2021-03-26 18:27:41,651 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.6 (default, Jan 8 2020, 19:59:22) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: TITAN Xp CUDA_HOME: /mnt/lustre/share/polaris/dep/cuda-9.0-cudnn7.6.5 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GCC: gcc (GCC) 5.4.0 PyTorch: 1.5.0 PyTorch compiling details: PyTorch built with: - GCC 5.4 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.21.1 (Git Hash 912ce228837d1ce28e1a61806118835de03f5751) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_70,code=compute_70 - CuDNN 7.6.5 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_INTERNAL_THREADPOOL_IMPL -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.6.0 OpenCV: 4.2.0 MMCV: 1.2.0 MMCV Compiler: GCC 5.3 MMCV CUDA Compiler: 9.0 MMAction2: 0.7.0+3ffc03b ------------------------------------------------------------ 2021-03-26 18:27:41,679 - mmaction - INFO - Distributed training: True 2021-03-26 18:27:41,680 - mmaction - INFO - Config: /mnt/lustre/duanhaodong1/mmaction2_res/configs/release/gym_limb_0326_wd34.py model = dict( type='Recognizer3D', backbone=dict( type='ResNet3dSlowOnly', depth=50, pretrained=None, in_channels=17, base_channels=32, num_stages=3, out_indices=(2, ), stage_blocks=(4, 6, 3), conv1_stride_s=1, pool1_stride_s=1, inflate=(0, 1, 1), spatial_strides=(2, 2, 2), temporal_strides=(1, 1, 2), dilations=(1, 1, 1)), cls_head=dict( type='I3DHead', in_channels=512, num_classes=99, spatial_type='avg', dropout_ratio=0.5)) train_cfg = dict() test_cfg = dict(average_clips='prob') dataset_type = 'PoseDataset' ann_file_train = 'data/gym_pose/gym_mytrain.pkl' ann_file_val = 'data/gym_pose/gym_myval.pkl' left=[1, 3, 5, 7, 9, 11, 13, 15] right=[2, 4, 6, 8, 10, 12, 14, 16] skeletons = [[0, 5], [0, 6], [5, 7], [7, 9], [6, 8], [8, 10], [5, 11], [11, 13], [13, 15], [6, 12], [12, 14], [14, 16], [0, 1], [0, 2], [1, 3], [2, 4], [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='CenterCrop', crop_size=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, train=dict( type='RepeatDataset', times=10, dataset=dict( type=dataset_type, ann_file=ann_file_train, data_prefix="", pipeline=train_pipeline)), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix="", pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_val, data_prefix="", pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', lr=0.4, momentum=0.9, weight_decay=0.0003) # this lr is used for 16 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict( policy='CosineAnnealing', by_epoch=False, min_lr=0) total_epochs = 24 checkpoint_config = dict(interval=1) workflow = [('train', 1)] evaluation = dict( interval=1, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/release/gym_limb_0326_wd34' load_from = None resume_from = None find_unused_parameters = False 2021-03-26 18:27:43,031 - mmaction - INFO - 20484 videos remain after valid thresholding 2021-03-26 18:27:49,010 - mmaction - INFO - 8521 videos remain after valid thresholding 2021-03-26 18:27:49,012 - mmaction - INFO - Start running, host: duanhaodong1@SH-IDC2-172-20-21-21, work_dir: /mnt/lustre/duanhaodong1/mmaction2_res/work_dirs/release/gym_limb_0326_wd34 2021-03-26 18:27:49,012 - mmaction - INFO - workflow: [('train', 1)], max: 24 epochs 2021-03-26 18:28:35,297 - mmaction - INFO - Epoch [1][20/801] lr: 4.000e-01, eta: 12:20:04, time: 2.312, data_time: 1.163, memory: 9526, top1_acc: 0.0680, top5_acc: 0.2453, loss_cls: 4.2453, loss: 4.2453, grad_norm: 0.5908 2021-03-26 18:28:56,593 - mmaction - INFO - Epoch [1][40/801] lr: 4.000e-01, eta: 8:59:07, time: 1.060, data_time: 0.002, memory: 9526, top1_acc: 0.0916, top5_acc: 0.3387, loss_cls: 3.8891, loss: 3.8891, grad_norm: 0.5031 2021-03-26 18:29:17,768 - mmaction - INFO - Epoch [1][60/801] lr: 4.000e-01, eta: 7:52:06, time: 1.062, data_time: 0.006, memory: 9526, top1_acc: 0.1111, top5_acc: 0.4018, loss_cls: 3.6662, loss: 3.6662, grad_norm: 0.5626 2021-03-26 18:29:37,777 - mmaction - INFO - Epoch [1][80/801] lr: 4.000e-01, eta: 7:13:37, time: 1.002, data_time: 0.002, memory: 9526, top1_acc: 0.1332, top5_acc: 0.4379, loss_cls: 3.4706, loss: 3.4706, grad_norm: 0.6207 2021-03-26 18:29:58,960 - mmaction - INFO - Epoch [1][100/801] lr: 4.000e-01, eta: 6:54:03, time: 1.059, data_time: 0.001, memory: 9526, top1_acc: 0.1545, top5_acc: 0.4770, loss_cls: 3.2637, loss: 3.2637, grad_norm: 0.6280 2021-03-26 18:30:19,366 - mmaction - INFO - Epoch [1][120/801] lr: 4.000e-01, eta: 6:38:48, time: 1.020, data_time: 0.001, memory: 9526, top1_acc: 0.1744, top5_acc: 0.5041, loss_cls: 3.1338, loss: 3.1338, grad_norm: 0.7094 2021-03-26 18:30:39,230 - mmaction - INFO - Epoch [1][140/801] lr: 3.999e-01, eta: 6:26:33, time: 0.992, data_time: 0.001, memory: 9526, top1_acc: 0.2137, top5_acc: 0.5635, loss_cls: 2.9321, loss: 2.9321, grad_norm: 0.6990 2021-03-26 18:31:00,777 - mmaction - INFO - Epoch [1][160/801] lr: 3.999e-01, eta: 6:20:42, time: 1.079, data_time: 0.021, memory: 9526, top1_acc: 0.2256, top5_acc: 0.6090, loss_cls: 2.8051, loss: 2.8051, grad_norm: 0.7499 2021-03-26 18:31:21,438 - mmaction - INFO - Epoch [1][180/801] lr: 3.999e-01, eta: 6:14:30, time: 1.034, data_time: 0.200, memory: 9526, top1_acc: 0.2537, top5_acc: 0.6359, loss_cls: 2.6709, loss: 2.6709, grad_norm: 0.7522 2021-03-26 18:31:41,716 - mmaction - INFO - Epoch [1][200/801] lr: 3.999e-01, eta: 6:08:51, time: 1.014, data_time: 0.114, memory: 9526, top1_acc: 0.2787, top5_acc: 0.6602, loss_cls: 2.5275, loss: 2.5275, grad_norm: 0.7301 2021-03-26 18:32:03,554 - mmaction - INFO - Epoch [1][220/801] lr: 3.999e-01, eta: 6:06:25, time: 1.092, data_time: 0.315, memory: 9526, top1_acc: 0.3215, top5_acc: 0.6896, loss_cls: 2.3972, loss: 2.3972, grad_norm: 0.7924 2021-03-26 18:32:23,082 - mmaction - INFO - Epoch [1][240/801] lr: 3.998e-01, eta: 6:01:15, time: 0.976, data_time: 0.150, memory: 9526, top1_acc: 0.3451, top5_acc: 0.7199, loss_cls: 2.3121, loss: 2.3121, grad_norm: 0.8254 2021-03-26 18:32:44,242 - mmaction - INFO - Epoch [1][260/801] lr: 3.998e-01, eta: 5:58:48, time: 1.057, data_time: 0.001, memory: 9526, top1_acc: 0.3682, top5_acc: 0.7504, loss_cls: 2.1784, loss: 2.1784, grad_norm: 0.8294 2021-03-26 18:33:06,174 - mmaction - INFO - Epoch [1][280/801] lr: 3.998e-01, eta: 5:57:35, time: 1.099, data_time: 0.003, memory: 9526, top1_acc: 0.4033, top5_acc: 0.7816, loss_cls: 2.0181, loss: 2.0181, grad_norm: 0.8383 2021-03-26 18:33:25,970 - mmaction - INFO - Epoch [1][300/801] lr: 3.998e-01, eta: 5:54:10, time: 0.988, data_time: 0.120, memory: 9526, top1_acc: 0.4154, top5_acc: 0.8029, loss_cls: 1.9716, loss: 1.9716, grad_norm: 0.8243 2021-03-26 18:33:48,436 - mmaction - INFO - Epoch [1][320/801] lr: 3.997e-01, eta: 5:53:49, time: 1.124, data_time: 0.123, memory: 9526, top1_acc: 0.4375, top5_acc: 0.8115, loss_cls: 1.8874, loss: 1.8874, grad_norm: 0.8226 2021-03-26 18:34:08,226 - mmaction - INFO - Epoch [1][340/801] lr: 3.997e-01, eta: 5:50:59, time: 0.991, data_time: 0.002, memory: 9526, top1_acc: 0.4326, top5_acc: 0.8182, loss_cls: 1.8390, loss: 1.8390, grad_norm: 0.8889 2021-03-26 18:34:30,292 - mmaction - INFO - Epoch [1][360/801] lr: 3.997e-01, eta: 5:50:23, time: 1.102, data_time: 0.001, memory: 9526, top1_acc: 0.4547, top5_acc: 0.8363, loss_cls: 1.7842, loss: 1.7842, grad_norm: 0.8215 2021-03-26 18:34:49,875 - mmaction - INFO - Epoch [1][380/801] lr: 3.996e-01, eta: 5:47:48, time: 0.981, data_time: 0.002, memory: 9526, top1_acc: 0.4543, top5_acc: 0.8576, loss_cls: 1.7273, loss: 1.7273, grad_norm: 0.8284 2021-03-26 18:35:09,905 - mmaction - INFO - Epoch [1][400/801] lr: 3.996e-01, eta: 5:45:46, time: 1.001, data_time: 0.000, memory: 9526, top1_acc: 0.4926, top5_acc: 0.8578, loss_cls: 1.6537, loss: 1.6537, grad_norm: 0.7828 2021-03-26 18:35:31,747 - mmaction - INFO - Epoch [1][420/801] lr: 3.995e-01, eta: 5:45:14, time: 1.091, data_time: 0.001, memory: 9526, top1_acc: 0.5000, top5_acc: 0.8732, loss_cls: 1.6175, loss: 1.6175, grad_norm: 0.8544 2021-03-26 18:35:54,025 - mmaction - INFO - Epoch [1][440/801] lr: 3.995e-01, eta: 5:45:04, time: 1.115, data_time: 0.002, memory: 9526, top1_acc: 0.5035, top5_acc: 0.8863, loss_cls: 1.5704, loss: 1.5704, grad_norm: 0.8449 2021-03-26 18:36:13,123 - mmaction - INFO - Epoch [1][460/801] lr: 3.994e-01, eta: 5:42:41, time: 0.955, data_time: 0.133, memory: 9526, top1_acc: 0.5291, top5_acc: 0.8855, loss_cls: 1.5370, loss: 1.5370, grad_norm: 0.8342 2021-03-26 18:36:34,483 - mmaction - INFO - Epoch [1][480/801] lr: 3.994e-01, eta: 5:41:57, time: 1.067, data_time: 0.143, memory: 9526, top1_acc: 0.5381, top5_acc: 0.9010, loss_cls: 1.4455, loss: 1.4455, grad_norm: 0.8204 2021-03-26 18:36:56,518 - mmaction - INFO - Epoch [1][500/801] lr: 3.993e-01, eta: 5:41:40, time: 1.101, data_time: 0.001, memory: 9526, top1_acc: 0.5385, top5_acc: 0.9102, loss_cls: 1.4249, loss: 1.4249, grad_norm: 0.8642 2021-03-26 18:37:17,275 - mmaction - INFO - Epoch [1][520/801] lr: 3.993e-01, eta: 5:40:37, time: 1.038, data_time: 0.002, memory: 9526, top1_acc: 0.5547, top5_acc: 0.9012, loss_cls: 1.4485, loss: 1.4485, grad_norm: 0.8272 2021-03-26 18:37:37,813 - mmaction - INFO - Epoch [1][540/801] lr: 3.992e-01, eta: 5:39:31, time: 1.028, data_time: 0.002, memory: 9526, top1_acc: 0.5652, top5_acc: 0.9174, loss_cls: 1.3627, loss: 1.3627, grad_norm: 0.8091 2021-03-26 18:37:59,132 - mmaction - INFO - Epoch [1][560/801] lr: 3.992e-01, eta: 5:38:52, time: 1.065, data_time: 0.001, memory: 9526, top1_acc: 0.5793, top5_acc: 0.9201, loss_cls: 1.3297, loss: 1.3297, grad_norm: 0.8456 2021-03-26 18:38:19,270 - mmaction - INFO - Epoch [1][580/801] lr: 3.991e-01, eta: 5:37:38, time: 1.008, data_time: 0.002, memory: 9526, top1_acc: 0.5607, top5_acc: 0.9119, loss_cls: 1.3700, loss: 1.3700, grad_norm: 0.8559 2021-03-26 18:38:39,762 - mmaction - INFO - Epoch [1][600/801] lr: 3.990e-01, eta: 5:36:36, time: 1.023, data_time: 0.001, memory: 9526, top1_acc: 0.5727, top5_acc: 0.9230, loss_cls: 1.3375, loss: 1.3375, grad_norm: 0.8252 2021-03-26 18:38:59,644 - mmaction - INFO - Epoch [1][620/801] lr: 3.990e-01, eta: 5:35:21, time: 0.996, data_time: 0.002, memory: 9526, top1_acc: 0.5814, top5_acc: 0.9248, loss_cls: 1.3002, loss: 1.3002, grad_norm: 0.8193 2021-03-26 18:39:21,000 - mmaction - INFO - Epoch [1][640/801] lr: 3.989e-01, eta: 5:34:52, time: 1.068, data_time: 0.061, memory: 9526, top1_acc: 0.5844, top5_acc: 0.9256, loss_cls: 1.3065, loss: 1.3065, grad_norm: 0.8364 2021-03-26 18:39:41,367 - mmaction - INFO - Epoch [1][660/801] lr: 3.988e-01, eta: 5:33:54, time: 1.017, data_time: 0.000, memory: 9526, top1_acc: 0.5996, top5_acc: 0.9340, loss_cls: 1.2271, loss: 1.2271, grad_norm: 0.7815 2021-03-26 18:40:01,919 - mmaction - INFO - Epoch [1][680/801] lr: 3.988e-01, eta: 5:33:05, time: 1.029, data_time: 0.002, memory: 9526, top1_acc: 0.6027, top5_acc: 0.9340, loss_cls: 1.2310, loss: 1.2310, grad_norm: 0.8314 2021-03-26 18:40:23,881 - mmaction - INFO - Epoch [1][700/801] lr: 3.987e-01, eta: 5:32:54, time: 1.097, data_time: 0.268, memory: 9526, top1_acc: 0.5973, top5_acc: 0.9402, loss_cls: 1.2087, loss: 1.2087, grad_norm: 0.8250 2021-03-26 18:40:43,841 - mmaction - INFO - Epoch [1][720/801] lr: 3.986e-01, eta: 5:31:51, time: 0.998, data_time: 0.155, memory: 9526, top1_acc: 0.6240, top5_acc: 0.9389, loss_cls: 1.1689, loss: 1.1689, grad_norm: 0.8197 2021-03-26 18:41:04,238 - mmaction - INFO - Epoch [1][740/801] lr: 3.985e-01, eta: 5:31:01, time: 1.019, data_time: 0.046, memory: 9526, top1_acc: 0.6336, top5_acc: 0.9443, loss_cls: 1.1328, loss: 1.1328, grad_norm: 0.8230 2021-03-26 18:41:25,224 - mmaction - INFO - Epoch [1][760/801] lr: 3.985e-01, eta: 5:30:28, time: 1.051, data_time: 0.048, memory: 9526, top1_acc: 0.6377, top5_acc: 0.9443, loss_cls: 1.1453, loss: 1.1453, grad_norm: 0.8221 2021-03-26 18:41:45,747 - mmaction - INFO - Epoch [1][780/801] lr: 3.984e-01, eta: 5:29:43, time: 1.025, data_time: 0.001, memory: 9526, top1_acc: 0.6334, top5_acc: 0.9408, loss_cls: 1.1488, loss: 1.1488, grad_norm: 0.8434 2021-03-26 18:42:05,255 - mmaction - INFO - Epoch [1][800/801] lr: 3.983e-01, eta: 5:28:38, time: 0.977, data_time: 0.002, memory: 9526, top1_acc: 0.6396, top5_acc: 0.9494, loss_cls: 1.1008, loss: 1.1008, grad_norm: 0.7852 2021-03-26 18:42:06,545 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-03-26 18:43:01,279 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 18:43:01,342 - mmaction - INFO - top1_acc 0.4788 top5_acc 0.8402 2021-03-26 18:43:01,343 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 18:43:01,357 - mmaction - INFO - mean_acc 0.3316 2021-03-26 18:43:01,357 - mmaction - INFO - Now best checkpoint is epoch_1.pth 2021-03-26 18:43:01,391 - mmaction - INFO - Epoch(val) [1][801] top1_acc: 0.4788, top5_acc: 0.8402, mean_class_accuracy: 0.3316 2021-03-26 18:43:48,088 - mmaction - INFO - Epoch [2][20/801] lr: 3.982e-01, eta: 5:37:18, time: 2.333, data_time: 1.298, memory: 9526, top1_acc: 0.6311, top5_acc: 0.9451, loss_cls: 1.1234, loss: 1.1234, grad_norm: 0.8362 2021-03-26 18:44:07,805 - mmaction - INFO - Epoch [2][40/801] lr: 3.981e-01, eta: 5:36:06, time: 0.987, data_time: 0.004, memory: 9526, top1_acc: 0.6555, top5_acc: 0.9549, loss_cls: 1.0698, loss: 1.0698, grad_norm: 0.7950 2021-03-26 18:44:28,897 - mmaction - INFO - Epoch [2][60/801] lr: 3.980e-01, eta: 5:35:26, time: 1.054, data_time: 0.001, memory: 9526, top1_acc: 0.6625, top5_acc: 0.9537, loss_cls: 1.0303, loss: 1.0303, grad_norm: 0.7912 2021-03-26 18:44:50,593 - mmaction - INFO - Epoch [2][80/801] lr: 3.979e-01, eta: 5:35:00, time: 1.085, data_time: 0.001, memory: 9526, top1_acc: 0.6574, top5_acc: 0.9502, loss_cls: 1.0560, loss: 1.0560, grad_norm: 0.8831 2021-03-26 18:45:12,257 - mmaction - INFO - Epoch [2][100/801] lr: 3.978e-01, eta: 5:34:33, time: 1.084, data_time: 0.001, memory: 9526, top1_acc: 0.6738, top5_acc: 0.9596, loss_cls: 0.9924, loss: 0.9924, grad_norm: 0.7621 2021-03-26 18:45:31,293 - mmaction - INFO - Epoch [2][120/801] lr: 3.977e-01, eta: 5:33:13, time: 0.951, data_time: 0.004, memory: 9526, top1_acc: 0.6844, top5_acc: 0.9596, loss_cls: 0.9663, loss: 0.9663, grad_norm: 0.8500 2021-03-26 18:45:53,097 - mmaction - INFO - Epoch [2][140/801] lr: 3.976e-01, eta: 5:32:51, time: 1.091, data_time: 0.001, memory: 9526, top1_acc: 0.6654, top5_acc: 0.9564, loss_cls: 1.0262, loss: 1.0262, grad_norm: 0.8172 2021-03-26 18:46:14,823 - mmaction - INFO - Epoch [2][160/801] lr: 3.975e-01, eta: 5:32:27, time: 1.086, data_time: 0.000, memory: 9526, top1_acc: 0.6826, top5_acc: 0.9609, loss_cls: 0.9666, loss: 0.9666, grad_norm: 0.8126 2021-03-26 18:46:34,498 - mmaction - INFO - Epoch [2][180/801] lr: 3.974e-01, eta: 5:31:24, time: 0.982, data_time: 0.159, memory: 9526, top1_acc: 0.6807, top5_acc: 0.9592, loss_cls: 0.9736, loss: 0.9736, grad_norm: 0.8773 2021-03-26 18:46:56,977 - mmaction - INFO - Epoch [2][200/801] lr: 3.973e-01, eta: 5:31:15, time: 1.126, data_time: 0.003, memory: 9526, top1_acc: 0.6832, top5_acc: 0.9650, loss_cls: 0.9493, loss: 0.9493, grad_norm: 0.8146 2021-03-26 18:47:18,607 - mmaction - INFO - Epoch [2][220/801] lr: 3.972e-01, eta: 5:30:50, time: 1.081, data_time: 0.001, memory: 9526, top1_acc: 0.6791, top5_acc: 0.9590, loss_cls: 0.9782, loss: 0.9782, grad_norm: 0.9028 2021-03-26 18:47:40,391 - mmaction - INFO - Epoch [2][240/801] lr: 3.971e-01, eta: 5:30:28, time: 1.089, data_time: 0.001, memory: 9526, top1_acc: 0.6777, top5_acc: 0.9592, loss_cls: 0.9822, loss: 0.9822, grad_norm: 0.8438 2021-03-26 18:47:59,796 - mmaction - INFO - Epoch [2][260/801] lr: 3.970e-01, eta: 5:29:25, time: 0.969, data_time: 0.000, memory: 9526, top1_acc: 0.6762, top5_acc: 0.9631, loss_cls: 0.9772, loss: 0.9772, grad_norm: 0.8229 2021-03-26 18:48:22,104 - mmaction - INFO - Epoch [2][280/801] lr: 3.969e-01, eta: 5:29:12, time: 1.116, data_time: 0.001, memory: 9526, top1_acc: 0.6977, top5_acc: 0.9709, loss_cls: 0.8925, loss: 0.8925, grad_norm: 0.7945 2021-03-26 18:48:42,414 - mmaction - INFO - Epoch [2][300/801] lr: 3.968e-01, eta: 5:28:26, time: 1.014, data_time: 0.001, memory: 9526, top1_acc: 0.6863, top5_acc: 0.9592, loss_cls: 0.9554, loss: 0.9554, grad_norm: 0.8923 2021-03-26 18:49:02,271 - mmaction - INFO - Epoch [2][320/801] lr: 3.967e-01, eta: 5:27:34, time: 0.995, data_time: 0.002, memory: 9526, top1_acc: 0.6852, top5_acc: 0.9645, loss_cls: 0.9554, loss: 0.9554, grad_norm: 0.8506 2021-03-26 18:49:24,363 - mmaction - INFO - Epoch [2][340/801] lr: 3.965e-01, eta: 5:27:18, time: 1.105, data_time: 0.001, memory: 9526, top1_acc: 0.7082, top5_acc: 0.9676, loss_cls: 0.8841, loss: 0.8841, grad_norm: 0.8047 2021-03-26 18:49:44,845 - mmaction - INFO - Epoch [2][360/801] lr: 3.964e-01, eta: 5:26:37, time: 1.024, data_time: 0.001, memory: 9526, top1_acc: 0.7004, top5_acc: 0.9697, loss_cls: 0.8964, loss: 0.8964, grad_norm: 0.8467 2021-03-26 18:50:05,895 - mmaction - INFO - Epoch [2][380/801] lr: 3.963e-01, eta: 5:26:05, time: 1.052, data_time: 0.049, memory: 9526, top1_acc: 0.7086, top5_acc: 0.9691, loss_cls: 0.8876, loss: 0.8876, grad_norm: 0.8031 2021-03-26 18:50:25,781 - mmaction - INFO - Epoch [2][400/801] lr: 3.962e-01, eta: 5:25:17, time: 0.995, data_time: 0.002, memory: 9526, top1_acc: 0.7205, top5_acc: 0.9682, loss_cls: 0.8443, loss: 0.8443, grad_norm: 0.7796 2021-03-26 18:50:47,597 - mmaction - INFO - Epoch [2][420/801] lr: 3.960e-01, eta: 5:24:57, time: 1.090, data_time: 0.001, memory: 9526, top1_acc: 0.7158, top5_acc: 0.9688, loss_cls: 0.8651, loss: 0.8651, grad_norm: 0.8174 2021-03-26 18:51:08,403 - mmaction - INFO - Epoch [2][440/801] lr: 3.959e-01, eta: 5:24:23, time: 1.040, data_time: 0.001, memory: 9526, top1_acc: 0.7035, top5_acc: 0.9682, loss_cls: 0.8956, loss: 0.8956, grad_norm: 0.8183 2021-03-26 18:51:30,474 - mmaction - INFO - Epoch [2][460/801] lr: 3.958e-01, eta: 5:24:08, time: 1.103, data_time: 0.001, memory: 9526, top1_acc: 0.7314, top5_acc: 0.9725, loss_cls: 0.8375, loss: 0.8375, grad_norm: 0.7400 2021-03-26 18:51:49,397 - mmaction - INFO - Epoch [2][480/801] lr: 3.956e-01, eta: 5:23:08, time: 0.946, data_time: 0.001, memory: 9526, top1_acc: 0.7363, top5_acc: 0.9715, loss_cls: 0.8117, loss: 0.8117, grad_norm: 0.8245 2021-03-26 18:52:12,475 - mmaction - INFO - Epoch [2][500/801] lr: 3.955e-01, eta: 5:23:06, time: 1.154, data_time: 0.001, memory: 9526, top1_acc: 0.7195, top5_acc: 0.9719, loss_cls: 0.8379, loss: 0.8379, grad_norm: 0.8688 2021-03-26 18:52:30,197 - mmaction - INFO - Epoch [2][520/801] lr: 3.954e-01, eta: 5:21:51, time: 0.885, data_time: 0.001, memory: 9526, top1_acc: 0.7195, top5_acc: 0.9742, loss_cls: 0.8497, loss: 0.8497, grad_norm: 0.8561 2021-03-26 18:52:51,620 - mmaction - INFO - Epoch [2][540/801] lr: 3.952e-01, eta: 5:21:28, time: 1.071, data_time: 0.002, memory: 9526, top1_acc: 0.7154, top5_acc: 0.9680, loss_cls: 0.8595, loss: 0.8595, grad_norm: 0.8458 2021-03-26 18:53:13,504 - mmaction - INFO - Epoch [2][560/801] lr: 3.951e-01, eta: 5:21:11, time: 1.096, data_time: 0.002, memory: 9526, top1_acc: 0.7295, top5_acc: 0.9689, loss_cls: 0.8342, loss: 0.8342, grad_norm: 0.8214 2021-03-26 18:53:33,359 - mmaction - INFO - Epoch [2][580/801] lr: 3.949e-01, eta: 5:20:27, time: 0.992, data_time: 0.001, memory: 9526, top1_acc: 0.7309, top5_acc: 0.9715, loss_cls: 0.8424, loss: 0.8424, grad_norm: 0.8463 2021-03-26 18:53:54,028 - mmaction - INFO - Epoch [2][600/801] lr: 3.948e-01, eta: 5:19:54, time: 1.033, data_time: 0.002, memory: 9526, top1_acc: 0.7252, top5_acc: 0.9734, loss_cls: 0.8353, loss: 0.8353, grad_norm: 0.8315 2021-03-26 18:54:15,431 - mmaction - INFO - Epoch [2][620/801] lr: 3.946e-01, eta: 5:19:31, time: 1.070, data_time: 0.001, memory: 9526, top1_acc: 0.7406, top5_acc: 0.9703, loss_cls: 0.7933, loss: 0.7933, grad_norm: 0.7742 2021-03-26 18:54:34,983 - mmaction - INFO - Epoch [2][640/801] lr: 3.945e-01, eta: 5:18:45, time: 0.978, data_time: 0.001, memory: 9526, top1_acc: 0.7381, top5_acc: 0.9771, loss_cls: 0.7767, loss: 0.7767, grad_norm: 0.8089 2021-03-26 18:54:57,740 - mmaction - INFO - Epoch [2][660/801] lr: 3.943e-01, eta: 5:18:39, time: 1.138, data_time: 0.001, memory: 9526, top1_acc: 0.7441, top5_acc: 0.9758, loss_cls: 0.7797, loss: 0.7797, grad_norm: 0.8336 2021-03-26 18:55:19,782 - mmaction - INFO - Epoch [2][680/801] lr: 3.942e-01, eta: 5:18:23, time: 1.102, data_time: 0.001, memory: 9526, top1_acc: 0.7354, top5_acc: 0.9760, loss_cls: 0.7909, loss: 0.7909, grad_norm: 0.8071 2021-03-26 18:55:38,592 - mmaction - INFO - Epoch [2][700/801] lr: 3.940e-01, eta: 5:17:30, time: 0.941, data_time: 0.001, memory: 9526, top1_acc: 0.7521, top5_acc: 0.9750, loss_cls: 0.7647, loss: 0.7647, grad_norm: 0.8189 2021-03-26 18:56:00,344 - mmaction - INFO - Epoch [2][720/801] lr: 3.939e-01, eta: 5:17:10, time: 1.085, data_time: 0.000, memory: 9526, top1_acc: 0.7350, top5_acc: 0.9748, loss_cls: 0.8040, loss: 0.8040, grad_norm: 0.8590 2021-03-26 18:56:19,843 - mmaction - INFO - Epoch [2][740/801] lr: 3.937e-01, eta: 5:16:26, time: 0.977, data_time: 0.003, memory: 9526, top1_acc: 0.7455, top5_acc: 0.9773, loss_cls: 0.7813, loss: 0.7813, grad_norm: 0.8005 2021-03-26 18:56:42,818 - mmaction - INFO - Epoch [2][760/801] lr: 3.935e-01, eta: 5:16:22, time: 1.148, data_time: 0.001, memory: 9526, top1_acc: 0.7514, top5_acc: 0.9750, loss_cls: 0.7612, loss: 0.7612, grad_norm: 0.8074 2021-03-26 18:57:02,393 - mmaction - INFO - Epoch [2][780/801] lr: 3.934e-01, eta: 5:15:39, time: 0.979, data_time: 0.002, memory: 9526, top1_acc: 0.7426, top5_acc: 0.9725, loss_cls: 0.7945, loss: 0.7945, grad_norm: 0.8375 2021-03-26 18:57:21,856 - mmaction - INFO - Epoch [2][800/801] lr: 3.932e-01, eta: 5:14:56, time: 0.974, data_time: 0.002, memory: 9526, top1_acc: 0.7254, top5_acc: 0.9752, loss_cls: 0.8106, loss: 0.8106, grad_norm: 0.8478 2021-03-26 18:57:23,197 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-03-26 18:58:15,367 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 18:58:15,427 - mmaction - INFO - top1_acc 0.4586 top5_acc 0.7910 2021-03-26 18:58:15,427 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 18:58:15,441 - mmaction - INFO - mean_acc 0.2977 2021-03-26 18:58:15,442 - mmaction - INFO - Epoch(val) [2][801] top1_acc: 0.4586, top5_acc: 0.7910, mean_class_accuracy: 0.2977 2021-03-26 18:59:03,723 - mmaction - INFO - Epoch [3][20/801] lr: 3.930e-01, eta: 5:19:13, time: 2.414, data_time: 1.301, memory: 9526, top1_acc: 0.7078, top5_acc: 0.9672, loss_cls: 0.9095, loss: 0.9095, grad_norm: 0.8892 2021-03-26 18:59:24,864 - mmaction - INFO - Epoch [3][40/801] lr: 3.929e-01, eta: 5:18:44, time: 1.055, data_time: 0.058, memory: 9526, top1_acc: 0.7477, top5_acc: 0.9764, loss_cls: 0.7669, loss: 0.7669, grad_norm: 0.7580 2021-03-26 18:59:45,563 - mmaction - INFO - Epoch [3][60/801] lr: 3.927e-01, eta: 5:18:11, time: 1.037, data_time: 0.031, memory: 9526, top1_acc: 0.7586, top5_acc: 0.9785, loss_cls: 0.7294, loss: 0.7294, grad_norm: 0.7743 2021-03-26 19:00:05,368 - mmaction - INFO - Epoch [3][80/801] lr: 3.925e-01, eta: 5:17:29, time: 0.991, data_time: 0.001, memory: 9526, top1_acc: 0.7572, top5_acc: 0.9758, loss_cls: 0.7668, loss: 0.7668, grad_norm: 0.7922 2021-03-26 19:00:26,393 - mmaction - INFO - Epoch [3][100/801] lr: 3.923e-01, eta: 5:17:00, time: 1.050, data_time: 0.000, memory: 9526, top1_acc: 0.7453, top5_acc: 0.9768, loss_cls: 0.7648, loss: 0.7648, grad_norm: 0.8113 2021-03-26 19:00:47,359 - mmaction - INFO - Epoch [3][120/801] lr: 3.921e-01, eta: 5:16:31, time: 1.049, data_time: 0.002, memory: 9526, top1_acc: 0.7496, top5_acc: 0.9801, loss_cls: 0.7499, loss: 0.7499, grad_norm: 0.8116 2021-03-26 19:01:07,746 - mmaction - INFO - Epoch [3][140/801] lr: 3.920e-01, eta: 5:15:56, time: 1.018, data_time: 0.000, memory: 9526, top1_acc: 0.7535, top5_acc: 0.9768, loss_cls: 0.7560, loss: 0.7560, grad_norm: 0.8161 2021-03-26 19:01:30,083 - mmaction - INFO - Epoch [3][160/801] lr: 3.918e-01, eta: 5:15:41, time: 1.117, data_time: 0.005, memory: 9526, top1_acc: 0.7533, top5_acc: 0.9762, loss_cls: 0.7590, loss: 0.7590, grad_norm: 0.7962 2021-03-26 19:01:49,662 - mmaction - INFO - Epoch [3][180/801] lr: 3.916e-01, eta: 5:14:59, time: 0.981, data_time: 0.002, memory: 9526, top1_acc: 0.7566, top5_acc: 0.9787, loss_cls: 0.7483, loss: 0.7483, grad_norm: 0.8742 2021-03-26 19:02:10,650 - mmaction - INFO - Epoch [3][200/801] lr: 3.914e-01, eta: 5:14:30, time: 1.048, data_time: 0.001, memory: 9526, top1_acc: 0.7652, top5_acc: 0.9773, loss_cls: 0.7262, loss: 0.7262, grad_norm: 0.8430 2021-03-26 19:02:30,945 - mmaction - INFO - Epoch [3][220/801] lr: 3.912e-01, eta: 5:13:55, time: 1.015, data_time: 0.001, memory: 9526, top1_acc: 0.7674, top5_acc: 0.9777, loss_cls: 0.7101, loss: 0.7101, grad_norm: 0.7902 2021-03-26 19:02:51,162 - mmaction - INFO - Epoch [3][240/801] lr: 3.910e-01, eta: 5:13:20, time: 1.011, data_time: 0.001, memory: 9526, top1_acc: 0.7721, top5_acc: 0.9824, loss_cls: 0.7029, loss: 0.7029, grad_norm: 0.7937 2021-03-26 19:03:13,799 - mmaction - INFO - Epoch [3][260/801] lr: 3.908e-01, eta: 5:13:08, time: 1.132, data_time: 0.001, memory: 9526, top1_acc: 0.7549, top5_acc: 0.9785, loss_cls: 0.7344, loss: 0.7344, grad_norm: 0.8427 2021-03-26 19:03:33,717 - mmaction - INFO - Epoch [3][280/801] lr: 3.906e-01, eta: 5:12:30, time: 0.995, data_time: 0.001, memory: 9526, top1_acc: 0.7666, top5_acc: 0.9809, loss_cls: 0.7035, loss: 0.7035, grad_norm: 0.7885 2021-03-26 19:03:54,686 - mmaction - INFO - Epoch [3][300/801] lr: 3.904e-01, eta: 5:12:03, time: 1.049, data_time: 0.001, memory: 9526, top1_acc: 0.7658, top5_acc: 0.9783, loss_cls: 0.7297, loss: 0.7297, grad_norm: 0.8221 2021-03-26 19:04:14,535 - mmaction - INFO - Epoch [3][320/801] lr: 3.902e-01, eta: 5:11:25, time: 0.992, data_time: 0.000, memory: 9526, top1_acc: 0.7658, top5_acc: 0.9803, loss_cls: 0.7012, loss: 0.7012, grad_norm: 0.8172 2021-03-26 19:04:36,349 - mmaction - INFO - Epoch [3][340/801] lr: 3.900e-01, eta: 5:11:05, time: 1.089, data_time: 0.001, memory: 9526, top1_acc: 0.7746, top5_acc: 0.9791, loss_cls: 0.6847, loss: 0.6847, grad_norm: 0.7935 2021-03-26 19:04:56,905 - mmaction - INFO - Epoch [3][360/801] lr: 3.898e-01, eta: 5:10:35, time: 1.029, data_time: 0.191, memory: 9526, top1_acc: 0.7645, top5_acc: 0.9799, loss_cls: 0.7122, loss: 0.7122, grad_norm: 0.8475 2021-03-26 19:05:16,984 - mmaction - INFO - Epoch [3][380/801] lr: 3.896e-01, eta: 5:10:00, time: 1.004, data_time: 0.004, memory: 9526, top1_acc: 0.7529, top5_acc: 0.9760, loss_cls: 0.7489, loss: 0.7489, grad_norm: 0.8462 2021-03-26 19:05:39,701 - mmaction - INFO - Epoch [3][400/801] lr: 3.894e-01, eta: 5:09:48, time: 1.136, data_time: 0.164, memory: 9526, top1_acc: 0.7787, top5_acc: 0.9854, loss_cls: 0.6694, loss: 0.6694, grad_norm: 0.7912 2021-03-26 19:06:00,155 - mmaction - INFO - Epoch [3][420/801] lr: 3.892e-01, eta: 5:09:17, time: 1.021, data_time: 0.294, memory: 9526, top1_acc: 0.7877, top5_acc: 0.9846, loss_cls: 0.6574, loss: 0.6574, grad_norm: 0.7902 2021-03-26 19:06:19,583 - mmaction - INFO - Epoch [3][440/801] lr: 3.890e-01, eta: 5:08:38, time: 0.974, data_time: 0.091, memory: 9526, top1_acc: 0.7697, top5_acc: 0.9820, loss_cls: 0.6870, loss: 0.6870, grad_norm: 0.8391 2021-03-26 19:06:42,484 - mmaction - INFO - Epoch [3][460/801] lr: 3.888e-01, eta: 5:08:27, time: 1.145, data_time: 0.001, memory: 9526, top1_acc: 0.7773, top5_acc: 0.9809, loss_cls: 0.6743, loss: 0.6743, grad_norm: 0.7944 2021-03-26 19:07:02,390 - mmaction - INFO - Epoch [3][480/801] lr: 3.885e-01, eta: 5:07:52, time: 0.996, data_time: 0.001, memory: 9526, top1_acc: 0.7789, top5_acc: 0.9805, loss_cls: 0.6744, loss: 0.6744, grad_norm: 0.8237 2021-03-26 19:07:22,514 - mmaction - INFO - Epoch [3][500/801] lr: 3.883e-01, eta: 5:07:19, time: 1.006, data_time: 0.068, memory: 9526, top1_acc: 0.7889, top5_acc: 0.9850, loss_cls: 0.6366, loss: 0.6366, grad_norm: 0.7889 2021-03-26 19:07:44,020 - mmaction - INFO - Epoch [3][520/801] lr: 3.881e-01, eta: 5:06:57, time: 1.075, data_time: 0.014, memory: 9526, top1_acc: 0.7648, top5_acc: 0.9793, loss_cls: 0.7040, loss: 0.7040, grad_norm: 0.8680 2021-03-26 19:08:04,376 - mmaction - INFO - Epoch [3][540/801] lr: 3.879e-01, eta: 5:06:26, time: 1.018, data_time: 0.001, memory: 9526, top1_acc: 0.7861, top5_acc: 0.9844, loss_cls: 0.6414, loss: 0.6414, grad_norm: 0.7933 2021-03-26 19:08:26,700 - mmaction - INFO - Epoch [3][560/801] lr: 3.877e-01, eta: 5:06:10, time: 1.115, data_time: 0.001, memory: 9526, top1_acc: 0.7691, top5_acc: 0.9805, loss_cls: 0.6935, loss: 0.6935, grad_norm: 0.8486 2021-03-26 19:08:46,096 - mmaction - INFO - Epoch [3][580/801] lr: 3.874e-01, eta: 5:05:32, time: 0.970, data_time: 0.002, memory: 9526, top1_acc: 0.7744, top5_acc: 0.9805, loss_cls: 0.6858, loss: 0.6858, grad_norm: 0.7960 2021-03-26 19:09:08,662 - mmaction - INFO - Epoch [3][600/801] lr: 3.872e-01, eta: 5:05:19, time: 1.128, data_time: 0.002, memory: 9526, top1_acc: 0.7789, top5_acc: 0.9859, loss_cls: 0.6498, loss: 