: 2.109e-02, eta: 3:43:51, time: 1.249, data_time: 0.082, memory: 9523, top1_acc: 0.9305, top5_acc: 0.9955, loss_cls: 0.2377, loss: 0.2377, grad_norm: 1.7285 2021-04-08 14:27:46,305 - mmaction - INFO - Epoch [21][1360/2910] lr: 2.101e-02, eta: 3:43:24, time: 1.211, data_time: 0.097, memory: 9523, top1_acc: 0.9287, top5_acc: 0.9965, loss_cls: 0.2437, loss: 0.2437, grad_norm: 1.7821 2021-04-08 14:28:10,690 - mmaction - INFO - Epoch [21][1380/2910] lr: 2.093e-02, eta: 3:42:58, time: 1.219, data_time: 0.173, memory: 9523, top1_acc: 0.9262, top5_acc: 0.9959, loss_cls: 0.2453, loss: 0.2453, grad_norm: 1.7646 2021-04-08 14:28:34,855 - mmaction - INFO - Epoch [21][1400/2910] lr: 2.085e-02, eta: 3:42:32, time: 1.208, data_time: 0.088, memory: 9523, top1_acc: 0.9219, top5_acc: 0.9943, loss_cls: 0.2658, loss: 0.2658, grad_norm: 1.8195 2021-04-08 14:28:58,994 - mmaction - INFO - Epoch [21][1420/2910] lr: 2.077e-02, eta: 3:42:05, time: 1.209, data_time: 0.097, memory: 9523, top1_acc: 0.9283, top5_acc: 0.9939, loss_cls: 0.2518, loss: 0.2518, grad_norm: 1.7666 2021-04-08 14:29:23,934 - mmaction - INFO - Epoch [21][1440/2910] lr: 2.069e-02, eta: 3:41:39, time: 1.247, data_time: 0.012, memory: 9523, top1_acc: 0.9348, top5_acc: 0.9955, loss_cls: 0.2248, loss: 0.2248, grad_norm: 1.6362 2021-04-08 14:29:48,050 - mmaction - INFO - Epoch [21][1460/2910] lr: 2.061e-02, eta: 3:41:12, time: 1.206, data_time: 0.014, memory: 9523, top1_acc: 0.9320, top5_acc: 0.9959, loss_cls: 0.2323, loss: 0.2323, grad_norm: 1.7454 2021-04-08 14:30:12,268 - mmaction - INFO - Epoch [21][1480/2910] lr: 2.053e-02, eta: 3:40:46, time: 1.211, data_time: 0.081, memory: 9523, top1_acc: 0.9342, top5_acc: 0.9949, loss_cls: 0.2297, loss: 0.2297, grad_norm: 1.7190 2021-04-08 14:30:36,557 - mmaction - INFO - Epoch [21][1500/2910] lr: 2.045e-02, eta: 3:40:20, time: 1.214, data_time: 0.017, memory: 9523, top1_acc: 0.9266, top5_acc: 0.9961, loss_cls: 0.2392, loss: 0.2392, grad_norm: 1.7278 2021-04-08 14:31:02,198 - mmaction - INFO - Epoch [21][1520/2910] lr: 2.037e-02, eta: 3:39:54, time: 1.282, data_time: 0.063, memory: 9523, top1_acc: 0.9307, top5_acc: 0.9957, loss_cls: 0.2368, loss: 0.2368, grad_norm: 1.7921 2021-04-08 14:31:24,884 - mmaction - INFO - Epoch [21][1540/2910] lr: 2.029e-02, eta: 3:39:27, time: 1.135, data_time: 0.078, memory: 9523, top1_acc: 0.9352, top5_acc: 0.9957, loss_cls: 0.2281, loss: 0.2281, grad_norm: 1.6975 2021-04-08 14:31:51,143 - mmaction - INFO - Epoch [21][1560/2910] lr: 2.021e-02, eta: 3:39:01, time: 1.313, data_time: 0.041, memory: 9523, top1_acc: 0.9297, top5_acc: 0.9961, loss_cls: 0.2419, loss: 0.2419, grad_norm: 1.8026 2021-04-08 14:32:15,144 - mmaction - INFO - Epoch [21][1580/2910] lr: 2.013e-02, eta: 3:38:34, time: 1.200, data_time: 0.124, memory: 9523, top1_acc: 0.9285, top5_acc: 0.9963, loss_cls: 0.2278, loss: 0.2278, grad_norm: 1.7430 2021-04-08 14:32:40,288 - mmaction - INFO - Epoch [21][1600/2910] lr: 2.006e-02, eta: 3:38:08, time: 1.258, data_time: 0.154, memory: 9523, top1_acc: 0.9244, top5_acc: 0.9957, loss_cls: 0.2506, loss: 0.2506, grad_norm: 1.7938 2021-04-08 14:33:05,084 - mmaction - INFO - Epoch [21][1620/2910] lr: 1.998e-02, eta: 3:37:42, time: 1.240, data_time: 0.019, memory: 9523, top1_acc: 0.9293, top5_acc: 0.9967, loss_cls: 0.2377, loss: 0.2377, grad_norm: 1.7450 2021-04-08 14:33:28,720 - mmaction - INFO - Epoch [21][1640/2910] lr: 1.990e-02, eta: 3:37:15, time: 1.180, data_time: 0.011, memory: 9523, top1_acc: 0.9344, top5_acc: 0.9967, loss_cls: 0.2284, loss: 0.2284, grad_norm: 1.6907 2021-04-08 14:33:53,850 - mmaction - INFO - Epoch [21][1660/2910] lr: 1.982e-02, eta: 3:36:49, time: 1.257, data_time: 0.044, memory: 9523, top1_acc: 0.9352, top5_acc: 0.9973, loss_cls: 0.2233, loss: 0.2233, grad_norm: 1.7389 2021-04-08 14:34:19,417 - mmaction - INFO - Epoch [21][1680/2910] lr: 1.974e-02, eta: 3:36:23, time: 1.279, data_time: 0.024, memory: 9523, top1_acc: 0.9275, top5_acc: 0.9955, loss_cls: 0.2377, loss: 0.2377, grad_norm: 1.8203 2021-04-08 14:34:42,841 - mmaction - INFO - Epoch [21][1700/2910] lr: 1.967e-02, eta: 3:35:57, time: 1.173, data_time: 0.025, memory: 9523, top1_acc: 0.9367, top5_acc: 0.9967, loss_cls: 0.2187, loss: 0.2187, grad_norm: 1.6957 2021-04-08 14:35:07,372 - mmaction - INFO - Epoch [21][1720/2910] lr: 1.959e-02, eta: 3:35:30, time: 1.226, data_time: 0.108, memory: 9523, top1_acc: 0.9264, top5_acc: 0.9955, loss_cls: 0.2449, loss: 0.2449, grad_norm: 1.8229 2021-04-08 14:35:32,196 - mmaction - INFO - Epoch [21][1740/2910] lr: 1.951e-02, eta: 3:35:04, time: 1.242, data_time: 0.069, memory: 9523, top1_acc: 0.9289, top5_acc: 0.9969, loss_cls: 0.2364, loss: 0.2364, grad_norm: 1.7750 2021-04-08 14:35:57,173 - mmaction - INFO - Epoch [21][1760/2910] lr: 1.943e-02, eta: 3:34:38, time: 1.249, data_time: 0.031, memory: 9523, top1_acc: 0.9355, top5_acc: 0.9967, loss_cls: 0.2319, loss: 0.2319, grad_norm: 1.6880 2021-04-08 14:36:20,592 - mmaction - INFO - Epoch [21][1780/2910] lr: 1.936e-02, eta: 3:34:11, time: 1.171, data_time: 0.048, memory: 9523, top1_acc: 0.9250, top5_acc: 0.9945, loss_cls: 0.2445, loss: 0.2445, grad_norm: 1.8387 2021-04-08 14:36:46,303 - mmaction - INFO - Epoch [21][1800/2910] lr: 1.928e-02, eta: 3:33:45, time: 1.283, data_time: 0.021, memory: 9523, top1_acc: 0.9328, top5_acc: 0.9963, loss_cls: 0.2309, loss: 0.2309, grad_norm: 1.7161 2021-04-08 14:37:09,802 - mmaction - INFO - Epoch [21][1820/2910] lr: 1.920e-02, eta: 3:33:19, time: 1.176, data_time: 0.031, memory: 9523, top1_acc: 0.9381, top5_acc: 0.9973, loss_cls: 0.2206, loss: 0.2206, grad_norm: 1.6611 2021-04-08 14:37:33,525 - mmaction - INFO - Epoch [21][1840/2910] lr: 1.912e-02, eta: 3:32:52, time: 1.188, data_time: 0.003, memory: 9523, top1_acc: 0.9391, top5_acc: 0.9967, loss_cls: 0.2131, loss: 0.2131, grad_norm: 1.6332 2021-04-08 14:37:58,534 - mmaction - INFO - Epoch [21][1860/2910] lr: 1.905e-02, eta: 3:32:26, time: 1.249, data_time: 0.047, memory: 9523, top1_acc: 0.9408, top5_acc: 0.9979, loss_cls: 0.1995, loss: 0.1995, grad_norm: 1.6213 2021-04-08 14:38:23,141 - mmaction - INFO - Epoch [21][1880/2910] lr: 1.897e-02, eta: 3:32:00, time: 1.232, data_time: 0.042, memory: 9523, top1_acc: 0.9348, top5_acc: 0.9969, loss_cls: 0.2167, loss: 0.2167, grad_norm: 1.7353 2021-04-08 14:38:50,494 - mmaction - INFO - Epoch [21][1900/2910] lr: 1.889e-02, eta: 3:31:34, time: 1.366, data_time: 0.133, memory: 9523, top1_acc: 0.9363, top5_acc: 0.9947, loss_cls: 0.2242, loss: 0.2242, grad_norm: 1.7202 2021-04-08 14:39:14,046 - mmaction - INFO - Epoch [21][1920/2910] lr: 1.882e-02, eta: 3:31:07, time: 1.179, data_time: 0.055, memory: 9523, top1_acc: 0.9309, top5_acc: 0.9967, loss_cls: 0.2293, loss: 0.2293, grad_norm: 1.8231 2021-04-08 14:39:40,304 - mmaction - INFO - Epoch [21][1940/2910] lr: 1.874e-02, eta: 3:30:41, time: 1.313, data_time: 0.159, memory: 9523, top1_acc: 0.9297, top5_acc: 0.9963, loss_cls: 0.2360, loss: 0.2360, grad_norm: 1.8063 2021-04-08 14:40:03,595 - mmaction - INFO - Epoch [21][1960/2910] lr: 1.867e-02, eta: 3:30:15, time: 1.164, data_time: 0.095, memory: 9523, top1_acc: 0.9340, top5_acc: 0.9955, loss_cls: 0.2296, loss: 0.2296, grad_norm: 1.7767 2021-04-08 14:40:29,285 - mmaction - INFO - Epoch [21][1980/2910] lr: 1.859e-02, eta: 3:29:49, time: 1.285, data_time: 0.106, memory: 9523, top1_acc: 0.9357, top5_acc: 0.9967, loss_cls: 0.2253, loss: 0.2253, grad_norm: 1.7584 2021-04-08 14:40:53,016 - mmaction - INFO - Epoch [21][2000/2910] lr: 1.851e-02, eta: 3:29:22, time: 1.187, data_time: 0.035, memory: 9523, top1_acc: 0.9365, top5_acc: 0.9963, loss_cls: 0.2146, loss: 0.2146, grad_norm: 1.7089 2021-04-08 14:41:17,980 - mmaction - INFO - Epoch [21][2020/2910] lr: 1.844e-02, eta: 3:28:56, time: 1.246, data_time: 0.048, memory: 9523, top1_acc: 0.9332, top5_acc: 0.9969, loss_cls: 0.2166, loss: 0.2166, grad_norm: 1.7598 2021-04-08 14:41:43,170 - mmaction - INFO - Epoch [21][2040/2910] lr: 1.836e-02, eta: 3:28:30, time: 1.261, data_time: 0.078, memory: 9523, top1_acc: 0.9342, top5_acc: 0.9953, loss_cls: 0.2234, loss: 0.2234, grad_norm: 1.7167 2021-04-08 14:42:07,122 - mmaction - INFO - Epoch [21][2060/2910] lr: 1.829e-02, eta: 3:28:03, time: 1.198, data_time: 0.041, memory: 9523, top1_acc: 0.9377, top5_acc: 0.9969, loss_cls: 0.2145, loss: 0.2145, grad_norm: 1.7423 2021-04-08 14:42:32,425 - mmaction - INFO - Epoch [21][2080/2910] lr: 1.821e-02, eta: 3:27:37, time: 1.263, data_time: 0.075, memory: 9523, top1_acc: 0.9375, top5_acc: 0.9961, loss_cls: 0.2108, loss: 0.2108, grad_norm: 1.6841 2021-04-08 14:42:56,077 - mmaction - INFO - Epoch [21][2100/2910] lr: 1.814e-02, eta: 3:27:11, time: 1.183, data_time: 0.165, memory: 9523, top1_acc: 0.9398, top5_acc: 0.9984, loss_cls: 0.2093, loss: 0.2093, grad_norm: 1.7750 2021-04-08 14:43:20,201 - mmaction - INFO - Epoch [21][2120/2910] lr: 1.806e-02, eta: 3:26:44, time: 1.208, data_time: 0.101, memory: 9523, top1_acc: 0.9416, top5_acc: 0.9969, loss_cls: 0.2072, loss: 0.2072, grad_norm: 1.7010 2021-04-08 14:43:44,710 - mmaction - INFO - Epoch [21][2140/2910] lr: 1.799e-02, eta: 3:26:18, time: 1.225, data_time: 0.035, memory: 9523, top1_acc: 0.9320, top5_acc: 0.9947, loss_cls: 0.2336, loss: 0.2336, grad_norm: 1.8375 2021-04-08 14:44:10,170 - mmaction - INFO - Epoch [21][2160/2910] lr: 1.791e-02, eta: 3:25:52, time: 1.274, data_time: 0.002, memory: 9523, top1_acc: 0.9398, top5_acc: 0.9969, loss_cls: 0.2181, loss: 0.2181, grad_norm: 1.7829 2021-04-08 14:44:33,700 - mmaction - INFO - Epoch [21][2180/2910] lr: 1.784e-02, eta: 3:25:25, time: 1.176, data_time: 0.073, memory: 9523, top1_acc: 0.9346, top5_acc: 0.9963, loss_cls: 0.2215, loss: 0.2215, grad_norm: 1.7957 2021-04-08 14:44:58,694 - mmaction - INFO - Epoch [21][2200/2910] lr: 1.777e-02, eta: 3:24:59, time: 1.249, data_time: 0.001, memory: 9523, top1_acc: 0.9305, top5_acc: 0.9965, loss_cls: 0.2269, loss: 0.2269, grad_norm: 1.7835 2021-04-08 14:45:23,421 - mmaction - INFO - Epoch [21][2220/2910] lr: 1.769e-02, eta: 3:24:33, time: 1.238, data_time: 0.054, memory: 9523, top1_acc: 0.9416, top5_acc: 0.9967, loss_cls: 0.2065, loss: 0.2065, grad_norm: 1.7006 2021-04-08 14:45:47,680 - mmaction - INFO - Epoch [21][2240/2910] lr: 1.762e-02, eta: 3:24:07, time: 1.212, data_time: 0.073, memory: 9523, top1_acc: 0.9299, top5_acc: 0.9963, loss_cls: 0.2296, loss: 0.2296, grad_norm: 1.9530 2021-04-08 14:46:12,383 - mmaction - INFO - Epoch [21][2260/2910] lr: 1.754e-02, eta: 3:23:40, time: 1.235, data_time: 0.095, memory: 9523, top1_acc: 0.9332, top5_acc: 0.9965, loss_cls: 0.2283, loss: 0.2283, grad_norm: 1.8319 2021-04-08 14:46:36,777 - mmaction - INFO - Epoch [21][2280/2910] lr: 1.747e-02, eta: 3:23:14, time: 1.220, data_time: 0.229, memory: 9523, top1_acc: 0.9400, top5_acc: 0.9967, loss_cls: 0.2107, loss: 0.2107, grad_norm: 1.7550 2021-04-08 14:47:01,175 - mmaction - INFO - Epoch [21][2300/2910] lr: 1.740e-02, eta: 3:22:48, time: 1.220, data_time: 0.139, memory: 9523, top1_acc: 0.9396, top5_acc: 0.9963, loss_cls: 0.2144, loss: 0.2144, grad_norm: 1.7904 2021-04-08 14:47:25,985 - mmaction - INFO - Epoch [21][2320/2910] lr: 1.732e-02, eta: 3:22:21, time: 1.240, data_time: 0.093, memory: 9523, top1_acc: 0.9375, top5_acc: 0.9971, loss_cls: 0.2130, loss: 0.2130, grad_norm: 1.8158 2021-04-08 14:47:50,258 - mmaction - INFO - Epoch [21][2340/2910] lr: 1.725e-02, eta: 3:21:55, time: 1.215, data_time: 0.016, memory: 9523, top1_acc: 0.9336, top5_acc: 0.9975, loss_cls: 0.2223, loss: 0.2223, grad_norm: 1.7768 2021-04-08 14:48:14,593 - mmaction - INFO - Epoch [21][2360/2910] lr: 1.718e-02, eta: 3:21:29, time: 1.217, data_time: 0.159, memory: 9523, top1_acc: 0.9395, top5_acc: 0.9965, loss_cls: 0.2118, loss: 0.2118, grad_norm: 1.7272 2021-04-08 14:48:39,047 - mmaction - INFO - Epoch [21][2380/2910] lr: 1.710e-02, eta: 3:21:02, time: 1.222, data_time: 0.025, memory: 9523, top1_acc: 0.9412, top5_acc: 0.9971, loss_cls: 0.2067, loss: 0.2067, grad_norm: 1.7437 2021-04-08 14:49:03,571 - mmaction - INFO - Epoch [21][2400/2910] lr: 1.703e-02, eta: 3:20:36, time: 1.226, data_time: 0.066, memory: 9523, top1_acc: 0.9393, top5_acc: 0.9975, loss_cls: 0.2077, loss: 0.2077, grad_norm: 1.7793 2021-04-08 14:49:27,766 - mmaction - INFO - Epoch [21][2420/2910] lr: 1.696e-02, eta: 3:20:10, time: 1.210, data_time: 0.050, memory: 9523, top1_acc: 0.9357, top5_acc: 0.9975, loss_cls: 0.2127, loss: 0.2127, grad_norm: 1.7615 2021-04-08 14:49:52,461 - mmaction - INFO - Epoch [21][2440/2910] lr: 1.689e-02, eta: 3:19:44, time: 1.235, data_time: 0.001, memory: 9523, top1_acc: 0.9395, top5_acc: 0.9982, loss_cls: 0.2109, loss: 0.2109, grad_norm: 1.8133 2021-04-08 14:50:16,477 - mmaction - INFO - Epoch [21][2460/2910] lr: 1.681e-02, eta: 3:19:17, time: 1.199, data_time: 0.071, memory: 9523, top1_acc: 0.9320, top5_acc: 0.9959, loss_cls: 0.2269, loss: 0.2269, grad_norm: 1.8834 2021-04-08 14:50:40,772 - mmaction - INFO - Epoch [21][2480/2910] lr: 1.674e-02, eta: 3:18:51, time: 1.217, data_time: 0.118, memory: 9523, top1_acc: 0.9383, top5_acc: 0.9957, loss_cls: 0.2171, loss: 0.2171, grad_norm: 1.7777 2021-04-08 14:51:04,826 - mmaction - INFO - Epoch [21][2500/2910] lr: 1.667e-02, eta: 3:18:25, time: 1.201, data_time: 0.038, memory: 9523, top1_acc: 0.9346, top5_acc: 0.9975, loss_cls: 0.2163, loss: 0.2163, grad_norm: 1.8156 2021-04-08 14:51:29,131 - mmaction - INFO - Epoch [21][2520/2910] lr: 1.660e-02, eta: 3:17:58, time: 1.216, data_time: 0.066, memory: 9523, top1_acc: 0.9396, top5_acc: 0.9979, loss_cls: 0.2064, loss: 0.2064, grad_norm: 1.7675 2021-04-08 14:51:54,637 - mmaction - INFO - Epoch [21][2540/2910] lr: 1.653e-02, eta: 3:17:32, time: 1.275, data_time: 0.121, memory: 9523, top1_acc: 0.9410, top5_acc: 0.9979, loss_cls: 0.2083, loss: 0.2083, grad_norm: 1.7967 2021-04-08 14:52:19,095 - mmaction - INFO - Epoch [21][2560/2910] lr: 1.646e-02, eta: 3:17:06, time: 1.224, data_time: 0.041, memory: 9523, top1_acc: 0.9402, top5_acc: 0.9967, loss_cls: 0.2119, loss: 0.2119, grad_norm: 1.8027 2021-04-08 14:52:43,346 - mmaction - INFO - Epoch [21][2580/2910] lr: 1.638e-02, eta: 3:16:40, time: 1.212, data_time: 0.151, memory: 9523, top1_acc: 0.9406, top5_acc: 0.9963, loss_cls: 0.2085, loss: 0.2085, grad_norm: 1.8155 2021-04-08 14:53:08,178 - mmaction - INFO - Epoch [21][2600/2910] lr: 1.631e-02, eta: 3:16:13, time: 1.242, data_time: 0.017, memory: 9523, top1_acc: 0.9391, top5_acc: 0.9977, loss_cls: 0.2061, loss: 0.2061, grad_norm: 1.7595 2021-04-08 14:53:33,640 - mmaction - INFO - Epoch [21][2620/2910] lr: 1.624e-02, eta: 3:15:47, time: 1.273, data_time: 0.042, memory: 9523, top1_acc: 0.9381, top5_acc: 0.9980, loss_cls: 0.2112, loss: 0.2112, grad_norm: 1.8151 2021-04-08 14:53:57,611 - mmaction - INFO - Epoch [21][2640/2910] lr: 1.617e-02, eta: 3:15:21, time: 1.198, data_time: 0.007, memory: 9523, top1_acc: 0.9379, top5_acc: 