2021-03-16 19:23:09,005 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.10 (default, Feb 26 2021, 18:47:35) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: Tesla V100-SXM2-32GB CUDA_HOME: /usr/local/cuda NVCC: Build cuda_11.0_bu.TC445_37.28540450_0 GCC: gcc (Ubuntu 5.4.0-6ubuntu1~16.04.12) 5.4.0 20160609 PyTorch: 1.7.0 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v1.6.0 (Git Hash 5ef631a030a6f73131c77892041042805a06064f) - OpenMP 201511 (a.k.a. OpenMP 4.5) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 10.2 - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75 - CuDNN 7.6.5 - Magma 2.5.2 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DUSE_VULKAN_WRAPPER -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, USE_CUDA=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, TorchVision: 0.8.1 OpenCV: 4.5.1 MMCV: 1.2.7 MMCV Compiler: GCC 5.4 MMCV CUDA Compiler: 11.0 MMAction2: 0.12.0+95ce916 ------------------------------------------------------------ 2021-03-16 19:23:09,005 - mmaction - INFO - Distributed training: True 2021-03-16 19:23:09,006 - mmaction - INFO - Config: /ssd/zhangyiyang/mmaction2/configs/_base_/models/tsm_r50.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNetTSM', pretrained='torchvision://resnet50', depth=50, norm_eval=False, shift_div=8), cls_head=dict( type='TSMHead', num_classes=400, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.001, is_shift=True), # model training and testing settings train_cfg=None, test_cfg=dict(average_clips='prob')) /ssd/zhangyiyang/mmaction2/configs/_base_/schedules/sgd_tsm_50e.py # optimizer optimizer = dict( type='SGD', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=True), lr=0.01, # this lr is used for 8 gpus momentum=0.9, weight_decay=0.0001) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[20, 40]) total_epochs = 50 /ssd/zhangyiyang/mmaction2/configs/_base_/default_runtime.py checkpoint_config = dict(interval=1) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' load_from = None resume_from = None workflow = [('train', 1)] /ssd/zhangyiyang/mmaction2/configs/recognition/tsm/tsm_r50_randaugment_1x1x8_50e_sthv1_rgb.py _base_ = [ '../../_base_/models/tsm_r50.py', '../../_base_/schedules/sgd_tsm_50e.py', '../../_base_/default_runtime.py' ] # model settings model = dict(cls_head=dict(num_classes=174)) # dataset settings dataset_type = 'RawframeDataset' data_root = 'data/sthv1/rawframes' data_root_val = 'data/sthv1/rawframes' ann_file_train = 'data/sthv1/sthv1_train_list_rawframes.txt' ann_file_val = 'data/sthv1/sthv1_val_list_rawframes.txt' ann_file_test = 'data/sthv1/sthv1_val_list_rawframes.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) n, m, max_level = 2, 9, 10 cur_level = 1.0 * m / max_level train_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1, num_fixed_crops=13), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict( type='Imgaug', transforms=[ dict( type='SomeOf', n=n, children=[ dict( type='ShearX', shear=17.19 * cur_level), dict( type='ShearY', shear=-17.19 * cur_level), dict( type='TranslateX', percent=-.2 * cur_level), dict( type='TranslateY', percent=.2 * cur_level), dict( type='Rotate', rotate=30 * cur_level), dict(type='Posterize', nb_bits=max(1, int(4 * cur_level))), dict(type='Solarize', threshold=256 * cur_level), dict(type='EnhanceColor', factor=1.8 * cur_level + .1), dict(type='EnhanceContrast', factor=1.8 * cur_level + .1), dict( type='EnhanceBrightness', factor=1.8 * cur_level + .1), dict(type='EnhanceSharpness', factor=1.8 * cur_level + .1), dict(type='Autocontrast', cutoff=0), dict(type='Equalize'), dict(type='Invert', p=1.), dict( type='Cutout', nb_iterations=1, size=0.2 * cur_level, squared=True), ]), ]), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=8, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, filename_tmpl='{:05}.jpg', pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, filename_tmpl='{:05}.jpg', pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, filename_tmpl='{:05}.jpg', pipeline=test_pipeline)) evaluation = dict( interval=2, metrics=['top_k_accuracy', 'mean_class_accuracy']) # optimizer optimizer = dict(weight_decay=0.0005) # runtime settings work_dir = './work_dirs/tsm_r50_randaugment_1x1x8_50e_sthv1_rgb/' 2021-03-16 19:23:09,614 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2021-03-16 19:23:10,697 - mmaction - INFO - Start running, host: user@user-SYS-4029GP-TVRT, work_dir: /ssd/zhangyiyang/mmaction2/work_dirs/tsm_r50_randaugment_1x1x8_50e_sthv1_rgb 2021-03-16 19:23:10,697 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-03-16 19:23:31,151 - mmaction - INFO - Epoch [1][20/1345] lr: 1.000e-02, eta: 19:04:42, time: 1.022, data_time: 0.492, memory: 7066, top1_acc: 0.0047, top5_acc: 0.0352, loss_cls: 5.6324, loss: 5.6324, grad_norm: 3.9473 2021-03-16 19:23:38,544 - mmaction - INFO - Epoch [1][40/1345] lr: 1.000e-02, eta: 12:59:24, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.0070, top5_acc: 0.0445, loss_cls: 5.6076, loss: 5.6076, grad_norm: 3.3204 2021-03-16 19:23:45,904 - mmaction - INFO - Epoch [1][60/1345] lr: 1.000e-02, eta: 10:56:48, time: 0.368, data_time: 0.001, memory: 7066, top1_acc: 0.0055, top5_acc: 0.0414, loss_cls: 5.2701, loss: 5.2701, grad_norm: 1.6782 2021-03-16 19:23:53,791 - mmaction - INFO - Epoch [1][80/1345] lr: 1.000e-02, eta: 10:02:52, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.0047, top5_acc: 0.0391, loss_cls: 5.1546, loss: 5.1546, grad_norm: 1.0689 2021-03-16 19:24:01,224 - mmaction - INFO - Epoch [1][100/1345] lr: 1.000e-02, eta: 9:25:12, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.0070, top5_acc: 0.0523, loss_cls: 5.1322, loss: 5.1322, grad_norm: 0.8552 2021-03-16 19:24:08,472 - mmaction - INFO - Epoch [1][120/1345] lr: 1.000e-02, eta: 8:58:28, time: 0.363, data_time: 0.001, memory: 7066, top1_acc: 0.0102, top5_acc: 0.0430, loss_cls: 5.1159, loss: 5.1159, grad_norm: 0.8751 2021-03-16 19:24:15,696 - mmaction - INFO - Epoch [1][140/1345] lr: 1.000e-02, eta: 8:39:06, time: 0.361, data_time: 0.001, memory: 7066, top1_acc: 0.0109, top5_acc: 0.0477, loss_cls: 5.1086, loss: 5.1086, grad_norm: 1.1004 2021-03-16 19:24:23,330 - mmaction - INFO - Epoch [1][160/1345] lr: 1.000e-02, eta: 8:27:29, time: 0.382, data_time: 0.001, memory: 7066, top1_acc: 0.0055, top5_acc: 0.0383, loss_cls: 5.1112, loss: 5.1112, grad_norm: 1.0975 2021-03-16 19:24:30,980 - mmaction - INFO - Epoch [1][180/1345] lr: 1.000e-02, eta: 8:18:31, time: 0.383, data_time: 0.001, memory: 7066, top1_acc: 0.0078, top5_acc: 0.0477, loss_cls: 5.1179, loss: 5.1179, grad_norm: 0.8980 2021-03-16 19:24:38,703 - mmaction - INFO - Epoch [1][200/1345] lr: 1.000e-02, eta: 8:11:32, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.0086, top5_acc: 0.0484, loss_cls: 5.1154, loss: 5.1154, grad_norm: 1.0910 2021-03-16 19:24:46,468 - mmaction - INFO - Epoch [1][220/1345] lr: 1.000e-02, eta: 8:06:12, time: 0.389, data_time: 0.003, memory: 7066, top1_acc: 0.0141, top5_acc: 0.0477, loss_cls: 5.1017, loss: 5.1017, grad_norm: 1.8699 2021-03-16 19:24:53,914 - mmaction - INFO - Epoch [1][240/1345] lr: 1.000e-02, eta: 8:00:04, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.0094, top5_acc: 0.0445, loss_cls: 5.0897, loss: 5.0897, grad_norm: 1.0965 2021-03-16 19:25:01,399 - mmaction - INFO - Epoch [1][260/1345] lr: 1.000e-02, eta: 7:55:17, time: 0.376, data_time: 0.003, memory: 7066, top1_acc: 0.0125, top5_acc: 0.0586, loss_cls: 5.0837, loss: 5.0837, grad_norm: 1.1352 2021-03-16 19:25:08,726 - mmaction - INFO - Epoch [1][280/1345] lr: 1.000e-02, eta: 7:50:27, time: 0.367, data_time: 0.003, memory: 7066, top1_acc: 0.0156, top5_acc: 0.0461, loss_cls: 5.0526, loss: 5.0526, grad_norm: 1.1663 2021-03-16 19:25:16,636 - mmaction - INFO - Epoch [1][300/1345] lr: 1.000e-02, eta: 7:48:20, time: 0.395, data_time: 0.001, memory: 7066, top1_acc: 0.0125, top5_acc: 0.0508, loss_cls: 5.0721, loss: 5.0721, grad_norm: 1.1108 2021-03-16 19:25:24,083 - mmaction - INFO - Epoch [1][320/1345] lr: 1.000e-02, eta: 7:44:50, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.0172, top5_acc: 0.0586, loss_cls: 5.0463, loss: 5.0463, grad_norm: 1.2985 2021-03-16 19:25:31,412 - mmaction - INFO - Epoch [1][340/1345] lr: 1.000e-02, eta: 7:41:30, time: 0.368, data_time: 0.002, memory: 7066, top1_acc: 0.0125, top5_acc: 0.0500, loss_cls: 5.0598, loss: 5.0598, grad_norm: 1.2643 2021-03-16 19:25:38,918 - mmaction - INFO - Epoch [1][360/1345] lr: 1.000e-02, eta: 7:38:59, time: 0.375, data_time: 0.000, memory: 7066, top1_acc: 0.0156, top5_acc: 0.0633, loss_cls: 5.0566, loss: 5.0566, grad_norm: 1.0848 2021-03-16 19:25:46,248 - mmaction - INFO - Epoch [1][380/1345] lr: 1.000e-02, eta: 7:36:06, time: 0.365, data_time: 0.000, memory: 7066, top1_acc: 0.0117, top5_acc: 0.0617, loss_cls: 5.0344, loss: 5.0344, grad_norm: 1.2154 2021-03-16 19:25:53,738 - mmaction - INFO - Epoch [1][400/1345] lr: 1.000e-02, eta: 7:34:07, time: 0.376, data_time: 0.002, memory: 7066, top1_acc: 0.0094, top5_acc: 0.0609, loss_cls: 5.0412, loss: 5.0412, grad_norm: 1.3394 2021-03-16 19:26:01,051 - mmaction - INFO - Epoch [1][420/1345] lr: 1.000e-02, eta: 7:31:42, time: 0.365, data_time: 0.000, memory: 7066, top1_acc: 0.0148, top5_acc: 0.0602, loss_cls: 5.0342, loss: 5.0342, grad_norm: 1.1077 2021-03-16 19:26:08,313 - mmaction - INFO - Epoch [1][440/1345] lr: 1.000e-02, eta: 7:29:23, time: 0.363, data_time: 0.002, memory: 7066, top1_acc: 0.0195, top5_acc: 0.0664, loss_cls: 5.0104, loss: 5.0104, grad_norm: 1.1575 2021-03-16 19:26:15,670 - mmaction - INFO - Epoch [1][460/1345] lr: 1.000e-02, eta: 7:27:19, time: 0.364, data_time: 0.002, memory: 7066, top1_acc: 0.0133, top5_acc: 0.0531, loss_cls: 5.0325, loss: 5.0325, grad_norm: 1.2651 2021-03-16 19:26:23,215 - mmaction - INFO - Epoch [1][480/1345] lr: 1.000e-02, eta: 7:26:17, time: 0.382, data_time: 0.006, memory: 7066, top1_acc: 0.0117, top5_acc: 0.0594, loss_cls: 5.0032, loss: 5.0032, grad_norm: 1.1926 2021-03-16 19:26:30,922 - mmaction - INFO - Epoch [1][500/1345] lr: 1.000e-02, eta: 7:25:28, time: 0.386, data_time: 0.002, memory: 7066, top1_acc: 0.0148, top5_acc: 0.0719, loss_cls: 4.9898, loss: 4.9898, grad_norm: 1.2683 2021-03-16 19:26:38,250 - mmaction - INFO - Epoch [1][520/1345] lr: 1.000e-02, eta: 7:23:48, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.0125, top5_acc: 0.0742, loss_cls: 5.0006, loss: 5.0006, grad_norm: 1.2717 2021-03-16 19:26:45,949 - mmaction - INFO - Epoch [1][540/1345] lr: 1.000e-02, eta: 7:23:07, time: 0.386, data_time: 0.002, memory: 7066, top1_acc: 0.0133, top5_acc: 0.0664, loss_cls: 5.0127, loss: 5.0127, grad_norm: 1.1511 2021-03-16 19:26:53,743 - mmaction - INFO - Epoch [1][560/1345] lr: 1.000e-02, eta: 7:22:40, time: 0.390, data_time: 0.002, memory: 7066, top1_acc: 0.0203, top5_acc: 0.0695, loss_cls: 4.9893, loss: 4.9893, grad_norm: 1.3823 2021-03-16 19:27:00,910 - mmaction - INFO - Epoch [1][580/1345] lr: 1.000e-02, eta: 7:20:58, time: 0.358, data_time: 0.001, memory: 7066, top1_acc: 0.0164, top5_acc: 0.0641, loss_cls: 5.0122, loss: 5.0122, grad_norm: 1.2588 2021-03-16 19:27:08,486 - mmaction - INFO - Epoch [1][600/1345] lr: 1.000e-02, eta: 7:20:13, time: 0.380, data_time: 0.001, memory: 7066, top1_acc: 0.0164, top5_acc: 0.0680, loss_cls: 5.0013, loss: 5.0013, grad_norm: 1.4018 2021-03-16 19:27:16,220 - mmaction - INFO - Epoch [1][620/1345] lr: 1.000e-02, eta: 7:19:40, time: 0.385, data_time: 0.000, memory: 7066, top1_acc: 0.0156, top5_acc: 0.0781, loss_cls: 4.9803, loss: 4.9803, grad_norm: 1.9887 2021-03-16 19:27:23,796 - mmaction - INFO - Epoch [1][640/1345] lr: 1.000e-02, eta: 7:18:58, time: 0.380, data_time: 0.002, memory: 7066, top1_acc: 0.0187, top5_acc: 0.0703, loss_cls: 5.0156, loss: 5.0156, grad_norm: 1.3012 2021-03-16 19:27:31,622 - mmaction - INFO - Epoch [1][660/1345] lr: 1.000e-02, eta: 7:18:44, time: 0.392, data_time: 0.001, memory: 7066, top1_acc: 0.0180, top5_acc: 0.0664, loss_cls: 4.9980, loss: 4.9980, grad_norm: 1.3506 2021-03-16 19:27:42,403 - mmaction - INFO - Epoch [1][680/1345] lr: 1.000e-02, eta: 7:23:17, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.0195, top5_acc: 0.0805, loss_cls: 4.9621, loss: 4.9621, grad_norm: 1.3797 2021-03-16 19:27:52,840 - mmaction - INFO - Epoch [1][700/1345] lr: 1.000e-02, eta: 7:27:02, time: 0.522, data_time: 0.001, memory: 7066, top1_acc: 0.0172, top5_acc: 0.0641, loss_cls: 4.9970, loss: 4.9970, grad_norm: 1.4548 2021-03-16 19:28:03,682 - mmaction - INFO - Epoch [1][720/1345] lr: 1.000e-02, eta: 7:31:11, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.0203, top5_acc: 0.0766, loss_cls: 5.0033, loss: 5.0033, grad_norm: 1.1132 2021-03-16 19:28:14,315 - mmaction - INFO - Epoch [1][740/1345] lr: 1.000e-02, eta: 7:34:45, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.0242, top5_acc: 0.0734, loss_cls: 4.9965, loss: 4.9965, grad_norm: 1.3886 2021-03-16 19:28:25,308 - mmaction - INFO - Epoch [1][760/1345] lr: 1.000e-02, eta: 7:38:43, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.0203, top5_acc: 0.0766, loss_cls: 4.9858, loss: 4.9858, grad_norm: 1.2839 2021-03-16 19:28:36,294 - mmaction - INFO - Epoch [1][780/1345] lr: 1.000e-02, eta: 7:42:24, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.0172, top5_acc: 0.0719, loss_cls: 4.9550, loss: 4.9550, grad_norm: 1.4134 2021-03-16 19:28:47,133 - mmaction - INFO - Epoch [1][800/1345] lr: 1.000e-02, eta: 7:45:42, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.0125, top5_acc: 0.0672, loss_cls: 4.9812, loss: 4.9812, grad_norm: 1.2041 2021-03-16 19:28:58,206 - mmaction - INFO - Epoch [1][820/1345] lr: 1.000e-02, eta: 7:49:09, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.0195, top5_acc: 0.0805, loss_cls: 4.9750, loss: 4.9750, grad_norm: 1.2436 2021-03-16 19:29:09,086 - mmaction - INFO - Epoch [1][840/1345] lr: 1.000e-02, eta: 7:52:12, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.0164, top5_acc: 0.0766, loss_cls: 4.9431, loss: 4.9431, grad_norm: 1.4670 2021-03-16 19:29:19,935 - mmaction - INFO - Epoch [1][860/1345] lr: 1.000e-02, eta: 7:55:03, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.0195, top5_acc: 0.0875, loss_cls: 4.9370, loss: 4.9370, grad_norm: 1.4755 2021-03-16 19:29:30,935 - mmaction - INFO - Epoch [1][880/1345] lr: 1.000e-02, eta: 7:57:55, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.0219, top5_acc: 0.0789, loss_cls: 4.9488, loss: 4.9488, grad_norm: 1.4717 2021-03-16 19:29:41,768 - mmaction - INFO - Epoch [1][900/1345] lr: 1.000e-02, eta: 8:00:29, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.0211, top5_acc: 0.0805, loss_cls: 4.9408, loss: 4.9408, grad_norm: 1.5615 2021-03-16 19:29:52,546 - mmaction - INFO - Epoch [1][920/1345] lr: 1.000e-02, eta: 8:02:51, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.0250, top5_acc: 0.0945, loss_cls: 4.9488, loss: 4.9488, grad_norm: 1.5580 2021-03-16 19:30:03,275 - mmaction - INFO - Epoch [1][940/1345] lr: 1.000e-02, eta: 8:05:03, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.0133, top5_acc: 0.0883, loss_cls: 4.9498, loss: 4.9498, grad_norm: 1.3585 2021-03-16 19:30:14,094 - mmaction - INFO - Epoch [1][960/1345] lr: 1.000e-02, eta: 8:07:15, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.0172, top5_acc: 0.0813, loss_cls: 4.9440, loss: 4.9440, grad_norm: 1.6403 2021-03-16 19:30:25,010 - mmaction - INFO - Epoch [1][980/1345] lr: 1.000e-02, eta: 8:09:28, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.0266, top5_acc: 0.0938, loss_cls: 4.9272, loss: 4.9272, grad_norm: 1.7204 2021-03-16 19:30:35,771 - mmaction - INFO - Epoch [1][1000/1345] lr: 1.000e-02, eta: 8:11:25, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.0180, top5_acc: 0.0844, loss_cls: 4.9681, loss: 4.9681, grad_norm: 1.4599 2021-03-16 19:30:46,615 - mmaction - INFO - Epoch [1][1020/1345] lr: 1.000e-02, eta: 8:13:22, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.0250, top5_acc: 0.0977, loss_cls: 4.9316, loss: 4.9316, grad_norm: 1.6968 2021-03-16 19:30:57,433 - mmaction - INFO - Epoch [1][1040/1345] lr: 1.000e-02, eta: 8:15:12, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.0219, top5_acc: 0.0844, loss_cls: 4.9218, loss: 4.9218, grad_norm: 1.7967 2021-03-16 19:31:08,410 - mmaction - INFO - Epoch [1][1060/1345] lr: 1.000e-02, eta: 8:17:09, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.0336, top5_acc: 0.1062, loss_cls: 4.8693, loss: 4.8693, grad_norm: 1.9685 2021-03-16 19:31:19,523 - mmaction - INFO - Epoch [1][1080/1345] lr: 1.000e-02, eta: 8:19:08, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.0320, top5_acc: 0.1008, loss_cls: 4.8729, loss: 4.8729, grad_norm: 1.8006 2021-03-16 19:31:30,343 - mmaction - INFO - Epoch [1][1100/1345] lr: 1.000e-02, eta: 8:20:45, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.0227, top5_acc: 0.0820, loss_cls: 4.9254, loss: 4.9254, grad_norm: 1.6785 2021-03-16 19:31:41,316 - mmaction - INFO - Epoch [1][1120/1345] lr: 1.000e-02, eta: 8:22:28, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.0281, top5_acc: 0.1172, loss_cls: 4.8857, loss: 4.8857, grad_norm: 1.8750 2021-03-16 19:31:52,372 - mmaction - INFO - Epoch [1][1140/1345] lr: 1.000e-02, eta: 8:24:11, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.0289, top5_acc: 0.1047, loss_cls: 4.8939, loss: 4.8939, grad_norm: 1.8977 2021-03-16 19:32:03,277 - mmaction - INFO - Epoch [1][1160/1345] lr: 1.000e-02, eta: 8:25:42, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.0297, top5_acc: 0.1109, loss_cls: 4.8421, loss: 4.8421, grad_norm: 2.0280 2021-03-16 19:32:14,012 - mmaction - INFO - Epoch [1][1180/1345] lr: 1.000e-02, eta: 8:26:59, time: 0.536, data_time: 0.000, memory: 7066, top1_acc: 0.0289, top5_acc: 0.1195, loss_cls: 4.8850, loss: 4.8850, grad_norm: 1.9414 2021-03-16 19:32:24,926 - mmaction - INFO - Epoch [1][1200/1345] lr: 1.000e-02, eta: 8:28:24, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.0203, top5_acc: 0.0961, loss_cls: 4.8918, loss: 4.8918, grad_norm: 1.7078 2021-03-16 19:32:35,790 - mmaction - INFO - Epoch [1][1220/1345] lr: 1.000e-02, eta: 8:29:43, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.0289, top5_acc: 0.1266, loss_cls: 4.8474, loss: 4.8474, grad_norm: 1.9939 2021-03-16 19:32:46,442 - mmaction - INFO - Epoch [1][1240/1345] lr: 1.000e-02, eta: 8:30:47, time: 0.531, data_time: 0.000, memory: 7066, top1_acc: 0.0297, top5_acc: 0.1055, loss_cls: 4.8602, loss: 4.8602, grad_norm: 1.9709 2021-03-16 19:32:57,472 - mmaction - INFO - Epoch [1][1260/1345] lr: 1.000e-02, eta: 8:32:10, time: 0.552, data_time: 0.002, memory: 7066, top1_acc: 0.0320, top5_acc: 0.1086, loss_cls: 4.8709, loss: 4.8709, grad_norm: 2.0529 2021-03-16 19:33:08,464 - mmaction - INFO - Epoch [1][1280/1345] lr: 1.000e-02, eta: 8:33:27, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.0352, top5_acc: 0.1180, loss_cls: 4.8607, loss: 4.8607, grad_norm: 2.3225 2021-03-16 19:33:19,666 - mmaction - INFO - Epoch [1][1300/1345] lr: 1.000e-02, eta: 8:34:51, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.0422, top5_acc: 0.1305, loss_cls: 4.7834, loss: 4.7834, grad_norm: 2.0717 2021-03-16 19:33:30,594 - mmaction - INFO - Epoch [1][1320/1345] lr: 1.000e-02, eta: 8:36:00, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.0258, top5_acc: 0.1156, loss_cls: 4.8181, loss: 4.8181, grad_norm: 2.2208 2021-03-16 19:33:41,526 - mmaction - INFO - Epoch [1][1340/1345] lr: 1.000e-02, eta: 8:37:07, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.0352, top5_acc: 0.1156, loss_cls: 4.8554, loss: 4.8554, grad_norm: 2.0540 2021-03-16 19:33:44,433 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-03-16 19:34:07,702 - mmaction - INFO - Epoch [2][20/1345] lr: 1.000e-02, eta: 8:45:53, time: 1.146, data_time: 0.584, memory: 7066, top1_acc: 0.0320, top5_acc: 0.1031, loss_cls: 4.8369, loss: 4.8369, grad_norm: 2.0852 2021-03-16 19:34:18,647 - mmaction - INFO - Epoch [2][40/1345] lr: 1.000e-02, eta: 8:46:49, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.0289, top5_acc: 0.1289, loss_cls: 4.8046, loss: 4.8046, grad_norm: 2.1157 2021-03-16 19:34:29,717 - mmaction - INFO - Epoch [2][60/1345] lr: 1.000e-02, eta: 8:47:49, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.0383, top5_acc: 0.1383, loss_cls: 4.7731, loss: 4.7731, grad_norm: 2.1954 2021-03-16 19:34:40,760 - mmaction - INFO - Epoch [2][80/1345] lr: 1.000e-02, eta: 8:48:45, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.0500, top5_acc: 0.1445, loss_cls: 4.7901, loss: 4.7901, grad_norm: 2.2857 2021-03-16 19:34:51,755 - mmaction - INFO - Epoch [2][100/1345] lr: 1.000e-02, eta: 8:49:37, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.0383, top5_acc: 0.1453, loss_cls: 4.7844, loss: 4.7844, grad_norm: 2.4785 2021-03-16 19:35:02,717 - mmaction - INFO - Epoch [2][120/1345] lr: 1.000e-02, eta: 8:50:26, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.0375, top5_acc: 0.1391, loss_cls: 4.7781, loss: 4.7781, grad_norm: 2.2825 2021-03-16 19:35:13,833 - mmaction - INFO - Epoch [2][140/1345] lr: 1.000e-02, eta: 8:51:20, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.0422, top5_acc: 0.1539, loss_cls: 4.7093, loss: 4.7093, grad_norm: 2.6229 2021-03-16 19:35:24,859 - mmaction - INFO - Epoch [2][160/1345] lr: 1.000e-02, eta: 8:52:08, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.0352, top5_acc: 0.1281, loss_cls: 4.8139, loss: 4.8139, grad_norm: 2.2849 2021-03-16 19:35:35,656 - mmaction - INFO - Epoch [2][180/1345] lr: 1.000e-02, eta: 8:52:45, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.0414, top5_acc: 0.1281, loss_cls: 4.7630, loss: 4.7630, grad_norm: 2.4620 2021-03-16 19:35:46,323 - mmaction - INFO - Epoch [2][200/1345] lr: 1.000e-02, eta: 8:53:15, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.0461, top5_acc: 0.1367, loss_cls: 4.7541, loss: 4.7541, grad_norm: 2.4612 2021-03-16 19:35:57,413 - mmaction - INFO - Epoch [2][220/1345] lr: 1.000e-02, eta: 8:54:02, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.0406, top5_acc: 0.1531, loss_cls: 4.7031, loss: 4.7031, grad_norm: 2.5018 2021-03-16 19:36:08,413 - mmaction - INFO - Epoch [2][240/1345] lr: 1.000e-02, eta: 8:54:44, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.0414, top5_acc: 0.1461, loss_cls: 4.7106, loss: 4.7106, grad_norm: 2.5345 2021-03-16 19:36:19,388 - mmaction - INFO - Epoch [2][260/1345] lr: 1.000e-02, eta: 8:55:23, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.0437, top5_acc: 0.1375, loss_cls: 4.7365, loss: 4.7365, grad_norm: 2.4871 2021-03-16 19:36:30,460 - mmaction - INFO - Epoch [2][280/1345] lr: 1.000e-02, eta: 8:56:06, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.0484, top5_acc: 0.1633, loss_cls: 4.6738, loss: 4.6738, grad_norm: 2.6610 2021-03-16 19:36:41,274 - mmaction - INFO - Epoch [2][300/1345] lr: 1.000e-02, eta: 8:56:36, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.0352, top5_acc: 0.1500, loss_cls: 4.7167, loss: 4.7167, grad_norm: 2.5553 2021-03-16 19:36:52,180 - mmaction - INFO - Epoch [2][320/1345] lr: 1.000e-02, eta: 8:57:09, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.0336, top5_acc: 0.1445, loss_cls: 4.7223, loss: 4.7223, grad_norm: 2.7379 2021-03-16 19:37:03,327 - mmaction - INFO - Epoch [2][340/1345] lr: 1.000e-02, eta: 8:57:50, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.0477, top5_acc: 0.1656, loss_cls: 4.6726, loss: 4.6726, grad_norm: 2.6912 2021-03-16 19:37:14,377 - mmaction - INFO - Epoch [2][360/1345] lr: 1.000e-02, eta: 8:58:27, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.0492, top5_acc: 0.1562, loss_cls: 4.6610, loss: 4.6610, grad_norm: 2.8306 2021-03-16 19:37:25,304 - mmaction - INFO - Epoch [2][380/1345] lr: 1.000e-02, eta: 8:58:57, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.0531, top5_acc: 0.1844, loss_cls: 4.6417, loss: 4.6417, grad_norm: 2.6521 2021-03-16 19:37:36,166 - mmaction - INFO - Epoch [2][400/1345] lr: 1.000e-02, eta: 8:59:25, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.0461, top5_acc: 0.1719, loss_cls: 4.6164, loss: 4.6164, grad_norm: 3.0353 2021-03-16 19:37:46,941 - mmaction - INFO - Epoch [2][420/1345] lr: 1.000e-02, eta: 8:59:48, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.0523, top5_acc: 0.1719, loss_cls: 4.6022, loss: 4.6022, grad_norm: 3.0273 2021-03-16 19:37:58,024 - mmaction - INFO - Epoch [2][440/1345] lr: 1.000e-02, eta: 9:00:22, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.0516, top5_acc: 0.1555, loss_cls: 4.6623, loss: 4.6623, grad_norm: 2.9113 2021-03-16 19:38:08,959 - mmaction - INFO - Epoch [2][460/1345] lr: 1.000e-02, eta: 9:00:50, time: 0.548, data_time: 0.002, memory: 7066, top1_acc: 0.0391, top5_acc: 0.1469, loss_cls: 4.6888, loss: 4.6888, grad_norm: 3.0836 2021-03-16 19:38:19,825 - mmaction - INFO - Epoch [2][480/1345] lr: 1.000e-02, eta: 9:01:14, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.0461, top5_acc: 0.1852, loss_cls: 