0.6498, grad_norm: 0.7824 2021-03-26 19:09:29,340 - mmaction - INFO - Epoch [3][620/801] lr: 3.870e-01, eta: 5:04:51, time: 1.035, data_time: 0.002, memory: 9526, top1_acc: 0.7709, top5_acc: 0.9812, loss_cls: 0.6776, loss: 0.6776, grad_norm: 0.8257 2021-03-26 19:09:48,423 - mmaction - INFO - Epoch [3][640/801] lr: 3.867e-01, eta: 5:04:11, time: 0.955, data_time: 0.001, memory: 9526, top1_acc: 0.7812, top5_acc: 0.9838, loss_cls: 0.6640, loss: 0.6640, grad_norm: 0.8449 2021-03-26 19:10:09,108 - mmaction - INFO - Epoch [3][660/801] lr: 3.865e-01, eta: 5:03:43, time: 1.033, data_time: 0.001, memory: 9526, top1_acc: 0.7867, top5_acc: 0.9861, loss_cls: 0.6367, loss: 0.6367, grad_norm: 0.7708 2021-03-26 19:10:30,175 - mmaction - INFO - Epoch [3][680/801] lr: 3.863e-01, eta: 5:03:19, time: 1.054, data_time: 0.162, memory: 9526, top1_acc: 0.8041, top5_acc: 0.9840, loss_cls: 0.6091, loss: 0.6091, grad_norm: 0.7458 2021-03-26 19:10:50,914 - mmaction - INFO - Epoch [3][700/801] lr: 3.860e-01, eta: 5:02:52, time: 1.037, data_time: 0.010, memory: 9526, top1_acc: 0.8043, top5_acc: 0.9861, loss_cls: 0.5876, loss: 0.5876, grad_norm: 0.7690 2021-03-26 19:11:12,947 - mmaction - INFO - Epoch [3][720/801] lr: 3.858e-01, eta: 5:02:35, time: 1.101, data_time: 0.001, memory: 9526, top1_acc: 0.7881, top5_acc: 0.9844, loss_cls: 0.6261, loss: 0.6261, grad_norm: 0.8235 2021-03-26 19:11:32,533 - mmaction - INFO - Epoch [3][740/801] lr: 3.855e-01, eta: 5:01:59, time: 0.978, data_time: 0.001, memory: 9526, top1_acc: 0.7838, top5_acc: 0.9830, loss_cls: 0.6475, loss: 0.6475, grad_norm: 0.8372 2021-03-26 19:11:53,179 - mmaction - INFO - Epoch [3][760/801] lr: 3.853e-01, eta: 5:01:32, time: 1.032, data_time: 0.006, memory: 9526, top1_acc: 0.7910, top5_acc: 0.9854, loss_cls: 0.6366, loss: 0.6366, grad_norm: 0.7878 2021-03-26 19:12:13,298 - mmaction - INFO - Epoch [3][780/801] lr: 3.850e-01, eta: 5:01:01, time: 1.007, data_time: 0.128, memory: 9526, top1_acc: 0.7896, top5_acc: 0.9850, loss_cls: 0.6451, loss: 0.6451, grad_norm: 0.8421 2021-03-26 19:12:34,119 - mmaction - INFO - Epoch [3][800/801] lr: 3.848e-01, eta: 5:00:35, time: 1.042, data_time: 0.001, memory: 9526, top1_acc: 0.7937, top5_acc: 0.9814, loss_cls: 0.6363, loss: 0.6363, grad_norm: 0.8190 2021-03-26 19:12:35,385 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-03-26 19:13:27,744 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 19:13:27,806 - mmaction - INFO - top1_acc 0.0962 top5_acc 0.2517 2021-03-26 19:13:27,807 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 19:13:27,821 - mmaction - INFO - mean_acc 0.0660 2021-03-26 19:13:27,823 - mmaction - INFO - Epoch(val) [3][801] top1_acc: 0.0962, top5_acc: 0.2517, mean_class_accuracy: 0.0660 2021-03-26 19:14:13,536 - mmaction - INFO - Epoch [4][20/801] lr: 3.845e-01, eta: 5:02:54, time: 2.285, data_time: 1.182, memory: 9526, top1_acc: 0.7578, top5_acc: 0.9805, loss_cls: 0.7368, loss: 0.7368, grad_norm: 0.9371 2021-03-26 19:14:35,854 - mmaction - INFO - Epoch [4][40/801] lr: 3.843e-01, eta: 5:02:36, time: 1.115, data_time: 0.003, memory: 9526, top1_acc: 0.7672, top5_acc: 0.9775, loss_cls: 0.7025, loss: 0.7025, grad_norm: 0.8568 2021-03-26 19:14:56,162 - mmaction - INFO - Epoch [4][60/801] lr: 3.840e-01, eta: 5:02:06, time: 1.016, data_time: 0.002, memory: 9526, top1_acc: 0.7744, top5_acc: 0.9828, loss_cls: 0.6747, loss: 0.6747, grad_norm: 0.8310 2021-03-26 19:15:17,513 - mmaction - INFO - Epoch [4][80/801] lr: 3.838e-01, eta: 5:01:42, time: 1.068, data_time: 0.001, memory: 9526, top1_acc: 0.7904, top5_acc: 0.9836, loss_cls: 0.6260, loss: 0.6260, grad_norm: 0.7749 2021-03-26 19:15:37,383 - mmaction - INFO - Epoch [4][100/801] lr: 3.835e-01, eta: 5:01:09, time: 0.993, data_time: 0.001, memory: 9526, top1_acc: 0.7988, top5_acc: 0.9879, loss_cls: 0.5981, loss: 0.5981, grad_norm: 0.7737 2021-03-26 19:15:57,589 - mmaction - INFO - Epoch [4][120/801] lr: 3.833e-01, eta: 5:00:38, time: 1.009, data_time: 0.143, memory: 9526, top1_acc: 0.7945, top5_acc: 0.9842, loss_cls: 0.6143, loss: 0.6143, grad_norm: 0.7823 2021-03-26 19:16:17,636 - mmaction - INFO - Epoch [4][140/801] lr: 3.830e-01, eta: 5:00:06, time: 1.003, data_time: 0.002, memory: 9526, top1_acc: 0.7973, top5_acc: 0.9840, loss_cls: 0.6218, loss: 0.6218, grad_norm: 0.8181 2021-03-26 19:16:38,660 - mmaction - INFO - Epoch [4][160/801] lr: 3.827e-01, eta: 4:59:41, time: 1.050, data_time: 0.001, memory: 9526, top1_acc: 0.7988, top5_acc: 0.9863, loss_cls: 0.5985, loss: 0.5985, grad_norm: 0.7854 2021-03-26 19:16:58,665 - mmaction - INFO - Epoch [4][180/801] lr: 3.825e-01, eta: 4:59:09, time: 1.001, data_time: 0.002, memory: 9526, top1_acc: 0.8078, top5_acc: 0.9840, loss_cls: 0.5976, loss: 0.5976, grad_norm: 0.7963 2021-03-26 19:17:20,596 - mmaction - INFO - Epoch [4][200/801] lr: 3.822e-01, eta: 4:58:50, time: 1.097, data_time: 0.001, memory: 9526, top1_acc: 0.8006, top5_acc: 0.9859, loss_cls: 0.6105, loss: 0.6105, grad_norm: 0.7957 2021-03-26 19:17:40,076 - mmaction - INFO - Epoch [4][220/801] lr: 3.819e-01, eta: 4:58:15, time: 0.974, data_time: 0.001, memory: 9526, top1_acc: 0.7832, top5_acc: 0.9838, loss_cls: 0.6564, loss: 0.6564, grad_norm: 0.8677 2021-03-26 19:17:59,726 - mmaction - INFO - Epoch [4][240/801] lr: 3.816e-01, eta: 4:57:41, time: 0.981, data_time: 0.001, memory: 9526, top1_acc: 0.8020, top5_acc: 0.9838, loss_cls: 0.6046, loss: 0.6046, grad_norm: 0.7862 2021-03-26 19:18:21,742 - mmaction - INFO - Epoch [4][260/801] lr: 3.814e-01, eta: 4:57:23, time: 1.103, data_time: 0.003, memory: 9526, top1_acc: 0.8076, top5_acc: 0.9852, loss_cls: 0.5973, loss: 0.5973, grad_norm: 0.7950 2021-03-26 19:18:43,159 - mmaction - INFO - Epoch [4][280/801] lr: 3.811e-01, eta: 4:57:01, time: 1.071, data_time: 0.001, memory: 9526, top1_acc: 0.8012, top5_acc: 0.9850, loss_cls: 0.6069, loss: 0.6069, grad_norm: 0.7879 2021-03-26 19:19:04,668 - mmaction - INFO - Epoch [4][300/801] lr: 3.808e-01, eta: 4:56:39, time: 1.076, data_time: 0.001, memory: 9526, top1_acc: 0.8053, top5_acc: 0.9867, loss_cls: 0.5775, loss: 0.5775, grad_norm: 0.7580 2021-03-26 19:19:24,247 - mmaction - INFO - Epoch [4][320/801] lr: 3.805e-01, eta: 4:56:05, time: 0.978, data_time: 0.001, memory: 9526, top1_acc: 0.7979, top5_acc: 0.9844, loss_cls: 0.6089, loss: 0.6089, grad_norm: 0.8372 2021-03-26 19:19:46,419 - mmaction - INFO - Epoch [4][340/801] lr: 3.803e-01, eta: 4:55:48, time: 1.110, data_time: 0.002, memory: 9526, top1_acc: 0.8174, top5_acc: 0.9881, loss_cls: 0.5673, loss: 0.5673, grad_norm: 0.7754 2021-03-26 19:20:07,169 - mmaction - INFO - Epoch [4][360/801] lr: 3.800e-01, eta: 4:55:21, time: 1.037, data_time: 0.001, memory: 9526, top1_acc: 0.8115, top5_acc: 0.9859, loss_cls: 0.5813, loss: 0.5813, grad_norm: 0.7906 2021-03-26 19:20:25,732 - mmaction - INFO - Epoch [4][380/801] lr: 3.797e-01, eta: 4:54:42, time: 0.927, data_time: 0.001, memory: 9526, top1_acc: 0.7990, top5_acc: 0.9832, loss_cls: 0.6216, loss: 0.6216, grad_norm: 0.8884 2021-03-26 19:20:46,857 - mmaction - INFO - Epoch [4][400/801] lr: 3.794e-01, eta: 4:54:19, time: 1.058, data_time: 0.002, memory: 9526, top1_acc: 0.8043, top5_acc: 0.9865, loss_cls: 0.6042, loss: 0.6042, grad_norm: 0.8176 2021-03-26 19:21:07,002 - mmaction - INFO - Epoch [4][420/801] lr: 3.791e-01, eta: 4:53:49, time: 1.007, data_time: 0.001, memory: 9526, top1_acc: 0.8059, top5_acc: 0.9846, loss_cls: 0.5928, loss: 0.5928, grad_norm: 0.8171 2021-03-26 19:21:28,149 - mmaction - INFO - Epoch [4][440/801] lr: 3.788e-01, eta: 4:53:25, time: 1.056, data_time: 0.001, memory: 9526, top1_acc: 0.7885, top5_acc: 0.9855, loss_cls: 0.6202, loss: 0.6202, grad_norm: 0.8059 2021-03-26 19:21:47,910 - mmaction - INFO - Epoch [4][460/801] lr: 3.785e-01, eta: 4:52:54, time: 0.988, data_time: 0.002, memory: 9526, top1_acc: 0.8063, top5_acc: 0.9852, loss_cls: 0.5936, loss: 0.5936, grad_norm: 0.8180 2021-03-26 19:22:08,409 - mmaction - INFO - Epoch [4][480/801] lr: 3.782e-01, eta: 4:52:27, time: 1.025, data_time: 0.002, memory: 9526, top1_acc: 0.8021, top5_acc: 0.9850, loss_cls: 0.6072, loss: 0.6072, grad_norm: 0.8309 2021-03-26 19:22:29,874 - mmaction - INFO - Epoch [4][500/801] lr: 3.779e-01, eta: 4:52:06, time: 1.075, data_time: 0.002, memory: 9526, top1_acc: 0.8203, top5_acc: 0.9867, loss_cls: 0.5682, loss: 0.5682, grad_norm: 0.7968 2021-03-26 19:22:50,505 - mmaction - INFO - Epoch [4][520/801] lr: 3.776e-01, eta: 4:51:39, time: 1.031, data_time: 0.001, memory: 9526, top1_acc: 0.8016, top5_acc: 0.9830, loss_cls: 0.6184, loss: 0.6184, grad_norm: 0.8450 2021-03-26 19:23:10,320 - mmaction - INFO - Epoch [4][540/801] lr: 3.773e-01, eta: 4:51:09, time: 0.991, data_time: 0.001, memory: 9526, top1_acc: 0.7975, top5_acc: 0.9832, loss_cls: 0.6151, loss: 0.6151, grad_norm: 0.8237 2021-03-26 19:23:33,026 - mmaction - INFO - Epoch [4][560/801] lr: 3.770e-01, eta: 4:50:54, time: 1.134, data_time: 0.001, memory: 9526, top1_acc: 0.8094, top5_acc: 0.9855, loss_cls: 0.5963, loss: 0.5963, grad_norm: 0.7706 2021-03-26 19:23:52,061 - mmaction - INFO - Epoch [4][580/801] lr: 3.767e-01, eta: 4:50:19, time: 0.953, data_time: 0.003, memory: 9526, top1_acc: 0.8092, top5_acc: 0.9852, loss_cls: 0.5742, loss: 0.5742, grad_norm: 0.8062 2021-03-26 19:24:12,537 - mmaction - INFO - Epoch [4][600/801] lr: 3.764e-01, eta: 4:49:53, time: 1.025, data_time: 0.083, memory: 9526, top1_acc: 0.8094, top5_acc: 0.9875, loss_cls: 0.5643, loss: 0.5643, grad_norm: 0.7799 2021-03-26 19:24:34,193 - mmaction - INFO - Epoch [4][620/801] lr: 3.761e-01, eta: 4:49:32, time: 1.082, data_time: 0.023, memory: 9526, top1_acc: 0.8078, top5_acc: 0.9824, loss_cls: 0.6033, loss: 0.6033, grad_norm: 0.8344 2021-03-26 19:24:53,694 - mmaction - INFO - Epoch [4][640/801] lr: 3.758e-01, eta: 4:49:01, time: 0.975, data_time: 0.001, memory: 9526, top1_acc: 0.7924, top5_acc: 0.9877, loss_cls: 0.6133, loss: 0.6133, grad_norm: 0.8476 2021-03-26 19:25:15,379 - mmaction - INFO - Epoch [4][660/801] lr: 3.755e-01, eta: 4:48:40, time: 1.084, data_time: 0.001, memory: 9526, top1_acc: 0.8148, top5_acc: 0.9869, loss_cls: 0.5667, loss: 0.5667, grad_norm: 0.7880 2021-03-26 19:25:34,425 - mmaction - INFO - Epoch [4][680/801] lr: 3.752e-01, eta: 4:48:07, time: 0.953, data_time: 0.001, memory: 9526, top1_acc: 0.8156, top5_acc: 0.9875, loss_cls: 0.5459, loss: 0.5459, grad_norm: 0.7908 2021-03-26 19:25:56,742 - mmaction - INFO - Epoch [4][700/801] lr: 3.748e-01, eta: 4:47:50, time: 1.116, data_time: 0.028, memory: 9526, top1_acc: 0.8104, top5_acc: 0.9850, loss_cls: 0.5767, loss: 0.5767, grad_norm: 0.8104 2021-03-26 19:26:17,141 - mmaction - INFO - Epoch [4][720/801] lr: 3.745e-01, eta: 4:47:23, time: 1.020, data_time: 0.006, memory: 9526, top1_acc: 0.8197, top5_acc: 0.9850, loss_cls: 0.5515, loss: 0.5515, grad_norm: 0.7799 2021-03-26 19:26:37,720 - mmaction - INFO - Epoch [4][740/801] lr: 3.742e-01, eta: 4:46:57, time: 1.029, data_time: 0.001, memory: 9526, top1_acc: 0.8107, top5_acc: 0.9879, loss_cls: 0.5758, loss: 0.5758, grad_norm: 0.8197 2021-03-26 19:26:58,096 - mmaction - INFO - Epoch [4][760/801] lr: 3.739e-01, eta: 4:46:30, time: 1.017, data_time: 0.001, memory: 9526, top1_acc: 0.8223, top5_acc: 0.9865, loss_cls: 0.5288, loss: 0.5288, grad_norm: 0.7518 2021-03-26 19:27:17,787 - mmaction - INFO - Epoch [4][780/801] lr: 3.736e-01, eta: 4:46:00, time: 0.985, data_time: 0.003, memory: 9526, top1_acc: 0.8297, top5_acc: 0.9883, loss_cls: 0.5270, loss: 0.5270, grad_norm: 0.8003 2021-03-26 19:27:36,316 - mmaction - INFO - Epoch [4][800/801] lr: 3.732e-01, eta: 4:45:25, time: 0.928, data_time: 0.026, memory: 9526, top1_acc: 0.8236, top5_acc: 0.9850, loss_cls: 0.5451, loss: 0.5451, grad_norm: 0.7872 2021-03-26 19:27:37,642 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-03-26 19:28:31,834 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 19:28:31,901 - mmaction - INFO - top1_acc 0.6967 top5_acc 0.9450 2021-03-26 19:28:31,901 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 19:28:31,915 - mmaction - INFO - mean_acc 0.6152 2021-03-26 19:28:31,916 - mmaction - INFO - Now best checkpoint is epoch_4.pth 2021-03-26 19:28:31,940 - mmaction - INFO - Epoch(val) [4][801] top1_acc: 0.6967, top5_acc: 0.9450, mean_class_accuracy: 0.6152 2021-03-26 19:29:22,514 - mmaction - INFO - Epoch [5][20/801] lr: 3.729e-01, eta: 4:47:22, time: 2.528, data_time: 1.392, memory: 9526, top1_acc: 0.8000, top5_acc: 0.9842, loss_cls: 0.6190, loss: 0.6190, grad_norm: 0.9203 2021-03-26 19:29:41,126 - mmaction - INFO - Epoch [5][40/801] lr: 3.726e-01, eta: 4:46:46, time: 0.930, data_time: 0.004, memory: 9526, top1_acc: 0.8184, top5_acc: 0.9887, loss_cls: 0.5631, loss: 0.5631, grad_norm: 0.8186 2021-03-26 19:30:02,258 - mmaction - INFO - Epoch [5][60/801] lr: 3.722e-01, eta: 4:46:22, time: 1.055, data_time: 0.002, memory: 9526, top1_acc: 0.8100, top5_acc: 0.9891, loss_cls: 0.5658, loss: 0.5658, grad_norm: 0.8275 2021-03-26 19:30:24,682 - mmaction - INFO - Epoch [5][80/801] lr: 3.719e-01, eta: 4:46:05, time: 1.123, data_time: 0.003, memory: 9526, top1_acc: 0.8240, top5_acc: 0.9871, loss_cls: 0.5497, loss: 0.5497, grad_norm: 0.7956 2021-03-26 19:30:43,735 - mmaction - INFO - Epoch [5][100/801] lr: 3.716e-01, eta: 4:45:31, time: 0.950, data_time: 0.001, memory: 9526, top1_acc: 0.8250, top5_acc: 0.9875, loss_cls: 0.5364, loss: 0.5364, grad_norm: 0.7883 2021-03-26 19:31:03,651 - mmaction - INFO - Epoch [5][120/801] lr: 3.712e-01, eta: 4:45:02, time: 0.996, data_time: 0.204, memory: 9526, top1_acc: 0.8164, top5_acc: 0.9861, loss_cls: 0.5535, loss: 0.5535, grad_norm: 0.8171 2021-03-26 19:31:23,277 - mmaction - INFO - Epoch [5][140/801] lr: 3.709e-01, eta: 4:44:32, time: 0.983, data_time: 0.063, memory: 9526, top1_acc: 0.7955, top5_acc: 0.9865, loss_cls: 0.6130, loss: 0.6130, grad_norm: 0.8958 2021-03-26 19:31:44,288 - mmaction - INFO - Epoch [5][160/801] lr: 3.705e-01, eta: 4:44:08, time: 1.049, data_time: 0.001, memory: 9526, top1_acc: 0.8227, top5_acc: 0.9869, loss_cls: 0.5452, loss: 0.5452, grad_norm: 0.7947 2021-03-26 19:32:05,775 - mmaction - INFO - Epoch [5][180/801] lr: 3.702e-01, eta: 4:43:47, time: 1.076, data_time: 0.194, memory: 9526, top1_acc: 0.8295, top5_acc: 0.9883, loss_cls: 0.5262, loss: 0.5262, grad_norm: 0.7645 2021-03-26 19:32:25,542 - mmaction - INFO - Epoch [5][200/801] lr: 3.699e-01, eta: 4:43:17, time: 0.988, data_time: 0.235, memory: 9526, top1_acc: 0.8189, top5_acc: 0.9871, loss_cls: 0.5568, loss: 0.5568, grad_norm: 0.8358 2021-03-26 19:32:46,291 - mmaction - INFO - Epoch [5][220/801] lr: 3.695e-01, eta: 4:42:52, time: 1.035, data_time: 0.126, memory: 9526, top1_acc: 0.8258, top5_acc: 0.9889, loss_cls: 0.5358, loss: 0.5358, grad_norm: 0.7927 2021-03-26 19:33:06,473 - mmaction - INFO - Epoch [5][240/801] lr: 3.692e-01, eta: 4:42:25, time: 1.012, data_time: 0.094, memory: 9526, top1_acc: 0.8195, top5_acc: 0.9877, loss_cls: 0.5459, loss: 0.5459, grad_norm: 0.8039 2021-03-26 19:33:25,260 - mmaction - INFO - Epoch [5][260/801] lr: 3.688e-01, eta: 4:41:51, time: 0.939, data_time: 0.018, memory: 9526, top1_acc: 0.8330, top5_acc: 0.9900, loss_cls: 0.4976, loss: 0.4976, grad_norm: 0.7904 2021-03-26 19:33:46,936 - mmaction - INFO - Epoch [5][280/801] lr: 3.685e-01, eta: 4:41:30, time: 1.082, data_time: 0.000, memory: 9526, top1_acc: 0.8355, top5_acc: 0.9887, loss_cls: 0.5071, loss: 0.5071, grad_norm: 0.7947 2021-03-26 19:34:07,229 - mmaction - INFO - Epoch [5][300/801] lr: 3.681e-01, eta: 4:41:04, time: 1.016, data_time: 0.002, memory: 9526, top1_acc: 0.8338, top5_acc: 0.9891, loss_cls: 0.5177, loss: 0.5177, grad_norm: 0.7926 2021-03-26 19:34:27,552 - mmaction - INFO - Epoch [5][320/801] lr: 3.678e-01, eta: 4:40:37, time: 1.016, data_time: 0.000, memory: 9526, top1_acc: 0.8268, top5_acc: 0.9885, loss_cls: 0.5381, loss: 0.5381, grad_norm: 0.8100 2021-03-26 19:34:48,360 - mmaction - INFO - Epoch [5][340/801] lr: 3.674e-01, eta: 4:40:13, time: 1.041, data_time: 0.001, memory: 9526, top1_acc: 0.8326, top5_acc: 0.9879, loss_cls: 0.5220, loss: 0.5220, grad_norm: 0.7819 2021-03-26 19:35:10,237 - mmaction - INFO - Epoch [5][360/801] lr: 3.670e-01, eta: 4:39:53, time: 1.093, data_time: 0.001, memory: 9526, top1_acc: 0.8260, top5_acc: 0.9889, loss_cls: 0.5274, loss: 0.5274, grad_norm: 0.8008 2021-03-26 19:35:29,930 - mmaction - INFO - Epoch [5][380/801] lr: 3.667e-01, eta: 4:39:24, time: 0.985, data_time: 0.001, memory: 9526, top1_acc: 0.8268, top5_acc: 0.9883, loss_cls: 0.5370, loss: 0.5370, grad_norm: 0.8114 2021-03-26 19:35:50,093 - mmaction - INFO - Epoch [5][400/801] lr: 3.663e-01, eta: 4:38:57, time: 1.006, data_time: 0.011, memory: 9526, top1_acc: 0.8215, top5_acc: 0.9869, loss_cls: 0.5282, loss: 0.5282, grad_norm: 0.7634 2021-03-26 19:36:11,244 - mmaction - INFO - Epoch [5][420/801] lr: 3.660e-01, eta: 4:38:35, time: 1.060, data_time: 0.003, memory: 9526, top1_acc: 0.8307, top5_acc: 0.9887, loss_cls: 0.5158, loss: 0.5158, grad_norm: 0.8027 2021-03-26 19:36:31,363 - mmaction - INFO - Epoch [5][440/801] lr: 3.656e-01, eta: 4:38:08, time: 1.006, data_time: 0.054, memory: 9526, top1_acc: 0.8445, top5_acc: 0.9895, loss_cls: 0.4881, loss: 0.4881, grad_norm: 0.8016 2021-03-26 19:36:51,876 - mmaction - INFO - Epoch [5][460/801] lr: 3.652e-01, eta: 4:37:42, time: 1.025, data_time: 0.078, memory: 9526, top1_acc: 0.8342, top5_acc: 0.9887, loss_cls: 0.5210, loss: 0.5210, grad_norm: 0.8019 2021-03-26 19:37:13,131 - mmaction - INFO - Epoch [5][480/801] lr: 3.649e-01, eta: 4:37:20, time: 1.063, data_time: 0.001, memory: 9526, top1_acc: 0.8363, top5_acc: 0.9879, loss_cls: 0.5037, loss: 0.5037, grad_norm: 0.7712 2021-03-26 19:37:32,889 - mmaction - INFO - Epoch [5][500/801] lr: 3.645e-01, eta: 4:36:52, time: 0.988, data_time: 0.001, memory: 9526, top1_acc: 0.8252, top5_acc: 0.9887, loss_cls: 0.5324, loss: 0.5324, grad_norm: 0.8755 2021-03-26 19:37:54,459 - mmaction - INFO - Epoch [5][520/801] lr: 3.641e-01, eta: 4:36:31, time: 1.078, data_time: 0.000, memory: 9526, top1_acc: 0.8217, top5_acc: 0.9848, loss_cls: 0.5523, loss: 0.5523, grad_norm: 0.8560 2021-03-26 19:38:16,385 - mmaction - INFO - Epoch [5][540/801] lr: 3.637e-01, eta: 4:36:12, time: 1.095, data_time: 0.001, memory: 9526, top1_acc: 0.8273, top5_acc: 0.9867, loss_cls: 0.5377, loss: 0.5377, grad_norm: 0.8306 2021-03-26 19:38:37,586 - mmaction - INFO - Epoch [5][560/801] lr: 3.634e-01, eta: 4:35:50, time: 1.061, data_time: 0.001, memory: 9526, top1_acc: 0.8289, top5_acc: 0.9908, loss_cls: 0.5183, loss: 0.5183, grad_norm: 0.8126 2021-03-26 19:38:56,082 - mmaction - INFO - Epoch [5][580/801] lr: 3.630e-01, eta: 4:35:16, time: 0.922, data_time: 0.001, memory: 9526, top1_acc: 0.8291, top5_acc: 0.9873, loss_cls: 0.5170, loss: 0.5170, grad_norm: 0.7918 2021-03-26 19:39:17,676 - mmaction - INFO - Epoch [5][600/801] lr: 3.626e-01, eta: 4:34:56, time: 1.082, data_time: 0.004, memory: 9526, top1_acc: 0.8273, top5_acc: 0.9869, loss_cls: 0.5312, loss: 0.5312, grad_norm: 0.8663 2021-03-26 19:39:39,077 - mmaction - INFO - Epoch [5][620/801] lr: 3.622e-01, eta: 4:34:34, time: 1.070, data_time: 0.001, memory: 9526, top1_acc: 0.8254, top5_acc: 0.9871, loss_cls: 0.5415, loss: 0.5415, grad_norm: 0.8349 2021-03-26 19:39:58,823 - mmaction - INFO - Epoch [5][640/801] lr: 3.618e-01, eta: 4:34:06, time: 0.986, data_time: 0.001, memory: 9526, top1_acc: 0.8209, top5_acc: 0.9869, loss_cls: 0.5446, loss: 0.5446, grad_norm: 0.8388 2021-03-26 19:40:19,694 - mmaction - INFO - Epoch [5][660/801] lr: 3.615e-01, eta: 4:33:43, time: 1.045, data_time: 0.002, memory: 9526, top1_acc: 0.8273, top5_acc: 0.9883, loss_cls: 0.5274, loss: 0.5274, grad_norm: 0.8376 2021-03-26 19:40:41,393 - mmaction - INFO - Epoch [5][680/801] lr: 3.611e-01, eta: 4:33:23, time: 1.085, data_time: 0.000, memory: 9526, top1_acc: 0.8336, top5_acc: 0.9861, loss_cls: 0.5221, loss: 0.5221, grad_norm: 0.8562 2021-03-26 19:41:01,163 - mmaction - INFO - Epoch [5][700/801] lr: 3.607e-01, eta: 4:32:55, time: 0.988, data_time: 0.001, memory: 9526, top1_acc: 0.8281, top5_acc: 0.9887, loss_cls: 0.5285, loss: 0.5285, grad_norm: 0.8056 2021-03-26 19:41:23,636 - mmaction - INFO - Epoch [5][720/801] lr: 3.603e-01, eta: 4:32:38, time: 1.124, data_time: 0.001, memory: 9526, top1_acc: 0.8379, top5_acc: 0.9895, loss_cls: 0.5082, loss: 0.5082, grad_norm: 0.7966 2021-03-26 19:41:43,780 - mmaction - INFO - Epoch [5][740/801] lr: 3.599e-01, eta: 4:32:12, time: 1.007, data_time: 0.039, memory: 9526, top1_acc: 0.8262, top5_acc: 0.9850, loss_cls: 0.5414, loss: 0.5414, grad_norm: 0.8133 2021-03-26 19:42:05,727 - mmaction - INFO - Epoch [5][760/801] lr: 3.595e-01, eta: 4:31:52, time: 1.095, data_time: 0.090, memory: 9526, top1_acc: 0.8297, top5_acc: 0.9873, loss_cls: 0.5192, loss: 0.5192, grad_norm: 0.7880 2021-03-26 19:42:26,543 - mmaction - INFO - Epoch [5][780/801] lr: 3.591e-01, eta: 4:31:29, time: 1.043, data_time: 0.003, memory: 9526, top1_acc: 0.8250, top5_acc: 0.9881, loss_cls: 0.5170, loss: 0.5170, grad_norm: 0.8142 2021-03-26 19:42:44,337 - mmaction - INFO - Epoch [5][800/801] lr: 3.587e-01, eta: 4:30:54, time: 0.890, data_time: 0.001, memory: 9526, top1_acc: 0.8303, top5_acc: 0.9908, loss_cls: 0.5130, loss: 0.5130, grad_norm: 0.7975 2021-03-26 19:42:45,805 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-03-26 19:43:38,334 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 19:43:38,396 - mmaction - INFO - top1_acc 0.2312 top5_acc 0.3753 2021-03-26 19:43:38,396 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 19:43:38,409 - mmaction - INFO - mean_acc 0.1690 2021-03-26 19:43:38,411 - mmaction - INFO - Epoch(val) [5][801] top1_acc: 0.2312, top5_acc: 0.3753, mean_class_accuracy: 0.1690 2021-03-26 19:44:26,680 - mmaction - INFO - Epoch [6][20/801] lr: 3.583e-01, eta: 4:32:09, time: 2.411, data_time: 1.182, memory: 9526, top1_acc: 0.8129, top5_acc: 0.9883, loss_cls: 0.5586, loss: 0.5586, grad_norm: 0.8357 2021-03-26 19:44:47,313 - mmaction - INFO - Epoch [6][40/801] lr: 3.579e-01, eta: 4:31:44, time: 1.034, data_time: 0.179, memory: 9526, top1_acc: 0.8270, top5_acc: 0.9873, loss_cls: 0.5331, loss: 0.5331, grad_norm: 0.8033 2021-03-26 19:45:06,995 - mmaction - INFO - Epoch [6][60/801] lr: 3.575e-01, eta: 4:31:16, time: 0.983, data_time: 0.012, memory: 9526, top1_acc: 0.8391, top5_acc: 0.9891, loss_cls: 0.4957, loss: 0.4957, grad_norm: 0.7969 2021-03-26 19:45:26,603 - mmaction - INFO - Epoch [6][80/801] lr: 3.571e-01, eta: 4:30:48, time: 0.980, data_time: 0.002, memory: 9526, top1_acc: 0.8287, top5_acc: 0.9873, loss_cls: 0.5318, loss: 0.5318, grad_norm: 0.8913 2021-03-26 19:45:47,565 - mmaction - INFO - Epoch [6][100/801] lr: 3.567e-01, eta: 4:30:24, time: 1.047, data_time: 0.002, memory: 9526, top1_acc: 0.8314, top5_acc: 0.9865, loss_cls: 0.5307, loss: 0.5307, grad_norm: 0.8008 2021-03-26 19:46:08,277 - mmaction - INFO - Epoch [6][120/801] lr: 3.563e-01, eta: 4:30:00, time: 1.038, data_time: 0.003, memory: 9526, top1_acc: 0.8342, top5_acc: 0.9881, loss_cls: 0.5119, loss: 0.5119, grad_norm: 0.7998 2021-03-26 19:46:28,253 - mmaction - INFO - Epoch [6][140/801] lr: 3.559e-01, eta: 4:29:33, time: 0.998, data_time: 0.019, memory: 9526, top1_acc: 0.8365, top5_acc: 0.9879, loss_cls: 0.4978, loss: 0.4978, grad_norm: 0.8003 2021-03-26 19:46:48,734 - mmaction - INFO - Epoch [6][160/801] lr: 3.555e-01, eta: 4:29:09, time: 1.025, data_time: 0.032, memory: 9526, top1_acc: 0.8387, top5_acc: 0.9875, loss_cls: 0.4907, loss: 0.4907, grad_norm: 0.7724 2021-03-26 19:47:10,124 - mmaction - INFO - Epoch [6][180/801] lr: 3.550e-01, eta: 4:28:47, time: 1.068, data_time: 0.001, memory: 9526, top1_acc: 0.8402, top5_acc: 0.9904, loss_cls: 0.4949, loss: 0.4949, grad_norm: 0.8131 2021-03-26 19:47:31,954 - mmaction - INFO - Epoch [6][200/801] lr: 3.546e-01, eta: 4:28:27, time: 1.092, data_time: 0.002, memory: 9526, top1_acc: 0.8348, top5_acc: 0.9857, loss_cls: 0.5113, loss: 0.5113, grad_norm: 0.8533 2021-03-26 19:47:51,193 - mmaction - INFO - Epoch [6][220/801] lr: 3.542e-01, eta: 4:27:57, time: 0.961, data_time: 0.001, memory: 9526, top1_acc: 0.8416, top5_acc: 0.9883, loss_cls: 0.4805, loss: 0.4805, grad_norm: 0.7897 2021-03-26 19:48:11,793 - mmaction - INFO - Epoch [6][240/801] lr: 3.538e-01, eta: 4:27:33, time: 1.032, data_time: 0.188, memory: 9526, top1_acc: 0.8404, top5_acc: 0.9883, loss_cls: 0.5089, loss: 0.5089, grad_norm: 0.7940 2021-03-26 19:48:32,495 - mmaction - INFO - Epoch [6][260/801] lr: 3.534e-01, eta: 4:27:09, time: 1.034, data_time: 0.116, memory: 9526, top1_acc: 0.8467, top5_acc: 0.9910, loss_cls: 0.4553, loss: 0.4553, grad_norm: 0.7650 2021-03-26 19:48:52,533 - mmaction - INFO - Epoch [6][280/801] lr: 3.530e-01, eta: 4:26:43, time: 1.001, data_time: 0.002, memory: 9526, top1_acc: 0.8449, top5_acc: 0.9904, loss_cls: 0.4662, loss: 0.4662, grad_norm: 0.7348 2021-03-26 19:49:13,470 - mmaction - INFO - Epoch [6][300/801] lr: 3.525e-01, eta: 4:26:20, time: 1.049, data_time: 0.003, memory: 9526, top1_acc: 0.8418, top5_acc: 0.9891, loss_cls: 0.4868, loss: 0.4868, grad_norm: 0.8150 2021-03-26 19:49:35,754 - mmaction - INFO - Epoch [6][320/801] lr: 3.521e-01, eta: 4:26:01, time: 1.114, data_time: 0.001, memory: 9526, top1_acc: 0.8471, top5_acc: 0.9936, loss_cls: 0.4778, loss: 0.4778, grad_norm: 0.7707 2021-03-26 19:49:54,916 - mmaction - INFO - Epoch [6][340/801] lr: 3.517e-01, eta: 4:25:32, time: 0.958, data_time: 0.015, memory: 9526, top1_acc: 0.8453, top5_acc: 0.9883, loss_cls: 0.4945, loss: 0.4945, grad_norm: 0.8395 2021-03-26 19:50:17,672 - mmaction - INFO - Epoch [6][360/801] lr: 3.513e-01, eta: 4:25:15, time: 1.136, data_time: 0.035, memory: 9526, top1_acc: 0.8422, top5_acc: 0.9879, loss_cls: 0.4842, loss: 0.4842, grad_norm: 0.7821 2021-03-26 19:50:36,774 - mmaction - INFO - Epoch [6][380/801] lr: 3.508e-01, eta: 4:24:46, time: 0.957, data_time: 0.002, memory: 9526, top1_acc: 0.8490, top5_acc: 0.9908, loss_cls: 0.4558, loss: 0.4558, grad_norm: 0.7828 2021-03-26 19:50:56,760 - mmaction - INFO - Epoch [6][400/801] lr: 3.504e-01, eta: 4:24:20, time: 0.999, data_time: 0.001, memory: 9526, top1_acc: 0.8441, top5_acc: 0.9900, loss_cls: 0.4935, loss: 0.4935, grad_norm: 0.8411 2021-03-26 19:51:18,039 - mmaction - INFO - Epoch [6][420/801] lr: 3.500e-01, eta: 4:23:58, time: 1.064, data_time: 0.178, memory: 9526, top1_acc: 0.8520, top5_acc: 0.9924, loss_cls: 0.4576, loss: 0.4576, grad_norm: 0.7971 2021-03-26 19:51:38,027 - mmaction - INFO - Epoch [6][440/801] lr: 3.495e-01, eta: 4:23:32, time: 0.999, data_time: 0.017, memory: 9526, top1_acc: 0.8492, top5_acc: 0.9924, loss_cls: 0.4689, loss: 0.4689, grad_norm: 0.8078 2021-03-26 19:51:58,446 - mmaction - INFO - Epoch [6][460/801] lr: 3.491e-01, eta: 4:23:07, time: 1.021, data_time: 0.104, memory: 9526, top1_acc: 0.8531, top5_acc: 0.9904, loss_cls: 0.4584, loss: 0.4584, grad_norm: 0.8005 2021-03-26 19:52:18,498 - mmaction - INFO - Epoch [6][480/801] lr: 3.487e-01, eta: 4:22:41, time: 1.002, data_time: 0.000, memory: 9526, top1_acc: 0.8561, top5_acc: 0.9891, loss_cls: 0.4575, loss: 0.4575, grad_norm: 0.7470 2021-03-26 19:52:39,239 - mmaction - INFO - Epoch [6][500/801] lr: 3.482e-01, eta: 4:22:18, time: 1.038, data_time: 0.001, memory: 9526, top1_acc: 0.8475, top5_acc: 0.9906, loss_cls: 0.4645, loss: 0.4645, grad_norm: 0.7972 2021-03-26 19:53:00,553 - mmaction - INFO - Epoch [6][520/801] lr: 3.478e-01, eta: 4:21:56, time: 1.066, data_time: 0.003, memory: 9526, top1_acc: 0.8418, top5_acc: 0.9910, loss_cls: 0.4748, loss: 0.4748, grad_norm: 0.7976 2021-03-26 19:53:22,129 - mmaction - INFO - Epoch [6][540/801] lr: 3.473e-01, eta: 4:21:35, time: 1.078, data_time: 0.000, memory: 9526, top1_acc: 0.8492, top5_acc: 0.9918, loss_cls: 0.4612, loss: 0.4612, grad_norm: 0.8279 2021-03-26 19:53:41,492 - mmaction - INFO - Epoch [6][560/801] lr: 3.469e-01, eta: 4:21:08, time: 0.969, data_time: 0.041, memory: 9526, top1_acc: 0.8449, top5_acc: 0.9904, loss_cls: 0.4890, loss: 0.4890, grad_norm: 0.7969 2021-03-26 19:54:02,760 - mmaction - INFO - Epoch [6][580/801] lr: 3.465e-01, eta: 4:20:46, time: 1.063, data_time: 0.001, memory: 9526, top1_acc: 0.8426, top5_acc: 0.9914, loss_cls: 0.4682, loss: 0.4682, grad_norm: 0.8306 2021-03-26 19:54:22,712 - mmaction - INFO - Epoch [6][600/801] lr: 3.460e-01, eta: 4:20:20, time: 0.998, data_time: 0.001, memory: 9526, top1_acc: 0.8396, top5_acc: 0.9875, loss_cls: 0.5056, loss: 0.5056, grad_norm: 0.8514 2021-03-26 19:54:45,606 - mmaction - INFO - Epoch [6][620/801] lr: 3.456e-01, eta: 4:20:03, time: 1.145, data_time: 0.001, memory: 9526, top1_acc: 0.8359, top5_acc: 0.9861, loss_cls: 0.5040, loss: 0.5040, grad_norm: 0.8482 2021-03-26 19:55:05,122 - mmaction - INFO - Epoch [6][640/801] lr: 3.451e-01, eta: 4:19:36, time: 0.976, data_time: 0.001, memory: 9526, top1_acc: 0.8469, top5_acc: 0.9895, loss_cls: 0.4749, loss: 0.4749, grad_norm: 0.7821 2021-03-26 19:55:26,955 - mmaction - INFO - Epoch [6][660/801] lr: 