0.9982, loss_cls: 0.2093, loss: 0.2093, grad_norm: 1.8386 2021-04-08 14:54:21,571 - mmaction - INFO - Epoch [21][2660/2910] lr: 1.610e-02, eta: 3:14:54, time: 1.198, data_time: 0.087, memory: 9523, top1_acc: 0.9410, top5_acc: 0.9982, loss_cls: 0.2099, loss: 0.2099, grad_norm: 1.7360 2021-04-08 14:54:46,375 - mmaction - INFO - Epoch [21][2680/2910] lr: 1.603e-02, eta: 3:14:28, time: 1.240, data_time: 0.165, memory: 9523, top1_acc: 0.9359, top5_acc: 0.9971, loss_cls: 0.2171, loss: 0.2171, grad_norm: 1.8465 2021-04-08 14:55:11,273 - mmaction - INFO - Epoch [21][2700/2910] lr: 1.596e-02, eta: 3:14:02, time: 1.245, data_time: 0.011, memory: 9523, top1_acc: 0.9383, top5_acc: 0.9977, loss_cls: 0.2064, loss: 0.2064, grad_norm: 1.7664 2021-04-08 14:55:35,359 - mmaction - INFO - Epoch [21][2720/2910] lr: 1.589e-02, eta: 3:13:36, time: 1.203, data_time: 0.068, memory: 9523, top1_acc: 0.9404, top5_acc: 0.9980, loss_cls: 0.2022, loss: 0.2022, grad_norm: 1.7663 2021-04-08 14:55:59,915 - mmaction - INFO - Epoch [21][2740/2910] lr: 1.582e-02, eta: 3:13:09, time: 1.229, data_time: 0.061, memory: 9523, top1_acc: 0.9504, top5_acc: 0.9973, loss_cls: 0.1870, loss: 0.1870, grad_norm: 1.6906 2021-04-08 14:56:23,788 - mmaction - INFO - Epoch [21][2760/2910] lr: 1.575e-02, eta: 3:12:43, time: 1.192, data_time: 0.037, memory: 9523, top1_acc: 0.9436, top5_acc: 0.9967, loss_cls: 0.2066, loss: 0.2066, grad_norm: 1.7754 2021-04-08 14:56:48,102 - mmaction - INFO - Epoch [21][2780/2910] lr: 1.568e-02, eta: 3:12:17, time: 1.216, data_time: 0.051, memory: 9523, top1_acc: 0.9437, top5_acc: 0.9984, loss_cls: 0.1873, loss: 0.1873, grad_norm: 1.6802 2021-04-08 14:57:12,717 - mmaction - INFO - Epoch [21][2800/2910] lr: 1.561e-02, eta: 3:11:50, time: 1.233, data_time: 0.026, memory: 9523, top1_acc: 0.9449, top5_acc: 0.9980, loss_cls: 0.1981, loss: 0.1981, grad_norm: 1.7719 2021-04-08 14:57:37,160 - mmaction - INFO - Epoch [21][2820/2910] lr: 1.554e-02, eta: 3:11:24, time: 1.220, data_time: 0.187, memory: 9523, top1_acc: 0.9414, top5_acc: 0.9963, loss_cls: 0.1973, loss: 0.1973, grad_norm: 1.7149 2021-04-08 14:58:00,519 - mmaction - INFO - Epoch [21][2840/2910] lr: 1.547e-02, eta: 3:10:58, time: 1.169, data_time: 0.113, memory: 9523, top1_acc: 0.9457, top5_acc: 0.9973, loss_cls: 0.1989, loss: 0.1989, grad_norm: 1.7666 2021-04-08 14:58:25,126 - mmaction - INFO - Epoch [21][2860/2910] lr: 1.540e-02, eta: 3:10:32, time: 1.231, data_time: 0.108, memory: 9523, top1_acc: 0.9418, top5_acc: 0.9977, loss_cls: 0.1996, loss: 0.1996, grad_norm: 1.8115 2021-04-08 14:58:49,296 - mmaction - INFO - Epoch [21][2880/2910] lr: 1.533e-02, eta: 3:10:05, time: 1.208, data_time: 0.047, memory: 9523, top1_acc: 0.9455, top5_acc: 0.9977, loss_cls: 0.1939, loss: 0.1939, grad_norm: 1.7618 2021-04-08 14:59:13,931 - mmaction - INFO - Epoch [21][2900/2910] lr: 1.526e-02, eta: 3:09:39, time: 1.231, data_time: 0.017, memory: 9523, top1_acc: 0.9443, top5_acc: 0.9971, loss_cls: 0.1897, loss: 0.1897, grad_norm: 1.7046 2021-04-08 14:59:28,230 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-04-08 15:07:24,052 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-08 15:07:24,716 - mmaction - INFO - top1_acc 0.8287 top5_acc 0.9747 2021-04-08 15:07:24,716 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-08 15:07:24,827 - mmaction - INFO - mean_acc 0.8474 2021-04-08 15:07:24,827 - mmaction - INFO - Now best checkpoint is epoch_21.pth 2021-04-08 15:07:24,848 - mmaction - INFO - Epoch(val) [21][2910] top1_acc: 0.8287, top5_acc: 0.9747, mean_class_accuracy: 0.8474 2021-04-08 15:11:20,040 - mmaction - INFO - Epoch [22][20/2910] lr: 1.516e-02, eta: 3:09:28, time: 11.757, data_time: 10.633, memory: 9523, top1_acc: 0.9428, top5_acc: 0.9971, loss_cls: 0.2000, loss: 0.2000, grad_norm: 1.7721 2021-04-08 15:11:44,494 - mmaction - INFO - Epoch [22][40/2910] lr: 1.509e-02, eta: 3:09:02, time: 1.223, data_time: 0.084, memory: 9523, top1_acc: 0.9477, top5_acc: 0.9971, loss_cls: 0.1877, loss: 0.1877, grad_norm: 1.7078 2021-04-08 15:12:10,498 - mmaction - INFO - Epoch [22][60/2910] lr: 1.502e-02, eta: 3:08:35, time: 1.301, data_time: 0.176, memory: 9523, top1_acc: 0.9443, top5_acc: 0.9975, loss_cls: 0.1876, loss: 0.1876, grad_norm: 1.6936 2021-04-08 15:12:33,895 - mmaction - INFO - Epoch [22][80/2910] lr: 1.495e-02, eta: 3:08:09, time: 1.169, data_time: 0.071, memory: 9523, top1_acc: 0.9488, top5_acc: 0.9982, loss_cls: 0.1828, loss: 0.1828, grad_norm: 1.7618 2021-04-08 15:12:59,297 - mmaction - INFO - Epoch [22][100/2910] lr: 1.489e-02, eta: 3:07:43, time: 1.270, data_time: 0.146, memory: 9523, top1_acc: 0.9408, top5_acc: 0.9980, loss_cls: 0.1983, loss: 0.1983, grad_norm: 1.8064 2021-04-08 15:13:25,028 - mmaction - INFO - Epoch [22][120/2910] lr: 1.482e-02, eta: 3:07:17, time: 1.285, data_time: 0.036, memory: 9523, top1_acc: 0.9424, top5_acc: 0.9969, loss_cls: 0.1989, loss: 0.1989, grad_norm: 1.8063 2021-04-08 15:13:49,770 - mmaction - INFO - Epoch [22][140/2910] lr: 1.475e-02, eta: 3:06:50, time: 1.238, data_time: 0.027, memory: 9523, top1_acc: 0.9406, top5_acc: 0.9969, loss_cls: 0.2069, loss: 0.2069, grad_norm: 1.8899 2021-04-08 15:14:14,227 - mmaction - INFO - Epoch [22][160/2910] lr: 1.468e-02, eta: 3:06:24, time: 1.223, data_time: 0.219, memory: 9523, top1_acc: 0.9461, top5_acc: 0.9980, loss_cls: 0.1886, loss: 0.1886, grad_norm: 1.7228 2021-04-08 15:14:39,168 - mmaction - INFO - Epoch [22][180/2910] lr: 1.461e-02, eta: 3:05:58, time: 1.247, data_time: 0.197, memory: 9523, top1_acc: 0.9514, top5_acc: 0.9982, loss_cls: 0.1783, loss: 0.1783, grad_norm: 1.6719 2021-04-08 15:15:03,793 - mmaction - INFO - Epoch [22][200/2910] lr: 1.455e-02, eta: 3:05:31, time: 1.229, data_time: 0.025, memory: 9523, top1_acc: 0.9465, top5_acc: 0.9977, loss_cls: 0.1864, loss: 0.1864, grad_norm: 1.7484 2021-04-08 15:15:29,008 - mmaction - INFO - Epoch [22][220/2910] lr: 1.448e-02, eta: 3:05:05, time: 1.260, data_time: 0.004, memory: 9523, top1_acc: 0.9436, top5_acc: 0.9986, loss_cls: 0.1865, loss: 0.1865, grad_norm: 1.7622 2021-04-08 15:15:54,172 - mmaction - INFO - Epoch [22][240/2910] lr: 1.441e-02, eta: 3:04:39, time: 1.260, data_time: 0.019, memory: 9523, top1_acc: 0.9500, top5_acc: 0.9973, loss_cls: 0.1820, loss: 0.1820, grad_norm: 1.7241 2021-04-08 15:16:19,427 - mmaction - INFO - Epoch [22][260/2910] lr: 1.434e-02, eta: 3:04:13, time: 1.263, data_time: 0.086, memory: 9523, top1_acc: 0.9475, top5_acc: 0.9980, loss_cls: 0.1855, loss: 0.1855, grad_norm: 1.7365 2021-04-08 15:16:42,875 - mmaction - INFO - Epoch [22][280/2910] lr: 1.428e-02, eta: 3:03:46, time: 1.172, data_time: 0.083, memory: 9523, top1_acc: 0.9490, top5_acc: 0.9980, loss_cls: 0.1810, loss: 0.1810, grad_norm: 1.7466 2021-04-08 15:17:07,246 - mmaction - INFO - Epoch [22][300/2910] lr: 1.421e-02, eta: 3:03:20, time: 1.219, data_time: 0.035, memory: 9523, top1_acc: 0.9504, top5_acc: 0.9977, loss_cls: 0.1735, loss: 0.1735, grad_norm: 1.6561 2021-04-08 15:17:32,785 - mmaction - INFO - Epoch [22][320/2910] lr: 1.414e-02, eta: 3:02:54, time: 1.276, data_time: 0.040, memory: 9523, top1_acc: 0.9449, top5_acc: 0.9986, loss_cls: 0.1789, loss: 0.1789, grad_norm: 1.7907 2021-04-08 15:17:57,029 - mmaction - INFO - Epoch [22][340/2910] lr: 1.408e-02, eta: 3:02:27, time: 1.214, data_time: 0.138, memory: 9523, top1_acc: 0.9473, top5_acc: 0.9963, loss_cls: 0.1870, loss: 0.1870, grad_norm: 1.8319 2021-04-08 15:18:21,692 - mmaction - INFO - Epoch [22][360/2910] lr: 1.401e-02, eta: 3:02:01, time: 1.233, data_time: 0.006, memory: 9523, top1_acc: 0.9430, top5_acc: 0.9975, loss_cls: 0.1917, loss: 0.1917, grad_norm: 1.8222 2021-04-08 15:18:45,912 - mmaction - INFO - Epoch [22][380/2910] lr: 1.395e-02, eta: 3:01:35, time: 1.211, data_time: 0.028, memory: 9523, top1_acc: 0.9465, top5_acc: 0.9980, loss_cls: 0.1895, loss: 0.1895, grad_norm: 1.7822 2021-04-08 15:19:12,366 - mmaction - INFO - Epoch [22][400/2910] lr: 1.388e-02, eta: 3:01:09, time: 1.322, data_time: 0.021, memory: 9523, top1_acc: 0.9492, top5_acc: 0.9980, loss_cls: 0.1847, loss: 0.1847, grad_norm: 1.8211 2021-04-08 15:19:36,184 - mmaction - INFO - Epoch [22][420/2910] lr: 1.381e-02, eta: 3:00:42, time: 1.190, data_time: 0.057, memory: 9523, top1_acc: 0.9457, top5_acc: 0.9982, loss_cls: 0.1888, loss: 0.1888, grad_norm: 1.8058 2021-04-08 15:20:00,455 - mmaction - INFO - Epoch [22][440/2910] lr: 1.375e-02, eta: 3:00:16, time: 1.216, data_time: 0.179, memory: 9523, top1_acc: 0.9494, top5_acc: 0.9963, loss_cls: 0.1743, loss: 0.1743, grad_norm: 1.6878 2021-04-08 15:20:25,585 - mmaction - INFO - Epoch [22][460/2910] lr: 1.368e-02, eta: 2:59:50, time: 1.256, data_time: 0.031, memory: 9523, top1_acc: 0.9434, top5_acc: 0.9975, loss_cls: 0.1949, loss: 0.1949, grad_norm: 1.8276 2021-04-08 15:20:50,525 - mmaction - INFO - Epoch [22][480/2910] lr: 1.362e-02, eta: 2:59:23, time: 1.247, data_time: 0.014, memory: 9523, top1_acc: 0.9494, top5_acc: 0.9975, loss_cls: 0.1793, loss: 0.1793, grad_norm: 1.7074 2021-04-08 15:21:16,510 - mmaction - INFO - Epoch [22][500/2910] lr: 1.355e-02, eta: 2:58:57, time: 1.299, data_time: 0.016, memory: 9523, top1_acc: 0.9543, top5_acc: 0.9984, loss_cls: 0.1717, loss: 0.1717, grad_norm: 1.6951 2021-04-08 15:21:40,468 - mmaction - INFO - Epoch [22][520/2910] lr: 1.349e-02, eta: 2:58:31, time: 1.200, data_time: 0.067, memory: 9523, top1_acc: 0.9498, top5_acc: 0.9977, loss_cls: 0.1766, loss: 0.1766, grad_norm: 1.7988 2021-04-08 15:22:04,076 - mmaction - INFO - Epoch [22][540/2910] lr: 1.342e-02, eta: 2:58:05, time: 1.181, data_time: 0.029, memory: 9523, top1_acc: 0.9535, top5_acc: 0.9984, loss_cls: 0.1661, loss: 0.1661, grad_norm: 1.7491 2021-04-08 15:22:28,343 - mmaction - INFO - Epoch [22][560/2910] lr: 1.336e-02, eta: 2:57:38, time: 1.213, data_time: 0.058, memory: 9523, top1_acc: 0.9523, top5_acc: 0.9973, loss_cls: 0.1785, loss: 0.1785, grad_norm: 1.7719 2021-04-08 15:22:53,227 - mmaction - INFO - Epoch [22][580/2910] lr: 1.329e-02, eta: 2:57:12, time: 1.244, data_time: 0.092, memory: 9523, top1_acc: 0.9410, top5_acc: 0.9975, loss_cls: 0.1968, loss: 0.1968, grad_norm: 1.8589 2021-04-08 15:23:17,730 - mmaction - INFO - Epoch [22][600/2910] lr: 1.323e-02, eta: 2:56:46, time: 1.225, data_time: 0.044, memory: 9523, top1_acc: 0.9502, top5_acc: 0.9986, loss_cls: 0.1741, loss: 0.1741, grad_norm: 1.6808 2021-04-08 15:23:43,368 - mmaction - INFO - Epoch [22][620/2910] lr: 1.316e-02, eta: 2:56:20, time: 1.282, data_time: 0.001, memory: 9523, top1_acc: 0.9504, top5_acc: 0.9979, loss_cls: 0.1693, loss: 0.1693, grad_norm: 1.7048 2021-04-08 15:24:08,374 - mmaction - INFO - Epoch [22][640/2910] lr: 1.310e-02, eta: 2:55:53, time: 1.249, data_time: 0.130, memory: 9523, top1_acc: 0.9459, top5_acc: 0.9979, loss_cls: 0.1837, loss: 0.1837, grad_norm: 1.8352 2021-04-08 15:24:33,265 - mmaction - INFO - Epoch [22][660/2910] lr: 1.304e-02, eta: 2:55:27, time: 1.245, data_time: 0.030, memory: 9523, top1_acc: 0.9494, top5_acc: 0.9979, loss_cls: 0.1778, loss: 0.1778, grad_norm: 1.7876 2021-04-08 15:24:57,827 - mmaction - INFO - Epoch [22][680/2910] lr: 1.297e-02, eta: 2:55:01, time: 1.228, data_time: 0.016, memory: 9523, top1_acc: 0.9486, top5_acc: 0.9980, loss_cls: 0.1796, loss: 0.1796, grad_norm: 1.7960 2021-04-08 15:25:23,028 - mmaction - INFO - Epoch [22][700/2910] lr: 1.291e-02, eta: 2:54:35, time: 1.259, data_time: 0.016, memory: 9523, top1_acc: 0.9578, top5_acc: 0.9979, loss_cls: 0.1687, loss: 0.1687, grad_norm: 1.7120 2021-04-08 15:25:47,101 - mmaction - INFO - Epoch [22][720/2910] lr: 1.285e-02, eta: 2:54:08, time: 1.205, data_time: 0.171, memory: 9523, top1_acc: 0.9486, top5_acc: 0.9996, loss_cls: 0.1781, loss: 0.1781, grad_norm: 1.8144 2021-04-08 15:26:13,195 - mmaction - INFO - Epoch [22][740/2910] lr: 1.278e-02, eta: 2:53:42, time: 1.305, data_time: 0.076, memory: 9523, top1_acc: 0.9459, top5_acc: 0.9973, loss_cls: 0.1809, loss: 0.1809, grad_norm: 1.8167 2021-04-08 15:26:37,125 - mmaction - INFO - Epoch [22][760/2910] lr: 1.272e-02, eta: 2:53:16, time: 1.196, data_time: 0.016, memory: 9523, top1_acc: 0.9439, top5_acc: 0.9979, loss_cls: 0.1833, loss: 0.1833, grad_norm: 1.8587 2021-04-08 15:27:01,939 - mmaction - INFO - Epoch [22][780/2910] lr: 1.266e-02, eta: 2:52:49, time: 1.241, data_time: 0.133, memory: 9523, top1_acc: 0.9516, top5_acc: 0.9982, loss_cls: 0.1722, loss: 0.1722, grad_norm: 1.7100 2021-04-08 15:27:27,515 - mmaction - INFO - Epoch [22][800/2910] lr: 1.259e-02, eta: 2:52:23, time: 1.277, data_time: 0.099, memory: 9523, top1_acc: 0.9545, top5_acc: 0.9980, loss_cls: 0.1659, loss: 0.1659, grad_norm: 1.7412 2021-04-08 15:27:51,911 - mmaction - INFO - Epoch [22][820/2910] lr: 1.253e-02, eta: 2:51:57, time: 1.222, data_time: 0.019, memory: 9523, top1_acc: 0.9455, top5_acc: 0.9979, loss_cls: 0.1851, loss: 0.1851, grad_norm: 1.8985 2021-04-08 15:28:17,281 - mmaction - INFO - Epoch [22][840/2910] lr: 1.247e-02, eta: 2:51:31, time: 1.268, data_time: 0.211, memory: 9523, top1_acc: 0.9437, top5_acc: 0.9979, loss_cls: 0.1961, loss: 0.1961, grad_norm: 1.9896 2021-04-08 15:28:41,380 - mmaction - INFO - Epoch [22][860/2910] lr: 1.241e-02, eta: 2:51:05, time: 1.206, data_time: 0.044, memory: 9523, top1_acc: 0.9453, top5_acc: 0.9980, loss_cls: 0.1904, loss: 0.1904, grad_norm: 1.9453 2021-04-08 15:29:05,186 - mmaction - INFO - Epoch [22][880/2910] lr: 1.234e-02, eta: 2:50:38, time: 1.190, data_time: 0.179, memory: 9523, top1_acc: 0.9437, top5_acc: 0.9975, loss_cls: 0.1864, loss: 0.1864, grad_norm: 1.9351 2021-04-08 15:29:29,932 - mmaction - INFO - Epoch [22][900/2910] lr: 1.228e-02, eta: 2:50:12, time: 1.237, data_time: 0.129, memory: 9523, top1_acc: 0.9479, top5_acc: 0.9982, loss_cls: 0.1854, loss: 0.1854, grad_norm: 1.8184 2021-04-08 15:29:54,629 - mmaction - INFO - Epoch [22][920/2910] lr: 1.222e-02, eta: 2:49:46, time: 1.235, data_time: 0.203, memory: 9523, top1_acc: 0.9473, top5_acc: 0.9988, loss_cls: 0.1837, loss: 0.1837, grad_norm: 1.8741 2021-04-08 15:30:19,120 - mmaction - INFO - Epoch [22][940/2910] lr: 1.216e-02, eta: 2:49:19, time: 1.225, data_time: 0.018, memory: 9523, top1_acc: 0.9553, top5_acc: 0.9980, loss_cls: 0.1673, loss: 0.1673, grad_norm: 1.6824 2021-04-08 15:30:43,283 - mmaction - INFO - Epoch [22][960/2910] lr: 1.210e-02, eta: 2:48:53, time: 1.206, data_time: 0.055, memory: 9523, top1_acc: 0.9545, top5_acc: 0.9980, loss_cls: 0.1637, loss: 0.1637, grad_norm: 1.7566 2021-04-08 15:31:07,124 - mmaction - INFO - Epoch [22][980/2910] lr: 1.203e-02, eta: 2:48:27, time: 1.194, data_time: 0.041, memory: 9523, top1_acc: 0.9490, top5_acc: 0.9967, loss_cls: 0.1827, loss: 0.1827, grad_norm: 1.8293 2021-04-08 15:31:33,306 - mmaction - INFO - Epoch [22][1000/2910] lr: 1.197e-02, eta: 2:48:01, time: 1.309, data_time: 0.156, memory: 9523, top1_acc: 0.9527, top5_acc: 0.9986, loss_cls: 0.1676, loss: 