4.5813, loss: 4.5813, grad_norm: 3.0185 2021-03-16 19:38:30,226 - mmaction - INFO - Epoch [2][500/1345] lr: 1.000e-02, eta: 9:01:21, time: 0.520, data_time: 0.001, memory: 7066, top1_acc: 0.0445, top5_acc: 0.1688, loss_cls: 4.6878, loss: 4.6878, grad_norm: 2.8670 2021-03-16 19:38:41,297 - mmaction - INFO - Epoch [2][520/1345] lr: 1.000e-02, eta: 9:01:50, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.0523, top5_acc: 0.1828, loss_cls: 4.6154, loss: 4.6154, grad_norm: 3.0267 2021-03-16 19:38:52,253 - mmaction - INFO - Epoch [2][540/1345] lr: 1.000e-02, eta: 9:02:15, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.0672, top5_acc: 0.1945, loss_cls: 4.5558, loss: 4.5558, grad_norm: 2.9242 2021-03-16 19:39:03,161 - mmaction - INFO - Epoch [2][560/1345] lr: 1.000e-02, eta: 9:02:39, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.0539, top5_acc: 0.1812, loss_cls: 4.6108, loss: 4.6108, grad_norm: 3.3068 2021-03-16 19:39:14,138 - mmaction - INFO - Epoch [2][580/1345] lr: 1.000e-02, eta: 9:03:03, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.0648, top5_acc: 0.1906, loss_cls: 4.6011, loss: 4.6011, grad_norm: 2.8962 2021-03-16 19:39:25,254 - mmaction - INFO - Epoch [2][600/1345] lr: 1.000e-02, eta: 9:03:31, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.0609, top5_acc: 0.1914, loss_cls: 4.5442, loss: 4.5442, grad_norm: 3.1722 2021-03-16 19:39:36,252 - mmaction - INFO - Epoch [2][620/1345] lr: 1.000e-02, eta: 9:03:55, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.0492, top5_acc: 0.1758, loss_cls: 4.5686, loss: 4.5686, grad_norm: 3.3230 2021-03-16 19:39:47,116 - mmaction - INFO - Epoch [2][640/1345] lr: 1.000e-02, eta: 9:04:13, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.0688, top5_acc: 0.2039, loss_cls: 4.5608, loss: 4.5608, grad_norm: 3.0898 2021-03-16 19:39:58,087 - mmaction - INFO - Epoch [2][660/1345] lr: 1.000e-02, eta: 9:04:34, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.0617, top5_acc: 0.2047, loss_cls: 4.5465, loss: 4.5465, grad_norm: 3.1642 2021-03-16 19:40:09,233 - mmaction - INFO - Epoch [2][680/1345] lr: 1.000e-02, eta: 9:05:01, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.0648, top5_acc: 0.2125, loss_cls: 4.5354, loss: 4.5354, grad_norm: 3.2698 2021-03-16 19:40:20,328 - mmaction - INFO - Epoch [2][700/1345] lr: 1.000e-02, eta: 9:05:24, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.0609, top5_acc: 0.2023, loss_cls: 4.4991, loss: 4.4991, grad_norm: 3.5634 2021-03-16 19:40:31,444 - mmaction - INFO - Epoch [2][720/1345] lr: 1.000e-02, eta: 9:05:49, time: 0.557, data_time: 0.002, memory: 7066, top1_acc: 0.0609, top5_acc: 0.2070, loss_cls: 4.5491, loss: 4.5491, grad_norm: 3.3678 2021-03-16 19:40:42,458 - mmaction - INFO - Epoch [2][740/1345] lr: 1.000e-02, eta: 9:06:09, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.0734, top5_acc: 0.2203, loss_cls: 4.4937, loss: 4.4937, grad_norm: 3.2755 2021-03-16 19:40:53,506 - mmaction - INFO - Epoch [2][760/1345] lr: 1.000e-02, eta: 9:06:29, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.0797, top5_acc: 0.2180, loss_cls: 4.4798, loss: 4.4798, grad_norm: 3.3532 2021-03-16 19:41:02,696 - mmaction - INFO - Epoch [2][780/1345] lr: 1.000e-02, eta: 9:05:52, time: 0.459, data_time: 0.001, memory: 7066, top1_acc: 0.0797, top5_acc: 0.2305, loss_cls: 4.4476, loss: 4.4476, grad_norm: 3.5491 2021-03-16 19:41:10,047 - mmaction - INFO - Epoch [2][800/1345] lr: 1.000e-02, eta: 9:04:19, time: 0.366, data_time: 0.002, memory: 7066, top1_acc: 0.0742, top5_acc: 0.2258, loss_cls: 4.5091, loss: 4.5091, grad_norm: 3.3810 2021-03-16 19:41:17,945 - mmaction - INFO - Epoch [2][820/1345] lr: 1.000e-02, eta: 9:03:06, time: 0.397, data_time: 0.004, memory: 7066, top1_acc: 0.0703, top5_acc: 0.2117, loss_cls: 4.5349, loss: 4.5349, grad_norm: 3.3542 2021-03-16 19:41:27,644 - mmaction - INFO - Epoch [2][840/1345] lr: 1.000e-02, eta: 9:02:47, time: 0.486, data_time: 0.002, memory: 7066, top1_acc: 0.0844, top5_acc: 0.2203, loss_cls: 4.4634, loss: 4.4634, grad_norm: 3.2083 2021-03-16 19:41:38,778 - mmaction - INFO - Epoch [2][860/1345] lr: 1.000e-02, eta: 9:03:10, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.0758, top5_acc: 0.2203, loss_cls: 4.4212, loss: 4.4212, grad_norm: 3.3704 2021-03-16 19:41:49,940 - mmaction - INFO - Epoch [2][880/1345] lr: 1.000e-02, eta: 9:03:33, time: 0.558, data_time: 0.000, memory: 7066, top1_acc: 0.0711, top5_acc: 0.2242, loss_cls: 4.4212, loss: 4.4212, grad_norm: 3.5657 2021-03-16 19:42:01,087 - mmaction - INFO - Epoch [2][900/1345] lr: 1.000e-02, eta: 9:03:56, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.0805, top5_acc: 0.2492, loss_cls: 4.3974, loss: 4.3974, grad_norm: 3.8011 2021-03-16 19:42:12,169 - mmaction - INFO - Epoch [2][920/1345] lr: 1.000e-02, eta: 9:04:16, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.0891, top5_acc: 0.2711, loss_cls: 4.3259, loss: 4.3259, grad_norm: 3.6666 2021-03-16 19:42:23,393 - mmaction - INFO - Epoch [2][940/1345] lr: 1.000e-02, eta: 9:04:39, time: 0.561, data_time: 0.000, memory: 7066, top1_acc: 0.0734, top5_acc: 0.2430, loss_cls: 4.3948, loss: 4.3948, grad_norm: 3.5154 2021-03-16 19:42:34,345 - mmaction - INFO - Epoch [2][960/1345] lr: 1.000e-02, eta: 9:04:54, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.0875, top5_acc: 0.2477, loss_cls: 4.4148, loss: 4.4148, grad_norm: 3.5328 2021-03-16 19:42:45,868 - mmaction - INFO - Epoch [2][980/1345] lr: 1.000e-02, eta: 9:05:24, time: 0.575, data_time: 0.001, memory: 7066, top1_acc: 0.0766, top5_acc: 0.2359, loss_cls: 4.3744, loss: 4.3744, grad_norm: 3.4286 2021-03-16 19:42:56,846 - mmaction - INFO - Epoch [2][1000/1345] lr: 1.000e-02, eta: 9:05:39, time: 0.550, data_time: 0.002, memory: 7066, top1_acc: 0.0773, top5_acc: 0.2484, loss_cls: 4.4214, loss: 4.4214, grad_norm: 3.6808 2021-03-16 19:43:08,137 - mmaction - INFO - Epoch [2][1020/1345] lr: 1.000e-02, eta: 9:06:02, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.0797, top5_acc: 0.2437, loss_cls: 4.3384, loss: 4.3384, grad_norm: 3.6086 2021-03-16 19:43:19,411 - mmaction - INFO - Epoch [2][1040/1345] lr: 1.000e-02, eta: 9:06:24, time: 0.564, data_time: 0.000, memory: 7066, top1_acc: 0.0906, top5_acc: 0.2547, loss_cls: 4.3446, loss: 4.3446, grad_norm: 3.6949 2021-03-16 19:43:30,760 - mmaction - INFO - Epoch [2][1060/1345] lr: 1.000e-02, eta: 9:06:47, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.0852, top5_acc: 0.2562, loss_cls: 4.3814, loss: 4.3814, grad_norm: 3.6233 2021-03-16 19:43:41,884 - mmaction - INFO - Epoch [2][1080/1345] lr: 1.000e-02, eta: 9:07:04, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.0945, top5_acc: 0.2805, loss_cls: 4.2745, loss: 4.2745, grad_norm: 3.6494 2021-03-16 19:43:52,943 - mmaction - INFO - Epoch [2][1100/1345] lr: 1.000e-02, eta: 9:07:19, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.0891, top5_acc: 0.2641, loss_cls: 4.3278, loss: 4.3278, grad_norm: 3.7300 2021-03-16 19:44:04,032 - mmaction - INFO - Epoch [2][1120/1345] lr: 1.000e-02, eta: 9:07:33, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.0867, top5_acc: 0.2727, loss_cls: 4.3079, loss: 4.3079, grad_norm: 3.6551 2021-03-16 19:44:15,270 - mmaction - INFO - Epoch [2][1140/1345] lr: 1.000e-02, eta: 9:07:52, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.0977, top5_acc: 0.2734, loss_cls: 4.2589, loss: 4.2589, grad_norm: 4.0006 2021-03-16 19:44:26,275 - mmaction - INFO - Epoch [2][1160/1345] lr: 1.000e-02, eta: 9:08:04, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.0945, top5_acc: 0.2836, loss_cls: 4.2647, loss: 4.2647, grad_norm: 3.7130 2021-03-16 19:44:37,104 - mmaction - INFO - Epoch [2][1180/1345] lr: 1.000e-02, eta: 9:08:11, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.0813, top5_acc: 0.2531, loss_cls: 4.3028, loss: 4.3028, grad_norm: 3.7861 2021-03-16 19:44:48,523 - mmaction - INFO - Epoch [2][1200/1345] lr: 1.000e-02, eta: 9:08:32, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.0906, top5_acc: 0.2875, loss_cls: 4.2683, loss: 4.2683, grad_norm: 3.7949 2021-03-16 19:44:59,412 - mmaction - INFO - Epoch [2][1220/1345] lr: 1.000e-02, eta: 9:08:40, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.1031, top5_acc: 0.2781, loss_cls: 4.1768, loss: 4.1768, grad_norm: 3.8844 2021-03-16 19:45:10,647 - mmaction - INFO - Epoch [2][1240/1345] lr: 1.000e-02, eta: 9:08:56, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.0938, top5_acc: 0.2828, loss_cls: 4.2526, loss: 4.2526, grad_norm: 3.9535 2021-03-16 19:45:21,483 - mmaction - INFO - Epoch [2][1260/1345] lr: 1.000e-02, eta: 9:09:03, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.1055, top5_acc: 0.2898, loss_cls: 4.2453, loss: 4.2453, grad_norm: 3.7400 2021-03-16 19:45:32,856 - mmaction - INFO - Epoch [2][1280/1345] lr: 1.000e-02, eta: 9:09:21, time: 0.568, data_time: 0.000, memory: 7066, top1_acc: 0.0828, top5_acc: 0.2641, loss_cls: 4.2879, loss: 4.2879, grad_norm: 3.9423 2021-03-16 19:45:43,773 - mmaction - INFO - Epoch [2][1300/1345] lr: 1.000e-02, eta: 9:09:29, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.1008, top5_acc: 0.2945, loss_cls: 4.2832, loss: 4.2832, grad_norm: 3.8095 2021-03-16 19:45:54,670 - mmaction - INFO - Epoch [2][1320/1345] lr: 1.000e-02, eta: 9:09:35, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.0969, top5_acc: 0.2719, loss_cls: 4.2690, loss: 4.2690, grad_norm: 3.9260 2021-03-16 19:46:05,940 - mmaction - INFO - Epoch [2][1340/1345] lr: 1.000e-02, eta: 9:09:51, time: 0.563, data_time: 0.000, memory: 7066, top1_acc: 0.0898, top5_acc: 0.2766, loss_cls: 4.2465, loss: 4.2465, grad_norm: 3.8152 2021-03-16 19:46:08,951 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-03-16 19:47:13,561 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 19:47:13,809 - mmaction - INFO - top1_acc 0.0818 top5_acc 0.2408 2021-03-16 19:47:13,809 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 19:47:13,821 - mmaction - INFO - mean_acc 0.0738 2021-03-16 19:47:14,147 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-03-16 19:47:14,147 - mmaction - INFO - Best top1_acc is 0.0818 at 2 epoch. 2021-03-16 19:47:14,150 - mmaction - INFO - Epoch(val) [2][1345] top1_acc: 0.0818, top5_acc: 0.2408, mean_class_accuracy: 0.0738 2021-03-16 19:47:36,291 - mmaction - INFO - Epoch [3][20/1345] lr: 1.000e-02, eta: 9:13:21, time: 1.107, data_time: 0.537, memory: 7066, top1_acc: 0.0914, top5_acc: 0.2687, loss_cls: 4.2999, loss: 4.2999, grad_norm: 3.7045 2021-03-16 19:47:47,392 - mmaction - INFO - Epoch [3][40/1345] lr: 1.000e-02, eta: 9:13:29, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.1031, top5_acc: 0.2766, loss_cls: 4.2486, loss: 4.2486, grad_norm: 3.8359 2021-03-16 19:47:58,835 - mmaction - INFO - Epoch [3][60/1345] lr: 1.000e-02, eta: 9:13:46, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.1023, top5_acc: 0.2875, loss_cls: 4.2348, loss: 4.2348, grad_norm: 3.9322 2021-03-16 19:48:09,982 - mmaction - INFO - Epoch [3][80/1345] lr: 1.000e-02, eta: 9:13:56, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.1094, top5_acc: 0.2953, loss_cls: 4.1863, loss: 4.1863, grad_norm: 3.9080 2021-03-16 19:48:21,335 - mmaction - INFO - Epoch [3][100/1345] lr: 1.000e-02, eta: 9:14:09, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.1125, top5_acc: 0.2945, loss_cls: 4.1611, loss: 4.1611, grad_norm: 3.9116 2021-03-16 19:48:32,432 - mmaction - INFO - Epoch [3][120/1345] lr: 1.000e-02, eta: 9:14:17, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.1047, top5_acc: 0.3109, loss_cls: 4.1652, loss: 4.1652, grad_norm: 4.0444 2021-03-16 19:48:43,603 - mmaction - INFO - Epoch [3][140/1345] lr: 1.000e-02, eta: 9:14:26, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.1070, top5_acc: 0.2945, loss_cls: 4.1619, loss: 4.1619, grad_norm: 4.2924 2021-03-16 19:48:54,825 - mmaction - INFO - Epoch [3][160/1345] lr: 1.000e-02, eta: 9:14:36, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.1234, top5_acc: 0.3195, loss_cls: 4.0750, loss: 4.0750, grad_norm: 4.2254 2021-03-16 19:49:06,124 - mmaction - INFO - Epoch [3][180/1345] lr: 1.000e-02, eta: 9:14:47, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.1250, top5_acc: 0.3258, loss_cls: 4.0943, loss: 4.0943, grad_norm: 3.9947 2021-03-16 19:49:17,369 - mmaction - INFO - Epoch [3][200/1345] lr: 1.000e-02, eta: 9:14:57, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.1125, top5_acc: 0.2969, loss_cls: 4.1061, loss: 4.1061, grad_norm: 4.2159 2021-03-16 19:49:28,545 - mmaction - INFO - Epoch [3][220/1345] lr: 1.000e-02, eta: 9:15:05, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.1211, top5_acc: 0.3273, loss_cls: 4.1017, loss: 4.1017, grad_norm: 4.2070 2021-03-16 19:49:39,815 - mmaction - INFO - Epoch [3][240/1345] lr: 1.000e-02, eta: 9:15:15, time: 0.563, data_time: 0.000, memory: 7066, top1_acc: 0.1172, top5_acc: 0.3320, loss_cls: 4.1022, loss: 4.1022, grad_norm: 4.4778 2021-03-16 19:49:50,940 - mmaction - INFO - Epoch [3][260/1345] lr: 1.000e-02, eta: 9:15:21, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.1297, top5_acc: 0.3148, loss_cls: 4.1203, loss: 4.1203, grad_norm: 4.1607 2021-03-16 19:50:02,102 - mmaction - INFO - Epoch [3][280/1345] lr: 1.000e-02, eta: 9:15:28, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.1180, top5_acc: 0.3086, loss_cls: 4.1085, loss: 4.1085, grad_norm: 4.2681 2021-03-16 19:50:13,158 - mmaction - INFO - Epoch [3][300/1345] lr: 1.000e-02, eta: 9:15:32, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.1344, top5_acc: 0.3344, loss_cls: 4.0725, loss: 4.0725, grad_norm: 4.2888 2021-03-16 19:50:24,443 - mmaction - INFO - Epoch [3][320/1345] lr: 1.000e-02, eta: 9:15:41, time: 0.564, data_time: 0.000, memory: 7066, top1_acc: 0.1266, top5_acc: 0.3406, loss_cls: 4.0843, loss: 4.0843, grad_norm: 4.2536 2021-03-16 19:50:35,493 - mmaction - INFO - Epoch [3][340/1345] lr: 1.000e-02, eta: 9:15:45, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.1281, top5_acc: 0.3164, loss_cls: 4.0852, loss: 4.0852, grad_norm: 4.1797 2021-03-16 19:50:46,577 - mmaction - INFO - Epoch [3][360/1345] lr: 1.000e-02, eta: 9:15:49, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.1211, top5_acc: 0.3117, loss_cls: 4.0984, loss: 4.0984, grad_norm: 4.2469 2021-03-16 19:50:57,742 - mmaction - INFO - Epoch [3][380/1345] lr: 1.000e-02, eta: 9:15:55, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.1344, top5_acc: 0.3227, loss_cls: 4.0616, loss: 4.0616, grad_norm: 4.1021 2021-03-16 19:51:08,960 - mmaction - INFO - Epoch [3][400/1345] lr: 1.000e-02, eta: 9:16:02, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.1430, top5_acc: 0.3250, loss_cls: 4.0832, loss: 4.0832, grad_norm: 4.2981 2021-03-16 19:51:20,044 - mmaction - INFO - Epoch [3][420/1345] lr: 1.000e-02, eta: 9:16:06, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.1367, top5_acc: 0.3195, loss_cls: 4.0876, loss: 4.0876, grad_norm: 4.1596 2021-03-16 19:51:31,260 - mmaction - INFO - Epoch [3][440/1345] lr: 1.000e-02, eta: 9:16:12, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.1281, top5_acc: 0.3383, loss_cls: 3.9884, loss: 3.9884, grad_norm: 4.3999 2021-03-16 19:51:42,460 - mmaction - INFO - Epoch [3][460/1345] lr: 1.000e-02, eta: 9:16:18, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.1187, top5_acc: 0.3281, loss_cls: 4.0567, loss: 4.0567, grad_norm: 4.2442 2021-03-16 19:51:53,372 - mmaction - INFO - Epoch [3][480/1345] lr: 1.000e-02, eta: 9:16:17, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.1320, top5_acc: 0.3305, loss_cls: 4.0270, loss: 4.0270, grad_norm: 4.2743 2021-03-16 19:52:04,605 - mmaction - INFO - Epoch [3][500/1345] lr: 1.000e-02, eta: 9:16:23, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.1461, top5_acc: 0.3578, loss_cls: 3.9128, loss: 3.9128, grad_norm: 4.5033 2021-03-16 19:52:15,622 - mmaction - INFO - Epoch [3][520/1345] lr: 1.000e-02, eta: 9:16:25, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.1289, top5_acc: 0.3383, loss_cls: 4.0015, loss: 4.0015, grad_norm: 4.2821 2021-03-16 19:52:26,569 - mmaction - INFO - Epoch [3][540/1345] lr: 1.000e-02, eta: 9:16:25, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.1516, top5_acc: 0.3641, loss_cls: 4.0187, loss: 4.0187, grad_norm: 4.4645 2021-03-16 19:52:37,777 - mmaction - INFO - Epoch [3][560/1345] lr: 1.000e-02, eta: 9:16:29, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.1336, top5_acc: 0.3477, loss_cls: 4.0090, loss: 4.0090, grad_norm: 4.6581 2021-03-16 19:52:48,863 - mmaction - INFO - Epoch [3][580/1345] lr: 1.000e-02, eta: 9:16:31, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.1305, top5_acc: 0.3305, loss_cls: 4.0372, loss: 4.0372, grad_norm: 4.3599 2021-03-16 19:53:00,134 - mmaction - INFO - Epoch [3][600/1345] lr: 1.000e-02, eta: 9:16:37, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.1344, top5_acc: 0.3516, loss_cls: 3.9898, loss: 3.9898, grad_norm: 4.3314 2021-03-16 19:53:11,198 - mmaction - INFO - Epoch [3][620/1345] lr: 1.000e-02, eta: 9:16:39, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.1398, top5_acc: 0.3648, loss_cls: 3.9166, loss: 3.9166, grad_norm: 4.4960 2021-03-16 19:53:22,476 - mmaction - INFO - Epoch [3][640/1345] lr: 1.000e-02, eta: 9:16:44, time: 0.564, data_time: 0.000, memory: 7066, top1_acc: 0.1453, top5_acc: 0.3422, loss_cls: 4.0109, loss: 4.0109, grad_norm: 4.2402 2021-03-16 19:53:33,453 - mmaction - INFO - Epoch [3][660/1345] lr: 1.000e-02, eta: 9:16:44, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.1297, top5_acc: 0.3594, loss_cls: 4.0103, loss: 4.0103, grad_norm: 4.4400 2021-03-16 19:53:44,596 - mmaction - INFO - Epoch [3][680/1345] lr: 1.000e-02, eta: 9:16:47, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.1367, top5_acc: 0.3742, loss_cls: 3.9451, loss: 3.9451, grad_norm: 4.6572 2021-03-16 19:53:51,625 - mmaction - INFO - Epoch [3][700/1345] lr: 1.000e-02, eta: 9:15:32, time: 0.351, data_time: 0.000, memory: 7066, top1_acc: 0.1484, top5_acc: 0.3484, loss_cls: 3.9645, loss: 3.9645, grad_norm: 4.3232 2021-03-16 19:53:59,410 - mmaction - INFO - Epoch [3][720/1345] lr: 1.000e-02, eta: 9:14:31, time: 0.389, data_time: 0.029, memory: 7066, top1_acc: 0.1578, top5_acc: 0.3555, loss_cls: 3.9152, loss: 3.9152, grad_norm: 4.4442 2021-03-16 19:54:07,260 - mmaction - INFO - Epoch [3][740/1345] lr: 1.000e-02, eta: 9:13:33, time: 0.392, data_time: 0.027, memory: 7066, top1_acc: 0.1313, top5_acc: 0.3391, loss_cls: 3.9796, loss: 3.9796, grad_norm: 4.5045 2021-03-16 19:54:18,193 - mmaction - INFO - Epoch [3][760/1345] lr: 1.000e-02, eta: 9:13:32, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.1461, top5_acc: 0.3719, loss_cls: 3.8977, loss: 3.8977, grad_norm: 4.4189 2021-03-16 19:54:29,126 - mmaction - INFO - Epoch [3][780/1345] lr: 1.000e-02, eta: 9:13:31, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.1539, top5_acc: 0.3719, loss_cls: 3.9274, loss: 3.9274, grad_norm: 4.3625 2021-03-16 19:54:40,031 - mmaction - INFO - Epoch [3][800/1345] lr: 1.000e-02, eta: 9:13:30, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.1609, top5_acc: 0.3531, loss_cls: 3.9573, loss: 3.9573, grad_norm: 4.5716 2021-03-16 19:54:51,205 - mmaction - INFO - Epoch [3][820/1345] lr: 1.000e-02, eta: 9:13:33, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.1391, top5_acc: 0.3633, loss_cls: 3.9086, loss: 3.9086, grad_norm: 4.5437 2021-03-16 19:55:02,102 - mmaction - INFO - Epoch [3][840/1345] lr: 1.000e-02, eta: 9:13:32, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.1703, top5_acc: 0.3977, loss_cls: 3.8389, loss: 3.8389, grad_norm: 4.5362 2021-03-16 19:55:13,085 - mmaction - INFO - Epoch [3][860/1345] lr: 1.000e-02, eta: 9:13:31, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.1711, top5_acc: 0.3820, loss_cls: 3.9247, loss: 3.9247, grad_norm: 4.4992 2021-03-16 19:55:24,057 - mmaction - INFO - Epoch [3][880/1345] lr: 1.000e-02, eta: 9:13:30, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.1609, top5_acc: 0.3961, loss_cls: 3.8204, loss: 3.8204, grad_norm: 4.5687 2021-03-16 19:55:34,977 - mmaction - INFO - Epoch [3][900/1345] lr: 1.000e-02, eta: 9:13:28, time: 0.546, data_time: 0.002, memory: 7066, top1_acc: 0.1695, top5_acc: 0.3727, loss_cls: 3.8661, loss: 3.8661, grad_norm: 4.8548 2021-03-16 19:55:46,000 - mmaction - INFO - Epoch [3][920/1345] lr: 1.000e-02, eta: 9:13:29, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.1594, top5_acc: 0.3711, loss_cls: 3.8923, loss: 3.8923, grad_norm: 4.6822 2021-03-16 19:55:57,146 - mmaction - INFO - Epoch [3][940/1345] lr: 1.000e-02, eta: 9:13:31, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.1523, top5_acc: 0.3836, loss_cls: 3.8316, loss: 3.8316, grad_norm: 4.5118 2021-03-16 19:56:07,972 - mmaction - INFO - Epoch [3][960/1345] lr: 1.000e-02, eta: 9:13:27, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.1797, top5_acc: 0.4031, loss_cls: 3.8152, loss: 3.8152, grad_norm: 4.6109 2021-03-16 19:56:19,305 - mmaction - INFO - Epoch [3][980/1345] lr: 1.000e-02, eta: 9:13:32, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.1602, top5_acc: 0.3852, loss_cls: 3.8121, loss: 3.8121, grad_norm: 4.6016 2021-03-16 19:56:30,395 - mmaction - INFO - Epoch [3][1000/1345] lr: 1.000e-02, eta: 9:13:32, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.1648, top5_acc: 0.4164, loss_cls: 3.7482, loss: 3.7482, grad_norm: 4.8502 2021-03-16 19:56:41,410 - mmaction - INFO - Epoch [3][1020/1345] lr: 1.000e-02, eta: 9:13:32, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.1750, top5_acc: 0.3930, loss_cls: 3.8102, loss: 3.8102, grad_norm: 4.6187 2021-03-16 19:56:52,481 - mmaction - INFO - Epoch [3][1040/1345] lr: 1.000e-02, eta: 9:13:32, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.1641, top5_acc: 0.3789, loss_cls: 3.8503, loss: 3.8503, grad_norm: 4.6487 2021-03-16 19:57:03,539 - mmaction - INFO - Epoch [3][1060/1345] lr: 1.000e-02, eta: 9:13:31, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.1828, top5_acc: 0.4023, loss_cls: 3.7788, loss: 3.7788, grad_norm: 4.7106 2021-03-16 19:57:14,475 - mmaction - INFO - Epoch [3][1080/1345] lr: 1.000e-02, eta: 9:13:29, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.1750, top5_acc: 0.4000, loss_cls: 3.7662, loss: 3.7662, grad_norm: 4.8245 2021-03-16 19:57:25,517 - mmaction - INFO - Epoch [3][1100/1345] lr: 1.000e-02, eta: 9:13:28, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.1633, top5_acc: 0.3937, loss_cls: 3.8279, loss: 3.8279, grad_norm: 4.7018 2021-03-16 19:57:36,533 - mmaction - INFO - Epoch [3][1120/1345] lr: 1.000e-02, eta: 9:13:27, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.1594, top5_acc: 0.3883, loss_cls: 3.8189, loss: 3.8189, grad_norm: 4.6133 2021-03-16 19:57:47,599 - mmaction - INFO - Epoch [3][1140/1345] lr: 1.000e-02, eta: 9:13:26, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.1664, top5_acc: 0.3937, loss_cls: 3.7813, loss: 3.7813, grad_norm: 5.1103 2021-03-16 19:57:58,736 - mmaction - INFO - Epoch [3][1160/1345] lr: 1.000e-02, eta: 9:13:27, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.1797, top5_acc: 0.4070, loss_cls: 3.7616, loss: 3.7616, grad_norm: 4.7678 2021-03-16 19:58:09,728 - mmaction - INFO - Epoch [3][1180/1345] lr: 1.000e-02, eta: 9:13:25, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.1680, top5_acc: 0.3820, loss_cls: 3.8364, loss: 3.8364, grad_norm: 4.8423 2021-03-16 19:58:20,679 - mmaction - INFO - Epoch [3][1200/1345] lr: 1.000e-02, eta: 9:13:22, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.1695, top5_acc: 0.3953, loss_cls: 3.8183, loss: 3.8183, grad_norm: 4.6282 2021-03-16 19:58:31,729 - mmaction - INFO - Epoch [3][1220/1345] lr: 1.000e-02, eta: 9:13:20, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.1656, top5_acc: 0.3875, loss_cls: 3.8456, loss: 3.8456, grad_norm: 4.8324 2021-03-16 19:58:42,811 - mmaction - INFO - Epoch [3][1240/1345] lr: 1.000e-02, eta: 9:13:20, time: 0.555, data_time: 0.002, memory: 7066, top1_acc: 0.1867, top5_acc: 0.4016, loss_cls: 3.7902, loss: 3.7902, grad_norm: 4.6964 2021-03-16 19:58:54,000 - mmaction - INFO - Epoch [3][1260/1345] lr: 1.000e-02, eta: 9:13:20, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.1789, top5_acc: 0.4086, loss_cls: 3.7600, loss: 3.7600, grad_norm: 4.7535 2021-03-16 19:59:05,200 - mmaction - INFO - Epoch [3][1280/1345] lr: 1.000e-02, eta: 9:13:22, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.1750, top5_acc: 0.4039, loss_cls: 3.7567, loss: 3.7567, grad_norm: 4.8450 2021-03-16 19:59:16,228 - mmaction - INFO - Epoch [3][1300/1345] lr: 1.000e-02, eta: 9:13:20, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.1922, top5_acc: 0.4180, loss_cls: 3.7146, loss: 3.7146, grad_norm: 5.0100 2021-03-16 19:59:27,166 - mmaction - INFO - Epoch [3][1320/1345] lr: 1.000e-02, eta: 9:13:16, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.1758, top5_acc: 0.3914, loss_cls: 3.7234, loss: 3.7234, grad_norm: 4.7371 2021-03-16 19:59:38,360 - mmaction - INFO - Epoch [3][1340/1345] lr: 1.000e-02, eta: 9:13:16, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.1812, top5_acc: 0.4344, loss_cls: 3.6770, loss: 3.6770, grad_norm: 4.9294 2021-03-16 19:59:41,275 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-03-16 20:00:04,298 - mmaction - INFO - Epoch [4][20/1345] lr: 1.000e-02, eta: 9:15:32, time: 1.133, data_time: 0.559, memory: 7066, top1_acc: 0.1609, top5_acc: 0.3945, loss_cls: 3.8106, loss: 3.8106, grad_norm: 4.5617 2021-03-16 20:00:15,498 - mmaction - INFO - Epoch [4][40/1345] lr: 1.000e-02, eta: 9:15:31, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.2008, top5_acc: 0.4313, loss_cls: 3.6531, loss: 3.6531, grad_norm: 4.8881 2021-03-16 20:00:26,588 - mmaction - INFO - Epoch [4][60/1345] lr: 1.000e-02, eta: 9:15:29, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.1898, top5_acc: 0.4172, loss_cls: 3.7221, loss: 3.7221, grad_norm: 5.0572 2021-03-16 20:00:37,594 - mmaction - INFO - Epoch [4][80/1345] lr: 1.000e-02, eta: 9:15:25, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.1859, top5_acc: 0.4273, loss_cls: 3.7034, loss: 3.7034, grad_norm: 4.8984 2021-03-16 20:00:48,844 - mmaction - INFO - Epoch [4][100/1345] lr: 1.000e-02, eta: 9:15:25, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.1984, top5_acc: 0.4250, loss_cls: 3.6689, loss: 3.6689, grad_norm: 4.6865 2021-03-16 20:00:59,737 - mmaction - INFO - Epoch [4][120/1345] lr: 1.000e-02, eta: 9:15:20, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.1867, top5_acc: 0.4297, loss_cls: 3.6488, loss: 3.6488, grad_norm: 4.8744 2021-03-16 20:01:10,888 - mmaction - INFO - Epoch [4][140/1345] lr: 1.000e-02, eta: 9:15:18, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.1914, top5_acc: 0.4023, loss_cls: 3.7524, loss: 3.7524, grad_norm: 4.8155 2021-03-16 20:01:22,065 - mmaction - INFO - Epoch [4][160/1345] lr: 1.000e-02, eta: 9:15:17, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.1961, top5_acc: 0.4242, loss_cls: 3.6663, loss: 3.6663, grad_norm: 4.7231 2021-03-16 20:01:33,238 - mmaction - INFO - Epoch [4][180/1345] lr: 1.000e-02, eta: 9:15:15, time: 0.559, data_time: 0.000, memory: 7066, top1_acc: 0.1711, top5_acc: 0.4047, loss_cls: 3.6947, loss: 3.6947, grad_norm: 5.0395 2021-03-16 20:01:44,133 - mmaction - INFO - Epoch [4][200/1345] lr: 1.000e-02, eta: 9:15:10, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.1766, top5_acc: 0.4148, loss_cls: 3.7283, loss: 3.7283, grad_norm: 4.7592 2021-03-16 20:01:55,168 - mmaction - INFO - Epoch [4][220/1345] lr: 1.000e-02, eta: 9:15:06, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.1992, top5_acc: 0.4172, loss_cls: 3.7236, loss: 3.7236, grad_norm: 4.8731 2021-03-16 20:02:06,341 - mmaction - INFO - Epoch [4][240/1345] lr: 1.000e-02, eta: 9:15:04, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.2000, top5_acc: 0.4313, loss_cls: 3.6473, loss: 3.6473, grad_norm: 5.0962 2021-03-16 20:02:17,396 - mmaction - INFO - Epoch [4][260/1345] lr: 1.000e-02, eta: 9:15:00, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.2117, top5_acc: 0.4414, loss_cls: 3.6235, loss: 3.6235, grad_norm: 5.1456 2021-03-16 20:02:28,622 - mmaction - INFO - Epoch [4][280/1345] lr: 1.000e-02, eta: 9:14:59, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.2117, top5_acc: 0.4734, loss_cls: 3.5919, loss: 3.5919, grad_norm: 5.2217 2021-03-16 20:02:39,796 - mmaction - INFO - Epoch [4][300/1345] lr: 1.000e-02, eta: 9:14:57, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.1750, top5_acc: 0.4109, loss_cls: 3.7727, loss: 3.7727, grad_norm: 4.9358 2021-03-16 20:02:50,849 - mmaction - INFO - Epoch [4][320/1345] lr: 1.000e-02, eta: 9:14:54, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.1875, top5_acc: 0.4188, loss_cls: 3.7092, loss: 3.7092, grad_norm: 4.7875 2021-03-16 20:03:01,873 - mmaction - INFO - Epoch [4][340/1345] lr: 1.000e-02, eta: 9:14:49, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.1867, top5_acc: 0.4375, loss_cls: 3.6666, loss: 3.6666, grad_norm: 4.9663 2021-03-16 20:03:13,048 - mmaction - INFO - Epoch [4][360/1345] lr: 1.000e-02, eta: 9:14:47, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.2109, top5_acc: 0.4437, loss_cls: 3.5956, loss: 3.5956, grad_norm: 4.8307 2021-03-16 20:03:23,976 - mmaction - INFO - Epoch [4][380/1345] lr: 1.000e-02, eta: 9:14:41, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.2133, top5_acc: 0.4445, loss_cls: 3.6524, loss: 3.6524, grad_norm: 4.8201 2021-03-16 20:03:35,140 - mmaction - INFO - Epoch [4][400/1345] lr: 1.000e-02, eta: 9:14:39, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.2203, top5_acc: 0.4352, loss_cls: 3.5763, loss: 3.5763, grad_norm: 4.9748 2021-03-16 20:03:46,412 - mmaction - INFO - Epoch [4][420/1345] lr: 1.000e-02, eta: 9:14:38, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.2000, top5_acc: 0.4203, loss_cls: 3.6451, loss: 3.6451, grad_norm: 4.8684 2021-03-16 20:03:57,233 - mmaction - INFO - Epoch [4][440/1345] lr: 1.000e-02, eta: 9:14:30, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.2219, top5_acc: 0.4570, loss_cls: 3.5656, loss: 3.5656, grad_norm: 5.0451 2021-03-16 20:04:08,324 - mmaction - INFO - Epoch [4][460/1345] lr: 1.000e-02, eta: 9:14:26, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.1898, top5_acc: 0.4562, loss_cls: 3.5915, loss: 3.5915, grad_norm: 5.0437 2021-03-16 20:04:19,521 - mmaction - INFO - Epoch [4][480/1345] lr: 1.000e-02, eta: 9:14:24, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.2062, top5_acc: 0.4477, loss_cls: 3.5979, loss: 3.5979, grad_norm: 4.9641 2021-03-16 20:04:30,223 - mmaction - INFO - Epoch [4][500/1345] lr: 1.000e-02, eta: 9:14:15, time: 0.535, data_time: 0.000, memory: 7066, top1_acc: 0.2078, top5_acc: 0.4461, loss_cls: 3.5814, loss: 3.5814, grad_norm: 4.9055 2021-03-16 20:04:41,629 - mmaction - INFO - Epoch [4][520/1345] lr: 1.000e-02, eta: 9:14:15, time: 0.570, data_time: 0.000, memory: 7066, top1_acc: 0.1930, top5_acc: 0.4477, loss_cls: 3.5903, loss: 3.5903, grad_norm: 5.0286 2021-03-16 20:04:53,065 - mmaction - INFO - Epoch [4][540/1345] lr: 1.000e-02, eta: 9:14:16, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.1984, top5_acc: 0.4391, loss_cls: 3.6494, loss: 3.6494, grad_norm: 4.8903 2021-03-16 20:05:04,141 - mmaction - INFO - Epoch [4][560/1345] lr: 1.000e-02, eta: 9:14:12, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.2117, top5_acc: 0.4492, loss_cls: 3.5331, loss: 3.5331, grad_norm: 5.0401 2021-03-16 20:05:15,504 - mmaction - INFO - Epoch [4][580/1345] lr: 1.000e-02, eta: 9:14:11, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.1945, top5_acc: 0.4437, loss_cls: 3.6353, loss: 3.6353, grad_norm: 4.9627 2021-03-16 20:05:26,744 - mmaction - INFO - Epoch [4][600/1345] lr: 1.000e-02, eta: 9:14:09, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.1945, top5_acc: 0.4508, loss_cls: 3.5915, loss: 3.5915, grad_norm: 4.9421 2021-03-16 20:05:37,878 - mmaction - INFO - Epoch [4][620/1345] lr: 1.000e-02, eta: 9:14:05, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.2047, top5_acc: 0.4688, loss_cls: 3.5116, loss: 3.5116, grad_norm: 5.3285 2021-03-16 20:05:48,633 - mmaction - INFO - Epoch [4][640/1345] lr: 1.000e-02, eta: 9:13:56, time: 0.536, data_time: 0.000, memory: 7066, top1_acc: 0.1969, top5_acc: 0.4445, loss_cls: 3.5474, loss: 3.5474, grad_norm: 4.8965 2021-03-16 20:05:59,911 - mmaction - INFO - Epoch [4][660/1345] lr: 1.000e-02, eta: 9:13:55, time: 0.565, data_time: 0.002, memory: 7066, top1_acc: 0.2008, top5_acc: 0.4469, loss_cls: 3.6143, loss: 3.6143, grad_norm: 4.9111 2021-03-16 20:06:10,766 - mmaction - INFO - Epoch [4][680/1345] lr: 1.000e-02, eta: 9:13:47, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.2242, top5_acc: 0.4727, loss_cls: 3.4481, loss: 3.4481, grad_norm: 4.9681 2021-03-16 20:06:22,124 - mmaction - INFO - Epoch [4][700/1345] lr: 1.000e-02, eta: 9:13:46, time: 0.567, data_time: 0.000, memory: 7066, top1_acc: 0.2391, top5_acc: 0.4664, loss_cls: 3.5009, loss: 3.5009, grad_norm: 5.1317 2021-03-16 20:06:33,024 - mmaction - INFO - Epoch [4][720/1345] lr: 1.000e-02, eta: 9:13:39, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.1984, top5_acc: 0.4414, loss_cls: 3.5769, loss: 3.5769, grad_norm: 5.1906 2021-03-16 20:06:44,135 - mmaction - INFO - Epoch [4][740/1345] lr: 1.000e-02, eta: 9:13:34, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.1984, top5_acc: 0.4344, loss_cls: 3.5829, loss: 3.5829, grad_norm: 5.0827 2021-03-16 20:06:55,079 - mmaction - INFO - Epoch [4][760/1345] lr: 1.000e-02, eta: 9:13:28, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.2133, top5_acc: 0.4578, loss_cls: 3.5360, loss: 3.5360, grad_norm: 5.0767 2021-03-16 20:07:06,100 - mmaction - INFO - Epoch [4][780/1345] lr: 1.000e-02, eta: 9:13:22, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.2172, top5_acc: 0.4453, loss_cls: 3.5265, loss: 3.5265, grad_norm: 5.0899 2021-03-16 20:07:17,107 - mmaction - INFO - Epoch [4][800/1345] lr: 1.000e-02, eta: 9:13:16, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.2133, top5_acc: 0.4609, loss_cls: 3.5479, loss: 3.5479, grad_norm: 5.2708 2021-03-16 20:07:25,582 - mmaction - INFO - Epoch [4][820/1345] lr: 1.000e-02, eta: 9:12:38, time: 0.423, data_time: 0.000, memory: 7066, top1_acc: 0.1914, top5_acc: 0.4523, loss_cls: 3.5680, loss: 3.5680, grad_norm: 5.1856 2021-03-16 20:07:33,002 - mmaction - INFO - Epoch [4][840/1345] lr: 1.000e-02, eta: 9:11:46, time: 0.368, data_time: 0.001, memory: 7066, top1_acc: 0.2133, top5_acc: 0.4680, loss_cls: 3.5518, loss: 3.5518, grad_norm: 4.8219 2021-03-16 20:07:40,304 - mmaction - INFO - Epoch [4][860/1345] lr: 1.000e-02, eta: 9:10:53, time: 0.367, data_time: 0.004, memory: 7066, top1_acc: 0.2320, top5_acc: 0.4695, loss_cls: 3.5095, loss: 3.5095, grad_norm: 5.0598 2021-03-16 20:07:50,437 - mmaction - INFO - Epoch [4][880/1345] lr: 1.000e-02, eta: 9:10:37, time: 0.508, data_time: 0.002, memory: 7066, top1_acc: 0.2094, top5_acc: 0.4594, loss_cls: 3.5489, loss: 3.5489, grad_norm: 5.1582 2021-03-16 20:08:01,250 - mmaction - INFO - Epoch [4][900/1345] lr: 1.000e-02, eta: 9:10:29, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.2172, top5_acc: 0.4500, loss_cls: 3.5271, loss: 3.5271, grad_norm: 5.0049 2021-03-16 20:08:11,904 - mmaction - INFO - Epoch [4][920/1345] lr: 1.000e-02, eta: 9:10:19, time: 0.532, data_time: 0.000, memory: 7066, top1_acc: 0.2359, top5_acc: 0.4570, loss_cls: 3.5065, loss: 3.5065, grad_norm: 5.1224 2021-03-16 20:08:22,768 - mmaction - INFO - Epoch [4][940/1345] lr: 1.000e-02, eta: 9:10:12, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.2117, top5_acc: 0.4719, loss_cls: 3.5208, loss: 3.5208, grad_norm: 5.4239 2021-03-16 20:08:33,538 - mmaction - INFO - Epoch [4][960/1345] lr: 1.000e-02, eta: 9:10:03, time: 0.539, data_time: 0.002, memory: 7066, top1_acc: 0.2086, top5_acc: 0.4641, loss_cls: 3.5457, loss: 3.5457, grad_norm: 4.9643 2021-03-16 20:08:44,576 - mmaction - INFO - Epoch [4][980/1345] lr: 1.000e-02, eta: 9:09:58, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.2273, top5_acc: 0.4711, loss_cls: 3.4895, loss: 3.4895, grad_norm: 5.2018 2021-03-16 20:08:55,619 - mmaction - INFO - Epoch [4][1000/1345] lr: 1.000e-02, eta: 9:09:53, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.2055, top5_acc: 0.4398, loss_cls: 3.5924, loss: 3.5924, grad_norm: 4.9270 2021-03-16 20:09:06,763 - mmaction - INFO - Epoch [4][1020/1345] lr: 1.000e-02, eta: 9:09:49, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.2055, top5_acc: 0.4680, loss_cls: 3.5029, loss: 3.5029, grad_norm: 5.1721 2021-03-16 20:09:17,912 - mmaction - INFO - Epoch [4][1040/1345] lr: 1.000e-02, eta: 9:09:45, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.2234, top5_acc: 0.4727, loss_cls: 3.5424, loss: 3.5424, grad_norm: 5.0748 2021-03-16 20:09:28,834 - mmaction - INFO - Epoch [4][1060/1345] lr: 1.000e-02, eta: 9:09:38, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.2102, top5_acc: 0.4594, loss_cls: 3.4844, loss: 3.4844, grad_norm: 5.1680 2021-03-16 20:09:39,969 - mmaction - INFO - Epoch [4][1080/1345] lr: 1.000e-02, eta: 9:09:34, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.2234, top5_acc: 0.4727, loss_cls: 3.5125, loss: 3.5125, grad_norm: 5.0938 2021-03-16 20:09:50,925 - mmaction - INFO - Epoch [4][1100/1345] lr: 1.000e-02, eta: 9:09:27, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.2289, top5_acc: 0.4852, loss_cls: 3.4652, loss: 3.4652, grad_norm: 5.3062 2021-03-16 20:10:01,904 - mmaction - INFO - Epoch [4][1120/1345] lr: 1.000e-02, eta: 9:09:21, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.2211, top5_acc: 0.4789, loss_cls: 3.4330, loss: 3.4330, grad_norm: 5.2915 2021-03-16 20:10:12,568 - mmaction - INFO - Epoch [4][1140/1345] lr: 1.000e-02, eta: 9:09:11, time: 0.533, data_time: 0.000, memory: 7066, top1_acc: 0.2211, top5_acc: 0.4734, loss_cls: 3.4572, loss: 3.4572, grad_norm: 5.1440 2021-03-16 20:10:23,609 - mmaction - INFO - Epoch [4][1160/1345] lr: 1.000e-02, eta: 9:09:05, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.2313, top5_acc: 0.4797, loss_cls: 3.4519, loss: 3.4519, grad_norm: 5.3701 2021-03-16 20:10:34,650 - mmaction - INFO - Epoch [4][1180/1345] lr: 1.000e-02, eta: 9:09:00, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.2313, top5_acc: 0.4859, loss_cls: 3.3767, loss: 3.3767, grad_norm: 5.2985 2021-03-16 20:10:45,576 - mmaction - INFO - Epoch [4][1200/1345] lr: 1.000e-02, eta: 9:08:53, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.2352, top5_acc: 0.4680, loss_cls: 3.5157, loss: 3.5157, grad_norm: 5.2684 2021-03-16 20:10:56,521 - mmaction - INFO - Epoch [4][1220/1345] lr: 1.000e-02, eta: 9:08:46, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.2219, top5_acc: 0.4680, loss_cls: 3.4810, loss: 3.4810, grad_norm: 5.2628 2021-03-16 20:11:07,225 - mmaction - INFO - Epoch [4][1240/1345] lr: 1.000e-02, eta: 9:08:36, time: 0.534, data_time: 0.000, memory: 7066, top1_acc: 0.2234, top5_acc: 0.4695, loss_cls: 3.4676, loss: 3.4676, grad_norm: 5.2744 2021-03-16 20:11:18,059 - mmaction - INFO - Epoch [4][1260/1345] lr: 1.000e-02, eta: 9:08:28, time: 0.543, data_time: 0.002, memory: 7066, top1_acc: 0.2289, top5_acc: 0.4766, loss_cls: 3.4356, loss: 3.4356, grad_norm: 5.2646 2021-03-16 20:11:29,026 - mmaction - INFO - Epoch [4][1280/1345] lr: 1.000e-02, eta: 9:08:22, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.2203, top5_acc: 0.4945, loss_cls: 3.4237, loss: 3.4237, grad_norm: 5.2318 2021-03-16 20:11:40,086 - mmaction - INFO - Epoch [4][1300/1345] lr: 1.000e-02, eta: 9:08:16, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.2437, top5_acc: 0.4859, loss_cls: 3.3829, loss: 3.3829, grad_norm: 5.2908 2021-03-16 20:11:51,007 - mmaction - INFO - Epoch [4][1320/1345] lr: 1.000e-02, eta: 9:08:09, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.2211, top5_acc: 0.4586, loss_cls: 3.4805, loss: 3.4805, grad_norm: 5.3009 2021-03-16 20:12:01,993 - mmaction - INFO - Epoch [4][1340/1345] lr: 1.000e-02, eta: 9:08:02, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.2031, top5_acc: 0.4758, loss_cls: 3.5140, loss: 3.5140, grad_norm: 5.0619 2021-03-16 20:12:05,092 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-03-16 20:13:10,302 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 20:13:10,497 - mmaction - INFO - top1_acc 0.2016 top5_acc 0.4353 2021-03-16 20:13:10,497 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 20:13:10,508 - mmaction - INFO - mean_acc 0.1760 2021-03-16 20:13:10,838 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2021-03-16 20:13:10,838 - mmaction - INFO - Best top1_acc is 0.2016 at 4 epoch. 2021-03-16 20:13:10,842 - mmaction - INFO - Epoch(val) [4][1345] top1_acc: 0.2016, top5_acc: 0.4353, mean_class_accuracy: 0.1760 2021-03-16 20:13:33,352 - mmaction - INFO - Epoch [5][20/1345] lr: 1.000e-02, eta: 9:09:35, time: 1.125, data_time: 0.564, memory: 7066, top1_acc: 0.2094, top5_acc: 0.4688, loss_cls: 3.4676, loss: 3.4676, grad_norm: 4.9636 2021-03-16 20:13:44,555 - mmaction - INFO - Epoch [5][40/1345] lr: 1.000e-02, eta: 9:09:30, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.2242, top5_acc: 0.4773, loss_cls: 3.5062, loss: 3.5062, grad_norm: 5.2932 2021-03-16 20:13:55,912 - mmaction - INFO - Epoch [5][60/1345] lr: 1.000e-02, eta: 9:09:27, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.2375, top5_acc: 0.5070, loss_cls: 3.3505, loss: 3.3505, grad_norm: 5.4167 2021-03-16 20:14:06,970 - mmaction - INFO - Epoch [5][80/1345] lr: 1.000e-02, eta: 9:09:21, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.2406, top5_acc: 0.5008, loss_cls: 3.3800, loss: 3.3800, grad_norm: 5.3721 2021-03-16 20:14:18,219 - mmaction - INFO - Epoch [5][100/1345] lr: 1.000e-02, eta: 9:09:17, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.2352, top5_acc: 0.4586, loss_cls: 3.4445, loss: 3.4445, grad_norm: 5.1189 2021-03-16 20:14:29,188 - mmaction - INFO - Epoch [5][120/1345] lr: 1.000e-02, eta: 9:09:10, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.2539, top5_acc: 0.4867, loss_cls: 3.3781, loss: 3.3781, grad_norm: 5.4060 2021-03-16 20:14:40,218 - mmaction - INFO - Epoch [5][140/1345] lr: 1.000e-02, eta: 9:09:03, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.2070, top5_acc: 0.4734, loss_cls: 3.5332, loss: 3.5332, grad_norm: 5.2308 2021-03-16 20:14:50,879 - mmaction - INFO - Epoch [5][160/1345] lr: 1.000e-02, eta: 9:08:52, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.2297, top5_acc: 0.4992, loss_cls: 3.3901, loss: 3.3901, grad_norm: 5.1932 2021-03-16 20:15:01,968 - mmaction - INFO - Epoch [5][180/1345] lr: 1.000e-02, eta: 9:08:46, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.2484, top5_acc: 0.4852, loss_cls: 3.4384, loss: 3.4384, grad_norm: 5.0936 2021-03-16 20:15:13,108 - mmaction - INFO - Epoch [5][200/1345] lr: 1.000e-02, eta: 9:08:41, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.2437, top5_acc: 0.4789, loss_cls: 3.3850, loss: 3.3850, grad_norm: 5.1233 2021-03-16 20:15:24,299 - mmaction - INFO - Epoch [5][220/1345] lr: 1.000e-02, eta: 9:08:36, time: 0.559, data_time: 0.000, memory: 7066, top1_acc: 0.2594, top5_acc: 0.5125, loss_cls: 3.3296, loss: 3.3296, grad_norm: 5.4641 2021-03-16 20:15:35,434 - mmaction - INFO - Epoch [5][240/1345] lr: 1.000e-02, eta: 9:08:30, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.2297, top5_acc: 0.4836, loss_cls: 3.4237, loss: 3.4237, grad_norm: 5.0591 2021-03-16 20:15:46,258 - mmaction - INFO - Epoch [5][260/1345] lr: 1.000e-02, eta: 9:08:21, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.2469, top5_acc: 0.4953, loss_cls: 3.3205, loss: 3.3205, grad_norm: 5.0190 2021-03-16 20:15:57,403 - mmaction - INFO - Epoch [5][280/1345] lr: 1.000e-02, eta: 9:08:15, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.2320, top5_acc: 0.4938, loss_cls: 3.4189, loss: 3.4189, grad_norm: 5.3557 2021-03-16 20:16:08,500 - mmaction - INFO - Epoch [5][300/1345] lr: 1.000e-02, eta: 9:08:09, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.2523, top5_acc: 0.5320, loss_cls: 3.2773, loss: 3.2773, grad_norm: 5.4525 2021-03-16 20:16:19,465 - mmaction - INFO - Epoch [5][320/1345] lr: 1.000e-02, eta: 9:08:01, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.2352, top5_acc: 0.5094, loss_cls: 3.3255, loss: 3.3255, grad_norm: 5.3888 2021-03-16 20:16:30,759 - mmaction - INFO - Epoch [5][340/1345] lr: 1.000e-02, eta: 9:07:57, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.2313, top5_acc: 0.4961, loss_cls: 3.3919, loss: 3.3919, grad_norm: 5.2243 2021-03-16 20:16:41,739 - mmaction - INFO - Epoch [5][360/1345] lr: 1.000e-02, eta: 9:07:50, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.2422, top5_acc: 0.5219, loss_cls: 3.3164, loss: 3.3164, grad_norm: 5.4400 2021-03-16 20:16:52,728 - mmaction - INFO - Epoch [5][380/1345] lr: 1.000e-02, eta: 9:07:42, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.2547, top5_acc: 0.4961, loss_cls: 3.3818, loss: 3.3818, grad_norm: 5.4704 2021-03-16 20:17:04,052 - mmaction - INFO - Epoch [5][400/1345] lr: 1.000e-02, eta: 9:07:38, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.2430, top5_acc: 0.4977, loss_cls: 3.3215, loss: 3.3215, grad_norm: 5.1102 2021-03-16 20:17:15,083 - mmaction - INFO - Epoch [5][420/1345] lr: 1.000e-02, eta: 9:07:31, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.2273, top5_acc: 0.5016, loss_cls: 3.3574, loss: 3.3574, grad_norm: 5.4704 2021-03-16 20:17:26,471 - mmaction - INFO - Epoch [5][440/1345] lr: 1.000e-02, eta: 9:07:28, time: 0.568, data_time: 0.000, memory: 7066, top1_acc: 0.2547, top5_acc: 0.5133, loss_cls: 3.3199, loss: 3.3199, grad_norm: 5.2656 2021-03-16 20:17:37,556 - mmaction - INFO - Epoch [5][460/1345] lr: 1.000e-02, eta: 9:07:21, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.2398, top5_acc: 0.5086, loss_cls: 3.3192, loss: 3.3192, grad_norm: 5.1271 2021-03-16 20:17:48,448 - mmaction - INFO - Epoch [5][480/1345] lr: 1.000e-02, eta: 9:07:13, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.2398, top5_acc: 0.4797, loss_cls: 3.4630, loss: 3.4630, grad_norm: 5.2482 2021-03-16 20:17:59,646 - mmaction - INFO - Epoch [5][500/1345] lr: 1.000e-02, eta: 9:07:07, time: 0.559, data_time: 0.000, memory: 7066, top1_acc: 0.2539, top5_acc: 0.4984, loss_cls: 3.3241, loss: 3.3241, grad_norm: 5.3431 2021-03-16 20:18:10,819 - mmaction - INFO - Epoch [5][520/1345] lr: 1.000e-02, eta: 9:07:01, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.2531, top5_acc: 0.4867, loss_cls: 3.3754, loss: 3.3754, grad_norm: 5.5075 2021-03-16 20:18:21,780 - mmaction - INFO - Epoch [5][540/1345] lr: 1.000e-02, eta: 9:06:53, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.2398, top5_acc: 0.4992, loss_cls: 3.3456, loss: 3.3456, grad_norm: 5.2584 2021-03-16 20:18:32,953 - mmaction - INFO - Epoch [5][560/1345] lr: 1.000e-02, eta: 9:06:47, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.2781, top5_acc: 0.5336, loss_cls: 3.2460, loss: 3.2460, grad_norm: 5.3812 2021-03-16 20:18:44,059 - mmaction - INFO - Epoch [5][580/1345] lr: 1.000e-02, eta: 9:06:41, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.2500, top5_acc: 0.4820, loss_cls: 3.4094, loss: 3.4094, grad_norm: 5.1754 2021-03-16 20:18:55,282 - mmaction - INFO - Epoch [5][600/1345] lr: 1.000e-02, eta: 9:06:36, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.2672, top5_acc: 0.5172, loss_cls: 3.3022, loss: 3.3022, grad_norm: 5.2918 2021-03-16 20:19:06,230 - mmaction - INFO - Epoch [5][620/1345] lr: 1.000e-02, eta: 9:06:27, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.2680, top5_acc: 0.5055, loss_cls: 3.2913, loss: 3.2913, grad_norm: 5.2021 2021-03-16 20:19:17,488 - mmaction - INFO - Epoch [5][640/1345] lr: 1.000e-02, eta: 9:06:22, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.2695, top5_acc: 0.5094, loss_cls: 3.2819, loss: 3.2819, grad_norm: 5.3601 2021-03-16 20:19:28,707 - mmaction - INFO - Epoch [5][660/1345] lr: 1.000e-02, eta: 9:06:17, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.2508, top5_acc: 0.5070, loss_cls: 3.3207, loss: 3.3207, grad_norm: 5.2419 2021-03-16 20:19:39,804 - mmaction - INFO - Epoch [5][680/1345] lr: 1.000e-02, eta: 9:06:10, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.2648, top5_acc: 0.5250, loss_cls: 3.2694, loss: 3.2694, grad_norm: 5.4313 2021-03-16 20:19:50,997 - mmaction - INFO - Epoch [5][700/1345] lr: 1.000e-02, eta: 9:06:04, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.2492, top5_acc: 0.4852, loss_cls: 3.3983, loss: 3.3983, grad_norm: 5.4690 2021-03-16 20:20:01,931 - mmaction - INFO - Epoch [5][720/1345] lr: 1.000e-02, eta: 9:05:56, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.2578, top5_acc: 0.5117, loss_cls: 3.3133, loss: 3.3133, grad_norm: 5.2130 2021-03-16 20:20:13,064 - mmaction - INFO - Epoch [5][740/1345] lr: 1.000e-02, eta: 9:05:49, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.2313, top5_acc: 0.4750, loss_cls: 3.4034, loss: 3.4034, grad_norm: 5.2964 2021-03-16 20:20:22,136 - mmaction - INFO - Epoch [5][760/1345] lr: 1.000e-02, eta: 9:05:22, time: 0.453, data_time: 0.001, memory: 7066, top1_acc: 0.2391, top5_acc: 0.4977, loss_cls: 3.3395, loss: 3.3395, grad_norm: 5.4683 2021-03-16 20:20:29,695 - mmaction - INFO - Epoch [5][780/1345] lr: 1.000e-02, eta: 9:04:40, time: 0.378, data_time: 0.002, memory: 7066, top1_acc: 0.2469, top5_acc: 0.5094, loss_cls: 3.3016, loss: 3.3016, grad_norm: 5.3312 2021-03-16 20:20:37,851 - mmaction - INFO - Epoch [5][800/1345] lr: 1.000e-02, eta: 9:04:04, time: 0.407, data_time: 0.001, memory: 7066, top1_acc: 0.2625, top5_acc: 0.5164, loss_cls: 3.2512, loss: 3.2512, grad_norm: 5.2667 2021-03-16 20:20:47,110 - mmaction - INFO - Epoch [5][820/1345] lr: 1.000e-02, eta: 9:03:39, time: 0.464, data_time: 0.002, memory: 7066, top1_acc: 0.2586, top5_acc: 0.5000, loss_cls: 3.3084, loss: 3.3084, grad_norm: 5.5810 2021-03-16 20:20:57,914 - mmaction - INFO - Epoch [5][840/1345] lr: 1.000e-02, eta: 9:03:30, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.2492, top5_acc: 0.5242, loss_cls: 3.3090, loss: 3.3090, grad_norm: 5.5697 2021-03-16 20:21:08,705 - mmaction - INFO - Epoch [5][860/1345] lr: 1.000e-02, eta: 9:03:20, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.2531, top5_acc: 0.5289, loss_cls: 3.2576, loss: 3.2576, grad_norm: 5.3208 2021-03-16 20:21:19,540 - mmaction - INFO - Epoch [5][880/1345] lr: 1.000e-02, eta: 9:03:11, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.2477, top5_acc: 0.5094, loss_cls: 3.3325, loss: 3.3325, grad_norm: 5.4760 2021-03-16 20:21:30,488 - mmaction - INFO - Epoch [5][900/1345] lr: 1.000e-02, eta: 9:03:03, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.2586, top5_acc: 0.5219, loss_cls: 3.2561, loss: 3.2561, grad_norm: 5.1925 2021-03-16 20:21:41,357 - mmaction - INFO - Epoch [5][920/1345] lr: 1.000e-02, eta: 9:02:54, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.2508, top5_acc: 0.5367, loss_cls: 3.2801, loss: 3.2801, grad_norm: 5.4828 2021-03-16 20:21:52,341 - mmaction - INFO - Epoch [5][940/1345] lr: 1.000e-02, eta: 9:02:46, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.2367, top5_acc: 0.5305, loss_cls: 3.2959, loss: 3.2959, grad_norm: 5.3908 2021-03-16 20:22:03,183 - mmaction - INFO - Epoch [5][960/1345] lr: 1.000e-02, eta: 9:02:37, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.2664, top5_acc: 0.5180, loss_cls: 3.2438, loss: 3.2438, grad_norm: 5.5245 2021-03-16 20:22:14,262 - mmaction - INFO - Epoch [5][980/1345] lr: 1.000e-02, eta: 9:02:30, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.2648, top5_acc: 0.5437, loss_cls: 3.2236, loss: 3.2236, grad_norm: 5.4266 2021-03-16 20:22:25,270 - mmaction - INFO - Epoch [5][1000/1345] lr: 1.000e-02, eta: 9:02:22, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.2680, top5_acc: 0.5445, loss_cls: 3.2076, loss: 3.2076, grad_norm: 5.4369 2021-03-16 20:22:36,154 - mmaction - INFO - Epoch [5][1020/1345] lr: 1.000e-02, eta: 9:02:13, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.2602, top5_acc: 0.5008, loss_cls: 3.3211, loss: 3.3211, grad_norm: 4.9481 2021-03-16 20:22:47,216 - mmaction - INFO - Epoch [5][1040/1345] lr: 1.000e-02, eta: 9:02:06, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.2578, top5_acc: 0.5172, loss_cls: 3.3274, loss: 3.3274, grad_norm: 5.4807 2021-03-16 20:22:57,899 - mmaction - INFO - Epoch [5][1060/1345] lr: 1.000e-02, eta: 9:01:55, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.2703, top5_acc: 0.5328, loss_cls: 3.1993, loss: 3.1993, grad_norm: 5.5047 2021-03-16 20:23:09,033 - mmaction - INFO - Epoch [5][1080/1345] lr: 1.000e-02, eta: 9:01:49, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.2703, top5_acc: 0.5414, loss_cls: 3.2316, loss: 3.2316, grad_norm: 5.2962 2021-03-16 20:23:20,076 - mmaction - INFO - Epoch [5][1100/1345] lr: 1.000e-02, eta: 9:01:41, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.2508, top5_acc: 0.5180, loss_cls: 3.2859, loss: 3.2859, grad_norm: 5.3447 2021-03-16 20:23:30,863 - mmaction - INFO - Epoch [5][1120/1345] lr: 1.000e-02, eta: 9:01:31, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.2398, top5_acc: 0.5086, loss_cls: 3.3213, loss: 3.3213, grad_norm: 5.4084 2021-03-16 20:23:41,707 - mmaction - INFO - Epoch [5][1140/1345] lr: 1.000e-02, eta: 9:01:22, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.2844, top5_acc: 0.5320, loss_cls: 3.2252, loss: 3.2252, grad_norm: 5.1509 2021-03-16 20:23:52,515 - mmaction - INFO - Epoch [5][1160/1345] lr: 1.000e-02, eta: 9:01:12, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.2914, top5_acc: 0.5422, loss_cls: 3.1784, loss: 3.1784, grad_norm: 5.4266 2021-03-16 20:24:03,466 - mmaction - INFO - Epoch [5][1180/1345] lr: 1.000e-02, eta: 9:01:04, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.2539, top5_acc: 0.5086, loss_cls: 3.3103, loss: 3.3103, grad_norm: 5.2404 2021-03-16 20:24:14,448 - mmaction - INFO - Epoch [5][1200/1345] lr: 1.000e-02, eta: 9:00:56, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.2711, top5_acc: 0.5453, loss_cls: 3.1768, loss: 3.1768, grad_norm: 5.5452 2021-03-16 20:24:25,152 - mmaction - INFO - Epoch [5][1220/1345] lr: 1.000e-02, eta: 9:00:45, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.2516, top5_acc: 0.5492, loss_cls: 3.2123, loss: 3.2123, grad_norm: 5.6239 2021-03-16 20:24:36,069 - mmaction - INFO - Epoch [5][1240/1345] lr: 1.000e-02, eta: 9:00:37, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.2609, top5_acc: 0.5180, loss_cls: 3.2740, loss: 3.2740, grad_norm: 5.4258 2021-03-16 20:24:47,011 - mmaction - INFO - Epoch [5][1260/1345] lr: 1.000e-02, eta: 9:00:28, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.2508, top5_acc: 0.5102, loss_cls: 3.2777, loss: 3.2777, grad_norm: 5.4187 2021-03-16 20:24:57,996 - mmaction - INFO - Epoch [5][1280/1345] lr: 1.000e-02, eta: 9:00:20, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.2594, top5_acc: 0.5211, loss_cls: 3.2286, loss: 3.2286, grad_norm: 5.2331 2021-03-16 20:25:08,689 - mmaction - INFO - Epoch [5][1300/1345] lr: 1.000e-02, eta: 9:00:09, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.2820, top5_acc: 0.5359, loss_cls: 3.2458, loss: 3.2458, grad_norm: 5.4221 2021-03-16 20:25:19,665 - mmaction - INFO - Epoch [5][1320/1345] lr: 1.000e-02, eta: 9:00:01, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.2750, top5_acc: 0.5391, loss_cls: 3.2306, loss: 3.2306, grad_norm: 5.5255 2021-03-16 20:25:30,710 - mmaction - INFO - Epoch [5][1340/1345] lr: 1.000e-02, eta: 8:59:53, time: 0.553, data_time: 0.002, memory: 7066, top1_acc: 0.2555, top5_acc: 0.5039, loss_cls: 3.3022, loss: 3.3022, grad_norm: 5.2748 2021-03-16 20:25:33,641 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-03-16 20:25:56,536 - mmaction - INFO - Epoch [6][20/1345] lr: 1.000e-02, eta: 9:01:02, time: 1.127, data_time: 0.591, memory: 7066, top1_acc: 0.2680, top5_acc: 0.5141, loss_cls: 3.2816, loss: 3.2816, grad_norm: 5.4465 2021-03-16 20:26:07,161 - mmaction - INFO - Epoch [6][40/1345] lr: 1.000e-02, eta: 9:00:50, time: 0.530, data_time: 0.000, memory: 7066, top1_acc: 0.2742, top5_acc: 0.5242, loss_cls: 3.2211, loss: 3.2211, grad_norm: 5.3680 2021-03-16 20:26:18,049 - mmaction - INFO - Epoch [6][60/1345] lr: 1.000e-02, eta: 9:00:41, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.2633, top5_acc: 0.5250, loss_cls: 3.2557, loss: 3.2557, grad_norm: 5.5855 2021-03-16 20:26:29,014 - mmaction - INFO - Epoch [6][80/1345] lr: 1.000e-02, eta: 9:00:32, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.2859, top5_acc: 0.5586, loss_cls: 3.1586, loss: 3.1586, grad_norm: 5.5799 2021-03-16 20:26:39,976 - mmaction - INFO - Epoch [6][100/1345] lr: 1.000e-02, eta: 9:00:24, time: 0.549, data_time: 0.002, memory: 7066, top1_acc: 0.2711, top5_acc: 0.5258, loss_cls: 3.2250, loss: 3.2250, grad_norm: 5.3765 2021-03-16 20:26:51,015 - mmaction - INFO - Epoch [6][120/1345] lr: 1.000e-02, eta: 9:00:16, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.2680, top5_acc: 0.5312, loss_cls: 3.1728, loss: 3.1728, grad_norm: 5.3415 2021-03-16 20:27:01,848 - mmaction - INFO - Epoch [6][140/1345] lr: 1.000e-02, eta: 9:00:06, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.2789, top5_acc: 0.5391, loss_cls: 3.1796, loss: 3.1796, grad_norm: 5.6454 2021-03-16 20:27:12,793 - mmaction - INFO - Epoch [6][160/1345] lr: 1.000e-02, eta: 8:59:57, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.2547, top5_acc: 0.5359, loss_cls: 3.2545, loss: 3.2545, grad_norm: 5.5281 2021-03-16 20:27:23,834 - mmaction - INFO - Epoch [6][180/1345] lr: 1.000e-02, eta: 8:59:49, time: 0.552, data_time: 0.002, memory: 7066, top1_acc: 0.2695, top5_acc: 0.5516, loss_cls: 3.1886, loss: 3.1886, grad_norm: 5.6479 2021-03-16 20:27:34,792 - mmaction - INFO - Epoch [6][200/1345] lr: 1.000e-02, eta: 8:59:40, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.2828, top5_acc: 0.5555, loss_cls: 3.1001, loss: 3.1001, grad_norm: 5.5105 2021-03-16 20:27:45,669 - mmaction - INFO - Epoch [6][220/1345] lr: 1.000e-02, eta: 8:59:31, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.2555, top5_acc: 0.5320, loss_cls: 3.1898, loss: 3.1898, grad_norm: 5.4791 2021-03-16 20:27:56,711 - mmaction - INFO - Epoch [6][240/1345] lr: 1.000e-02, eta: 8:59:23, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.2797, top5_acc: 0.5344, loss_cls: 3.2172, loss: 3.2172, grad_norm: 5.2213 2021-03-16 20:28:07,577 - mmaction - INFO - Epoch [6][260/1345] lr: 1.000e-02, eta: 8:59:13, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.2547, top5_acc: 0.5430, loss_cls: 3.2069, loss: 3.2069, grad_norm: 5.7232 2021-03-16 20:28:18,494 - mmaction - INFO - Epoch [6][280/1345] lr: 1.000e-02, eta: 8:59:04, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.2953, top5_acc: 0.5664, loss_cls: 3.0787, loss: 3.0787, grad_norm: 5.5330 2021-03-16 20:28:29,564 - mmaction - INFO - Epoch [6][300/1345] lr: 1.000e-02, eta: 8:58:56, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.2633, top5_acc: 0.5398, loss_cls: 3.1908, loss: 3.1908, grad_norm: 5.6606 2021-03-16 20:28:40,547 - mmaction - INFO - Epoch [6][320/1345] lr: 1.000e-02, eta: 8:58:47, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.2930, top5_acc: 0.5469, loss_cls: 3.1010, loss: 3.1010, grad_norm: 5.3522 2021-03-16 20:28:51,387 - mmaction - INFO - Epoch [6][340/1345] lr: 1.000e-02, eta: 8:58:37, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.2930, top5_acc: 0.5516, loss_cls: 3.0833, loss: 3.0833, grad_norm: 5.5043 2021-03-16 20:29:02,197 - mmaction - INFO - Epoch [6][360/1345] lr: 1.000e-02, eta: 8:58:27, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.2656, top5_acc: 0.5336, loss_cls: 3.1870, loss: 3.1870, grad_norm: 5.4002 2021-03-16 20:29:13,204 - mmaction - INFO - Epoch [6][380/1345] lr: 1.000e-02, eta: 8:58:19, time: 0.551, data_time: 0.003, memory: 7066, top1_acc: 0.2617, top5_acc: 0.5398, loss_cls: 3.2160, loss: 3.2160, grad_norm: 5.5340 2021-03-16 20:29:24,197 - mmaction - INFO - Epoch [6][400/1345] lr: 1.000e-02, eta: 8:58:10, time: 0.551, data_time: 0.002, memory: 7066, top1_acc: 0.2820, top5_acc: 0.5547, loss_cls: 3.1274, loss: 3.1274, grad_norm: 5.4502 2021-03-16 20:29:34,993 - mmaction - INFO - Epoch [6][420/1345] lr: 1.000e-02, eta: 8:58:00, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.2844, top5_acc: 0.5453, loss_cls: 3.1442, loss: 3.1442, grad_norm: 5.4065 2021-03-16 20:29:46,021 - mmaction - INFO - Epoch [6][440/1345] lr: 1.000e-02, eta: 8:57:51, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.2570, top5_acc: 0.5234, loss_cls: 3.2585, loss: 3.2585, grad_norm: 5.6225 2021-03-16 20:29:56,994 - mmaction - INFO - Epoch [6][460/1345] lr: 1.000e-02, eta: 8:57:43, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.2492, top5_acc: 0.5172, loss_cls: 3.2388, loss: 3.2388, grad_norm: 5.2664 2021-03-16 20:30:08,118 - mmaction - INFO - Epoch [6][480/1345] lr: 1.000e-02, eta: 8:57:35, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.2852, top5_acc: 0.5633, loss_cls: 3.0697, loss: 3.0697, grad_norm: 5.3599 2021-03-16 20:30:18,988 - mmaction - INFO - Epoch [6][500/1345] lr: 1.000e-02, eta: 8:57:25, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.2758, top5_acc: 0.5359, loss_cls: 3.2065, loss: 3.2065, grad_norm: 5.5182 2021-03-16 20:30:29,893 - mmaction - INFO - Epoch [6][520/1345] lr: 1.000e-02, eta: 8:57:16, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.2758, top5_acc: 0.5500, loss_cls: 3.1697, loss: 3.1697, grad_norm: 5.6720 2021-03-16 20:30:40,903 - mmaction - INFO - Epoch [6][540/1345] lr: 1.000e-02, eta: 8:57:08, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.2766, top5_acc: 0.5570, loss_cls: 3.1032, loss: 3.1032, grad_norm: 5.2644 2021-03-16 20:30:51,924 - mmaction - INFO - Epoch [6][560/1345] lr: 1.000e-02, eta: 8:56:59, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.2836, top5_acc: 0.5414, loss_cls: 3.1600, loss: 3.1600, grad_norm: 5.3005 2021-03-16 20:31:03,035 - mmaction - INFO - Epoch [6][580/1345] lr: 1.000e-02, eta: 8:56:51, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.2953, top5_acc: 0.5570, loss_cls: 3.1467, loss: 3.1467, grad_norm: 5.6006 2021-03-16 20:31:14,074 - mmaction - INFO - Epoch [6][600/1345] lr: 1.000e-02, eta: 8:56:43, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.2648, top5_acc: 0.5289, loss_cls: 3.1840, loss: 3.1840, grad_norm: 5.3125 2021-03-16 20:31:25,229 - mmaction - INFO - Epoch [6][620/1345] lr: 1.000e-02, eta: 8:56:35, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.2938, top5_acc: 0.5531, loss_cls: 3.0735, loss: 3.0735, grad_norm: 5.5327 2021-03-16 20:31:36,147 - mmaction - INFO - Epoch [6][640/1345] lr: 1.000e-02, eta: 8:56:26, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.2914, top5_acc: 0.5430, loss_cls: 3.0945, loss: 3.0945, grad_norm: 5.4344 2021-03-16 20:31:46,805 - mmaction - INFO - Epoch [6][660/1345] lr: 1.000e-02, eta: 8:56:15, time: 0.533, data_time: 0.000, memory: 7066, top1_acc: 0.2859, top5_acc: 0.5242, loss_cls: 3.1934, loss: 3.1934, grad_norm: 5.4870 2021-03-16 20:31:57,782 - mmaction - INFO - Epoch [6][680/1345] lr: 1.000e-02, eta: 8:56:06, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.2969, top5_acc: 0.5742, loss_cls: 3.0401, loss: 3.0401, grad_norm: 5.6311 2021-03-16 20:32:08,784 - mmaction - INFO - Epoch [6][700/1345] lr: 1.000e-02, eta: 8:55:57, time: 0.551, data_time: 0.002, memory: 7066, top1_acc: 0.2734, top5_acc: 0.5625, loss_cls: 3.0958, loss: 3.0958, grad_norm: 5.7341 2021-03-16 20:32:19,828 - mmaction - INFO - Epoch [6][720/1345] lr: 1.000e-02, eta: 8:55:49, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.2672, top5_acc: 0.5437, loss_cls: 3.1589, loss: 3.1589, grad_norm: 5.4593 2021-03-16 20:32:30,775 - mmaction - INFO - Epoch [6][740/1345] lr: 1.000e-02, eta: 8:55:39, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.2727, top5_acc: 0.5242, loss_cls: 3.2376, loss: 3.2376, grad_norm: 5.5319 2021-03-16 20:32:41,618 - mmaction - INFO - Epoch [6][760/1345] lr: 1.000e-02, eta: 8:55:29, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.2773, top5_acc: 0.5312, loss_cls: 3.2365, loss: 3.2365, grad_norm: 5.3160 2021-03-16 20:32:52,542 - mmaction - INFO - Epoch [6][780/1345] lr: 1.000e-02, eta: 8:55:20, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.2758, top5_acc: 0.5508, loss_cls: 3.1350, loss: 3.1350, grad_norm: 5.3931 2021-03-16 20:33:03,294 - mmaction - INFO - Epoch [6][800/1345] lr: 1.000e-02, eta: 8:55:09, time: 0.536, data_time: 0.000, memory: 7066, top1_acc: 0.2672, top5_acc: 0.5547, loss_cls: 3.1186, loss: 3.1186, grad_norm: 5.4488 2021-03-16 20:33:14,366 - mmaction - INFO - Epoch [6][820/1345] lr: 1.000e-02, eta: 8:55:01, time: 0.555, data_time: 0.002, memory: 7066, top1_acc: 0.2805, top5_acc: 0.5336, loss_cls: 3.1827, loss: 3.1827, grad_norm: 5.1921 2021-03-16 20:33:25,369 - mmaction - INFO - Epoch [6][840/1345] lr: 1.000e-02, eta: 8:54:52, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.2711, top5_acc: 0.5422, loss_cls: 3.1443, loss: 3.1443, grad_norm: 5.6109 2021-03-16 20:33:36,332 - mmaction - INFO - Epoch [6][860/1345] lr: 1.000e-02, eta: 8:54:43, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.2867, top5_acc: 0.5234, loss_cls: 3.2086, loss: 3.2086, grad_norm: 5.3151 2021-03-16 20:33:47,396 - mmaction - INFO - Epoch [6][880/1345] lr: 1.000e-02, eta: 8:54:35, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.2906, top5_acc: 0.5492, loss_cls: 3.1297, loss: 3.1297, grad_norm: 5.5016 2021-03-16 20:33:58,543 - mmaction - INFO - Epoch [6][900/1345] lr: 1.000e-02, eta: 8:54:27, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.2805, top5_acc: 0.5445, loss_cls: 3.0883, loss: 3.0883, grad_norm: 5.4587 2021-03-16 20:34:09,093 - mmaction - INFO - Epoch [6][920/1345] lr: 1.000e-02, eta: 8:54:15, time: 0.527, data_time: 0.001, memory: 7066, top1_acc: 0.2922, top5_acc: 0.5742, loss_cls: 3.1007, loss: 3.1007, grad_norm: 5.5408 2021-03-16 20:34:17,921 - mmaction - INFO - Epoch [6][940/1345] lr: 1.000e-02, eta: 8:53:49, time: 0.441, data_time: 0.001, memory: 7066, top1_acc: 0.2891, top5_acc: 0.5500, loss_cls: 3.1044, loss: 3.1044, grad_norm: 5.2958 2021-03-16 20:34:26,978 - mmaction - INFO - Epoch [6][960/1345] lr: 1.000e-02, eta: 8:53:25, time: 0.453, data_time: 0.001, memory: 7066, top1_acc: 0.2875, top5_acc: 0.5570, loss_cls: 3.1176, loss: 3.1176, grad_norm: 5.5621 2021-03-16 20:34:36,117 - mmaction - INFO - Epoch [6][980/1345] lr: 1.000e-02, eta: 8:53:02, time: 0.456, data_time: 0.001, memory: 7066, top1_acc: 0.2633, top5_acc: 0.5383, loss_cls: 3.1973, loss: 3.1973, grad_norm: 5.4612 2021-03-16 20:34:45,085 - mmaction - INFO - Epoch [6][1000/1345] lr: 1.000e-02, eta: 8:52:38, time: 0.449, data_time: 0.001, memory: 7066, top1_acc: 0.2961, top5_acc: 0.5539, loss_cls: 3.0894, loss: 3.0894, grad_norm: 5.5328 2021-03-16 20:34:54,094 - mmaction - INFO - Epoch [6][1020/1345] lr: 1.000e-02, eta: 8:52:14, time: 0.451, data_time: 0.001, memory: 7066, top1_acc: 0.2734, top5_acc: 0.5453, loss_cls: 3.1270, loss: 3.1270, grad_norm: 5.7149 2021-03-16 20:35:03,065 - mmaction - INFO - Epoch [6][1040/1345] lr: 1.000e-02, eta: 8:51:49, time: 0.448, data_time: 0.000, memory: 7066, top1_acc: 0.2977, top5_acc: 0.5547, loss_cls: 3.0805, loss: 3.0805, grad_norm: 5.5054 2021-03-16 20:35:12,018 - mmaction - INFO - Epoch [6][1060/1345] lr: 1.000e-02, eta: 8:51:25, time: 0.447, data_time: 0.001, memory: 7066, top1_acc: 0.2672, top5_acc: 0.5727, loss_cls: 3.1012, loss: 3.1012, grad_norm: 5.6157 2021-03-16 20:35:21,070 - mmaction - INFO - Epoch [6][1080/1345] lr: 1.000e-02, eta: 8:51:01, time: 0.453, data_time: 0.001, memory: 7066, top1_acc: 0.2781, top5_acc: 0.5547, loss_cls: 3.1435, loss: 3.1435, grad_norm: 5.4743 2021-03-16 20:35:30,091 - mmaction - INFO - Epoch [6][1100/1345] lr: 1.000e-02, eta: 8:50:38, time: 0.451, data_time: 0.001, memory: 7066, top1_acc: 0.2734, top5_acc: 0.5492, loss_cls: 3.1737, loss: 3.1737, grad_norm: 5.5587 2021-03-16 20:35:39,214 - mmaction - INFO - Epoch [6][1120/1345] lr: 1.000e-02, eta: 8:50:15, time: 0.454, data_time: 0.001, memory: 7066, top1_acc: 0.3094, top5_acc: 0.5703, loss_cls: 3.0583, loss: 3.0583, grad_norm: 5.6656 2021-03-16 20:35:48,234 - mmaction - INFO - Epoch [6][1140/1345] lr: 1.000e-02, eta: 8:49:52, time: 0.453, data_time: 0.003, memory: 7066, top1_acc: 0.2938, top5_acc: 0.5328, loss_cls: 3.1117, loss: 3.1117, grad_norm: 5.4065 2021-03-16 20:35:57,325 - mmaction - INFO - Epoch [6][1160/1345] lr: 1.000e-02, eta: 8:49:29, time: 0.453, data_time: 0.001, memory: 7066, top1_acc: 0.2953, top5_acc: 0.5523, loss_cls: 3.0819, loss: 3.0819, grad_norm: 5.1857 2021-03-16 20:36:06,351 - mmaction - INFO - Epoch [6][1180/1345] lr: 1.000e-02, eta: 8:49:05, time: 0.452, data_time: 0.002, memory: 7066, top1_acc: 0.3023, top5_acc: 0.5789, loss_cls: 2.9969, loss: 2.9969, grad_norm: 5.4731 2021-03-16 20:36:15,382 - mmaction - INFO - Epoch [6][1200/1345] lr: 1.000e-02, eta: 8:48:42, time: 0.452, data_time: 0.002, memory: 7066, top1_acc: 0.2883, top5_acc: 0.5648, loss_cls: 3.0706, loss: 3.0706, grad_norm: 5.6565 2021-03-16 20:36:24,394 - mmaction - INFO - Epoch [6][1220/1345] lr: 1.000e-02, eta: 8:48:19, time: 0.451, data_time: 0.001, memory: 7066, top1_acc: 0.2867, top5_acc: 0.5492, loss_cls: 3.1482, loss: 3.1482, grad_norm: 5.5951 2021-03-16 20:36:33,395 - mmaction - INFO - Epoch [6][1240/1345] lr: 1.000e-02, eta: 8:47:56, time: 0.449, data_time: 0.000, memory: 7066, top1_acc: 0.2773, top5_acc: 0.5695, loss_cls: 3.0721, loss: 3.0721, grad_norm: 5.5680 2021-03-16 20:36:42,204 - mmaction - INFO - Epoch [6][1260/1345] lr: 1.000e-02, eta: 8:47:31, time: 0.441, data_time: 0.001, memory: 7066, top1_acc: 0.2609, top5_acc: 0.5383, loss_cls: 3.2088, loss: 3.2088, grad_norm: 5.4452 2021-03-16 20:36:51,222 - mmaction - INFO - Epoch [6][1280/1345] lr: 1.000e-02, eta: 8:47:08, time: 0.451, data_time: 0.001, memory: 7066, top1_acc: 0.2914, top5_acc: 0.5617, loss_cls: 3.0657, loss: 3.0657, grad_norm: 5.4494 2021-03-16 20:37:00,229 - mmaction - INFO - Epoch [6][1300/1345] lr: 1.000e-02, eta: 8:46:45, time: 0.450, data_time: 0.001, memory: 7066, top1_acc: 0.3031, top5_acc: 0.5625, loss_cls: 3.0338, loss: 3.0338, grad_norm: 5.7847 2021-03-16 20:37:09,231 - mmaction - INFO - Epoch [6][1320/1345] lr: 1.000e-02, eta: 8:46:22, time: 0.450, data_time: 0.001, memory: 7066, top1_acc: 0.2789, top5_acc: 0.5430, loss_cls: 3.1253, loss: 3.1253, grad_norm: 5.4811 2021-03-16 20:37:18,207 - mmaction - INFO - Epoch [6][1340/1345] lr: 1.000e-02, eta: 8:45:59, time: 0.450, data_time: 0.001, memory: 7066, top1_acc: 0.3008, top5_acc: 0.5727, loss_cls: 3.0626, loss: 3.0626, grad_norm: 5.4348 2021-03-16 20:37:20,691 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-03-16 20:38:23,857 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 20:38:24,001 - mmaction - INFO - top1_acc 0.2387 top5_acc 0.5287 2021-03-16 20:38:24,001 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 20:38:24,010 - mmaction - INFO - mean_acc 0.2158 2021-03-16 20:38:24,338 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-03-16 20:38:24,339 - mmaction - INFO - Best top1_acc is 0.2387 at 6 epoch. 