3.447e-01, eta: 4:19:16, time: 1.090, data_time: 0.001, memory: 9526, top1_acc: 0.8479, top5_acc: 0.9885, loss_cls: 0.4635, loss: 0.4635, grad_norm: 0.7849 2021-03-26 19:55:48,485 - mmaction - INFO - Epoch [6][680/801] lr: 3.442e-01, eta: 4:18:55, time: 1.078, data_time: 0.002, memory: 9526, top1_acc: 0.8533, top5_acc: 0.9930, loss_cls: 0.4438, loss: 0.4438, grad_norm: 0.7751 2021-03-26 19:56:09,948 - mmaction - INFO - Epoch [6][700/801] lr: 3.438e-01, eta: 4:18:34, time: 1.071, data_time: 0.001, memory: 9526, top1_acc: 0.8508, top5_acc: 0.9902, loss_cls: 0.4575, loss: 0.4575, grad_norm: 0.8226 2021-03-26 19:56:31,580 - mmaction - INFO - Epoch [6][720/801] lr: 3.433e-01, eta: 4:18:14, time: 1.082, data_time: 0.002, memory: 9526, top1_acc: 0.8359, top5_acc: 0.9879, loss_cls: 0.4962, loss: 0.4962, grad_norm: 0.8539 2021-03-26 19:56:49,366 - mmaction - INFO - Epoch [6][740/801] lr: 3.428e-01, eta: 4:17:41, time: 0.889, data_time: 0.002, memory: 9526, top1_acc: 0.8471, top5_acc: 0.9906, loss_cls: 0.4811, loss: 0.4811, grad_norm: 0.8321 2021-03-26 19:57:11,516 - mmaction - INFO - Epoch [6][760/801] lr: 3.424e-01, eta: 4:17:22, time: 1.108, data_time: 0.002, memory: 9526, top1_acc: 0.8521, top5_acc: 0.9896, loss_cls: 0.4663, loss: 0.4663, grad_norm: 0.8537 2021-03-26 19:57:33,105 - mmaction - INFO - Epoch [6][780/801] lr: 3.419e-01, eta: 4:17:02, time: 1.080, data_time: 0.002, memory: 9526, top1_acc: 0.8365, top5_acc: 0.9908, loss_cls: 0.4831, loss: 0.4831, grad_norm: 0.8386 2021-03-26 19:57:51,589 - mmaction - INFO - Epoch [6][800/801] lr: 3.415e-01, eta: 4:16:32, time: 0.924, data_time: 0.001, memory: 9526, top1_acc: 0.8430, top5_acc: 0.9875, loss_cls: 0.4874, loss: 0.4874, grad_norm: 0.8804 2021-03-26 19:57:52,982 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-03-26 19:58:45,111 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 19:58:45,179 - mmaction - INFO - top1_acc 0.0999 top5_acc 0.3017 2021-03-26 19:58:45,179 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 19:58:45,194 - mmaction - INFO - mean_acc 0.0508 2021-03-26 19:58:45,196 - mmaction - INFO - Epoch(val) [6][801] top1_acc: 0.0999, top5_acc: 0.3017, mean_class_accuracy: 0.0508 2021-03-26 19:59:32,050 - mmaction - INFO - Epoch [7][20/801] lr: 3.410e-01, eta: 4:17:22, time: 2.342, data_time: 1.305, memory: 9526, top1_acc: 0.8242, top5_acc: 0.9842, loss_cls: 0.5458, loss: 0.5458, grad_norm: 0.8841 2021-03-26 19:59:52,959 - mmaction - INFO - Epoch [7][40/801] lr: 3.405e-01, eta: 4:16:59, time: 1.045, data_time: 0.004, memory: 9526, top1_acc: 0.8469, top5_acc: 0.9902, loss_cls: 0.4773, loss: 0.4773, grad_norm: 0.7931 2021-03-26 20:00:13,267 - mmaction - INFO - Epoch [7][60/801] lr: 3.401e-01, eta: 4:16:34, time: 1.016, data_time: 0.001, memory: 9526, top1_acc: 0.8463, top5_acc: 0.9904, loss_cls: 0.4822, loss: 0.4822, grad_norm: 0.8584 2021-03-26 20:00:34,774 - mmaction - INFO - Epoch [7][80/801] lr: 3.396e-01, eta: 4:16:13, time: 1.075, data_time: 0.180, memory: 9526, top1_acc: 0.8508, top5_acc: 0.9908, loss_cls: 0.4547, loss: 0.4547, grad_norm: 0.7617 2021-03-26 20:00:56,049 - mmaction - INFO - Epoch [7][100/801] lr: 3.391e-01, eta: 4:15:51, time: 1.062, data_time: 0.035, memory: 9526, top1_acc: 0.8498, top5_acc: 0.9895, loss_cls: 0.4702, loss: 0.4702, grad_norm: 0.8252 2021-03-26 20:01:16,049 - mmaction - INFO - Epoch [7][120/801] lr: 3.386e-01, eta: 4:15:25, time: 1.000, data_time: 0.002, memory: 9526, top1_acc: 0.8566, top5_acc: 0.9916, loss_cls: 0.4447, loss: 0.4447, grad_norm: 0.7735 2021-03-26 20:01:35,830 - mmaction - INFO - Epoch [7][140/801] lr: 3.382e-01, eta: 4:14:59, time: 0.990, data_time: 0.002, memory: 9526, top1_acc: 0.8559, top5_acc: 0.9902, loss_cls: 0.4463, loss: 0.4463, grad_norm: 0.8287 2021-03-26 20:01:56,334 - mmaction - INFO - Epoch [7][160/801] lr: 3.377e-01, eta: 4:14:35, time: 1.025, data_time: 0.001, memory: 9526, top1_acc: 0.8639, top5_acc: 0.9916, loss_cls: 0.4512, loss: 0.4512, grad_norm: 0.7863 2021-03-26 20:02:16,889 - mmaction - INFO - Epoch [7][180/801] lr: 3.372e-01, eta: 4:14:11, time: 1.027, data_time: 0.001, memory: 9526, top1_acc: 0.8598, top5_acc: 0.9912, loss_cls: 0.4358, loss: 0.4358, grad_norm: 0.7830 2021-03-26 20:02:36,003 - mmaction - INFO - Epoch [7][200/801] lr: 3.367e-01, eta: 4:13:43, time: 0.954, data_time: 0.001, memory: 9526, top1_acc: 0.8467, top5_acc: 0.9912, loss_cls: 0.4609, loss: 0.4609, grad_norm: 0.7833 2021-03-26 20:02:59,317 - mmaction - INFO - Epoch [7][220/801] lr: 3.363e-01, eta: 4:13:27, time: 1.167, data_time: 0.003, memory: 9526, top1_acc: 0.8486, top5_acc: 0.9912, loss_cls: 0.4582, loss: 0.4582, grad_norm: 0.8060 2021-03-26 20:03:18,772 - mmaction - INFO - Epoch [7][240/801] lr: 3.358e-01, eta: 4:13:00, time: 0.973, data_time: 0.002, memory: 9526, top1_acc: 0.8523, top5_acc: 0.9883, loss_cls: 0.4709, loss: 0.4709, grad_norm: 0.8175 2021-03-26 20:03:39,962 - mmaction - INFO - Epoch [7][260/801] lr: 3.353e-01, eta: 4:12:38, time: 1.059, data_time: 0.002, memory: 9526, top1_acc: 0.8471, top5_acc: 0.9895, loss_cls: 0.4641, loss: 0.4641, grad_norm: 0.7915 2021-03-26 20:03:58,929 - mmaction - INFO - Epoch [7][280/801] lr: 3.348e-01, eta: 4:12:10, time: 0.950, data_time: 0.003, memory: 9526, top1_acc: 0.8566, top5_acc: 0.9932, loss_cls: 0.4506, loss: 0.4506, grad_norm: 0.7906 2021-03-26 20:04:19,357 - mmaction - INFO - Epoch [7][300/801] lr: 3.343e-01, eta: 4:11:46, time: 1.021, data_time: 0.051, memory: 9526, top1_acc: 0.8574, top5_acc: 0.9900, loss_cls: 0.4442, loss: 0.4442, grad_norm: 0.8083 2021-03-26 20:04:40,643 - mmaction - INFO - Epoch [7][320/801] lr: 3.339e-01, eta: 4:11:24, time: 1.065, data_time: 0.212, memory: 9526, top1_acc: 0.8574, top5_acc: 0.9916, loss_cls: 0.4490, loss: 0.4490, grad_norm: 0.8269 2021-03-26 20:04:59,958 - mmaction - INFO - Epoch [7][340/801] lr: 3.334e-01, eta: 4:10:57, time: 0.965, data_time: 0.044, memory: 9526, top1_acc: 0.8615, top5_acc: 0.9904, loss_cls: 0.4309, loss: 0.4309, grad_norm: 0.7651 2021-03-26 20:05:22,166 - mmaction - INFO - Epoch [7][360/801] lr: 3.329e-01, eta: 4:10:38, time: 1.111, data_time: 0.004, memory: 9526, top1_acc: 0.8605, top5_acc: 0.9939, loss_cls: 0.4255, loss: 0.4255, grad_norm: 0.7832 2021-03-26 20:05:42,148 - mmaction - INFO - Epoch [7][380/801] lr: 3.324e-01, eta: 4:10:13, time: 0.999, data_time: 0.003, memory: 9526, top1_acc: 0.8627, top5_acc: 0.9916, loss_cls: 0.4276, loss: 0.4276, grad_norm: 0.8003 2021-03-26 20:06:02,532 - mmaction - INFO - Epoch [7][400/801] lr: 3.319e-01, eta: 4:09:49, time: 1.018, data_time: 0.008, memory: 9526, top1_acc: 0.8555, top5_acc: 0.9896, loss_cls: 0.4546, loss: 0.4546, grad_norm: 0.8535 2021-03-26 20:06:22,159 - mmaction - INFO - Epoch [7][420/801] lr: 3.314e-01, eta: 4:09:23, time: 0.983, data_time: 0.002, memory: 9526, top1_acc: 0.8549, top5_acc: 0.9889, loss_cls: 0.4619, loss: 0.4619, grad_norm: 0.8034 2021-03-26 20:06:42,927 - mmaction - INFO - Epoch [7][440/801] lr: 3.309e-01, eta: 4:08:59, time: 1.038, data_time: 0.001, memory: 9526, top1_acc: 0.8580, top5_acc: 0.9912, loss_cls: 0.4405, loss: 0.4405, grad_norm: 0.8204 2021-03-26 20:07:03,473 - mmaction - INFO - Epoch [7][460/801] lr: 3.304e-01, eta: 4:08:36, time: 1.028, data_time: 0.019, memory: 9526, top1_acc: 0.8650, top5_acc: 0.9938, loss_cls: 0.4219, loss: 0.4219, grad_norm: 0.8013 2021-03-26 20:07:23,024 - mmaction - INFO - Epoch [7][480/801] lr: 3.299e-01, eta: 4:08:10, time: 0.978, data_time: 0.204, memory: 9526, top1_acc: 0.8654, top5_acc: 0.9918, loss_cls: 0.4332, loss: 0.4332, grad_norm: 0.7780 2021-03-26 20:07:43,468 - mmaction - INFO - Epoch [7][500/801] lr: 3.294e-01, eta: 4:07:46, time: 1.022, data_time: 0.001, memory: 9526, top1_acc: 0.8611, top5_acc: 0.9906, loss_cls: 0.4279, loss: 0.4279, grad_norm: 0.7890 2021-03-26 20:08:05,759 - mmaction - INFO - Epoch [7][520/801] lr: 3.289e-01, eta: 4:07:27, time: 1.114, data_time: 0.001, memory: 9526, top1_acc: 0.8637, top5_acc: 0.9908, loss_cls: 0.4259, loss: 0.4259, grad_norm: 0.8215 2021-03-26 20:08:26,045 - mmaction - INFO - Epoch [7][540/801] lr: 3.284e-01, eta: 4:07:03, time: 1.013, data_time: 0.001, memory: 9526, top1_acc: 0.8439, top5_acc: 0.9887, loss_cls: 0.4763, loss: 0.4763, grad_norm: 0.8609 2021-03-26 20:08:46,607 - mmaction - INFO - Epoch [7][560/801] lr: 3.279e-01, eta: 4:06:39, time: 1.028, data_time: 0.002, memory: 9526, top1_acc: 0.8602, top5_acc: 0.9932, loss_cls: 0.4195, loss: 0.4195, grad_norm: 0.8025 2021-03-26 20:09:05,999 - mmaction - INFO - Epoch [7][580/801] lr: 3.274e-01, eta: 4:06:13, time: 0.971, data_time: 0.002, memory: 9526, top1_acc: 0.8561, top5_acc: 0.9912, loss_cls: 0.4631, loss: 0.4631, grad_norm: 0.8283 2021-03-26 20:09:28,086 - mmaction - INFO - Epoch [7][600/801] lr: 3.269e-01, eta: 4:05:54, time: 1.104, data_time: 0.010, memory: 9526, top1_acc: 0.8539, top5_acc: 0.9904, loss_cls: 0.4477, loss: 0.4477, grad_norm: 0.8165 2021-03-26 20:09:48,425 - mmaction - INFO - Epoch [7][620/801] lr: 3.264e-01, eta: 4:05:30, time: 1.016, data_time: 0.013, memory: 9526, top1_acc: 0.8578, top5_acc: 0.9924, loss_cls: 0.4288, loss: 0.4288, grad_norm: 0.7894 2021-03-26 20:10:06,943 - mmaction - INFO - Epoch [7][640/801] lr: 3.259e-01, eta: 4:05:01, time: 0.926, data_time: 0.002, memory: 9526, top1_acc: 0.8662, top5_acc: 0.9926, loss_cls: 0.4129, loss: 0.4129, grad_norm: 0.7885 2021-03-26 20:10:29,072 - mmaction - INFO - Epoch [7][660/801] lr: 3.254e-01, eta: 4:04:42, time: 1.107, data_time: 0.001, memory: 9526, top1_acc: 0.8715, top5_acc: 0.9936, loss_cls: 0.3964, loss: 0.3964, grad_norm: 0.7695 2021-03-26 20:10:48,842 - mmaction - INFO - Epoch [7][680/801] lr: 3.249e-01, eta: 4:04:16, time: 0.988, data_time: 0.001, memory: 9526, top1_acc: 0.8684, top5_acc: 0.9920, loss_cls: 0.4145, loss: 0.4145, grad_norm: 0.7760 2021-03-26 20:11:08,452 - mmaction - INFO - Epoch [7][700/801] lr: 3.244e-01, eta: 4:03:51, time: 0.980, data_time: 0.001, memory: 9526, top1_acc: 0.8545, top5_acc: 0.9926, loss_cls: 0.4411, loss: 0.4411, grad_norm: 0.8472 2021-03-26 20:11:29,993 - mmaction - INFO - Epoch [7][720/801] lr: 3.239e-01, eta: 4:03:30, time: 1.077, data_time: 0.027, memory: 9526, top1_acc: 0.8627, top5_acc: 0.9916, loss_cls: 0.4265, loss: 0.4265, grad_norm: 0.8444 2021-03-26 20:11:48,282 - mmaction - INFO - Epoch [7][740/801] lr: 3.234e-01, eta: 4:03:01, time: 0.914, data_time: 0.002, memory: 9526, top1_acc: 0.8555, top5_acc: 0.9930, loss_cls: 0.4399, loss: 0.4399, grad_norm: 0.8209 2021-03-26 20:12:08,950 - mmaction - INFO - Epoch [7][760/801] lr: 3.228e-01, eta: 4:02:38, time: 1.032, data_time: 0.002, memory: 9526, top1_acc: 0.8584, top5_acc: 0.9920, loss_cls: 0.4347, loss: 0.4347, grad_norm: 0.8119 2021-03-26 20:12:28,781 - mmaction - INFO - Epoch [7][780/801] lr: 3.223e-01, eta: 4:02:13, time: 0.993, data_time: 0.003, memory: 9526, top1_acc: 0.8666, top5_acc: 0.9900, loss_cls: 0.4281, loss: 0.4281, grad_norm: 0.8195 2021-03-26 20:12:48,215 - mmaction - INFO - Epoch [7][800/801] lr: 3.218e-01, eta: 4:01:47, time: 0.972, data_time: 0.002, memory: 9526, top1_acc: 0.8744, top5_acc: 0.9914, loss_cls: 0.4198, loss: 0.4198, grad_norm: 0.8249 2021-03-26 20:12:49,634 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-03-26 20:13:42,240 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 20:13:42,300 - mmaction - INFO - top1_acc 0.5758 top5_acc 0.8547 2021-03-26 20:13:42,301 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 20:13:42,314 - mmaction - INFO - mean_acc 0.4287 2021-03-26 20:13:42,316 - mmaction - INFO - Epoch(val) [7][801] top1_acc: 0.5758, top5_acc: 0.8547, mean_class_accuracy: 0.4287 2021-03-26 20:14:30,221 - mmaction - INFO - Epoch [8][20/801] lr: 3.213e-01, eta: 4:02:27, time: 2.393, data_time: 1.329, memory: 9526, top1_acc: 0.8408, top5_acc: 0.9875, loss_cls: 0.4994, loss: 0.4994, grad_norm: 0.8879 2021-03-26 20:14:51,768 - mmaction - INFO - Epoch [8][40/801] lr: 3.207e-01, eta: 4:02:06, time: 1.080, data_time: 0.010, memory: 9526, top1_acc: 0.8570, top5_acc: 0.9908, loss_cls: 0.4378, loss: 0.4378, grad_norm: 0.8268 2021-03-26 20:15:11,170 - mmaction - INFO - Epoch [8][60/801] lr: 3.202e-01, eta: 4:01:39, time: 0.970, data_time: 0.126, memory: 9526, top1_acc: 0.8506, top5_acc: 0.9902, loss_cls: 0.4627, loss: 0.4627, grad_norm: 0.8516 2021-03-26 20:15:33,000 - mmaction - INFO - Epoch [8][80/801] lr: 3.197e-01, eta: 4:01:19, time: 1.091, data_time: 0.091, memory: 9526, top1_acc: 0.8568, top5_acc: 0.9908, loss_cls: 0.4315, loss: 0.4315, grad_norm: 0.8336 2021-03-26 20:15:52,252 - mmaction - INFO - Epoch [8][100/801] lr: 3.192e-01, eta: 4:00:53, time: 0.961, data_time: 0.001, memory: 9526, top1_acc: 0.8600, top5_acc: 0.9889, loss_cls: 0.4414, loss: 0.4414, grad_norm: 0.8207 2021-03-26 20:16:14,034 - mmaction - INFO - Epoch [8][120/801] lr: 3.186e-01, eta: 4:00:32, time: 1.089, data_time: 0.003, memory: 9526, top1_acc: 0.8596, top5_acc: 0.9924, loss_cls: 0.4376, loss: 0.4376, grad_norm: 0.8178 2021-03-26 20:16:33,811 - mmaction - INFO - Epoch [8][140/801] lr: 3.181e-01, eta: 4:00:07, time: 0.991, data_time: 0.003, memory: 9526, top1_acc: 0.8662, top5_acc: 0.9932, loss_cls: 0.4166, loss: 0.4166, grad_norm: 0.7643 2021-03-26 20:16:54,629 - mmaction - INFO - Epoch [8][160/801] lr: 3.176e-01, eta: 3:59:44, time: 1.041, data_time: 0.001, memory: 9526, top1_acc: 0.8580, top5_acc: 0.9939, loss_cls: 0.4213, loss: 0.4213, grad_norm: 0.8003 2021-03-26 20:17:14,334 - mmaction - INFO - Epoch [8][180/801] lr: 3.171e-01, eta: 3:59:19, time: 0.986, data_time: 0.001, memory: 9526, top1_acc: 0.8604, top5_acc: 0.9936, loss_cls: 0.4324, loss: 0.4324, grad_norm: 0.8117 2021-03-26 20:17:33,818 - mmaction - INFO - Epoch [8][200/801] lr: 3.165e-01, eta: 3:58:53, time: 0.973, data_time: 0.001, memory: 9526, top1_acc: 0.8639, top5_acc: 0.9934, loss_cls: 0.4089, loss: 0.4089, grad_norm: 0.7698 2021-03-26 20:17:54,684 - mmaction - INFO - Epoch [8][220/801] lr: 3.160e-01, eta: 3:58:31, time: 1.044, data_time: 0.001, memory: 9526, top1_acc: 0.8682, top5_acc: 0.9932, loss_cls: 0.3958, loss: 0.3958, grad_norm: 0.7829 2021-03-26 20:18:15,236 - mmaction - INFO - Epoch [8][240/801] lr: 3.155e-01, eta: 3:58:08, time: 1.027, data_time: 0.000, memory: 9526, top1_acc: 0.8578, top5_acc: 0.9924, loss_cls: 0.4333, loss: 0.4333, grad_norm: 0.8479 2021-03-26 20:18:36,658 - mmaction - INFO - Epoch [8][260/801] lr: 3.149e-01, eta: 3:57:46, time: 1.072, data_time: 0.002, memory: 9526, top1_acc: 0.8641, top5_acc: 0.9924, loss_cls: 0.4263, loss: 0.4263, grad_norm: 0.8448 2021-03-26 20:18:56,503 - mmaction - INFO - Epoch [8][280/801] lr: 3.144e-01, eta: 3:57:22, time: 0.992, data_time: 0.001, memory: 9526, top1_acc: 0.8654, top5_acc: 0.9920, loss_cls: 0.4194, loss: 0.4194, grad_norm: 0.8127 2021-03-26 20:19:17,092 - mmaction - INFO - Epoch [8][300/801] lr: 3.139e-01, eta: 3:56:58, time: 1.029, data_time: 0.193, memory: 9526, top1_acc: 0.8732, top5_acc: 0.9918, loss_cls: 0.3904, loss: 0.3904, grad_norm: 0.7669 2021-03-26 20:19:36,103 - mmaction - INFO - Epoch [8][320/801] lr: 3.133e-01, eta: 3:56:32, time: 0.951, data_time: 0.024, memory: 9526, top1_acc: 0.8715, top5_acc: 0.9938, loss_cls: 0.4066, loss: 0.4066, grad_norm: 0.7933 2021-03-26 20:19:57,697 - mmaction - INFO - Epoch [8][340/801] lr: 3.128e-01, eta: 3:56:11, time: 1.079, data_time: 0.058, memory: 9526, top1_acc: 0.8635, top5_acc: 0.9932, loss_cls: 0.4193, loss: 0.4193, grad_norm: 0.8389 2021-03-26 20:20:18,005 - mmaction - INFO - Epoch [8][360/801] lr: 3.122e-01, eta: 3:55:47, time: 1.016, data_time: 0.001, memory: 9526, top1_acc: 0.8688, top5_acc: 0.9912, loss_cls: 0.4112, loss: 0.4112, grad_norm: 0.7994 2021-03-26 20:20:38,748 - mmaction - INFO - Epoch [8][380/801] lr: 3.117e-01, eta: 3:55:25, time: 1.036, data_time: 0.001, memory: 9526, top1_acc: 0.8703, top5_acc: 0.9906, loss_cls: 0.4054, loss: 0.4054, grad_norm: 0.8001 2021-03-26 20:21:00,533 - mmaction - INFO - Epoch [8][400/801] lr: 3.112e-01, eta: 3:55:04, time: 1.090, data_time: 0.002, memory: 9526, top1_acc: 0.8795, top5_acc: 0.9922, loss_cls: 0.3860, loss: 0.3860, grad_norm: 0.7625 2021-03-26 20:21:20,050 - mmaction - INFO - Epoch [8][420/801] lr: 3.106e-01, eta: 3:54:39, time: 0.976, data_time: 0.001, memory: 9526, top1_acc: 0.8730, top5_acc: 0.9955, loss_cls: 0.3753, loss: 0.3753, grad_norm: 0.7903 2021-03-26 20:21:41,027 - mmaction - INFO - Epoch [8][440/801] lr: 3.101e-01, eta: 3:54:17, time: 1.049, data_time: 0.025, memory: 9526, top1_acc: 0.8691, top5_acc: 0.9922, loss_cls: 0.4059, loss: 0.4059, grad_norm: 0.8612 2021-03-26 20:22:02,683 - mmaction - INFO - Epoch [8][460/801] lr: 3.095e-01, eta: 3:53:56, time: 1.082, data_time: 0.001, memory: 9526, top1_acc: 0.8584, top5_acc: 0.9916, loss_cls: 0.4238, loss: 0.4238, grad_norm: 0.8499 2021-03-26 20:22:22,586 - mmaction - INFO - Epoch [8][480/801] lr: 3.090e-01, eta: 3:53:32, time: 0.995, data_time: 0.099, memory: 9526, top1_acc: 0.8631, top5_acc: 0.9916, loss_cls: 0.4245, loss: 0.4245, grad_norm: 0.8400 2021-03-26 20:22:43,241 - mmaction - INFO - Epoch [8][500/801] lr: 3.084e-01, eta: 3:53:09, time: 1.031, data_time: 0.255, memory: 9526, top1_acc: 0.8719, top5_acc: 0.9920, loss_cls: 0.3991, loss: 0.3991, grad_norm: 0.8314 2021-03-26 20:23:05,238 - mmaction - INFO - Epoch [8][520/801] lr: 3.079e-01, eta: 3:52:49, time: 1.101, data_time: 0.167, memory: 9526, top1_acc: 0.8748, top5_acc: 0.9928, loss_cls: 0.4024, loss: 0.4024, grad_norm: 0.7762 2021-03-26 20:23:23,771 - mmaction - INFO - Epoch [8][540/801] lr: 3.073e-01, eta: 3:52:22, time: 0.927, data_time: 0.001, memory: 9526, top1_acc: 0.8705, top5_acc: 0.9930, loss_cls: 0.3960, loss: 0.3960, grad_norm: 0.7755 2021-03-26 20:23:45,686 - mmaction - INFO - Epoch [8][560/801] lr: 3.068e-01, eta: 3:52:02, time: 1.095, data_time: 0.006, memory: 9526, top1_acc: 0.8648, top5_acc: 0.9926, loss_cls: 0.4148, loss: 0.4148, grad_norm: 0.8188 2021-03-26 20:24:05,273 - mmaction - INFO - Epoch [8][580/801] lr: 3.062e-01, eta: 3:51:37, time: 0.980, data_time: 0.029, memory: 9526, top1_acc: 0.8561, top5_acc: 0.9916, loss_cls: 0.4316, loss: 0.4316, grad_norm: 0.8531 2021-03-26 20:24:25,544 - mmaction - INFO - Epoch [8][600/801] lr: 3.057e-01, eta: 3:51:13, time: 1.011, data_time: 0.263, memory: 9526, top1_acc: 0.8689, top5_acc: 0.9926, loss_cls: 0.4077, loss: 0.4077, grad_norm: 0.8210 2021-03-26 20:24:44,835 - mmaction - INFO - Epoch [8][620/801] lr: 3.051e-01, eta: 3:50:48, time: 0.965, data_time: 0.032, memory: 9526, top1_acc: 0.8717, top5_acc: 0.9926, loss_cls: 0.4132, loss: 0.4132, grad_norm: 0.8497 2021-03-26 20:25:07,417 - mmaction - INFO - Epoch [8][640/801] lr: 3.045e-01, eta: 3:50:29, time: 1.130, data_time: 0.003, memory: 9526, top1_acc: 0.8705, top5_acc: 0.9928, loss_cls: 0.3990, loss: 0.3990, grad_norm: 0.8144 2021-03-26 20:25:28,919 - mmaction - INFO - Epoch [8][660/801] lr: 3.040e-01, eta: 3:50:08, time: 1.077, data_time: 0.002, memory: 9526, top1_acc: 0.8686, top5_acc: 0.9912, loss_cls: 0.4060, loss: 0.4060, grad_norm: 0.8253 2021-03-26 20:25:47,652 - mmaction - INFO - Epoch [8][680/801] lr: 3.034e-01, eta: 3:49:42, time: 0.936, data_time: 0.001, memory: 9526, top1_acc: 0.8746, top5_acc: 0.9941, loss_cls: 0.4036, loss: 0.4036, grad_norm: 0.8559 2021-03-26 20:26:08,248 - mmaction - INFO - Epoch [8][700/801] lr: 3.029e-01, eta: 3:49:19, time: 1.030, data_time: 0.001, memory: 9526, top1_acc: 0.8695, top5_acc: 0.9934, loss_cls: 0.4050, loss: 0.4050, grad_norm: 0.8137 2021-03-26 20:26:29,812 - mmaction - INFO - Epoch [8][720/801] lr: 3.023e-01, eta: 3:48:58, time: 1.078, data_time: 0.004, memory: 9526, top1_acc: 0.8756, top5_acc: 0.9936, loss_cls: 0.3820, loss: 0.3820, grad_norm: 0.8182 2021-03-26 20:26:51,089 - mmaction - INFO - Epoch [8][740/801] lr: 3.017e-01, eta: 3:48:37, time: 1.064, data_time: 0.001, memory: 9526, top1_acc: 0.8744, top5_acc: 0.9934, loss_cls: 0.3880, loss: 0.3880, grad_norm: 0.8272 2021-03-26 20:27:10,059 - mmaction - INFO - Epoch [8][760/801] lr: 3.012e-01, eta: 3:48:11, time: 0.946, data_time: 0.001, memory: 9526, top1_acc: 0.8775, top5_acc: 0.9932, loss_cls: 0.3863, loss: 0.3863, grad_norm: 0.7794 2021-03-26 20:27:32,552 - mmaction - INFO - Epoch [8][780/801] lr: 3.006e-01, eta: 3:47:52, time: 1.125, data_time: 0.247, memory: 9526, top1_acc: 0.8703, top5_acc: 0.9912, loss_cls: 0.4003, loss: 0.4003, grad_norm: 0.8340 2021-03-26 20:27:50,096 - mmaction - INFO - Epoch [8][800/801] lr: 3.001e-01, eta: 3:47:23, time: 0.878, data_time: 0.113, memory: 9526, top1_acc: 0.8738, top5_acc: 0.9914, loss_cls: 0.3955, loss: 0.3955, grad_norm: 0.8631 2021-03-26 20:27:51,506 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-03-26 20:28:45,377 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 20:28:45,439 - mmaction - INFO - top1_acc 0.6485 top5_acc 0.9120 2021-03-26 20:28:45,439 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 20:28:45,452 - mmaction - INFO - mean_acc 0.6173 2021-03-26 20:28:45,454 - mmaction - INFO - Epoch(val) [8][801] top1_acc: 0.6485, top5_acc: 0.9120, mean_class_accuracy: 0.6173 2021-03-26 20:29:35,819 - mmaction - INFO - Epoch [9][20/801] lr: 2.995e-01, eta: 3:47:56, time: 2.517, data_time: 1.478, memory: 9526, top1_acc: 0.8318, top5_acc: 0.9879, loss_cls: 0.5194, loss: 0.5194, grad_norm: 0.9927 2021-03-26 20:29:57,862 - mmaction - INFO - Epoch [9][40/801] lr: 2.989e-01, eta: 3:47:36, time: 1.103, data_time: 0.002, memory: 9526, top1_acc: 0.8633, top5_acc: 0.9916, loss_cls: 0.4288, loss: 0.4288, grad_norm: 0.8074 2021-03-26 20:30:18,858 - mmaction - INFO - Epoch [9][60/801] lr: 2.983e-01, eta: 3:47:14, time: 1.048, data_time: 0.001, memory: 9526, top1_acc: 0.8771, top5_acc: 0.9932, loss_cls: 0.3872, loss: 0.3872, grad_norm: 0.7815 2021-03-26 20:30:38,176 - mmaction - INFO - Epoch [9][80/801] lr: 2.978e-01, eta: 3:46:49, time: 0.966, data_time: 0.002, memory: 9526, top1_acc: 0.8719, top5_acc: 0.9916, loss_cls: 0.4018, loss: 0.4018, grad_norm: 0.7895 2021-03-26 20:31:01,250 - mmaction - INFO - Epoch [9][100/801] lr: 2.972e-01, eta: 3:46:31, time: 1.155, data_time: 0.002, memory: 9526, top1_acc: 0.8891, top5_acc: 0.9943, loss_cls: 0.3673, loss: 0.3673, grad_norm: 0.7684 2021-03-26 20:31:22,783 - mmaction - INFO - Epoch [9][120/801] lr: 2.966e-01, eta: 3:46:09, time: 1.075, data_time: 0.004, memory: 9526, top1_acc: 0.8684, top5_acc: 0.9930, loss_cls: 0.4036, loss: 0.4036, grad_norm: 0.8448 2021-03-26 20:31:43,194 - mmaction - INFO - Epoch [9][140/801] lr: 2.960e-01, eta: 3:45:46, time: 1.020, data_time: 0.002, memory: 9526, top1_acc: 0.8807, top5_acc: 0.9908, loss_cls: 0.3893, loss: 0.3893, grad_norm: 0.8084 2021-03-26 20:32:01,815 - mmaction - INFO - Epoch [9][160/801] lr: 2.955e-01, eta: 3:45:20, time: 0.932, data_time: 0.053, memory: 9526, top1_acc: 0.8771, top5_acc: 0.9939, loss_cls: 0.3882, loss: 0.3882, grad_norm: 0.8095 2021-03-26 20:32:22,598 - mmaction - INFO - Epoch [9][180/801] lr: 2.949e-01, eta: 3:44:57, time: 1.039, data_time: 0.031, memory: 9526, top1_acc: 0.8756, top5_acc: 0.9924, loss_cls: 0.3748, loss: 0.3748, grad_norm: 0.7856 2021-03-26 20:32:43,039 - mmaction - INFO - Epoch [9][200/801] lr: 2.943e-01, eta: 3:44:34, time: 1.023, data_time: 0.002, memory: 9526, top1_acc: 0.8854, top5_acc: 0.9928, loss_cls: 0.3687, loss: 0.3687, grad_norm: 0.7761 2021-03-26 20:33:03,665 - mmaction - INFO - Epoch [9][220/801] lr: 2.937e-01, eta: 3:44:11, time: 1.031, data_time: 0.001, memory: 9526, top1_acc: 0.8881, top5_acc: 0.9941, loss_cls: 0.3564, loss: 0.3564, grad_norm: 0.7873 2021-03-26 20:33:24,202 - mmaction - INFO - Epoch [9][240/801] lr: 2.932e-01, eta: 3:43:48, time: 1.027, data_time: 0.001, memory: 9526, top1_acc: 0.8775, top5_acc: 0.9920, loss_cls: 0.3873, loss: 0.3873, grad_norm: 0.8501 2021-03-26 20:33:43,584 - mmaction - INFO - Epoch [9][260/801] lr: 2.926e-01, eta: 3:43:23, time: 0.969, data_time: 0.001, memory: 9526, top1_acc: 0.8760, top5_acc: 0.9930, loss_cls: 0.3957, loss: 0.3957, grad_norm: 0.8248 2021-03-26 20:34:04,334 - mmaction - INFO - Epoch [9][280/801] lr: 2.920e-01, eta: 3:43:01, time: 1.037, data_time: 0.109, memory: 9526, top1_acc: 0.8814, top5_acc: 0.9945, loss_cls: 0.3668, loss: 0.3668, grad_norm: 0.7851 2021-03-26 20:34:25,613 - mmaction - INFO - Epoch [9][300/801] lr: 2.914e-01, eta: 3:42:39, time: 1.064, data_time: 0.001, memory: 9526, top1_acc: 0.8816, top5_acc: 0.9938, loss_cls: 0.3745, loss: 0.3745, grad_norm: 0.8230 2021-03-26 20:34:46,525 - mmaction - INFO - Epoch [9][320/801] lr: 2.908e-01, eta: 3:42:17, time: 1.046, data_time: 0.001, memory: 9526, top1_acc: 0.8701, top5_acc: 0.9926, loss_cls: 0.4038, loss: 0.4038, grad_norm: 0.8733 2021-03-26 20:35:06,740 - mmaction - INFO - Epoch [9][340/801] lr: 2.903e-01, eta: 3:41:54, time: 1.009, data_time: 0.020, memory: 9526, top1_acc: 0.8699, top5_acc: 0.9930, loss_cls: 0.4149, loss: 0.4149, grad_norm: 0.9059 2021-03-26 20:35:27,397 - mmaction - INFO - Epoch [9][360/801] lr: 2.897e-01, eta: 3:41:31, time: 1.035, data_time: 0.003, memory: 9526, top1_acc: 0.8799, top5_acc: 0.9945, loss_cls: 0.3792, loss: 0.3792, grad_norm: 0.7786 2021-03-26 20:35:48,196 - mmaction - INFO - Epoch [9][380/801] lr: 2.891e-01, eta: 3:41:09, time: 1.040, data_time: 0.001, memory: 9526, top1_acc: 0.8688, top5_acc: 0.9922, loss_cls: 0.3991, loss: 0.3991, grad_norm: 0.8575 2021-03-26 20:36:09,474 - mmaction - INFO - Epoch [9][400/801] lr: 2.885e-01, eta: 3:40:47, time: 1.064, data_time: 0.001, memory: 9526, top1_acc: 0.8793, top5_acc: 0.9938, loss_cls: 0.3839, loss: 0.3839, grad_norm: 0.8254 2021-03-26 20:36:28,129 - mmaction - INFO - Epoch [9][420/801] lr: 2.879e-01, eta: 3:40:21, time: 0.931, data_time: 0.001, memory: 9526, top1_acc: 0.8756, top5_acc: 0.9914, loss_cls: 0.3820, loss: 0.3820, grad_norm: 0.8253 2021-03-26 20:36:49,271 - mmaction - INFO - Epoch [9][440/801] lr: 2.873e-01, eta: 3:39:59, time: 1.058, data_time: 0.002, memory: 9526, top1_acc: 0.8705, top5_acc: 0.9908, loss_cls: 0.4169, loss: 0.4169, grad_norm: 0.8400 2021-03-26 20:37:09,506 - mmaction - INFO - Epoch [9][460/801] lr: 2.867e-01, eta: 3:39:36, time: 1.011, data_time: 0.001, memory: 9526, top1_acc: 0.8816, top5_acc: 0.9924, loss_cls: 0.3712, loss: 0.3712, grad_norm: 0.8065 2021-03-26 20:37:29,490 - mmaction - INFO - Epoch [9][480/801] lr: 2.861e-01, eta: 3:39:12, time: 0.998, data_time: 0.011, memory: 9526, top1_acc: 0.8781, top5_acc: 0.9922, loss_cls: 0.3786, loss: 0.3786, grad_norm: 0.7977 2021-03-26 20:37:49,617 - mmaction - INFO - Epoch [9][500/801] lr: 2.856e-01, eta: 3:38:49, time: 1.009, data_time: 0.003, memory: 9526, top1_acc: 0.8848, top5_acc: 0.9949, loss_cls: 0.3585, loss: 0.3585, grad_norm: 0.7766 2021-03-26 20:38:10,209 - mmaction - INFO - Epoch [9][520/801] lr: 2.850e-01, eta: 3:38:26, time: 1.030, data_time: 0.056, memory: 9526, top1_acc: 0.8691, top5_acc: 0.9926, loss_cls: 0.3997, loss: 0.3997, grad_norm: 0.8935 2021-03-26 20:38:31,996 - mmaction - INFO - Epoch [9][540/801] lr: 2.844e-01, eta: 3:38:06, time: 1.089, data_time: 0.139, memory: 9526, top1_acc: 0.8781, top5_acc: 0.9939, loss_cls: 0.3903, loss: 0.3903, grad_norm: 0.8030 2021-03-26 20:38:52,641 - mmaction - INFO - Epoch [9][560/801] lr: 2.838e-01, eta: 3:37:43, time: 1.032, data_time: 0.221, memory: 9526, top1_acc: 0.8797, top5_acc: 0.9918, loss_cls: 0.3817, loss: 0.3817, grad_norm: 0.8223 2021-03-26 20:39:13,034 - mmaction - INFO - Epoch [9][580/801] lr: 2.832e-01, eta: 3:37:20, time: 1.019, data_time: 0.283, memory: 9526, top1_acc: 0.8793, top5_acc: 0.9939, loss_cls: 0.3725, loss: 0.3725, grad_norm: 0.8161 2021-03-26 20:39:32,070 - mmaction - INFO - Epoch [9][600/801] lr: 2.826e-01, eta: 3:36:55, time: 0.952, data_time: 0.075, memory: 9526, top1_acc: 0.8812, top5_acc: 0.9955, loss_cls: 0.3835, loss: 0.3835, grad_norm: 0.8275 2021-03-26 20:39:52,588 - mmaction - INFO - Epoch [9][620/801] lr: 2.820e-01, eta: 3:36:32, time: 1.026, data_time: 0.001, memory: 9526, top1_acc: 0.8836, top5_acc: 0.9934, loss_cls: 0.3680, loss: 0.3680, grad_norm: 0.7977 2021-03-26 20:40:12,907 - mmaction - INFO - Epoch [9][640/801] lr: 2.814e-01, eta: 3:36:09, time: 1.015, data_time: 0.001, memory: 9526, top1_acc: 0.8824, top5_acc: 0.9947, loss_cls: 0.3655, loss: 0.3655, grad_norm: 0.8337 2021-03-26 20:40:33,248 - mmaction - INFO - Epoch [9][660/801] lr: 2.808e-01, eta: 3:35:46, time: 1.018, data_time: 0.001, memory: 9526, top1_acc: 0.8801, top5_acc: 0.9930, loss_cls: 0.3788, loss: 0.3788, grad_norm: 0.8103 2021-03-26 20:40:52,939 - mmaction - INFO - Epoch [9][680/801] lr: 2.802e-01, eta: 3:35:22, time: 0.982, data_time: 0.000, memory: 9526, top1_acc: 0.8850, top5_acc: 0.9928, loss_cls: 0.3839, loss: 0.3839, grad_norm: 0.8262 2021-03-26 20:41:14,095 - mmaction - INFO - Epoch [9][700/801] lr: 2.796e-01, eta: 3:35:01, time: 1.060, data_time: 0.013, memory: 9526, top1_acc: 0.8793, top5_acc: 0.9932, loss_cls: 0.3739, loss: 0.3739, grad_norm: 0.8177 