0.1676, grad_norm: 1.7377 2021-04-08 15:31:58,096 - mmaction - INFO - Epoch [22][1020/2910] lr: 1.191e-02, eta: 2:47:34, time: 1.240, data_time: 0.044, memory: 9523, top1_acc: 0.9518, top5_acc: 0.9988, loss_cls: 0.1658, loss: 0.1658, grad_norm: 1.7241 2021-04-08 15:32:21,538 - mmaction - INFO - Epoch [22][1040/2910] lr: 1.185e-02, eta: 2:47:08, time: 1.172, data_time: 0.100, memory: 9523, top1_acc: 0.9516, top5_acc: 0.9975, loss_cls: 0.1722, loss: 0.1722, grad_norm: 1.8171 2021-04-08 15:32:46,721 - mmaction - INFO - Epoch [22][1060/2910] lr: 1.179e-02, eta: 2:46:42, time: 1.260, data_time: 0.137, memory: 9523, top1_acc: 0.9504, top5_acc: 0.9975, loss_cls: 0.1744, loss: 0.1744, grad_norm: 1.7886 2021-04-08 15:33:10,801 - mmaction - INFO - Epoch [22][1080/2910] lr: 1.173e-02, eta: 2:46:15, time: 1.203, data_time: 0.121, memory: 9523, top1_acc: 0.9559, top5_acc: 0.9980, loss_cls: 0.1698, loss: 0.1698, grad_norm: 1.7729 2021-04-08 15:33:35,824 - mmaction - INFO - Epoch [22][1100/2910] lr: 1.167e-02, eta: 2:45:49, time: 1.249, data_time: 0.154, memory: 9523, top1_acc: 0.9561, top5_acc: 0.9986, loss_cls: 0.1636, loss: 0.1636, grad_norm: 1.7721 2021-04-08 15:34:00,256 - mmaction - INFO - Epoch [22][1120/2910] lr: 1.161e-02, eta: 2:45:23, time: 1.223, data_time: 0.125, memory: 9523, top1_acc: 0.9523, top5_acc: 0.9982, loss_cls: 0.1648, loss: 0.1648, grad_norm: 1.7314 2021-04-08 15:34:25,240 - mmaction - INFO - Epoch [22][1140/2910] lr: 1.155e-02, eta: 2:44:57, time: 1.249, data_time: 0.002, memory: 9523, top1_acc: 0.9543, top5_acc: 0.9973, loss_cls: 0.1612, loss: 0.1612, grad_norm: 1.6819 2021-04-08 15:34:48,713 - mmaction - INFO - Epoch [22][1160/2910] lr: 1.149e-02, eta: 2:44:30, time: 1.174, data_time: 0.033, memory: 9523, top1_acc: 0.9539, top5_acc: 0.9990, loss_cls: 0.1659, loss: 0.1659, grad_norm: 1.7390 2021-04-08 15:35:13,635 - mmaction - INFO - Epoch [22][1180/2910] lr: 1.143e-02, eta: 2:44:04, time: 1.247, data_time: 0.046, memory: 9523, top1_acc: 0.9553, top5_acc: 0.9988, loss_cls: 0.1628, loss: 0.1628, grad_norm: 1.7294 2021-04-08 15:35:39,131 - mmaction - INFO - Epoch [22][1200/2910] lr: 1.137e-02, eta: 2:43:38, time: 1.275, data_time: 0.047, memory: 9523, top1_acc: 0.9508, top5_acc: 0.9975, loss_cls: 0.1759, loss: 0.1759, grad_norm: 1.8912 2021-04-08 15:36:02,361 - mmaction - INFO - Epoch [22][1220/2910] lr: 1.131e-02, eta: 2:43:12, time: 1.161, data_time: 0.051, memory: 9523, top1_acc: 0.9549, top5_acc: 0.9982, loss_cls: 0.1687, loss: 0.1687, grad_norm: 1.7512 2021-04-08 15:36:27,196 - mmaction - INFO - Epoch [22][1240/2910] lr: 1.125e-02, eta: 2:42:45, time: 1.241, data_time: 0.085, memory: 9523, top1_acc: 0.9568, top5_acc: 0.9977, loss_cls: 0.1570, loss: 0.1570, grad_norm: 1.7762 2021-04-08 15:36:52,647 - mmaction - INFO - Epoch [22][1260/2910] lr: 1.119e-02, eta: 2:42:19, time: 1.273, data_time: 0.065, memory: 9523, top1_acc: 0.9490, top5_acc: 0.9979, loss_cls: 0.1728, loss: 0.1728, grad_norm: 1.8955 2021-04-08 15:37:15,989 - mmaction - INFO - Epoch [22][1280/2910] lr: 1.113e-02, eta: 2:41:53, time: 1.168, data_time: 0.012, memory: 9523, top1_acc: 0.9475, top5_acc: 0.9969, loss_cls: 0.1791, loss: 0.1791, grad_norm: 1.9084 2021-04-08 15:37:42,253 - mmaction - INFO - Epoch [22][1300/2910] lr: 1.107e-02, eta: 2:41:27, time: 1.311, data_time: 0.041, memory: 9523, top1_acc: 0.9479, top5_acc: 0.9979, loss_cls: 0.1777, loss: 0.1777, grad_norm: 1.8209 2021-04-08 15:38:06,267 - mmaction - INFO - Epoch [22][1320/2910] lr: 1.101e-02, eta: 2:41:00, time: 1.203, data_time: 0.094, memory: 9523, top1_acc: 0.9576, top5_acc: 0.9980, loss_cls: 0.1610, loss: 0.1610, grad_norm: 1.7248 2021-04-08 15:38:30,592 - mmaction - INFO - Epoch [22][1340/2910] lr: 1.095e-02, eta: 2:40:34, time: 1.216, data_time: 0.096, memory: 9523, top1_acc: 0.9508, top5_acc: 0.9979, loss_cls: 0.1728, loss: 0.1728, grad_norm: 1.8542 2021-04-08 15:38:55,046 - mmaction - INFO - Epoch [22][1360/2910] lr: 1.089e-02, eta: 2:40:08, time: 1.223, data_time: 0.068, memory: 9523, top1_acc: 0.9594, top5_acc: 0.9980, loss_cls: 0.1558, loss: 0.1558, grad_norm: 1.7330 2021-04-08 15:39:19,980 - mmaction - INFO - Epoch [22][1380/2910] lr: 1.083e-02, eta: 2:39:42, time: 1.245, data_time: 0.022, memory: 9523, top1_acc: 0.9555, top5_acc: 0.9986, loss_cls: 0.1605, loss: 0.1605, grad_norm: 1.7652 2021-04-08 15:39:43,965 - mmaction - INFO - Epoch [22][1400/2910] lr: 1.078e-02, eta: 2:39:15, time: 1.201, data_time: 0.077, memory: 9523, top1_acc: 0.9586, top5_acc: 0.9973, loss_cls: 0.1492, loss: 0.1492, grad_norm: 1.6765 2021-04-08 15:40:09,765 - mmaction - INFO - Epoch [22][1420/2910] lr: 1.072e-02, eta: 2:38:49, time: 1.290, data_time: 0.012, memory: 9523, top1_acc: 0.9514, top5_acc: 0.9984, loss_cls: 0.1639, loss: 0.1639, grad_norm: 1.7740 2021-04-08 15:40:33,923 - mmaction - INFO - Epoch [22][1440/2910] lr: 1.066e-02, eta: 2:38:23, time: 1.208, data_time: 0.098, memory: 9523, top1_acc: 0.9566, top5_acc: 0.9979, loss_cls: 0.1590, loss: 0.1590, grad_norm: 1.7821 2021-04-08 15:40:58,359 - mmaction - INFO - Epoch [22][1460/2910] lr: 1.060e-02, eta: 2:37:57, time: 1.221, data_time: 0.180, memory: 9523, top1_acc: 0.9549, top5_acc: 0.9982, loss_cls: 0.1673, loss: 0.1673, grad_norm: 1.8525 2021-04-08 15:41:23,190 - mmaction - INFO - Epoch [22][1480/2910] lr: 1.054e-02, eta: 2:37:30, time: 1.242, data_time: 0.075, memory: 9523, top1_acc: 0.9563, top5_acc: 0.9990, loss_cls: 0.1560, loss: 0.1560, grad_norm: 1.7205 2021-04-08 15:41:47,980 - mmaction - INFO - Epoch [22][1500/2910] lr: 1.049e-02, eta: 2:37:04, time: 1.238, data_time: 0.022, memory: 9523, top1_acc: 0.9621, top5_acc: 0.9992, loss_cls: 0.1469, loss: 0.1469, grad_norm: 1.6731 2021-04-08 15:42:12,663 - mmaction - INFO - Epoch [22][1520/2910] lr: 1.043e-02, eta: 2:36:38, time: 1.236, data_time: 0.210, memory: 9523, top1_acc: 0.9605, top5_acc: 0.9984, loss_cls: 0.1463, loss: 0.1463, grad_norm: 1.7547 2021-04-08 15:42:37,358 - mmaction - INFO - Epoch [22][1540/2910] lr: 1.037e-02, eta: 2:36:12, time: 1.233, data_time: 0.133, memory: 9523, top1_acc: 0.9580, top5_acc: 0.9982, loss_cls: 0.1546, loss: 0.1546, grad_norm: 1.7771 2021-04-08 15:43:00,440 - mmaction - INFO - Epoch [22][1560/2910] lr: 1.032e-02, eta: 2:35:45, time: 1.154, data_time: 0.041, memory: 9523, top1_acc: 0.9572, top5_acc: 0.9984, loss_cls: 0.1630, loss: 0.1630, grad_norm: 1.7745 2021-04-08 15:43:24,887 - mmaction - INFO - Epoch [22][1580/2910] lr: 1.026e-02, eta: 2:35:19, time: 1.223, data_time: 0.088, memory: 9523, top1_acc: 0.9586, top5_acc: 0.9992, loss_cls: 0.1487, loss: 0.1487, grad_norm: 1.6655 2021-04-08 15:43:50,937 - mmaction - INFO - Epoch [22][1600/2910] lr: 1.020e-02, eta: 2:34:53, time: 1.304, data_time: 0.057, memory: 9523, top1_acc: 0.9549, top5_acc: 0.9996, loss_cls: 0.1591, loss: 0.1591, grad_norm: 1.8210 2021-04-08 15:44:15,240 - mmaction - INFO - Epoch [22][1620/2910] lr: 1.014e-02, eta: 2:34:27, time: 1.215, data_time: 0.020, memory: 9523, top1_acc: 0.9596, top5_acc: 0.9984, loss_cls: 0.1483, loss: 0.1483, grad_norm: 1.6935 2021-04-08 15:44:40,175 - mmaction - INFO - Epoch [22][1640/2910] lr: 1.009e-02, eta: 2:34:01, time: 1.247, data_time: 0.022, memory: 9523, top1_acc: 0.9514, top5_acc: 0.9988, loss_cls: 0.1663, loss: 0.1663, grad_norm: 1.9147 2021-04-08 15:45:04,366 - mmaction - INFO - Epoch [22][1660/2910] lr: 1.003e-02, eta: 2:33:34, time: 1.208, data_time: 0.082, memory: 9523, top1_acc: 0.9553, top5_acc: 0.9984, loss_cls: 0.1643, loss: 0.1643, grad_norm: 1.7795 2021-04-08 15:45:28,727 - mmaction - INFO - Epoch [22][1680/2910] lr: 9.976e-03, eta: 2:33:08, time: 1.220, data_time: 0.078, memory: 9523, top1_acc: 0.9588, top5_acc: 0.9982, loss_cls: 0.1544, loss: 0.1544, grad_norm: 1.7586 2021-04-08 15:45:52,381 - mmaction - INFO - Epoch [22][1700/2910] lr: 9.920e-03, eta: 2:32:42, time: 1.182, data_time: 0.027, memory: 9523, top1_acc: 0.9584, top5_acc: 0.9988, loss_cls: 0.1522, loss: 0.1522, grad_norm: 1.7107 2021-04-08 15:46:17,787 - mmaction - INFO - Epoch [22][1720/2910] lr: 9.864e-03, eta: 2:32:15, time: 1.271, data_time: 0.166, memory: 9523, top1_acc: 0.9602, top5_acc: 0.9990, loss_cls: 0.1548, loss: 0.1548, grad_norm: 1.8218 2021-04-08 15:46:42,755 - mmaction - INFO - Epoch [22][1740/2910] lr: 9.808e-03, eta: 2:31:49, time: 1.248, data_time: 0.064, memory: 9523, top1_acc: 0.9631, top5_acc: 0.9988, loss_cls: 0.1506, loss: 0.1506, grad_norm: 1.7623 2021-04-08 15:47:07,956 - mmaction - INFO - Epoch [22][1760/2910] lr: 9.753e-03, eta: 2:31:23, time: 1.261, data_time: 0.037, memory: 9523, top1_acc: 0.9574, top5_acc: 0.9980, loss_cls: 0.1571, loss: 0.1571, grad_norm: 1.7515 2021-04-08 15:47:31,323 - mmaction - INFO - Epoch [22][1780/2910] lr: 9.697e-03, eta: 2:30:57, time: 1.167, data_time: 0.106, memory: 9523, top1_acc: 0.9551, top5_acc: 0.9982, loss_cls: 0.1518, loss: 0.1518, grad_norm: 1.7201 2021-04-08 15:47:55,856 - mmaction - INFO - Epoch [22][1800/2910] lr: 9.642e-03, eta: 2:30:31, time: 1.225, data_time: 0.097, memory: 9523, top1_acc: 0.9588, top5_acc: 0.9988, loss_cls: 0.1565, loss: 0.1565, grad_norm: 1.7310 2021-04-08 15:48:20,054 - mmaction - INFO - Epoch [22][1820/2910] lr: 9.587e-03, eta: 2:30:04, time: 1.213, data_time: 0.087, memory: 9523, top1_acc: 0.9574, top5_acc: 0.9980, loss_cls: 0.1570, loss: 0.1570, grad_norm: 1.7436 2021-04-08 15:48:44,587 - mmaction - INFO - Epoch [22][1840/2910] lr: 9.532e-03, eta: 2:29:38, time: 1.227, data_time: 0.008, memory: 9523, top1_acc: 0.9588, top5_acc: 0.9992, loss_cls: 0.1471, loss: 0.1471, grad_norm: 1.7130 2021-04-08 15:49:09,575 - mmaction - INFO - Epoch [22][1860/2910] lr: 9.477e-03, eta: 2:29:12, time: 1.249, data_time: 0.001, memory: 9523, top1_acc: 0.9568, top5_acc: 0.9979, loss_cls: 0.1544, loss: 0.1544, grad_norm: 1.8520 2021-04-08 15:49:34,171 - mmaction - INFO - Epoch [22][1880/2910] lr: 9.422e-03, eta: 2:28:46, time: 1.227, data_time: 0.001, memory: 9523, top1_acc: 0.9578, top5_acc: 0.9986, loss_cls: 0.1571, loss: 0.1571, grad_norm: 1.8522 2021-04-08 15:49:58,945 - mmaction - INFO - Epoch [22][1900/2910] lr: 9.368e-03, eta: 2:28:19, time: 1.241, data_time: 0.021, memory: 9523, top1_acc: 0.9627, top5_acc: 0.9980, loss_cls: 0.1444, loss: 0.1444, grad_norm: 1.7114 2021-04-08 15:50:23,286 - mmaction - INFO - Epoch [22][1920/2910] lr: 9.314e-03, eta: 2:27:53, time: 1.218, data_time: 0.021, memory: 9523, top1_acc: 0.9564, top5_acc: 0.9982, loss_cls: 0.1603, loss: 0.1603, grad_norm: 1.8222 2021-04-08 15:50:47,812 - mmaction - INFO - Epoch [22][1940/2910] lr: 9.259e-03, eta: 2:27:27, time: 1.226, data_time: 0.067, memory: 9523, top1_acc: 0.9607, top5_acc: 0.9980, loss_cls: 0.1569, loss: 0.1569, grad_norm: 1.8556 2021-04-08 15:51:12,062 - mmaction - INFO - Epoch [22][1960/2910] lr: 9.205e-03, eta: 2:27:01, time: 1.212, data_time: 0.009, memory: 9523, top1_acc: 0.9600, top5_acc: 0.9986, loss_cls: 0.1501, loss: 0.1501, grad_norm: 1.8382 2021-04-08 15:51:36,698 - mmaction - INFO - Epoch [22][1980/2910] lr: 9.151e-03, eta: 2:26:35, time: 1.232, data_time: 0.055, memory: 9523, top1_acc: 0.9578, top5_acc: 0.9984, loss_cls: 0.1582, loss: 0.1582, grad_norm: 1.8173 2021-04-08 15:52:01,902 - mmaction - INFO - Epoch [22][2000/2910] lr: 9.098e-03, eta: 2:26:08, time: 1.259, data_time: 0.030, memory: 9523, top1_acc: 0.9588, top5_acc: 0.9982, loss_cls: 0.1572, loss: 0.1572, grad_norm: 1.8236 2021-04-08 15:52:26,774 - mmaction - INFO - Epoch [22][2020/2910] lr: 9.044e-03, eta: 2:25:42, time: 1.244, data_time: 0.019, memory: 9523, top1_acc: 0.9596, top5_acc: 0.9984, loss_cls: 0.1430, loss: 0.1430, grad_norm: 1.7255 2021-04-08 15:52:52,702 - mmaction - INFO - Epoch [22][2040/2910] lr: 8.991e-03, eta: 2:25:16, time: 1.295, data_time: 0.151, memory: 9523, top1_acc: 0.9613, top5_acc: 0.9986, loss_cls: 0.1469, loss: 0.1469, grad_norm: 1.7577 2021-04-08 15:53:16,373 - mmaction - INFO - Epoch [22][2060/2910] lr: 8.937e-03, eta: 2:24:50, time: 1.185, data_time: 0.139, memory: 9523, top1_acc: 0.9658, top5_acc: 0.9994, loss_cls: 0.1359, loss: 0.1359, grad_norm: 1.7440 2021-04-08 15:53:41,031 - mmaction - INFO - Epoch [22][2080/2910] lr: 8.884e-03, eta: 2:24:24, time: 1.232, data_time: 0.034, memory: 9523, top1_acc: 0.9645, top5_acc: 0.9992, loss_cls: 0.1387, loss: 0.1387, grad_norm: 1.7198 2021-04-08 15:54:05,399 - mmaction - INFO - Epoch [22][2100/2910] lr: 8.831e-03, eta: 2:23:57, time: 1.218, data_time: 0.121, memory: 9523, top1_acc: 0.9617, top5_acc: 0.9988, loss_cls: 0.1514, loss: 0.1514, grad_norm: 1.7912 2021-04-08 15:54:29,961 - mmaction - INFO - Epoch [22][2120/2910] lr: 8.779e-03, eta: 2:23:31, time: 1.229, data_time: 0.207, memory: 9523, top1_acc: 0.9652, top5_acc: 0.9986, loss_cls: 0.1352, loss: 0.1352, grad_norm: 1.6617 2021-04-08 15:54:54,153 - mmaction - INFO - Epoch [22][2140/2910] lr: 8.726e-03, eta: 2:23:05, time: 1.207, data_time: 0.045, memory: 9523, top1_acc: 0.9633, top5_acc: 0.9990, loss_cls: 0.1425, loss: 0.1425, grad_norm: 1.7894 2021-04-08 15:55:18,289 - mmaction - INFO - Epoch [22][2160/2910] lr: 8.673e-03, eta: 2:22:39, time: 1.209, data_time: 0.004, memory: 9523, top1_acc: 0.9627, top5_acc: 0.9984, loss_cls: 0.1374, loss: 0.1374, grad_norm: 1.7335 2021-04-08 15:55:42,516 - mmaction - INFO - Epoch [22][2180/2910] lr: 8.621e-03, eta: 2:22:12, time: 1.211, data_time: 0.122, memory: 9523, top1_acc: 0.9674, top5_acc: 0.9984, loss_cls: 0.1331, loss: 0.1331, grad_norm: 1.7231 2021-04-08 15:56:06,830 - mmaction - INFO - Epoch [22][2200/2910] lr: 8.569e-03, eta: 2:21:46, time: 1.215, data_time: 0.016, memory: 9523, top1_acc: 0.9592, top5_acc: 0.9986, loss_cls: 0.1414, loss: 0.1414, grad_norm: 1.7920 2021-04-08 15:56:31,540 - mmaction - INFO - Epoch [22][2220/2910] lr: 8.517e-03, eta: 2:21:20, time: 1.237, data_time: 0.041, memory: 9523, top1_acc: 0.9627, top5_acc: 0.9979, loss_cls: 0.1417, loss: 0.1417, grad_norm: 1.7017 2021-04-08 15:56:57,345 - mmaction - INFO - Epoch [22][2240/2910] lr: 8.465e-03, eta: 2:20:54, time: 1.289, data_time: 0.038, memory: 9523, top1_acc: 0.9625, top5_acc: 0.9986, loss_cls: 0.1399, loss: 0.1399, grad_norm: 1.7169 2021-04-08 15:57:21,021 - mmaction - INFO - Epoch [22][2260/2910] lr: 8.413e-03, eta: 2:20:28, time: 1.184, data_time: 0.108, memory: 9523, top1_acc: 0.9621, top5_acc: 0.9992, loss_cls: 0.1347, loss: 0.1347, grad_norm: 1.7468 2021-04-08 15:57:46,204 - mmaction - INFO - Epoch [22][2280/2910] lr: 8.362e-03, eta: 2:20:01, time: 1.259, data_time: 0.066, memory: 9523, top1_acc: 0.9609, top5_acc: 0.9992, loss_cls: 0.1399, loss: 0.1399, grad_norm: 1.7582 2021-04-08 15:58:10,488 - mmaction - INFO - Epoch [22][2300/2910] lr: 8.310e-03, eta: 2:19:35, time: 1.214, data_time: 0.094, memory: 9523, top1_acc: 0.9617, top5_acc: 0.9986, loss_cls: 0.1413, loss: 0.1413, grad_norm: 1.8703 2021-04-08 15:58:34,513 - mmaction - INFO - Epoch [22][2320/2910] lr: 8.259e-03, eta: 