2021-03-16 20:38:24,342 - mmaction - INFO - Epoch(val) [6][1345] top1_acc: 0.2387, top5_acc: 0.5287, mean_class_accuracy: 0.2158 2021-03-16 20:38:45,286 - mmaction - INFO - Epoch [7][20/1345] lr: 1.000e-02, eta: 8:46:41, time: 1.046, data_time: 0.566, memory: 7066, top1_acc: 0.2984, top5_acc: 0.5773, loss_cls: 3.0583, loss: 3.0583, grad_norm: 5.5589 2021-03-16 20:38:56,166 - mmaction - INFO - Epoch [7][40/1345] lr: 1.000e-02, eta: 8:46:32, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.3023, top5_acc: 0.5508, loss_cls: 3.0537, loss: 3.0537, grad_norm: 5.3906 2021-03-16 20:39:07,203 - mmaction - INFO - Epoch [7][60/1345] lr: 1.000e-02, eta: 8:46:24, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.3023, top5_acc: 0.5641, loss_cls: 3.0705, loss: 3.0705, grad_norm: 5.3735 2021-03-16 20:39:18,047 - mmaction - INFO - Epoch [7][80/1345] lr: 1.000e-02, eta: 8:46:15, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.2953, top5_acc: 0.5687, loss_cls: 3.0425, loss: 3.0425, grad_norm: 5.3979 2021-03-16 20:39:29,366 - mmaction - INFO - Epoch [7][100/1345] lr: 1.000e-02, eta: 8:46:08, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.3078, top5_acc: 0.5594, loss_cls: 3.0844, loss: 3.0844, grad_norm: 5.5982 2021-03-16 20:39:40,414 - mmaction - INFO - Epoch [7][120/1345] lr: 1.000e-02, eta: 8:46:00, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.2867, top5_acc: 0.5594, loss_cls: 3.1135, loss: 3.1135, grad_norm: 5.4444 2021-03-16 20:39:51,258 - mmaction - INFO - Epoch [7][140/1345] lr: 1.000e-02, eta: 8:45:51, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.2852, top5_acc: 0.5813, loss_cls: 3.0099, loss: 3.0099, grad_norm: 5.6213 2021-03-16 20:40:02,114 - mmaction - INFO - Epoch [7][160/1345] lr: 1.000e-02, eta: 8:45:41, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.2867, top5_acc: 0.5594, loss_cls: 3.1017, loss: 3.1017, grad_norm: 5.4757 2021-03-16 20:40:13,035 - mmaction - INFO - Epoch [7][180/1345] lr: 1.000e-02, eta: 8:45:32, time: 0.547, data_time: 0.002, memory: 7066, top1_acc: 0.3039, top5_acc: 0.5555, loss_cls: 3.0482, loss: 3.0482, grad_norm: 5.7050 2021-03-16 20:40:23,996 - mmaction - INFO - Epoch [7][200/1345] lr: 1.000e-02, eta: 8:45:23, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.2883, top5_acc: 0.5430, loss_cls: 3.0838, loss: 3.0838, grad_norm: 5.4806 2021-03-16 20:40:34,911 - mmaction - INFO - Epoch [7][220/1345] lr: 1.000e-02, eta: 8:45:14, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.2852, top5_acc: 0.5687, loss_cls: 3.0678, loss: 3.0678, grad_norm: 5.5302 2021-03-16 20:40:45,639 - mmaction - INFO - Epoch [7][240/1345] lr: 1.000e-02, eta: 8:45:04, time: 0.536, data_time: 0.000, memory: 7066, top1_acc: 0.2930, top5_acc: 0.5430, loss_cls: 3.1547, loss: 3.1547, grad_norm: 5.4922 2021-03-16 20:40:56,324 - mmaction - INFO - Epoch [7][260/1345] lr: 1.000e-02, eta: 8:44:53, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.3070, top5_acc: 0.5672, loss_cls: 3.0901, loss: 3.0901, grad_norm: 5.4016 2021-03-16 20:41:07,284 - mmaction - INFO - Epoch [7][280/1345] lr: 1.000e-02, eta: 8:44:44, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.3109, top5_acc: 0.5891, loss_cls: 2.9607, loss: 2.9607, grad_norm: 5.5687 2021-03-16 20:41:18,192 - mmaction - INFO - Epoch [7][300/1345] lr: 1.000e-02, eta: 8:44:35, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.3039, top5_acc: 0.5594, loss_cls: 3.0780, loss: 3.0780, grad_norm: 5.6408 2021-03-16 20:41:29,030 - mmaction - INFO - Epoch [7][320/1345] lr: 1.000e-02, eta: 8:44:26, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.3023, top5_acc: 0.5633, loss_cls: 3.1243, loss: 3.1243, grad_norm: 5.7344 2021-03-16 20:41:39,797 - mmaction - INFO - Epoch [7][340/1345] lr: 1.000e-02, eta: 8:44:15, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.2867, top5_acc: 0.5773, loss_cls: 3.0495, loss: 3.0495, grad_norm: 5.9334 2021-03-16 20:41:50,719 - mmaction - INFO - Epoch [7][360/1345] lr: 1.000e-02, eta: 8:44:06, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.2812, top5_acc: 0.5477, loss_cls: 3.1152, loss: 3.1152, grad_norm: 5.5390 2021-03-16 20:42:01,744 - mmaction - INFO - Epoch [7][380/1345] lr: 1.000e-02, eta: 8:43:58, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.2883, top5_acc: 0.5422, loss_cls: 3.1389, loss: 3.1389, grad_norm: 5.6053 2021-03-16 20:42:12,866 - mmaction - INFO - Epoch [7][400/1345] lr: 1.000e-02, eta: 8:43:50, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.2891, top5_acc: 0.5766, loss_cls: 3.0573, loss: 3.0573, grad_norm: 5.4520 2021-03-16 20:42:23,712 - mmaction - INFO - Epoch [7][420/1345] lr: 1.000e-02, eta: 8:43:41, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.2875, top5_acc: 0.5602, loss_cls: 3.0844, loss: 3.0844, grad_norm: 5.5253 2021-03-16 20:42:34,643 - mmaction - INFO - Epoch [7][440/1345] lr: 1.000e-02, eta: 8:43:32, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.3234, top5_acc: 0.5609, loss_cls: 3.0073, loss: 3.0073, grad_norm: 5.6107 2021-03-16 20:42:45,645 - mmaction - INFO - Epoch [7][460/1345] lr: 1.000e-02, eta: 8:43:23, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.2570, top5_acc: 0.5578, loss_cls: 3.0771, loss: 3.0771, grad_norm: 5.9782 2021-03-16 20:42:56,564 - mmaction - INFO - Epoch [7][480/1345] lr: 1.000e-02, eta: 8:43:14, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.2922, top5_acc: 0.5563, loss_cls: 3.0961, loss: 3.0961, grad_norm: 5.5811 2021-03-16 20:43:07,403 - mmaction - INFO - Epoch [7][500/1345] lr: 1.000e-02, eta: 8:43:04, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.2812, top5_acc: 0.5734, loss_cls: 3.0394, loss: 3.0394, grad_norm: 5.4844 2021-03-16 20:43:18,262 - mmaction - INFO - Epoch [7][520/1345] lr: 1.000e-02, eta: 8:42:54, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.3227, top5_acc: 0.6000, loss_cls: 2.9051, loss: 2.9051, grad_norm: 5.5069 2021-03-16 20:43:29,233 - mmaction - INFO - Epoch [7][540/1345] lr: 1.000e-02, eta: 8:42:46, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.2953, top5_acc: 0.5820, loss_cls: 3.0086, loss: 3.0086, grad_norm: 5.5966 2021-03-16 20:43:39,938 - mmaction - INFO - Epoch [7][560/1345] lr: 1.000e-02, eta: 8:42:35, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.2930, top5_acc: 0.5555, loss_cls: 3.0605, loss: 3.0605, grad_norm: 5.5958 2021-03-16 20:43:50,929 - mmaction - INFO - Epoch [7][580/1345] lr: 1.000e-02, eta: 8:42:26, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.2867, top5_acc: 0.5453, loss_cls: 3.1483, loss: 3.1483, grad_norm: 5.6396 2021-03-16 20:44:01,767 - mmaction - INFO - Epoch [7][600/1345] lr: 1.000e-02, eta: 8:42:17, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.2961, top5_acc: 0.5734, loss_cls: 3.0245, loss: 3.0245, grad_norm: 5.5456 2021-03-16 20:44:12,448 - mmaction - INFO - Epoch [7][620/1345] lr: 1.000e-02, eta: 8:42:06, time: 0.534, data_time: 0.000, memory: 7066, top1_acc: 0.2984, top5_acc: 0.5602, loss_cls: 3.0064, loss: 3.0064, grad_norm: 5.3736 2021-03-16 20:44:23,563 - mmaction - INFO - Epoch [7][640/1345] lr: 1.000e-02, eta: 8:41:58, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.3406, top5_acc: 0.6039, loss_cls: 2.8957, loss: 2.8957, grad_norm: 5.5683 2021-03-16 20:44:34,471 - mmaction - INFO - Epoch [7][660/1345] lr: 1.000e-02, eta: 8:41:49, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.2969, top5_acc: 0.5625, loss_cls: 3.0882, loss: 3.0882, grad_norm: 5.8055 2021-03-16 20:44:45,312 - mmaction - INFO - Epoch [7][680/1345] lr: 1.000e-02, eta: 8:41:39, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.2750, top5_acc: 0.5617, loss_cls: 3.0481, loss: 3.0481, grad_norm: 5.5771 2021-03-16 20:44:56,233 - mmaction - INFO - Epoch [7][700/1345] lr: 1.000e-02, eta: 8:41:29, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.3031, top5_acc: 0.5539, loss_cls: 3.0532, loss: 3.0532, grad_norm: 5.6524 2021-03-16 20:45:07,348 - mmaction - INFO - Epoch [7][720/1345] lr: 1.000e-02, eta: 8:41:22, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.3039, top5_acc: 0.5914, loss_cls: 2.9690, loss: 2.9690, grad_norm: 5.6353 2021-03-16 20:45:18,448 - mmaction - INFO - Epoch [7][740/1345] lr: 1.000e-02, eta: 8:41:14, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.2859, top5_acc: 0.5398, loss_cls: 3.1648, loss: 3.1648, grad_norm: 5.6173 2021-03-16 20:45:29,349 - mmaction - INFO - Epoch [7][760/1345] lr: 1.000e-02, eta: 8:41:04, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.3016, top5_acc: 0.5648, loss_cls: 3.0560, loss: 3.0560, grad_norm: 5.4289 2021-03-16 20:45:40,278 - mmaction - INFO - Epoch [7][780/1345] lr: 1.000e-02, eta: 8:40:55, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3102, top5_acc: 0.5750, loss_cls: 2.9920, loss: 2.9920, grad_norm: 5.5440 2021-03-16 20:45:51,153 - mmaction - INFO - Epoch [7][800/1345] lr: 1.000e-02, eta: 8:40:45, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.3016, top5_acc: 0.5805, loss_cls: 2.9896, loss: 2.9896, grad_norm: 5.7129 2021-03-16 20:46:02,124 - mmaction - INFO - Epoch [7][820/1345] lr: 1.000e-02, eta: 8:40:36, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.3203, top5_acc: 0.5805, loss_cls: 2.9328, loss: 2.9328, grad_norm: 5.5870 2021-03-16 20:46:13,312 - mmaction - INFO - Epoch [7][840/1345] lr: 1.000e-02, eta: 8:40:29, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.2977, top5_acc: 0.5719, loss_cls: 3.0367, loss: 3.0367, grad_norm: 5.6903 2021-03-16 20:46:24,101 - mmaction - INFO - Epoch [7][860/1345] lr: 1.000e-02, eta: 8:40:19, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.2766, top5_acc: 0.5625, loss_cls: 3.0613, loss: 3.0613, grad_norm: 5.5475 2021-03-16 20:46:35,152 - mmaction - INFO - Epoch [7][880/1345] lr: 1.000e-02, eta: 8:40:10, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.2945, top5_acc: 0.5773, loss_cls: 3.0114, loss: 3.0114, grad_norm: 5.4306 2021-03-16 20:46:46,290 - mmaction - INFO - Epoch [7][900/1345] lr: 1.000e-02, eta: 8:40:02, time: 0.557, data_time: 0.002, memory: 7066, top1_acc: 0.2930, top5_acc: 0.5742, loss_cls: 3.0261, loss: 3.0261, grad_norm: 5.5270 2021-03-16 20:46:57,003 - mmaction - INFO - Epoch [7][920/1345] lr: 1.000e-02, eta: 8:39:52, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.2734, top5_acc: 0.5734, loss_cls: 3.0608, loss: 3.0608, grad_norm: 5.4395 2021-03-16 20:47:07,949 - mmaction - INFO - Epoch [7][940/1345] lr: 1.000e-02, eta: 8:39:42, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.3164, top5_acc: 0.5836, loss_cls: 2.9229, loss: 2.9229, grad_norm: 5.7642 2021-03-16 20:47:18,934 - mmaction - INFO - Epoch [7][960/1345] lr: 1.000e-02, eta: 8:39:34, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.3305, top5_acc: 0.5828, loss_cls: 2.9873, loss: 2.9873, grad_norm: 5.5597 2021-03-16 20:47:30,045 - mmaction - INFO - Epoch [7][980/1345] lr: 1.000e-02, eta: 8:39:25, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.3180, top5_acc: 0.5813, loss_cls: 2.9742, loss: 2.9742, grad_norm: 5.5780 2021-03-16 20:47:40,794 - mmaction - INFO - Epoch [7][1000/1345] lr: 1.000e-02, eta: 8:39:15, time: 0.537, data_time: 0.000, memory: 7066, top1_acc: 0.3000, top5_acc: 0.5789, loss_cls: 2.9995, loss: 2.9995, grad_norm: 5.6411 2021-03-16 20:47:51,925 - mmaction - INFO - Epoch [7][1020/1345] lr: 1.000e-02, eta: 8:39:07, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.3016, top5_acc: 0.5750, loss_cls: 2.9647, loss: 2.9647, grad_norm: 5.4657 2021-03-16 20:48:02,677 - mmaction - INFO - Epoch [7][1040/1345] lr: 1.000e-02, eta: 8:38:56, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.3234, top5_acc: 0.6016, loss_cls: 2.9570, loss: 2.9570, grad_norm: 5.7039 2021-03-16 20:48:13,516 - mmaction - INFO - Epoch [7][1060/1345] lr: 1.000e-02, eta: 8:38:47, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.3031, top5_acc: 0.5992, loss_cls: 2.9054, loss: 2.9054, grad_norm: 5.7583 2021-03-16 20:48:24,731 - mmaction - INFO - Epoch [7][1080/1345] lr: 1.000e-02, eta: 8:38:39, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.3156, top5_acc: 0.6023, loss_cls: 2.9110, loss: 2.9110, grad_norm: 5.6406 2021-03-16 20:48:35,635 - mmaction - INFO - Epoch [7][1100/1345] lr: 1.000e-02, eta: 8:38:29, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.3078, top5_acc: 0.5641, loss_cls: 3.0104, loss: 3.0104, grad_norm: 5.5519 2021-03-16 20:48:46,783 - mmaction - INFO - Epoch [7][1120/1345] lr: 1.000e-02, eta: 8:38:22, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.3039, top5_acc: 0.5828, loss_cls: 3.0527, loss: 3.0527, grad_norm: 5.4582 2021-03-16 20:48:57,532 - mmaction - INFO - Epoch [7][1140/1345] lr: 1.000e-02, eta: 8:38:11, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.3109, top5_acc: 0.5828, loss_cls: 3.0040, loss: 3.0040, grad_norm: 5.4900 2021-03-16 20:49:08,322 - mmaction - INFO - Epoch [7][1160/1345] lr: 1.000e-02, eta: 8:38:01, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.3297, top5_acc: 0.5898, loss_cls: 2.9436, loss: 2.9436, grad_norm: 5.7443 2021-03-16 20:49:19,339 - mmaction - INFO - Epoch [7][1180/1345] lr: 1.000e-02, eta: 8:37:52, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.3187, top5_acc: 0.5891, loss_cls: 2.9390, loss: 2.9390, grad_norm: 5.7564 2021-03-16 20:49:30,353 - mmaction - INFO - Epoch [7][1200/1345] lr: 1.000e-02, eta: 8:37:43, time: 0.551, data_time: 0.002, memory: 7066, top1_acc: 0.3297, top5_acc: 0.5945, loss_cls: 2.9294, loss: 2.9294, grad_norm: 5.7187 2021-03-16 20:49:41,319 - mmaction - INFO - Epoch [7][1220/1345] lr: 1.000e-02, eta: 8:37:34, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.2844, top5_acc: 0.5406, loss_cls: 3.0835, loss: 3.0835, grad_norm: 5.3680 2021-03-16 20:49:52,178 - mmaction - INFO - Epoch [7][1240/1345] lr: 1.000e-02, eta: 8:37:24, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.3164, top5_acc: 0.5859, loss_cls: 3.0095, loss: 3.0095, grad_norm: 5.6144 2021-03-16 20:50:03,049 - mmaction - INFO - Epoch [7][1260/1345] lr: 1.000e-02, eta: 8:37:14, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.2906, top5_acc: 0.5680, loss_cls: 3.0267, loss: 3.0267, grad_norm: 5.3989 2021-03-16 20:50:14,040 - mmaction - INFO - Epoch [7][1280/1345] lr: 1.000e-02, eta: 8:37:05, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.3187, top5_acc: 0.5656, loss_cls: 3.0042, loss: 3.0042, grad_norm: 5.4597 2021-03-16 20:50:25,239 - mmaction - INFO - Epoch [7][1300/1345] lr: 1.000e-02, eta: 8:36:58, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.3258, top5_acc: 0.6031, loss_cls: 2.9105, loss: 2.9105, grad_norm: 5.9170 2021-03-16 20:50:36,094 - mmaction - INFO - Epoch [7][1320/1345] lr: 1.000e-02, eta: 8:36:48, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3063, top5_acc: 0.5539, loss_cls: 3.0854, loss: 3.0854, grad_norm: 5.3776 2021-03-16 20:50:47,226 - mmaction - INFO - Epoch [7][1340/1345] lr: 1.000e-02, eta: 8:36:40, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.3109, top5_acc: 0.5953, loss_cls: 2.9819, loss: 2.9819, grad_norm: 5.6979 2021-03-16 20:50:50,083 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-03-16 20:51:13,094 - mmaction - INFO - Epoch [8][20/1345] lr: 1.000e-02, eta: 8:37:23, time: 1.132, data_time: 0.567, memory: 7066, top1_acc: 0.3078, top5_acc: 0.5781, loss_cls: 3.0560, loss: 3.0560, grad_norm: 5.5546 2021-03-16 20:51:24,104 - mmaction - INFO - Epoch [8][40/1345] lr: 1.000e-02, eta: 8:37:14, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.3406, top5_acc: 0.6203, loss_cls: 2.8441, loss: 2.8441, grad_norm: 5.8908 2021-03-16 20:51:35,062 - mmaction - INFO - Epoch [8][60/1345] lr: 1.000e-02, eta: 8:37:04, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.2945, top5_acc: 0.5898, loss_cls: 2.9888, loss: 2.9888, grad_norm: 5.3802 2021-03-16 20:51:45,957 - mmaction - INFO - Epoch [8][80/1345] lr: 1.000e-02, eta: 8:36:55, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.3055, top5_acc: 0.5570, loss_cls: 3.0477, loss: 3.0477, grad_norm: 5.6499 2021-03-16 20:51:56,756 - mmaction - INFO - Epoch [8][100/1345] lr: 1.000e-02, eta: 8:36:44, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.3398, top5_acc: 0.5977, loss_cls: 2.8837, loss: 2.8837, grad_norm: 5.4265 2021-03-16 20:52:07,224 - mmaction - INFO - Epoch [8][120/1345] lr: 1.000e-02, eta: 8:36:32, time: 0.524, data_time: 0.001, memory: 7066, top1_acc: 0.3273, top5_acc: 0.6000, loss_cls: 2.9126, loss: 2.9126, grad_norm: 5.8131 2021-03-16 20:52:14,760 - mmaction - INFO - Epoch [8][140/1345] lr: 1.000e-02, eta: 8:36:02, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.3172, top5_acc: 0.5992, loss_cls: 2.8894, loss: 2.8894, grad_norm: 5.6997 2021-03-16 20:52:22,389 - mmaction - INFO - Epoch [8][160/1345] lr: 1.000e-02, eta: 8:35:32, time: 0.380, data_time: 0.000, memory: 7066, top1_acc: 0.3133, top5_acc: 0.5984, loss_cls: 2.9000, loss: 2.9000, grad_norm: 5.6889 2021-03-16 20:52:30,672 - mmaction - INFO - Epoch [8][180/1345] lr: 1.000e-02, eta: 8:35:07, time: 0.415, data_time: 0.002, memory: 7066, top1_acc: 0.3414, top5_acc: 0.5938, loss_cls: 2.8868, loss: 2.8868, grad_norm: 5.8752 2021-03-16 20:52:41,703 - mmaction - INFO - Epoch [8][200/1345] lr: 1.000e-02, eta: 8:34:58, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.3117, top5_acc: 0.6047, loss_cls: 2.9240, loss: 2.9240, grad_norm: 5.6415 2021-03-16 20:52:52,396 - mmaction - INFO - Epoch [8][220/1345] lr: 1.000e-02, eta: 8:34:47, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.3039, top5_acc: 0.5711, loss_cls: 2.9624, loss: 2.9624, grad_norm: 5.5605 2021-03-16 20:53:03,257 - mmaction - INFO - Epoch [8][240/1345] lr: 1.000e-02, eta: 8:34:37, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3148, top5_acc: 0.5984, loss_cls: 2.9136, loss: 2.9136, grad_norm: 5.4299 2021-03-16 20:53:14,158 - mmaction - INFO - Epoch [8][260/1345] lr: 1.000e-02, eta: 8:34:28, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.3164, top5_acc: 0.5859, loss_cls: 2.9299, loss: 2.9299, grad_norm: 5.5721 2021-03-16 20:53:25,022 - mmaction - INFO - Epoch [8][280/1345] lr: 1.000e-02, eta: 8:34:18, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3320, top5_acc: 0.6117, loss_cls: 2.9005, loss: 2.9005, grad_norm: 5.7561 2021-03-16 20:53:36,171 - mmaction - INFO - Epoch [8][300/1345] lr: 1.000e-02, eta: 8:34:09, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.3500, top5_acc: 0.6125, loss_cls: 2.8319, loss: 2.8319, grad_norm: 5.6384 2021-03-16 20:53:47,049 - mmaction - INFO - Epoch [8][320/1345] lr: 1.000e-02, eta: 8:34:00, time: 0.545, data_time: 0.002, memory: 7066, top1_acc: 0.3227, top5_acc: 0.6031, loss_cls: 2.8738, loss: 2.8738, grad_norm: 5.8145 2021-03-16 20:53:57,836 - mmaction - INFO - Epoch [8][340/1345] lr: 1.000e-02, eta: 8:33:49, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.3156, top5_acc: 0.5938, loss_cls: 2.9341, loss: 2.9341, grad_norm: 5.8349 2021-03-16 20:54:08,745 - mmaction - INFO - Epoch [8][360/1345] lr: 1.000e-02, eta: 8:33:40, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3180, top5_acc: 0.6086, loss_cls: 2.9240, loss: 2.9240, grad_norm: 5.5123 2021-03-16 20:54:19,449 - mmaction - INFO - Epoch [8][380/1345] lr: 1.000e-02, eta: 8:33:29, time: 0.535, data_time: 0.000, memory: 7066, top1_acc: 0.3352, top5_acc: 0.6117, loss_cls: 2.8378, loss: 2.8378, grad_norm: 5.7256 2021-03-16 20:54:30,322 - mmaction - INFO - Epoch [8][400/1345] lr: 1.000e-02, eta: 8:33:19, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.2977, top5_acc: 0.5891, loss_cls: 2.9837, loss: 2.9837, grad_norm: 5.7986 2021-03-16 20:54:41,087 - mmaction - INFO - Epoch [8][420/1345] lr: 1.000e-02, eta: 8:33:09, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.3273, top5_acc: 0.6047, loss_cls: 2.8851, loss: 2.8851, grad_norm: 5.7314 2021-03-16 20:54:52,083 - mmaction - INFO - Epoch [8][440/1345] lr: 1.000e-02, eta: 8:32:59, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.3195, top5_acc: 0.6039, loss_cls: 2.9003, loss: 2.9003, grad_norm: 5.5887 2021-03-16 20:55:02,793 - mmaction - INFO - Epoch [8][460/1345] lr: 1.000e-02, eta: 8:32:49, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.3148, top5_acc: 0.5820, loss_cls: 2.9426, loss: 2.9426, grad_norm: 5.6207 2021-03-16 20:55:13,959 - mmaction - INFO - Epoch [8][480/1345] lr: 1.000e-02, eta: 8:32:40, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.3180, top5_acc: 0.5945, loss_cls: 2.9237, loss: 2.9237, grad_norm: 5.7417 2021-03-16 20:55:25,010 - mmaction - INFO - Epoch [8][500/1345] lr: 1.000e-02, eta: 8:32:31, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.3047, top5_acc: 0.6008, loss_cls: 2.9723, loss: 2.9723, grad_norm: 5.6263 2021-03-16 20:55:35,855 - mmaction - INFO - Epoch [8][520/1345] lr: 1.000e-02, eta: 8:32:22, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3359, top5_acc: 0.6031, loss_cls: 2.8920, loss: 2.8920, grad_norm: 5.8090 2021-03-16 20:55:46,747 - mmaction - INFO - Epoch [8][540/1345] lr: 1.000e-02, eta: 8:32:12, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.3273, top5_acc: 0.5906, loss_cls: 2.9160, loss: 2.9160, grad_norm: 5.4784 2021-03-16 20:55:57,634 - mmaction - INFO - Epoch [8][560/1345] lr: 1.000e-02, eta: 8:32:02, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.3492, top5_acc: 0.6219, loss_cls: 2.7877, loss: 2.7877, grad_norm: 5.7052 2021-03-16 20:56:08,579 - mmaction - INFO - Epoch [8][580/1345] lr: 1.000e-02, eta: 8:31:52, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.2906, top5_acc: 0.5813, loss_cls: 3.0101, loss: 3.0101, grad_norm: 5.5751 2021-03-16 20:56:19,617 - mmaction - INFO - Epoch [8][600/1345] lr: 1.000e-02, eta: 8:31:43, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.3203, top5_acc: 0.5977, loss_cls: 2.9514, loss: 2.9514, grad_norm: 5.6810 2021-03-16 20:56:30,656 - mmaction - INFO - Epoch [8][620/1345] lr: 1.000e-02, eta: 8:31:34, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.3109, top5_acc: 0.5961, loss_cls: 2.9179, loss: 2.9179, grad_norm: 5.5780 2021-03-16 20:56:41,456 - mmaction - INFO - Epoch [8][640/1345] lr: 1.000e-02, eta: 8:31:24, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.3203, top5_acc: 0.5945, loss_cls: 2.9357, loss: 2.9357, grad_norm: 5.8964 2021-03-16 20:56:52,575 - mmaction - INFO - Epoch [8][660/1345] lr: 1.000e-02, eta: 8:31:16, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.3086, top5_acc: 0.5961, loss_cls: 2.9342, loss: 2.9342, grad_norm: 5.6298 2021-03-16 20:57:03,574 - mmaction - INFO - Epoch [8][680/1345] lr: 1.000e-02, eta: 8:31:06, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.3086, top5_acc: 0.5883, loss_cls: 2.9333, loss: 2.9333, grad_norm: 5.8300 2021-03-16 20:57:14,317 - mmaction - INFO - Epoch [8][700/1345] lr: 1.000e-02, eta: 8:30:56, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.3164, top5_acc: 0.5938, loss_cls: 2.9331, loss: 2.9331, grad_norm: 5.7622 2021-03-16 20:57:25,457 - mmaction - INFO - Epoch [8][720/1345] lr: 1.000e-02, eta: 8:30:47, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.3117, top5_acc: 0.5961, loss_cls: 2.9464, loss: 2.9464, grad_norm: 5.7893 2021-03-16 20:57:36,119 - mmaction - INFO - Epoch [8][740/1345] lr: 1.000e-02, eta: 8:30:36, time: 0.534, data_time: 0.002, memory: 7066, top1_acc: 0.3367, top5_acc: 0.5859, loss_cls: 2.9081, loss: 2.9081, grad_norm: 5.5493 2021-03-16 20:57:47,112 - mmaction - INFO - Epoch [8][760/1345] lr: 1.000e-02, eta: 8:30:27, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.3234, top5_acc: 0.5961, loss_cls: 2.9026, loss: 2.9026, grad_norm: 5.7336 2021-03-16 20:57:57,968 - mmaction - INFO - Epoch [8][780/1345] lr: 1.000e-02, eta: 8:30:17, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3336, top5_acc: 0.6117, loss_cls: 2.8279, loss: 2.8279, grad_norm: 5.6797 2021-03-16 20:58:09,188 - mmaction - INFO - Epoch [8][800/1345] lr: 1.000e-02, eta: 8:30:09, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.3477, top5_acc: 0.6094, loss_cls: 2.8382, loss: 2.8382, grad_norm: 5.9566 2021-03-16 20:58:20,128 - mmaction - INFO - Epoch [8][820/1345] lr: 1.000e-02, eta: 8:29:59, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.3156, top5_acc: 0.5922, loss_cls: 2.8823, loss: 2.8823, grad_norm: 5.8284 2021-03-16 20:58:31,021 - mmaction - INFO - Epoch [8][840/1345] lr: 1.000e-02, eta: 8:29:49, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.3242, top5_acc: 0.6039, loss_cls: 2.9267, loss: 2.9267, grad_norm: 5.4690 2021-03-16 20:58:42,135 - mmaction - INFO - Epoch [8][860/1345] lr: 1.000e-02, eta: 8:29:41, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.3172, top5_acc: 0.5766, loss_cls: 2.9335, loss: 2.9335, grad_norm: 5.7280 2021-03-16 20:58:53,034 - mmaction - INFO - Epoch [8][880/1345] lr: 1.000e-02, eta: 8:29:31, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.3203, top5_acc: 0.5969, loss_cls: 2.8525, loss: 2.8525, grad_norm: 5.6555 2021-03-16 20:59:04,005 - mmaction - INFO - Epoch [8][900/1345] lr: 1.000e-02, eta: 8:29:22, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.3156, top5_acc: 0.6234, loss_cls: 2.8435, loss: 2.8435, grad_norm: 5.7174 2021-03-16 20:59:15,066 - mmaction - INFO - Epoch [8][920/1345] lr: 1.000e-02, eta: 8:29:13, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.3070, top5_acc: 0.5914, loss_cls: 2.9846, loss: 2.9846, grad_norm: 5.5843 2021-03-16 20:59:25,878 - mmaction - INFO - Epoch [8][940/1345] lr: 1.000e-02, eta: 8:29:02, time: 0.540, data_time: 0.000, memory: 7066, top1_acc: 0.3031, top5_acc: 0.5891, loss_cls: 2.9868, loss: 2.9868, grad_norm: 5.5650 2021-03-16 20:59:36,590 - mmaction - INFO - Epoch [8][960/1345] lr: 1.000e-02, eta: 8:28:51, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.3445, top5_acc: 0.6172, loss_cls: 2.8080, loss: 2.8080, grad_norm: 5.6540 2021-03-16 20:59:47,968 - mmaction - INFO - Epoch [8][980/1345] lr: 1.000e-02, eta: 8:28:44, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.3430, top5_acc: 0.6016, loss_cls: 2.8833, loss: 2.8833, grad_norm: 5.9020 2021-03-16 20:59:58,863 - mmaction - INFO - Epoch [8][1000/1345] lr: 1.000e-02, eta: 8:28:34, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.3133, top5_acc: 0.5984, loss_cls: 2.9602, loss: 2.9602, grad_norm: 5.6731 2021-03-16 21:00:09,711 - mmaction - INFO - Epoch [8][1020/1345] lr: 1.000e-02, eta: 8:28:24, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3336, top5_acc: 0.6164, loss_cls: 2.8905, loss: 2.8905, grad_norm: 5.6838 2021-03-16 21:00:20,511 - mmaction - INFO - Epoch [8][1040/1345] lr: 1.000e-02, eta: 8:28:14, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.3078, top5_acc: 0.5930, loss_cls: 2.9573, loss: 2.9573, grad_norm: 5.7890 2021-03-16 21:00:31,410 - mmaction - INFO - Epoch [8][1060/1345] lr: 1.000e-02, eta: 8:28:04, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3211, top5_acc: 0.5750, loss_cls: 2.9849, loss: 2.9849, grad_norm: 5.6107 2021-03-16 21:00:42,438 - mmaction - INFO - Epoch [8][1080/1345] lr: 1.000e-02, eta: 8:27:55, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.3383, top5_acc: 0.6008, loss_cls: 2.8350, loss: 2.8350, grad_norm: 5.6931 2021-03-16 21:00:53,370 - mmaction - INFO - Epoch [8][1100/1345] lr: 1.000e-02, eta: 8:27:45, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.3078, top5_acc: 0.5883, loss_cls: 2.9232, loss: 2.9232, grad_norm: 5.6216 2021-03-16 21:01:04,218 - mmaction - INFO - Epoch [8][1120/1345] lr: 1.000e-02, eta: 8:27:35, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.3219, top5_acc: 0.5906, loss_cls: 2.9121, loss: 2.9121, grad_norm: 5.6799 2021-03-16 21:01:15,228 - mmaction - INFO - Epoch [8][1140/1345] lr: 1.000e-02, eta: 8:27:26, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.3305, top5_acc: 0.6078, loss_cls: 2.8645, loss: 2.8645, grad_norm: 5.7465 2021-03-16 21:01:26,317 - mmaction - INFO - Epoch [8][1160/1345] lr: 1.000e-02, eta: 8:27:17, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.3289, top5_acc: 0.5984, loss_cls: 2.9332, loss: 2.9332, grad_norm: 5.8375 2021-03-16 21:01:37,337 - mmaction - INFO - Epoch [8][1180/1345] lr: 1.000e-02, eta: 8:27:07, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.3250, top5_acc: 0.6008, loss_cls: 2.8825, loss: 2.8825, grad_norm: 5.7368 2021-03-16 21:01:48,226 - mmaction - INFO - Epoch [8][1200/1345] lr: 1.000e-02, eta: 8:26:57, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.3242, top5_acc: 0.6180, loss_cls: 2.8267, loss: 2.8267, grad_norm: 6.0988 2021-03-16 21:01:59,204 - mmaction - INFO - Epoch [8][1220/1345] lr: 1.000e-02, eta: 8:26:48, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.3273, top5_acc: 0.6008, loss_cls: 2.9151, loss: 2.9151, grad_norm: 5.6717 2021-03-16 21:02:10,416 - mmaction - INFO - Epoch [8][1240/1345] lr: 1.000e-02, eta: 8:26:40, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.3055, top5_acc: 0.5945, loss_cls: 2.9532, loss: 2.9532, grad_norm: 5.7178 2021-03-16 21:02:21,267 - mmaction - INFO - Epoch [8][1260/1345] lr: 1.000e-02, eta: 8:26:30, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.3281, top5_acc: 0.6055, loss_cls: 2.8374, loss: 2.8374, grad_norm: 5.7194 2021-03-16 21:02:32,425 - mmaction - INFO - Epoch [8][1280/1345] lr: 1.000e-02, eta: 8:26:21, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.3305, top5_acc: 0.6086, loss_cls: 2.9099, loss: 2.9099, grad_norm: 5.8174 2021-03-16 21:02:43,190 - mmaction - INFO - Epoch [8][1300/1345] lr: 1.000e-02, eta: 8:26:10, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.3320, top5_acc: 0.5953, loss_cls: 2.8937, loss: 2.8937, grad_norm: 5.8174 2021-03-16 21:02:54,070 - mmaction - INFO - Epoch [8][1320/1345] lr: 1.000e-02, eta: 8:26:00, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.3141, top5_acc: 0.5875, loss_cls: 2.9667, loss: 2.9667, grad_norm: 5.7029 2021-03-16 21:03:04,977 - mmaction - INFO - Epoch [8][1340/1345] lr: 1.000e-02, eta: 8:25:50, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.3227, top5_acc: 0.5969, loss_cls: 2.9232, loss: 2.9232, grad_norm: 5.7903 2021-03-16 21:03:08,060 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-03-16 21:04:12,098 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 21:04:12,248 - mmaction - INFO - top1_acc 0.2671 top5_acc 0.5562 2021-03-16 21:04:12,248 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 21:04:12,258 - mmaction - INFO - mean_acc 0.2416 2021-03-16 21:04:12,646 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2021-03-16 21:04:12,646 - mmaction - INFO - Best top1_acc is 0.2671 at 8 epoch. 