2021-03-26 20:41:35,191 - mmaction - INFO - Epoch [9][720/801] lr: 2.790e-01, eta: 3:34:39, time: 1.055, data_time: 0.001, memory: 9526, top1_acc: 0.8820, top5_acc: 0.9943, loss_cls: 0.3681, loss: 0.3681, grad_norm: 0.8358 2021-03-26 20:41:55,182 - mmaction - INFO - Epoch [9][740/801] lr: 2.784e-01, eta: 3:34:16, time: 0.999, data_time: 0.001, memory: 9526, top1_acc: 0.8877, top5_acc: 0.9945, loss_cls: 0.3452, loss: 0.3452, grad_norm: 0.7809 2021-03-26 20:42:15,435 - mmaction - INFO - Epoch [9][760/801] lr: 2.778e-01, eta: 3:33:53, time: 1.014, data_time: 0.001, memory: 9526, top1_acc: 0.8828, top5_acc: 0.9947, loss_cls: 0.3597, loss: 0.3597, grad_norm: 0.8276 2021-03-26 20:42:35,790 - mmaction - INFO - Epoch [9][780/801] lr: 2.772e-01, eta: 3:33:30, time: 1.018, data_time: 0.001, memory: 9526, top1_acc: 0.8945, top5_acc: 0.9949, loss_cls: 0.3350, loss: 0.3350, grad_norm: 0.7879 2021-03-26 20:42:55,887 - mmaction - INFO - Epoch [9][800/801] lr: 2.766e-01, eta: 3:33:07, time: 1.005, data_time: 0.060, memory: 9526, top1_acc: 0.8908, top5_acc: 0.9926, loss_cls: 0.3532, loss: 0.3532, grad_norm: 0.8431 2021-03-26 20:42:57,267 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-03-26 20:43:50,259 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 20:43:50,323 - mmaction - INFO - top1_acc 0.7811 top5_acc 0.9730 2021-03-26 20:43:50,323 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 20:43:50,337 - mmaction - INFO - mean_acc 0.6853 2021-03-26 20:43:50,338 - mmaction - INFO - Now best checkpoint is epoch_9.pth 2021-03-26 20:43:50,542 - mmaction - INFO - Epoch(val) [9][801] top1_acc: 0.7811, top5_acc: 0.9730, mean_class_accuracy: 0.6853 2021-03-26 20:44:40,592 - mmaction - INFO - Epoch [10][20/801] lr: 2.760e-01, eta: 3:33:30, time: 2.490, data_time: 1.728, memory: 9526, top1_acc: 0.8764, top5_acc: 0.9902, loss_cls: 0.4023, loss: 0.4023, grad_norm: 0.8685 2021-03-26 20:45:01,210 - mmaction - INFO - Epoch [10][40/801] lr: 2.754e-01, eta: 3:33:07, time: 1.031, data_time: 0.238, memory: 9526, top1_acc: 0.8869, top5_acc: 0.9955, loss_cls: 0.3663, loss: 0.3663, grad_norm: 0.8007 2021-03-26 20:45:21,418 - mmaction - INFO - Epoch [10][60/801] lr: 2.748e-01, eta: 3:32:44, time: 1.009, data_time: 0.072, memory: 9526, top1_acc: 0.8945, top5_acc: 0.9957, loss_cls: 0.3439, loss: 0.3439, grad_norm: 0.8185 2021-03-26 20:45:41,385 - mmaction - INFO - Epoch [10][80/801] lr: 2.741e-01, eta: 3:32:20, time: 0.997, data_time: 0.053, memory: 9526, top1_acc: 0.8732, top5_acc: 0.9934, loss_cls: 0.3878, loss: 0.3878, grad_norm: 0.8733 2021-03-26 20:46:02,640 - mmaction - INFO - Epoch [10][100/801] lr: 2.735e-01, eta: 3:31:59, time: 1.065, data_time: 0.003, memory: 9526, top1_acc: 0.8830, top5_acc: 0.9941, loss_cls: 0.3669, loss: 0.3669, grad_norm: 0.8430 2021-03-26 20:46:21,796 - mmaction - INFO - Epoch [10][120/801] lr: 2.729e-01, eta: 3:31:34, time: 0.957, data_time: 0.001, memory: 9526, top1_acc: 0.8898, top5_acc: 0.9941, loss_cls: 0.3488, loss: 0.3488, grad_norm: 0.8128 2021-03-26 20:46:43,004 - mmaction - INFO - Epoch [10][140/801] lr: 2.723e-01, eta: 3:31:12, time: 1.059, data_time: 0.126, memory: 9526, top1_acc: 0.8854, top5_acc: 0.9926, loss_cls: 0.3663, loss: 0.3663, grad_norm: 0.8191 2021-03-26 20:47:04,297 - mmaction - INFO - Epoch [10][160/801] lr: 2.717e-01, eta: 3:30:51, time: 1.066, data_time: 0.002, memory: 9526, top1_acc: 0.8908, top5_acc: 0.9930, loss_cls: 0.3580, loss: 0.3580, grad_norm: 0.7919 2021-03-26 20:47:24,081 - mmaction - INFO - Epoch [10][180/801] lr: 2.711e-01, eta: 3:30:27, time: 0.988, data_time: 0.001, memory: 9526, top1_acc: 0.8826, top5_acc: 0.9953, loss_cls: 0.3699, loss: 0.3699, grad_norm: 0.8330 2021-03-26 20:47:44,273 - mmaction - INFO - Epoch [10][200/801] lr: 2.705e-01, eta: 3:30:04, time: 1.011, data_time: 0.002, memory: 9526, top1_acc: 0.8842, top5_acc: 0.9934, loss_cls: 0.3700, loss: 0.3700, grad_norm: 0.8253 2021-03-26 20:48:05,149 - mmaction - INFO - Epoch [10][220/801] lr: 2.699e-01, eta: 3:29:42, time: 1.042, data_time: 0.001, memory: 9526, top1_acc: 0.8887, top5_acc: 0.9943, loss_cls: 0.3690, loss: 0.3690, grad_norm: 0.8287 2021-03-26 20:48:25,629 - mmaction - INFO - Epoch [10][240/801] lr: 2.693e-01, eta: 3:29:19, time: 1.026, data_time: 0.003, memory: 9526, top1_acc: 0.8775, top5_acc: 0.9928, loss_cls: 0.3697, loss: 0.3697, grad_norm: 0.8649 2021-03-26 20:48:45,860 - mmaction - INFO - Epoch [10][260/801] lr: 2.686e-01, eta: 3:28:56, time: 1.012, data_time: 0.170, memory: 9526, top1_acc: 0.8885, top5_acc: 0.9926, loss_cls: 0.3546, loss: 0.3546, grad_norm: 0.8437 2021-03-26 20:49:06,738 - mmaction - INFO - Epoch [10][280/801] lr: 2.680e-01, eta: 3:28:34, time: 1.045, data_time: 0.128, memory: 9526, top1_acc: 0.8840, top5_acc: 0.9934, loss_cls: 0.3498, loss: 0.3498, grad_norm: 0.7975 2021-03-26 20:49:26,451 - mmaction - INFO - Epoch [10][300/801] lr: 2.674e-01, eta: 3:28:10, time: 0.985, data_time: 0.001, memory: 9526, top1_acc: 0.8912, top5_acc: 0.9934, loss_cls: 0.3370, loss: 0.3370, grad_norm: 0.7964 2021-03-26 20:49:48,631 - mmaction - INFO - Epoch [10][320/801] lr: 2.668e-01, eta: 3:27:50, time: 1.107, data_time: 0.001, memory: 9526, top1_acc: 0.8838, top5_acc: 0.9949, loss_cls: 0.3675, loss: 0.3675, grad_norm: 0.8901 2021-03-26 20:50:07,790 - mmaction - INFO - Epoch [10][340/801] lr: 2.662e-01, eta: 3:27:25, time: 0.961, data_time: 0.003, memory: 9526, top1_acc: 0.8912, top5_acc: 0.9947, loss_cls: 0.3518, loss: 0.3518, grad_norm: 0.8280 2021-03-26 20:50:30,013 - mmaction - INFO - Epoch [10][360/801] lr: 2.656e-01, eta: 3:27:06, time: 1.110, data_time: 0.001, memory: 9526, top1_acc: 0.8836, top5_acc: 0.9941, loss_cls: 0.3690, loss: 0.3690, grad_norm: 0.8660 2021-03-26 20:50:48,936 - mmaction - INFO - Epoch [10][380/801] lr: 2.650e-01, eta: 3:26:41, time: 0.945, data_time: 0.001, memory: 9526, top1_acc: 0.8936, top5_acc: 0.9957, loss_cls: 0.3487, loss: 0.3487, grad_norm: 0.8196 2021-03-26 20:51:10,350 - mmaction - INFO - Epoch [10][400/801] lr: 2.643e-01, eta: 3:26:19, time: 1.072, data_time: 0.002, memory: 9526, top1_acc: 0.8852, top5_acc: 0.9943, loss_cls: 0.3589, loss: 0.3589, grad_norm: 0.8166 2021-03-26 20:51:30,311 - mmaction - INFO - Epoch [10][420/801] lr: 2.637e-01, eta: 3:25:56, time: 0.998, data_time: 0.001, memory: 9526, top1_acc: 0.8957, top5_acc: 0.9959, loss_cls: 0.3218, loss: 0.3218, grad_norm: 0.7735 2021-03-26 20:51:52,013 - mmaction - INFO - Epoch [10][440/801] lr: 2.631e-01, eta: 3:25:35, time: 1.085, data_time: 0.001, memory: 9526, top1_acc: 0.8941, top5_acc: 0.9936, loss_cls: 0.3397, loss: 0.3397, grad_norm: 0.7731 2021-03-26 20:52:11,638 - mmaction - INFO - Epoch [10][460/801] lr: 2.625e-01, eta: 3:25:11, time: 0.981, data_time: 0.001, memory: 9526, top1_acc: 0.9020, top5_acc: 0.9965, loss_cls: 0.3081, loss: 0.3081, grad_norm: 0.7760 2021-03-26 20:52:31,137 - mmaction - INFO - Epoch [10][480/801] lr: 2.619e-01, eta: 3:24:47, time: 0.974, data_time: 0.010, memory: 9526, top1_acc: 0.8990, top5_acc: 0.9936, loss_cls: 0.3289, loss: 0.3289, grad_norm: 0.8307 2021-03-26 20:52:51,431 - mmaction - INFO - Epoch [10][500/801] lr: 2.612e-01, eta: 3:24:25, time: 1.015, data_time: 0.100, memory: 9526, top1_acc: 0.8889, top5_acc: 0.9959, loss_cls: 0.3543, loss: 0.3543, grad_norm: 0.7836 2021-03-26 20:53:12,335 - mmaction - INFO - Epoch [10][520/801] lr: 2.606e-01, eta: 3:24:03, time: 1.044, data_time: 0.001, memory: 9526, top1_acc: 0.8965, top5_acc: 0.9936, loss_cls: 0.3335, loss: 0.3335, grad_norm: 0.8009 2021-03-26 20:53:32,990 - mmaction - INFO - Epoch [10][540/801] lr: 2.600e-01, eta: 3:23:40, time: 1.034, data_time: 0.030, memory: 9526, top1_acc: 0.8854, top5_acc: 0.9928, loss_cls: 0.3734, loss: 0.3734, grad_norm: 0.9057 2021-03-26 20:53:53,113 - mmaction - INFO - Epoch [10][560/801] lr: 2.594e-01, eta: 3:23:17, time: 1.006, data_time: 0.001, memory: 9526, top1_acc: 0.8811, top5_acc: 0.9916, loss_cls: 0.3850, loss: 0.3850, grad_norm: 0.8665 2021-03-26 20:54:12,877 - mmaction - INFO - Epoch [10][580/801] lr: 2.587e-01, eta: 3:22:54, time: 0.988, data_time: 0.001, memory: 9526, top1_acc: 0.8877, top5_acc: 0.9957, loss_cls: 0.3436, loss: 0.3436, grad_norm: 0.8047 2021-03-26 20:54:34,149 - mmaction - INFO - Epoch [10][600/801] lr: 2.581e-01, eta: 3:22:33, time: 1.064, data_time: 0.001, memory: 9526, top1_acc: 0.8943, top5_acc: 0.9953, loss_cls: 0.3263, loss: 0.3263, grad_norm: 0.8021 2021-03-26 20:54:53,846 - mmaction - INFO - Epoch [10][620/801] lr: 2.575e-01, eta: 3:22:09, time: 0.985, data_time: 0.001, memory: 9526, top1_acc: 0.8898, top5_acc: 0.9959, loss_cls: 0.3367, loss: 0.3367, grad_norm: 0.8101 2021-03-26 20:55:16,433 - mmaction - INFO - Epoch [10][640/801] lr: 2.569e-01, eta: 3:21:49, time: 1.129, data_time: 0.001, memory: 9526, top1_acc: 0.9014, top5_acc: 0.9953, loss_cls: 0.3128, loss: 0.3128, grad_norm: 0.7362 2021-03-26 20:55:36,534 - mmaction - INFO - Epoch [10][660/801] lr: 2.562e-01, eta: 3:21:26, time: 1.005, data_time: 0.001, memory: 9526, top1_acc: 0.9008, top5_acc: 0.9969, loss_cls: 0.3106, loss: 0.3106, grad_norm: 0.7987 2021-03-26 20:55:56,471 - mmaction - INFO - Epoch [10][680/801] lr: 2.556e-01, eta: 3:21:03, time: 0.997, data_time: 0.000, memory: 9526, top1_acc: 0.8965, top5_acc: 0.9957, loss_cls: 0.3203, loss: 0.3203, grad_norm: 0.8624 2021-03-26 20:56:16,910 - mmaction - INFO - Epoch [10][700/801] lr: 2.550e-01, eta: 3:20:41, time: 1.022, data_time: 0.010, memory: 9526, top1_acc: 0.8965, top5_acc: 0.9936, loss_cls: 0.3299, loss: 0.3299, grad_norm: 0.8693 2021-03-26 20:56:37,936 - mmaction - INFO - Epoch [10][720/801] lr: 2.543e-01, eta: 3:20:19, time: 1.051, data_time: 0.040, memory: 9526, top1_acc: 0.8912, top5_acc: 0.9928, loss_cls: 0.3381, loss: 0.3381, grad_norm: 0.8101 2021-03-26 20:56:57,883 - mmaction - INFO - Epoch [10][740/801] lr: 2.537e-01, eta: 3:19:56, time: 0.995, data_time: 0.001, memory: 9526, top1_acc: 0.8979, top5_acc: 0.9945, loss_cls: 0.3297, loss: 0.3297, grad_norm: 0.8477 2021-03-26 20:57:19,604 - mmaction - INFO - Epoch [10][760/801] lr: 2.531e-01, eta: 3:19:35, time: 1.088, data_time: 0.003, memory: 9526, top1_acc: 0.8842, top5_acc: 0.9928, loss_cls: 0.3692, loss: 0.3692, grad_norm: 0.9150 2021-03-26 20:57:41,080 - mmaction - INFO - Epoch [10][780/801] lr: 2.525e-01, eta: 3:19:14, time: 1.073, data_time: 0.001, memory: 9526, top1_acc: 0.8820, top5_acc: 0.9934, loss_cls: 0.3772, loss: 0.3772, grad_norm: 0.8783 2021-03-26 20:57:58,805 - mmaction - INFO - Epoch [10][800/801] lr: 2.518e-01, eta: 3:18:48, time: 0.888, data_time: 0.002, memory: 9526, top1_acc: 0.8861, top5_acc: 0.9953, loss_cls: 0.3513, loss: 0.3513, grad_norm: 0.8401 2021-03-26 20:58:00,217 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-03-26 20:58:53,188 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 20:58:53,254 - mmaction - INFO - top1_acc 0.7889 top5_acc 0.9775 2021-03-26 20:58:53,255 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 20:58:53,270 - mmaction - INFO - mean_acc 0.7243 2021-03-26 20:58:53,270 - mmaction - INFO - Now best checkpoint is epoch_10.pth 2021-03-26 20:58:53,273 - mmaction - INFO - Epoch(val) [10][801] top1_acc: 0.7889, top5_acc: 0.9775, mean_class_accuracy: 0.7243 2021-03-26 20:59:40,233 - mmaction - INFO - Epoch [11][20/801] lr: 2.512e-01, eta: 3:19:00, time: 2.348, data_time: 1.237, memory: 9526, top1_acc: 0.8799, top5_acc: 0.9936, loss_cls: 0.3936, loss: 0.3936, grad_norm: 0.9063 2021-03-26 21:00:00,283 - mmaction - INFO - Epoch [11][40/801] lr: 2.505e-01, eta: 3:18:37, time: 1.002, data_time: 0.002, memory: 9526, top1_acc: 0.8959, top5_acc: 0.9934, loss_cls: 0.3277, loss: 0.3277, grad_norm: 0.7915 2021-03-26 21:00:21,647 - mmaction - INFO - Epoch [11][60/801] lr: 2.499e-01, eta: 3:18:16, time: 1.068, data_time: 0.001, memory: 9526, top1_acc: 0.9020, top5_acc: 0.9967, loss_cls: 0.3123, loss: 0.3123, grad_norm: 0.7852 2021-03-26 21:00:42,360 - mmaction - INFO - Epoch [11][80/801] lr: 2.493e-01, eta: 3:17:53, time: 1.036, data_time: 0.001, memory: 9526, top1_acc: 0.8965, top5_acc: 0.9951, loss_cls: 0.3341, loss: 0.3341, grad_norm: 0.8644 2021-03-26 21:01:02,402 - mmaction - INFO - Epoch [11][100/801] lr: 2.486e-01, eta: 3:17:30, time: 1.002, data_time: 0.001, memory: 9526, top1_acc: 0.8980, top5_acc: 0.9961, loss_cls: 0.3269, loss: 0.3269, grad_norm: 0.8168 2021-03-26 21:01:23,570 - mmaction - INFO - Epoch [11][120/801] lr: 2.480e-01, eta: 3:17:09, time: 1.057, data_time: 0.001, memory: 9526, top1_acc: 0.8926, top5_acc: 0.9965, loss_cls: 0.3336, loss: 0.3336, grad_norm: 0.8440 2021-03-26 21:01:43,842 - mmaction - INFO - Epoch [11][140/801] lr: 2.474e-01, eta: 3:16:46, time: 1.014, data_time: 0.001, memory: 9526, top1_acc: 0.8912, top5_acc: 0.9951, loss_cls: 0.3369, loss: 0.3369, grad_norm: 0.8262 2021-03-26 21:02:04,402 - mmaction - INFO - Epoch [11][160/801] lr: 2.467e-01, eta: 3:16:24, time: 1.029, data_time: 0.001, memory: 9526, top1_acc: 0.8930, top5_acc: 0.9955, loss_cls: 0.3254, loss: 0.3254, grad_norm: 0.7946 2021-03-26 21:02:25,137 - mmaction - INFO - Epoch [11][180/801] lr: 2.461e-01, eta: 3:16:02, time: 1.037, data_time: 0.089, memory: 9526, top1_acc: 0.8986, top5_acc: 0.9943, loss_cls: 0.3295, loss: 0.3295, grad_norm: 0.8387 2021-03-26 21:02:47,397 - mmaction - INFO - Epoch [11][200/801] lr: 2.455e-01, eta: 3:15:41, time: 1.113, data_time: 0.001, memory: 9526, top1_acc: 0.8980, top5_acc: 0.9957, loss_cls: 0.3171, loss: 0.3171, grad_norm: 0.7982 2021-03-26 21:03:07,680 - mmaction - INFO - Epoch [11][220/801] lr: 2.448e-01, eta: 3:15:19, time: 1.014, data_time: 0.000, memory: 9526, top1_acc: 0.8945, top5_acc: 0.9918, loss_cls: 0.3478, loss: 0.3478, grad_norm: 0.8831 2021-03-26 21:03:27,815 - mmaction - INFO - Epoch [11][240/801] lr: 2.442e-01, eta: 3:14:56, time: 1.007, data_time: 0.001, memory: 9526, top1_acc: 0.8904, top5_acc: 0.9928, loss_cls: 0.3517, loss: 0.3517, grad_norm: 0.8855 2021-03-26 21:03:48,781 - mmaction - INFO - Epoch [11][260/801] lr: 2.435e-01, eta: 3:14:34, time: 1.047, data_time: 0.046, memory: 9526, top1_acc: 0.8889, top5_acc: 0.9971, loss_cls: 0.3428, loss: 0.3428, grad_norm: 0.8525 2021-03-26 21:04:10,120 - mmaction - INFO - Epoch [11][280/801] lr: 2.429e-01, eta: 3:14:13, time: 1.066, data_time: 0.054, memory: 9526, top1_acc: 0.8965, top5_acc: 0.9955, loss_cls: 0.3280, loss: 0.3280, grad_norm: 0.8376 2021-03-26 21:04:30,034 - mmaction - INFO - Epoch [11][300/801] lr: 2.423e-01, eta: 3:13:50, time: 0.996, data_time: 0.060, memory: 9526, top1_acc: 0.8926, top5_acc: 0.9936, loss_cls: 0.3422, loss: 0.3422, grad_norm: 0.8535 2021-03-26 21:04:50,084 - mmaction - INFO - Epoch [11][320/801] lr: 2.416e-01, eta: 3:13:27, time: 1.002, data_time: 0.002, memory: 9526, top1_acc: 0.8895, top5_acc: 0.9932, loss_cls: 0.3620, loss: 0.3620, grad_norm: 0.8971 2021-03-26 21:05:10,915 - mmaction - INFO - Epoch [11][340/801] lr: 2.410e-01, eta: 3:13:05, time: 1.043, data_time: 0.003, memory: 9526, top1_acc: 0.8918, top5_acc: 0.9934, loss_cls: 0.3557, loss: 0.3557, grad_norm: 0.8229 2021-03-26 21:05:31,312 - mmaction - INFO - Epoch [11][360/801] lr: 2.403e-01, eta: 3:12:42, time: 1.020, data_time: 0.002, memory: 9526, top1_acc: 0.9035, top5_acc: 0.9955, loss_cls: 0.3149, loss: 0.3149, grad_norm: 0.8148 2021-03-26 21:05:51,381 - mmaction - INFO - Epoch [11][380/801] lr: 2.397e-01, eta: 3:12:19, time: 1.003, data_time: 0.001, memory: 9526, top1_acc: 0.8900, top5_acc: 0.9939, loss_cls: 0.3475, loss: 0.3475, grad_norm: 0.8949 2021-03-26 21:06:12,397 - mmaction - INFO - Epoch [11][400/801] lr: 2.391e-01, eta: 3:11:58, time: 1.051, data_time: 0.002, memory: 9526, top1_acc: 0.9000, top5_acc: 0.9951, loss_cls: 0.3222, loss: 0.3222, grad_norm: 0.8253 2021-03-26 21:06:33,131 - mmaction - INFO - Epoch [11][420/801] lr: 2.384e-01, eta: 3:11:36, time: 1.038, data_time: 0.002, memory: 9526, top1_acc: 0.9004, top5_acc: 0.9971, loss_cls: 0.3158, loss: 0.3158, grad_norm: 0.8210 2021-03-26 21:06:52,701 - mmaction - INFO - Epoch [11][440/801] lr: 2.378e-01, eta: 3:11:12, time: 0.978, data_time: 0.001, memory: 9526, top1_acc: 0.9072, top5_acc: 0.9953, loss_cls: 0.3021, loss: 0.3021, grad_norm: 0.7732 2021-03-26 21:07:14,412 - mmaction - INFO - Epoch [11][460/801] lr: 2.371e-01, eta: 3:10:51, time: 1.084, data_time: 0.001, memory: 9526, top1_acc: 0.8969, top5_acc: 0.9959, loss_cls: 0.3170, loss: 0.3170, grad_norm: 0.8159 2021-03-26 21:07:33,972 - mmaction - INFO - Epoch [11][480/801] lr: 2.365e-01, eta: 3:10:28, time: 0.979, data_time: 0.002, memory: 9526, top1_acc: 0.8965, top5_acc: 0.9953, loss_cls: 0.3265, loss: 0.3265, grad_norm: 0.8417 2021-03-26 21:07:56,412 - mmaction - INFO - Epoch [11][500/801] lr: 2.359e-01, eta: 3:10:08, time: 1.122, data_time: 0.001, memory: 9526, top1_acc: 0.8922, top5_acc: 0.9947, loss_cls: 0.3474, loss: 0.3474, grad_norm: 0.9160 2021-03-26 21:08:16,882 - mmaction - INFO - Epoch [11][520/801] lr: 2.352e-01, eta: 3:09:46, time: 1.024, data_time: 0.001, memory: 9526, top1_acc: 0.8975, top5_acc: 0.9967, loss_cls: 0.3272, loss: 0.3272, grad_norm: 0.8314 2021-03-26 21:08:37,803 - mmaction - INFO - Epoch [11][540/801] lr: 2.346e-01, eta: 3:09:24, time: 1.046, data_time: 0.001, memory: 9526, top1_acc: 0.8955, top5_acc: 0.9959, loss_cls: 0.3156, loss: 0.3156, grad_norm: 0.8433 2021-03-26 21:08:57,478 - mmaction - INFO - Epoch [11][560/801] lr: 2.339e-01, eta: 3:09:01, time: 0.984, data_time: 0.054, memory: 9526, top1_acc: 0.8992, top5_acc: 0.9941, loss_cls: 0.3231, loss: 0.3231, grad_norm: 0.8502 2021-03-26 21:09:18,799 - mmaction - INFO - Epoch [11][580/801] lr: 2.333e-01, eta: 3:08:39, time: 1.066, data_time: 0.185, memory: 9526, top1_acc: 0.8949, top5_acc: 0.9965, loss_cls: 0.3343, loss: 0.3343, grad_norm: 0.8581 2021-03-26 21:09:38,095 - mmaction - INFO - Epoch [11][600/801] lr: 2.326e-01, eta: 3:08:16, time: 0.965, data_time: 0.093, memory: 9526, top1_acc: 0.8986, top5_acc: 0.9969, loss_cls: 0.3109, loss: 0.3109, grad_norm: 0.8377 2021-03-26 21:10:00,079 - mmaction - INFO - Epoch [11][620/801] lr: 2.320e-01, eta: 3:07:55, time: 1.098, data_time: 0.001, memory: 9526, top1_acc: 0.9080, top5_acc: 0.9961, loss_cls: 0.2823, loss: 0.2823, grad_norm: 0.8088 2021-03-26 21:10:22,304 - mmaction - INFO - Epoch [11][640/801] lr: 2.313e-01, eta: 3:07:35, time: 1.111, data_time: 0.002, memory: 9526, top1_acc: 0.8945, top5_acc: 0.9967, loss_cls: 0.3143, loss: 0.3143, grad_norm: 0.8379 2021-03-26 21:10:42,381 - mmaction - INFO - Epoch [11][660/801] lr: 2.307e-01, eta: 3:07:12, time: 1.004, data_time: 0.002, memory: 9526, top1_acc: 0.9051, top5_acc: 0.9967, loss_cls: 0.2972, loss: 0.2972, grad_norm: 0.8165 2021-03-26 21:11:03,150 - mmaction - INFO - Epoch [11][680/801] lr: 2.301e-01, eta: 3:06:50, time: 1.038, data_time: 0.002, memory: 9526, top1_acc: 0.9066, top5_acc: 0.9959, loss_cls: 0.3074, loss: 0.3074, grad_norm: 0.8557 2021-03-26 21:11:25,644 - mmaction - INFO - Epoch [11][700/801] lr: 2.294e-01, eta: 3:06:31, time: 1.127, data_time: 0.002, memory: 9526, top1_acc: 0.9104, top5_acc: 0.9965, loss_cls: 0.2924, loss: 0.2924, grad_norm: 0.8136 2021-03-26 21:11:46,676 - mmaction - INFO - Epoch [11][720/801] lr: 2.288e-01, eta: 3:06:09, time: 1.052, data_time: 0.059, memory: 9526, top1_acc: 0.9027, top5_acc: 0.9959, loss_cls: 0.3223, loss: 0.3223, grad_norm: 0.8727 2021-03-26 21:12:07,739 - mmaction - INFO - Epoch [11][740/801] lr: 2.281e-01, eta: 3:05:47, time: 1.051, data_time: 0.172, memory: 9526, top1_acc: 0.9100, top5_acc: 0.9949, loss_cls: 0.2998, loss: 0.2998, grad_norm: 0.8115 2021-03-26 21:12:26,869 - mmaction - INFO - Epoch [11][760/801] lr: 2.275e-01, eta: 3:05:24, time: 0.958, data_time: 0.216, memory: 9526, top1_acc: 0.8973, top5_acc: 0.9939, loss_cls: 0.3240, loss: 0.3240, grad_norm: 0.8698 2021-03-26 21:12:48,109 - mmaction - INFO - Epoch [11][780/801] lr: 2.268e-01, eta: 3:05:02, time: 1.060, data_time: 0.031, memory: 9526, top1_acc: 0.9021, top5_acc: 0.9938, loss_cls: 0.3255, loss: 0.3255, grad_norm: 0.8636 2021-03-26 21:13:07,088 - mmaction - INFO - Epoch [11][800/801] lr: 2.262e-01, eta: 3:04:38, time: 0.951, data_time: 0.003, memory: 9526, top1_acc: 0.9068, top5_acc: 0.9961, loss_cls: 0.2937, loss: 0.2937, grad_norm: 0.8146 2021-03-26 21:13:08,456 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-03-26 21:14:00,453 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 21:14:00,516 - mmaction - INFO - top1_acc 0.3906 top5_acc 0.6044 2021-03-26 21:14:00,516 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 21:14:00,530 - mmaction - INFO - mean_acc 0.3259 2021-03-26 21:14:00,532 - mmaction - INFO - Epoch(val) [11][801] top1_acc: 0.3906, top5_acc: 0.6044, mean_class_accuracy: 0.3259 2021-03-26 21:14:50,468 - mmaction - INFO - Epoch [12][20/801] lr: 2.255e-01, eta: 3:04:48, time: 2.496, data_time: 1.488, memory: 9526, top1_acc: 0.8906, top5_acc: 0.9938, loss_cls: 0.3640, loss: 0.3640, grad_norm: 0.9675 2021-03-26 21:15:13,209 - mmaction - INFO - Epoch [12][40/801] lr: 2.248e-01, eta: 3:04:29, time: 1.136, data_time: 0.004, memory: 9526, top1_acc: 0.9033, top5_acc: 0.9947, loss_cls: 0.3278, loss: 0.3278, grad_norm: 0.8348 2021-03-26 21:15:33,380 - mmaction - INFO - Epoch [12][60/801] lr: 2.242e-01, eta: 3:04:06, time: 1.010, data_time: 0.002, memory: 9526, top1_acc: 0.8979, top5_acc: 0.9951, loss_cls: 0.3257, loss: 0.3257, grad_norm: 0.8710 2021-03-26 21:15:54,984 - mmaction - INFO - Epoch [12][80/801] lr: 2.235e-01, eta: 3:03:45, time: 1.080, data_time: 0.001, memory: 9526, top1_acc: 0.9096, top5_acc: 0.9963, loss_cls: 0.3036, loss: 0.3036, grad_norm: 0.8385 2021-03-26 21:16:15,698 - mmaction - INFO - Epoch [12][100/801] lr: 2.229e-01, eta: 3:03:23, time: 1.036, data_time: 0.001, memory: 9526, top1_acc: 0.9100, top5_acc: 0.9951, loss_cls: 0.2891, loss: 0.2891, grad_norm: 0.7916 2021-03-26 21:16:36,224 - mmaction - INFO - Epoch [12][120/801] lr: 2.222e-01, eta: 3:03:01, time: 1.025, data_time: 0.025, memory: 9526, top1_acc: 0.9059, top5_acc: 0.9943, loss_cls: 0.3019, loss: 0.3019, grad_norm: 0.8250 2021-03-26 21:16:57,554 - mmaction - INFO - Epoch [12][140/801] lr: 2.216e-01, eta: 3:02:39, time: 1.068, data_time: 0.050, memory: 9526, top1_acc: 0.9129, top5_acc: 0.9959, loss_cls: 0.2743, loss: 0.2743, grad_norm: 0.7741 2021-03-26 21:17:17,366 - mmaction - INFO - Epoch [12][160/801] lr: 2.209e-01, eta: 3:02:16, time: 0.991, data_time: 0.001, memory: 9526, top1_acc: 0.9059, top5_acc: 0.9955, loss_cls: 0.3015, loss: 0.3015, grad_norm: 0.8506 2021-03-26 21:17:37,687 - mmaction - INFO - Epoch [12][180/801] lr: 2.203e-01, eta: 3:01:54, time: 1.016, data_time: 0.001, memory: 9526, top1_acc: 0.9041, top5_acc: 0.9959, loss_cls: 0.3011, loss: 0.3011, grad_norm: 0.8760 2021-03-26 21:17:57,416 - mmaction - INFO - Epoch [12][200/801] lr: 2.196e-01, eta: 3:01:30, time: 0.987, data_time: 0.073, memory: 9526, top1_acc: 0.9045, top5_acc: 0.9957, loss_cls: 0.3193, loss: 0.3193, grad_norm: 0.8799 2021-03-26 21:18:17,674 - mmaction - INFO - Epoch [12][220/801] lr: 2.190e-01, eta: 3:01:08, time: 1.013, data_time: 0.001, memory: 9526, top1_acc: 0.9006, top5_acc: 0.9967, loss_cls: 0.3158, loss: 0.3158, grad_norm: 0.8625 2021-03-26 21:18:38,335 - mmaction - INFO - Epoch [12][240/801] lr: 2.183e-01, eta: 3:00:46, time: 1.031, data_time: 0.000, memory: 9526, top1_acc: 0.8930, top5_acc: 0.9941, loss_cls: 0.3275, loss: 0.3275, grad_norm: 0.8572 2021-03-26 21:18:59,972 - mmaction - INFO - Epoch [12][260/801] lr: 2.177e-01, eta: 3:00:25, time: 1.084, data_time: 0.062, memory: 9526, top1_acc: 0.9076, top5_acc: 0.9945, loss_cls: 0.2892, loss: 0.2892, grad_norm: 0.8435 2021-03-26 21:19:19,711 - mmaction - INFO - Epoch [12][280/801] lr: 2.170e-01, eta: 3:00:02, time: 0.987, data_time: 0.173, memory: 9526, top1_acc: 0.9080, top5_acc: 0.9969, loss_cls: 0.2964, loss: 0.2964, grad_norm: 0.8305 2021-03-26 21:19:42,223 - mmaction - INFO - Epoch [12][300/801] lr: 2.164e-01, eta: 2:59:42, time: 1.125, data_time: 0.032, memory: 9526, top1_acc: 0.9125, top5_acc: 0.9971, loss_cls: 0.2737, loss: 0.2737, grad_norm: 0.7865 2021-03-26 21:20:02,458 - mmaction - INFO - Epoch [12][320/801] lr: 2.157e-01, eta: 2:59:19, time: 1.012, data_time: 0.001, memory: 9526, top1_acc: 0.9051, top5_acc: 0.9938, loss_cls: 0.2926, loss: 0.2926, grad_norm: 0.8435 2021-03-26 21:20:22,562 - mmaction - INFO - Epoch [12][340/801] lr: 2.151e-01, eta: 2:58:57, time: 1.005, data_time: 0.001, memory: 9526, top1_acc: 0.9186, top5_acc: 0.9959, loss_cls: 0.2791, loss: 0.2791, grad_norm: 0.8364 2021-03-26 21:20:42,667 - mmaction - INFO - Epoch [12][360/801] lr: 2.144e-01, eta: 2:58:34, time: 1.005, data_time: 0.001, memory: 9526, top1_acc: 0.9039, top5_acc: 0.9957, loss_cls: 0.2988, loss: 0.2988, grad_norm: 0.8729 2021-03-26 21:21:03,499 - mmaction - INFO - Epoch [12][380/801] lr: 2.138e-01, eta: 2:58:12, time: 1.042, data_time: 0.001, memory: 9526, top1_acc: 0.9053, top5_acc: 0.9947, loss_cls: 0.3039, loss: 0.3039, grad_norm: 0.8600 2021-03-26 21:21:24,505 - mmaction - INFO - Epoch [12][400/801] lr: 2.131e-01, eta: 2:57:50, time: 1.049, data_time: 0.001, memory: 9526, top1_acc: 0.8998, top5_acc: 0.9955, loss_cls: 0.3141, loss: 0.3141, grad_norm: 0.9295 2021-03-26 21:21:44,152 - mmaction - INFO - Epoch [12][420/801] lr: 2.125e-01, eta: 2:57:27, time: 0.982, data_time: 0.002, memory: 9526, top1_acc: 0.8979, top5_acc: 0.9947, loss_cls: 0.3128, loss: 0.3128, grad_norm: 0.8706 2021-03-26 21:22:07,165 - mmaction - INFO - Epoch [12][440/801] lr: 2.118e-01, eta: 2:57:08, time: 1.152, data_time: 0.002, memory: 9526, top1_acc: 0.9068, top5_acc: 0.9975, loss_cls: 0.2903, loss: 0.2903, grad_norm: 0.8400 2021-03-26 21:22:25,758 - mmaction - INFO - Epoch [12][460/801] lr: 2.112e-01, eta: 2:56:44, time: 0.929, data_time: 0.000, memory: 9526, top1_acc: 0.9078, top5_acc: 0.9963, loss_cls: 0.2759, loss: 0.2759, grad_norm: 0.8075 2021-03-26 21:22:46,031 - mmaction - INFO - Epoch [12][480/801] lr: 2.105e-01, eta: 2:56:21, time: 1.014, data_time: 0.001, memory: 9526, top1_acc: 0.9102, top5_acc: 0.9957, loss_cls: 0.2901, loss: 0.2901, grad_norm: 0.8146 2021-03-26 21:23:06,819 - mmaction - INFO - Epoch [12][500/801] lr: 2.099e-01, eta: 2:55:59, time: 1.040, data_time: 0.001, memory: 9526, top1_acc: 0.9096, top5_acc: 0.9971, loss_cls: 0.2842, loss: 0.2842, grad_norm: 0.8403 2021-03-26 21:23:27,110 - mmaction - INFO - Epoch [12][520/801] lr: 2.092e-01, eta: 2:55:37, time: 1.015, data_time: 0.006, memory: 9526, top1_acc: 0.9176, top5_acc: 0.9943, loss_cls: 0.2866, loss: 0.2866, grad_norm: 0.8478 2021-03-26 21:23:47,795 - mmaction - INFO - Epoch [12][540/801] lr: 2.086e-01, eta: 2:55:15, time: 1.033, data_time: 0.163, memory: 9526, top1_acc: 0.9031, top5_acc: 0.9939, loss_cls: 0.3128, loss: 0.3128, grad_norm: 0.9070 2021-03-26 21:24:08,691 - mmaction - INFO - Epoch [12][560/801] lr: 2.079e-01, eta: 2:54:53, time: 1.046, data_time: 0.002, memory: 9526, top1_acc: 0.9023, top5_acc: 0.9941, loss_cls: 0.3119, loss: 0.3119, grad_norm: 0.8964 2021-03-26 21:24:28,430 - mmaction - INFO - Epoch [12][580/801] lr: 2.073e-01, eta: 2:54:30, time: 0.988, data_time: 0.001, memory: 9526, top1_acc: 0.9014, top5_acc: 0.9943, loss_cls: 0.3193, loss: 0.3193, grad_norm: 0.9034 2021-03-26 21:24:50,281 - mmaction - INFO - Epoch [12][600/801] lr: 2.066e-01, eta: 2:54:10, time: 1.092, data_time: 0.000, memory: 9526, top1_acc: 0.9025, top5_acc: 0.9961, loss_cls: 0.3028, loss: 0.3028, grad_norm: 0.8735 2021-03-26 21:25:09,489 - mmaction - INFO - Epoch [12][620/801] lr: 2.059e-01, eta: 2:53:46, time: 0.960, data_time: 0.021, memory: 9526, top1_acc: 0.9186, top5_acc: 0.9975, loss_cls: 0.2622, loss: 0.2622, grad_norm: 0.7783 2021-03-26 21:25:30,620 - mmaction - INFO - Epoch [12][640/801] lr: 2.053e-01, eta: 2:53:25, time: 1.057, data_time: 0.008, memory: 9526, top1_acc: 0.9082, top5_acc: 0.9963, loss_cls: 0.2867, loss: 0.2867, grad_norm: 0.8649 2021-03-26 21:25:51,116 - mmaction - INFO - Epoch [12][660/801] lr: 2.046e-01, eta: 2:53:03, time: 1.025, data_time: 0.076, memory: 9526, top1_acc: 0.9074, top5_acc: 0.9959, loss_cls: 0.2914, loss: 0.2914, grad_norm: 0.8516 2021-03-26 21:26:11,016 - mmaction - INFO - Epoch [12][680/801] lr: 2.040e-01, eta: 2:52:40, time: 0.995, data_time: 0.090, memory: 9526, top1_acc: 0.9254, top5_acc: 0.9975, loss_cls: 0.2581, loss: 0.2581, grad_norm: 0.7456 2021-03-26 21:26:32,679 - mmaction - INFO - Epoch [12][700/801] lr: 2.033e-01, eta: 2:52:19, time: 1.081, data_time: 0.002, memory: 9526, top1_acc: 0.9195, top5_acc: 0.9963, loss_cls: 0.2591, loss: 0.2591, grad_norm: 0.7853 2021-03-26 21:26:53,437 - mmaction - INFO - Epoch [12][720/801] lr: 2.027e-01, eta: 2:51:57, time: 1.040, data_time: 0.003, memory: 9526, top1_acc: 0.9143, top5_acc: 0.9965, loss_cls: 0.2746, loss: 0.2746, grad_norm: 0.8536 2021-03-26 21:27:14,333 - mmaction - INFO - Epoch [12][740/801] lr: 2.020e-01, eta: 2:51:35, time: 1.044, data_time: 