2:19:09, time: 1.200, data_time: 0.071, memory: 9523, top1_acc: 0.9523, top5_acc: 0.9979, loss_cls: 0.1567, loss: 0.1567, grad_norm: 1.8607 2021-04-08 15:58:59,687 - mmaction - INFO - Epoch [22][2340/2910] lr: 8.208e-03, eta: 2:18:43, time: 1.259, data_time: 0.025, memory: 9523, top1_acc: 0.9613, top5_acc: 0.9979, loss_cls: 0.1505, loss: 0.1505, grad_norm: 1.8844 2021-04-08 15:59:23,423 - mmaction - INFO - Epoch [22][2360/2910] lr: 8.157e-03, eta: 2:18:17, time: 1.188, data_time: 0.089, memory: 9523, top1_acc: 0.9605, top5_acc: 0.9984, loss_cls: 0.1473, loss: 0.1473, grad_norm: 1.8175 2021-04-08 15:59:47,658 - mmaction - INFO - Epoch [22][2380/2910] lr: 8.106e-03, eta: 2:17:50, time: 1.212, data_time: 0.172, memory: 9523, top1_acc: 0.9635, top5_acc: 0.9984, loss_cls: 0.1407, loss: 0.1407, grad_norm: 1.7239 2021-04-08 16:00:11,985 - mmaction - INFO - Epoch [22][2400/2910] lr: 8.056e-03, eta: 2:17:24, time: 1.216, data_time: 0.064, memory: 9523, top1_acc: 0.9645, top5_acc: 0.9988, loss_cls: 0.1365, loss: 0.1365, grad_norm: 1.7245 2021-04-08 16:00:36,097 - mmaction - INFO - Epoch [22][2420/2910] lr: 8.005e-03, eta: 2:16:58, time: 1.206, data_time: 0.089, memory: 9523, top1_acc: 0.9658, top5_acc: 0.9988, loss_cls: 0.1325, loss: 0.1325, grad_norm: 1.6791 2021-04-08 16:01:01,430 - mmaction - INFO - Epoch [22][2440/2910] lr: 7.955e-03, eta: 2:16:32, time: 1.267, data_time: 0.070, memory: 9523, top1_acc: 0.9621, top5_acc: 0.9984, loss_cls: 0.1444, loss: 0.1444, grad_norm: 1.7739 2021-04-08 16:01:25,633 - mmaction - INFO - Epoch [22][2460/2910] lr: 7.905e-03, eta: 2:16:05, time: 1.208, data_time: 0.083, memory: 9523, top1_acc: 0.9682, top5_acc: 0.9988, loss_cls: 0.1326, loss: 0.1326, grad_norm: 1.7553 2021-04-08 16:01:50,124 - mmaction - INFO - Epoch [22][2480/2910] lr: 7.855e-03, eta: 2:15:39, time: 1.227, data_time: 0.086, memory: 9523, top1_acc: 0.9666, top5_acc: 0.9992, loss_cls: 0.1326, loss: 0.1326, grad_norm: 1.7192 2021-04-08 16:02:16,172 - mmaction - INFO - Epoch [22][2500/2910] lr: 7.805e-03, eta: 2:15:13, time: 1.302, data_time: 0.021, memory: 9523, top1_acc: 0.9619, top5_acc: 0.9986, loss_cls: 0.1413, loss: 0.1413, grad_norm: 1.8361 2021-04-08 16:02:40,225 - mmaction - INFO - Epoch [22][2520/2910] lr: 7.755e-03, eta: 2:14:47, time: 1.201, data_time: 0.022, memory: 9523, top1_acc: 0.9625, top5_acc: 0.9982, loss_cls: 0.1402, loss: 0.1402, grad_norm: 1.7971 2021-04-08 16:03:04,629 - mmaction - INFO - Epoch [22][2540/2910] lr: 7.706e-03, eta: 2:14:21, time: 1.222, data_time: 0.020, memory: 9523, top1_acc: 0.9598, top5_acc: 0.9982, loss_cls: 0.1443, loss: 0.1443, grad_norm: 1.8128 2021-04-08 16:03:29,365 - mmaction - INFO - Epoch [22][2560/2910] lr: 7.656e-03, eta: 2:13:55, time: 1.237, data_time: 0.046, memory: 9523, top1_acc: 0.9643, top5_acc: 0.9988, loss_cls: 0.1312, loss: 0.1312, grad_norm: 1.6508 2021-04-08 16:03:52,934 - mmaction - INFO - Epoch [22][2580/2910] lr: 7.607e-03, eta: 2:13:28, time: 1.177, data_time: 0.001, memory: 9523, top1_acc: 0.9617, top5_acc: 0.9992, loss_cls: 0.1374, loss: 0.1374, grad_norm: 1.7696 2021-04-08 16:04:17,148 - mmaction - INFO - Epoch [22][2600/2910] lr: 7.558e-03, eta: 2:13:02, time: 1.211, data_time: 0.020, memory: 9523, top1_acc: 0.9604, top5_acc: 0.9984, loss_cls: 0.1376, loss: 0.1376, grad_norm: 1.8348 2021-04-08 16:04:41,709 - mmaction - INFO - Epoch [22][2620/2910] lr: 7.509e-03, eta: 2:12:36, time: 1.229, data_time: 0.050, memory: 9523, top1_acc: 0.9627, top5_acc: 0.9979, loss_cls: 0.1375, loss: 0.1375, grad_norm: 1.7581 2021-04-08 16:05:06,637 - mmaction - INFO - Epoch [22][2640/2910] lr: 7.460e-03, eta: 2:12:10, time: 1.246, data_time: 0.001, memory: 9523, top1_acc: 0.9631, top5_acc: 0.9990, loss_cls: 0.1380, loss: 0.1380, grad_norm: 1.7929 2021-04-08 16:05:31,996 - mmaction - INFO - Epoch [22][2660/2910] lr: 7.412e-03, eta: 2:11:44, time: 1.268, data_time: 0.055, memory: 9523, top1_acc: 0.9641, top5_acc: 0.9984, loss_cls: 0.1413, loss: 0.1413, grad_norm: 1.7686 2021-04-08 16:05:56,350 - mmaction - INFO - Epoch [22][2680/2910] lr: 7.363e-03, eta: 2:11:17, time: 1.218, data_time: 0.116, memory: 9523, top1_acc: 0.9701, top5_acc: 0.9994, loss_cls: 0.1251, loss: 0.1251, grad_norm: 1.6764 2021-04-08 16:06:19,890 - mmaction - INFO - Epoch [22][2700/2910] lr: 7.315e-03, eta: 2:10:51, time: 1.177, data_time: 0.045, memory: 9523, top1_acc: 0.9660, top5_acc: 0.9992, loss_cls: 0.1319, loss: 0.1319, grad_norm: 1.7786 2021-04-08 16:06:45,531 - mmaction - INFO - Epoch [22][2720/2910] lr: 7.267e-03, eta: 2:10:25, time: 1.280, data_time: 0.126, memory: 9523, top1_acc: 0.9592, top5_acc: 0.9986, loss_cls: 0.1392, loss: 0.1392, grad_norm: 1.8446 2021-04-08 16:07:10,765 - mmaction - INFO - Epoch [22][2740/2910] lr: 7.219e-03, eta: 2:09:59, time: 1.263, data_time: 0.015, memory: 9523, top1_acc: 0.9643, top5_acc: 0.9988, loss_cls: 0.1383, loss: 0.1383, grad_norm: 1.7177 2021-04-08 16:07:35,246 - mmaction - INFO - Epoch [22][2760/2910] lr: 7.171e-03, eta: 2:09:33, time: 1.225, data_time: 0.057, memory: 9523, top1_acc: 0.9627, top5_acc: 0.9988, loss_cls: 0.1362, loss: 0.1362, grad_norm: 1.7058 2021-04-08 16:08:00,289 - mmaction - INFO - Epoch [22][2780/2910] lr: 7.123e-03, eta: 2:09:07, time: 1.252, data_time: 0.110, memory: 9523, top1_acc: 0.9654, top5_acc: 0.9984, loss_cls: 0.1327, loss: 0.1327, grad_norm: 1.7726 2021-04-08 16:08:24,541 - mmaction - INFO - Epoch [22][2800/2910] lr: 7.076e-03, eta: 2:08:40, time: 1.213, data_time: 0.001, memory: 9523, top1_acc: 0.9682, top5_acc: 0.9994, loss_cls: 0.1248, loss: 0.1248, grad_norm: 1.6660 2021-04-08 16:08:49,587 - mmaction - INFO - Epoch [22][2820/2910] lr: 7.028e-03, eta: 2:08:14, time: 1.252, data_time: 0.086, memory: 9523, top1_acc: 0.9637, top5_acc: 0.9990, loss_cls: 0.1340, loss: 0.1340, grad_norm: 1.7421 2021-04-08 16:09:14,604 - mmaction - INFO - Epoch [22][2840/2910] lr: 6.981e-03, eta: 2:07:48, time: 1.251, data_time: 0.003, memory: 9523, top1_acc: 0.9729, top5_acc: 0.9992, loss_cls: 0.1184, loss: 0.1184, grad_norm: 1.6601 2021-04-08 16:09:38,627 - mmaction - INFO - Epoch [22][2860/2910] lr: 6.934e-03, eta: 2:07:22, time: 1.202, data_time: 0.152, memory: 9523, top1_acc: 0.9705, top5_acc: 0.9994, loss_cls: 0.1190, loss: 0.1190, grad_norm: 1.6301 2021-04-08 16:10:02,164 - mmaction - INFO - Epoch [22][2880/2910] lr: 6.887e-03, eta: 2:06:56, time: 1.176, data_time: 0.044, memory: 9523, top1_acc: 0.9646, top5_acc: 0.9986, loss_cls: 0.1312, loss: 0.1312, grad_norm: 1.8149 2021-04-08 16:10:26,947 - mmaction - INFO - Epoch [22][2900/2910] lr: 6.840e-03, eta: 2:06:30, time: 1.240, data_time: 0.206, memory: 9523, top1_acc: 0.9701, top5_acc: 0.9980, loss_cls: 0.1172, loss: 0.1172, grad_norm: 1.6984 2021-04-08 16:10:41,802 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-04-08 16:18:35,665 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-08 16:18:36,331 - mmaction - INFO - top1_acc 0.8454 top5_acc 0.9777 2021-04-08 16:18:36,331 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-08 16:18:36,440 - mmaction - INFO - mean_acc 0.8608 2021-04-08 16:18:36,440 - mmaction - INFO - Now best checkpoint is epoch_22.pth 2021-04-08 16:18:36,461 - mmaction - INFO - Epoch(val) [22][2910] top1_acc: 0.8454, top5_acc: 0.9777, mean_class_accuracy: 0.8608 2021-04-08 16:22:25,295 - mmaction - INFO - Epoch [23][20/2910] lr: 6.771e-03, eta: 2:06:08, time: 11.441, data_time: 10.262, memory: 9523, top1_acc: 0.9670, top5_acc: 0.9994, loss_cls: 0.1271, loss: 0.1271, grad_norm: 1.7909 2021-04-08 16:22:51,922 - mmaction - INFO - Epoch [23][40/2910] lr: 6.724e-03, eta: 2:05:42, time: 1.331, data_time: 0.016, memory: 9523, top1_acc: 0.9688, top5_acc: 0.9986, loss_cls: 0.1208, loss: 0.1208, grad_norm: 1.7104 2021-04-08 16:23:15,854 - mmaction - INFO - Epoch [23][60/2910] lr: 6.678e-03, eta: 2:05:15, time: 1.198, data_time: 0.048, memory: 9523, top1_acc: 0.9689, top5_acc: 1.0000, loss_cls: 0.1209, loss: 0.1209, grad_norm: 1.7275 2021-04-08 16:23:40,095 - mmaction - INFO - Epoch [23][80/2910] lr: 6.632e-03, eta: 2:04:49, time: 1.212, data_time: 0.084, memory: 9523, top1_acc: 0.9684, top5_acc: 0.9980, loss_cls: 0.1208, loss: 0.1208, grad_norm: 1.7174 2021-04-08 16:24:04,511 - mmaction - INFO - Epoch [23][100/2910] lr: 6.586e-03, eta: 2:04:23, time: 1.221, data_time: 0.069, memory: 9523, top1_acc: 0.9666, top5_acc: 0.9994, loss_cls: 0.1219, loss: 0.1219, grad_norm: 1.7654 2021-04-08 16:24:29,610 - mmaction - INFO - Epoch [23][120/2910] lr: 6.541e-03, eta: 2:03:57, time: 1.255, data_time: 0.093, memory: 9523, top1_acc: 0.9699, top5_acc: 0.9984, loss_cls: 0.1296, loss: 0.1296, grad_norm: 1.8143 2021-04-08 16:24:54,316 - mmaction - INFO - Epoch [23][140/2910] lr: 6.495e-03, eta: 2:03:30, time: 1.234, data_time: 0.193, memory: 9523, top1_acc: 0.9670, top5_acc: 0.9996, loss_cls: 0.1197, loss: 0.1197, grad_norm: 1.7525 2021-04-08 16:25:18,840 - mmaction - INFO - Epoch [23][160/2910] lr: 6.450e-03, eta: 2:03:04, time: 1.226, data_time: 0.087, memory: 9523, top1_acc: 0.9646, top5_acc: 0.9992, loss_cls: 0.1291, loss: 0.1291, grad_norm: 1.7779 2021-04-08 16:25:43,238 - mmaction - INFO - Epoch [23][180/2910] lr: 6.404e-03, eta: 2:02:38, time: 1.221, data_time: 0.104, memory: 9523, top1_acc: 0.9680, top5_acc: 0.9998, loss_cls: 0.1220, loss: 0.1220, grad_norm: 1.7340 2021-04-08 16:26:08,309 - mmaction - INFO - Epoch [23][200/2910] lr: 6.359e-03, eta: 2:02:12, time: 1.252, data_time: 0.093, memory: 9523, top1_acc: 0.9684, top5_acc: 0.9990, loss_cls: 0.1211, loss: 0.1211, grad_norm: 1.7721 2021-04-08 16:26:33,626 - mmaction - INFO - Epoch [23][220/2910] lr: 6.314e-03, eta: 2:01:46, time: 1.266, data_time: 0.092, memory: 9523, top1_acc: 0.9658, top5_acc: 0.9992, loss_cls: 0.1272, loss: 0.1272, grad_norm: 1.7884 2021-04-08 16:26:57,561 - mmaction - INFO - Epoch [23][240/2910] lr: 6.270e-03, eta: 2:01:19, time: 1.197, data_time: 0.005, memory: 9523, top1_acc: 0.9684, top5_acc: 0.9982, loss_cls: 0.1197, loss: 0.1197, grad_norm: 1.7691 2021-04-08 16:27:21,913 - mmaction - INFO - Epoch [23][260/2910] lr: 6.225e-03, eta: 2:00:53, time: 1.218, data_time: 0.031, memory: 9523, top1_acc: 0.9740, top5_acc: 0.9994, loss_cls: 0.1103, loss: 0.1103, grad_norm: 1.6146 2021-04-08 16:27:45,715 - mmaction - INFO - Epoch [23][280/2910] lr: 6.180e-03, eta: 2:00:27, time: 1.191, data_time: 0.040, memory: 9523, top1_acc: 0.9723, top5_acc: 0.9988, loss_cls: 0.1158, loss: 0.1158, grad_norm: 1.7253 2021-04-08 16:28:10,328 - mmaction - INFO - Epoch [23][300/2910] lr: 6.136e-03, eta: 2:00:01, time: 1.231, data_time: 0.078, memory: 9523, top1_acc: 0.9705, top5_acc: 0.9990, loss_cls: 0.1198, loss: 0.1198, grad_norm: 1.7639 2021-04-08 16:28:34,242 - mmaction - INFO - Epoch [23][320/2910] lr: 6.092e-03, eta: 1:59:34, time: 1.196, data_time: 0.128, memory: 9523, top1_acc: 0.9658, top5_acc: 0.9996, loss_cls: 0.1237, loss: 0.1237, grad_norm: 1.7416 2021-04-08 16:28:59,194 - mmaction - INFO - Epoch [23][340/2910] lr: 6.048e-03, eta: 1:59:08, time: 1.246, data_time: 0.064, memory: 9523, top1_acc: 0.9729, top5_acc: 0.9994, loss_cls: 0.1095, loss: 0.1095, grad_norm: 1.6353 2021-04-08 16:29:22,395 - mmaction - INFO - Epoch [23][360/2910] lr: 6.004e-03, eta: 1:58:42, time: 1.160, data_time: 0.065, memory: 9523, top1_acc: 0.9676, top5_acc: 0.9986, loss_cls: 0.1278, loss: 0.1278, grad_norm: 1.8280 2021-04-08 16:29:48,219 - mmaction - INFO - Epoch [23][380/2910] lr: 5.960e-03, eta: 1:58:16, time: 1.293, data_time: 0.035, memory: 9523, top1_acc: 0.9703, top5_acc: 0.9992, loss_cls: 0.1180, loss: 0.1180, grad_norm: 1.7072 2021-04-08 16:30:11,948 - mmaction - INFO - Epoch [23][400/2910] lr: 5.917e-03, eta: 1:57:49, time: 1.186, data_time: 0.068, memory: 9523, top1_acc: 0.9715, top5_acc: 0.9994, loss_cls: 0.1150, loss: 0.1150, grad_norm: 1.6638 2021-04-08 16:30:37,926 - mmaction - INFO - Epoch [23][420/2910] lr: 5.874e-03, eta: 1:57:23, time: 1.297, data_time: 0.200, memory: 9523, top1_acc: 0.9676, top5_acc: 0.9986, loss_cls: 0.1225, loss: 0.1225, grad_norm: 1.7422 2021-04-08 16:31:01,502 - mmaction - INFO - Epoch [23][440/2910] lr: 5.830e-03, eta: 1:56:57, time: 1.180, data_time: 0.209, memory: 9523, top1_acc: 0.9705, top5_acc: 0.9994, loss_cls: 0.1128, loss: 0.1128, grad_norm: 1.5973 2021-04-08 16:31:26,482 - mmaction - INFO - Epoch [23][460/2910] lr: 5.787e-03, eta: 1:56:31, time: 1.249, data_time: 0.077, memory: 9523, top1_acc: 0.9730, top5_acc: 0.9986, loss_cls: 0.1128, loss: 0.1128, grad_norm: 1.6343 2021-04-08 16:31:52,200 - mmaction - INFO - Epoch [23][480/2910] lr: 5.744e-03, eta: 1:56:05, time: 1.286, data_time: 0.045, memory: 9523, top1_acc: 0.9721, top5_acc: 0.9990, loss_cls: 0.1122, loss: 0.1122, grad_norm: 1.6355 2021-04-08 16:32:16,634 - mmaction - INFO - Epoch [23][500/2910] lr: 5.702e-03, eta: 1:55:38, time: 1.221, data_time: 0.151, memory: 9523, top1_acc: 0.9715, top5_acc: 0.9988, loss_cls: 0.1104, loss: 0.1104, grad_norm: 1.6781 2021-04-08 16:32:40,605 - mmaction - INFO - Epoch [23][520/2910] lr: 5.659e-03, eta: 1:55:12, time: 1.199, data_time: 0.107, memory: 9523, top1_acc: 0.9691, top5_acc: 0.9994, loss_cls: 0.1122, loss: 0.1122, grad_norm: 1.6778 2021-04-08 16:33:06,879 - mmaction - INFO - Epoch [23][540/2910] lr: 5.617e-03, eta: 1:54:46, time: 1.313, data_time: 0.190, memory: 9523, top1_acc: 0.9732, top5_acc: 0.9996, loss_cls: 0.1103, loss: 0.1103, grad_norm: 1.7277 2021-04-08 16:33:30,940 - mmaction - INFO - Epoch [23][560/2910] lr: 5.574e-03, eta: 1:54:20, time: 1.204, data_time: 0.056, memory: 9523, top1_acc: 0.9711, top5_acc: 0.9992, loss_cls: 0.1157, loss: 0.1157, grad_norm: 1.7107 2021-04-08 16:33:55,622 - mmaction - INFO - Epoch [23][580/2910] lr: 5.532e-03, eta: 1:53:54, time: 1.232, data_time: 0.129, memory: 9523, top1_acc: 0.9727, top5_acc: 0.9992, loss_cls: 0.1121, loss: 0.1121, grad_norm: 1.6233 2021-04-08 16:34:19,999 - mmaction - INFO - Epoch [23][600/2910] lr: 5.490e-03, eta: 1:53:27, time: 1.221, data_time: 0.072, memory: 9523, top1_acc: 0.9742, top5_acc: 0.9990, loss_cls: 0.1053, loss: 0.1053, grad_norm: 1.6746 2021-04-08 16:34:45,623 - mmaction - INFO - Epoch [23][620/2910] lr: 5.449e-03, eta: 1:53:01, time: 1.281, data_time: 0.091, memory: 9523, top1_acc: 0.9754, top5_acc: 0.9996, loss_cls: 0.1104, loss: 0.1104, grad_norm: 1.6573 2021-04-08 16:35:09,992 - mmaction - INFO - Epoch [23][640/2910] lr: 5.407e-03, eta: 1:52:35, time: 1.218, data_time: 0.031, memory: 9523, top1_acc: 0.9684, top5_acc: 0.9986, loss_cls: 0.1262, loss: 0.1262, grad_norm: 1.8337 2021-04-08 16:35:34,444 - mmaction - INFO - Epoch [23][660/2910] lr: 5.365e-03, eta: 1:52:09, time: 1.223, data_time: 0.130, memory: 9523, top1_acc: 0.9697, top5_acc: 0.9998, loss_cls: 0.1122, loss: 0.1122, grad_norm: 1.7410 2021-04-08 16:35:58,892 - mmaction - INFO - Epoch [23][680/2910] lr: 5.324e-03, eta: 1:51:43, time: 