2021-03-16 21:04:12,652 - mmaction - INFO - Epoch(val) [8][1345] top1_acc: 0.2671, top5_acc: 0.5562, mean_class_accuracy: 0.2416 2021-03-16 21:04:34,796 - mmaction - INFO - Epoch [9][20/1345] lr: 1.000e-02, eta: 8:26:23, time: 1.106, data_time: 0.525, memory: 7066, top1_acc: 0.3094, top5_acc: 0.5680, loss_cls: 3.0110, loss: 3.0110, grad_norm: 5.5680 2021-03-16 21:04:45,845 - mmaction - INFO - Epoch [9][40/1345] lr: 1.000e-02, eta: 8:26:13, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.3359, top5_acc: 0.5969, loss_cls: 2.9192, loss: 2.9192, grad_norm: 5.6125 2021-03-16 21:04:56,997 - mmaction - INFO - Epoch [9][60/1345] lr: 1.000e-02, eta: 8:26:05, time: 0.558, data_time: 0.000, memory: 7066, top1_acc: 0.3602, top5_acc: 0.6281, loss_cls: 2.7406, loss: 2.7406, grad_norm: 5.7666 2021-03-16 21:05:07,781 - mmaction - INFO - Epoch [9][80/1345] lr: 1.000e-02, eta: 8:25:54, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.3359, top5_acc: 0.6008, loss_cls: 2.8673, loss: 2.8673, grad_norm: 5.7503 2021-03-16 21:05:18,980 - mmaction - INFO - Epoch [9][100/1345] lr: 1.000e-02, eta: 8:25:46, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.3133, top5_acc: 0.6078, loss_cls: 2.8946, loss: 2.8946, grad_norm: 5.9396 2021-03-16 21:05:30,051 - mmaction - INFO - Epoch [9][120/1345] lr: 1.000e-02, eta: 8:25:36, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.3586, top5_acc: 0.6156, loss_cls: 2.7841, loss: 2.7841, grad_norm: 5.6193 2021-03-16 21:05:37,780 - mmaction - INFO - Epoch [9][140/1345] lr: 1.000e-02, eta: 8:25:10, time: 0.387, data_time: 0.002, memory: 7066, top1_acc: 0.3352, top5_acc: 0.5914, loss_cls: 2.9054, loss: 2.9054, grad_norm: 5.6804 2021-03-16 21:05:45,539 - mmaction - INFO - Epoch [9][160/1345] lr: 1.000e-02, eta: 8:24:44, time: 0.389, data_time: 0.044, memory: 7066, top1_acc: 0.3258, top5_acc: 0.6148, loss_cls: 2.8967, loss: 2.8967, grad_norm: 5.8202 2021-03-16 21:05:53,256 - mmaction - INFO - Epoch [9][180/1345] lr: 1.000e-02, eta: 8:24:17, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.3273, top5_acc: 0.6273, loss_cls: 2.8527, loss: 2.8527, grad_norm: 5.7088 2021-03-16 21:06:03,659 - mmaction - INFO - Epoch [9][200/1345] lr: 1.000e-02, eta: 8:24:05, time: 0.521, data_time: 0.002, memory: 7066, top1_acc: 0.3461, top5_acc: 0.6281, loss_cls: 2.8012, loss: 2.8012, grad_norm: 5.5579 2021-03-16 21:06:14,415 - mmaction - INFO - Epoch [9][220/1345] lr: 1.000e-02, eta: 8:23:54, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.3242, top5_acc: 0.6109, loss_cls: 2.9073, loss: 2.9073, grad_norm: 5.9056 2021-03-16 21:06:25,157 - mmaction - INFO - Epoch [9][240/1345] lr: 1.000e-02, eta: 8:23:43, time: 0.537, data_time: 0.000, memory: 7066, top1_acc: 0.3461, top5_acc: 0.5898, loss_cls: 2.9084, loss: 2.9084, grad_norm: 5.8194 2021-03-16 21:06:36,175 - mmaction - INFO - Epoch [9][260/1345] lr: 1.000e-02, eta: 8:23:34, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.3273, top5_acc: 0.6203, loss_cls: 2.8458, loss: 2.8458, grad_norm: 5.7034 2021-03-16 21:06:47,082 - mmaction - INFO - Epoch [9][280/1345] lr: 1.000e-02, eta: 8:23:24, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.3414, top5_acc: 0.6188, loss_cls: 2.8185, loss: 2.8185, grad_norm: 5.8098 2021-03-16 21:06:57,777 - mmaction - INFO - Epoch [9][300/1345] lr: 1.000e-02, eta: 8:23:13, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.3203, top5_acc: 0.6180, loss_cls: 2.8396, loss: 2.8396, grad_norm: 5.7093 2021-03-16 21:07:08,804 - mmaction - INFO - Epoch [9][320/1345] lr: 1.000e-02, eta: 8:23:04, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.3359, top5_acc: 0.6086, loss_cls: 2.8371, loss: 2.8371, grad_norm: 5.5390 2021-03-16 21:07:19,692 - mmaction - INFO - Epoch [9][340/1345] lr: 1.000e-02, eta: 8:22:54, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.3516, top5_acc: 0.6219, loss_cls: 2.8052, loss: 2.8052, grad_norm: 5.8777 2021-03-16 21:07:30,523 - mmaction - INFO - Epoch [9][360/1345] lr: 1.000e-02, eta: 8:22:43, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.3125, top5_acc: 0.5813, loss_cls: 2.9470, loss: 2.9470, grad_norm: 5.9877 2021-03-16 21:07:41,552 - mmaction - INFO - Epoch [9][380/1345] lr: 1.000e-02, eta: 8:22:34, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.3609, top5_acc: 0.6047, loss_cls: 2.8159, loss: 2.8159, grad_norm: 5.6963 2021-03-16 21:07:52,379 - mmaction - INFO - Epoch [9][400/1345] lr: 1.000e-02, eta: 8:22:24, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.3133, top5_acc: 0.5945, loss_cls: 2.9010, loss: 2.9010, grad_norm: 5.6174 2021-03-16 21:08:03,255 - mmaction - INFO - Epoch [9][420/1345] lr: 1.000e-02, eta: 8:22:14, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.3648, top5_acc: 0.6172, loss_cls: 2.7827, loss: 2.7827, grad_norm: 5.7529 2021-03-16 21:08:14,400 - mmaction - INFO - Epoch [9][440/1345] lr: 1.000e-02, eta: 8:22:05, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.3414, top5_acc: 0.6258, loss_cls: 2.8019, loss: 2.8019, grad_norm: 5.9640 2021-03-16 21:08:25,263 - mmaction - INFO - Epoch [9][460/1345] lr: 1.000e-02, eta: 8:21:55, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3211, top5_acc: 0.5922, loss_cls: 2.9163, loss: 2.9163, grad_norm: 5.6566 2021-03-16 21:08:36,145 - mmaction - INFO - Epoch [9][480/1345] lr: 1.000e-02, eta: 8:21:44, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.3086, top5_acc: 0.6062, loss_cls: 2.8752, loss: 2.8752, grad_norm: 5.5702 2021-03-16 21:08:47,174 - mmaction - INFO - Epoch [9][500/1345] lr: 1.000e-02, eta: 8:21:35, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.3438, top5_acc: 0.5992, loss_cls: 2.8600, loss: 2.8600, grad_norm: 5.5760 2021-03-16 21:08:57,864 - mmaction - INFO - Epoch [9][520/1345] lr: 1.000e-02, eta: 8:21:24, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.3320, top5_acc: 0.5992, loss_cls: 2.8751, loss: 2.8751, grad_norm: 5.7771 2021-03-16 21:09:08,563 - mmaction - INFO - Epoch [9][540/1345] lr: 1.000e-02, eta: 8:21:13, time: 0.535, data_time: 0.000, memory: 7066, top1_acc: 0.3289, top5_acc: 0.6070, loss_cls: 2.8714, loss: 2.8714, grad_norm: 5.5431 2021-03-16 21:09:19,581 - mmaction - INFO - Epoch [9][560/1345] lr: 1.000e-02, eta: 8:21:04, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.3367, top5_acc: 0.6117, loss_cls: 2.8025, loss: 2.8025, grad_norm: 5.7375 2021-03-16 21:09:30,662 - mmaction - INFO - Epoch [9][580/1345] lr: 1.000e-02, eta: 8:20:54, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.3328, top5_acc: 0.6164, loss_cls: 2.8482, loss: 2.8482, grad_norm: 5.7399 2021-03-16 21:09:41,617 - mmaction - INFO - Epoch [9][600/1345] lr: 1.000e-02, eta: 8:20:45, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.3305, top5_acc: 0.6094, loss_cls: 2.8041, loss: 2.8041, grad_norm: 5.6324 2021-03-16 21:09:52,420 - mmaction - INFO - Epoch [9][620/1345] lr: 1.000e-02, eta: 8:20:34, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.3336, top5_acc: 0.6234, loss_cls: 2.8107, loss: 2.8107, grad_norm: 5.5896 2021-03-16 21:10:03,239 - mmaction - INFO - Epoch [9][640/1345] lr: 1.000e-02, eta: 8:20:24, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.3547, top5_acc: 0.6297, loss_cls: 2.7436, loss: 2.7436, grad_norm: 5.5247 2021-03-16 21:10:14,293 - mmaction - INFO - Epoch [9][660/1345] lr: 1.000e-02, eta: 8:20:15, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.3453, top5_acc: 0.6359, loss_cls: 2.7128, loss: 2.7128, grad_norm: 5.9869 2021-03-16 21:10:25,286 - mmaction - INFO - Epoch [9][680/1345] lr: 1.000e-02, eta: 8:20:05, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.3516, top5_acc: 0.6266, loss_cls: 2.7954, loss: 2.7954, grad_norm: 5.6045 2021-03-16 21:10:36,005 - mmaction - INFO - Epoch [9][700/1345] lr: 1.000e-02, eta: 8:19:54, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.3492, top5_acc: 0.6188, loss_cls: 2.8447, loss: 2.8447, grad_norm: 5.6558 2021-03-16 21:10:46,769 - mmaction - INFO - Epoch [9][720/1345] lr: 1.000e-02, eta: 8:19:43, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.3297, top5_acc: 0.6086, loss_cls: 2.9132, loss: 2.9132, grad_norm: 5.5227 2021-03-16 21:10:57,976 - mmaction - INFO - Epoch [9][740/1345] lr: 1.000e-02, eta: 8:19:35, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6602, loss_cls: 2.6452, loss: 2.6452, grad_norm: 5.8806 2021-03-16 21:11:08,749 - mmaction - INFO - Epoch [9][760/1345] lr: 1.000e-02, eta: 8:19:24, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.3133, top5_acc: 0.5742, loss_cls: 2.9791, loss: 2.9791, grad_norm: 5.5819 2021-03-16 21:11:19,542 - mmaction - INFO - Epoch [9][780/1345] lr: 1.000e-02, eta: 8:19:14, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.3312, top5_acc: 0.6336, loss_cls: 2.7882, loss: 2.7882, grad_norm: 6.0255 2021-03-16 21:11:30,499 - mmaction - INFO - Epoch [9][800/1345] lr: 1.000e-02, eta: 8:19:04, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.3406, top5_acc: 0.6008, loss_cls: 2.8637, loss: 2.8637, grad_norm: 5.5497 2021-03-16 21:11:41,465 - mmaction - INFO - Epoch [9][820/1345] lr: 1.000e-02, eta: 8:18:54, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.3539, top5_acc: 0.6242, loss_cls: 2.8050, loss: 2.8050, grad_norm: 5.8981 2021-03-16 21:11:52,317 - mmaction - INFO - Epoch [9][840/1345] lr: 1.000e-02, eta: 8:18:44, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3242, top5_acc: 0.6094, loss_cls: 2.8596, loss: 2.8596, grad_norm: 5.7255 2021-03-16 21:12:03,071 - mmaction - INFO - Epoch [9][860/1345] lr: 1.000e-02, eta: 8:18:33, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.3406, top5_acc: 0.6336, loss_cls: 2.7805, loss: 2.7805, grad_norm: 5.7937 2021-03-16 21:12:14,027 - mmaction - INFO - Epoch [9][880/1345] lr: 1.000e-02, eta: 8:18:23, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.3344, top5_acc: 0.6359, loss_cls: 2.8068, loss: 2.8068, grad_norm: 5.9647 2021-03-16 21:12:24,927 - mmaction - INFO - Epoch [9][900/1345] lr: 1.000e-02, eta: 8:18:13, time: 0.545, data_time: 0.002, memory: 7066, top1_acc: 0.3336, top5_acc: 0.6109, loss_cls: 2.9066, loss: 2.9066, grad_norm: 5.8280 2021-03-16 21:12:35,973 - mmaction - INFO - Epoch [9][920/1345] lr: 1.000e-02, eta: 8:18:04, time: 0.553, data_time: 0.002, memory: 7066, top1_acc: 0.3016, top5_acc: 0.5922, loss_cls: 2.9661, loss: 2.9661, grad_norm: 5.7182 2021-03-16 21:12:46,919 - mmaction - INFO - Epoch [9][940/1345] lr: 1.000e-02, eta: 8:17:54, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.3273, top5_acc: 0.5867, loss_cls: 2.9097, loss: 2.9097, grad_norm: 5.4329 2021-03-16 21:12:57,976 - mmaction - INFO - Epoch [9][960/1345] lr: 1.000e-02, eta: 8:17:45, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.3039, top5_acc: 0.5898, loss_cls: 2.9547, loss: 2.9547, grad_norm: 5.6726 2021-03-16 21:13:08,779 - mmaction - INFO - Epoch [9][980/1345] lr: 1.000e-02, eta: 8:17:34, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.3609, top5_acc: 0.6297, loss_cls: 2.7761, loss: 2.7761, grad_norm: 5.6389 2021-03-16 21:13:19,798 - mmaction - INFO - Epoch [9][1000/1345] lr: 1.000e-02, eta: 8:17:25, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.3109, top5_acc: 0.6070, loss_cls: 2.8960, loss: 2.8960, grad_norm: 5.7296 2021-03-16 21:13:30,698 - mmaction - INFO - Epoch [9][1020/1345] lr: 1.000e-02, eta: 8:17:14, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.3516, top5_acc: 0.6195, loss_cls: 2.7888, loss: 2.7888, grad_norm: 5.7918 2021-03-16 21:13:41,647 - mmaction - INFO - Epoch [9][1040/1345] lr: 1.000e-02, eta: 8:17:05, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.3305, top5_acc: 0.6031, loss_cls: 2.8725, loss: 2.8725, grad_norm: 5.7506 2021-03-16 21:13:52,486 - mmaction - INFO - Epoch [9][1060/1345] lr: 1.000e-02, eta: 8:16:54, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.3414, top5_acc: 0.5844, loss_cls: 2.9081, loss: 2.9081, grad_norm: 5.8041 2021-03-16 21:14:03,335 - mmaction - INFO - Epoch [9][1080/1345] lr: 1.000e-02, eta: 8:16:44, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.3273, top5_acc: 0.5984, loss_cls: 2.8668, loss: 2.8668, grad_norm: 5.7582 2021-03-16 21:14:14,153 - mmaction - INFO - Epoch [9][1100/1345] lr: 1.000e-02, eta: 8:16:33, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.3187, top5_acc: 0.6109, loss_cls: 2.9091, loss: 2.9091, grad_norm: 5.8624 2021-03-16 21:14:25,337 - mmaction - INFO - Epoch [9][1120/1345] lr: 1.000e-02, eta: 8:16:25, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.3516, top5_acc: 0.6312, loss_cls: 2.7099, loss: 2.7099, grad_norm: 5.6352 2021-03-16 21:14:36,108 - mmaction - INFO - Epoch [9][1140/1345] lr: 1.000e-02, eta: 8:16:14, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.3453, top5_acc: 0.6297, loss_cls: 2.8353, loss: 2.8353, grad_norm: 5.7139 2021-03-16 21:14:46,896 - mmaction - INFO - Epoch [9][1160/1345] lr: 1.000e-02, eta: 8:16:03, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.3500, top5_acc: 0.6219, loss_cls: 2.8031, loss: 2.8031, grad_norm: 5.8974 2021-03-16 21:14:57,893 - mmaction - INFO - Epoch [9][1180/1345] lr: 1.000e-02, eta: 8:15:54, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.3539, top5_acc: 0.6078, loss_cls: 2.8439, loss: 2.8439, grad_norm: 5.6776 2021-03-16 21:15:08,806 - mmaction - INFO - Epoch [9][1200/1345] lr: 1.000e-02, eta: 8:15:44, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.3297, top5_acc: 0.6039, loss_cls: 2.8452, loss: 2.8452, grad_norm: 5.6398 2021-03-16 21:15:19,526 - mmaction - INFO - Epoch [9][1220/1345] lr: 1.000e-02, eta: 8:15:33, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.3547, top5_acc: 0.6086, loss_cls: 2.7968, loss: 2.7968, grad_norm: 5.5874 2021-03-16 21:15:30,410 - mmaction - INFO - Epoch [9][1240/1345] lr: 1.000e-02, eta: 8:15:22, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.3578, top5_acc: 0.6312, loss_cls: 2.7771, loss: 2.7771, grad_norm: 5.8406 2021-03-16 21:15:41,428 - mmaction - INFO - Epoch [9][1260/1345] lr: 1.000e-02, eta: 8:15:13, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.3633, top5_acc: 0.6117, loss_cls: 2.7913, loss: 2.7913, grad_norm: 5.8774 2021-03-16 21:15:52,342 - mmaction - INFO - Epoch [9][1280/1345] lr: 1.000e-02, eta: 8:15:03, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.3523, top5_acc: 0.6242, loss_cls: 2.7890, loss: 2.7890, grad_norm: 5.5583 2021-03-16 21:16:03,424 - mmaction - INFO - Epoch [9][1300/1345] lr: 1.000e-02, eta: 8:14:54, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6352, loss_cls: 2.7138, loss: 2.7138, grad_norm: 5.7541 2021-03-16 21:16:14,489 - mmaction - INFO - Epoch [9][1320/1345] lr: 1.000e-02, eta: 8:14:44, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.3312, top5_acc: 0.6242, loss_cls: 2.8282, loss: 2.8282, grad_norm: 5.7526 2021-03-16 21:16:25,257 - mmaction - INFO - Epoch [9][1340/1345] lr: 1.000e-02, eta: 8:14:34, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.3578, top5_acc: 0.6242, loss_cls: 2.8052, loss: 2.8052, grad_norm: 5.7513 2021-03-16 21:16:28,224 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-03-16 21:16:51,578 - mmaction - INFO - Epoch [10][20/1345] lr: 1.000e-02, eta: 8:15:04, time: 1.151, data_time: 0.573, memory: 7066, top1_acc: 0.3453, top5_acc: 0.6102, loss_cls: 2.8089, loss: 2.8089, grad_norm: 5.7623 2021-03-16 21:17:02,644 - mmaction - INFO - Epoch [10][40/1345] lr: 1.000e-02, eta: 8:14:54, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.3312, top5_acc: 0.6039, loss_cls: 2.8456, loss: 2.8456, grad_norm: 5.7748 2021-03-16 21:17:13,445 - mmaction - INFO - Epoch [10][60/1345] lr: 1.000e-02, eta: 8:14:43, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.3344, top5_acc: 0.6266, loss_cls: 2.8046, loss: 2.8046, grad_norm: 5.6118 2021-03-16 21:17:24,490 - mmaction - INFO - Epoch [10][80/1345] lr: 1.000e-02, eta: 8:14:34, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.3539, top5_acc: 0.6164, loss_cls: 2.7804, loss: 2.7804, grad_norm: 5.9223 2021-03-16 21:17:35,353 - mmaction - INFO - Epoch [10][100/1345] lr: 1.000e-02, eta: 8:14:23, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.3500, top5_acc: 0.6242, loss_cls: 2.8037, loss: 2.8037, grad_norm: 5.7483 2021-03-16 21:17:46,286 - mmaction - INFO - Epoch [10][120/1345] lr: 1.000e-02, eta: 8:14:13, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.3555, top5_acc: 0.6211, loss_cls: 2.7518, loss: 2.7518, grad_norm: 5.5556 2021-03-16 21:17:57,179 - mmaction - INFO - Epoch [10][140/1345] lr: 1.000e-02, eta: 8:14:03, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.3469, top5_acc: 0.6148, loss_cls: 2.8109, loss: 2.8109, grad_norm: 5.6832 2021-03-16 21:18:08,079 - mmaction - INFO - Epoch [10][160/1345] lr: 1.000e-02, eta: 8:13:53, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6367, loss_cls: 2.7098, loss: 2.7098, grad_norm: 5.9182 2021-03-16 21:18:19,118 - mmaction - INFO - Epoch [10][180/1345] lr: 1.000e-02, eta: 8:13:43, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.3547, top5_acc: 0.6391, loss_cls: 2.7716, loss: 2.7716, grad_norm: 6.0221 2021-03-16 21:18:29,885 - mmaction - INFO - Epoch [10][200/1345] lr: 1.000e-02, eta: 8:13:32, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.3672, top5_acc: 0.6227, loss_cls: 2.7258, loss: 2.7258, grad_norm: 5.8168 2021-03-16 21:18:40,932 - mmaction - INFO - Epoch [10][220/1345] lr: 1.000e-02, eta: 8:13:23, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.3398, top5_acc: 0.6164, loss_cls: 2.8204, loss: 2.8204, grad_norm: 5.7166 2021-03-16 21:18:51,824 - mmaction - INFO - Epoch [10][240/1345] lr: 1.000e-02, eta: 8:13:13, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6430, loss_cls: 2.7030, loss: 2.7030, grad_norm: 6.0171 2021-03-16 21:19:02,827 - mmaction - INFO - Epoch [10][260/1345] lr: 1.000e-02, eta: 8:13:03, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.3086, top5_acc: 0.6211, loss_cls: 2.8289, loss: 2.8289, grad_norm: 5.7246 2021-03-16 21:19:13,769 - mmaction - INFO - Epoch [10][280/1345] lr: 1.000e-02, eta: 8:12:53, time: 0.547, data_time: 0.002, memory: 7066, top1_acc: 0.3492, top5_acc: 0.6055, loss_cls: 2.8340, loss: 2.8340, grad_norm: 5.7406 2021-03-16 21:19:24,608 - mmaction - INFO - Epoch [10][300/1345] lr: 1.000e-02, eta: 8:12:42, time: 0.543, data_time: 0.002, memory: 7066, top1_acc: 0.3508, top5_acc: 0.6383, loss_cls: 2.7472, loss: 2.7472, grad_norm: 5.6954 2021-03-16 21:19:31,792 - mmaction - INFO - Epoch [10][320/1345] lr: 1.000e-02, eta: 8:12:16, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.3766, top5_acc: 0.6289, loss_cls: 2.7160, loss: 2.7160, grad_norm: 6.0511 2021-03-16 21:19:39,294 - mmaction - INFO - Epoch [10][340/1345] lr: 1.000e-02, eta: 8:11:50, time: 0.372, data_time: 0.001, memory: 7066, top1_acc: 0.3344, top5_acc: 0.6117, loss_cls: 2.8064, loss: 2.8064, grad_norm: 5.8029 2021-03-16 21:19:46,981 - mmaction - INFO - Epoch [10][360/1345] lr: 1.000e-02, eta: 8:11:26, time: 0.387, data_time: 0.004, memory: 7066, top1_acc: 0.3602, top5_acc: 0.6016, loss_cls: 2.8084, loss: 2.8084, grad_norm: 5.5897 2021-03-16 21:19:57,463 - mmaction - INFO - Epoch [10][380/1345] lr: 1.000e-02, eta: 8:11:14, time: 0.524, data_time: 0.001, memory: 7066, top1_acc: 0.3547, top5_acc: 0.6438, loss_cls: 2.7473, loss: 2.7473, grad_norm: 5.8533 2021-03-16 21:20:08,379 - mmaction - INFO - Epoch [10][400/1345] lr: 1.000e-02, eta: 8:11:04, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3656, top5_acc: 0.6469, loss_cls: 2.6823, loss: 2.6823, grad_norm: 5.7637 2021-03-16 21:20:19,108 - mmaction - INFO - Epoch [10][420/1345] lr: 1.000e-02, eta: 8:10:53, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.3664, top5_acc: 0.6367, loss_cls: 2.7489, loss: 2.7489, grad_norm: 5.8281 2021-03-16 21:20:29,973 - mmaction - INFO - Epoch [10][440/1345] lr: 1.000e-02, eta: 8:10:43, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3570, top5_acc: 0.6398, loss_cls: 2.7374, loss: 2.7374, grad_norm: 6.1641 2021-03-16 21:20:40,753 - mmaction - INFO - Epoch [10][460/1345] lr: 1.000e-02, eta: 8:10:32, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.3570, top5_acc: 0.6406, loss_cls: 2.7242, loss: 2.7242, grad_norm: 6.0718 2021-03-16 21:20:51,696 - mmaction - INFO - Epoch [10][480/1345] lr: 1.000e-02, eta: 8:10:22, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.3594, top5_acc: 0.6180, loss_cls: 2.7615, loss: 2.7615, grad_norm: 5.9253 2021-03-16 21:21:02,636 - mmaction - INFO - Epoch [10][500/1345] lr: 1.000e-02, eta: 8:10:12, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.3141, top5_acc: 0.6055, loss_cls: 2.9053, loss: 2.9053, grad_norm: 5.8612 2021-03-16 21:21:13,586 - mmaction - INFO - Epoch [10][520/1345] lr: 1.000e-02, eta: 8:10:02, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.3164, top5_acc: 0.6141, loss_cls: 2.7989, loss: 2.7989, grad_norm: 5.7365 2021-03-16 21:21:24,561 - mmaction - INFO - Epoch [10][540/1345] lr: 1.000e-02, eta: 8:09:52, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.3391, top5_acc: 0.6281, loss_cls: 2.7727, loss: 2.7727, grad_norm: 5.9217 2021-03-16 21:21:35,225 - mmaction - INFO - Epoch [10][560/1345] lr: 1.000e-02, eta: 8:09:41, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.3422, top5_acc: 0.6109, loss_cls: 2.8415, loss: 2.8415, grad_norm: 5.7487 2021-03-16 21:21:46,160 - mmaction - INFO - Epoch [10][580/1345] lr: 1.000e-02, eta: 8:09:31, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.3367, top5_acc: 0.6109, loss_cls: 2.8253, loss: 2.8253, grad_norm: 5.8282 2021-03-16 21:21:56,946 - mmaction - INFO - Epoch [10][600/1345] lr: 1.000e-02, eta: 8:09:20, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.3555, top5_acc: 0.6328, loss_cls: 2.7383, loss: 2.7383, grad_norm: 5.8995 2021-03-16 21:22:07,799 - mmaction - INFO - Epoch [10][620/1345] lr: 1.000e-02, eta: 8:09:10, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.3477, top5_acc: 0.6406, loss_cls: 2.8000, loss: 2.8000, grad_norm: 5.7689 2021-03-16 21:22:18,633 - mmaction - INFO - Epoch [10][640/1345] lr: 1.000e-02, eta: 8:08:59, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.3344, top5_acc: 0.6320, loss_cls: 2.7809, loss: 2.7809, grad_norm: 5.7009 2021-03-16 21:22:29,646 - mmaction - INFO - Epoch [10][660/1345] lr: 1.000e-02, eta: 8:08:50, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.3516, top5_acc: 0.6250, loss_cls: 2.7977, loss: 2.7977, grad_norm: 5.8244 2021-03-16 21:22:40,453 - mmaction - INFO - Epoch [10][680/1345] lr: 1.000e-02, eta: 8:08:39, time: 0.540, data_time: 0.000, memory: 7066, top1_acc: 0.3453, top5_acc: 0.6047, loss_cls: 2.7979, loss: 2.7979, grad_norm: 5.5851 2021-03-16 21:22:51,294 - mmaction - INFO - Epoch [10][700/1345] lr: 1.000e-02, eta: 8:08:29, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.3680, top5_acc: 0.6383, loss_cls: 2.7051, loss: 2.7051, grad_norm: 5.6864 2021-03-16 21:23:02,440 - mmaction - INFO - Epoch [10][720/1345] lr: 1.000e-02, eta: 8:08:19, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.3367, top5_acc: 0.6109, loss_cls: 2.8232, loss: 2.8232, grad_norm: 5.6930 2021-03-16 21:23:13,037 - mmaction - INFO - Epoch [10][740/1345] lr: 1.000e-02, eta: 8:08:08, time: 0.530, data_time: 0.001, memory: 7066, top1_acc: 0.3484, top5_acc: 0.6305, loss_cls: 2.7471, loss: 2.7471, grad_norm: 5.8532 2021-03-16 21:23:24,013 - mmaction - INFO - Epoch [10][760/1345] lr: 1.000e-02, eta: 8:07:58, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.3406, top5_acc: 0.6055, loss_cls: 2.8232, loss: 2.8232, grad_norm: 5.8382 2021-03-16 21:23:34,785 - mmaction - INFO - Epoch [10][780/1345] lr: 1.000e-02, eta: 8:07:47, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.3703, top5_acc: 0.6484, loss_cls: 2.6911, loss: 2.6911, grad_norm: 5.7280 2021-03-16 21:23:45,771 - mmaction - INFO - Epoch [10][800/1345] lr: 1.000e-02, eta: 8:07:38, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.3234, top5_acc: 0.6117, loss_cls: 2.8330, loss: 2.8330, grad_norm: 5.7372 2021-03-16 21:23:56,584 - mmaction - INFO - Epoch [10][820/1345] lr: 1.000e-02, eta: 8:07:27, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.3547, top5_acc: 0.6203, loss_cls: 2.8150, loss: 2.8150, grad_norm: 6.0179 2021-03-16 21:24:07,516 - mmaction - INFO - Epoch [10][840/1345] lr: 1.000e-02, eta: 8:07:17, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.3563, top5_acc: 0.6406, loss_cls: 2.7202, loss: 2.7202, grad_norm: 5.7059 2021-03-16 21:24:18,531 - mmaction - INFO - Epoch [10][860/1345] lr: 1.000e-02, eta: 8:07:07, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.3453, top5_acc: 0.6180, loss_cls: 2.7926, loss: 2.7926, grad_norm: 5.9098 2021-03-16 21:24:29,195 - mmaction - INFO - Epoch [10][880/1345] lr: 1.000e-02, eta: 8:06:56, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.3453, top5_acc: 0.6352, loss_cls: 2.7184, loss: 2.7184, grad_norm: 6.1060 2021-03-16 21:24:40,126 - mmaction - INFO - Epoch [10][900/1345] lr: 1.000e-02, eta: 8:06:46, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.3453, top5_acc: 0.6227, loss_cls: 2.7686, loss: 2.7686, grad_norm: 6.0741 2021-03-16 21:24:51,049 - mmaction - INFO - Epoch [10][920/1345] lr: 1.000e-02, eta: 8:06:36, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3406, top5_acc: 0.6211, loss_cls: 2.7772, loss: 2.7772, grad_norm: 5.8828 2021-03-16 21:25:01,679 - mmaction - INFO - Epoch [10][940/1345] lr: 1.000e-02, eta: 8:06:24, time: 0.531, data_time: 0.000, memory: 7066, top1_acc: 0.3688, top5_acc: 0.6445, loss_cls: 2.7063, loss: 2.7063, grad_norm: 5.8755 2021-03-16 21:25:12,343 - mmaction - INFO - Epoch [10][960/1345] lr: 1.000e-02, eta: 8:06:13, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.3633, top5_acc: 0.6422, loss_cls: 2.7135, loss: 2.7135, grad_norm: 5.8841 2021-03-16 21:25:22,993 - mmaction - INFO - Epoch [10][980/1345] lr: 1.000e-02, eta: 8:06:02, time: 0.532, data_time: 0.000, memory: 7066, top1_acc: 0.3492, top5_acc: 0.6125, loss_cls: 2.8149, loss: 2.8149, grad_norm: 5.7313 2021-03-16 21:25:33,862 - mmaction - INFO - Epoch [10][1000/1345] lr: 1.000e-02, eta: 8:05:52, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.3430, top5_acc: 0.6273, loss_cls: 2.7935, loss: 2.7935, grad_norm: 5.7777 2021-03-16 21:25:44,805 - mmaction - INFO - Epoch [10][1020/1345] lr: 1.000e-02, eta: 8:05:41, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3406, top5_acc: 0.6336, loss_cls: 2.7524, loss: 2.7524, grad_norm: 5.5795 2021-03-16 21:25:55,715 - mmaction - INFO - Epoch [10][1040/1345] lr: 1.000e-02, eta: 8:05:31, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3414, top5_acc: 0.6312, loss_cls: 2.7916, loss: 2.7916, grad_norm: 5.7710 2021-03-16 21:26:06,651 - mmaction - INFO - Epoch [10][1060/1345] lr: 1.000e-02, eta: 8:05:21, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.3383, top5_acc: 0.6203, loss_cls: 2.8500, loss: 2.8500, grad_norm: 5.8156 2021-03-16 21:26:17,515 - mmaction - INFO - Epoch [10][1080/1345] lr: 1.000e-02, eta: 8:05:11, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.3688, top5_acc: 0.6328, loss_cls: 2.7184, loss: 2.7184, grad_norm: 5.6972 2021-03-16 21:26:28,216 - mmaction - INFO - Epoch [10][1100/1345] lr: 1.000e-02, eta: 8:05:00, time: 0.537, data_time: 0.002, memory: 7066, top1_acc: 0.3461, top5_acc: 0.6164, loss_cls: 2.8254, loss: 2.8254, grad_norm: 5.7406 2021-03-16 21:26:39,417 - mmaction - INFO - Epoch [10][1120/1345] lr: 1.000e-02, eta: 8:04:51, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.3500, top5_acc: 0.6375, loss_cls: 2.7872, loss: 2.7872, grad_norm: 5.9331 2021-03-16 21:26:50,410 - mmaction - INFO - Epoch [10][1140/1345] lr: 1.000e-02, eta: 8:04:41, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.3609, top5_acc: 0.6430, loss_cls: 2.7081, loss: 2.7081, grad_norm: 5.6786 2021-03-16 21:27:01,383 - mmaction - INFO - Epoch [10][1160/1345] lr: 1.000e-02, eta: 8:04:31, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.3453, top5_acc: 0.6203, loss_cls: 2.7978, loss: 2.7978, grad_norm: 5.8949 2021-03-16 21:27:12,129 - mmaction - INFO - Epoch [10][1180/1345] lr: 1.000e-02, eta: 8:04:20, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.3492, top5_acc: 0.6266, loss_cls: 2.8091, loss: 2.8091, grad_norm: 6.1940 2021-03-16 21:27:22,891 - mmaction - INFO - Epoch [10][1200/1345] lr: 1.000e-02, eta: 8:04:09, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.3617, top5_acc: 0.6336, loss_cls: 2.7649, loss: 2.7649, grad_norm: 5.4957 2021-03-16 21:27:33,903 - mmaction - INFO - Epoch [10][1220/1345] lr: 1.000e-02, eta: 8:03:59, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.3375, top5_acc: 0.6352, loss_cls: 2.7202, loss: 2.7202, grad_norm: 5.9976 2021-03-16 21:27:45,141 - mmaction - INFO - Epoch [10][1240/1345] lr: 1.000e-02, eta: 8:03:51, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.3438, top5_acc: 0.6172, loss_cls: 2.7489, loss: 2.7489, grad_norm: 5.8483 2021-03-16 21:27:56,025 - mmaction - INFO - Epoch [10][1260/1345] lr: 1.000e-02, eta: 8:03:40, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.3492, top5_acc: 0.6203, loss_cls: 2.7397, loss: 2.7397, grad_norm: 5.9264 2021-03-16 21:28:06,737 - mmaction - INFO - Epoch [10][1280/1345] lr: 1.000e-02, eta: 8:03:29, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.3625, top5_acc: 0.6445, loss_cls: 2.6836, loss: 2.6836, grad_norm: 5.6880 2021-03-16 21:28:17,551 - mmaction - INFO - Epoch [10][1300/1345] lr: 1.000e-02, eta: 8:03:19, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.3625, top5_acc: 0.6281, loss_cls: 2.7434, loss: 2.7434, grad_norm: 5.5745 2021-03-16 21:28:28,232 - mmaction - INFO - Epoch [10][1320/1345] lr: 1.000e-02, eta: 8:03:08, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6328, loss_cls: 2.7148, loss: 2.7148, grad_norm: 5.9189 2021-03-16 21:28:38,842 - mmaction - INFO - Epoch [10][1340/1345] lr: 1.000e-02, eta: 8:02:56, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.3422, top5_acc: 0.6102, loss_cls: 2.8141, loss: 2.8141, grad_norm: 6.0274 2021-03-16 21:28:41,999 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-03-16 21:29:46,113 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 21:29:46,331 - mmaction - INFO - top1_acc 0.2799 top5_acc 0.5717 2021-03-16 21:29:46,331 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 21:29:46,342 - mmaction - INFO - mean_acc 0.2520 2021-03-16 21:29:46,686 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2021-03-16 21:29:46,686 - mmaction - INFO - Best top1_acc is 0.2799 at 10 epoch. 2021-03-16 21:29:46,689 - mmaction - INFO - Epoch(val) [10][1345] top1_acc: 0.2799, top5_acc: 0.5717, mean_class_accuracy: 0.2520 2021-03-16 21:30:09,111 - mmaction - INFO - Epoch [11][20/1345] lr: 1.000e-02, eta: 8:03:18, time: 1.120, data_time: 0.495, memory: 7066, top1_acc: 0.3516, top5_acc: 0.6258, loss_cls: 2.7422, loss: 2.7422, grad_norm: 5.7946 2021-03-16 21:30:19,972 - mmaction - INFO - Epoch [11][40/1345] lr: 1.000e-02, eta: 8:03:08, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.3516, top5_acc: 0.6328, loss_cls: 2.7671, loss: 2.7671, grad_norm: 6.0100 2021-03-16 21:30:30,827 - mmaction - INFO - Epoch [11][60/1345] lr: 1.000e-02, eta: 8:02:57, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3734, top5_acc: 0.6422, loss_cls: 2.7008, loss: 2.7008, grad_norm: 5.9653 2021-03-16 21:30:41,793 - mmaction - INFO - Epoch [11][80/1345] lr: 1.000e-02, eta: 8:02:47, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.3359, top5_acc: 0.6305, loss_cls: 2.7524, loss: 2.7524, grad_norm: 6.0490 2021-03-16 21:30:52,861 - mmaction - INFO - Epoch [11][100/1345] lr: 1.000e-02, eta: 8:02:38, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.3344, top5_acc: 0.6164, loss_cls: 2.7970, loss: 2.7970, grad_norm: 6.0036 2021-03-16 21:31:03,495 - mmaction - INFO - Epoch [11][120/1345] lr: 1.000e-02, eta: 8:02:26, time: 0.532, data_time: 0.001, memory: 7066, top1_acc: 0.3500, top5_acc: 0.6266, loss_cls: 2.7174, loss: 2.7174, grad_norm: 5.6750 2021-03-16 21:31:14,321 - mmaction - INFO - Epoch [11][140/1345] lr: 1.000e-02, eta: 8:02:16, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.3937, top5_acc: 0.6305, loss_cls: 2.6749, loss: 2.6749, grad_norm: 5.6780 2021-03-16 21:31:25,210 - mmaction - INFO - Epoch [11][160/1345] lr: 1.000e-02, eta: 8:02:05, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.3742, top5_acc: 0.6320, loss_cls: 2.6853, loss: 2.6853, grad_norm: 5.5921 2021-03-16 21:31:36,050 - mmaction - INFO - Epoch [11][180/1345] lr: 1.000e-02, eta: 8:01:55, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.3742, top5_acc: 0.6500, loss_cls: 2.6593, loss: 2.6593, grad_norm: 5.8148 2021-03-16 21:31:47,022 - mmaction - INFO - Epoch [11][200/1345] lr: 1.000e-02, eta: 8:01:45, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.3555, top5_acc: 0.6047, loss_cls: 2.7930, loss: 2.7930, grad_norm: 5.8298 2021-03-16 21:31:57,825 - mmaction - INFO - Epoch [11][220/1345] lr: 1.000e-02, eta: 8:01:34, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.3648, top5_acc: 0.6383, loss_cls: 2.7052, loss: 2.7052, grad_norm: 5.8068 2021-03-16 21:32:08,739 - mmaction - INFO - Epoch [11][240/1345] lr: 1.000e-02, eta: 8:01:24, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.3703, top5_acc: 0.6367, loss_cls: 2.6889, loss: 2.6889, grad_norm: 5.9457 2021-03-16 21:32:19,633 - mmaction - INFO - Epoch [11][260/1345] lr: 1.000e-02, eta: 8:01:13, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6312, loss_cls: 2.6967, loss: 2.6967, grad_norm: 5.8658 2021-03-16 21:32:30,623 - mmaction - INFO - Epoch [11][280/1345] lr: 1.000e-02, eta: 8:01:03, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.3508, top5_acc: 0.6094, loss_cls: 2.8149, loss: 2.8149, grad_norm: 6.0196 2021-03-16 21:32:41,647 - mmaction - INFO - Epoch [11][300/1345] lr: 1.000e-02, eta: 8:00:53, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.3750, top5_acc: 0.6516, loss_cls: 2.6240, loss: 2.6240, grad_norm: 5.8664 2021-03-16 21:32:49,719 - mmaction - INFO - Epoch [11][320/1345] lr: 1.000e-02, eta: 8:00:32, time: 0.403, data_time: 0.001, memory: 7066, top1_acc: 0.3602, top5_acc: 0.6391, loss_cls: 2.7069, loss: 2.7069, grad_norm: 5.8286 2021-03-16 21:32:56,890 - mmaction - INFO - Epoch [11][340/1345] lr: 1.000e-02, eta: 8:00:07, time: 0.359, data_time: 0.001, memory: 7066, top1_acc: 0.3617, top5_acc: 0.6461, loss_cls: 2.6685, loss: 2.6685, grad_norm: 5.9397 2021-03-16 21:33:05,058 - mmaction - INFO - Epoch [11][360/1345] lr: 1.000e-02, eta: 7:59:46, time: 0.408, data_time: 0.001, memory: 7066, top1_acc: 0.3438, top5_acc: 0.6203, loss_cls: 2.7804, loss: 2.7804, grad_norm: 5.8416 2021-03-16 21:33:15,720 - mmaction - INFO - Epoch [11][380/1345] lr: 1.000e-02, eta: 7:59:35, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.3633, top5_acc: 0.6422, loss_cls: 2.6758, loss: 2.6758, grad_norm: 5.8313 2021-03-16 21:33:26,500 - mmaction - INFO - Epoch [11][400/1345] lr: 1.000e-02, eta: 7:59:25, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.3641, top5_acc: 0.6180, loss_cls: 2.7367, loss: 2.7367, grad_norm: 5.7694 2021-03-16 21:33:37,111 - mmaction - INFO - Epoch [11][420/1345] lr: 1.000e-02, eta: 7:59:13, time: 0.530, data_time: 0.001, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6539, loss_cls: 2.6570, loss: 2.6570, grad_norm: 5.8767 2021-03-16 21:33:48,051 - mmaction - INFO - Epoch [11][440/1345] lr: 1.000e-02, eta: 7:59:03, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.3352, top5_acc: 0.6508, loss_cls: 2.7400, loss: 2.7400, grad_norm: 5.8257 2021-03-16 21:33:58,833 - mmaction - INFO - Epoch [11][460/1345] lr: 1.000e-02, eta: 7:58:52, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.3523, top5_acc: 0.6656, loss_cls: 2.6415, loss: 2.6415, grad_norm: 6.1126 2021-03-16 21:34:09,807 - mmaction - INFO - Epoch [11][480/1345] lr: 1.000e-02, eta: 7:58:42, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.3641, top5_acc: 0.6477, loss_cls: 2.7228, loss: 2.7228, grad_norm: 6.4272 2021-03-16 21:34:20,593 - mmaction - INFO - Epoch [11][500/1345] lr: 1.000e-02, eta: 7:58:32, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.3516, top5_acc: 0.6250, loss_cls: 2.7651, loss: 2.7651, grad_norm: 5.8788 2021-03-16 21:34:31,443 - mmaction - INFO - Epoch [11][520/1345] lr: 1.000e-02, eta: 7:58:21, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.3484, top5_acc: 0.6156, loss_cls: 2.7969, loss: 2.7969, grad_norm: 5.9139 2021-03-16 21:34:42,234 - mmaction - INFO - Epoch [11][540/1345] lr: 1.000e-02, eta: 7:58:10, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.3516, top5_acc: 0.6102, loss_cls: 2.7925, loss: 2.7925, grad_norm: 5.8807 2021-03-16 21:34:53,162 - mmaction - INFO - Epoch [11][560/1345] lr: 1.000e-02, eta: 7:58:00, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3648, top5_acc: 0.6359, loss_cls: 2.6724, loss: 2.6724, grad_norm: 5.8855 2021-03-16 21:35:04,027 - mmaction - INFO - Epoch [11][580/1345] lr: 1.000e-02, eta: 7:57:50, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.3773, top5_acc: 0.6594, loss_cls: 2.6005, loss: 2.6005, grad_norm: 5.9037 2021-03-16 21:35:15,059 - mmaction - INFO - Epoch [11][600/1345] lr: 1.000e-02, eta: 7:57:40, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6516, loss_cls: 2.6516, loss: 2.6516, grad_norm: 5.9013 2021-03-16 21:35:25,907 - mmaction - INFO - Epoch [11][620/1345] lr: 1.000e-02, eta: 7:57:29, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.3484, top5_acc: 0.6398, loss_cls: 2.7358, loss: 2.7358, grad_norm: 5.9326 2021-03-16 21:35:36,951 - mmaction - INFO - Epoch [11][640/1345] lr: 1.000e-02, eta: 7:57:20, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.3617, top5_acc: 0.6281, loss_cls: 2.6975, loss: 2.6975, grad_norm: 5.8250 2021-03-16 21:35:47,789 - mmaction - INFO - Epoch [11][660/1345] lr: 1.000e-02, eta: 7:57:09, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6258, loss_cls: 2.7326, loss: 2.7326, grad_norm: 5.7978 2021-03-16 21:35:58,689 - mmaction - INFO - Epoch [11][680/1345] lr: 1.000e-02, eta: 7:56:59, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.3664, top5_acc: 0.6398, loss_cls: 2.6953, loss: 2.6953, grad_norm: 5.8810 2021-03-16 21:36:09,602 - mmaction - INFO - Epoch [11][700/1345] lr: 1.000e-02, eta: 7:56:49, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.3609, top5_acc: 0.6125, loss_cls: 2.7929, loss: 2.7929, grad_norm: 5.7476 2021-03-16 21:36:20,464 - mmaction - INFO - Epoch [11][720/1345] lr: 1.000e-02, eta: 7:56:38, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3641, top5_acc: 0.6273, loss_cls: 2.6741, loss: 2.6741, grad_norm: 5.7607 2021-03-16 21:36:31,313 - mmaction - INFO - Epoch [11][740/1345] lr: 1.000e-02, eta: 7:56:28, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6500, loss_cls: 2.6899, loss: 2.6899, grad_norm: 5.9020 2021-03-16 21:36:42,247 - mmaction - INFO - Epoch [11][760/1345] lr: 1.000e-02, eta: 7:56:17, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6523, loss_cls: 2.6458, loss: 2.6458, grad_norm: 5.8307 2021-03-16 21:36:53,274 - mmaction - INFO - Epoch [11][780/1345] lr: 1.000e-02, eta: 7:56:08, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.3461, top5_acc: 0.6266, loss_cls: 2.7284, loss: 2.7284, grad_norm: 5.9314 2021-03-16 21:37:04,312 - mmaction - INFO - Epoch [11][800/1345] lr: 1.000e-02, eta: 7:55:58, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.3742, top5_acc: 0.6445, loss_cls: 2.6223, loss: 2.6223, grad_norm: 5.6495 2021-03-16 21:37:15,440 - mmaction - INFO - Epoch [11][820/1345] lr: 1.000e-02, eta: 7:55:48, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.3570, top5_acc: 0.6133, loss_cls: 2.7948, loss: 2.7948, grad_norm: 5.9184 2021-03-16 21:37:26,223 - mmaction - INFO - Epoch [11][840/1345] lr: 1.000e-02, eta: 7:55:38, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.3359, top5_acc: 0.6320, loss_cls: 2.7798, loss: 2.7798, grad_norm: 5.9362 2021-03-16 21:37:37,105 - mmaction - INFO - Epoch [11][860/1345] lr: 1.000e-02, eta: 7:55:27, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.3672, top5_acc: 0.6438, loss_cls: 2.6593, loss: 2.6593, grad_norm: 6.2392 2021-03-16 21:37:48,065 - mmaction - INFO - Epoch [11][880/1345] lr: 1.000e-02, eta: 7:55:17, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.3898, top5_acc: 0.6594, loss_cls: 2.6603, loss: 2.6603, grad_norm: 5.9821 2021-03-16 21:37:58,959 - mmaction - INFO - Epoch [11][900/1345] lr: 1.000e-02, eta: 7:55:07, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.3469, top5_acc: 0.6484, loss_cls: 2.7179, loss: 2.7179, grad_norm: 5.7870 2021-03-16 21:38:09,991 - mmaction - INFO - Epoch [11][920/1345] lr: 1.000e-02, eta: 7:54:57, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.3453, top5_acc: 0.6367, loss_cls: 2.7092, loss: 2.7092, grad_norm: 5.8513 2021-03-16 21:38:20,802 - mmaction - INFO - Epoch [11][940/1345] lr: 1.000e-02, eta: 7:54:46, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.3492, top5_acc: 0.6398, loss_cls: 2.7685, loss: 2.7685, grad_norm: 5.7523 2021-03-16 21:38:31,798 - mmaction - INFO - Epoch [11][960/1345] lr: 1.000e-02, eta: 7:54:36, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.3406, top5_acc: 0.6445, loss_cls: 2.7665, loss: 2.7665, grad_norm: 5.6887 2021-03-16 21:38:42,639 - mmaction - INFO - Epoch [11][980/1345] lr: 1.000e-02, eta: 7:54:26, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6328, loss_cls: 2.7005, loss: 2.7005, grad_norm: 5.7569 2021-03-16 21:38:53,593 - mmaction - INFO - Epoch [11][1000/1345] lr: 1.000e-02, eta: 7:54:16, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.3656, top5_acc: 0.6508, loss_cls: 2.6856, loss: 2.6856, grad_norm: 5.8444 2021-03-16 21:39:04,549 - mmaction - INFO - Epoch [11][1020/1345] lr: 1.000e-02, eta: 7:54:05, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.3648, top5_acc: 0.6633, loss_cls: 2.6751, loss: 2.6751, grad_norm: 5.7340 2021-03-16 21:39:15,369 - mmaction - INFO - Epoch [11][1040/1345] lr: 1.000e-02, eta: 7:53:55, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6609, loss_cls: 2.5904, loss: 2.5904, grad_norm: 6.1124 2021-03-16 21:39:26,614 - mmaction - INFO - Epoch [11][1060/1345] lr: 1.000e-02, eta: 7:53:46, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.3445, top5_acc: 0.6453, loss_cls: 2.7221, loss: 2.7221, grad_norm: 5.7661 2021-03-16 21:39:37,658 - mmaction - INFO - Epoch [11][1080/1345] lr: 1.000e-02, eta: 7:53:36, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6227, loss_cls: 2.7090, loss: 2.7090, grad_norm: 5.6525 2021-03-16 21:39:48,725 - mmaction - INFO - Epoch [11][1100/1345] lr: 1.000e-02, eta: 7:53:26, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.3680, top5_acc: 0.6438, loss_cls: 2.6515, loss: 2.6515, grad_norm: 5.6216 2021-03-16 21:39:59,816 - mmaction - INFO - Epoch [11][1120/1345] lr: 1.000e-02, eta: 7:53:16, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.3477, top5_acc: 0.6227, loss_cls: 2.7606, loss: 2.7606, grad_norm: 5.7232 2021-03-16 21:40:11,020 - mmaction - INFO - Epoch [11][1140/1345] lr: 1.000e-02, eta: 7:53:07, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.3445, top5_acc: 0.6273, loss_cls: 2.7727, loss: 2.7727, grad_norm: 5.6795 2021-03-16 21:40:21,784 - mmaction - INFO - Epoch [11][1160/1345] lr: 1.000e-02, eta: 7:52:56, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.3297, top5_acc: 0.6320, loss_cls: 2.7621, loss: 2.7621, grad_norm: 5.9414 2021-03-16 21:40:32,691 - mmaction - INFO - Epoch [11][1180/1345] lr: 1.000e-02, eta: 7:52:46, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.3766, top5_acc: 0.6508, loss_cls: 2.6687, loss: 2.6687, grad_norm: 5.6290 2021-03-16 21:40:43,962 - mmaction - INFO - Epoch [11][1200/1345] lr: 1.000e-02, eta: 7:52:37, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.3500, top5_acc: 0.6266, loss_cls: 2.7462, loss: 2.7462, grad_norm: 5.7540 2021-03-16 21:40:54,710 - mmaction - INFO - Epoch [11][1220/1345] lr: 1.000e-02, eta: 7:52:26, time: 0.538, data_time: 0.002, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6531, loss_cls: 2.6127, loss: 2.6127, grad_norm: 5.8849 2021-03-16 21:41:05,760 - mmaction - INFO - Epoch [11][1240/1345] lr: 1.000e-02, eta: 7:52:16, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.3633, top5_acc: 0.6656, loss_cls: 2.6353, loss: 2.6353, grad_norm: 6.1855 2021-03-16 21:41:16,581 - mmaction - INFO - Epoch [11][1260/1345] lr: 1.000e-02, eta: 7:52:06, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.3688, top5_acc: 0.6406, loss_cls: 2.6671, loss: 2.6671, grad_norm: 5.8649 2021-03-16 21:41:27,530 - mmaction - INFO - Epoch [11][1280/1345] lr: 1.000e-02, eta: 7:51:55, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.3375, top5_acc: 0.6320, loss_cls: 2.7269, loss: 2.7269, grad_norm: 6.0348 2021-03-16 21:41:38,401 - mmaction - INFO - Epoch [11][1300/1345] lr: 1.000e-02, eta: 7:51:45, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3711, top5_acc: 0.6453, loss_cls: 2.6491, loss: 2.6491, grad_norm: 5.7386 2021-03-16 21:41:49,287 - mmaction - INFO - Epoch [11][1320/1345] lr: 1.000e-02, eta: 7:51:35, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.3633, top5_acc: 0.6367, loss_cls: 2.6865, loss: 2.6865, grad_norm: 5.9947 2021-03-16 21:42:00,492 - mmaction - INFO - Epoch [11][1340/1345] lr: 1.000e-02, eta: 7:51:25, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.3477, top5_acc: 0.6273, loss_cls: 2.7799, loss: 2.7799, grad_norm: 5.8534 2021-03-16 21:42:03,401 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-03-16 21:42:27,030 - mmaction - INFO - Epoch [12][20/1345] lr: 1.000e-02, eta: 7:51:47, time: 1.165, data_time: 0.584, memory: 7066, top1_acc: 0.3586, top5_acc: 0.6508, loss_cls: 2.6678, loss: 2.6678, grad_norm: 5.9957 2021-03-16 21:42:38,029 - mmaction - INFO - Epoch [12][40/1345] lr: 1.000e-02, eta: 7:51:36, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.3648, top5_acc: 0.6414, loss_cls: 2.6840, loss: 2.6840, grad_norm: 5.8819 2021-03-16 21:42:49,013 - mmaction - INFO - Epoch [12][60/1345] lr: 1.000e-02, eta: 7:51:26, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.3617, top5_acc: 0.6359, loss_cls: 2.7301, loss: 2.7301, grad_norm: 5.7700 2021-03-16 21:43:00,149 - mmaction - INFO - Epoch [12][80/1345] lr: 1.000e-02, eta: 7:51:17, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.3570, top5_acc: 0.6523, loss_cls: 2.6942, loss: 2.6942, grad_norm: 5.8491 2021-03-16 21:43:11,112 - mmaction - INFO - Epoch [12][100/1345] lr: 1.000e-02, eta: 7:51:06, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.3555, top5_acc: 0.6500, loss_cls: 2.6335, loss: 2.6335, grad_norm: 5.7446 2021-03-16 21:43:22,288 - mmaction - INFO - Epoch [12][120/1345] lr: 1.000e-02, eta: 7:50:57, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.3594, top5_acc: 0.6523, loss_cls: 2.6492, loss: 2.6492, grad_norm: 5.9831 2021-03-16 21:43:33,643 - mmaction - INFO - Epoch [12][140/1345] lr: 1.000e-02, eta: 7:50:48, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.3531, top5_acc: 0.6281, loss_cls: 2.7143, loss: 2.7143, grad_norm: 5.6866 2021-03-16 21:43:44,459 - mmaction - INFO - Epoch [12][160/1345] lr: 1.000e-02, eta: 7:50:37, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.3797, top5_acc: 0.6430, loss_cls: 2.6774, loss: 2.6774, grad_norm: 5.6838 2021-03-16 21:43:55,536 - mmaction - INFO - Epoch [12][180/1345] lr: 1.000e-02, eta: 7:50:28, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6320, loss_cls: 2.7408, loss: 2.7408, grad_norm: 6.0936 2021-03-16 21:44:06,913 - mmaction - INFO - Epoch [12][200/1345] lr: 1.000e-02, eta: 7:50:19, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.3648, top5_acc: 0.6414, loss_cls: 2.6770, loss: 2.6770, grad_norm: 5.8950 2021-03-16 21:44:18,100 - mmaction - INFO - Epoch [12][220/1345] lr: 1.000e-02, eta: 7:50:09, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.3305, top5_acc: 0.6305, loss_cls: 2.7650, loss: 2.7650, grad_norm: 5.7023 2021-03-16 21:44:29,460 - mmaction - INFO - Epoch [12][240/1345] lr: 1.000e-02, eta: 7:50:00, time: 0.568, data_time: 0.000, memory: 