0.132, memory: 9526, top1_acc: 0.9187, top5_acc: 0.9971, loss_cls: 0.2615, loss: 0.2615, grad_norm: 0.8269 2021-03-26 21:27:33,693 - mmaction - INFO - Epoch [12][760/801] lr: 2.014e-01, eta: 2:51:12, time: 0.968, data_time: 0.029, memory: 9526, top1_acc: 0.9187, top5_acc: 0.9945, loss_cls: 0.2688, loss: 0.2688, grad_norm: 0.8397 2021-03-26 21:27:53,091 - mmaction - INFO - Epoch [12][780/801] lr: 2.007e-01, eta: 2:50:49, time: 0.969, data_time: 0.001, memory: 9526, top1_acc: 0.9107, top5_acc: 0.9965, loss_cls: 0.2764, loss: 0.2764, grad_norm: 0.8754 2021-03-26 21:28:13,457 - mmaction - INFO - Epoch [12][800/801] lr: 2.001e-01, eta: 2:50:27, time: 1.019, data_time: 0.053, memory: 9526, top1_acc: 0.9178, top5_acc: 0.9965, loss_cls: 0.2677, loss: 0.2677, grad_norm: 0.8151 2021-03-26 21:28:14,738 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-03-26 21:29:08,056 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 21:29:08,679 - mmaction - INFO - top1_acc 0.8676 top5_acc 0.9885 2021-03-26 21:29:08,680 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 21:29:08,728 - mmaction - INFO - mean_acc 0.8072 2021-03-26 21:29:08,729 - mmaction - INFO - Now best checkpoint is epoch_12.pth 2021-03-26 21:29:08,734 - mmaction - INFO - Epoch(val) [12][801] top1_acc: 0.8676, top5_acc: 0.9885, mean_class_accuracy: 0.8072 2021-03-26 21:29:59,605 - mmaction - INFO - Epoch [13][20/801] lr: 1.994e-01, eta: 2:50:33, time: 2.541, data_time: 1.448, memory: 9526, top1_acc: 0.9094, top5_acc: 0.9959, loss_cls: 0.2900, loss: 0.2900, grad_norm: 0.8629 2021-03-26 21:30:20,325 - mmaction - INFO - Epoch [13][40/801] lr: 1.987e-01, eta: 2:50:11, time: 1.037, data_time: 0.002, memory: 9526, top1_acc: 0.9135, top5_acc: 0.9965, loss_cls: 0.2799, loss: 0.2799, grad_norm: 0.8951 2021-03-26 21:30:41,431 - mmaction - INFO - Epoch [13][60/801] lr: 1.981e-01, eta: 2:49:49, time: 1.055, data_time: 0.001, memory: 9526, top1_acc: 0.9090, top5_acc: 0.9977, loss_cls: 0.2910, loss: 0.2910, grad_norm: 0.8867 2021-03-26 21:31:01,589 - mmaction - INFO - Epoch [13][80/801] lr: 1.974e-01, eta: 2:49:27, time: 1.007, data_time: 0.001, memory: 9526, top1_acc: 0.9160, top5_acc: 0.9967, loss_cls: 0.2693, loss: 0.2693, grad_norm: 0.8192 2021-03-26 21:31:22,137 - mmaction - INFO - Epoch [13][100/801] lr: 1.968e-01, eta: 2:49:05, time: 1.026, data_time: 0.002, memory: 9526, top1_acc: 0.9160, top5_acc: 0.9965, loss_cls: 0.2761, loss: 0.2761, grad_norm: 0.8832 2021-03-26 21:31:44,055 - mmaction - INFO - Epoch [13][120/801] lr: 1.961e-01, eta: 2:48:44, time: 1.097, data_time: 0.003, memory: 9526, top1_acc: 0.9135, top5_acc: 0.9967, loss_cls: 0.2839, loss: 0.2839, grad_norm: 0.8799 2021-03-26 21:32:02,697 - mmaction - INFO - Epoch [13][140/801] lr: 1.955e-01, eta: 2:48:20, time: 0.931, data_time: 0.053, memory: 9526, top1_acc: 0.9105, top5_acc: 0.9957, loss_cls: 0.2790, loss: 0.2790, grad_norm: 0.8571 2021-03-26 21:32:23,761 - mmaction - INFO - Epoch [13][160/801] lr: 1.948e-01, eta: 2:47:59, time: 1.054, data_time: 0.072, memory: 9526, top1_acc: 0.9061, top5_acc: 0.9957, loss_cls: 0.2953, loss: 0.2953, grad_norm: 0.9180 2021-03-26 21:32:44,293 - mmaction - INFO - Epoch [13][180/801] lr: 1.942e-01, eta: 2:47:36, time: 1.025, data_time: 0.001, memory: 9526, top1_acc: 0.9070, top5_acc: 0.9963, loss_cls: 0.2977, loss: 0.2977, grad_norm: 0.8678 2021-03-26 21:33:04,151 - mmaction - INFO - Epoch [13][200/801] lr: 1.935e-01, eta: 2:47:14, time: 0.993, data_time: 0.002, memory: 9526, top1_acc: 0.9117, top5_acc: 0.9965, loss_cls: 0.2732, loss: 0.2732, grad_norm: 0.8442 2021-03-26 21:33:27,660 - mmaction - INFO - Epoch [13][220/801] lr: 1.928e-01, eta: 2:46:54, time: 1.177, data_time: 0.021, memory: 9526, top1_acc: 0.9232, top5_acc: 0.9967, loss_cls: 0.2555, loss: 0.2555, grad_norm: 0.8221 2021-03-26 21:33:48,088 - mmaction - INFO - Epoch [13][240/801] lr: 1.922e-01, eta: 2:46:32, time: 1.020, data_time: 0.001, memory: 9526, top1_acc: 0.9213, top5_acc: 0.9967, loss_cls: 0.2535, loss: 0.2535, grad_norm: 0.8233 2021-03-26 21:34:06,651 - mmaction - INFO - Epoch [13][260/801] lr: 1.915e-01, eta: 2:46:08, time: 0.929, data_time: 0.002, memory: 9526, top1_acc: 0.9168, top5_acc: 0.9955, loss_cls: 0.2737, loss: 0.2737, grad_norm: 0.8796 2021-03-26 21:34:27,521 - mmaction - INFO - Epoch [13][280/801] lr: 1.909e-01, eta: 2:45:47, time: 1.044, data_time: 0.001, memory: 9526, top1_acc: 0.9109, top5_acc: 0.9963, loss_cls: 0.2860, loss: 0.2860, grad_norm: 0.8904 2021-03-26 21:34:49,570 - mmaction - INFO - Epoch [13][300/801] lr: 1.902e-01, eta: 2:45:26, time: 1.103, data_time: 0.001, memory: 9526, top1_acc: 0.9199, top5_acc: 0.9961, loss_cls: 0.2682, loss: 0.2682, grad_norm: 0.8741 2021-03-26 21:35:10,806 - mmaction - INFO - Epoch [13][320/801] lr: 1.896e-01, eta: 2:45:05, time: 1.060, data_time: 0.001, memory: 9526, top1_acc: 0.9201, top5_acc: 0.9965, loss_cls: 0.2602, loss: 0.2602, grad_norm: 0.8299 2021-03-26 21:35:30,069 - mmaction - INFO - Epoch [13][340/801] lr: 1.889e-01, eta: 2:44:41, time: 0.963, data_time: 0.002, memory: 9526, top1_acc: 0.9199, top5_acc: 0.9975, loss_cls: 0.2580, loss: 0.2580, grad_norm: 0.8800 2021-03-26 21:35:51,719 - mmaction - INFO - Epoch [13][360/801] lr: 1.883e-01, eta: 2:44:20, time: 1.084, data_time: 0.045, memory: 9526, top1_acc: 0.9162, top5_acc: 0.9967, loss_cls: 0.2654, loss: 0.2654, grad_norm: 0.8754 2021-03-26 21:36:12,747 - mmaction - INFO - Epoch [13][380/801] lr: 1.876e-01, eta: 2:43:59, time: 1.049, data_time: 0.001, memory: 9526, top1_acc: 0.9135, top5_acc: 0.9977, loss_cls: 0.2717, loss: 0.2717, grad_norm: 0.8456 2021-03-26 21:36:32,046 - mmaction - INFO - Epoch [13][400/801] lr: 1.870e-01, eta: 2:43:36, time: 0.967, data_time: 0.003, memory: 9526, top1_acc: 0.9184, top5_acc: 0.9969, loss_cls: 0.2532, loss: 0.2532, grad_norm: 0.8415 2021-03-26 21:36:53,774 - mmaction - INFO - Epoch [13][420/801] lr: 1.863e-01, eta: 2:43:15, time: 1.087, data_time: 0.001, memory: 9526, top1_acc: 0.9143, top5_acc: 0.9975, loss_cls: 0.2737, loss: 0.2737, grad_norm: 0.8176 2021-03-26 21:37:14,961 - mmaction - INFO - Epoch [13][440/801] lr: 1.857e-01, eta: 2:42:53, time: 1.058, data_time: 0.001, memory: 9526, top1_acc: 0.9189, top5_acc: 0.9955, loss_cls: 0.2534, loss: 0.2534, grad_norm: 0.8759 2021-03-26 21:37:34,218 - mmaction - INFO - Epoch [13][460/801] lr: 1.850e-01, eta: 2:42:30, time: 0.962, data_time: 0.002, memory: 9526, top1_acc: 0.9086, top5_acc: 0.9957, loss_cls: 0.2852, loss: 0.2852, grad_norm: 0.8671 2021-03-26 21:37:56,136 - mmaction - INFO - Epoch [13][480/801] lr: 1.844e-01, eta: 2:42:09, time: 1.096, data_time: 0.049, memory: 9526, top1_acc: 0.9262, top5_acc: 0.9977, loss_cls: 0.2402, loss: 0.2402, grad_norm: 0.7602 2021-03-26 21:38:16,058 - mmaction - INFO - Epoch [13][500/801] lr: 1.837e-01, eta: 2:41:47, time: 0.998, data_time: 0.227, memory: 9526, top1_acc: 0.9164, top5_acc: 0.9955, loss_cls: 0.2676, loss: 0.2676, grad_norm: 0.9245 2021-03-26 21:38:38,388 - mmaction - INFO - Epoch [13][520/801] lr: 1.831e-01, eta: 2:41:26, time: 1.116, data_time: 0.020, memory: 9526, top1_acc: 0.9158, top5_acc: 0.9963, loss_cls: 0.2681, loss: 0.2681, grad_norm: 0.8248 2021-03-26 21:38:58,633 - mmaction - INFO - Epoch [13][540/801] lr: 1.824e-01, eta: 2:41:04, time: 1.011, data_time: 0.001, memory: 9526, top1_acc: 0.9184, top5_acc: 0.9977, loss_cls: 0.2657, loss: 0.2657, grad_norm: 0.8313 2021-03-26 21:39:17,918 - mmaction - INFO - Epoch [13][560/801] lr: 1.818e-01, eta: 2:40:41, time: 0.965, data_time: 0.002, memory: 9526, top1_acc: 0.9254, top5_acc: 0.9980, loss_cls: 0.2394, loss: 0.2394, grad_norm: 0.8369 2021-03-26 21:39:40,303 - mmaction - INFO - Epoch [13][580/801] lr: 1.811e-01, eta: 2:40:21, time: 1.121, data_time: 0.002, memory: 9526, top1_acc: 0.9244, top5_acc: 0.9963, loss_cls: 0.2559, loss: 0.2559, grad_norm: 0.9067 2021-03-26 21:40:00,249 - mmaction - INFO - Epoch [13][600/801] lr: 1.805e-01, eta: 2:39:58, time: 0.996, data_time: 0.000, memory: 9526, top1_acc: 0.9256, top5_acc: 0.9971, loss_cls: 0.2484, loss: 0.2484, grad_norm: 0.8381 2021-03-26 21:40:22,781 - mmaction - INFO - Epoch [13][620/801] lr: 1.798e-01, eta: 2:39:38, time: 1.127, data_time: 0.002, memory: 9526, top1_acc: 0.9187, top5_acc: 0.9961, loss_cls: 0.2603, loss: 0.2603, grad_norm: 0.8971 2021-03-26 21:40:42,953 - mmaction - INFO - Epoch [13][640/801] lr: 1.792e-01, eta: 2:39:16, time: 1.008, data_time: 0.002, memory: 9526, top1_acc: 0.9152, top5_acc: 0.9973, loss_cls: 0.2794, loss: 0.2794, grad_norm: 0.9093 2021-03-26 21:41:04,300 - mmaction - INFO - Epoch [13][660/801] lr: 1.785e-01, eta: 2:38:54, time: 1.069, data_time: 0.002, memory: 9526, top1_acc: 0.9199, top5_acc: 0.9967, loss_cls: 0.2453, loss: 0.2453, grad_norm: 0.8133 2021-03-26 21:41:24,308 - mmaction - INFO - Epoch [13][680/801] lr: 1.779e-01, eta: 2:38:32, time: 0.999, data_time: 0.001, memory: 9526, top1_acc: 0.9266, top5_acc: 0.9982, loss_cls: 0.2398, loss: 0.2398, grad_norm: 0.8502 2021-03-26 21:41:45,229 - mmaction - INFO - Epoch [13][700/801] lr: 1.772e-01, eta: 2:38:10, time: 1.046, data_time: 0.002, memory: 9526, top1_acc: 0.9225, top5_acc: 0.9963, loss_cls: 0.2587, loss: 0.2587, grad_norm: 0.8615 2021-03-26 21:42:04,462 - mmaction - INFO - Epoch [13][720/801] lr: 1.766e-01, eta: 2:37:47, time: 0.962, data_time: 0.003, memory: 9526, top1_acc: 0.9277, top5_acc: 0.9975, loss_cls: 0.2404, loss: 0.2404, grad_norm: 0.8648 2021-03-26 21:42:26,508 - mmaction - INFO - Epoch [13][740/801] lr: 1.759e-01, eta: 2:37:27, time: 1.103, data_time: 0.003, memory: 9526, top1_acc: 0.9250, top5_acc: 0.9975, loss_cls: 0.2408, loss: 0.2408, grad_norm: 0.8835 2021-03-26 21:42:47,109 - mmaction - INFO - Epoch [13][760/801] lr: 1.753e-01, eta: 2:37:05, time: 1.029, data_time: 0.002, memory: 9526, top1_acc: 0.9191, top5_acc: 0.9969, loss_cls: 0.2663, loss: 0.2663, grad_norm: 0.9054 2021-03-26 21:43:08,552 - mmaction - INFO - Epoch [13][780/801] lr: 1.746e-01, eta: 2:36:43, time: 1.074, data_time: 0.003, memory: 9526, top1_acc: 0.9242, top5_acc: 0.9971, loss_cls: 0.2482, loss: 0.2482, grad_norm: 0.8862 2021-03-26 21:43:26,139 - mmaction - INFO - Epoch [13][800/801] lr: 1.740e-01, eta: 2:36:19, time: 0.879, data_time: 0.001, memory: 9526, top1_acc: 0.9248, top5_acc: 0.9973, loss_cls: 0.2446, loss: 0.2446, grad_norm: 0.8199 2021-03-26 21:43:27,486 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-03-26 21:44:20,851 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 21:44:20,919 - mmaction - INFO - top1_acc 0.8607 top5_acc 0.9864 2021-03-26 21:44:20,919 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 21:44:20,934 - mmaction - INFO - mean_acc 0.8014 2021-03-26 21:44:20,936 - mmaction - INFO - Epoch(val) [13][801] top1_acc: 0.8607, top5_acc: 0.9864, mean_class_accuracy: 0.8014 2021-03-26 21:45:08,961 - mmaction - INFO - Epoch [14][20/801] lr: 1.733e-01, eta: 2:36:18, time: 2.401, data_time: 1.401, memory: 9526, top1_acc: 0.9219, top5_acc: 0.9975, loss_cls: 0.2704, loss: 0.2704, grad_norm: 0.9371 2021-03-26 21:45:29,898 - mmaction - INFO - Epoch [14][40/801] lr: 1.726e-01, eta: 2:35:57, time: 1.046, data_time: 0.003, memory: 9526, top1_acc: 0.9203, top5_acc: 0.9967, loss_cls: 0.2520, loss: 0.2520, grad_norm: 0.8837 2021-03-26 21:45:49,675 - mmaction - INFO - Epoch [14][60/801] lr: 1.720e-01, eta: 2:35:34, time: 0.990, data_time: 0.067, memory: 9526, top1_acc: 0.9225, top5_acc: 0.9963, loss_cls: 0.2519, loss: 0.2519, grad_norm: 0.8780 2021-03-26 21:46:10,643 - mmaction - INFO - Epoch [14][80/801] lr: 1.713e-01, eta: 2:35:12, time: 1.048, data_time: 0.001, memory: 9526, top1_acc: 0.9240, top5_acc: 0.9963, loss_cls: 0.2527, loss: 0.2527, grad_norm: 0.8833 2021-03-26 21:46:30,771 - mmaction - INFO - Epoch [14][100/801] lr: 1.707e-01, eta: 2:34:50, time: 1.005, data_time: 0.002, memory: 9526, top1_acc: 0.9252, top5_acc: 0.9979, loss_cls: 0.2272, loss: 0.2272, grad_norm: 0.7974 2021-03-26 21:46:50,794 - mmaction - INFO - Epoch [14][120/801] lr: 1.700e-01, eta: 2:34:28, time: 1.003, data_time: 0.003, memory: 9526, top1_acc: 0.9260, top5_acc: 0.9973, loss_cls: 0.2462, loss: 0.2462, grad_norm: 0.8652 2021-03-26 21:47:11,827 - mmaction - INFO - Epoch [14][140/801] lr: 1.694e-01, eta: 2:34:06, time: 1.051, data_time: 0.000, memory: 9526, top1_acc: 0.9217, top5_acc: 0.9959, loss_cls: 0.2558, loss: 0.2558, grad_norm: 0.8768 2021-03-26 21:47:34,151 - mmaction - INFO - Epoch [14][160/801] lr: 1.688e-01, eta: 2:33:46, time: 1.116, data_time: 0.001, memory: 9526, top1_acc: 0.9193, top5_acc: 0.9973, loss_cls: 0.2554, loss: 0.2554, grad_norm: 0.9431 2021-03-26 21:47:54,037 - mmaction - INFO - Epoch [14][180/801] lr: 1.681e-01, eta: 2:33:23, time: 0.994, data_time: 0.001, memory: 9526, top1_acc: 0.9137, top5_acc: 0.9979, loss_cls: 0.2695, loss: 0.2695, grad_norm: 0.9178 2021-03-26 21:48:16,034 - mmaction - INFO - Epoch [14][200/801] lr: 1.675e-01, eta: 2:33:02, time: 1.100, data_time: 0.001, memory: 9526, top1_acc: 0.9271, top5_acc: 0.9969, loss_cls: 0.2477, loss: 0.2477, grad_norm: 0.8740 2021-03-26 21:48:34,990 - mmaction - INFO - Epoch [14][220/801] lr: 1.668e-01, eta: 2:32:39, time: 0.946, data_time: 0.001, memory: 9526, top1_acc: 0.9365, top5_acc: 0.9982, loss_cls: 0.2137, loss: 0.2137, grad_norm: 0.7557 2021-03-26 21:48:56,129 - mmaction - INFO - Epoch [14][240/801] lr: 1.662e-01, eta: 2:32:18, time: 1.058, data_time: 0.002, memory: 9526, top1_acc: 0.9256, top5_acc: 0.9986, loss_cls: 0.2316, loss: 0.2316, grad_norm: 0.8634 2021-03-26 21:49:16,792 - mmaction - INFO - Epoch [14][260/801] lr: 1.655e-01, eta: 2:31:56, time: 1.033, data_time: 0.001, memory: 9526, top1_acc: 0.9291, top5_acc: 0.9967, loss_cls: 0.2370, loss: 0.2370, grad_norm: 0.8937 2021-03-26 21:49:36,757 - mmaction - INFO - Epoch [14][280/801] lr: 1.649e-01, eta: 2:31:33, time: 0.998, data_time: 0.001, memory: 9526, top1_acc: 0.9350, top5_acc: 0.9979, loss_cls: 0.2170, loss: 0.2170, grad_norm: 0.7626 2021-03-26 21:49:58,106 - mmaction - INFO - Epoch [14][300/801] lr: 1.642e-01, eta: 2:31:12, time: 1.068, data_time: 0.001, memory: 9526, top1_acc: 0.9350, top5_acc: 0.9969, loss_cls: 0.2114, loss: 0.2114, grad_norm: 0.8152 2021-03-26 21:50:17,229 - mmaction - INFO - Epoch [14][320/801] lr: 1.636e-01, eta: 2:30:49, time: 0.955, data_time: 0.001, memory: 9526, top1_acc: 0.9299, top5_acc: 0.9980, loss_cls: 0.2243, loss: 0.2243, grad_norm: 0.8829 2021-03-26 21:50:38,093 - mmaction - INFO - Epoch [14][340/801] lr: 1.630e-01, eta: 2:30:27, time: 1.045, data_time: 0.127, memory: 9526, top1_acc: 0.9279, top5_acc: 0.9977, loss_cls: 0.2339, loss: 0.2339, grad_norm: 0.8686 2021-03-26 21:51:00,523 - mmaction - INFO - Epoch [14][360/801] lr: 1.623e-01, eta: 2:30:07, time: 1.120, data_time: 0.021, memory: 9526, top1_acc: 0.9211, top5_acc: 0.9971, loss_cls: 0.2492, loss: 0.2492, grad_norm: 0.9522 2021-03-26 21:51:21,646 - mmaction - INFO - Epoch [14][380/801] lr: 1.617e-01, eta: 2:29:45, time: 1.055, data_time: 0.059, memory: 9526, top1_acc: 0.9320, top5_acc: 0.9975, loss_cls: 0.2227, loss: 0.2227, grad_norm: 0.8144 2021-03-26 21:51:41,830 - mmaction - INFO - Epoch [14][400/801] lr: 1.610e-01, eta: 2:29:23, time: 1.010, data_time: 0.003, memory: 9526, top1_acc: 0.9234, top5_acc: 0.9975, loss_cls: 0.2419, loss: 0.2419, grad_norm: 0.8864 2021-03-26 21:52:01,939 - mmaction - INFO - Epoch [14][420/801] lr: 1.604e-01, eta: 2:29:01, time: 1.005, data_time: 0.002, memory: 9526, top1_acc: 0.9240, top5_acc: 0.9965, loss_cls: 0.2470, loss: 0.2470, grad_norm: 0.9104 2021-03-26 21:52:22,435 - mmaction - INFO - Epoch [14][440/801] lr: 1.597e-01, eta: 2:28:39, time: 1.026, data_time: 0.002, memory: 9526, top1_acc: 0.9338, top5_acc: 0.9977, loss_cls: 0.2242, loss: 0.2242, grad_norm: 0.8589 2021-03-26 21:52:43,611 - mmaction - INFO - Epoch [14][460/801] lr: 1.591e-01, eta: 2:28:18, time: 1.058, data_time: 0.001, memory: 9526, top1_acc: 0.9330, top5_acc: 0.9977, loss_cls: 0.2240, loss: 0.2240, grad_norm: 0.8695 2021-03-26 21:53:03,454 - mmaction - INFO - Epoch [14][480/801] lr: 1.585e-01, eta: 2:27:55, time: 0.991, data_time: 0.004, memory: 9526, top1_acc: 0.9367, top5_acc: 0.9973, loss_cls: 0.2139, loss: 0.2139, grad_norm: 0.8296 2021-03-26 21:53:23,590 - mmaction - INFO - Epoch [14][500/801] lr: 1.578e-01, eta: 2:27:33, time: 1.009, data_time: 0.002, memory: 9526, top1_acc: 0.9369, top5_acc: 0.9979, loss_cls: 0.2113, loss: 0.2113, grad_norm: 0.8387 2021-03-26 21:53:45,173 - mmaction - INFO - Epoch [14][520/801] lr: 1.572e-01, eta: 2:27:12, time: 1.078, data_time: 0.000, memory: 9526, top1_acc: 0.9209, top5_acc: 0.9969, loss_cls: 0.2486, loss: 0.2486, grad_norm: 0.9651 2021-03-26 21:54:05,932 - mmaction - INFO - Epoch [14][540/801] lr: 1.566e-01, eta: 2:26:50, time: 1.039, data_time: 0.002, memory: 9526, top1_acc: 0.9285, top5_acc: 0.9971, loss_cls: 0.2275, loss: 0.2275, grad_norm: 0.8647 2021-03-26 21:54:25,156 - mmaction - INFO - Epoch [14][560/801] lr: 1.559e-01, eta: 2:26:27, time: 0.961, data_time: 0.001, memory: 9526, top1_acc: 0.9297, top5_acc: 0.9984, loss_cls: 0.2312, loss: 0.2312, grad_norm: 0.8897 2021-03-26 21:54:47,143 - mmaction - INFO - Epoch [14][580/801] lr: 1.553e-01, eta: 2:26:06, time: 1.099, data_time: 0.052, memory: 9526, top1_acc: 0.9350, top5_acc: 0.9982, loss_cls: 0.2251, loss: 0.2251, grad_norm: 0.8475 2021-03-26 21:55:08,717 - mmaction - INFO - Epoch [14][600/801] lr: 1.546e-01, eta: 2:25:45, time: 1.078, data_time: 0.054, memory: 9526, top1_acc: 0.9254, top5_acc: 0.9973, loss_cls: 0.2394, loss: 0.2394, grad_norm: 0.8990 2021-03-26 21:55:29,001 - mmaction - INFO - Epoch [14][620/801] lr: 1.540e-01, eta: 2:25:23, time: 1.016, data_time: 0.002, memory: 9526, top1_acc: 0.9260, top5_acc: 0.9975, loss_cls: 0.2342, loss: 0.2342, grad_norm: 0.9057 2021-03-26 21:55:50,507 - mmaction - INFO - Epoch [14][640/801] lr: 1.534e-01, eta: 2:25:02, time: 1.075, data_time: 0.001, memory: 9526, top1_acc: 0.9268, top5_acc: 0.9977, loss_cls: 0.2181, loss: 0.2181, grad_norm: 0.8877 2021-03-26 21:56:10,933 - mmaction - INFO - Epoch [14][660/801] lr: 1.527e-01, eta: 2:24:40, time: 1.021, data_time: 0.001, memory: 9526, top1_acc: 0.9311, top5_acc: 0.9973, loss_cls: 0.2212, loss: 0.2212, grad_norm: 0.8543 2021-03-26 21:56:30,473 - mmaction - INFO - Epoch [14][680/801] lr: 1.521e-01, eta: 2:24:18, time: 0.974, data_time: 0.022, memory: 9526, top1_acc: 0.9287, top5_acc: 0.9977, loss_cls: 0.2250, loss: 0.2250, grad_norm: 0.8932 2021-03-26 21:56:51,548 - mmaction - INFO - Epoch [14][700/801] lr: 1.515e-01, eta: 2:23:56, time: 1.056, data_time: 0.003, memory: 9526, top1_acc: 0.9309, top5_acc: 0.9982, loss_cls: 0.2251, loss: 0.2251, grad_norm: 0.8528 2021-03-26 21:57:12,616 - mmaction - INFO - Epoch [14][720/801] lr: 1.508e-01, eta: 2:23:35, time: 1.053, data_time: 0.001, memory: 9526, top1_acc: 0.9279, top5_acc: 0.9982, loss_cls: 0.2251, loss: 0.2251, grad_norm: 0.8713 2021-03-26 21:57:33,946 - mmaction - INFO - Epoch [14][740/801] lr: 1.502e-01, eta: 2:23:13, time: 1.066, data_time: 0.001, memory: 9526, top1_acc: 0.9318, top5_acc: 0.9969, loss_cls: 0.2195, loss: 0.2195, grad_norm: 0.8671 2021-03-26 21:57:54,579 - mmaction - INFO - Epoch [14][760/801] lr: 1.496e-01, eta: 2:22:52, time: 1.032, data_time: 0.001, memory: 9526, top1_acc: 0.9305, top5_acc: 0.9979, loss_cls: 0.2385, loss: 0.2385, grad_norm: 0.9317 2021-03-26 21:58:15,369 - mmaction - INFO - Epoch [14][780/801] lr: 1.489e-01, eta: 2:22:30, time: 1.039, data_time: 0.001, memory: 9526, top1_acc: 0.9344, top5_acc: 0.9967, loss_cls: 0.2188, loss: 0.2188, grad_norm: 0.7879 2021-03-26 21:58:34,617 - mmaction - INFO - Epoch [14][800/801] lr: 1.483e-01, eta: 2:22:07, time: 0.963, data_time: 0.001, memory: 9526, top1_acc: 0.9297, top5_acc: 0.9982, loss_cls: 0.2229, loss: 0.2229, grad_norm: 0.8619 2021-03-26 21:58:36,028 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-03-26 21:59:31,062 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 21:59:31,128 - mmaction - INFO - top1_acc 0.8589 top5_acc 0.9874 2021-03-26 21:59:31,128 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 21:59:31,142 - mmaction - INFO - mean_acc 0.7887 2021-03-26 21:59:31,144 - mmaction - INFO - Epoch(val) [14][801] top1_acc: 0.8589, top5_acc: 0.9874, mean_class_accuracy: 0.7887 2021-03-26 22:00:22,539 - mmaction - INFO - Epoch [15][20/801] lr: 1.476e-01, eta: 2:22:06, time: 2.569, data_time: 1.655, memory: 9526, top1_acc: 0.9266, top5_acc: 0.9973, loss_cls: 0.2365, loss: 0.2365, grad_norm: 0.9168 2021-03-26 22:00:43,766 - mmaction - INFO - Epoch [15][40/801] lr: 1.470e-01, eta: 2:21:44, time: 1.059, data_time: 0.125, memory: 9526, top1_acc: 0.9311, top5_acc: 0.9979, loss_cls: 0.2229, loss: 0.2229, grad_norm: 0.8962 2021-03-26 22:01:05,274 - mmaction - INFO - Epoch [15][60/801] lr: 1.464e-01, eta: 2:21:23, time: 1.076, data_time: 0.003, memory: 9526, top1_acc: 0.9271, top5_acc: 0.9980, loss_cls: 0.2300, loss: 0.2300, grad_norm: 0.8953 2021-03-26 22:01:25,756 - mmaction - INFO - Epoch [15][80/801] lr: 1.457e-01, eta: 2:21:01, time: 1.025, data_time: 0.002, memory: 9526, top1_acc: 0.9352, top5_acc: 0.9990, loss_cls: 0.2094, loss: 0.2094, grad_norm: 0.8461 2021-03-26 22:01:45,286 - mmaction - INFO - Epoch [15][100/801] lr: 1.451e-01, eta: 2:20:38, time: 0.977, data_time: 0.001, memory: 9526, top1_acc: 0.9369, top5_acc: 0.9980, loss_cls: 0.2077, loss: 0.2077, grad_norm: 0.8462 2021-03-26 22:02:06,926 - mmaction - INFO - Epoch [15][120/801] lr: 1.445e-01, eta: 2:20:17, time: 1.081, data_time: 0.001, memory: 9526, top1_acc: 0.9258, top5_acc: 0.9977, loss_cls: 0.2396, loss: 0.2396, grad_norm: 0.9686 2021-03-26 22:02:27,282 - mmaction - INFO - Epoch [15][140/801] lr: 1.439e-01, eta: 2:19:55, time: 1.018, data_time: 0.001, memory: 9526, top1_acc: 0.9311, top5_acc: 0.9975, loss_cls: 0.2220, loss: 0.2220, grad_norm: 0.8779 2021-03-26 22:02:47,192 - mmaction - INFO - Epoch [15][160/801] lr: 1.432e-01, eta: 2:19:33, time: 0.996, data_time: 0.001, memory: 9526, top1_acc: 0.9357, top5_acc: 0.9975, loss_cls: 0.2023, loss: 0.2023, grad_norm: 0.8444 2021-03-26 22:03:08,626 - mmaction - INFO - Epoch [15][180/801] lr: 1.426e-01, eta: 2:19:12, time: 1.072, data_time: 0.001, memory: 9526, top1_acc: 0.9316, top5_acc: 0.9967, loss_cls: 0.2177, loss: 0.2177, grad_norm: 0.8718 2021-03-26 22:03:29,866 - mmaction - INFO - Epoch [15][200/801] lr: 1.420e-01, eta: 2:18:50, time: 1.062, data_time: 0.001, memory: 9526, top1_acc: 0.9363, top5_acc: 0.9984, loss_cls: 0.2084, loss: 0.2084, grad_norm: 0.8823 2021-03-26 22:03:48,521 - mmaction - INFO - Epoch [15][220/801] lr: 1.414e-01, eta: 2:18:27, time: 0.933, data_time: 0.001, memory: 9526, top1_acc: 0.9338, top5_acc: 0.9984, loss_cls: 0.2111, loss: 0.2111, grad_norm: 0.8613 2021-03-26 22:04:09,536 - mmaction - INFO - Epoch [15][240/801] lr: 1.407e-01, eta: 2:18:06, time: 1.051, data_time: 0.001, memory: 9526, top1_acc: 0.9328, top5_acc: 0.9969, loss_cls: 0.2125, loss: 0.2125, grad_norm: 0.8219 2021-03-26 22:04:29,143 - mmaction - INFO - Epoch [15][260/801] lr: 1.401e-01, eta: 2:17:43, time: 0.979, data_time: 0.001, memory: 9526, top1_acc: 0.9389, top5_acc: 0.9990, loss_cls: 0.2012, loss: 0.2012, grad_norm: 0.8115 2021-03-26 22:04:50,664 - mmaction - INFO - Epoch [15][280/801] lr: 1.395e-01, eta: 2:17:22, time: 1.077, data_time: 0.004, memory: 9526, top1_acc: 0.9482, top5_acc: 0.9988, loss_cls: 0.1807, loss: 0.1807, grad_norm: 0.8229 2021-03-26 22:05:12,189 - mmaction - INFO - Epoch [15][300/801] lr: 1.389e-01, eta: 2:17:01, time: 1.076, data_time: 0.001, memory: 9526, top1_acc: 0.9412, top5_acc: 0.9988, loss_cls: 0.1922, loss: 0.1922, grad_norm: 0.8345 2021-03-26 22:05:32,161 - mmaction - INFO - Epoch [15][320/801] lr: 1.382e-01, eta: 2:16:38, time: 0.998, data_time: 0.002, memory: 9526, top1_acc: 0.9336, top5_acc: 0.9977, loss_cls: 0.2110, loss: 0.2110, grad_norm: 0.8921 2021-03-26 22:05:53,014 - mmaction - INFO - Epoch [15][340/801] lr: 1.376e-01, eta: 2:16:17, time: 1.044, data_time: 0.003, memory: 9526, top1_acc: 0.9453, top5_acc: 0.9988, loss_cls: 0.1914, loss: 0.1914, grad_norm: 0.8492 2021-03-26 22:06:13,706 - mmaction - INFO - Epoch [15][360/801] lr: 1.370e-01, eta: 2:15:55, time: 1.035, data_time: 0.001, memory: 9526, top1_acc: 0.9408, top5_acc: 0.9979, loss_cls: 0.2089, loss: 0.2089, grad_norm: 0.9336 2021-03-26 22:06:33,182 - mmaction - INFO - Epoch [15][380/801] lr: 1.364e-01, eta: 2:15:32, time: 0.974, data_time: 0.001, memory: 9526, top1_acc: 0.9322, top5_acc: 0.9979, loss_cls: 0.2125, loss: 0.2125, grad_norm: 0.8955 2021-03-26 22:06:54,094 - mmaction - INFO - Epoch [15][400/801] lr: 1.358e-01, eta: 2:15:11, time: 1.046, data_time: 0.001, memory: 9526, top1_acc: 0.9402, top5_acc: 0.9977, loss_cls: 0.2088, loss: 0.2088, grad_norm: 0.8700 2021-03-26 22:07:15,245 - mmaction - INFO - Epoch [15][420/801] lr: 1.351e-01, eta: 2:14:49, time: 1.056, data_time: 0.001, memory: 9526, top1_acc: 0.9326, top5_acc: 0.9975, loss_cls: 0.2153, loss: 0.2153, grad_norm: 0.9215 2021-03-26 22:07:36,995 - mmaction - INFO - Epoch [15][440/801] lr: 1.345e-01, eta: 2:14:28, time: 1.088, data_time: 0.014, memory: 9526, top1_acc: 0.9270, top5_acc: 0.9975, loss_cls: 0.2333, loss: 0.2333, grad_norm: 0.9778 2021-03-26 22:07:55,922 - mmaction - INFO - Epoch [15][460/801] lr: 1.339e-01, eta: 2:14:06, time: 0.945, data_time: 0.031, memory: 9526, top1_acc: 0.9303, top5_acc: 0.9969, loss_cls: 0.2206, loss: 0.2206, grad_norm: 0.8800 2021-03-26 22:08:16,515 - mmaction - INFO - Epoch [15][480/801] lr: 1.333e-01, eta: 2:13:44, time: 1.031, data_time: 0.002, memory: 9526, top1_acc: 0.9283, top5_acc: 0.9971, loss_cls: 0.2285, loss: 0.2285, grad_norm: 0.9786 2021-03-26 22:08:35,577 - mmaction - INFO - Epoch [15][500/801] lr: 1.327e-01, eta: 2:13:21, time: 0.953, data_time: 0.036, memory: 9526, top1_acc: 0.9301, top5_acc: 0.9967, loss_cls: 0.2291, loss: 0.2291, grad_norm: 0.9998 2021-03-26 22:08:57,652 - mmaction - INFO - Epoch [15][520/801] lr: 1.321e-01, eta: 2:13:00, time: 1.104, data_time: 0.001, memory: 9526, top1_acc: 0.9445, top5_acc: 0.9979, loss_cls: 0.1933, loss: 0.1933, grad_norm: 0.8138 2021-03-26 22:09:19,113 - mmaction - INFO - Epoch [15][540/801] lr: 1.314e-01, eta: 2:12:39, time: 1.071, data_time: 0.001, memory: 9526, top1_acc: 0.9432, top5_acc: 0.9982, loss_cls: 0.1939, loss: 0.1939, grad_norm: 0.8721 2021-03-26 22:09:40,741 - mmaction - INFO - Epoch [15][560/801] lr: 1.308e-01, eta: 2:12:18, time: 1.082, data_time: 0.003, memory: 9526, top1_acc: 0.9418, top5_acc: 0.9984, loss_cls: 0.2029, loss: 0.2029, grad_norm: 0.8970 2021-03-26 22:10:00,176 - mmaction - INFO - Epoch [15][580/801] lr: 1.302e-01, eta: 2:11:55, time: 0.971, data_time: 0.002, memory: 9526, top1_acc: 0.9420, top5_acc: 0.9979, loss_cls: 0.1926, loss: 0.1926, grad_norm: 0.8051 2021-03-26 22:10:20,948 - mmaction - INFO - Epoch [15][600/801] lr: 1.296e-01, eta: 2:11:34, time: 1.041, data_time: 0.003, memory: 9526, top1_acc: 0.9328, top5_acc: 0.9982, loss_cls: 0.2114, loss: 0.2114, grad_norm: 0.8809 2021-03-26 22:10:41,463 - mmaction - INFO - Epoch [15][620/801] lr: 1.290e-01, eta: 2:11:12, time: 1.025, data_time: 0.001, memory: 9526, top1_acc: 0.9437, top5_acc: 0.9982, loss_cls: 0.1884, loss: 0.1884, grad_norm: 0.8751 2021-03-26 22:11:03,681 - mmaction - INFO - Epoch [15][640/801] lr: 1.284e-01, eta: 2:10:51, time: 1.112, data_time: 0.085, memory: 9526, top1_acc: 0.9359, top5_acc: 0.9986, loss_cls: 0.2114, loss: 0.2114, grad_norm: 0.9500 2021-03-26 22:11:23,008 - mmaction - INFO - Epoch [15][660/801] lr: 1.278e-01, eta: 2:10:29, time: 0.964, data_time: 0.001, memory: 9526, top1_acc: 0.9412, top5_acc: 0.9973, loss_cls: 0.1973, loss: 0.1973, grad_norm: 0.8444 2021-03-26 22:11:44,876 - mmaction - INFO - Epoch [15][680/801] lr: 1.272e-01, eta: 2:10:08, time: 1.093, data_time: 0.094, memory: 9526, top1_acc: 0.9398, top5_acc: 0.9977, loss_cls: 0.2060, loss: 0.2060, grad_norm: 0.9764 2021-03-26 22:12:04,142 - mmaction - INFO - Epoch [15][700/801] lr: 1.266e-01, eta: 2:09:45, time: 0.966, data_time: 0.003, memory: 9526, top1_acc: 0.9439, top5_acc: 0.9986, loss_cls: 0.1903, loss: 0.1903, grad_norm: 0.8477 2021-03-26 22:12:24,673 - mmaction - INFO - Epoch [15][720/801] lr: 1.259e-01, eta: 2:09:23, time: 1.027, data_time: 0.001, memory: 9526, top1_acc: 0.9400, top5_acc: 0.9990, loss_cls: 0.1923, loss: 0.1923, grad_norm: 0.8759 2021-03-26 22:12:46,110 - mmaction - INFO - Epoch [15][740/801] lr: 1.253e-01, eta: 2:09:02, time: 1.071, data_time: 0.000, memory: 9526, top1_acc: 0.9451, top5_acc: 0.9988, loss_cls: 0.1798, loss: 0.1798, grad_norm: 0.8852 2021-03-26 22:13:07,429 - mmaction - INFO - Epoch [15][760/801] lr: 1.247e-01, eta: 2:08:41, time: 1.066, data_time: 0.001, memory: 9526, top1_acc: 0.9406, top5_acc: 0.9977, loss_cls: 0.1953, loss: 0.1953, grad_norm: 0.8831 2021-03-26 22:13:27,816 - mmaction - INFO - Epoch [15][780/801] lr: 1.241e-01, eta: 