1.220, data_time: 0.098, memory: 9523, top1_acc: 0.9707, top5_acc: 0.9988, loss_cls: 0.1178, loss: 0.1178, grad_norm: 1.7750 2021-04-08 16:36:23,206 - mmaction - INFO - Epoch [23][700/2910] lr: 5.283e-03, eta: 1:51:16, time: 1.218, data_time: 0.147, memory: 9523, top1_acc: 0.9709, top5_acc: 0.9994, loss_cls: 0.1196, loss: 0.1196, grad_norm: 1.7066 2021-04-08 16:36:47,599 - mmaction - INFO - Epoch [23][720/2910] lr: 5.242e-03, eta: 1:50:50, time: 1.220, data_time: 0.078, memory: 9523, top1_acc: 0.9736, top5_acc: 0.9994, loss_cls: 0.1074, loss: 0.1074, grad_norm: 1.6823 2021-04-08 16:37:12,435 - mmaction - INFO - Epoch [23][740/2910] lr: 5.201e-03, eta: 1:50:24, time: 1.241, data_time: 0.191, memory: 9523, top1_acc: 0.9668, top5_acc: 0.9996, loss_cls: 0.1187, loss: 0.1187, grad_norm: 1.7789 2021-04-08 16:37:36,941 - mmaction - INFO - Epoch [23][760/2910] lr: 5.160e-03, eta: 1:49:58, time: 1.224, data_time: 0.077, memory: 9523, top1_acc: 0.9725, top5_acc: 0.9990, loss_cls: 0.1131, loss: 0.1131, grad_norm: 1.7384 2021-04-08 16:38:01,100 - mmaction - INFO - Epoch [23][780/2910] lr: 5.120e-03, eta: 1:49:32, time: 1.210, data_time: 0.164, memory: 9523, top1_acc: 0.9711, top5_acc: 0.9990, loss_cls: 0.1147, loss: 0.1147, grad_norm: 1.6817 2021-04-08 16:38:24,954 - mmaction - INFO - Epoch [23][800/2910] lr: 5.080e-03, eta: 1:49:05, time: 1.190, data_time: 0.018, memory: 9523, top1_acc: 0.9758, top5_acc: 0.9994, loss_cls: 0.1087, loss: 0.1087, grad_norm: 1.7384 2021-04-08 16:38:50,604 - mmaction - INFO - Epoch [23][820/2910] lr: 5.039e-03, eta: 1:48:39, time: 1.283, data_time: 0.049, memory: 9523, top1_acc: 0.9744, top5_acc: 0.9982, loss_cls: 0.1099, loss: 0.1099, grad_norm: 1.6556 2021-04-08 16:39:14,435 - mmaction - INFO - Epoch [23][840/2910] lr: 4.999e-03, eta: 1:48:13, time: 1.193, data_time: 0.177, memory: 9523, top1_acc: 0.9742, top5_acc: 0.9996, loss_cls: 0.1129, loss: 0.1129, grad_norm: 1.7058 2021-04-08 16:39:39,213 - mmaction - INFO - Epoch [23][860/2910] lr: 4.959e-03, eta: 1:47:47, time: 1.238, data_time: 0.207, memory: 9523, top1_acc: 0.9729, top5_acc: 0.9994, loss_cls: 0.1077, loss: 0.1077, grad_norm: 1.6711 2021-04-08 16:40:03,266 - mmaction - INFO - Epoch [23][880/2910] lr: 4.920e-03, eta: 1:47:21, time: 1.201, data_time: 0.038, memory: 9523, top1_acc: 0.9721, top5_acc: 0.9996, loss_cls: 0.1104, loss: 0.1104, grad_norm: 1.6488 2021-04-08 16:40:28,368 - mmaction - INFO - Epoch [23][900/2910] lr: 4.880e-03, eta: 1:46:54, time: 1.257, data_time: 0.061, memory: 9523, top1_acc: 0.9732, top5_acc: 0.9992, loss_cls: 0.1128, loss: 0.1128, grad_norm: 1.6838 2021-04-08 16:40:51,847 - mmaction - INFO - Epoch [23][920/2910] lr: 4.841e-03, eta: 1:46:28, time: 1.172, data_time: 0.065, memory: 9523, top1_acc: 0.9682, top5_acc: 0.9988, loss_cls: 0.1220, loss: 0.1220, grad_norm: 1.8693 2021-04-08 16:41:17,411 - mmaction - INFO - Epoch [23][940/2910] lr: 4.801e-03, eta: 1:46:02, time: 1.280, data_time: 0.035, memory: 9523, top1_acc: 0.9756, top5_acc: 0.9992, loss_cls: 0.1046, loss: 0.1046, grad_norm: 1.6112 2021-04-08 16:41:42,427 - mmaction - INFO - Epoch [23][960/2910] lr: 4.762e-03, eta: 1:45:36, time: 1.251, data_time: 0.045, memory: 9523, top1_acc: 0.9711, top5_acc: 0.9992, loss_cls: 0.1116, loss: 0.1116, grad_norm: 1.6992 2021-04-08 16:42:06,403 - mmaction - INFO - Epoch [23][980/2910] lr: 4.723e-03, eta: 1:45:10, time: 1.197, data_time: 0.047, memory: 9523, top1_acc: 0.9740, top5_acc: 0.9992, loss_cls: 0.1112, loss: 0.1112, grad_norm: 1.7323 2021-04-08 16:42:30,592 - mmaction - INFO - Epoch [23][1000/2910] lr: 4.684e-03, eta: 1:44:43, time: 1.211, data_time: 0.070, memory: 9523, top1_acc: 0.9727, top5_acc: 0.9996, loss_cls: 0.1091, loss: 0.1091, grad_norm: 1.7078 2021-04-08 16:42:54,333 - mmaction - INFO - Epoch [23][1020/2910] lr: 4.646e-03, eta: 1:44:17, time: 1.186, data_time: 0.067, memory: 9523, top1_acc: 0.9740, top5_acc: 0.9988, loss_cls: 0.1099, loss: 0.1099, grad_norm: 1.7590 2021-04-08 16:43:20,194 - mmaction - INFO - Epoch [23][1040/2910] lr: 4.607e-03, eta: 1:43:51, time: 1.294, data_time: 0.052, memory: 9523, top1_acc: 0.9721, top5_acc: 0.9996, loss_cls: 0.1109, loss: 0.1109, grad_norm: 1.7327 2021-04-08 16:43:44,008 - mmaction - INFO - Epoch [23][1060/2910] lr: 4.569e-03, eta: 1:43:25, time: 1.191, data_time: 0.012, memory: 9523, top1_acc: 0.9758, top5_acc: 0.9992, loss_cls: 0.1037, loss: 0.1037, grad_norm: 1.6484 2021-04-08 16:44:09,406 - mmaction - INFO - Epoch [23][1080/2910] lr: 4.531e-03, eta: 1:42:59, time: 1.270, data_time: 0.015, memory: 9523, top1_acc: 0.9744, top5_acc: 0.9998, loss_cls: 0.1013, loss: 0.1013, grad_norm: 1.5929 2021-04-08 16:44:33,616 - mmaction - INFO - Epoch [23][1100/2910] lr: 4.493e-03, eta: 1:42:33, time: 1.209, data_time: 0.097, memory: 9523, top1_acc: 0.9750, top5_acc: 0.9996, loss_cls: 0.1035, loss: 0.1035, grad_norm: 1.6169 2021-04-08 16:44:57,018 - mmaction - INFO - Epoch [23][1120/2910] lr: 4.455e-03, eta: 1:42:06, time: 1.170, data_time: 0.087, memory: 9523, top1_acc: 0.9740, top5_acc: 0.9988, loss_cls: 0.1094, loss: 0.1094, grad_norm: 1.6942 2021-04-08 16:45:22,039 - mmaction - INFO - Epoch [23][1140/2910] lr: 4.417e-03, eta: 1:41:40, time: 1.253, data_time: 0.032, memory: 9523, top1_acc: 0.9736, top5_acc: 0.9992, loss_cls: 0.1062, loss: 0.1062, grad_norm: 1.7068 2021-04-08 16:45:46,638 - mmaction - INFO - Epoch [23][1160/2910] lr: 4.380e-03, eta: 1:41:14, time: 1.230, data_time: 0.134, memory: 9523, top1_acc: 0.9719, top5_acc: 0.9992, loss_cls: 0.1147, loss: 0.1147, grad_norm: 1.7792 2021-04-08 16:46:12,252 - mmaction - INFO - Epoch [23][1180/2910] lr: 4.342e-03, eta: 1:40:48, time: 1.278, data_time: 0.219, memory: 9523, top1_acc: 0.9744, top5_acc: 0.9998, loss_cls: 0.1080, loss: 0.1080, grad_norm: 1.6610 2021-04-08 16:46:35,451 - mmaction - INFO - Epoch [23][1200/2910] lr: 4.305e-03, eta: 1:40:22, time: 1.162, data_time: 0.057, memory: 9523, top1_acc: 0.9727, top5_acc: 0.9990, loss_cls: 0.1064, loss: 0.1064, grad_norm: 1.7006 2021-04-08 16:47:00,920 - mmaction - INFO - Epoch [23][1220/2910] lr: 4.268e-03, eta: 1:39:55, time: 1.271, data_time: 0.111, memory: 9523, top1_acc: 0.9781, top5_acc: 0.9992, loss_cls: 0.0973, loss: 0.0973, grad_norm: 1.6250 2021-04-08 16:47:24,328 - mmaction - INFO - Epoch [23][1240/2910] lr: 4.231e-03, eta: 1:39:29, time: 1.170, data_time: 0.134, memory: 9523, top1_acc: 0.9775, top5_acc: 0.9986, loss_cls: 0.1016, loss: 0.1016, grad_norm: 1.6799 2021-04-08 16:47:49,085 - mmaction - INFO - Epoch [23][1260/2910] lr: 4.195e-03, eta: 1:39:03, time: 1.239, data_time: 0.056, memory: 9523, top1_acc: 0.9785, top5_acc: 0.9994, loss_cls: 0.1004, loss: 0.1004, grad_norm: 1.5654 2021-04-08 16:48:13,216 - mmaction - INFO - Epoch [23][1280/2910] lr: 4.158e-03, eta: 1:38:37, time: 1.205, data_time: 0.103, memory: 9523, top1_acc: 0.9775, top5_acc: 0.9992, loss_cls: 0.1003, loss: 0.1003, grad_norm: 1.6468 2021-04-08 16:48:37,245 - mmaction - INFO - Epoch [23][1300/2910] lr: 4.122e-03, eta: 1:38:11, time: 1.203, data_time: 0.090, memory: 9523, top1_acc: 0.9709, top5_acc: 0.9980, loss_cls: 0.1152, loss: 0.1152, grad_norm: 1.7797 2021-04-08 16:49:02,709 - mmaction - INFO - Epoch [23][1320/2910] lr: 4.085e-03, eta: 1:37:45, time: 1.272, data_time: 0.052, memory: 9523, top1_acc: 0.9750, top5_acc: 0.9998, loss_cls: 0.1020, loss: 0.1020, grad_norm: 1.6309 2021-04-08 16:49:26,558 - mmaction - INFO - Epoch [23][1340/2910] lr: 4.049e-03, eta: 1:37:18, time: 1.193, data_time: 0.119, memory: 9523, top1_acc: 0.9773, top5_acc: 0.9998, loss_cls: 0.0952, loss: 0.0952, grad_norm: 1.6559 2021-04-08 16:49:52,317 - mmaction - INFO - Epoch [23][1360/2910] lr: 4.013e-03, eta: 1:36:52, time: 1.289, data_time: 0.023, memory: 9523, top1_acc: 0.9773, top5_acc: 0.9996, loss_cls: 0.0995, loss: 0.0995, grad_norm: 1.7013 2021-04-08 16:50:15,941 - mmaction - INFO - Epoch [23][1380/2910] lr: 3.977e-03, eta: 1:36:26, time: 1.182, data_time: 0.016, memory: 9523, top1_acc: 0.9752, top5_acc: 0.9992, loss_cls: 0.1069, loss: 0.1069, grad_norm: 1.7280 2021-04-08 16:50:41,148 - mmaction - INFO - Epoch [23][1400/2910] lr: 3.942e-03, eta: 1:36:00, time: 1.261, data_time: 0.170, memory: 9523, top1_acc: 0.9756, top5_acc: 0.9996, loss_cls: 0.1035, loss: 0.1035, grad_norm: 1.7012 2021-04-08 16:51:04,592 - mmaction - INFO - Epoch [23][1420/2910] lr: 3.906e-03, eta: 1:35:34, time: 1.171, data_time: 0.070, memory: 9523, top1_acc: 0.9766, top5_acc: 0.9994, loss_cls: 0.1012, loss: 0.1012, grad_norm: 1.6866 2021-04-08 16:51:28,616 - mmaction - INFO - Epoch [23][1440/2910] lr: 3.871e-03, eta: 1:35:07, time: 1.203, data_time: 0.047, memory: 9523, top1_acc: 0.9750, top5_acc: 0.9996, loss_cls: 0.1019, loss: 0.1019, grad_norm: 1.7271 2021-04-08 16:51:53,902 - mmaction - INFO - Epoch [23][1460/2910] lr: 3.836e-03, eta: 1:34:41, time: 1.264, data_time: 0.154, memory: 9523, top1_acc: 0.9746, top5_acc: 0.9994, loss_cls: 0.1035, loss: 0.1035, grad_norm: 1.6275 2021-04-08 16:52:18,745 - mmaction - INFO - Epoch [23][1480/2910] lr: 3.801e-03, eta: 1:34:15, time: 1.241, data_time: 0.063, memory: 9523, top1_acc: 0.9781, top5_acc: 0.9990, loss_cls: 0.0960, loss: 0.0960, grad_norm: 1.5758 2021-04-08 16:52:43,155 - mmaction - INFO - Epoch [23][1500/2910] lr: 3.766e-03, eta: 1:33:49, time: 1.222, data_time: 0.020, memory: 9523, top1_acc: 0.9752, top5_acc: 0.9986, loss_cls: 0.1052, loss: 0.1052, grad_norm: 1.6883 2021-04-08 16:53:08,753 - mmaction - INFO - Epoch [23][1520/2910] lr: 3.731e-03, eta: 1:33:23, time: 1.280, data_time: 0.166, memory: 9523, top1_acc: 0.9762, top5_acc: 0.9998, loss_cls: 0.1005, loss: 0.1005, grad_norm: 1.6504 2021-04-08 16:53:33,006 - mmaction - INFO - Epoch [23][1540/2910] lr: 3.697e-03, eta: 1:32:57, time: 1.212, data_time: 0.076, memory: 9523, top1_acc: 0.9756, top5_acc: 0.9990, loss_cls: 0.0992, loss: 0.0992, grad_norm: 1.7146 2021-04-08 16:53:57,637 - mmaction - INFO - Epoch [23][1560/2910] lr: 3.663e-03, eta: 1:32:31, time: 1.232, data_time: 0.095, memory: 9523, top1_acc: 0.9793, top5_acc: 0.9990, loss_cls: 0.0932, loss: 0.0932, grad_norm: 1.5938 2021-04-08 16:54:23,225 - mmaction - INFO - Epoch [23][1580/2910] lr: 3.628e-03, eta: 1:32:04, time: 1.280, data_time: 0.204, memory: 9523, top1_acc: 0.9807, top5_acc: 0.9998, loss_cls: 0.0909, loss: 0.0909, grad_norm: 1.4912 2021-04-08 16:54:47,259 - mmaction - INFO - Epoch [23][1600/2910] lr: 3.594e-03, eta: 1:31:38, time: 1.202, data_time: 0.033, memory: 9523, top1_acc: 0.9768, top5_acc: 0.9994, loss_cls: 0.0967, loss: 0.0967, grad_norm: 1.7093 2021-04-08 16:55:12,771 - mmaction - INFO - Epoch [23][1620/2910] lr: 3.560e-03, eta: 1:31:12, time: 1.274, data_time: 0.034, memory: 9523, top1_acc: 0.9779, top5_acc: 0.9994, loss_cls: 0.0985, loss: 0.0985, grad_norm: 1.6690 2021-04-08 16:55:38,153 - mmaction - INFO - Epoch [23][1640/2910] lr: 3.527e-03, eta: 1:30:46, time: 1.268, data_time: 0.007, memory: 9523, top1_acc: 0.9779, top5_acc: 0.9988, loss_cls: 0.0926, loss: 0.0926, grad_norm: 1.6328 2021-04-08 16:56:02,718 - mmaction - INFO - Epoch [23][1660/2910] lr: 3.493e-03, eta: 1:30:20, time: 1.230, data_time: 0.035, memory: 9523, top1_acc: 0.9744, top5_acc: 0.9994, loss_cls: 0.1046, loss: 0.1046, grad_norm: 1.7765 2021-04-08 16:56:27,141 - mmaction - INFO - Epoch [23][1680/2910] lr: 3.460e-03, eta: 1:29:54, time: 1.220, data_time: 0.121, memory: 9523, top1_acc: 0.9789, top5_acc: 0.9994, loss_cls: 0.0961, loss: 0.0961, grad_norm: 1.6309 2021-04-08 16:56:51,489 - mmaction - INFO - Epoch [23][1700/2910] lr: 3.427e-03, eta: 1:29:28, time: 1.219, data_time: 0.124, memory: 9523, top1_acc: 0.9766, top5_acc: 0.9990, loss_cls: 0.0979, loss: 0.0979, grad_norm: 1.7225 2021-04-08 16:57:16,405 - mmaction - INFO - Epoch [23][1720/2910] lr: 3.393e-03, eta: 1:29:01, time: 1.244, data_time: 0.145, memory: 9523, top1_acc: 0.9748, top5_acc: 0.9998, loss_cls: 0.0993, loss: 0.0993, grad_norm: 1.7071 2021-04-08 16:57:41,608 - mmaction - INFO - Epoch [23][1740/2910] lr: 3.361e-03, eta: 1:28:35, time: 1.261, data_time: 0.080, memory: 9523, top1_acc: 0.9785, top5_acc: 0.9990, loss_cls: 0.0934, loss: 0.0934, grad_norm: 1.5181 2021-04-08 16:58:05,222 - mmaction - INFO - Epoch [23][1760/2910] lr: 3.328e-03, eta: 1:28:09, time: 1.181, data_time: 0.100, memory: 9523, top1_acc: 0.9775, top5_acc: 0.9998, loss_cls: 0.0896, loss: 0.0896, grad_norm: 1.5192 2021-04-08 16:58:30,698 - mmaction - INFO - Epoch [23][1780/2910] lr: 3.295e-03, eta: 1:27:43, time: 1.273, data_time: 0.202, memory: 9523, top1_acc: 0.9779, top5_acc: 0.9996, loss_cls: 0.0934, loss: 0.0934, grad_norm: 1.6025 2021-04-08 16:58:54,746 - mmaction - INFO - Epoch [23][1800/2910] lr: 3.263e-03, eta: 1:27:17, time: 1.203, data_time: 0.028, memory: 9523, top1_acc: 0.9762, top5_acc: 0.9996, loss_cls: 0.1018, loss: 0.1018, grad_norm: 1.6813 2021-04-08 16:59:19,595 - mmaction - INFO - Epoch [23][1820/2910] lr: 3.230e-03, eta: 1:26:51, time: 1.243, data_time: 0.075, memory: 9523, top1_acc: 0.9754, top5_acc: 0.9994, loss_cls: 0.0991, loss: 0.0991, grad_norm: 1.6764 2021-04-08 16:59:44,614 - mmaction - INFO - Epoch [23][1840/2910] lr: 3.198e-03, eta: 1:26:25, time: 1.248, data_time: 0.015, memory: 9523, top1_acc: 0.9805, top5_acc: 0.9996, loss_cls: 0.0933, loss: 0.0933, grad_norm: 1.6828 2021-04-08 17:00:08,536 - mmaction - INFO - Epoch [23][1860/2910] lr: 3.166e-03, eta: 1:25:58, time: 1.198, data_time: 0.027, memory: 9523, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.0978, loss: 0.0978, grad_norm: 1.7525 2021-04-08 17:00:33,829 - mmaction - INFO - Epoch [23][1880/2910] lr: 3.134e-03, eta: 1:25:32, time: 1.265, data_time: 0.147, memory: 9523, top1_acc: 0.9777, top5_acc: 0.9994, loss_cls: 0.1016, loss: 0.1016, grad_norm: 1.7783 2021-04-08 17:00:58,130 - mmaction - INFO - Epoch [23][1900/2910] lr: 3.103e-03, eta: 1:25:06, time: 1.215, data_time: 0.026, memory: 9523, top1_acc: 0.9773, top5_acc: 0.9992, loss_cls: 0.0937, loss: 0.0937, grad_norm: 1.5983 2021-04-08 17:01:22,627 - mmaction - INFO - Epoch [23][1920/2910] lr: 3.071e-03, eta: 1:24:40, time: 1.224, data_time: 0.126, memory: 9523, top1_acc: 0.9768, top5_acc: 0.9994, loss_cls: 0.0974, loss: 0.0974, grad_norm: 1.6715 2021-04-08 17:01:48,621 - mmaction - INFO - Epoch [23][1940/2910] lr: 3.040e-03, eta: 1:24:14, time: 1.299, data_time: 0.106, memory: 9523, top1_acc: 0.9781, top5_acc: 0.9988, loss_cls: 0.0992, loss: 0.0992, grad_norm: 1.6843 2021-04-08 17:02:11,473 - mmaction - INFO - Epoch [23][1960/2910] lr: 3.009e-03, eta: 1:23:48, time: 1.144, data_time: 0.071, memory: 9523, top1_acc: 0.9807, top5_acc: 0.9990, loss_cls: 0.0934, loss: 0.0934, grad_norm: 1.5877 2021-04-08 17:02:37,322 - mmaction - INFO - Epoch [23][1980/2910] lr: 2.978e-03, eta: 1:23:22, time: 1.293, data_time: 0.070, memory: 9523, top1_acc: 0.9801, top5_acc: 0.9996, loss_cls: 0.0906, loss: 0.0906, grad_norm: 1.5841 2021-04-08 17:03:01,480 - mmaction - INFO - Epoch [23][2000/2910] lr: 2.947e-03, eta: 1:22:56, time: 1.208, data_time: 0.005, memory: 9523, top1_acc: 0.9793, top5_acc: 0.9982, loss_cls: 0.0915, loss: 0.0915, grad_norm: 1.5714 2021-04-08 17:03:25,528 - mmaction - INFO - Epoch [23][2020/2910] lr: 2.916e-03, eta: 1:22:29, time: 1.202, data_time: 0.122, memory: 9523, top1_acc: 0.9783, top5_acc: 0.9994, loss_cls: 0.0960, loss: 0.0960, grad_norm: 1.6833 2021-04-08 17:03:50,494 - mmaction - INFO - Epoch [23][2040/2910] lr: 2.886e-03, eta: 1:22:03, time: 1.247, data_time: 0.019, memory: 9523, top1_acc: 0.9811, top5_acc: 0.9994, loss_cls: 0.0955, loss: 0.0955, grad_norm: 1.5820 2021-04-08 17:04:14,741 - mmaction - INFO - Epoch [23][2060/2910] lr: 2.855e-03, eta: 1:21:37, time: 1.214, data_time: 0.063, memory: 9523, top1_acc: 0.9783, top5_acc: 0.9996, loss_cls: 0.0933, loss: 0.0933, grad_norm: 1.6445 2021-04-08 17:04:40,311 - mmaction - INFO - Epoch [23][2080/2910] lr: 2.825e-03, eta: 1:21:11, time: 1.278, data_time: 0.090, memory: 9523, top1_acc: 0.9818, top5_acc: 0.9992, loss_cls: 0.0883, loss: 0.0883, grad_norm: 1.5538 2021-04-08 17:05:04,312 - mmaction - INFO - Epoch [23][2100/2910] lr: 2.795e-03, eta: 1:20:45, time: 1.200, data_time: 0.045, memory: 9523, top1_acc: 0.9789, top5_acc: 0.9998, loss_cls: 0.0907, loss: 0.0907, grad_norm: 1.6418 2021-04-08 17:05:29,016 - mmaction - INFO - Epoch [23][2120/2910] lr: 2.765e-03, eta: 1:20:19, time: 1.236, data_time: 0.026, memory: 9523, top1_acc: 0.9793, top5_acc: 0.9996, loss_cls: 0.0927, loss: 0.0927, grad_norm: 1.6341 2021-04-08 17:05:52,915 - mmaction - INFO - Epoch [23][2140/2910] lr: 2.735e-03, eta: 1:19:53, time: 1.195, data_time: 0.006, memory: 9523, top1_acc: 0.9777, top5_acc: 0.9996, loss_cls: 0.0981, loss: 0.0981, grad_norm: 1.7343 2021-04-08 17:06:17,987 - mmaction - INFO - Epoch [23][2160/2910] lr: 2.706e-03, eta: 1:19:26, time: 1.254, data_time: 0.111, memory: 9523, top1_acc: 0.9812, top5_acc: 0.9996, loss_cls: 0.0869, loss: 0.0869, grad_norm: 1.4998 2021-04-08 17:06:41,032 - mmaction - INFO - Epoch [23][2180/2910] lr: 2.676e-03, eta: 1:19:00, time: 1.151, data_time: 0.014, memory: 9523, top1_acc: 0.9785, top5_acc: 0.9996, loss_cls: 0.0951, loss: 0.0951, grad_norm: 1.6712 2021-04-08 17:07:06,476 - mmaction - INFO - Epoch [23][2200/2910] lr: 2.647e-03, eta: 1:18:34, time: 1.272, data_time: 0.080, memory: 9523, top1_acc: 0.9809, top5_acc: 0.9998, loss_cls: 0.0892, loss: 0.0892, grad_norm: 1.6220 2021-04-08 17:07:30,326 - mmaction - INFO - Epoch [23][2220/2910] lr: 2.618e-03, eta: 1:18:08, time: 1.194, data_time: 0.032, memory: 9523, top1_acc: 0.9807, top5_acc: 1.0000, loss_cls: 0.0885, loss: 0.0885, grad_norm: 1.5877 2021-04-08 17:07:55,221 - mmaction - INFO - Epoch [23][2240/2910] lr: 2.589e-03, eta: 1:17:42, time: 1.245, data_time: 0.043, memory: 9523, top1_acc: 0.9793, top5_acc: 0.9990, loss_cls: 0.0894, loss: 0.0894, grad_norm: 1.6142 2021-04-08 17:08:18,857 - mmaction - INFO - Epoch [23][2260/2910] lr: 2.560e-03, eta: 1:17:16, time: 1.181, data_time: 0.187, memory: 9523, top1_acc: 0.9762, top5_acc: 0.9992, loss_cls: 0.0976, loss: 0.0976, grad_norm: 1.6670 2021-04-08 17:08:43,910 - mmaction - INFO - Epoch [23][2280/2910] lr: 2.532e-03, eta: 1:16:50, time: 1.253, data_time: 0.039, memory: 9523, top1_acc: 0.9781, top5_acc: 1.0000, loss_cls: 0.0947, loss: 0.0947, grad_norm: 1.6940 2021-04-08 17:09:08,766 - mmaction - INFO - Epoch [23][2300/2910] lr: 2.503e-03, eta: 1:16:23, time: 1.242, data_time: 0.002, memory: 9523, top1_acc: 0.9766, top5_acc: 0.9994, loss_cls: 0.0920, loss: 0.0920, grad_norm: 1.5878 2021-04-08 17:09:33,401 - mmaction - INFO - Epoch [23][2320/2910] lr: 2.475e-03, eta: 1:15:57, time: 1.231, data_time: 0.018, memory: 9523, top1_acc: 0.9775, top5_acc: 0.9996, loss_cls: 0.0932, loss: 0.0932, grad_norm: 1.6909 2021-04-08 17:09:57,550 - mmaction - INFO - Epoch [23][2340/2910] lr: 2.447e-03, eta: 1:15:31, time: 1.209, data_time: 0.100, memory: 9523, top1_acc: 0.9811, top5_acc: 0.9996, loss_cls: 0.0848, loss: 0.0848, grad_norm: 1.4802 2021-04-08 17:10:22,227 - mmaction - INFO - Epoch [23][2360/2910] lr: 2.419e-03, eta: 1:15:05, time: 1.233, data_time: 0.108, memory: 9523, top1_acc: 0.9793, top5_acc: 0.9996, loss_cls: 0.0881, loss: 0.0881, grad_norm: 1.6179 2021-04-08 17:10:46,781 - mmaction - INFO - Epoch [23][2380/2910] lr: 2.391e-03, eta: 1:14:39, time: 1.227, data_time: 0.207, memory: 9523, top1_acc: 0.9795, top5_acc: 0.9992, loss_cls: 0.0892, loss: 0.0892, grad_norm: 1.6179 2021-04-08 17:11:10,714 - mmaction - INFO - Epoch [23][2400/2910] lr: 2.363e-03, eta: 1:14:13, time: 1.197, data_time: 0.002, memory: 9523, top1_acc: 0.9812, top5_acc: 0.9988, loss_cls: 0.0901, loss: 0.0901, grad_norm: 1.5361 2021-04-08 17:11:35,025 - mmaction - INFO - Epoch [23][2420/2910] lr: 2.336e-03, eta: 1:13:47, time: 1.216, data_time: 0.010, memory: 9523, top1_acc: 0.9791, top5_acc: 0.9992, loss_cls: 0.0960, loss: 0.0960, grad_norm: 1.6317 2021-04-08 17:11:59,904 - mmaction - INFO - Epoch [23][2440/2910] lr: 2.309e-03, eta: 1:13:21, time: 1.244, data_time: 0.060, memory: 9523, top1_acc: 0.9826, top5_acc: 0.9996, loss_cls: 0.0854, loss: 0.0854, grad_norm: 1.5408 2021-04-08 17:12:24,097 - mmaction - INFO - Epoch [23][2460/2910] lr: 2.281e-03, eta: 1:12:54, time: 1.209, data_time: 0.067, memory: 9523, top1_acc: 0.9814, top5_acc: 0.9992, loss_cls: 0.0886, loss: 0.0886, grad_norm: 1.5893 2021-04-08 17:12:48,541 - mmaction - INFO - Epoch [23][2480/2910] lr: 2.254e-03, eta: 1:12:28, time: 1.222, data_time: 0.222, memory: 9523, top1_acc: 0.9789, top5_acc: 0.9992, loss_cls: 0.0922, loss: 0.0922, grad_norm: 1.6569 2021-04-08 17:13:13,070 - mmaction - INFO - Epoch [23][2500/2910] lr: 2.228e-03, eta: 1:12:02, time: 1.226, data_time: 0.013, memory: 9523, top1_acc: 0.9805, top5_acc: 0.9998, loss_cls: 0.0850, loss: 0.0850, grad_norm: 1.5519 2021-04-08 17:13:38,250 - mmaction - INFO - Epoch [23][2520/2910] lr: 2.201e-03, eta: 1:11:36, time: 1.258, data_time: 0.033, memory: 9523, top1_acc: 0.9775, top5_acc: 0.9998, loss_cls: 0.0938, loss: 0.0938, grad_norm: 1.6665 2021-04-08 17:14:02,389 - mmaction - INFO - Epoch [23][2540/2910] lr: 2.174e-03, eta: 1:11:10, time: 1.208, data_time: 0.036, memory: 9523, top1_acc: 0.9836, top5_acc: 0.9994, loss_cls: 0.0856, loss: 0.0856, grad_norm: 1.5684 2021-04-08 17:14:25,913 - mmaction - INFO - Epoch [23][2560/2910] lr: 2.148e-03, eta: 1:10:44, time: 1.174, data_time: 0.129, memory: 9523, top1_acc: 0.9803, top5_acc: 0.9994, loss_cls: 0.0898, loss: 0.0898, grad_norm: 1.5910 2021-04-08 17:14:50,568 - mmaction - INFO - Epoch [23][2580/2910] lr: 2.122e-03, eta: 1:10:18, time: 1.235, data_time: 0.039, memory: 9523, top1_acc: 0.9799, top5_acc: 0.9994, loss_cls: 0.0887, loss: 0.0887, grad_norm: 1.6155 2021-04-08 17:15:16,705 - mmaction - INFO - Epoch [23][2600/2910] lr: 2.096e-03, eta: 1:09:52, time: 1.305, data_time: 0.140, memory: 9523, top1_acc: 0.9820, top5_acc: 0.9998, loss_cls: 0.0841, loss: 0.0841, grad_norm: 1.5491 2021-04-08 17:15:40,246 - mmaction - INFO - Epoch [23][2620/2910] lr: 2.070e-03, eta: 1:09:26, time: 1.178, data_time: 0.184, memory: 9523, top1_acc: 0.9777, top5_acc: 0.9986, loss_cls: 0.0917, loss: 0.0917, grad_norm: 1.6961 2021-04-08 17:16:06,021 - mmaction - INFO - Epoch [23][2640/2910] lr: 2.044e-03, eta: 1:09:00, time: 1.287, data_time: 0.154, memory: 9523, top1_acc: 0.9842, top5_acc: 0.9992, loss_cls: 0.0824, loss: 0.0824, grad_norm: 1.6365 2021-04-08 17:16:30,424 - mmaction - INFO - Epoch [23][2660/2910] lr: 2.018e-03, eta: 1:08:33, time: 1.222, data_time: 0.008, memory: 9523, top1_acc: 0.9809, top5_acc: 0.9992, loss_cls: 0.0841, loss: 0.0841, grad_norm: 1.5698 2021-04-08 17:16:55,373 - mmaction - INFO - Epoch [23][2680/2910] lr: 1.993e-03, eta: 1:08:07, time: 1.248, data_time: 0.046, memory: 9523, top1_acc: 0.9801, top5_acc: 0.9992, loss_cls: 0.0922, loss: 0.0922, grad_norm: 1.6883 2021-04-08 17:17:18,735 - mmaction - INFO - Epoch [23][2700/2910] lr: 1.968e-03, eta: 1:07:41, time: 1.167, data_time: 0.045, memory: 9523, top1_acc: 0.9824, top5_acc: 0.9992, loss_cls: 0.0886, loss: 0.0886, grad_norm: 1.6602 2021-04-08 17:17:43,382 - mmaction - INFO - Epoch [23][2720/2910] lr: 1.943e-03, eta: 1:07:15, time: 1.233, data_time: 0.077, memory: 9523, top1_acc: 0.9820, top5_acc: 0.9994, loss_cls: 0.0896, loss: 0.0896, grad_norm: 1.6312 2021-04-08 17:18:07,169 - mmaction - INFO - Epoch [23][2740/2910] lr: 1.918e-03, eta: 1:06:49, time: 1.189, data_time: 0.082, memory: 9523, top1_acc: 0.9797, top5_acc: 0.9990, loss_cls: 0.0908, loss: 0.0908, grad_norm: 1.6630 2021-04-08 17:18:31,106 - mmaction - INFO - Epoch [23][2760/2910] lr: 1.893e-03, eta: 1:06:23, time: 1.197, data_time: 0.023, memory: 9523, top1_acc: 0.9848, top5_acc: 0.9992, loss_cls: 0.0809, loss: 0.0809, grad_norm: 1.5315 2021-04-08 17:18:55,443 - mmaction - INFO - Epoch [23][2780/2910] lr: 1.868e-03, eta: 1:05:57, time: 1.216, data_time: 0.043, memory: 9523, top1_acc: 0.9855, top5_acc: 0.9998, loss_cls: 0.0841, loss: 0.0841, grad_norm: 1.5352 2021-04-08 17:19:20,335 - mmaction - INFO - Epoch [23][2800/2910] lr: 1.844e-03, eta: 1:05:31, time: 1.245, data_time: 0.028, memory: 9523, top1_acc: 0.9842, top5_acc: 0.9994, loss_cls: 0.0796, loss: 0.0796, grad_norm: 1.4761 2021-04-08 17:19:43,970 - mmaction - INFO - Epoch [23][2820/2910] lr: 1.820e-03, eta: 1:05:04, time: 1.181, data_time: 0.072, memory: 9523, top1_acc: 0.9805, top5_acc: 0.9994, loss_cls: 0.0865, loss: 0.0865, grad_norm: 1.6240 2021-04-08 17:20:08,732 - mmaction - INFO - Epoch [23][2840/2910] lr: 1.795e-03, eta: 1:04:38, time: 1.236, data_time: 0.117, memory: 9523, top1_acc: 0.9795, top5_acc: 0.9996, loss_cls: 0.0872, loss: 0.0872, grad_norm: 1.6661 2021-04-08 17:20:33,797 - mmaction - INFO - Epoch [23][2860/2910] lr: 1.771e-03, eta: 1:04:12, time: 1.255, data_time: 0.033, memory: 9523, top1_acc: 0.9826, top5_acc: 0.9992, loss_cls: 0.0849, loss: 0.0849, grad_norm: 1.5984 2021-04-08 17:20:58,867 - mmaction - INFO - Epoch [23][2880/2910] lr: 1.748e-03, eta: 1:03:46, time: 1.251, data_time: 0.137, memory: 9523, top1_acc: 0.9820, top5_acc: 0.9996, loss_cls: 0.0807, loss: 0.0807, grad_norm: 1.5155 2021-04-08 17:21:22,793 - mmaction - INFO - Epoch [23][2900/2910] lr: 1.724e-03, eta: 1:03:20, time: 1.199, data_time: 0.066, memory: 9523, top1_acc: 0.9830, top5_acc: 0.9996, loss_cls: 0.0846, loss: 0.0846, grad_norm: 1.5790 2021-04-08 17:21:36,886 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-04-08 17:29:31,764 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-08 17:29:32,429 - mmaction - INFO - top1_acc 0.8533 top5_acc 0.9802 2021-04-08 17:29:32,429 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-08 17:29:32,538 - mmaction - INFO - mean_acc 0.8678 2021-04-08 17:29:32,538 - mmaction - INFO - Now best checkpoint is epoch_23.pth 2021-04-08 17:29:32,577 - mmaction - INFO - Epoch(val) [23][2910] top1_acc: 0.8533, top5_acc: 0.9802, mean_class_accuracy: 0.8678 2021-04-08 17:33:26,152 - mmaction - INFO - Epoch [24][20/2910] lr: 1.689e-03, eta: 1:02:49, time: 11.675, data_time: 10.538, memory: 9523, top1_acc: 0.9818, top5_acc: 1.0000, loss_cls: 0.0819, loss: 0.0819, grad_norm: 1.5788 2021-04-08 17:33:49,775 - mmaction - INFO - Epoch [24][40/2910] lr: 1.666e-03, eta: 1:02:23, time: 1.184, data_time: 0.061, memory: 9523, top1_acc: 0.9842, top5_acc: 0.9992, loss_cls: 0.0818, loss: 0.0818, grad_norm: 1.5301 2021-04-08 17:34:16,521 - mmaction - INFO - Epoch [24][60/2910] lr: 1.642e-03, eta: 1:01:57, time: 1.336, data_time: 0.026, memory: 9523, top1_acc: 0.9889, top5_acc: 0.9994, loss_cls: 0.0693, loss: 0.0693, grad_norm: 1.3603 2021-04-08 17:34:39,529 - mmaction - INFO - Epoch [24][80/2910] lr: 1.620e-03, eta: 1:01:31, time: 1.152, data_time: 0.014, memory: 9523, top1_acc: 0.9795, top5_acc: 0.9994, loss_cls: 0.0862, loss: 0.0862, grad_norm: 1.5468 2021-04-08 17:35:05,209 - mmaction - INFO - Epoch [24][100/2910] lr: 1.597e-03, eta: 1:01:05, time: 1.283, data_time: 0.152, memory: 9523, top1_acc: 0.9836, top5_acc: 0.9998, loss_cls: 0.0784, loss: 0.0784, grad_norm: 1.5383 2021-04-08 17:35:30,762 - mmaction - INFO - Epoch [24][120/2910] lr: 1.574e-03, eta: 1:00:39, time: 1.278, data_time: 0.113, memory: 9523, top1_acc: 0.9850, top5_acc: 0.9998, loss_cls: 0.0773, loss: 0.0773, grad_norm: 1.4823 2021-04-08 17:35:54,470 - mmaction - INFO - Epoch [24][140/2910] lr: 1.552e-03, eta: 1:00:13, time: 1.186, data_time: 0.129, memory: 9523, top1_acc: 0.9824, top5_acc: 0.9996, loss_cls: 0.0810, loss: 0.0810, grad_norm: 1.6069 2021-04-08 17:36:18,887 - mmaction - INFO - Epoch [24][160/2910] lr: 1.529e-03, eta: 0:59:46, time: 1.220, data_time: 0.102, memory: 9523, top1_acc: 0.9869, top5_acc: 0.9996, loss_cls: 0.0773, loss: 0.0773, grad_norm: 1.5042 2021-04-08 17:36:44,649 - mmaction - INFO - Epoch [24][180/2910] lr: 1.507e-03, eta: 0:59:20, time: 1.289, data_time: 0.039, memory: 9523, top1_acc: 0.9807, top5_acc: 0.9988, loss_cls: 0.0862, loss: 0.0862, grad_norm: 1.6256 2021-04-08 17:37:09,528 - mmaction - INFO - Epoch [24][200/2910] lr: 1.485e-03, eta: 0:58:54, time: 1.243, data_time: 0.027, memory: 9523, top1_acc: 0.9822, top5_acc: 0.9988, loss_cls: 0.0804, loss: 0.0804, grad_norm: 1.5032 2021-04-08 17:37:34,128 - mmaction - INFO - Epoch [24][220/2910] lr: 1.463e-03, eta: 0:58:28, time: 1.230, data_time: 0.012, memory: 9523, top1_acc: 0.9850, top5_acc: 0.9988, loss_cls: 0.0819, loss: 0.0819, grad_norm: 1.5124 2021-04-08 17:37:58,656 - mmaction - INFO - Epoch [24][240/2910] lr: 1.442e-03, eta: 0:58:02, time: 1.227, data_time: 0.172, memory: 9523, top1_acc: 0.9842, top5_acc: 0.9992, loss_cls: 0.0815, loss: 0.0815, grad_norm: 1.5602 2021-04-08 17:38:23,810 - mmaction - INFO - Epoch [24][260/2910] lr: 1.420e-03, eta: 0:57:36, time: 1.256, data_time: 0.016, memory: 9523, top1_acc: 0.9838, top5_acc: 0.9996, loss_cls: 0.0820, loss: 0.0820, grad_norm: 1.5711 2021-04-08 17:38:47,085 - mmaction - INFO - Epoch [24][280/2910] lr: 1.399e-03, eta: 0:57:10, time: 1.165, data_time: 0.167, memory: 9523, top1_acc: 0.9842, top5_acc: 0.9996, loss_cls: 0.0787, loss: 0.0787, grad_norm: 1.5303 2021-04-08 17:39:12,300 - mmaction - INFO - Epoch [24][300/2910] lr: 1.378e-03, eta: 0:56:43, time: 1.261, data_time: 0.021, memory: 9523, top1_acc: 0.9830, top5_acc: 0.9994, loss_cls: 0.0790, loss: 0.0790, grad_norm: 1.5617 2021-04-08 17:39:37,272 - mmaction - INFO - Epoch [24][320/2910] lr: 1.357e-03, eta: 0:56:17, time: 1.247, data_time: 0.098, memory: 9523, top1_acc: 0.9822, top5_acc: 0.9996, loss_cls: 0.0798, loss: 0.0798, grad_norm: 1.5006 2021-04-08 17:40:01,969 - mmaction - INFO - Epoch [24][340/2910] lr: 1.336e-03, eta: 0:55:51, time: 1.236, data_time: 0.191, memory: 9523, top1_acc: 0.9812, top5_acc: 0.9998, loss_cls: 0.0851, loss: 0.0851, grad_norm: 1.6314 