2:08:19, time: 1.017, data_time: 0.003, memory: 9526, top1_acc: 0.9430, top5_acc: 0.9982, loss_cls: 0.1944, loss: 0.1944, grad_norm: 0.8423 2021-03-26 22:13:46,913 - mmaction - INFO - Epoch [15][800/801] lr: 1.235e-01, eta: 2:07:56, time: 0.957, data_time: 0.003, memory: 9526, top1_acc: 0.9412, top5_acc: 0.9975, loss_cls: 0.1985, loss: 0.1985, grad_norm: 0.8780 2021-03-26 22:13:48,343 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-03-26 22:14:46,349 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 22:14:46,411 - mmaction - INFO - top1_acc 0.8747 top5_acc 0.9884 2021-03-26 22:14:46,412 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 22:14:46,425 - mmaction - INFO - mean_acc 0.8263 2021-03-26 22:14:46,425 - mmaction - INFO - Now best checkpoint is epoch_15.pth 2021-03-26 22:14:46,896 - mmaction - INFO - Epoch(val) [15][801] top1_acc: 0.8747, top5_acc: 0.9884, mean_class_accuracy: 0.8263 2021-03-26 22:15:38,830 - mmaction - INFO - Epoch [16][20/801] lr: 1.229e-01, eta: 2:07:51, time: 2.570, data_time: 1.306, memory: 9526, top1_acc: 0.9346, top5_acc: 0.9979, loss_cls: 0.2237, loss: 0.2237, grad_norm: 1.0190 2021-03-26 22:15:57,308 - mmaction - INFO - Epoch [16][40/801] lr: 1.223e-01, eta: 2:07:28, time: 0.924, data_time: 0.002, memory: 9526, top1_acc: 0.9324, top5_acc: 0.9982, loss_cls: 0.2186, loss: 0.2186, grad_norm: 0.9173 2021-03-26 22:16:18,494 - mmaction - INFO - Epoch [16][60/801] lr: 1.217e-01, eta: 2:07:07, time: 1.058, data_time: 0.001, memory: 9526, top1_acc: 0.9393, top5_acc: 0.9977, loss_cls: 0.2028, loss: 0.2028, grad_norm: 0.9678 2021-03-26 22:16:38,137 - mmaction - INFO - Epoch [16][80/801] lr: 1.211e-01, eta: 2:06:45, time: 0.984, data_time: 0.002, memory: 9526, top1_acc: 0.9426, top5_acc: 0.9984, loss_cls: 0.2022, loss: 0.2022, grad_norm: 0.9213 2021-03-26 22:17:00,680 - mmaction - INFO - Epoch [16][100/801] lr: 1.205e-01, eta: 2:06:24, time: 1.126, data_time: 0.001, memory: 9526, top1_acc: 0.9400, top5_acc: 0.9979, loss_cls: 0.2017, loss: 0.2017, grad_norm: 0.9252 2021-03-26 22:17:20,837 - mmaction - INFO - Epoch [16][120/801] lr: 1.199e-01, eta: 2:06:02, time: 1.009, data_time: 0.004, memory: 9526, top1_acc: 0.9430, top5_acc: 0.9986, loss_cls: 0.1863, loss: 0.1863, grad_norm: 0.8301 2021-03-26 22:17:40,605 - mmaction - INFO - Epoch [16][140/801] lr: 1.193e-01, eta: 2:05:40, time: 0.987, data_time: 0.038, memory: 9526, top1_acc: 0.9488, top5_acc: 0.9986, loss_cls: 0.1678, loss: 0.1678, grad_norm: 0.8538 2021-03-26 22:18:02,904 - mmaction - INFO - Epoch [16][160/801] lr: 1.187e-01, eta: 2:05:19, time: 1.115, data_time: 0.002, memory: 9526, top1_acc: 0.9465, top5_acc: 0.9988, loss_cls: 0.1767, loss: 0.1767, grad_norm: 0.8626 2021-03-26 22:18:22,870 - mmaction - INFO - Epoch [16][180/801] lr: 1.181e-01, eta: 2:04:57, time: 0.999, data_time: 0.001, memory: 9526, top1_acc: 0.9477, top5_acc: 0.9990, loss_cls: 0.1729, loss: 0.1729, grad_norm: 0.8801 2021-03-26 22:18:43,864 - mmaction - INFO - Epoch [16][200/801] lr: 1.175e-01, eta: 2:04:35, time: 1.048, data_time: 0.000, memory: 9526, top1_acc: 0.9441, top5_acc: 0.9992, loss_cls: 0.1801, loss: 0.1801, grad_norm: 0.8629 2021-03-26 22:19:04,700 - mmaction - INFO - Epoch [16][220/801] lr: 1.169e-01, eta: 2:04:14, time: 1.043, data_time: 0.002, memory: 9526, top1_acc: 0.9408, top5_acc: 0.9979, loss_cls: 0.2049, loss: 0.2049, grad_norm: 1.0000 2021-03-26 22:19:24,206 - mmaction - INFO - Epoch [16][240/801] lr: 1.163e-01, eta: 2:03:51, time: 0.974, data_time: 0.046, memory: 9526, top1_acc: 0.9400, top5_acc: 0.9988, loss_cls: 0.1953, loss: 0.1953, grad_norm: 0.9223 2021-03-26 22:19:45,168 - mmaction - INFO - Epoch [16][260/801] lr: 1.157e-01, eta: 2:03:30, time: 1.049, data_time: 0.002, memory: 9526, top1_acc: 0.9480, top5_acc: 0.9992, loss_cls: 0.1742, loss: 0.1742, grad_norm: 0.8673 2021-03-26 22:20:05,750 - mmaction - INFO - Epoch [16][280/801] lr: 1.151e-01, eta: 2:03:08, time: 1.030, data_time: 0.002, memory: 9526, top1_acc: 0.9432, top5_acc: 0.9984, loss_cls: 0.1827, loss: 0.1827, grad_norm: 0.9100 2021-03-26 22:20:26,801 - mmaction - INFO - Epoch [16][300/801] lr: 1.145e-01, eta: 2:02:47, time: 1.053, data_time: 0.003, memory: 9526, top1_acc: 0.9465, top5_acc: 0.9975, loss_cls: 0.1802, loss: 0.1802, grad_norm: 0.8649 2021-03-26 22:20:47,309 - mmaction - INFO - Epoch [16][320/801] lr: 1.139e-01, eta: 2:02:25, time: 1.025, data_time: 0.000, memory: 9526, top1_acc: 0.9445, top5_acc: 0.9982, loss_cls: 0.1769, loss: 0.1769, grad_norm: 0.8884 2021-03-26 22:21:08,312 - mmaction - INFO - Epoch [16][340/801] lr: 1.133e-01, eta: 2:02:03, time: 1.051, data_time: 0.001, memory: 9526, top1_acc: 0.9416, top5_acc: 0.9980, loss_cls: 0.1945, loss: 0.1945, grad_norm: 0.9124 2021-03-26 22:21:28,651 - mmaction - INFO - Epoch [16][360/801] lr: 1.128e-01, eta: 2:01:41, time: 1.015, data_time: 0.037, memory: 9526, top1_acc: 0.9498, top5_acc: 0.9986, loss_cls: 0.1735, loss: 0.1735, grad_norm: 0.8919 2021-03-26 22:21:49,787 - mmaction - INFO - Epoch [16][380/801] lr: 1.122e-01, eta: 2:01:20, time: 1.059, data_time: 0.016, memory: 9526, top1_acc: 0.9477, top5_acc: 0.9988, loss_cls: 0.1689, loss: 0.1689, grad_norm: 0.8898 2021-03-26 22:22:09,545 - mmaction - INFO - Epoch [16][400/801] lr: 1.116e-01, eta: 2:00:58, time: 0.988, data_time: 0.001, memory: 9526, top1_acc: 0.9574, top5_acc: 0.9992, loss_cls: 0.1493, loss: 0.1493, grad_norm: 0.7799 2021-03-26 22:22:30,458 - mmaction - INFO - Epoch [16][420/801] lr: 1.110e-01, eta: 2:00:36, time: 1.045, data_time: 0.001, memory: 9526, top1_acc: 0.9395, top5_acc: 0.9979, loss_cls: 0.1916, loss: 0.1916, grad_norm: 0.8914 2021-03-26 22:22:51,820 - mmaction - INFO - Epoch [16][440/801] lr: 1.104e-01, eta: 2:00:15, time: 1.067, data_time: 0.001, memory: 9526, top1_acc: 0.9469, top5_acc: 0.9994, loss_cls: 0.1760, loss: 0.1760, grad_norm: 0.8872 2021-03-26 22:23:12,352 - mmaction - INFO - Epoch [16][460/801] lr: 1.098e-01, eta: 1:59:53, time: 1.026, data_time: 0.002, memory: 9526, top1_acc: 0.9516, top5_acc: 0.9990, loss_cls: 0.1629, loss: 0.1629, grad_norm: 0.8563 2021-03-26 22:23:31,572 - mmaction - INFO - Epoch [16][480/801] lr: 1.092e-01, eta: 1:59:31, time: 0.961, data_time: 0.117, memory: 9526, top1_acc: 0.9480, top5_acc: 0.9988, loss_cls: 0.1789, loss: 0.1789, grad_norm: 0.9038 2021-03-26 22:23:52,681 - mmaction - INFO - Epoch [16][500/801] lr: 1.087e-01, eta: 1:59:09, time: 1.056, data_time: 0.063, memory: 9526, top1_acc: 0.9432, top5_acc: 0.9984, loss_cls: 0.1818, loss: 0.1818, grad_norm: 0.9654 2021-03-26 22:24:14,276 - mmaction - INFO - Epoch [16][520/801] lr: 1.081e-01, eta: 1:58:48, time: 1.081, data_time: 0.002, memory: 9526, top1_acc: 0.9418, top5_acc: 0.9986, loss_cls: 0.1844, loss: 0.1844, grad_norm: 0.8993 2021-03-26 22:24:33,118 - mmaction - INFO - Epoch [16][540/801] lr: 1.075e-01, eta: 1:58:26, time: 0.942, data_time: 0.009, memory: 9526, top1_acc: 0.9508, top5_acc: 0.9990, loss_cls: 0.1675, loss: 0.1675, grad_norm: 0.8850 2021-03-26 22:24:54,458 - mmaction - INFO - Epoch [16][560/801] lr: 1.069e-01, eta: 1:58:04, time: 1.067, data_time: 0.001, memory: 9526, top1_acc: 0.9512, top5_acc: 0.9992, loss_cls: 0.1625, loss: 0.1625, grad_norm: 0.8240 2021-03-26 22:25:14,767 - mmaction - INFO - Epoch [16][580/801] lr: 1.063e-01, eta: 1:57:42, time: 1.014, data_time: 0.001, memory: 9526, top1_acc: 0.9563, top5_acc: 0.9994, loss_cls: 0.1497, loss: 0.1497, grad_norm: 0.8104 2021-03-26 22:25:36,959 - mmaction - INFO - Epoch [16][600/801] lr: 1.058e-01, eta: 1:57:22, time: 1.110, data_time: 0.002, memory: 9526, top1_acc: 0.9502, top5_acc: 0.9984, loss_cls: 0.1690, loss: 0.1690, grad_norm: 0.8488 2021-03-26 22:25:55,961 - mmaction - INFO - Epoch [16][620/801] lr: 1.052e-01, eta: 1:56:59, time: 0.952, data_time: 0.002, memory: 9526, top1_acc: 0.9533, top5_acc: 0.9990, loss_cls: 0.1558, loss: 0.1558, grad_norm: 0.8616 2021-03-26 22:26:17,913 - mmaction - INFO - Epoch [16][640/801] lr: 1.046e-01, eta: 1:56:38, time: 1.097, data_time: 0.001, memory: 9526, top1_acc: 0.9531, top5_acc: 0.9996, loss_cls: 0.1561, loss: 0.1561, grad_norm: 0.8029 2021-03-26 22:26:38,537 - mmaction - INFO - Epoch [16][660/801] lr: 1.040e-01, eta: 1:56:16, time: 1.031, data_time: 0.001, memory: 9526, top1_acc: 0.9484, top5_acc: 0.9986, loss_cls: 0.1700, loss: 0.1700, grad_norm: 0.8597 2021-03-26 22:26:59,598 - mmaction - INFO - Epoch [16][680/801] lr: 1.035e-01, eta: 1:55:55, time: 1.053, data_time: 0.002, memory: 9526, top1_acc: 0.9520, top5_acc: 0.9996, loss_cls: 0.1539, loss: 0.1539, grad_norm: 0.8345 2021-03-26 22:27:20,540 - mmaction - INFO - Epoch [16][700/801] lr: 1.029e-01, eta: 1:55:33, time: 1.048, data_time: 0.002, memory: 9526, top1_acc: 0.9584, top5_acc: 0.9984, loss_cls: 0.1463, loss: 0.1463, grad_norm: 0.8037 2021-03-26 22:27:39,673 - mmaction - INFO - Epoch [16][720/801] lr: 1.023e-01, eta: 1:55:11, time: 0.954, data_time: 0.116, memory: 9526, top1_acc: 0.9563, top5_acc: 0.9986, loss_cls: 0.1455, loss: 0.1455, grad_norm: 0.8370 2021-03-26 22:28:01,037 - mmaction - INFO - Epoch [16][740/801] lr: 1.018e-01, eta: 1:54:50, time: 1.070, data_time: 0.008, memory: 9526, top1_acc: 0.9465, top5_acc: 0.9986, loss_cls: 0.1770, loss: 0.1770, grad_norm: 0.9420 2021-03-26 22:28:21,116 - mmaction - INFO - Epoch [16][760/801] lr: 1.012e-01, eta: 1:54:28, time: 1.002, data_time: 0.001, memory: 9526, top1_acc: 0.9539, top5_acc: 0.9988, loss_cls: 0.1592, loss: 0.1592, grad_norm: 0.9349 2021-03-26 22:28:42,694 - mmaction - INFO - Epoch [16][780/801] lr: 1.006e-01, eta: 1:54:07, time: 1.081, data_time: 0.143, memory: 9526, top1_acc: 0.9598, top5_acc: 0.9994, loss_cls: 0.1526, loss: 0.1526, grad_norm: 0.8384 2021-03-26 22:29:01,187 - mmaction - INFO - Epoch [16][800/801] lr: 1.001e-01, eta: 1:53:44, time: 0.925, data_time: 0.001, memory: 9526, top1_acc: 0.9541, top5_acc: 0.9992, loss_cls: 0.1521, loss: 0.1521, grad_norm: 0.8829 2021-03-26 22:29:02,488 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-03-26 22:29:56,326 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 22:29:56,388 - mmaction - INFO - top1_acc 0.8954 top5_acc 0.9925 2021-03-26 22:29:56,388 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 22:29:56,441 - mmaction - INFO - mean_acc 0.8457 2021-03-26 22:29:56,441 - mmaction - INFO - Now best checkpoint is epoch_16.pth 2021-03-26 22:29:56,444 - mmaction - INFO - Epoch(val) [16][801] top1_acc: 0.8954, top5_acc: 0.9925, mean_class_accuracy: 0.8457 2021-03-26 22:30:52,474 - mmaction - INFO - Epoch [17][20/801] lr: 9.946e-02, eta: 1:53:38, time: 2.801, data_time: 2.080, memory: 9526, top1_acc: 0.9510, top5_acc: 0.9982, loss_cls: 0.1672, loss: 0.1672, grad_norm: 0.9266 2021-03-26 22:31:12,351 - mmaction - INFO - Epoch [17][40/801] lr: 9.890e-02, eta: 1:53:16, time: 0.993, data_time: 0.113, memory: 9526, top1_acc: 0.9572, top5_acc: 0.9988, loss_cls: 0.1520, loss: 0.1520, grad_norm: 0.8761 2021-03-26 22:31:33,948 - mmaction - INFO - Epoch [17][60/801] lr: 9.833e-02, eta: 1:52:55, time: 1.080, data_time: 0.001, memory: 9526, top1_acc: 0.9607, top5_acc: 0.9990, loss_cls: 0.1405, loss: 0.1405, grad_norm: 0.7834 2021-03-26 22:31:53,716 - mmaction - INFO - Epoch [17][80/801] lr: 9.777e-02, eta: 1:52:33, time: 0.988, data_time: 0.039, memory: 9526, top1_acc: 0.9521, top5_acc: 0.9986, loss_cls: 0.1546, loss: 0.1546, grad_norm: 0.8870 2021-03-26 22:32:15,338 - mmaction - INFO - Epoch [17][100/801] lr: 9.721e-02, eta: 1:52:12, time: 1.080, data_time: 0.001, memory: 9526, top1_acc: 0.9518, top5_acc: 0.9996, loss_cls: 0.1570, loss: 0.1570, grad_norm: 0.9241 2021-03-26 22:32:35,855 - mmaction - INFO - Epoch [17][120/801] lr: 9.665e-02, eta: 1:51:50, time: 1.028, data_time: 0.002, memory: 9526, top1_acc: 0.9506, top5_acc: 0.9990, loss_cls: 0.1603, loss: 0.1603, grad_norm: 0.8946 2021-03-26 22:32:55,748 - mmaction - INFO - Epoch [17][140/801] lr: 9.609e-02, eta: 1:51:28, time: 0.994, data_time: 0.005, memory: 9526, top1_acc: 0.9617, top5_acc: 0.9994, loss_cls: 0.1355, loss: 0.1355, grad_norm: 0.7872 2021-03-26 22:33:17,754 - mmaction - INFO - Epoch [17][160/801] lr: 9.553e-02, eta: 1:51:07, time: 1.100, data_time: 0.001, memory: 9526, top1_acc: 0.9561, top5_acc: 0.9992, loss_cls: 0.1493, loss: 0.1493, grad_norm: 0.8908 2021-03-26 22:33:37,973 - mmaction - INFO - Epoch [17][180/801] lr: 9.498e-02, eta: 1:50:45, time: 1.011, data_time: 0.001, memory: 9526, top1_acc: 0.9594, top5_acc: 0.9988, loss_cls: 0.1423, loss: 0.1423, grad_norm: 0.8357 2021-03-26 22:33:59,134 - mmaction - INFO - Epoch [17][200/801] lr: 9.442e-02, eta: 1:50:24, time: 1.057, data_time: 0.001, memory: 9526, top1_acc: 0.9555, top5_acc: 0.9984, loss_cls: 0.1570, loss: 0.1570, grad_norm: 0.9263 2021-03-26 22:34:21,002 - mmaction - INFO - Epoch [17][220/801] lr: 9.387e-02, eta: 1:50:03, time: 1.094, data_time: 0.003, memory: 9526, top1_acc: 0.9625, top5_acc: 0.9980, loss_cls: 0.1440, loss: 0.1440, grad_norm: 0.8474 2021-03-26 22:34:39,242 - mmaction - INFO - Epoch [17][240/801] lr: 9.331e-02, eta: 1:49:40, time: 0.912, data_time: 0.000, memory: 9526, top1_acc: 0.9580, top5_acc: 0.9994, loss_cls: 0.1453, loss: 0.1453, grad_norm: 0.9590 2021-03-26 22:35:00,723 - mmaction - INFO - Epoch [17][260/801] lr: 9.276e-02, eta: 1:49:18, time: 1.074, data_time: 0.069, memory: 9526, top1_acc: 0.9533, top5_acc: 0.9986, loss_cls: 0.1645, loss: 0.1645, grad_norm: 0.9948 2021-03-26 22:35:21,263 - mmaction - INFO - Epoch [17][280/801] lr: 9.221e-02, eta: 1:48:57, time: 1.025, data_time: 0.001, memory: 9526, top1_acc: 0.9498, top5_acc: 0.9988, loss_cls: 0.1595, loss: 0.1595, grad_norm: 0.9131 2021-03-26 22:35:42,113 - mmaction - INFO - Epoch [17][300/801] lr: 9.166e-02, eta: 1:48:35, time: 1.043, data_time: 0.038, memory: 9526, top1_acc: 0.9570, top5_acc: 0.9980, loss_cls: 0.1475, loss: 0.1475, grad_norm: 0.8616 2021-03-26 22:36:04,511 - mmaction - INFO - Epoch [17][320/801] lr: 9.111e-02, eta: 1:48:14, time: 1.119, data_time: 0.385, memory: 9526, top1_acc: 0.9584, top5_acc: 0.9990, loss_cls: 0.1477, loss: 0.1477, grad_norm: 0.8469 2021-03-26 22:36:23,909 - mmaction - INFO - Epoch [17][340/801] lr: 9.056e-02, eta: 1:47:52, time: 0.969, data_time: 0.231, memory: 9526, top1_acc: 0.9588, top5_acc: 0.9994, loss_cls: 0.1479, loss: 0.1479, grad_norm: 0.8951 2021-03-26 22:36:44,702 - mmaction - INFO - Epoch [17][360/801] lr: 9.002e-02, eta: 1:47:31, time: 1.042, data_time: 0.264, memory: 9526, top1_acc: 0.9625, top5_acc: 0.9990, loss_cls: 0.1362, loss: 0.1362, grad_norm: 0.8508 2021-03-26 22:37:05,521 - mmaction - INFO - Epoch [17][380/801] lr: 8.947e-02, eta: 1:47:09, time: 1.040, data_time: 0.001, memory: 9526, top1_acc: 0.9541, top5_acc: 0.9996, loss_cls: 0.1566, loss: 0.1566, grad_norm: 0.9524 2021-03-26 22:37:26,334 - mmaction - INFO - Epoch [17][400/801] lr: 8.893e-02, eta: 1:46:47, time: 1.042, data_time: 0.001, memory: 9526, top1_acc: 0.9516, top5_acc: 0.9986, loss_cls: 0.1639, loss: 0.1639, grad_norm: 0.9463 2021-03-26 22:37:46,412 - mmaction - INFO - Epoch [17][420/801] lr: 8.838e-02, eta: 1:46:25, time: 1.002, data_time: 0.000, memory: 9526, top1_acc: 0.9564, top5_acc: 0.9998, loss_cls: 0.1504, loss: 0.1504, grad_norm: 0.9508 2021-03-26 22:38:07,518 - mmaction - INFO - Epoch [17][440/801] lr: 8.784e-02, eta: 1:46:04, time: 1.056, data_time: 0.012, memory: 9526, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 0.1311, loss: 0.1311, grad_norm: 0.8486 2021-03-26 22:38:27,493 - mmaction - INFO - Epoch [17][460/801] lr: 8.730e-02, eta: 1:45:42, time: 1.001, data_time: 0.002, memory: 9526, top1_acc: 0.9625, top5_acc: 0.9996, loss_cls: 0.1412, loss: 0.1412, grad_norm: 0.8991 2021-03-26 22:38:48,477 - mmaction - INFO - Epoch [17][480/801] lr: 8.676e-02, eta: 1:45:21, time: 1.047, data_time: 0.118, memory: 9526, top1_acc: 0.9625, top5_acc: 0.9988, loss_cls: 0.1378, loss: 0.1378, grad_norm: 0.8782 2021-03-26 22:39:08,238 - mmaction - INFO - Epoch [17][500/801] lr: 8.622e-02, eta: 1:44:59, time: 0.990, data_time: 0.033, memory: 9526, top1_acc: 0.9600, top5_acc: 0.9988, loss_cls: 0.1361, loss: 0.1361, grad_norm: 0.8937 2021-03-26 22:39:27,830 - mmaction - INFO - Epoch [17][520/801] lr: 8.569e-02, eta: 1:44:37, time: 0.980, data_time: 0.001, memory: 9526, top1_acc: 0.9572, top5_acc: 0.9986, loss_cls: 0.1495, loss: 0.1495, grad_norm: 0.9414 2021-03-26 22:39:48,908 - mmaction - INFO - Epoch [17][540/801] lr: 8.515e-02, eta: 1:44:15, time: 1.052, data_time: 0.041, memory: 9526, top1_acc: 0.9545, top5_acc: 0.9990, loss_cls: 0.1520, loss: 0.1520, grad_norm: 0.9744 2021-03-26 22:40:09,816 - mmaction - INFO - Epoch [17][560/801] lr: 8.462e-02, eta: 1:43:54, time: 1.047, data_time: 0.002, memory: 9526, top1_acc: 0.9578, top5_acc: 0.9984, loss_cls: 0.1517, loss: 0.1517, grad_norm: 0.9572 2021-03-26 22:40:29,932 - mmaction - INFO - Epoch [17][580/801] lr: 8.408e-02, eta: 1:43:32, time: 1.006, data_time: 0.001, memory: 9526, top1_acc: 0.9604, top5_acc: 0.9990, loss_cls: 0.1367, loss: 0.1367, grad_norm: 0.8334 2021-03-26 22:40:50,329 - mmaction - INFO - Epoch [17][600/801] lr: 8.355e-02, eta: 1:43:10, time: 1.019, data_time: 0.001, memory: 9526, top1_acc: 0.9607, top5_acc: 0.9996, loss_cls: 0.1298, loss: 0.1298, grad_norm: 0.8771 2021-03-26 22:41:12,029 - mmaction - INFO - Epoch [17][620/801] lr: 8.302e-02, eta: 1:42:49, time: 1.085, data_time: 0.001, memory: 9526, top1_acc: 0.9650, top5_acc: 0.9994, loss_cls: 0.1224, loss: 0.1224, grad_norm: 0.8484 2021-03-26 22:41:33,411 - mmaction - INFO - Epoch [17][640/801] lr: 8.249e-02, eta: 1:42:28, time: 1.068, data_time: 0.001, memory: 9526, top1_acc: 0.9656, top5_acc: 0.9994, loss_cls: 0.1335, loss: 0.1335, grad_norm: 0.8764 2021-03-26 22:41:53,395 - mmaction - INFO - Epoch [17][660/801] lr: 8.196e-02, eta: 1:42:06, time: 1.001, data_time: 0.061, memory: 9526, top1_acc: 0.9617, top5_acc: 0.9996, loss_cls: 0.1285, loss: 0.1285, grad_norm: 0.8521 2021-03-26 22:42:14,014 - mmaction - INFO - Epoch [17][680/801] lr: 8.144e-02, eta: 1:41:44, time: 1.030, data_time: 0.001, memory: 9526, top1_acc: 0.9555, top5_acc: 0.9988, loss_cls: 0.1387, loss: 0.1387, grad_norm: 0.9131 2021-03-26 22:42:35,400 - mmaction - INFO - Epoch [17][700/801] lr: 8.091e-02, eta: 1:41:23, time: 1.069, data_time: 0.002, memory: 9526, top1_acc: 0.9666, top5_acc: 0.9994, loss_cls: 0.1256, loss: 0.1256, grad_norm: 0.8316 2021-03-26 22:42:56,170 - mmaction - INFO - Epoch [17][720/801] lr: 8.038e-02, eta: 1:41:01, time: 1.040, data_time: 0.002, memory: 9526, top1_acc: 0.9654, top5_acc: 0.9992, loss_cls: 0.1278, loss: 0.1278, grad_norm: 0.9229 2021-03-26 22:43:17,012 - mmaction - INFO - Epoch [17][740/801] lr: 7.986e-02, eta: 1:40:40, time: 1.042, data_time: 0.001, memory: 9526, top1_acc: 0.9627, top5_acc: 0.9994, loss_cls: 0.1343, loss: 0.1343, grad_norm: 0.9459 2021-03-26 22:43:36,685 - mmaction - INFO - Epoch [17][760/801] lr: 7.934e-02, eta: 1:40:18, time: 0.982, data_time: 0.001, memory: 9526, top1_acc: 0.9590, top5_acc: 0.9994, loss_cls: 0.1430, loss: 0.1430, grad_norm: 0.9491 2021-03-26 22:43:58,107 - mmaction - INFO - Epoch [17][780/801] lr: 7.882e-02, eta: 1:39:56, time: 1.070, data_time: 0.002, memory: 9526, top1_acc: 0.9627, top5_acc: 0.9990, loss_cls: 0.1330, loss: 0.1330, grad_norm: 0.8917 2021-03-26 22:44:16,539 - mmaction - INFO - Epoch [17][800/801] lr: 7.830e-02, eta: 1:39:34, time: 0.925, data_time: 0.004, memory: 9526, top1_acc: 0.9637, top5_acc: 0.9988, loss_cls: 0.1292, loss: 0.1292, grad_norm: 0.8969 2021-03-26 22:44:17,814 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-03-26 22:45:08,716 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 22:45:08,777 - mmaction - INFO - top1_acc 0.6451 top5_acc 0.8476 2021-03-26 22:45:08,777 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 22:45:08,790 - mmaction - INFO - mean_acc 0.5896 2021-03-26 22:45:08,792 - mmaction - INFO - Epoch(val) [17][801] top1_acc: 0.6451, top5_acc: 0.8476, mean_class_accuracy: 0.5896 2021-03-26 22:46:02,774 - mmaction - INFO - Epoch [18][20/801] lr: 7.776e-02, eta: 1:39:25, time: 2.699, data_time: 1.566, memory: 9526, top1_acc: 0.9537, top5_acc: 0.9988, loss_cls: 0.1554, loss: 0.1554, grad_norm: 1.0041 2021-03-26 22:46:23,384 - mmaction - INFO - Epoch [18][40/801] lr: 7.724e-02, eta: 1:39:03, time: 1.029, data_time: 0.082, memory: 9526, top1_acc: 0.9631, top5_acc: 0.9994, loss_cls: 0.1336, loss: 0.1336, grad_norm: 0.8925 2021-03-26 22:46:42,013 - mmaction - INFO - Epoch [18][60/801] lr: 7.672e-02, eta: 1:38:40, time: 0.931, data_time: 0.043, memory: 9526, top1_acc: 0.9607, top5_acc: 0.9988, loss_cls: 0.1369, loss: 0.1369, grad_norm: 0.9424 2021-03-26 22:47:03,776 - mmaction - INFO - Epoch [18][80/801] lr: 7.621e-02, eta: 1:38:19, time: 1.090, data_time: 0.002, memory: 9526, top1_acc: 0.9602, top5_acc: 0.9992, loss_cls: 0.1339, loss: 0.1339, grad_norm: 0.8755 2021-03-26 22:47:25,816 - mmaction - INFO - Epoch [18][100/801] lr: 7.570e-02, eta: 1:37:58, time: 1.101, data_time: 0.001, memory: 9526, top1_acc: 0.9604, top5_acc: 0.9992, loss_cls: 0.1325, loss: 0.1325, grad_norm: 0.9599 2021-03-26 22:47:44,217 - mmaction - INFO - Epoch [18][120/801] lr: 7.519e-02, eta: 1:37:36, time: 0.921, data_time: 0.002, memory: 9526, top1_acc: 0.9625, top5_acc: 0.9990, loss_cls: 0.1314, loss: 0.1314, grad_norm: 0.9633 2021-03-26 22:48:03,971 - mmaction - INFO - Epoch [18][140/801] lr: 7.468e-02, eta: 1:37:14, time: 0.988, data_time: 0.001, memory: 9526, top1_acc: 0.9664, top5_acc: 0.9988, loss_cls: 0.1248, loss: 0.1248, grad_norm: 0.8802 2021-03-26 22:48:24,939 - mmaction - INFO - Epoch [18][160/801] lr: 7.417e-02, eta: 1:36:52, time: 1.049, data_time: 0.048, memory: 9526, top1_acc: 0.9637, top5_acc: 0.9996, loss_cls: 0.1292, loss: 0.1292, grad_norm: 0.9512 2021-03-26 22:48:46,447 - mmaction - INFO - Epoch [18][180/801] lr: 7.366e-02, eta: 1:36:31, time: 1.073, data_time: 0.057, memory: 9526, top1_acc: 0.9607, top5_acc: 0.9990, loss_cls: 0.1249, loss: 0.1249, grad_norm: 0.8883 2021-03-26 22:49:05,818 - mmaction - INFO - Epoch [18][200/801] lr: 7.315e-02, eta: 1:36:09, time: 0.970, data_time: 0.002, memory: 9526, top1_acc: 0.9557, top5_acc: 0.9982, loss_cls: 0.1515, loss: 0.1515, grad_norm: 0.9853 2021-03-26 22:49:26,980 - mmaction - INFO - Epoch [18][220/801] lr: 7.265e-02, eta: 1:35:47, time: 1.059, data_time: 0.002, memory: 9526, top1_acc: 0.9664, top5_acc: 0.9992, loss_cls: 0.1198, loss: 0.1198, grad_norm: 0.8502 2021-03-26 22:49:47,970 - mmaction - INFO - Epoch [18][240/801] lr: 7.214e-02, eta: 1:35:26, time: 1.049, data_time: 0.001, memory: 9526, top1_acc: 0.9652, top5_acc: 0.9994, loss_cls: 0.1238, loss: 0.1238, grad_norm: 0.8935 2021-03-26 22:50:08,446 - mmaction - INFO - Epoch [18][260/801] lr: 7.164e-02, eta: 1:35:04, time: 1.024, data_time: 0.001, memory: 9526, top1_acc: 0.9619, top5_acc: 0.9990, loss_cls: 0.1317, loss: 0.1317, grad_norm: 0.9920 2021-03-26 22:50:30,670 - mmaction - INFO - Epoch [18][280/801] lr: 7.114e-02, eta: 1:34:43, time: 1.111, data_time: 0.001, memory: 9526, top1_acc: 0.9639, top5_acc: 0.9988, loss_cls: 0.1327, loss: 0.1327, grad_norm: 0.8918 2021-03-26 22:50:50,131 - mmaction - INFO - Epoch [18][300/801] lr: 7.064e-02, eta: 1:34:21, time: 0.971, data_time: 0.000, memory: 9526, top1_acc: 0.9625, top5_acc: 0.9998, loss_cls: 0.1310, loss: 0.1310, grad_norm: 0.9814 2021-03-26 22:51:10,377 - mmaction - INFO - Epoch [18][320/801] lr: 7.015e-02, eta: 1:33:59, time: 1.014, data_time: 0.003, memory: 9526, top1_acc: 0.9668, top5_acc: 0.9992, loss_cls: 0.1197, loss: 0.1197, grad_norm: 0.9105 2021-03-26 22:51:30,650 - mmaction - INFO - Epoch [18][340/801] lr: 6.965e-02, eta: 1:33:38, time: 1.014, data_time: 0.001, memory: 9526, top1_acc: 0.9625, top5_acc: 0.9994, loss_cls: 0.1240, loss: 0.1240, grad_norm: 0.9156 2021-03-26 22:51:52,541 - mmaction - INFO - Epoch [18][360/801] lr: 6.915e-02, eta: 1:33:17, time: 1.095, data_time: 0.001, memory: 9526, top1_acc: 0.9695, top5_acc: 0.9990, loss_cls: 0.1145, loss: 0.1145, grad_norm: 0.8537 2021-03-26 22:52:13,081 - mmaction - INFO - Epoch [18][380/801] lr: 6.866e-02, eta: 1:32:55, time: 1.026, data_time: 0.001, memory: 9526, top1_acc: 0.9713, top5_acc: 0.9986, loss_cls: 0.1139, loss: 0.1139, grad_norm: 0.8423 2021-03-26 22:52:34,361 - mmaction - INFO - Epoch [18][400/801] lr: 6.817e-02, eta: 1:32:34, time: 1.064, data_time: 0.001, memory: 9526, top1_acc: 0.9691, top5_acc: 0.9998, loss_cls: 0.1126, loss: 0.1126, grad_norm: 0.8369 2021-03-26 22:52:56,078 - mmaction - INFO - Epoch [18][420/801] lr: 6.768e-02, eta: 1:32:12, time: 1.084, data_time: 0.001, memory: 9526, top1_acc: 0.9746, top5_acc: 0.9996, loss_cls: 0.0966, loss: 0.0966, grad_norm: 0.7540 2021-03-26 22:53:14,798 - mmaction - INFO - Epoch [18][440/801] lr: 6.719e-02, eta: 1:31:50, time: 0.937, data_time: 0.003, memory: 9526, top1_acc: 0.9705, top5_acc: 0.9994, loss_cls: 0.1031, loss: 0.1031, grad_norm: 0.8006 2021-03-26 22:53:35,859 - mmaction - INFO - Epoch [18][460/801] lr: 6.670e-02, eta: 1:31:29, time: 1.055, data_time: 0.002, memory: 9526, top1_acc: 0.9727, top5_acc: 1.0000, loss_cls: 0.1030, loss: 0.1030, grad_norm: 0.8494 2021-03-26 22:53:55,758 - mmaction - INFO - Epoch [18][480/801] lr: 6.621e-02, eta: 1:31:07, time: 0.993, data_time: 0.052, memory: 9526, top1_acc: 0.9744, top5_acc: 0.9990, loss_cls: 0.1019, loss: 0.1019, grad_norm: 0.8066 2021-03-26 22:54:15,552 - mmaction - INFO - Epoch [18][500/801] lr: 6.573e-02, eta: 1:30:45, time: 0.989, data_time: 0.047, memory: 9526, top1_acc: 0.9738, top5_acc: 0.9992, loss_cls: 0.0953, loss: 0.0953, grad_norm: 0.7247 2021-03-26 22:54:37,350 - mmaction - INFO - Epoch [18][520/801] lr: 6.524e-02, eta: 1:30:24, time: 1.091, data_time: 0.002, memory: 9526, top1_acc: 0.9707, top5_acc: 0.9998, loss_cls: 0.1024, loss: 0.1024, grad_norm: 0.8537 2021-03-26 22:54:56,494 - mmaction - INFO - Epoch [18][540/801] lr: 6.476e-02, eta: 1:30:02, time: 0.958, data_time: 0.001, memory: 9526, top1_acc: 0.9707, top5_acc: 0.9994, loss_cls: 0.1036, loss: 0.1036, grad_norm: 0.8320 2021-03-26 22:55:17,522 - mmaction - INFO - Epoch [18][560/801] lr: 6.428e-02, eta: 1:29:40, time: 1.050, data_time: 0.001, memory: 9526, top1_acc: 0.9732, top5_acc: 1.0000, loss_cls: 0.1079, loss: 0.1079, grad_norm: 0.8461 2021-03-26 22:55:39,133 - mmaction - INFO - Epoch [18][580/801] lr: 6.380e-02, eta: 1:29:19, time: 1.080, data_time: 0.003, memory: 9526, top1_acc: 0.9719, top5_acc: 0.9996, loss_cls: 0.1063, loss: 0.1063, grad_norm: 0.8151 2021-03-26 22:55:58,248 - mmaction - INFO - Epoch [18][600/801] lr: 6.332e-02, eta: 1:28:57, time: 0.957, data_time: 0.002, memory: 9526, top1_acc: 0.9754, top5_acc: 1.0000, loss_cls: 0.0954, loss: 0.0954, grad_norm: 0.8194 2021-03-26 22:56:20,597 - mmaction - INFO - Epoch [18][620/801] lr: 6.285e-02, eta: 1:28:36, time: 1.117, data_time: 0.075, memory: 9526, top1_acc: 0.9719, top5_acc: 1.0000, loss_cls: 0.1029, loss: 0.1029, grad_norm: 0.8356 2021-03-26 22:56:39,200 - mmaction - INFO - Epoch [18][640/801] lr: 6.237e-02, eta: 1:28:14, time: 0.929, data_time: 0.001, memory: 9526, top1_acc: 0.9779, top5_acc: 0.9994, loss_cls: 0.0916, loss: 0.0916, grad_norm: 0.7568 2021-03-26 22:57:00,100 - mmaction - INFO - Epoch [18][660/801] lr: 6.190e-02, eta: 1:27:52, time: 1.045, data_time: 0.060, memory: 9526, top1_acc: 0.9734, top5_acc: 0.9994, loss_cls: 0.0951, loss: 0.0951, grad_norm: 0.7945 2021-03-26 22:57:20,593 - mmaction - INFO - Epoch [18][680/801] lr: 6.143e-02, eta: 1:27:31, time: 1.026, data_time: 0.002, memory: 9526, top1_acc: 0.9656, top5_acc: 0.9992, loss_cls: 0.1139, loss: 0.1139, grad_norm: 1.0080 2021-03-26 22:57:41,442 - mmaction - INFO - Epoch [18][700/801] lr: 6.096e-02, eta: 1:27:09, time: 1.041, data_time: 0.000, memory: 9526, top1_acc: 0.9734, top5_acc: 0.9996, loss_cls: 0.1064, loss: 0.1064, grad_norm: 0.9048 2021-03-26 22:58:01,200 - mmaction - INFO - Epoch [18][720/801] lr: 6.049e-02, eta: 1:26:47, time: 0.987, data_time: 0.002, memory: 9526, top1_acc: 0.9699, top5_acc: 0.9996, loss_cls: 0.1084, loss: 0.1084, grad_norm: 0.9335 2021-03-26 22:58:21,997 - mmaction - INFO - Epoch [18][740/801] lr: 6.002e-02, eta: 1:26:26, time: 1.042, data_time: 0.003, memory: 9526, top1_acc: 0.9693, top5_acc: 0.9996, loss_cls: 0.1151, loss: 0.1151, grad_norm: 1.0068 2021-03-26 22:58:42,828 - mmaction - INFO - Epoch [18][760/801] lr: 5.955e-02, eta: 1:26:04, time: 1.041, data_time: 0.001, memory: 9526, top1_acc: 0.9703, top5_acc: 0.9996, loss_cls: 0.1128, loss: 0.1128, grad_norm: 1.0066 2021-03-26 22:59:03,072 - mmaction - INFO - Epoch [18][780/801] lr: 5.909e-02, eta: 1:25:43, time: 1.012, data_time: 0.001, memory: 9526, top1_acc: 0.9705, top5_acc: 1.0000, loss_cls: 0.1087, loss: 0.1087, grad_norm: 0.9016 2021-03-26 22:59:21,955 - mmaction - INFO - Epoch [18][800/801] lr: 5.862e-02, eta: 1:25:21, time: 0.945, data_time: 0.001, memory: 9526, top1_acc: 0.9736, top5_acc: 0.9998, loss_cls: 