2021-04-08 17:40:26,474 - mmaction - INFO - Epoch [24][360/2910] lr: 1.315e-03, eta: 0:55:25, time: 1.225, data_time: 0.091, memory: 9523, top1_acc: 0.9855, top5_acc: 0.9996, loss_cls: 0.0776, loss: 0.0776, grad_norm: 1.4581 2021-04-08 17:40:50,905 - mmaction - INFO - Epoch [24][380/2910] lr: 1.295e-03, eta: 0:54:59, time: 1.222, data_time: 0.100, memory: 9523, top1_acc: 0.9818, top5_acc: 0.9990, loss_cls: 0.0837, loss: 0.0837, grad_norm: 1.6242 2021-04-08 17:41:14,781 - mmaction - INFO - Epoch [24][400/2910] lr: 1.274e-03, eta: 0:54:33, time: 1.193, data_time: 0.044, memory: 9523, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0715, loss: 0.0715, grad_norm: 1.4323 2021-04-08 17:41:39,475 - mmaction - INFO - Epoch [24][420/2910] lr: 1.254e-03, eta: 0:54:07, time: 1.235, data_time: 0.071, memory: 9523, top1_acc: 0.9832, top5_acc: 0.9998, loss_cls: 0.0778, loss: 0.0778, grad_norm: 1.5808 2021-04-08 17:42:04,432 - mmaction - INFO - Epoch [24][440/2910] lr: 1.234e-03, eta: 0:53:40, time: 1.248, data_time: 0.063, memory: 9523, top1_acc: 0.9867, top5_acc: 0.9996, loss_cls: 0.0779, loss: 0.0779, grad_norm: 1.5177 2021-04-08 17:42:29,251 - mmaction - INFO - Epoch [24][460/2910] lr: 1.214e-03, eta: 0:53:14, time: 1.241, data_time: 0.091, memory: 9523, top1_acc: 0.9830, top5_acc: 0.9990, loss_cls: 0.0801, loss: 0.0801, grad_norm: 1.5939 2021-04-08 17:42:54,622 - mmaction - INFO - Epoch [24][480/2910] lr: 1.195e-03, eta: 0:52:48, time: 1.267, data_time: 0.157, memory: 9523, top1_acc: 0.9863, top5_acc: 0.9998, loss_cls: 0.0765, loss: 0.0765, grad_norm: 1.4708 2021-04-08 17:43:18,655 - mmaction - INFO - Epoch [24][500/2910] lr: 1.175e-03, eta: 0:52:22, time: 1.201, data_time: 0.059, memory: 9523, top1_acc: 0.9861, top5_acc: 0.9992, loss_cls: 0.0772, loss: 0.0772, grad_norm: 1.5254 2021-04-08 17:43:44,861 - mmaction - INFO - Epoch [24][520/2910] lr: 1.156e-03, eta: 0:51:56, time: 1.312, data_time: 0.047, memory: 9523, top1_acc: 0.9822, top5_acc: 0.9992, loss_cls: 0.0829, loss: 0.0829, grad_norm: 1.5478 2021-04-08 17:44:08,857 - mmaction - INFO - Epoch [24][540/2910] lr: 1.136e-03, eta: 0:51:30, time: 1.199, data_time: 0.044, memory: 9523, top1_acc: 0.9828, top5_acc: 0.9994, loss_cls: 0.0801, loss: 0.0801, grad_norm: 1.5711 2021-04-08 17:44:33,743 - mmaction - INFO - Epoch [24][560/2910] lr: 1.117e-03, eta: 0:51:04, time: 1.244, data_time: 0.076, memory: 9523, top1_acc: 0.9805, top5_acc: 0.9998, loss_cls: 0.0834, loss: 0.0834, grad_norm: 1.6301 2021-04-08 17:44:59,120 - mmaction - INFO - Epoch [24][580/2910] lr: 1.098e-03, eta: 0:50:38, time: 1.269, data_time: 0.076, memory: 9523, top1_acc: 0.9865, top5_acc: 0.9992, loss_cls: 0.0782, loss: 0.0782, grad_norm: 1.5423 2021-04-08 17:45:23,590 - mmaction - INFO - Epoch [24][600/2910] lr: 1.080e-03, eta: 0:50:11, time: 1.223, data_time: 0.024, memory: 9523, top1_acc: 0.9861, top5_acc: 0.9998, loss_cls: 0.0763, loss: 0.0763, grad_norm: 1.4961 2021-04-08 17:45:49,494 - mmaction - INFO - Epoch [24][620/2910] lr: 1.061e-03, eta: 0:49:45, time: 1.294, data_time: 0.046, memory: 9523, top1_acc: 0.9838, top5_acc: 0.9996, loss_cls: 0.0783, loss: 0.0783, grad_norm: 1.5069 2021-04-08 17:46:13,715 - mmaction - INFO - Epoch [24][640/2910] lr: 1.043e-03, eta: 0:49:19, time: 1.211, data_time: 0.028, memory: 9523, top1_acc: 0.9854, top5_acc: 0.9998, loss_cls: 0.0733, loss: 0.0733, grad_norm: 1.4644 2021-04-08 17:46:38,107 - mmaction - INFO - Epoch [24][660/2910] lr: 1.024e-03, eta: 0:48:53, time: 1.221, data_time: 0.075, memory: 9523, top1_acc: 0.9838, top5_acc: 0.9996, loss_cls: 0.0789, loss: 0.0789, grad_norm: 1.5124 2021-04-08 17:47:02,934 - mmaction - INFO - Epoch [24][680/2910] lr: 1.006e-03, eta: 0:48:27, time: 1.240, data_time: 0.031, memory: 9523, top1_acc: 0.9855, top5_acc: 0.9998, loss_cls: 0.0753, loss: 0.0753, grad_norm: 1.4987 2021-04-08 17:47:27,671 - mmaction - INFO - Epoch [24][700/2910] lr: 9.883e-04, eta: 0:48:01, time: 1.237, data_time: 0.012, memory: 9523, top1_acc: 0.9834, top5_acc: 0.9994, loss_cls: 0.0818, loss: 0.0818, grad_norm: 1.4958 2021-04-08 17:47:51,896 - mmaction - INFO - Epoch [24][720/2910] lr: 9.706e-04, eta: 0:47:35, time: 1.213, data_time: 0.002, memory: 9523, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0763, loss: 0.0763, grad_norm: 1.4784 2021-04-08 17:48:17,257 - mmaction - INFO - Epoch [24][740/2910] lr: 9.529e-04, eta: 0:47:09, time: 1.267, data_time: 0.038, memory: 9523, top1_acc: 0.9861, top5_acc: 0.9996, loss_cls: 0.0769, loss: 0.0769, grad_norm: 1.3956 2021-04-08 17:48:42,365 - mmaction - INFO - Epoch [24][760/2910] lr: 9.355e-04, eta: 0:46:43, time: 1.255, data_time: 0.061, memory: 9523, top1_acc: 0.9855, top5_acc: 0.9996, loss_cls: 0.0752, loss: 0.0752, grad_norm: 1.5252 2021-04-08 17:49:06,543 - mmaction - INFO - Epoch [24][780/2910] lr: 9.182e-04, eta: 0:46:16, time: 1.207, data_time: 0.053, memory: 9523, top1_acc: 0.9877, top5_acc: 1.0000, loss_cls: 0.0706, loss: 0.0706, grad_norm: 1.4245 2021-04-08 17:49:30,457 - mmaction - INFO - Epoch [24][800/2910] lr: 9.010e-04, eta: 0:45:50, time: 1.198, data_time: 0.154, memory: 9523, top1_acc: 0.9848, top5_acc: 0.9996, loss_cls: 0.0725, loss: 0.0725, grad_norm: 1.4262 2021-04-08 17:49:55,975 - mmaction - INFO - Epoch [24][820/2910] lr: 8.841e-04, eta: 0:45:24, time: 1.274, data_time: 0.057, memory: 9523, top1_acc: 0.9842, top5_acc: 0.9998, loss_cls: 0.0734, loss: 0.0734, grad_norm: 1.5111 2021-04-08 17:50:20,372 - mmaction - INFO - Epoch [24][840/2910] lr: 8.672e-04, eta: 0:44:58, time: 1.222, data_time: 0.085, memory: 9523, top1_acc: 0.9832, top5_acc: 0.9994, loss_cls: 0.0762, loss: 0.0762, grad_norm: 1.5167 2021-04-08 17:50:43,524 - mmaction - INFO - Epoch [24][860/2910] lr: 8.506e-04, eta: 0:44:32, time: 1.157, data_time: 0.001, memory: 9523, top1_acc: 0.9842, top5_acc: 1.0000, loss_cls: 0.0777, loss: 0.0777, grad_norm: 1.4936 2021-04-08 17:51:08,759 - mmaction - INFO - Epoch [24][880/2910] lr: 8.341e-04, eta: 0:44:06, time: 1.262, data_time: 0.089, memory: 9523, top1_acc: 0.9820, top5_acc: 1.0000, loss_cls: 0.0800, loss: 0.0800, grad_norm: 1.5607 2021-04-08 17:51:32,494 - mmaction - INFO - Epoch [24][900/2910] lr: 8.177e-04, eta: 0:43:40, time: 1.185, data_time: 0.093, memory: 9523, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0817, loss: 0.0817, grad_norm: 1.5549 2021-04-08 17:51:58,146 - mmaction - INFO - Epoch [24][920/2910] lr: 8.016e-04, eta: 0:43:14, time: 1.284, data_time: 0.124, memory: 9523, top1_acc: 0.9842, top5_acc: 0.9992, loss_cls: 0.0759, loss: 0.0759, grad_norm: 1.5101 2021-04-08 17:52:22,696 - mmaction - INFO - Epoch [24][940/2910] lr: 7.856e-04, eta: 0:42:47, time: 1.227, data_time: 0.033, memory: 9523, top1_acc: 0.9834, top5_acc: 0.9994, loss_cls: 0.0823, loss: 0.0823, grad_norm: 1.5237 2021-04-08 17:52:47,635 - mmaction - INFO - Epoch [24][960/2910] lr: 7.697e-04, eta: 0:42:21, time: 1.245, data_time: 0.041, memory: 9523, top1_acc: 0.9842, top5_acc: 0.9998, loss_cls: 0.0782, loss: 0.0782, grad_norm: 1.5352 2021-04-08 17:53:12,031 - mmaction - INFO - Epoch [24][980/2910] lr: 7.540e-04, eta: 0:41:55, time: 1.220, data_time: 0.020, memory: 9523, top1_acc: 0.9832, top5_acc: 0.9992, loss_cls: 0.0782, loss: 0.0782, grad_norm: 1.5365 2021-04-08 17:53:36,722 - mmaction - INFO - Epoch [24][1000/2910] lr: 7.385e-04, eta: 0:41:29, time: 1.236, data_time: 0.011, memory: 9523, top1_acc: 0.9873, top5_acc: 0.9996, loss_cls: 0.0734, loss: 0.0734, grad_norm: 1.4610 2021-04-08 17:54:01,788 - mmaction - INFO - Epoch [24][1020/2910] lr: 7.231e-04, eta: 0:41:03, time: 1.254, data_time: 0.164, memory: 9523, top1_acc: 0.9846, top5_acc: 0.9994, loss_cls: 0.0785, loss: 0.0785, grad_norm: 1.5821 2021-04-08 17:54:25,931 - mmaction - INFO - Epoch [24][1040/2910] lr: 7.079e-04, eta: 0:40:37, time: 1.207, data_time: 0.026, memory: 9523, top1_acc: 0.9857, top5_acc: 0.9992, loss_cls: 0.0798, loss: 0.0798, grad_norm: 1.4950 2021-04-08 17:54:50,458 - mmaction - INFO - Epoch [24][1060/2910] lr: 6.929e-04, eta: 0:40:11, time: 1.226, data_time: 0.001, memory: 9523, top1_acc: 0.9879, top5_acc: 0.9994, loss_cls: 0.0736, loss: 0.0736, grad_norm: 1.4195 2021-04-08 17:55:15,669 - mmaction - INFO - Epoch [24][1080/2910] lr: 6.780e-04, eta: 0:39:45, time: 1.259, data_time: 0.023, memory: 9523, top1_acc: 0.9832, top5_acc: 0.9996, loss_cls: 0.0770, loss: 0.0770, grad_norm: 1.5406 2021-04-08 17:55:39,866 - mmaction - INFO - Epoch [24][1100/2910] lr: 6.633e-04, eta: 0:39:19, time: 1.212, data_time: 0.044, memory: 9523, top1_acc: 0.9852, top5_acc: 0.9998, loss_cls: 0.0748, loss: 0.0748, grad_norm: 1.5140 2021-04-08 17:56:03,615 - mmaction - INFO - Epoch [24][1120/2910] lr: 6.487e-04, eta: 0:38:52, time: 1.187, data_time: 0.046, memory: 9523, top1_acc: 0.9824, top5_acc: 0.9998, loss_cls: 0.0823, loss: 0.0823, grad_norm: 1.6236 2021-04-08 17:56:28,203 - mmaction - INFO - Epoch [24][1140/2910] lr: 6.343e-04, eta: 0:38:26, time: 1.227, data_time: 0.138, memory: 9523, top1_acc: 0.9852, top5_acc: 0.9998, loss_cls: 0.0747, loss: 0.0747, grad_norm: 1.5066 2021-04-08 17:56:52,575 - mmaction - INFO - Epoch [24][1160/2910] lr: 6.201e-04, eta: 0:38:00, time: 1.221, data_time: 0.028, memory: 9523, top1_acc: 0.9863, top5_acc: 0.9996, loss_cls: 0.0731, loss: 0.0731, grad_norm: 1.5055 2021-04-08 17:57:17,644 - mmaction - INFO - Epoch [24][1180/2910] lr: 6.060e-04, eta: 0:37:34, time: 1.253, data_time: 0.065, memory: 9523, top1_acc: 0.9844, top5_acc: 0.9990, loss_cls: 0.0815, loss: 0.0815, grad_norm: 1.5681 2021-04-08 17:57:42,855 - mmaction - INFO - Epoch [24][1200/2910] lr: 5.921e-04, eta: 0:37:08, time: 1.261, data_time: 0.026, memory: 9523, top1_acc: 0.9830, top5_acc: 0.9998, loss_cls: 0.0787, loss: 0.0787, grad_norm: 1.6068 2021-04-08 17:58:07,039 - mmaction - INFO - Epoch [24][1220/2910] lr: 5.783e-04, eta: 0:36:42, time: 1.207, data_time: 0.046, memory: 9523, top1_acc: 0.9826, top5_acc: 0.9996, loss_cls: 0.0745, loss: 0.0745, grad_norm: 1.5434 2021-04-08 17:58:31,246 - mmaction - INFO - Epoch [24][1240/2910] lr: 5.647e-04, eta: 0:36:16, time: 1.212, data_time: 0.110, memory: 9523, top1_acc: 0.9855, top5_acc: 0.9998, loss_cls: 0.0723, loss: 0.0723, grad_norm: 1.4447 2021-04-08 17:58:56,059 - mmaction - INFO - Epoch [24][1260/2910] lr: 5.513e-04, eta: 0:35:50, time: 1.241, data_time: 0.102, memory: 9523, top1_acc: 0.9852, top5_acc: 0.9994, loss_cls: 0.0747, loss: 0.0747, grad_norm: 1.4802 2021-04-08 17:59:20,853 - mmaction - INFO - Epoch [24][1280/2910] lr: 5.380e-04, eta: 0:35:24, time: 1.240, data_time: 0.015, memory: 9523, top1_acc: 0.9830, top5_acc: 0.9994, loss_cls: 0.0790, loss: 0.0790, grad_norm: 1.5289 2021-04-08 17:59:44,487 - mmaction - INFO - Epoch [24][1300/2910] lr: 5.249e-04, eta: 0:34:58, time: 1.181, data_time: 0.008, memory: 9523, top1_acc: 0.9824, top5_acc: 0.9988, loss_cls: 0.0789, loss: 0.0789, grad_norm: 1.5347 2021-04-08 18:00:09,403 - mmaction - INFO - Epoch [24][1320/2910] lr: 5.120e-04, eta: 0:34:31, time: 1.246, data_time: 0.046, memory: 9523, top1_acc: 0.9826, top5_acc: 0.9996, loss_cls: 0.0796, loss: 0.0796, grad_norm: 1.5340 2021-04-08 18:00:34,192 - mmaction - INFO - Epoch [24][1340/2910] lr: 4.992e-04, eta: 0:34:05, time: 1.240, data_time: 0.020, memory: 9523, top1_acc: 0.9818, top5_acc: 1.0000, loss_cls: 0.0784, loss: 0.0784, grad_norm: 1.5595 2021-04-08 18:00:58,264 - mmaction - INFO - Epoch [24][1360/2910] lr: 4.866e-04, eta: 0:33:39, time: 1.202, data_time: 0.158, memory: 9523, top1_acc: 0.9861, top5_acc: 1.0000, loss_cls: 0.0721, loss: 0.0721, grad_norm: 1.5238 2021-04-08 18:01:23,799 - mmaction - INFO - Epoch [24][1380/2910] lr: 4.741e-04, eta: 0:33:13, time: 1.278, data_time: 0.028, memory: 9523, top1_acc: 0.9832, top5_acc: 0.9994, loss_cls: 0.0806, loss: 0.0806, grad_norm: 1.5427 2021-04-08 18:01:48,140 - mmaction - INFO - Epoch [24][1400/2910] lr: 4.618e-04, eta: 0:32:47, time: 1.217, data_time: 0.037, memory: 9523, top1_acc: 0.9889, top5_acc: 0.9996, loss_cls: 0.0703, loss: 0.0703, grad_norm: 1.4308 2021-04-08 18:02:11,665 - mmaction - INFO - Epoch [24][1420/2910] lr: 4.497e-04, eta: 0:32:21, time: 1.176, data_time: 0.047, memory: 9523, top1_acc: 0.9842, top5_acc: 0.9996, loss_cls: 0.0747, loss: 0.0747, grad_norm: 1.5420 2021-04-08 18:02:37,899 - mmaction - INFO - Epoch [24][1440/2910] lr: 4.377e-04, eta: 0:31:55, time: 1.312, data_time: 0.206, memory: 9523, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0752, loss: 0.0752, grad_norm: 1.5815 2021-04-08 18:03:01,380 - mmaction - INFO - Epoch [24][1460/2910] lr: 4.259e-04, eta: 0:31:29, time: 1.174, data_time: 0.012, memory: 9523, top1_acc: 0.9859, top5_acc: 0.9996, loss_cls: 0.0774, loss: 0.0774, grad_norm: 1.5557 2021-04-08 18:03:25,744 - mmaction - INFO - Epoch [24][1480/2910] lr: 4.142e-04, eta: 0:31:03, time: 1.218, data_time: 0.054, memory: 9523, top1_acc: 0.9844, top5_acc: 0.9998, loss_cls: 0.0758, loss: 0.0758, grad_norm: 1.5155 2021-04-08 18:03:50,882 - mmaction - INFO - Epoch [24][1500/2910] lr: 4.027e-04, eta: 0:30:37, time: 1.258, data_time: 0.085, memory: 9523, top1_acc: 0.9832, top5_acc: 0.9998, loss_cls: 0.0800, loss: 0.0800, grad_norm: 1.5998 2021-04-08 18:04:15,073 - mmaction - INFO - Epoch [24][1520/2910] lr: 3.914e-04, eta: 0:30:11, time: 1.209, data_time: 0.067, memory: 9523, top1_acc: 0.9855, top5_acc: 0.9994, loss_cls: 0.0744, loss: 0.0744, grad_norm: 1.4606 2021-04-08 18:04:39,535 - mmaction - INFO - Epoch [24][1540/2910] lr: 3.802e-04, eta: 0:29:44, time: 1.223, data_time: 0.077, memory: 9523, top1_acc: 0.9855, top5_acc: 0.9996, loss_cls: 0.0752, loss: 0.0752, grad_norm: 1.4976 2021-04-08 18:05:05,199 - mmaction - INFO - Epoch [24][1560/2910] lr: 3.692e-04, eta: 0:29:18, time: 1.283, data_time: 0.044, memory: 9523, top1_acc: 0.9873, top5_acc: 0.9996, loss_cls: 0.0737, loss: 0.0737, grad_norm: 1.4381 2021-04-08 18:05:28,477 - mmaction - INFO - Epoch [24][1580/2910] lr: 3.584e-04, eta: 0:28:52, time: 1.163, data_time: 0.110, memory: 9523, top1_acc: 0.9848, top5_acc: 0.9996, loss_cls: 0.0763, loss: 0.0763, grad_norm: 1.4641 2021-04-08 18:05:52,883 - mmaction - INFO - Epoch [24][1600/2910] lr: 3.477e-04, eta: 0:28:26, time: 1.221, data_time: 0.066, memory: 9523, top1_acc: 0.9826, top5_acc: 0.9990, loss_cls: 0.0837, loss: 0.0837, grad_norm: 1.6297 2021-04-08 18:06:16,291 - mmaction - INFO - Epoch [24][1620/2910] lr: 3.371e-04, eta: 0:28:00, time: 1.171, data_time: 0.007, memory: 9523, top1_acc: 0.9850, top5_acc: 0.9992, loss_cls: 0.0781, loss: 0.0781, grad_norm: 1.5643 2021-04-08 18:06:41,138 - mmaction - INFO - Epoch [24][1640/2910] lr: 3.268e-04, eta: 0:27:34, time: 1.242, data_time: 0.062, memory: 9523, top1_acc: 0.9863, top5_acc: 0.9994, loss_cls: 0.0722, loss: 0.0722, grad_norm: 1.4585 2021-04-08 18:07:05,745 - mmaction - INFO - Epoch [24][1660/2910] lr: 3.166e-04, eta: 0:27:08, time: 1.230, data_time: 0.043, memory: 9523, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0677, loss: 0.0677, grad_norm: 1.4523 2021-04-08 18:07:30,066 - mmaction - INFO - Epoch [24][1680/2910] lr: 3.065e-04, eta: 0:26:42, time: 1.217, data_time: 0.002, memory: 9523, top1_acc: 0.9869, top5_acc: 0.9990, loss_cls: 0.0755, loss: 0.0755, grad_norm: 1.5138 2021-04-08 18:07:54,584 - mmaction - INFO - Epoch [24][1700/2910] lr: 2.967e-04, eta: 0:26:16, time: 1.226, data_time: 0.027, memory: 9523, top1_acc: 0.9865, top5_acc: 1.0000, loss_cls: 0.0736, loss: 0.0736, grad_norm: 1.4416 2021-04-08 18:08:18,845 - mmaction - INFO - Epoch [24][1720/2910] lr: 2.870e-04, eta: 0:25:50, time: 1.213, data_time: 0.053, memory: 9523, top1_acc: 0.9863, top5_acc: 0.9994, loss_cls: 0.0764, loss: 0.0764, grad_norm: 1.5295 2021-04-08 18:08:43,470 - mmaction - INFO - Epoch [24][1740/2910] lr: 2.774e-04, eta: 0:25:24, time: 1.231, data_time: 0.044, memory: 9523, top1_acc: 0.9873, top5_acc: 0.9992, loss_cls: 0.0725, loss: 0.0725, grad_norm: 1.4985 2021-04-08 18:09:07,420 - mmaction - INFO - Epoch [24][1760/2910] lr: 2.680e-04, eta: 0:24:57, time: 1.198, data_time: 0.143, memory: 9523, top1_acc: 0.9859, top5_acc: 0.9996, loss_cls: 0.0750, loss: 0.0750, grad_norm: 1.5457 2021-04-08 18:09:31,537 - mmaction - INFO - Epoch [24][1780/2910] lr: 2.588e-04, eta: 0:24:31, time: 1.203, data_time: 0.080, memory: 9523, top1_acc: 0.9840, top5_acc: 0.9992, loss_cls: 0.0797, loss: 0.0797, grad_norm: 1.5691 2021-04-08 18:09:55,278 - mmaction - INFO - Epoch [24][1800/2910] lr: 2.497e-04, eta: 0:24:05, time: 1.188, data_time: 0.015, memory: 9523, top1_acc: 0.9877, top5_acc: 0.9996, loss_cls: 0.0705, loss: 0.0705, grad_norm: 1.3729 2021-04-08 18:10:20,740 - mmaction - INFO - Epoch [24][1820/2910] lr: 2.408e-04, eta: 0:23:39, time: 1.273, data_time: 0.030, memory: 9523, top1_acc: 0.9848, top5_acc: 0.9994, loss_cls: 0.0768, loss: 0.0768, grad_norm: 1.5050 2021-04-08 18:10:45,068 - mmaction - INFO - Epoch [24][1840/2910] lr: 2.321e-04, eta: 0:23:13, time: 1.218, data_time: 0.037, memory: 9523, top1_acc: 0.9869, top5_acc: 0.9996, loss_cls: 0.0718, loss: 0.0718, grad_norm: 1.4177 2021-04-08 18:11:09,542 - mmaction - INFO - Epoch [24][1860/2910] lr: 2.235e-04, eta: 0:22:47, time: 1.224, data_time: 0.160, memory: 9523, top1_acc: 0.9857, top5_acc: 0.9994, loss_cls: 0.0760, loss: 0.0760, grad_norm: 1.5058 2021-04-08 18:11:34,603 - mmaction - INFO - Epoch [24][1880/2910] lr: 2.150e-04, eta: 0:22:21, time: 1.251, data_time: 0.173, memory: 9523, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0731, loss: 0.0731, grad_norm: 1.4777 2021-04-08 18:11:59,157 - mmaction - INFO - Epoch [24][1900/2910] lr: 2.068e-04, eta: 0:21:55, time: 1.230, data_time: 0.038, memory: 9523, top1_acc: 0.9852, top5_acc: 0.9998, loss_cls: 0.0763, loss: 0.0763, grad_norm: 1.4582 2021-04-08 18:12:22,741 - mmaction - INFO - Epoch [24][1920/2910] lr: 1.987e-04, eta: 0:21:29, time: 1.179, data_time: 0.065, memory: 9523, top1_acc: 0.9850, top5_acc: 0.9994, loss_cls: 0.0753, loss: 0.0753, grad_norm: 1.4393 2021-04-08 18:12:48,346 - mmaction - INFO - Epoch [24][1940/2910] lr: 1.907e-04, eta: 0:21:03, time: 1.280, data_time: 0.010, memory: 9523, top1_acc: 0.9861, top5_acc: 0.9998, loss_cls: 0.0713, loss: 0.0713, grad_norm: 1.4804 2021-04-08 18:13:12,668 - mmaction - INFO - Epoch [24][1960/2910] lr: 1.830e-04, eta: 0:20:37, time: 1.217, data_time: 0.125, memory: 9523, top1_acc: 0.9865, top5_acc: 1.0000, loss_cls: 0.0655, loss: 0.0655, grad_norm: 1.3462 2021-04-08 18:13:36,390 - mmaction - INFO - Epoch [24][1980/2910] lr: 1.754e-04, eta: 0:20:11, time: 1.186, data_time: 0.037, memory: 9523, top1_acc: 0.9814, top5_acc: 0.9984, loss_cls: 0.0810, loss: 0.0810, grad_norm: 1.5726 2021-04-08 18:14:01,430 - mmaction - INFO - Epoch [24][2000/2910] lr: 1.679e-04, eta: 0:19:45, time: 1.250, data_time: 0.005, memory: 9523, top1_acc: 0.9855, top5_acc: 0.9996, loss_cls: 0.0730, loss: 0.0730, grad_norm: 1.4629 2021-04-08 18:14:26,522 - mmaction - INFO - Epoch [24][2020/2910] lr: 1.606e-04, eta: 0:19:19, time: 1.255, data_time: 0.102, memory: 9523, top1_acc: 0.9855, top5_acc: 0.9990, loss_cls: 0.0728, loss: 0.0728, grad_norm: 1.4492 2021-04-08 18:14:50,983 - mmaction - INFO - Epoch [24][2040/2910] lr: 1.535e-04, eta: 0:18:52, time: 1.223, data_time: 0.176, memory: 9523, top1_acc: 0.9857, top5_acc: 0.9990, loss_cls: 0.0718, loss: 0.0718, grad_norm: 1.4807 2021-04-08 18:15:16,318 - mmaction - INFO - Epoch [24][2060/2910] lr: 1.465e-04, eta: 0:18:26, time: 1.268, data_time: 0.236, memory: 9523, top1_acc: 0.9836, top5_acc: 0.9990, loss_cls: 0.0800, loss: 0.0800, grad_norm: 1.5002 2021-04-08 18:15:40,110 - mmaction - INFO - Epoch [24][2080/2910] lr: 1.397e-04, eta: 0:18:00, time: 1.189, data_time: 0.092, memory: 9523, top1_acc: 0.9844, top5_acc: 0.9998, loss_cls: 0.0746, loss: 0.0746, grad_norm: 1.5630 2021-04-08 18:16:04,616 - mmaction - INFO - Epoch [24][2100/2910] lr: 1.331e-04, eta: 0:17:34, time: 1.225, data_time: 0.046, memory: 9523, top1_acc: 0.9842, top5_acc: 0.9996, loss_cls: 0.0747, loss: 0.0747, grad_norm: 1.5360 2021-04-08 18:16:28,720 - mmaction - INFO - Epoch [24][2120/2910] lr: 1.266e-04, eta: 0:17:08, time: 1.206, data_time: 0.024, memory: 9523, top1_acc: 0.9865, top5_acc: 0.9998, loss_cls: 0.0718, loss: 0.0718, grad_norm: 1.4376 2021-04-08 18:16:53,485 - mmaction - INFO - Epoch [24][2140/2910] lr: 1.203e-04, eta: 0:16:42, time: 1.236, data_time: 0.131, memory: 9523, top1_acc: 0.9867, top5_acc: 0.9988, loss_cls: 0.0729, loss: 0.0729, grad_norm: 1.4713 2021-04-08 18:17:16,956 - mmaction - INFO - Epoch [24][2160/2910] lr: 1.141e-04, eta: 0:16:16, time: 1.176, data_time: 0.055, memory: 9523, top1_acc: 0.9865, top5_acc: 0.9998, loss_cls: 0.0673, loss: 0.0673, grad_norm: 1.3865 2021-04-08 18:17:41,998 - mmaction - INFO - Epoch [24][2180/2910] lr: 1.081e-04, eta: 0:15:50, time: 1.252, data_time: 0.069, memory: 9523, top1_acc: 0.9867, top5_acc: 1.0000, loss_cls: 0.0714, loss: 0.0714, grad_norm: 1.4689 2021-04-08 18:18:05,945 - mmaction - INFO - Epoch [24][2200/2910] lr: 1.023e-04, eta: 0:15:24, time: 1.195, data_time: 0.001, memory: 9523, top1_acc: 0.9863, top5_acc: 0.9998, loss_cls: 0.0718, loss: 0.0718, grad_norm: 1.4187 2021-04-08 18:18:30,896 - mmaction - INFO - Epoch [24][2220/2910] lr: 9.661e-05, eta: 0:14:58, time: 1.250, data_time: 0.100, memory: 9523, top1_acc: 0.9850, top5_acc: 0.9996, loss_cls: 0.0756, loss: 0.0756, grad_norm: 1.5879 2021-04-08 18:18:55,287 - mmaction - INFO - Epoch [24][2240/2910] lr: 9.110e-05, eta: 0:14:32, time: 1.220, data_time: 0.072, memory: 9523, top1_acc: 0.9869, top5_acc: 0.9996, loss_cls: 0.0679, loss: 0.0679, grad_norm: 1.4334 2021-04-08 18:19:20,611 - mmaction - INFO - Epoch [24][2260/2910] lr: 8.575e-05, eta: 0:14:06, time: 1.266, data_time: 0.019, memory: 9523, top1_acc: 0.9854, top5_acc: 0.9996, loss_cls: 0.0709, loss: 0.0709, grad_norm: 1.4495 2021-04-08 18:19:45,195 - mmaction - INFO - Epoch [24][2280/2910] lr: 8.056e-05, eta: 0:13:40, time: 1.226, data_time: 0.045, memory: 9523, top1_acc: 0.9857, top5_acc: 1.0000, loss_cls: 0.0700, loss: 0.0700, grad_norm: 1.4113 2021-04-08 18:20:10,421 - mmaction - INFO - Epoch [24][2300/2910] lr: 7.553e-05, eta: 0:13:14, time: 1.263, data_time: 0.128, memory: 9523, top1_acc: 0.9871, top5_acc: 0.9998, loss_cls: 0.0714, loss: 0.0714, grad_norm: 1.3996 2021-04-08 18:20:33,718 - mmaction - INFO - Epoch [24][2320/2910] lr: 7.067e-05, eta: 0:12:48, time: 1.166, data_time: 0.085, memory: 9523, top1_acc: 0.9865, top5_acc: 0.9998, loss_cls: 0.0705, loss: 0.0705, grad_norm: 1.5006 2021-04-08 18:20:58,863 - mmaction - INFO - Epoch [24][2340/2910] lr: 6.597e-05, eta: 0:12:22, time: 1.258, data_time: 0.239, memory: 9523, top1_acc: 0.9861, top5_acc: 0.9998, loss_cls: 0.0717, loss: 0.0717, grad_norm: 1.4878 2021-04-08 18:21:22,908 - mmaction - INFO - Epoch [24][2360/2910] lr: 6.143e-05, eta: 0:11:56, time: 1.202, data_time: 0.017, memory: 9523, top1_acc: 0.9844, top5_acc: 0.9990, loss_cls: 0.0758, loss: 0.0758, grad_norm: 1.4788 2021-04-08 18:21:47,842 - mmaction - INFO - Epoch [24][2380/2910] lr: 5.705e-05, eta: 0:11:30, time: 1.245, data_time: 0.052, memory: 9523, top1_acc: 0.9854, top5_acc: 0.9996, loss_cls: 0.0728, loss: 0.0728, grad_norm: 1.5004 2021-04-08 18:22:12,378 - mmaction - INFO - Epoch [24][2400/2910] lr: 5.283e-05, eta: 0:11:03, time: 1.226, data_time: 0.134, memory: 9523, top1_acc: 0.9877, top5_acc: 0.9996, loss_cls: 0.0719, loss: 0.0719, grad_norm: 1.4792 2021-04-08 18:22:37,724 - mmaction - INFO - Epoch [24][2420/2910] lr: 4.878e-05, eta: 0:10:37, time: 1.269, data_time: 0.095, memory: 9523, top1_acc: 0.9852, top5_acc: 0.9998, loss_cls: 0.0750, loss: 0.0750, grad_norm: 1.5194 2021-04-08 18:23:02,362 - mmaction - INFO - Epoch [24][2440/2910] lr: 4.489e-05, eta: 0:10:11, time: 1.231, data_time: 0.061, memory: 9523, top1_acc: 0.9848, top5_acc: 0.9994, loss_cls: 0.0731, loss: 0.0731, grad_norm: 1.5166 2021-04-08 18:23:27,032 - mmaction - INFO - Epoch [24][2460/2910] lr: 4.116e-05, eta: 0:09:45, time: 1.233, data_time: 0.034, memory: 9523, top1_acc: 0.9842, top5_acc: 0.9998, loss_cls: 0.0730, loss: 0.0730, grad_norm: 1.5059 2021-04-08 18:23:51,224 - mmaction - INFO - Epoch [24][2480/2910] lr: 3.759e-05, eta: 0:09:19, time: 1.211, data_time: 0.043, memory: 9523, top1_acc: 0.9877, top5_acc: 0.9992, loss_cls: 0.0699, loss: 0.0699, grad_norm: 1.3863 2021-04-08 18:24:14,765 - mmaction - INFO - Epoch [24][2500/2910] lr: 3.418e-05, eta: 0:08:53, time: 1.177, data_time: 0.026, memory: 9523, top1_acc: 0.9881, top5_acc: 0.9994, loss_cls: 0.0688, loss: 0.0688, grad_norm: 1.3397 2021-04-08 18:24:40,084 - mmaction - INFO - Epoch [24][2520/2910] lr: 3.093e-05, eta: 0:08:27, time: 1.265, data_time: 0.001, memory: 9523, top1_acc: 0.9865, top5_acc: 0.9996, loss_cls: 0.0763, loss: 0.0763, grad_norm: 1.4953 2021-04-08 18:25:04,320 - mmaction - INFO - Epoch [24][2540/2910] lr: 2.785e-05, eta: 0:08:01, time: 1.214, data_time: 0.084, memory: 9523, top1_acc: 0.9844, top5_acc: 0.9994, loss_cls: 0.0783, loss: 0.0783, grad_norm: 1.5639 2021-04-08 18:25:30,010 - mmaction - INFO - Epoch [24][2560/2910] lr: 2.493e-05, eta: 0:07:35, time: 1.283, data_time: 0.148, memory: 9523, top1_acc: 0.9859, top5_acc: 0.9998, loss_cls: 0.0726, loss: 0.0726, grad_norm: 1.4458 2021-04-08 18:25:52,727 - mmaction - INFO - Epoch [24][2580/2910] lr: 2.217e-05, eta: 0:07:09, time: 1.137, data_time: 0.031, memory: 9523, top1_acc: 0.9871, top5_acc: 0.9998, loss_cls: 0.0663, loss: 0.0663, grad_norm: 1.3629 2021-04-08 18:26:18,015 - mmaction - INFO - Epoch [24][2600/2910] lr: 1.957e-05, eta: 0:06:43, time: 1.264, data_time: 0.112, memory: 9523, top1_acc: 0.9859, top5_acc: 0.9998, loss_cls: 0.0700, loss: 0.0700, grad_norm: 1.4771 2021-04-08 18:26:43,794 - mmaction - INFO - Epoch [24][2620/2910] lr: 1.713e-05, eta: 0:06:17, time: 1.289, data_time: 0.072, memory: 9523, top1_acc: 0.9842, top5_acc: 0.9996, loss_cls: 0.0744, loss: 0.0744, grad_norm: 1.4988 2021-04-08 18:27:08,369 - mmaction - INFO - Epoch [24][2640/2910] lr: 1.486e-05, eta: 0:05:51, time: 1.228, data_time: 0.179, memory: 9523, top1_acc: 0.9852, top5_acc: 0.9996, loss_cls: 0.0708, loss: 0.0708, grad_norm: 1.4568 2021-04-08 18:27:32,805 - mmaction - INFO - Epoch [24][2660/2910] lr: 1.275e-05, eta: 0:05:25, time: 1.222, data_time: 0.050, memory: 9523, top1_acc: 0.9873, top5_acc: 0.9996, loss_cls: 0.0718, loss: 0.0718, grad_norm: 1.4306 2021-04-08 18:27:56,440 - mmaction - INFO - Epoch [24][2680/2910] lr: 1.080e-05, eta: 0:04:59, time: 1.183, data_time: 0.074, memory: 9523, top1_acc: 0.9861, top5_acc: 0.9992, loss_cls: 0.0765, loss: 0.0765, grad_norm: 1.5180 2021-04-08 18:28:20,530 - mmaction - INFO - Epoch [24][2700/2910] lr: 9.009e-06, eta: 0:04:33, time: 1.205, data_time: 0.052, memory: 9523, top1_acc: 0.9848, top5_acc: 1.0000, loss_cls: 0.0756, loss: 0.0756, grad_norm: 1.6037 2021-04-08 18:28:45,080 - mmaction - INFO - Epoch [24][2720/2910] lr: 7.382e-06, eta: 0:04:07, time: 1.228, data_time: 0.104, memory: 9523, top1_acc: 0.9867, top5_acc: 0.9998, loss_cls: 0.0712, loss: 0.0712, grad_norm: 1.4441 2021-04-08 18:29:09,463 - mmaction - INFO - Epoch [24][2740/2910] lr: 5.917e-06, eta: 0:03:41, time: 1.220, data_time: 0.060, memory: 9523, top1_acc: 0.9857, top5_acc: 1.0000, loss_cls: 0.0739, loss: 0.0739, grad_norm: 1.5031 2021-04-08 18:29:35,220 - mmaction - INFO - Epoch [24][2760/2910] lr: 4.614e-06, eta: 0:03:15, time: 1.288, data_time: 0.080, memory: 9523, top1_acc: 0.9854, top5_acc: 0.9994, loss_cls: 0.0757, loss: 0.0757, grad_norm: 1.5084 2021-04-08 18:29:58,839 - mmaction - INFO - Epoch [24][2780/2910] lr: 3.472e-06, eta: 0:02:49, time: 1.181, data_time: 0.059, memory: 9523, top1_acc: 0.9869, top5_acc: 0.9996, loss_cls: 0.0697, loss: 0.0697, grad_norm: 1.4819 2021-04-08 18:30:24,638 - mmaction - INFO - Epoch [24][2800/2910] lr: 2.493e-06, eta: 0:02:23, time: 1.289, data_time: 0.129, memory: 9523, top1_acc: 0.9834, top5_acc: 0.9994, loss_cls: 0.0781, loss: 0.0781, grad_norm: 1.5396 2021-04-08 18:30:48,115 - mmaction - INFO - Epoch [24][2820/2910] lr: 1.676e-06, eta: 0:01:57, time: 1.175, data_time: 0.117, memory: 9523, top1_acc: 0.9852, top5_acc: 1.0000, loss_cls: 0.0701, loss: 0.0701, grad_norm: 1.4234 2021-04-08 18:31:13,539 - mmaction - INFO - Epoch [24][2840/2910] lr: 1.020e-06, eta: 0:01:31, time: 1.272, data_time: 0.064, memory: 9523, top1_acc: 0.9863, top5_acc: 0.9996, loss_cls: 0.0700, loss: 0.0700, grad_norm: 1.4103 2021-04-08 18:31:37,184 - mmaction - INFO - Epoch [24][2860/2910] lr: 5.263e-07, eta: 0:01:05, time: 1.182, data_time: 0.074, memory: 9523, top1_acc: 0.9828, top5_acc: 0.9998, loss_cls: 0.0752, loss: 0.0752, grad_norm: 1.5076 2021-04-08 18:32:00,957 - mmaction - INFO - Epoch [24][2880/2910] lr: 1.945e-07, eta: 0:00:39, time: 1.188, data_time: 0.045, memory: 9523, top1_acc: 0.9855, top5_acc: 1.0000, loss_cls: 0.0717, loss: 0.0717, grad_norm: 1.4845 2021-04-08 18:32:25,308 - mmaction - INFO - Epoch [24][2900/2910] lr: 2.448e-08, eta: 0:00:13, time: 1.218, data_time: 0.171, memory: 9523, top1_acc: 0.9836, top5_acc: 0.9994, loss_cls: 0.0795, loss: 0.0795, grad_norm: 1.6306 2021-04-08 18:32:39,473 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-04-08 18:40:34,594 - mmaction - INFO - Evaluating top_k_accuracy... 2021-04-08 18:40:35,258 - mmaction - INFO - top1_acc 0.8556 top5_acc 0.9801 2021-04-08 18:40:35,258 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-04-08 18:40:35,368 - mmaction - INFO - mean_acc 0.8701 2021-04-08 18:40:35,368 - mmaction - INFO - Now best checkpoint is epoch_24.pth 2021-04-08 18:40:35,396 - mmaction - INFO - Epoch(val) [24][2910] top1_acc: 0.8556, top5_acc: 0.9801, mean_class_accuracy: 0.8701 2021-04-08 18:40:39,403 - mmaction - INFO - 50919 videos remain after valid thresholding