0.0969, loss: 0.0969, grad_norm: 0.8542 2021-03-26 22:59:23,304 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-03-26 23:00:17,067 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 23:00:17,128 - mmaction - INFO - top1_acc 0.9224 top5_acc 0.9961 2021-03-26 23:00:17,128 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 23:00:17,142 - mmaction - INFO - mean_acc 0.8834 2021-03-26 23:00:17,142 - mmaction - INFO - Now best checkpoint is epoch_18.pth 2021-03-26 23:00:17,149 - mmaction - INFO - Epoch(val) [18][801] top1_acc: 0.9224, top5_acc: 0.9961, mean_class_accuracy: 0.8834 2021-03-26 23:01:10,862 - mmaction - INFO - Epoch [19][20/801] lr: 5.814e-02, eta: 1:25:09, time: 2.685, data_time: 1.557, memory: 9526, top1_acc: 0.9689, top5_acc: 0.9984, loss_cls: 0.1114, loss: 0.1114, grad_norm: 0.9143 2021-03-26 23:01:33,004 - mmaction - INFO - Epoch [19][40/801] lr: 5.768e-02, eta: 1:24:48, time: 1.108, data_time: 0.001, memory: 9526, top1_acc: 0.9721, top5_acc: 0.9996, loss_cls: 0.1040, loss: 0.1040, grad_norm: 0.9001 2021-03-26 23:01:52,693 - mmaction - INFO - Epoch [19][60/801] lr: 5.722e-02, eta: 1:24:26, time: 0.983, data_time: 0.006, memory: 9526, top1_acc: 0.9750, top5_acc: 0.9994, loss_cls: 0.0971, loss: 0.0971, grad_norm: 0.7754 2021-03-26 23:02:15,531 - mmaction - INFO - Epoch [19][80/801] lr: 5.676e-02, eta: 1:24:05, time: 1.144, data_time: 0.006, memory: 9526, top1_acc: 0.9787, top5_acc: 0.9994, loss_cls: 0.0816, loss: 0.0816, grad_norm: 0.6971 2021-03-26 23:02:34,572 - mmaction - INFO - Epoch [19][100/801] lr: 5.631e-02, eta: 1:23:43, time: 0.951, data_time: 0.001, memory: 9526, top1_acc: 0.9779, top5_acc: 0.9998, loss_cls: 0.0865, loss: 0.0865, grad_norm: 0.7709 2021-03-26 23:02:55,035 - mmaction - INFO - Epoch [19][120/801] lr: 5.586e-02, eta: 1:23:21, time: 1.024, data_time: 0.002, memory: 9526, top1_acc: 0.9809, top5_acc: 0.9996, loss_cls: 0.0808, loss: 0.0808, grad_norm: 0.7461 2021-03-26 23:03:15,750 - mmaction - INFO - Epoch [19][140/801] lr: 5.540e-02, eta: 1:22:59, time: 1.036, data_time: 0.001, memory: 9526, top1_acc: 0.9758, top5_acc: 1.0000, loss_cls: 0.0861, loss: 0.0861, grad_norm: 0.7981 2021-03-26 23:03:36,576 - mmaction - INFO - Epoch [19][160/801] lr: 5.495e-02, eta: 1:22:38, time: 1.042, data_time: 0.001, memory: 9526, top1_acc: 0.9783, top5_acc: 0.9998, loss_cls: 0.0870, loss: 0.0870, grad_norm: 0.8178 2021-03-26 23:03:56,084 - mmaction - INFO - Epoch [19][180/801] lr: 5.450e-02, eta: 1:22:16, time: 0.975, data_time: 0.000, memory: 9526, top1_acc: 0.9725, top5_acc: 0.9996, loss_cls: 0.1007, loss: 0.1007, grad_norm: 0.8965 2021-03-26 23:04:16,762 - mmaction - INFO - Epoch [19][200/801] lr: 5.406e-02, eta: 1:21:54, time: 1.033, data_time: 0.085, memory: 9526, top1_acc: 0.9744, top5_acc: 0.9996, loss_cls: 0.0928, loss: 0.0928, grad_norm: 0.8406 2021-03-26 23:04:38,207 - mmaction - INFO - Epoch [19][220/801] lr: 5.361e-02, eta: 1:21:33, time: 1.073, data_time: 0.132, memory: 9526, top1_acc: 0.9727, top5_acc: 0.9994, loss_cls: 0.0968, loss: 0.0968, grad_norm: 0.8741 2021-03-26 23:04:59,250 - mmaction - INFO - Epoch [19][240/801] lr: 5.316e-02, eta: 1:21:12, time: 1.052, data_time: 0.001, memory: 9526, top1_acc: 0.9789, top5_acc: 0.9998, loss_cls: 0.0800, loss: 0.0800, grad_norm: 0.7813 2021-03-26 23:05:18,879 - mmaction - INFO - Epoch [19][260/801] lr: 5.272e-02, eta: 1:20:50, time: 0.981, data_time: 0.000, memory: 9526, top1_acc: 0.9787, top5_acc: 0.9998, loss_cls: 0.0809, loss: 0.0809, grad_norm: 0.7935 2021-03-26 23:05:40,015 - mmaction - INFO - Epoch [19][280/801] lr: 5.228e-02, eta: 1:20:28, time: 1.056, data_time: 0.001, memory: 9526, top1_acc: 0.9773, top5_acc: 0.9998, loss_cls: 0.0895, loss: 0.0895, grad_norm: 0.8415 2021-03-26 23:05:59,767 - mmaction - INFO - Epoch [19][300/801] lr: 5.184e-02, eta: 1:20:07, time: 0.987, data_time: 0.001, memory: 9526, top1_acc: 0.9781, top5_acc: 0.9998, loss_cls: 0.0833, loss: 0.0833, grad_norm: 0.7925 2021-03-26 23:06:20,928 - mmaction - INFO - Epoch [19][320/801] lr: 5.140e-02, eta: 1:19:45, time: 1.059, data_time: 0.002, memory: 9526, top1_acc: 0.9764, top5_acc: 1.0000, loss_cls: 0.0901, loss: 0.0901, grad_norm: 0.8731 2021-03-26 23:06:41,290 - mmaction - INFO - Epoch [19][340/801] lr: 5.096e-02, eta: 1:19:24, time: 1.017, data_time: 0.001, memory: 9526, top1_acc: 0.9773, top5_acc: 1.0000, loss_cls: 0.0833, loss: 0.0833, grad_norm: 0.8218 2021-03-26 23:07:03,323 - mmaction - INFO - Epoch [19][360/801] lr: 5.053e-02, eta: 1:19:02, time: 1.102, data_time: 0.002, memory: 9526, top1_acc: 0.9787, top5_acc: 1.0000, loss_cls: 0.0836, loss: 0.0836, grad_norm: 0.8430 2021-03-26 23:07:23,758 - mmaction - INFO - Epoch [19][380/801] lr: 5.010e-02, eta: 1:18:41, time: 1.020, data_time: 0.001, memory: 9526, top1_acc: 0.9760, top5_acc: 0.9994, loss_cls: 0.0852, loss: 0.0852, grad_norm: 0.8083 2021-03-26 23:07:44,215 - mmaction - INFO - Epoch [19][400/801] lr: 4.966e-02, eta: 1:18:19, time: 1.024, data_time: 0.004, memory: 9526, top1_acc: 0.9773, top5_acc: 0.9998, loss_cls: 0.0861, loss: 0.0861, grad_norm: 0.8545 2021-03-26 23:08:06,441 - mmaction - INFO - Epoch [19][420/801] lr: 4.923e-02, eta: 1:17:58, time: 1.112, data_time: 0.002, memory: 9526, top1_acc: 0.9805, top5_acc: 0.9998, loss_cls: 0.0786, loss: 0.0786, grad_norm: 0.7650 2021-03-26 23:08:24,995 - mmaction - INFO - Epoch [19][440/801] lr: 4.881e-02, eta: 1:17:36, time: 0.928, data_time: 0.001, memory: 9526, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0672, loss: 0.0672, grad_norm: 0.6938 2021-03-26 23:08:46,299 - mmaction - INFO - Epoch [19][460/801] lr: 4.838e-02, eta: 1:17:15, time: 1.065, data_time: 0.001, memory: 9526, top1_acc: 0.9801, top5_acc: 0.9998, loss_cls: 0.0809, loss: 0.0809, grad_norm: 0.8457 2021-03-26 23:09:06,482 - mmaction - INFO - Epoch [19][480/801] lr: 4.795e-02, eta: 1:16:53, time: 1.009, data_time: 0.001, memory: 9526, top1_acc: 0.9768, top5_acc: 0.9998, loss_cls: 0.0840, loss: 0.0840, grad_norm: 0.8535 2021-03-26 23:09:28,075 - mmaction - INFO - Epoch [19][500/801] lr: 4.753e-02, eta: 1:16:32, time: 1.079, data_time: 0.001, memory: 9526, top1_acc: 0.9809, top5_acc: 0.9996, loss_cls: 0.0833, loss: 0.0833, grad_norm: 0.7881 2021-03-26 23:09:47,200 - mmaction - INFO - Epoch [19][520/801] lr: 4.711e-02, eta: 1:16:10, time: 0.957, data_time: 0.019, memory: 9526, top1_acc: 0.9805, top5_acc: 0.9998, loss_cls: 0.0783, loss: 0.0783, grad_norm: 0.7735 2021-03-26 23:10:07,285 - mmaction - INFO - Epoch [19][540/801] lr: 4.669e-02, eta: 1:15:48, time: 1.004, data_time: 0.009, memory: 9526, top1_acc: 0.9811, top5_acc: 0.9998, loss_cls: 0.0721, loss: 0.0721, grad_norm: 0.8054 2021-03-26 23:10:29,340 - mmaction - INFO - Epoch [19][560/801] lr: 4.627e-02, eta: 1:15:27, time: 1.102, data_time: 0.001, memory: 9526, top1_acc: 0.9809, top5_acc: 0.9992, loss_cls: 0.0768, loss: 0.0768, grad_norm: 0.7416 2021-03-26 23:10:50,987 - mmaction - INFO - Epoch [19][580/801] lr: 4.585e-02, eta: 1:15:06, time: 1.084, data_time: 0.002, memory: 9526, top1_acc: 0.9838, top5_acc: 0.9998, loss_cls: 0.0675, loss: 0.0675, grad_norm: 0.7013 2021-03-26 23:11:11,324 - mmaction - INFO - Epoch [19][600/801] lr: 4.543e-02, eta: 1:14:44, time: 1.017, data_time: 0.001, memory: 9526, top1_acc: 0.9855, top5_acc: 1.0000, loss_cls: 0.0663, loss: 0.0663, grad_norm: 0.7365 2021-03-26 23:11:30,635 - mmaction - INFO - Epoch [19][620/801] lr: 4.502e-02, eta: 1:14:22, time: 0.965, data_time: 0.001, memory: 9526, top1_acc: 0.9812, top5_acc: 0.9998, loss_cls: 0.0699, loss: 0.0699, grad_norm: 0.7654 2021-03-26 23:11:50,620 - mmaction - INFO - Epoch [19][640/801] lr: 4.461e-02, eta: 1:14:01, time: 0.999, data_time: 0.001, memory: 9526, top1_acc: 0.9832, top5_acc: 0.9996, loss_cls: 0.0699, loss: 0.0699, grad_norm: 0.7529 2021-03-26 23:12:12,799 - mmaction - INFO - Epoch [19][660/801] lr: 4.420e-02, eta: 1:13:40, time: 1.108, data_time: 0.000, memory: 9526, top1_acc: 0.9820, top5_acc: 0.9998, loss_cls: 0.0766, loss: 0.0766, grad_norm: 0.8366 2021-03-26 23:12:33,512 - mmaction - INFO - Epoch [19][680/801] lr: 4.379e-02, eta: 1:13:18, time: 1.037, data_time: 0.002, memory: 9526, top1_acc: 0.9791, top5_acc: 0.9996, loss_cls: 0.0803, loss: 0.0803, grad_norm: 0.8409 2021-03-26 23:12:53,243 - mmaction - INFO - Epoch [19][700/801] lr: 4.338e-02, eta: 1:12:56, time: 0.985, data_time: 0.001, memory: 9526, top1_acc: 0.9834, top5_acc: 1.0000, loss_cls: 0.0694, loss: 0.0694, grad_norm: 0.8232 2021-03-26 23:13:14,535 - mmaction - INFO - Epoch [19][720/801] lr: 4.298e-02, eta: 1:12:35, time: 1.064, data_time: 0.009, memory: 9526, top1_acc: 0.9834, top5_acc: 0.9996, loss_cls: 0.0723, loss: 0.0723, grad_norm: 0.7954 2021-03-26 23:13:33,587 - mmaction - INFO - Epoch [19][740/801] lr: 4.257e-02, eta: 1:12:13, time: 0.955, data_time: 0.008, memory: 9526, top1_acc: 0.9842, top5_acc: 1.0000, loss_cls: 0.0662, loss: 0.0662, grad_norm: 0.7557 2021-03-26 23:13:55,071 - mmaction - INFO - Epoch [19][760/801] lr: 4.217e-02, eta: 1:11:52, time: 1.071, data_time: 0.000, memory: 9526, top1_acc: 0.9840, top5_acc: 1.0000, loss_cls: 0.0691, loss: 0.0691, grad_norm: 0.8157 2021-03-26 23:14:15,056 - mmaction - INFO - Epoch [19][780/801] lr: 4.177e-02, eta: 1:11:30, time: 1.002, data_time: 0.007, memory: 9526, top1_acc: 0.9828, top5_acc: 0.9998, loss_cls: 0.0721, loss: 0.0721, grad_norm: 0.8834 2021-03-26 23:14:33,988 - mmaction - INFO - Epoch [19][800/801] lr: 4.137e-02, eta: 1:11:08, time: 0.947, data_time: 0.098, memory: 9526, top1_acc: 0.9822, top5_acc: 0.9998, loss_cls: 0.0739, loss: 0.0739, grad_norm: 0.7978 2021-03-26 23:14:36,358 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-03-26 23:15:28,987 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 23:15:29,051 - mmaction - INFO - top1_acc 0.9254 top5_acc 0.9962 2021-03-26 23:15:29,051 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 23:15:29,083 - mmaction - INFO - mean_acc 0.8939 2021-03-26 23:15:29,083 - mmaction - INFO - Now best checkpoint is epoch_19.pth 2021-03-26 23:15:29,129 - mmaction - INFO - Epoch(val) [19][801] top1_acc: 0.9254, top5_acc: 0.9962, mean_class_accuracy: 0.8939 2021-03-26 23:16:22,554 - mmaction - INFO - Epoch [20][20/801] lr: 4.095e-02, eta: 1:10:54, time: 2.670, data_time: 1.355, memory: 9526, top1_acc: 0.9809, top5_acc: 1.0000, loss_cls: 0.0786, loss: 0.0786, grad_norm: 0.8722 2021-03-26 23:16:42,634 - mmaction - INFO - Epoch [20][40/801] lr: 4.056e-02, eta: 1:10:32, time: 1.005, data_time: 0.002, memory: 9526, top1_acc: 0.9865, top5_acc: 1.0000, loss_cls: 0.0660, loss: 0.0660, grad_norm: 0.7637 2021-03-26 23:17:03,246 - mmaction - INFO - Epoch [20][60/801] lr: 4.016e-02, eta: 1:10:11, time: 1.031, data_time: 0.001, memory: 9526, top1_acc: 0.9859, top5_acc: 0.9998, loss_cls: 0.0675, loss: 0.0675, grad_norm: 0.7658 2021-03-26 23:17:24,895 - mmaction - INFO - Epoch [20][80/801] lr: 3.977e-02, eta: 1:09:49, time: 1.082, data_time: 0.001, memory: 9526, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0626, loss: 0.0626, grad_norm: 0.7270 2021-03-26 23:17:44,813 - mmaction - INFO - Epoch [20][100/801] lr: 3.938e-02, eta: 1:09:28, time: 0.994, data_time: 0.001, memory: 9526, top1_acc: 0.9828, top5_acc: 0.9996, loss_cls: 0.0695, loss: 0.0695, grad_norm: 0.8279 2021-03-26 23:18:04,515 - mmaction - INFO - Epoch [20][120/801] lr: 3.899e-02, eta: 1:09:06, time: 0.987, data_time: 0.003, memory: 9526, top1_acc: 0.9836, top5_acc: 0.9998, loss_cls: 0.0640, loss: 0.0640, grad_norm: 0.8641 2021-03-26 23:18:25,790 - mmaction - INFO - Epoch [20][140/801] lr: 3.860e-02, eta: 1:08:45, time: 1.064, data_time: 0.001, memory: 9526, top1_acc: 0.9838, top5_acc: 1.0000, loss_cls: 0.0651, loss: 0.0651, grad_norm: 0.7516 2021-03-26 23:18:46,221 - mmaction - INFO - Epoch [20][160/801] lr: 3.822e-02, eta: 1:08:23, time: 1.022, data_time: 0.001, memory: 9526, top1_acc: 0.9844, top5_acc: 1.0000, loss_cls: 0.0692, loss: 0.0692, grad_norm: 0.8602 2021-03-26 23:19:06,593 - mmaction - INFO - Epoch [20][180/801] lr: 3.784e-02, eta: 1:08:01, time: 1.018, data_time: 0.000, memory: 9526, top1_acc: 0.9869, top5_acc: 0.9996, loss_cls: 0.0620, loss: 0.0620, grad_norm: 0.7609 2021-03-26 23:19:28,006 - mmaction - INFO - Epoch [20][200/801] lr: 3.745e-02, eta: 1:07:40, time: 1.070, data_time: 0.001, memory: 9526, top1_acc: 0.9805, top5_acc: 0.9998, loss_cls: 0.0771, loss: 0.0771, grad_norm: 0.9262 2021-03-26 23:19:48,823 - mmaction - INFO - Epoch [20][220/801] lr: 3.707e-02, eta: 1:07:19, time: 1.043, data_time: 0.038, memory: 9526, top1_acc: 0.9822, top5_acc: 0.9996, loss_cls: 0.0688, loss: 0.0688, grad_norm: 0.8057 2021-03-26 23:20:09,676 - mmaction - INFO - Epoch [20][240/801] lr: 3.670e-02, eta: 1:06:57, time: 1.042, data_time: 0.058, memory: 9526, top1_acc: 0.9887, top5_acc: 0.9998, loss_cls: 0.0583, loss: 0.0583, grad_norm: 0.7535 2021-03-26 23:20:29,846 - mmaction - INFO - Epoch [20][260/801] lr: 3.632e-02, eta: 1:06:36, time: 1.008, data_time: 0.001, memory: 9526, top1_acc: 0.9865, top5_acc: 1.0000, loss_cls: 0.0605, loss: 0.0605, grad_norm: 0.8051 2021-03-26 23:20:50,603 - mmaction - INFO - Epoch [20][280/801] lr: 3.594e-02, eta: 1:06:14, time: 1.037, data_time: 0.001, memory: 9526, top1_acc: 0.9824, top5_acc: 0.9994, loss_cls: 0.0690, loss: 0.0690, grad_norm: 0.9086 2021-03-26 23:21:10,348 - mmaction - INFO - Epoch [20][300/801] lr: 3.557e-02, eta: 1:05:52, time: 0.988, data_time: 0.002, memory: 9526, top1_acc: 0.9818, top5_acc: 1.0000, loss_cls: 0.0708, loss: 0.0708, grad_norm: 0.8693 2021-03-26 23:21:31,342 - mmaction - INFO - Epoch [20][320/801] lr: 3.520e-02, eta: 1:05:31, time: 1.050, data_time: 0.001, memory: 9526, top1_acc: 0.9812, top5_acc: 0.9998, loss_cls: 0.0750, loss: 0.0750, grad_norm: 0.8333 2021-03-26 23:21:51,893 - mmaction - INFO - Epoch [20][340/801] lr: 3.483e-02, eta: 1:05:09, time: 1.027, data_time: 0.001, memory: 9526, top1_acc: 0.9834, top5_acc: 0.9998, loss_cls: 0.0688, loss: 0.0688, grad_norm: 0.8441 2021-03-26 23:22:11,714 - mmaction - INFO - Epoch [20][360/801] lr: 3.446e-02, eta: 1:04:48, time: 0.992, data_time: 0.001, memory: 9526, top1_acc: 0.9873, top5_acc: 0.9996, loss_cls: 0.0620, loss: 0.0620, grad_norm: 0.7397 2021-03-26 23:22:32,999 - mmaction - INFO - Epoch [20][380/801] lr: 3.410e-02, eta: 1:04:26, time: 1.064, data_time: 0.001, memory: 9526, top1_acc: 0.9871, top5_acc: 0.9998, loss_cls: 0.0577, loss: 0.0577, grad_norm: 0.7623 2021-03-26 23:22:54,025 - mmaction - INFO - Epoch [20][400/801] lr: 3.373e-02, eta: 1:04:05, time: 1.049, data_time: 0.000, memory: 9526, top1_acc: 0.9883, top5_acc: 1.0000, loss_cls: 0.0534, loss: 0.0534, grad_norm: 0.7207 2021-03-26 23:23:13,614 - mmaction - INFO - Epoch [20][420/801] lr: 3.337e-02, eta: 1:03:43, time: 0.982, data_time: 0.012, memory: 9526, top1_acc: 0.9854, top5_acc: 0.9996, loss_cls: 0.0603, loss: 0.0603, grad_norm: 0.8052 2021-03-26 23:23:35,104 - mmaction - INFO - Epoch [20][440/801] lr: 3.301e-02, eta: 1:03:22, time: 1.074, data_time: 0.284, memory: 9526, top1_acc: 0.9852, top5_acc: 0.9998, loss_cls: 0.0608, loss: 0.0608, grad_norm: 0.7748 2021-03-26 23:23:55,632 - mmaction - INFO - Epoch [20][460/801] lr: 3.265e-02, eta: 1:03:00, time: 1.025, data_time: 0.115, memory: 9526, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0616, loss: 0.0616, grad_norm: 0.7915 2021-03-26 23:24:15,630 - mmaction - INFO - Epoch [20][480/801] lr: 3.229e-02, eta: 1:02:39, time: 1.000, data_time: 0.002, memory: 9526, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0608, loss: 0.0608, grad_norm: 0.8342 2021-03-26 23:24:36,567 - mmaction - INFO - Epoch [20][500/801] lr: 3.194e-02, eta: 1:02:17, time: 1.048, data_time: 0.002, memory: 9526, top1_acc: 0.9852, top5_acc: 0.9998, loss_cls: 0.0627, loss: 0.0627, grad_norm: 0.8084 2021-03-26 23:24:57,733 - mmaction - INFO - Epoch [20][520/801] lr: 3.159e-02, eta: 1:01:56, time: 1.057, data_time: 0.034, memory: 9526, top1_acc: 0.9850, top5_acc: 0.9998, loss_cls: 0.0627, loss: 0.0627, grad_norm: 0.8648 2021-03-26 23:25:18,431 - mmaction - INFO - Epoch [20][540/801] lr: 3.123e-02, eta: 1:01:35, time: 1.034, data_time: 0.002, memory: 9526, top1_acc: 0.9850, top5_acc: 1.0000, loss_cls: 0.0624, loss: 0.0624, grad_norm: 0.8379 2021-03-26 23:25:36,255 - mmaction - INFO - Epoch [20][560/801] lr: 3.088e-02, eta: 1:01:12, time: 0.891, data_time: 0.004, memory: 9526, top1_acc: 0.9877, top5_acc: 0.9998, loss_cls: 0.0597, loss: 0.0597, grad_norm: 0.7676 2021-03-26 23:25:57,565 - mmaction - INFO - Epoch [20][580/801] lr: 3.054e-02, eta: 1:00:51, time: 1.067, data_time: 0.107, memory: 9526, top1_acc: 0.9887, top5_acc: 1.0000, loss_cls: 0.0550, loss: 0.0550, grad_norm: 0.7513 2021-03-26 23:26:18,861 - mmaction - INFO - Epoch [20][600/801] lr: 3.019e-02, eta: 1:00:30, time: 1.065, data_time: 0.221, memory: 9526, top1_acc: 0.9885, top5_acc: 0.9998, loss_cls: 0.0553, loss: 0.0553, grad_norm: 0.7768 2021-03-26 23:26:41,652 - mmaction - INFO - Epoch [20][620/801] lr: 2.985e-02, eta: 1:00:09, time: 1.139, data_time: 0.001, memory: 9526, top1_acc: 0.9885, top5_acc: 1.0000, loss_cls: 0.0493, loss: 0.0493, grad_norm: 0.7494 2021-03-26 23:27:00,938 - mmaction - INFO - Epoch [20][640/801] lr: 2.950e-02, eta: 0:59:47, time: 0.963, data_time: 0.002, memory: 9526, top1_acc: 0.9877, top5_acc: 0.9998, loss_cls: 0.0547, loss: 0.0547, grad_norm: 0.7428 2021-03-26 23:27:21,682 - mmaction - INFO - Epoch [20][660/801] lr: 2.916e-02, eta: 0:59:26, time: 1.037, data_time: 0.012, memory: 9526, top1_acc: 0.9891, top5_acc: 0.9998, loss_cls: 0.0531, loss: 0.0531, grad_norm: 0.7492 2021-03-26 23:27:43,224 - mmaction - INFO - Epoch [20][680/801] lr: 2.882e-02, eta: 0:59:04, time: 1.078, data_time: 0.003, memory: 9526, top1_acc: 0.9881, top5_acc: 1.0000, loss_cls: 0.0545, loss: 0.0545, grad_norm: 0.7840 2021-03-26 23:28:04,066 - mmaction - INFO - Epoch [20][700/801] lr: 2.849e-02, eta: 0:58:43, time: 1.042, data_time: 0.001, memory: 9526, top1_acc: 0.9869, top5_acc: 1.0000, loss_cls: 0.0563, loss: 0.0563, grad_norm: 0.7832 2021-03-26 23:28:23,551 - mmaction - INFO - Epoch [20][720/801] lr: 2.815e-02, eta: 0:58:21, time: 0.975, data_time: 0.001, memory: 9526, top1_acc: 0.9875, top5_acc: 1.0000, loss_cls: 0.0521, loss: 0.0521, grad_norm: 0.7723 2021-03-26 23:28:45,762 - mmaction - INFO - Epoch [20][740/801] lr: 2.782e-02, eta: 0:58:00, time: 1.111, data_time: 0.001, memory: 9526, top1_acc: 0.9889, top5_acc: 0.9998, loss_cls: 0.0528, loss: 0.0528, grad_norm: 0.7826 2021-03-26 23:29:04,488 - mmaction - INFO - Epoch [20][760/801] lr: 2.749e-02, eta: 0:57:38, time: 0.937, data_time: 0.001, memory: 9526, top1_acc: 0.9877, top5_acc: 1.0000, loss_cls: 0.0531, loss: 0.0531, grad_norm: 0.7360 2021-03-26 23:29:25,657 - mmaction - INFO - Epoch [20][780/801] lr: 2.716e-02, eta: 0:57:17, time: 1.058, data_time: 0.001, memory: 9526, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0509, loss: 0.0509, grad_norm: 0.7484 2021-03-26 23:29:45,347 - mmaction - INFO - Epoch [20][800/801] lr: 2.683e-02, eta: 0:56:55, time: 0.985, data_time: 0.001, memory: 9526, top1_acc: 0.9893, top5_acc: 0.9994, loss_cls: 0.0529, loss: 0.0529, grad_norm: 0.7371 2021-03-26 23:29:46,665 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-03-26 23:30:36,964 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 23:30:37,029 - mmaction - INFO - top1_acc 0.9367 top5_acc 0.9980 2021-03-26 23:30:37,029 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 23:30:37,043 - mmaction - INFO - mean_acc 0.9139 2021-03-26 23:30:37,043 - mmaction - INFO - Now best checkpoint is epoch_20.pth 2021-03-26 23:30:37,046 - mmaction - INFO - Epoch(val) [20][801] top1_acc: 0.9367, top5_acc: 0.9980, mean_class_accuracy: 0.9139 2021-03-26 23:31:30,622 - mmaction - INFO - Epoch [21][20/801] lr: 2.649e-02, eta: 0:56:39, time: 2.676, data_time: 1.730, memory: 9526, top1_acc: 0.9836, top5_acc: 1.0000, loss_cls: 0.0654, loss: 0.0654, grad_norm: 0.9168 2021-03-26 23:31:49,117 - mmaction - INFO - Epoch [21][40/801] lr: 2.616e-02, eta: 0:56:17, time: 0.927, data_time: 0.003, memory: 9526, top1_acc: 0.9836, top5_acc: 0.9996, loss_cls: 0.0664, loss: 0.0664, grad_norm: 0.9419 2021-03-26 23:32:11,579 - mmaction - INFO - Epoch [21][60/801] lr: 2.584e-02, eta: 0:55:56, time: 1.123, data_time: 0.129, memory: 9526, top1_acc: 0.9885, top5_acc: 1.0000, loss_cls: 0.0543, loss: 0.0543, grad_norm: 0.7995 2021-03-26 23:32:31,048 - mmaction - INFO - Epoch [21][80/801] lr: 2.552e-02, eta: 0:55:34, time: 0.972, data_time: 0.002, memory: 9526, top1_acc: 0.9918, top5_acc: 0.9998, loss_cls: 0.0469, loss: 0.0469, grad_norm: 0.6771 2021-03-26 23:32:51,582 - mmaction - INFO - Epoch [21][100/801] lr: 2.520e-02, eta: 0:55:13, time: 1.027, data_time: 0.002, memory: 9526, top1_acc: 0.9914, top5_acc: 1.0000, loss_cls: 0.0453, loss: 0.0453, grad_norm: 0.6262 2021-03-26 23:33:11,445 - mmaction - INFO - Epoch [21][120/801] lr: 2.488e-02, eta: 0:54:51, time: 0.994, data_time: 0.001, memory: 9526, top1_acc: 0.9918, top5_acc: 0.9996, loss_cls: 0.0465, loss: 0.0465, grad_norm: 0.6717 2021-03-26 23:33:32,580 - mmaction - INFO - Epoch [21][140/801] lr: 2.457e-02, eta: 0:54:30, time: 1.057, data_time: 0.016, memory: 9526, top1_acc: 0.9902, top5_acc: 1.0000, loss_cls: 0.0460, loss: 0.0460, grad_norm: 0.7186 2021-03-26 23:33:54,496 - mmaction - INFO - Epoch [21][160/801] lr: 2.426e-02, eta: 0:54:08, time: 1.095, data_time: 0.000, memory: 9526, top1_acc: 0.9889, top5_acc: 1.0000, loss_cls: 0.0495, loss: 0.0495, grad_norm: 0.7235 2021-03-26 23:34:15,213 - mmaction - INFO - Epoch [21][180/801] lr: 2.394e-02, eta: 0:53:47, time: 1.036, data_time: 0.001, memory: 9526, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0458, loss: 0.0458, grad_norm: 0.7107 2021-03-26 23:34:36,782 - mmaction - INFO - Epoch [21][200/801] lr: 2.364e-02, eta: 0:53:26, time: 1.079, data_time: 0.001, memory: 9526, top1_acc: 0.9898, top5_acc: 1.0000, loss_cls: 0.0470, loss: 0.0470, grad_norm: 0.7765 2021-03-26 23:34:57,468 - mmaction - INFO - Epoch [21][220/801] lr: 2.333e-02, eta: 0:53:04, time: 1.031, data_time: 0.018, memory: 9526, top1_acc: 0.9920, top5_acc: 1.0000, loss_cls: 0.0403, loss: 0.0403, grad_norm: 0.6228 2021-03-26 23:35:18,046 - mmaction - INFO - Epoch [21][240/801] lr: 2.302e-02, eta: 0:52:43, time: 1.031, data_time: 0.004, memory: 9526, top1_acc: 0.9914, top5_acc: 0.9998, loss_cls: 0.0417, loss: 0.0417, grad_norm: 0.6540 2021-03-26 23:35:38,549 - mmaction - INFO - Epoch [21][260/801] lr: 2.272e-02, eta: 0:52:21, time: 1.023, data_time: 0.001, memory: 9526, top1_acc: 0.9916, top5_acc: 1.0000, loss_cls: 0.0426, loss: 0.0426, grad_norm: 0.7081 2021-03-26 23:35:58,160 - mmaction - INFO - Epoch [21][280/801] lr: 2.242e-02, eta: 0:52:00, time: 0.983, data_time: 0.003, memory: 9526, top1_acc: 0.9908, top5_acc: 1.0000, loss_cls: 0.0440, loss: 0.0440, grad_norm: 0.7193 2021-03-26 23:36:20,087 - mmaction - INFO - Epoch [21][300/801] lr: 2.212e-02, eta: 0:51:38, time: 1.095, data_time: 0.000, memory: 9526, top1_acc: 0.9920, top5_acc: 1.0000, loss_cls: 0.0429, loss: 0.0429, grad_norm: 0.6999 2021-03-26 23:36:40,307 - mmaction - INFO - Epoch [21][320/801] lr: 2.182e-02, eta: 0:51:17, time: 1.011, data_time: 0.002, memory: 9526, top1_acc: 0.9934, top5_acc: 1.0000, loss_cls: 0.0394, loss: 0.0394, grad_norm: 0.6133 2021-03-26 23:37:01,492 - mmaction - INFO - Epoch [21][340/801] lr: 2.152e-02, eta: 0:50:55, time: 1.059, data_time: 0.001, memory: 9526, top1_acc: 0.9920, top5_acc: 1.0000, loss_cls: 0.0389, loss: 0.0389, grad_norm: 0.6264 2021-03-26 23:37:23,440 - mmaction - INFO - Epoch [21][360/801] lr: 2.123e-02, eta: 0:50:34, time: 1.098, data_time: 0.002, memory: 9526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0390, loss: 0.0390, grad_norm: 0.6264 2021-03-26 23:37:43,470 - mmaction - INFO - Epoch [21][380/801] lr: 2.094e-02, eta: 0:50:13, time: 1.002, data_time: 0.001, memory: 9526, top1_acc: 0.9918, top5_acc: 1.0000, loss_cls: 0.0409, loss: 0.0409, grad_norm: 0.6817 2021-03-26 23:38:03,402 - mmaction - INFO - Epoch [21][400/801] lr: 2.065e-02, eta: 0:49:51, time: 0.997, data_time: 0.001, memory: 9526, top1_acc: 0.9904, top5_acc: 1.0000, loss_cls: 0.0451, loss: 0.0451, grad_norm: 0.7605 2021-03-26 23:38:25,591 - mmaction - INFO - Epoch [21][420/801] lr: 2.036e-02, eta: 0:49:30, time: 1.109, data_time: 0.001, memory: 9526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0425, loss: 0.0425, grad_norm: 0.6550 2021-03-26 23:38:45,868 - mmaction - INFO - Epoch [21][440/801] lr: 2.007e-02, eta: 0:49:08, time: 1.014, data_time: 0.001, memory: 9526, top1_acc: 0.9930, top5_acc: 1.0000, loss_cls: 0.0393, loss: 0.0393, grad_norm: 0.6670 2021-03-26 23:39:04,627 - mmaction - INFO - Epoch [21][460/801] lr: 1.979e-02, eta: 0:48:47, time: 0.938, data_time: 0.001, memory: 9526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0417, loss: 0.0417, grad_norm: 0.6210 2021-03-26 23:39:28,291 - mmaction - INFO - Epoch [21][480/801] lr: 1.951e-02, eta: 0:48:26, time: 1.183, data_time: 0.001, memory: 9526, top1_acc: 0.9938, top5_acc: 0.9998, loss_cls: 0.0350, loss: 0.0350, grad_norm: 0.5802 2021-03-26 23:39:48,045 - mmaction - INFO - Epoch [21][500/801] lr: 1.922e-02, eta: 0:48:04, time: 0.986, data_time: 0.001, memory: 9526, top1_acc: 0.9906, top5_acc: 0.9998, loss_cls: 0.0416, loss: 0.0416, grad_norm: 0.6402 2021-03-26 23:40:08,903 - mmaction - INFO - Epoch [21][520/801] lr: 1.895e-02, eta: 0:47:43, time: 1.044, data_time: 0.063, memory: 9526, top1_acc: 0.9918, top5_acc: 0.9998, loss_cls: 0.0419, loss: 0.0419, grad_norm: 0.6489 2021-03-26 23:40:29,968 - mmaction - INFO - Epoch [21][540/801] lr: 1.867e-02, eta: 0:47:21, time: 1.053, data_time: 0.246, memory: 9526, top1_acc: 0.9900, top5_acc: 1.0000, loss_cls: 0.0421, loss: 0.0421, grad_norm: 0.7552 2021-03-26 23:40:51,611 - mmaction - INFO - Epoch [21][560/801] lr: 1.839e-02, eta: 0:47:00, time: 1.082, data_time: 0.018, memory: 9526, top1_acc: 0.9906, top5_acc: 1.0000, loss_cls: 0.0421, loss: 0.0421, grad_norm: 0.6738 2021-03-26 23:41:10,198 - mmaction - INFO - Epoch [21][580/801] lr: 1.812e-02, eta: 0:46:38, time: 0.927, data_time: 0.001, memory: 9526, top1_acc: 0.9912, top5_acc: 1.0000, loss_cls: 0.0430, loss: 0.0430, grad_norm: 0.7424 2021-03-26 23:41:32,736 - mmaction - INFO - Epoch [21][600/801] lr: 1.785e-02, eta: 0:46:17, time: 1.127, data_time: 0.003, memory: 9526, top1_acc: 0.9910, top5_acc: 0.9998, loss_cls: 0.0446, loss: 0.0446, grad_norm: 0.7341 2021-03-26 23:41:52,970 - mmaction - INFO - Epoch [21][620/801] lr: 1.758e-02, eta: 0:45:56, time: 1.013, data_time: 0.002, memory: 9526, top1_acc: 0.9922, top5_acc: 1.0000, loss_cls: 0.0387, loss: 0.0387, grad_norm: 0.6287 2021-03-26 23:42:14,186 - mmaction - INFO - Epoch [21][640/801] lr: 1.731e-02, eta: 0:45:34, time: 1.059, data_time: 0.001, memory: 9526, top1_acc: 0.9945, top5_acc: 1.0000, loss_cls: 0.0355, loss: 0.0355, grad_norm: 0.5618 2021-03-26 23:42:34,852 - mmaction - INFO - Epoch [21][660/801] lr: 1.705e-02, eta: 0:45:13, time: 1.035, data_time: 0.002, memory: 9526, top1_acc: 0.9928, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374, grad_norm: 0.6593 2021-03-26 23:42:55,356 - mmaction - INFO - Epoch [21][680/801] lr: 1.679e-02, eta: 0:44:51, time: 1.023, data_time: 0.001, memory: 9526, top1_acc: 0.9957, top5_acc: 1.0000, loss_cls: 0.0366, loss: 0.0366, grad_norm: 0.6294 2021-03-26 23:43:16,849 - mmaction - INFO - Epoch [21][700/801] lr: 1.653e-02, eta: 0:44:30, time: 1.076, data_time: 0.003, memory: 9526, top1_acc: 0.9945, top5_acc: 1.0000, loss_cls: 0.0351, loss: 0.0351, grad_norm: 0.5523 2021-03-26 23:43:36,915 - mmaction - INFO - Epoch [21][720/801] lr: 1.627e-02, eta: 0:44:08, time: 1.004, data_time: 0.002, memory: 9526, top1_acc: 0.9936, top5_acc: 0.9998, loss_cls: 0.0357, loss: 0.0357, grad_norm: 0.6466 2021-03-26 23:43:58,772 - mmaction - INFO - Epoch [21][740/801] lr: 1.601e-02, eta: 0:43:47, time: 1.093, data_time: 0.001, memory: 9526, top1_acc: 0.9941, top5_acc: 1.0000, loss_cls: 0.0374, loss: 0.0374, grad_norm: 0.6361 2021-03-26 23:44:17,968 - mmaction - INFO - Epoch [21][760/801] lr: 1.575e-02, eta: 0:43:26, time: 0.960, data_time: 0.001, memory: 9526, top1_acc: 0.9945, top5_acc: 1.0000, loss_cls: 0.0324, loss: 0.0324, grad_norm: 0.5908 2021-03-26 23:44:38,925 - mmaction - INFO - Epoch [21][780/801] lr: 1.550e-02, eta: 0:43:04, time: 1.048, data_time: 0.088, memory: 9526, top1_acc: 0.9936, top5_acc: 1.0000, loss_cls: 0.0358, loss: 0.0358, grad_norm: 0.6315 2021-03-26 23:44:58,260 - mmaction - INFO - Epoch [21][800/801] lr: 1.525e-02, eta: 0:42:43, time: 0.967, data_time: 0.058, memory: 9526, top1_acc: 0.9949, top5_acc: 1.0000, loss_cls: 0.0314, loss: 0.0314, grad_norm: 0.5593 2021-03-26 23:44:59,715 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-03-26 23:45:53,585 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-26 23:45:53,647 - mmaction - INFO - top1_acc 0.9453 top5_acc 0.9977 2021-03-26 23:45:53,647 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-26 23:45:53,660 - mmaction - INFO - mean_acc 0.9182 2021-03-26 23:45:53,660 - mmaction - INFO - Now best checkpoint is epoch_21.pth 2021-03-26 23:45:53,668 - mmaction - INFO - Epoch(val) [21][801] top1_acc: 0.9453, top5_acc: 0.9977, mean_class_accuracy: 0.9182 2021-03-26 23:46:46,734 - mmaction - INFO - Epoch [22][20/801] lr: 1.499e-02, eta: 0:42:25, time: 2.653, data_time: 1.801, memory: 9526, top1_acc: 0.9953, top5_acc: 1.0000, loss_cls: 0.0336, loss: 0.0336, grad_norm: 0.6473 2021-03-26 23:47:07,834 - mmaction - INFO - Epoch [22][40/801] lr: 1.474e-02, eta: 0:42:03, time: 1.055, data_time: 0.331, memory: 9526, top1_acc: 0.9934, top5_acc: 1.0000, loss_cls: 0.0381, loss: 0.0381, grad_norm: 0.6643 2021-03-26 23:47:28,236 - mmaction - INFO - Epoch [22][60/801] lr: 1.449e-02, eta: 0:41:42, time: 1.019, data_time: 0.061, memory: 9526, top1_acc: 0.9945, top5_acc: 1.0000, loss_cls: 0.0352, loss: 0.0352, grad_norm: 0.6030 2021-03-26 23:47:49,035 - mmaction - INFO - Epoch [22][80/801] lr: 1.425e-02, eta: 0:41:20, time: 1.042, data_time: 0.002, memory: 9526, top1_acc: 0.9938, top5_acc: 1.0000, loss_cls: 0.0350, loss: 0.0350, grad_norm: 0.5835 2021-03-26 23:48:11,987 - mmaction - INFO - Epoch [22][100/801] lr: 1.401e-02, eta: 0:40:59, time: 1.147, data_time: 0.001, memory: 9526, top1_acc: 0.9941, top5_acc: 1.0000, loss_cls: 0.0330, loss: 0.0330, grad_norm: 0.6043 2021-03-26 23:48:31,853 - mmaction - INFO - Epoch [22][120/801] lr: 1.377e-02, eta: 0:40:38, time: 0.993, data_time: 0.001, memory: 9526, top1_acc: 0.9947, top5_acc: 1.0000, loss_cls: 0.0330, loss: 0.0330, grad_norm: 0.5927 2021-03-26 23:48:53,343 - mmaction - INFO - Epoch [22][140/801] lr: 1.353e-02, eta: 0:40:16, time: 1.075, data_time: 0.054, memory: 9526, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0271, loss: 0.0271, grad_norm: 0.4573 2021-03-26 23:49:13,070 - mmaction - INFO - Epoch [22][160/801] lr: 1.330e-02, eta: 0:39:55, time: 0.985, data_time: 0.102, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0287, loss: 0.0287, grad_norm: 0.5118 2021-03-26 23:49:34,290 - mmaction - INFO - Epoch [22][180/801] lr: 1.306e-02, eta: 0:39:33, time: 1.063, data_time: 0.061, memory: 9526, top1_acc: 0.9949, top5_acc: 1.0000, loss_cls: 0.0304, loss: 0.0304, grad_norm: 0.5607 2021-03-26 23:49:56,045 - mmaction - INFO - Epoch [22][200/801] lr: 1.283e-02, eta: 0:39:12, time: 1.087, data_time: 0.000, memory: 9526, top1_acc: 0.9945, top5_acc: 1.0000, loss_cls: 0.0307, loss: 0.0307, grad_norm: 0.5930 2021-03-26 23:50:15,752 - mmaction - INFO - Epoch [22][220/801] lr: 1.260e-02, eta: 0:38:50, time: 0.983, data_time: 0.005, memory: 9526, top1_acc: 0.9945, top5_acc: 0.9998, loss_cls: 0.0316, loss: 0.0316, grad_norm: 0.6530 2021-03-26 23:50:36,934 - mmaction - INFO - Epoch [22][240/801] lr: 1.238e-02, eta: 0:38:29, time: 1.061, data_time: 0.003, memory: 9526, top1_acc: 0.9957, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294, grad_norm: 0.5457 2021-03-26 23:50:58,080 - mmaction - INFO - Epoch [22][260/801] lr: 1.215e-02, eta: 0:38:08, time: 1.058, data_time: 0.001, memory: 9526, top1_acc: 0.9945, top5_acc: 1.0000, loss_cls: 0.0321, loss: 0.0321, grad_norm: 0.5560 2021-03-26 23:51:19,787 - mmaction - INFO - Epoch [22][280/801] lr: 1.193e-02, eta: 0:37:46, time: 1.083, data_time: 0.000, memory: 9526, top1_acc: 0.9955, top5_acc: 1.0000, loss_cls: 0.0292, loss: 0.0292, grad_norm: 0.5362 2021-03-26 23:51:38,794 - mmaction - INFO - Epoch [22][300/801] lr: 1.171e-02, eta: 0:37:25, time: 0.952, data_time: 0.003, memory: 9526, top1_acc: 0.9953, top5_acc: 1.0000, loss_cls: 0.0307, loss: 0.0307, grad_norm: 0.5357 2021-03-26 23:52:00,951 - mmaction - INFO - Epoch [22][320/801] lr: 1.149e-02, eta: 0:37:03, time: 1.106, data_time: 0.053, memory: 9526, top1_acc: 0.9951, top5_acc: 1.0000, loss_cls: 0.0312, loss: 0.0312, grad_norm: 0.5658 2021-03-26 23:52:21,832 - mmaction - INFO - Epoch [22][340/801] lr: 1.127e-02, eta: 0:36:42, time: 1.046, data_time: 0.002, memory: 9526, top1_acc: 0.9930, top5_acc: 0.9998, loss_cls: 0.0344, loss: 0.0344, grad_norm: 0.6756 2021-03-26 23:52:41,766 - mmaction - INFO - Epoch [22][360/801] lr: 1.105e-02, eta: 0:36:20, time: 0.995, data_time: 0.028, memory: 9526, top1_acc: 0.9957, top5_acc: 1.0000, loss_cls: 0.0286, loss: 0.0286, grad_norm: 0.5542 2021-03-26 23:53:04,399 - mmaction - INFO - Epoch [22][380/801] lr: 1.084e-02, eta: 0:35:59, time: 1.132, data_time: 0.003, memory: 9526, top1_acc: 0.9955, top5_acc: 1.0000, loss_cls: 0.0287, loss: 0.0287, grad_norm: 0.5394 2021-03-26 23:53:25,446 - mmaction - INFO - Epoch [22][400/801] lr: 1.063e-02, eta: 0:35:38, time: 1.054, data_time: 0.002, memory: 9526, top1_acc: 0.9947, top5_acc: 1.0000, loss_cls: 0.0312, loss: 0.0312, grad_norm: 0.5404 2021-03-26 23:53:45,198 - mmaction - INFO - Epoch [22][420/801] lr: 1.042e-02, eta: 0:35:16, time: 0.988, data_time: 0.012, memory: 9526, top1_acc: 0.9961, top5_acc: 1.0000, loss_cls: 0.0273, loss: 0.0273, grad_norm: 0.5436 2021-03-26 23:54:06,509 - mmaction - INFO - Epoch [22][440/801] lr: 1.021e-02, eta: 0:34:55, time: 1.066, data_time: 0.000, memory: 9526, top1_acc: 0.9939, top5_acc: 1.0000, loss_cls: 0.0299, loss: 0.0299, grad_norm: 0.6278 2021-03-26 23:54:25,925 - mmaction - INFO - Epoch [22][460/801] lr: 1.001e-02, eta: 0:34:33, time: 0.971, data_time: 0.001, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0298, loss: 0.0298, grad_norm: 0.5414 2021-03-26 23:54:47,001 - mmaction - INFO - Epoch [22][480/801] lr: 9.805e-03, eta: 0:34:12, time: 1.053, data_time: 0.001, memory: 9526, top1_acc: 0.9945, top5_acc: 1.0000, loss_cls: 0.0324, loss: 0.0324, grad_norm: 0.6571 2021-03-26 23:55:07,703 - mmaction - INFO - Epoch [22][500/801] lr: 9.604e-03, eta: 0:33:51, time: 1.035, data_time: 0.001, memory: 9526, top1_acc: 0.9953, top5_acc: 1.0000, loss_cls: 0.0299, loss: 0.0299, grad_norm: 0.5868 2021-03-26 23:55:31,206 - mmaction - INFO - Epoch [22][520/801] lr: 9.405e-03, eta: 0:33:30, time: 1.174, data_time: 0.002, memory: 9526, top1_acc: 0.9943, top5_acc: 1.0000, loss_cls: 0.0319, loss: 0.0319, grad_norm: 0.6053 2021-03-26 23:55:51,062 - mmaction - INFO - Epoch [22][540/801] lr: 9.208e-03, eta: 0:33:08, time: 0.994, data_time: 0.003, memory: 9526, top1_acc: 0.9961, top5_acc: 1.0000, loss_cls: 0.0285, loss: 0.0285, grad_norm: 0.5417 2021-03-26 23:56:10,818 - mmaction - INFO - Epoch [22][560/801] lr: 9.012e-03, eta: 0:32:46, time: 0.988, data_time: 0.001, memory: 9526, top1_acc: 0.9949, top5_acc: 1.0000, loss_cls: 0.0294, loss: 0.0294, grad_norm: 0.6006 2021-03-26 23:56:33,502 - mmaction - INFO - Epoch [22][580/801] lr: 8.819e-03, eta: 0:32:25, time: 1.134, data_time: 0.001, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262, grad_norm: 0.4768 2021-03-26 23:56:52,252 - mmaction - INFO - Epoch [22][600/801] lr: 8.629e-03, eta: 0:32:04, time: 0.937, data_time: 0.001, memory: 9526, top1_acc: 0.9957, top5_acc: 1.0000, loss_cls: 0.0283, loss: 0.0283, grad_norm: 0.5285 2021-03-26 23:57:13,111 - mmaction - INFO - Epoch [22][620/801] lr: 8.440e-03, eta: 0:31:42, time: 1.042, data_time: 0.001, memory: 9526, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277, grad_norm: 0.5281 2021-03-26 23:57:34,028 - mmaction - INFO - Epoch [22][640/801] lr: 8.253e-03, eta: 0:31:21, time: 1.046, data_time: 0.002, memory: 9526, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258, grad_norm: 0.5088 2021-03-26 23:57:55,220 - mmaction - INFO - Epoch [22][660/801] lr: 8.068e-03, eta: 0:31:00, time: 1.058, data_time: 0.002, memory: 9526, top1_acc: 0.9947, top5_acc: 1.0000, loss_cls: 0.0311, loss: 0.0311, grad_norm: 0.6403 2021-03-26 23:58:17,590 - mmaction - INFO - Epoch [22][680/801] lr: 7.885e-03, eta: 0:30:38, time: 1.120, data_time: 0.003, memory: 9526, top1_acc: 0.9961, top5_acc: 0.9996, loss_cls: 0.0270, loss: 0.0270, grad_norm: 0.4956 2021-03-26 23:58:37,199 - mmaction - INFO - Epoch [22][700/801] lr: 7.704e-03, eta: 0:30:17, time: 0.979, data_time: 0.001, memory: 9526, top1_acc: 0.9961, top5_acc: 1.0000, loss_cls: 0.0298, loss: 0.0298, grad_norm: 0.5818 2021-03-26 23:58:58,837 - mmaction - INFO - Epoch [22][720/801] lr: 7.526e-03, eta: 0:29:55, time: 1.084, data_time: 0.002, memory: 9526, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0250, loss: 0.0250, grad_norm: 0.5069 2021-03-26 23:59:19,986 - mmaction - INFO - Epoch [22][740/801] lr: 7.349e-03, eta: 0:29:34, time: 1.055, data_time: 0.000, memory: 9526, top1_acc: 0.9961, top5_acc: 1.0000, loss_cls: 0.0261, loss: 0.0261, grad_norm: 0.4634 2021-03-26 23:59:39,733 - mmaction - INFO - Epoch [22][760/801] lr: 7.175e-03, eta: 0:29:13, time: 0.988, data_time: 0.166, memory: 9526, top1_acc: 0.9955, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274, grad_norm: 0.5230 2021-03-27 00:00:00,022 - mmaction - INFO - Epoch [22][780/801] lr: 7.002e-03, eta: 0:28:51, time: 1.016, data_time: 0.008, memory: 9526, top1_acc: 0.9943, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277, grad_norm: 0.6353 2021-03-27 00:00:20,389 - mmaction - INFO - Epoch [22][800/801] lr: 6.832e-03, eta: 0:28:30, time: 1.017, data_time: 0.001, memory: 9526, top1_acc: 0.9963, top5_acc: 0.9998, loss_cls: 0.0289, loss: 0.0289, grad_norm: 0.5291 2021-03-27 00:00:33,559 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-03-27 00:02:18,810 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-27 00:02:18,874 - mmaction - INFO - top1_acc 0.9499 top5_acc 0.9975 2021-03-27 00:02:18,875 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-27 00:02:18,890 - mmaction - INFO - mean_acc 0.9285 2021-03-27 00:02:18,890 - mmaction - INFO - Now best checkpoint is epoch_22.pth 2021-03-27 00:02:18,900 - mmaction - INFO - Epoch(val) [22][801] top1_acc: 0.9499, top5_acc: 0.9975, mean_class_accuracy: 0.9285 2021-03-27 00:03:05,457 - mmaction - INFO - Epoch [23][20/801] lr: 6.655e-03, eta: 0:28:10, time: 2.327, data_time: 1.197, memory: 9526, top1_acc: 0.9961, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270, grad_norm: 0.5254 2021-03-27 00:03:27,500 - mmaction - INFO - Epoch [23][40/801] lr: 6.489e-03, eta: 0:27:48, time: 1.101, data_time: 0.130, memory: 9526, top1_acc: 0.9965, top5_acc: 1.0000, loss_cls: 0.0264, loss: 0.0264, grad_norm: 0.5774 2021-03-27 00:03:47,119 - mmaction - INFO - Epoch [23][60/801] lr: 6.325e-03, eta: 0:27:27, time: 0.983, data_time: 0.002, memory: 9526, top1_acc: 0.9979, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242, grad_norm: 0.4758 2021-03-27 00:04:07,311 - mmaction - INFO - Epoch [23][80/801] lr: 6.163e-03, eta: 0:27:05, time: 1.009, data_time: 0.004, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0272, loss: 0.0272, grad_norm: 0.4809 2021-03-27 00:04:28,977 - mmaction - INFO - Epoch [23][100/801] lr: 6.003e-03, eta: 0:26:44, time: 1.083, data_time: 0.001, memory: 9526, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0265, loss: 0.0265, grad_norm: 0.5017 2021-03-27 00:04:49,935 - mmaction - INFO - Epoch [23][120/801] lr: 5.845e-03, eta: 0:26:22, time: 1.047, data_time: 0.002, memory: 9526, top1_acc: 0.9969, top5_acc: 0.9998, loss_cls: 0.0245, loss: 0.0245, grad_norm: 0.3854 2021-03-27 00:05:10,648 - mmaction - INFO - Epoch [23][140/801] lr: 5.689e-03, eta: 0:26:01, time: 1.037, data_time: 0.003, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258, grad_norm: 0.5241 2021-03-27 00:05:31,841 - mmaction - INFO - Epoch [23][160/801] lr: 5.535e-03, eta: 0:25:40, time: 1.060, data_time: 0.001, memory: 9526, top1_acc: 0.9953, top5_acc: 1.0000, loss_cls: 0.0257, loss: 0.0257, grad_norm: 0.5154 2021-03-27 00:05:53,514 - mmaction - INFO - Epoch [23][180/801] lr: 5.383e-03, eta: 0:25:18, time: 1.083, data_time: 0.001, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0280, loss: 0.0280, grad_norm: 0.5395 2021-03-27 00:06:12,315 - mmaction - INFO - Epoch [23][200/801] lr: 5.234e-03, eta: 0:24:57, time: 0.939, data_time: 0.047, memory: 9526, top1_acc: 0.9953, top5_acc: 1.0000, loss_cls: 0.0269, loss: 0.0269, grad_norm: 0.5647 2021-03-27 00:06:34,575 - mmaction - INFO - Epoch [23][220/801] lr: 5.086e-03, eta: 0:24:36, time: 1.114, data_time: 0.005, memory: 9526, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0277, loss: 0.0277, grad_norm: 0.5691 2021-03-27 00:06:54,165 - mmaction - INFO - Epoch [23][240/801] lr: 4.941e-03, eta: 0:24:14, time: 0.980, data_time: 0.001, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0262, loss: 0.0262, grad_norm: 0.5384 2021-03-27 00:07:15,569 - mmaction - INFO - Epoch [23][260/801] lr: 4.798e-03, eta: 0:23:53, time: 1.070, data_time: 0.001, memory: 9526, top1_acc: 0.9980, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228, grad_norm: 0.4053 2021-03-27 00:07:35,486 - mmaction - INFO - Epoch [23][280/801] lr: 4.656e-03, eta: 0:23:31, time: 0.996, data_time: 0.018, memory: 9526, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0274, loss: 0.0274, grad_norm: 0.5533 2021-03-27 00:07:56,393 - mmaction - INFO - Epoch [23][300/801] lr: 4.517e-03, eta: 0:23:10, time: 1.045, data_time: 0.004, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242, grad_norm: 0.5223 2021-03-27 00:08:15,579 - mmaction - INFO - Epoch [23][320/801] lr: 4.380e-03, eta: 0:22:48, time: 0.957, data_time: 0.001, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0263, loss: 0.0263, grad_norm: 0.5566 2021-03-27 00:08:38,055 - mmaction - INFO - Epoch [23][340/801] lr: 4.245e-03, eta: 0:22:27, time: 1.126, data_time: 0.242, memory: 9526, top1_acc: 0.9965, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242, grad_norm: 0.4312 2021-03-27 00:08:59,808 - mmaction - INFO - Epoch [23][360/801] lr: 4.112e-03, eta: 0:22:06, time: 1.087, data_time: 0.001, memory: 9526, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0234, loss: 0.0234, grad_norm: 0.5001 2021-03-27 00:09:18,608 - mmaction - INFO - Epoch [23][380/801] lr: 3.981e-03, eta: 0:21:44, time: 0.941, data_time: 0.180, memory: 9526, top1_acc: 0.9953, top5_acc: 1.0000, loss_cls: 0.0270, loss: 0.0270, grad_norm: 0.5462 2021-03-27 00:09:39,941 - mmaction - INFO - Epoch [23][400/801] lr: 3.853e-03, eta: 0:21:23, time: 1.066, data_time: 0.001, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246, grad_norm: 0.5712 2021-03-27 00:10:03,288 - mmaction - INFO - Epoch [23][420/801] lr: 3.726e-03, eta: 0:21:02, time: 1.168, data_time: 0.068, memory: 9526, top1_acc: 0.9965, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245, grad_norm: 0.4987 2021-03-27 00:10:21,763 - mmaction - INFO - Epoch [23][440/801] lr: 3.601e-03, eta: 0:20:40, time: 0.924, data_time: 0.000, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228, grad_norm: 0.4276 2021-03-27 00:10:44,160 - mmaction - INFO - Epoch [23][460/801] lr: 3.479e-03, eta: 0:20:19, time: 1.120, data_time: 0.008, memory: 9526, top1_acc: 0.9965, top5_acc: 1.0000, loss_cls: 0.0241, loss: 0.0241, grad_norm: 0.4439 2021-03-27 00:11:03,321 - mmaction - INFO - Epoch [23][480/801] lr: 3.359e-03, eta: 0:19:57, time: 0.955, data_time: 0.000, memory: 9526, top1_acc: 0.9965, top5_acc: 0.9998, loss_cls: 0.0269, loss: 0.0269, grad_norm: 0.5209 2021-03-27 00:11:25,642 - mmaction - INFO - Epoch [23][500/801] lr: 3.240e-03, eta: 0:19:36, time: 1.118, data_time: 0.003, memory: 9526, top1_acc: 0.9967, top5_acc: 0.9998, loss_cls: 0.0233, loss: 0.0233, grad_norm: 0.4282 2021-03-27 00:11:46,430 - mmaction - INFO - Epoch [23][520/801] lr: 3.124e-03, eta: 0:19:15, time: 1.040, data_time: 0.001, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223, grad_norm: 0.4598 2021-03-27 00:12:06,972 - mmaction - INFO - Epoch [23][540/801] lr: 3.010e-03, eta: 0:18:53, time: 1.027, data_time: 0.001, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0243, loss: 0.0243, grad_norm: 0.4613 2021-03-27 00:12:28,512 - mmaction - INFO - Epoch [23][560/801] lr: 2.898e-03, eta: 0:18:32, time: 1.076, data_time: 0.001, memory: 9526, top1_acc: 0.9943, top5_acc: 1.0000, loss_cls: 0.0290, loss: 0.0290, grad_norm: 0.6313 2021-03-27 00:12:49,861 - mmaction - INFO - Epoch [23][580/801] lr: 2.788e-03, eta: 0:18:10, time: 1.068, data_time: 0.001, memory: 9526, top1_acc: 0.9967, top5_acc: 0.9998, loss_cls: 0.0233, loss: 0.0233, grad_norm: 0.5038 2021-03-27 00:13:11,183 - mmaction - INFO - Epoch [23][600/801] lr: 2.681e-03, eta: 0:17:49, time: 1.066, data_time: 0.000, memory: 9526, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236, grad_norm: 0.4491 2021-03-27 00:13:30,786 - mmaction - INFO - Epoch [23][620/801] lr: 2.575e-03, eta: 0:17:28, time: 0.980, data_time: 0.000, memory: 9526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230, grad_norm: 0.4433 2021-03-27 00:13:52,109 - mmaction - INFO - Epoch [23][640/801] lr: 2.472e-03, eta: 0:17:06, time: 1.066, data_time: 0.006, memory: 9526, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0246, loss: 0.0246, grad_norm: 0.4712 2021-03-27 00:14:14,669 - mmaction - INFO - Epoch [23][660/801] lr: 2.370e-03, eta: 0:16:45, time: 1.128, data_time: 0.001, memory: 9526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0224, loss: 0.0224, grad_norm: 0.5000 2021-03-27 00:14:34,989 - mmaction - INFO - Epoch [23][680/801] lr: 2.271e-03, eta: 0:16:24, time: 1.014, data_time: 0.001, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0258, loss: 0.0258, grad_norm: 0.5696 2021-03-27 00:14:55,315 - mmaction - INFO - Epoch [23][700/801] lr: 2.174e-03, eta: 0:16:02, time: 1.017, data_time: 0.003, memory: 9526, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0237, loss: 0.0237, grad_norm: 0.5036 2021-03-27 00:15:15,330 - mmaction - INFO - Epoch [23][720/801] lr: 2.079e-03, eta: 0:15:41, time: 1.001, data_time: 0.002, memory: 9526, top1_acc: 0.9971, top5_acc: 0.9998, loss_cls: 0.0256, loss: 0.0256, grad_norm: 0.4839 2021-03-27 00:15:38,437 - mmaction - INFO - Epoch [23][740/801] lr: 1.986e-03, eta: 0:15:20, time: 1.155, data_time: 0.002, memory: 9526, top1_acc: 0.9979, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231, grad_norm: 0.4500 2021-03-27 00:15:57,325 - mmaction - INFO - Epoch [23][760/801] lr: 1.895e-03, eta: 0:14:58, time: 0.944, data_time: 0.003, memory: 9526, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236, grad_norm: 0.4861 2021-03-27 00:16:18,597 - mmaction - INFO - Epoch [23][780/801] lr: 1.806e-03, eta: 0:14:37, time: 1.065, data_time: 0.003, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0252, loss: 0.0252, grad_norm: 0.4581 2021-03-27 00:16:38,342 - mmaction - INFO - Epoch [23][800/801] lr: 1.720e-03, eta: 0:14:15, time: 0.988, data_time: 0.069, memory: 9526, top1_acc: 0.9971, top5_acc: 0.9998, loss_cls: 0.0218, loss: 0.0218, grad_norm: 0.4387 2021-03-27 00:16:39,738 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-03-27 00:17:31,960 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-27 00:17:32,025 - mmaction - INFO - top1_acc 0.9504 top5_acc 0.9978 2021-03-27 00:17:32,025 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-27 00:17:32,039 - mmaction - INFO - mean_acc 0.9290 2021-03-27 00:17:32,039 - mmaction - INFO - Now best checkpoint is epoch_23.pth 2021-03-27 00:17:32,103 - mmaction - INFO - Epoch(val) [23][801] top1_acc: 0.9504, top5_acc: 0.9978, mean_class_accuracy: 0.9290 2021-03-27 00:18:24,379 - mmaction - INFO - Epoch [24][20/801] lr: 1.631e-03, eta: 0:13:54, time: 2.611, data_time: 1.481, memory: 9526, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230, grad_norm: 0.4164 2021-03-27 00:18:44,107 - mmaction - INFO - Epoch [24][40/801] lr: 1.549e-03, eta: 0:13:33, time: 0.986, data_time: 0.002, memory: 9526, top1_acc: 0.9980, top5_acc: 1.0000, loss_cls: 0.0228, loss: 0.0228, grad_norm: 0.4198 2021-03-27 00:19:05,780 - mmaction - INFO - Epoch [24][60/801] lr: 1.469e-03, eta: 0:13:11, time: 1.083, data_time: 0.001, memory: 9526, top1_acc: 0.9982, top5_acc: 1.0000, loss_cls: 0.0201, loss: 0.0201, grad_norm: 0.3894 2021-03-27 00:19:26,251 - mmaction - INFO - Epoch [24][80/801] lr: 1.391e-03, eta: 0:12:50, time: 1.024, data_time: 0.001, memory: 9526, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219, grad_norm: 0.4766 2021-03-27 00:19:47,287 - mmaction - INFO - Epoch [24][100/801] lr: 1.315e-03, eta: 0:12:29, time: 1.052, data_time: 0.001, memory: 9526, top1_acc: 0.9982, top5_acc: 1.0000, loss_cls: 0.0202, loss: 0.0202, grad_norm: 0.3708 2021-03-27 00:20:07,698 - mmaction - INFO - Epoch [24][120/801] lr: 1.241e-03, eta: 0:12:07, time: 1.020, data_time: 0.001, memory: 9526, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0202, loss: 0.0202, grad_norm: 0.3708 2021-03-27 00:20:28,212 - mmaction - INFO - Epoch [24][140/801] lr: 1.169e-03, eta: 0:11:46, time: 1.026, data_time: 0.001, memory: 9526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223, grad_norm: 0.4237 2021-03-27 00:20:50,575 - mmaction - INFO - Epoch [24][160/801] lr: 1.100e-03, eta: 0:11:24, time: 1.118, data_time: 0.001, memory: 9526, top1_acc: 0.9969, top5_acc: 0.9998, loss_cls: 0.0234, loss: 0.0234, grad_norm: 0.5532 2021-03-27 00:21:10,576 - mmaction - INFO - Epoch [24][180/801] lr: 1.032e-03, eta: 0:11:03, time: 0.998, data_time: 0.001, memory: 9526, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231, grad_norm: 0.4423 2021-03-27 00:21:32,780 - mmaction - INFO - Epoch [24][200/801] lr: 9.671e-04, eta: 0:10:42, time: 1.111, data_time: 0.003, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0238, loss: 0.0238, grad_norm: 0.4763 2021-03-27 00:21:52,719 - mmaction - INFO - Epoch [24][220/801] lr: 9.039e-04, eta: 0:10:20, time: 0.997, data_time: 0.001, memory: 9526, top1_acc: 0.9986, top5_acc: 0.9998, loss_cls: 0.0207, loss: 0.0207, grad_norm: 0.3786 2021-03-27 00:22:14,521 - mmaction - INFO - Epoch [24][240/801] lr: 8.429e-04, eta: 0:09:59, time: 1.088, data_time: 0.001, memory: 9526, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0227, loss: 0.0227, grad_norm: 0.4557 2021-03-27 00:22:34,127 - mmaction - INFO - Epoch [24][260/801] lr: 7.840e-04, eta: 0:09:38, time: 0.982, data_time: 0.003, memory: 9526, top1_acc: 0.9955, top5_acc: 1.0000, loss_cls: 0.0267, loss: 0.0267, grad_norm: 0.5181 2021-03-27 00:22:56,039 - mmaction - INFO - Epoch [24][280/801] lr: 7.273e-04, eta: 0:09:16, time: 1.093, data_time: 0.004, memory: 9526, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0221, loss: 0.0221, grad_norm: 0.5072 2021-03-27 00:23:15,753 - mmaction - INFO - Epoch [24][300/801] lr: 6.726e-04, eta: 0:08:55, time: 0.989, data_time: 0.010, memory: 9526, top1_acc: 0.9992, top5_acc: 1.0000, loss_cls: 0.0194, loss: 0.0194, grad_norm: 0.3417 2021-03-27 00:23:39,347 - mmaction - INFO - Epoch [24][320/801] lr: 6.201e-04, eta: 0:08:33, time: 1.179, data_time: 0.134, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235, grad_norm: 0.4363 2021-03-27 00:23:59,341 - mmaction - INFO - Epoch [24][340/801] lr: 5.698e-04, eta: 0:08:12, time: 0.999, data_time: 0.255, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240, grad_norm: 0.5062 2021-03-27 00:24:21,425 - mmaction - INFO - Epoch [24][360/801] lr: 5.215e-04, eta: 0:07:51, time: 1.106, data_time: 0.104, memory: 9526, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0244, loss: 0.0244, grad_norm: 0.5242 2021-03-27 00:24:41,168 - mmaction - INFO - Epoch [24][380/801] lr: 4.754e-04, eta: 0:07:29, time: 0.987, data_time: 0.000, memory: 9526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0210, loss: 0.0210, grad_norm: 0.4421 2021-03-27 00:25:02,554 - mmaction - INFO - Epoch [24][400/801] lr: 4.314e-04, eta: 0:07:08, time: 1.067, data_time: 0.000, memory: 9526, top1_acc: 0.9980, top5_acc: 1.0000, loss_cls: 0.0210, loss: 0.0210, grad_norm: 0.4214 2021-03-27 00:25:23,593 - mmaction - INFO - Epoch [24][420/801] lr: 3.896e-04, eta: 0:06:47, time: 1.053, data_time: 0.052, memory: 9526, top1_acc: 0.9977, top5_acc: 1.0000, loss_cls: 0.0230, loss: 0.0230, grad_norm: 0.4456 2021-03-27 00:25:44,373 - mmaction - INFO - Epoch [24][440/801] lr: 3.499e-04, eta: 0:06:25, time: 1.039, data_time: 0.001, memory: 9526, top1_acc: 0.9979, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216, grad_norm: 0.4257 2021-03-27 00:26:05,155 - mmaction - INFO - Epoch [24][460/801] lr: 3.123e-04, eta: 0:06:04, time: 1.039, data_time: 0.001, memory: 9526, top1_acc: 0.9971, top5_acc: 1.0000, loss_cls: 0.0216, loss: 0.0216, grad_norm: 0.4436 2021-03-27 00:26:25,487 - mmaction - INFO - Epoch [24][480/801] lr: 2.768e-04, eta: 0:05:42, time: 1.015, data_time: 0.001, memory: 9526, top1_acc: 0.9982, top5_acc: 0.9998, loss_cls: 0.0232, loss: 0.0232, grad_norm: 0.4380 2021-03-27 00:26:46,436 - mmaction - INFO - Epoch [24][500/801] lr: 2.435e-04, eta: 0:05:21, time: 1.049, data_time: 0.002, memory: 9526, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0231, loss: 0.0231, grad_norm: 0.4585 2021-03-27 00:27:06,474 - mmaction - INFO - Epoch [24][520/801] lr: 2.123e-04, eta: 0:05:00, time: 1.002, data_time: 0.001, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0245, loss: 0.0245, grad_norm: 0.5253 2021-03-27 00:27:28,512 - mmaction - INFO - Epoch [24][540/801] lr: 1.833e-04, eta: 0:04:38, time: 1.102, data_time: 0.001, memory: 9526, top1_acc: 0.9969, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233, grad_norm: 0.4885 2021-03-27 00:27:49,193 - mmaction - INFO - Epoch [24][560/801] lr: 1.564e-04, eta: 0:04:17, time: 1.033, data_time: 0.001, memory: 9526, top1_acc: 0.9965, top5_acc: 1.0000, loss_cls: 0.0240, loss: 0.0240, grad_norm: 0.4859 2021-03-27 00:28:11,630 - mmaction - INFO - Epoch [24][580/801] lr: 1.316e-04, eta: 0:03:56, time: 1.123, data_time: 0.006, memory: 9526, top1_acc: 0.9973, top5_acc: 1.0000, loss_cls: 0.0222, loss: 0.0222, grad_norm: 0.4687 2021-03-27 00:28:30,711 - mmaction - INFO - Epoch [24][600/801] lr: 1.090e-04, eta: 0:03:34, time: 0.954, data_time: 0.021, memory: 9526, top1_acc: 0.9979, top5_acc: 1.0000, loss_cls: 0.0219, loss: 0.0219, grad_norm: 0.4555 2021-03-27 00:28:50,949 - mmaction - INFO - Epoch [24][620/801] lr: 8.846e-05, eta: 0:03:13, time: 1.011, data_time: 0.001, memory: 9526, top1_acc: 0.9959, top5_acc: 1.0000, loss_cls: 0.0235, loss: 0.0235, grad_norm: 0.4557 2021-03-27 00:29:12,021 - mmaction - INFO - Epoch [24][640/801] lr: 7.008e-05, eta: 0:02:51, time: 1.054, data_time: 0.002, memory: 9526, top1_acc: 0.9979, top5_acc: 1.0000, loss_cls: 0.0185, loss: 0.0185, grad_norm: 0.3495 2021-03-27 00:29:32,742 - mmaction - INFO - Epoch [24][660/801] lr: 5.385e-05, eta: 0:02:30, time: 1.038, data_time: 0.002, memory: 9526, top1_acc: 0.9963, top5_acc: 1.0000, loss_cls: 0.0233, loss: 0.0233, grad_norm: 0.4770 2021-03-27 00:29:54,251 - mmaction - INFO - Epoch [24][680/801] lr: 3.975e-05, eta: 0:02:09, time: 1.075, data_time: 0.001, memory: 9526, top1_acc: 0.9984, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220, grad_norm: 0.4415 2021-03-27 00:30:16,557 - mmaction - INFO - Epoch [24][700/801] lr: 2.778e-05, eta: 0:01:47, time: 1.113, data_time: 0.396, memory: 9526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0236, loss: 0.0236, grad_norm: 0.4416 2021-03-27 00:30:35,945 - mmaction - INFO - Epoch [24][720/801] lr: 1.796e-05, eta: 0:01:26, time: 0.968, data_time: 0.021, memory: 9526, top1_acc: 0.9979, top5_acc: 1.0000, loss_cls: 0.0223, loss: 0.0223, grad_norm: 0.4652 2021-03-27 00:30:56,878 - mmaction - INFO - Epoch [24][740/801] lr: 1.027e-05, eta: 0:01:05, time: 1.049, data_time: 0.134, memory: 9526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0220, loss: 0.0220, grad_norm: 0.4400 2021-03-27 00:31:18,628 - mmaction - INFO - Epoch [24][760/801] lr: 4.711e-06, eta: 0:00:43, time: 1.086, data_time: 0.021, memory: 9526, top1_acc: 0.9975, top5_acc: 1.0000, loss_cls: 0.0213, loss: 0.0213, grad_norm: 0.4390 2021-03-27 00:31:39,958 - mmaction - INFO - Epoch [24][780/801] lr: 1.293e-06, eta: 0:00:22, time: 1.067, data_time: 0.002, memory: 9526, top1_acc: 0.9965, top5_acc: 0.9998, loss_cls: 0.0243, loss: 0.0243, grad_norm: 0.5002 2021-03-27 00:31:57,139 - mmaction - INFO - Epoch [24][800/801] lr: 1.068e-08, eta: 0:00:01, time: 0.860, data_time: 0.001, memory: 9526, top1_acc: 0.9967, top5_acc: 1.0000, loss_cls: 0.0242, loss: 0.0242, grad_norm: 0.4827 2021-03-27 00:31:58,367 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-03-27 00:32:56,073 - mmaction - INFO - Evaluating top_k_accuracy... 2021-03-27 00:32:56,140 - mmaction - INFO - top1_acc 0.9506 top5_acc 0.9977 2021-03-27 00:32:56,140 - mmaction - INFO - Evaluating mean_class_accuracy... 2021-03-27 00:32:56,154 - mmaction - INFO - mean_acc 0.9290 2021-03-27 00:32:56,154 - mmaction - INFO - Now best checkpoint is epoch_24.pth 2021-03-27 00:32:56,164 - mmaction - INFO - Epoch(val) [24][801] top1_acc: 0.9506, top5_acc: 0.9977, mean_class_accuracy: 0.9290 2021-03-27 00:32:57,551 - mmaction - INFO - 8521 videos remain after valid thresholding