7066, top1_acc: 0.3961, top5_acc: 0.6734, loss_cls: 2.5447, loss: 2.5447, grad_norm: 5.8764 2021-03-16 21:44:40,569 - mmaction - INFO - Epoch [12][260/1345] lr: 1.000e-02, eta: 7:49:51, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.3766, top5_acc: 0.6602, loss_cls: 2.6002, loss: 2.6002, grad_norm: 6.0143 2021-03-16 21:44:51,766 - mmaction - INFO - Epoch [12][280/1345] lr: 1.000e-02, eta: 7:49:41, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.3695, top5_acc: 0.6562, loss_cls: 2.6236, loss: 2.6236, grad_norm: 5.9832 2021-03-16 21:45:02,961 - mmaction - INFO - Epoch [12][300/1345] lr: 1.000e-02, eta: 7:49:32, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.3633, top5_acc: 0.6484, loss_cls: 2.6508, loss: 2.6508, grad_norm: 5.9169 2021-03-16 21:45:13,944 - mmaction - INFO - Epoch [12][320/1345] lr: 1.000e-02, eta: 7:49:22, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.3570, top5_acc: 0.6250, loss_cls: 2.7553, loss: 2.7553, grad_norm: 5.8854 2021-03-16 21:45:25,140 - mmaction - INFO - Epoch [12][340/1345] lr: 1.000e-02, eta: 7:49:12, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.3766, top5_acc: 0.6570, loss_cls: 2.6071, loss: 2.6071, grad_norm: 6.0332 2021-03-16 21:45:36,356 - mmaction - INFO - Epoch [12][360/1345] lr: 1.000e-02, eta: 7:49:03, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6391, loss_cls: 2.6599, loss: 2.6599, grad_norm: 5.8897 2021-03-16 21:45:47,522 - mmaction - INFO - Epoch [12][380/1345] lr: 1.000e-02, eta: 7:48:53, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6492, loss_cls: 2.6413, loss: 2.6413, grad_norm: 6.1795 2021-03-16 21:45:58,647 - mmaction - INFO - Epoch [12][400/1345] lr: 1.000e-02, eta: 7:48:44, time: 0.557, data_time: 0.002, memory: 7066, top1_acc: 0.3734, top5_acc: 0.6492, loss_cls: 2.6190, loss: 2.6190, grad_norm: 6.0142 2021-03-16 21:46:09,840 - mmaction - INFO - Epoch [12][420/1345] lr: 1.000e-02, eta: 7:48:34, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6547, loss_cls: 2.6433, loss: 2.6433, grad_norm: 6.0213 2021-03-16 21:46:21,017 - mmaction - INFO - Epoch [12][440/1345] lr: 1.000e-02, eta: 7:48:24, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.3609, top5_acc: 0.6641, loss_cls: 2.6592, loss: 2.6592, grad_norm: 6.0816 2021-03-16 21:46:30,985 - mmaction - INFO - Epoch [12][460/1345] lr: 1.000e-02, eta: 7:48:11, time: 0.499, data_time: 0.002, memory: 7066, top1_acc: 0.3539, top5_acc: 0.6367, loss_cls: 2.6877, loss: 2.6877, grad_norm: 5.7897 2021-03-16 21:46:40,031 - mmaction - INFO - Epoch [12][480/1345] lr: 1.000e-02, eta: 7:47:54, time: 0.453, data_time: 0.001, memory: 7066, top1_acc: 0.3664, top5_acc: 0.6531, loss_cls: 2.6295, loss: 2.6295, grad_norm: 6.1405 2021-03-16 21:46:49,066 - mmaction - INFO - Epoch [12][500/1345] lr: 1.000e-02, eta: 7:47:37, time: 0.452, data_time: 0.000, memory: 7066, top1_acc: 0.3688, top5_acc: 0.6398, loss_cls: 2.7113, loss: 2.7113, grad_norm: 6.2278 2021-03-16 21:46:58,079 - mmaction - INFO - Epoch [12][520/1345] lr: 1.000e-02, eta: 7:47:20, time: 0.451, data_time: 0.000, memory: 7066, top1_acc: 0.3773, top5_acc: 0.6461, loss_cls: 2.6448, loss: 2.6448, grad_norm: 5.9036 2021-03-16 21:47:07,030 - mmaction - INFO - Epoch [12][540/1345] lr: 1.000e-02, eta: 7:47:03, time: 0.447, data_time: 0.000, memory: 7066, top1_acc: 0.3672, top5_acc: 0.6570, loss_cls: 2.6374, loss: 2.6374, grad_norm: 5.6999 2021-03-16 21:47:16,051 - mmaction - INFO - Epoch [12][560/1345] lr: 1.000e-02, eta: 7:46:47, time: 0.451, data_time: 0.001, memory: 7066, top1_acc: 0.3664, top5_acc: 0.6344, loss_cls: 2.6673, loss: 2.6673, grad_norm: 6.0403 2021-03-16 21:47:25,158 - mmaction - INFO - Epoch [12][580/1345] lr: 1.000e-02, eta: 7:46:30, time: 0.455, data_time: 0.001, memory: 7066, top1_acc: 0.3773, top5_acc: 0.6359, loss_cls: 2.6924, loss: 2.6924, grad_norm: 6.0449 2021-03-16 21:47:34,066 - mmaction - INFO - Epoch [12][600/1345] lr: 1.000e-02, eta: 7:46:13, time: 0.445, data_time: 0.001, memory: 7066, top1_acc: 0.3672, top5_acc: 0.6312, loss_cls: 2.7357, loss: 2.7357, grad_norm: 5.7582 2021-03-16 21:47:43,165 - mmaction - INFO - Epoch [12][620/1345] lr: 1.000e-02, eta: 7:45:56, time: 0.455, data_time: 0.002, memory: 7066, top1_acc: 0.3750, top5_acc: 0.6758, loss_cls: 2.6067, loss: 2.6067, grad_norm: 5.8571 2021-03-16 21:47:52,131 - mmaction - INFO - Epoch [12][640/1345] lr: 1.000e-02, eta: 7:45:39, time: 0.448, data_time: 0.001, memory: 7066, top1_acc: 0.3711, top5_acc: 0.6461, loss_cls: 2.6832, loss: 2.6832, grad_norm: 5.9928 2021-03-16 21:48:01,096 - mmaction - INFO - Epoch [12][660/1345] lr: 1.000e-02, eta: 7:45:23, time: 0.449, data_time: 0.001, memory: 7066, top1_acc: 0.3766, top5_acc: 0.6664, loss_cls: 2.6117, loss: 2.6117, grad_norm: 6.0145 2021-03-16 21:48:10,062 - mmaction - INFO - Epoch [12][680/1345] lr: 1.000e-02, eta: 7:45:06, time: 0.448, data_time: 0.001, memory: 7066, top1_acc: 0.3578, top5_acc: 0.6562, loss_cls: 2.6483, loss: 2.6483, grad_norm: 5.9933 2021-03-16 21:48:19,120 - mmaction - INFO - Epoch [12][700/1345] lr: 1.000e-02, eta: 7:44:49, time: 0.453, data_time: 0.002, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6562, loss_cls: 2.6657, loss: 2.6657, grad_norm: 6.0777 2021-03-16 21:48:28,159 - mmaction - INFO - Epoch [12][720/1345] lr: 1.000e-02, eta: 7:44:33, time: 0.452, data_time: 0.002, memory: 7066, top1_acc: 0.3891, top5_acc: 0.6586, loss_cls: 2.6313, loss: 2.6313, grad_norm: 5.8208 2021-03-16 21:48:37,122 - mmaction - INFO - Epoch [12][740/1345] lr: 1.000e-02, eta: 7:44:16, time: 0.449, data_time: 0.001, memory: 7066, top1_acc: 0.3633, top5_acc: 0.6352, loss_cls: 2.6862, loss: 2.6862, grad_norm: 5.9097 2021-03-16 21:48:46,179 - mmaction - INFO - Epoch [12][760/1345] lr: 1.000e-02, eta: 7:43:59, time: 0.453, data_time: 0.001, memory: 7066, top1_acc: 0.3469, top5_acc: 0.6461, loss_cls: 2.6789, loss: 2.6789, grad_norm: 5.9434 2021-03-16 21:48:55,107 - mmaction - INFO - Epoch [12][780/1345] lr: 1.000e-02, eta: 7:43:42, time: 0.445, data_time: 0.000, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6344, loss_cls: 2.6618, loss: 2.6618, grad_norm: 5.9358 2021-03-16 21:49:04,178 - mmaction - INFO - Epoch [12][800/1345] lr: 1.000e-02, eta: 7:43:26, time: 0.454, data_time: 0.001, memory: 7066, top1_acc: 0.3797, top5_acc: 0.6680, loss_cls: 2.5693, loss: 2.5693, grad_norm: 5.6885 2021-03-16 21:49:13,216 - mmaction - INFO - Epoch [12][820/1345] lr: 1.000e-02, eta: 7:43:10, time: 0.451, data_time: 0.001, memory: 7066, top1_acc: 0.3664, top5_acc: 0.6367, loss_cls: 2.6573, loss: 2.6573, grad_norm: 5.8238 2021-03-16 21:49:22,170 - mmaction - INFO - Epoch [12][840/1345] lr: 1.000e-02, eta: 7:42:53, time: 0.448, data_time: 0.002, memory: 7066, top1_acc: 0.3578, top5_acc: 0.6258, loss_cls: 2.7939, loss: 2.7939, grad_norm: 5.7673 2021-03-16 21:49:31,125 - mmaction - INFO - Epoch [12][860/1345] lr: 1.000e-02, eta: 7:42:36, time: 0.448, data_time: 0.002, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6516, loss_cls: 2.5912, loss: 2.5912, grad_norm: 5.7622 2021-03-16 21:49:40,235 - mmaction - INFO - Epoch [12][880/1345] lr: 1.000e-02, eta: 7:42:20, time: 0.456, data_time: 0.002, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6680, loss_cls: 2.5989, loss: 2.5989, grad_norm: 6.2837 2021-03-16 21:49:49,239 - mmaction - INFO - Epoch [12][900/1345] lr: 1.000e-02, eta: 7:42:03, time: 0.450, data_time: 0.002, memory: 7066, top1_acc: 0.3734, top5_acc: 0.6398, loss_cls: 2.6978, loss: 2.6978, grad_norm: 5.8516 2021-03-16 21:49:58,200 - mmaction - INFO - Epoch [12][920/1345] lr: 1.000e-02, eta: 7:41:47, time: 0.450, data_time: 0.002, memory: 7066, top1_acc: 0.3570, top5_acc: 0.6273, loss_cls: 2.7548, loss: 2.7548, grad_norm: 5.9385 2021-03-16 21:50:06,019 - mmaction - INFO - Epoch [12][940/1345] lr: 1.000e-02, eta: 7:41:26, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.3758, top5_acc: 0.6648, loss_cls: 2.6235, loss: 2.6235, grad_norm: 5.8512 2021-03-16 21:50:13,497 - mmaction - INFO - Epoch [12][960/1345] lr: 1.000e-02, eta: 7:41:05, time: 0.376, data_time: 0.002, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6531, loss_cls: 2.6488, loss: 2.6488, grad_norm: 5.8619 2021-03-16 21:50:21,129 - mmaction - INFO - Epoch [12][980/1345] lr: 1.000e-02, eta: 7:40:44, time: 0.381, data_time: 0.002, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6406, loss_cls: 2.7264, loss: 2.7264, grad_norm: 5.8791 2021-03-16 21:50:28,654 - mmaction - INFO - Epoch [12][1000/1345] lr: 1.000e-02, eta: 7:40:23, time: 0.375, data_time: 0.001, memory: 7066, top1_acc: 0.3555, top5_acc: 0.6312, loss_cls: 2.7542, loss: 2.7542, grad_norm: 5.9521 2021-03-16 21:50:35,831 - mmaction - INFO - Epoch [12][1020/1345] lr: 1.000e-02, eta: 7:40:01, time: 0.360, data_time: 0.002, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6328, loss_cls: 2.6912, loss: 2.6912, grad_norm: 5.8380 2021-03-16 21:50:43,784 - mmaction - INFO - Epoch [12][1040/1345] lr: 1.000e-02, eta: 7:39:41, time: 0.398, data_time: 0.001, memory: 7066, top1_acc: 0.3742, top5_acc: 0.6477, loss_cls: 2.6596, loss: 2.6596, grad_norm: 5.7631 2021-03-16 21:50:51,140 - mmaction - INFO - Epoch [12][1060/1345] lr: 1.000e-02, eta: 7:39:19, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.3664, top5_acc: 0.6414, loss_cls: 2.7152, loss: 2.7152, grad_norm: 5.8778 2021-03-16 21:50:59,016 - mmaction - INFO - Epoch [12][1080/1345] lr: 1.000e-02, eta: 7:38:59, time: 0.394, data_time: 0.002, memory: 7066, top1_acc: 0.3609, top5_acc: 0.6523, loss_cls: 2.6749, loss: 2.6749, grad_norm: 5.7276 2021-03-16 21:51:06,317 - mmaction - INFO - Epoch [12][1100/1345] lr: 1.000e-02, eta: 7:38:37, time: 0.366, data_time: 0.001, memory: 7066, top1_acc: 0.3672, top5_acc: 0.6531, loss_cls: 2.6324, loss: 2.6324, grad_norm: 6.0045 2021-03-16 21:51:15,301 - mmaction - INFO - Epoch [12][1120/1345] lr: 1.000e-02, eta: 7:38:21, time: 0.449, data_time: 0.000, memory: 7066, top1_acc: 0.3664, top5_acc: 0.6523, loss_cls: 2.6672, loss: 2.6672, grad_norm: 5.9109 2021-03-16 21:51:26,134 - mmaction - INFO - Epoch [12][1140/1345] lr: 1.000e-02, eta: 7:38:11, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6531, loss_cls: 2.6320, loss: 2.6320, grad_norm: 6.0855 2021-03-16 21:51:37,002 - mmaction - INFO - Epoch [12][1160/1345] lr: 1.000e-02, eta: 7:38:01, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3594, top5_acc: 0.6344, loss_cls: 2.7011, loss: 2.7011, grad_norm: 5.5995 2021-03-16 21:51:47,902 - mmaction - INFO - Epoch [12][1180/1345] lr: 1.000e-02, eta: 7:37:50, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.3711, top5_acc: 0.6328, loss_cls: 2.6221, loss: 2.6221, grad_norm: 6.1640 2021-03-16 21:51:58,778 - mmaction - INFO - Epoch [12][1200/1345] lr: 1.000e-02, eta: 7:37:40, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6438, loss_cls: 2.6341, loss: 2.6341, grad_norm: 5.7856 2021-03-16 21:52:09,772 - mmaction - INFO - Epoch [12][1220/1345] lr: 1.000e-02, eta: 7:37:30, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.3688, top5_acc: 0.6266, loss_cls: 2.7457, loss: 2.7457, grad_norm: 5.8857 2021-03-16 21:52:20,594 - mmaction - INFO - Epoch [12][1240/1345] lr: 1.000e-02, eta: 7:37:20, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6594, loss_cls: 2.5929, loss: 2.5929, grad_norm: 5.6912 2021-03-16 21:52:31,757 - mmaction - INFO - Epoch [12][1260/1345] lr: 1.000e-02, eta: 7:37:11, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6570, loss_cls: 2.6095, loss: 2.6095, grad_norm: 6.0160 2021-03-16 21:52:42,581 - mmaction - INFO - Epoch [12][1280/1345] lr: 1.000e-02, eta: 7:37:00, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.3555, top5_acc: 0.6359, loss_cls: 2.7268, loss: 2.7268, grad_norm: 5.9737 2021-03-16 21:52:53,420 - mmaction - INFO - Epoch [12][1300/1345] lr: 1.000e-02, eta: 7:36:50, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3734, top5_acc: 0.6484, loss_cls: 2.6113, loss: 2.6113, grad_norm: 5.7794 2021-03-16 21:53:04,335 - mmaction - INFO - Epoch [12][1320/1345] lr: 1.000e-02, eta: 7:36:40, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6687, loss_cls: 2.5666, loss: 2.5666, grad_norm: 5.8965 2021-03-16 21:53:15,417 - mmaction - INFO - Epoch [12][1340/1345] lr: 1.000e-02, eta: 7:36:30, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.3617, top5_acc: 0.6445, loss_cls: 2.6638, loss: 2.6638, grad_norm: 5.6752 2021-03-16 21:53:18,505 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-03-16 21:54:22,905 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 21:54:23,144 - mmaction - INFO - top1_acc 0.3157 top5_acc 0.6195 2021-03-16 21:54:23,145 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 21:54:23,159 - mmaction - INFO - mean_acc 0.2843 2021-03-16 21:54:23,498 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. 2021-03-16 21:54:23,498 - mmaction - INFO - Best top1_acc is 0.3157 at 12 epoch. 2021-03-16 21:54:23,501 - mmaction - INFO - Epoch(val) [12][1345] top1_acc: 0.3157, top5_acc: 0.6195, mean_class_accuracy: 0.2843 2021-03-16 21:54:46,008 - mmaction - INFO - Epoch [13][20/1345] lr: 1.000e-02, eta: 7:36:46, time: 1.125, data_time: 0.559, memory: 7066, top1_acc: 0.3742, top5_acc: 0.6625, loss_cls: 2.6077, loss: 2.6077, grad_norm: 5.9426 2021-03-16 21:54:57,365 - mmaction - INFO - Epoch [13][40/1345] lr: 1.000e-02, eta: 7:36:37, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.4203, top5_acc: 0.6891, loss_cls: 2.4458, loss: 2.4458, grad_norm: 5.9706 2021-03-16 21:55:08,575 - mmaction - INFO - Epoch [13][60/1345] lr: 1.000e-02, eta: 7:36:28, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6750, loss_cls: 2.5389, loss: 2.5389, grad_norm: 5.7064 2021-03-16 21:55:19,720 - mmaction - INFO - Epoch [13][80/1345] lr: 1.000e-02, eta: 7:36:18, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.3711, top5_acc: 0.6430, loss_cls: 2.6115, loss: 2.6115, grad_norm: 6.0099 2021-03-16 21:55:30,820 - mmaction - INFO - Epoch [13][100/1345] lr: 1.000e-02, eta: 7:36:09, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6742, loss_cls: 2.4845, loss: 2.4845, grad_norm: 5.8822 2021-03-16 21:55:41,929 - mmaction - INFO - Epoch [13][120/1345] lr: 1.000e-02, eta: 7:35:59, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.3563, top5_acc: 0.6578, loss_cls: 2.6753, loss: 2.6753, grad_norm: 6.0222 2021-03-16 21:55:53,211 - mmaction - INFO - Epoch [13][140/1345] lr: 1.000e-02, eta: 7:35:50, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.3891, top5_acc: 0.6656, loss_cls: 2.5843, loss: 2.5843, grad_norm: 5.8695 2021-03-16 21:56:04,128 - mmaction - INFO - Epoch [13][160/1345] lr: 1.000e-02, eta: 7:35:40, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3844, top5_acc: 0.6578, loss_cls: 2.5491, loss: 2.5491, grad_norm: 5.9134 2021-03-16 21:56:15,463 - mmaction - INFO - Epoch [13][180/1345] lr: 1.000e-02, eta: 7:35:31, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.3578, top5_acc: 0.6648, loss_cls: 2.5836, loss: 2.5836, grad_norm: 5.9879 2021-03-16 21:56:26,561 - mmaction - INFO - Epoch [13][200/1345] lr: 1.000e-02, eta: 7:35:22, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.3547, top5_acc: 0.6398, loss_cls: 2.6753, loss: 2.6753, grad_norm: 5.7689 2021-03-16 21:56:37,726 - mmaction - INFO - Epoch [13][220/1345] lr: 1.000e-02, eta: 7:35:12, time: 0.558, data_time: 0.000, memory: 7066, top1_acc: 0.3773, top5_acc: 0.6617, loss_cls: 2.5962, loss: 2.5962, grad_norm: 5.7527 2021-03-16 21:56:48,715 - mmaction - INFO - Epoch [13][240/1345] lr: 1.000e-02, eta: 7:35:02, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6664, loss_cls: 2.5681, loss: 2.5681, grad_norm: 6.0075 2021-03-16 21:56:59,928 - mmaction - INFO - Epoch [13][260/1345] lr: 1.000e-02, eta: 7:34:53, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.3680, top5_acc: 0.6219, loss_cls: 2.7583, loss: 2.7583, grad_norm: 5.9603 2021-03-16 21:57:10,835 - mmaction - INFO - Epoch [13][280/1345] lr: 1.000e-02, eta: 7:34:43, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6227, loss_cls: 2.6762, loss: 2.6762, grad_norm: 5.8838 2021-03-16 21:57:22,052 - mmaction - INFO - Epoch [13][300/1345] lr: 1.000e-02, eta: 7:34:34, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.3680, top5_acc: 0.6602, loss_cls: 2.6559, loss: 2.6559, grad_norm: 6.0583 2021-03-16 21:57:33,160 - mmaction - INFO - Epoch [13][320/1345] lr: 1.000e-02, eta: 7:34:24, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6523, loss_cls: 2.6147, loss: 2.6147, grad_norm: 5.7904 2021-03-16 21:57:44,323 - mmaction - INFO - Epoch [13][340/1345] lr: 1.000e-02, eta: 7:34:15, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.3836, top5_acc: 0.6500, loss_cls: 2.6326, loss: 2.6326, grad_norm: 6.0867 2021-03-16 21:57:55,415 - mmaction - INFO - Epoch [13][360/1345] lr: 1.000e-02, eta: 7:34:05, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6641, loss_cls: 2.5849, loss: 2.5849, grad_norm: 6.0548 2021-03-16 21:58:06,453 - mmaction - INFO - Epoch [13][380/1345] lr: 1.000e-02, eta: 7:33:55, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.3648, top5_acc: 0.6383, loss_cls: 2.7088, loss: 2.7088, grad_norm: 5.9235 2021-03-16 21:58:17,444 - mmaction - INFO - Epoch [13][400/1345] lr: 1.000e-02, eta: 7:33:45, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.3844, top5_acc: 0.6813, loss_cls: 2.5264, loss: 2.5264, grad_norm: 5.9466 2021-03-16 21:58:28,605 - mmaction - INFO - Epoch [13][420/1345] lr: 1.000e-02, eta: 7:33:36, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.3836, top5_acc: 0.6609, loss_cls: 2.5779, loss: 2.5779, grad_norm: 6.1367 2021-03-16 21:58:39,646 - mmaction - INFO - Epoch [13][440/1345] lr: 1.000e-02, eta: 7:33:26, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6547, loss_cls: 2.6265, loss: 2.6265, grad_norm: 6.1314 2021-03-16 21:58:50,831 - mmaction - INFO - Epoch [13][460/1345] lr: 1.000e-02, eta: 7:33:17, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.3602, top5_acc: 0.6438, loss_cls: 2.6266, loss: 2.6266, grad_norm: 5.9823 2021-03-16 21:59:01,758 - mmaction - INFO - Epoch [13][480/1345] lr: 1.000e-02, eta: 7:33:06, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.3750, top5_acc: 0.6414, loss_cls: 2.6515, loss: 2.6515, grad_norm: 5.8029 2021-03-16 21:59:13,041 - mmaction - INFO - Epoch [13][500/1345] lr: 1.000e-02, eta: 7:32:57, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6687, loss_cls: 2.5475, loss: 2.5475, grad_norm: 5.9178 2021-03-16 21:59:24,247 - mmaction - INFO - Epoch [13][520/1345] lr: 1.000e-02, eta: 7:32:48, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.3578, top5_acc: 0.6141, loss_cls: 2.7915, loss: 2.7915, grad_norm: 5.9416 2021-03-16 21:59:35,290 - mmaction - INFO - Epoch [13][540/1345] lr: 1.000e-02, eta: 7:32:38, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6633, loss_cls: 2.5977, loss: 2.5977, grad_norm: 5.9832 2021-03-16 21:59:46,449 - mmaction - INFO - Epoch [13][560/1345] lr: 1.000e-02, eta: 7:32:29, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.3477, top5_acc: 0.6266, loss_cls: 2.7746, loss: 2.7746, grad_norm: 5.9283 2021-03-16 21:59:57,523 - mmaction - INFO - Epoch [13][580/1345] lr: 1.000e-02, eta: 7:32:19, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.3922, top5_acc: 0.6750, loss_cls: 2.6089, loss: 2.6089, grad_norm: 6.0801 2021-03-16 22:00:08,788 - mmaction - INFO - Epoch [13][600/1345] lr: 1.000e-02, eta: 7:32:10, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.3609, top5_acc: 0.6391, loss_cls: 2.6268, loss: 2.6268, grad_norm: 6.0637 2021-03-16 22:00:19,952 - mmaction - INFO - Epoch [13][620/1345] lr: 1.000e-02, eta: 7:32:00, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6594, loss_cls: 2.6089, loss: 2.6089, grad_norm: 5.9014 2021-03-16 22:00:30,804 - mmaction - INFO - Epoch [13][640/1345] lr: 1.000e-02, eta: 7:31:50, time: 0.544, data_time: 0.002, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6633, loss_cls: 2.5606, loss: 2.5606, grad_norm: 5.7538 2021-03-16 22:00:42,023 - mmaction - INFO - Epoch [13][660/1345] lr: 1.000e-02, eta: 7:31:41, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.3898, top5_acc: 0.6727, loss_cls: 2.5507, loss: 2.5507, grad_norm: 5.8584 2021-03-16 22:00:53,202 - mmaction - INFO - Epoch [13][680/1345] lr: 1.000e-02, eta: 7:31:31, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6594, loss_cls: 2.5796, loss: 2.5796, grad_norm: 5.8467 2021-03-16 22:01:04,033 - mmaction - INFO - Epoch [13][700/1345] lr: 1.000e-02, eta: 7:31:21, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.3961, top5_acc: 0.6820, loss_cls: 2.4813, loss: 2.4813, grad_norm: 5.7607 2021-03-16 22:01:15,475 - mmaction - INFO - Epoch [13][720/1345] lr: 1.000e-02, eta: 7:31:12, time: 0.571, data_time: 0.000, memory: 7066, top1_acc: 0.3883, top5_acc: 0.6492, loss_cls: 2.5998, loss: 2.5998, grad_norm: 5.9920 2021-03-16 22:01:26,314 - mmaction - INFO - Epoch [13][740/1345] lr: 1.000e-02, eta: 7:31:02, time: 0.543, data_time: 0.002, memory: 7066, top1_acc: 0.3937, top5_acc: 0.6484, loss_cls: 2.6012, loss: 2.6012, grad_norm: 5.7816 2021-03-16 22:01:37,599 - mmaction - INFO - Epoch [13][760/1345] lr: 1.000e-02, eta: 7:30:52, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.3617, top5_acc: 0.6328, loss_cls: 2.6739, loss: 2.6739, grad_norm: 6.0280 2021-03-16 22:01:48,323 - mmaction - INFO - Epoch [13][780/1345] lr: 1.000e-02, eta: 7:30:42, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.3586, top5_acc: 0.6422, loss_cls: 2.6944, loss: 2.6944, grad_norm: 6.1213 2021-03-16 22:01:59,497 - mmaction - INFO - Epoch [13][800/1345] lr: 1.000e-02, eta: 7:30:32, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.3711, top5_acc: 0.6500, loss_cls: 2.6775, loss: 2.6775, grad_norm: 5.8573 2021-03-16 22:02:10,495 - mmaction - INFO - Epoch [13][820/1345] lr: 1.000e-02, eta: 7:30:22, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6648, loss_cls: 2.5613, loss: 2.5613, grad_norm: 5.9921 2021-03-16 22:02:21,639 - mmaction - INFO - Epoch [13][840/1345] lr: 1.000e-02, eta: 7:30:13, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.3781, top5_acc: 0.6539, loss_cls: 2.6329, loss: 2.6329, grad_norm: 5.9164 2021-03-16 22:02:32,786 - mmaction - INFO - Epoch [13][860/1345] lr: 1.000e-02, eta: 7:30:03, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.3883, top5_acc: 0.6625, loss_cls: 2.5527, loss: 2.5527, grad_norm: 6.0610 2021-03-16 22:02:43,904 - mmaction - INFO - Epoch [13][880/1345] lr: 1.000e-02, eta: 7:29:53, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.3758, top5_acc: 0.6492, loss_cls: 2.6460, loss: 2.6460, grad_norm: 5.8613 2021-03-16 22:02:54,916 - mmaction - INFO - Epoch [13][900/1345] lr: 1.000e-02, eta: 7:29:43, time: 0.551, data_time: 0.002, memory: 7066, top1_acc: 0.3766, top5_acc: 0.6328, loss_cls: 2.6701, loss: 2.6701, grad_norm: 6.0200 2021-03-16 22:03:06,186 - mmaction - INFO - Epoch [13][920/1345] lr: 1.000e-02, eta: 7:29:34, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.3711, top5_acc: 0.6516, loss_cls: 2.6546, loss: 2.6546, grad_norm: 5.9304 2021-03-16 22:03:17,099 - mmaction - INFO - Epoch [13][940/1345] lr: 1.000e-02, eta: 7:29:24, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6641, loss_cls: 2.6000, loss: 2.6000, grad_norm: 5.9134 2021-03-16 22:03:28,376 - mmaction - INFO - Epoch [13][960/1345] lr: 1.000e-02, eta: 7:29:15, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6492, loss_cls: 2.6593, loss: 2.6593, grad_norm: 5.9029 2021-03-16 22:03:39,309 - mmaction - INFO - Epoch [13][980/1345] lr: 1.000e-02, eta: 7:29:04, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6500, loss_cls: 2.6482, loss: 2.6482, grad_norm: 5.6752 2021-03-16 22:03:48,070 - mmaction - INFO - Epoch [13][1000/1345] lr: 1.000e-02, eta: 7:28:48, time: 0.438, data_time: 0.001, memory: 7066, top1_acc: 0.3625, top5_acc: 0.6383, loss_cls: 2.7273, loss: 2.7273, grad_norm: 5.8134 2021-03-16 22:03:55,669 - mmaction - INFO - Epoch [13][1020/1345] lr: 1.000e-02, eta: 7:28:28, time: 0.379, data_time: 0.000, memory: 7066, top1_acc: 0.3961, top5_acc: 0.6719, loss_cls: 2.5455, loss: 2.5455, grad_norm: 5.8760 2021-03-16 22:04:03,151 - mmaction - INFO - Epoch [13][1040/1345] lr: 1.000e-02, eta: 7:28:08, time: 0.373, data_time: 0.002, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6727, loss_cls: 2.5742, loss: 2.5742, grad_norm: 6.0260 2021-03-16 22:04:12,079 - mmaction - INFO - Epoch [13][1060/1345] lr: 1.000e-02, eta: 7:27:52, time: 0.449, data_time: 0.003, memory: 7066, top1_acc: 0.3461, top5_acc: 0.6312, loss_cls: 2.7184, loss: 2.7184, grad_norm: 5.9986 2021-03-16 22:04:22,923 - mmaction - INFO - Epoch [13][1080/1345] lr: 1.000e-02, eta: 7:27:41, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.3844, top5_acc: 0.6562, loss_cls: 2.6028, loss: 2.6028, grad_norm: 5.7471 2021-03-16 22:04:33,812 - mmaction - INFO - Epoch [13][1100/1345] lr: 1.000e-02, eta: 7:27:31, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.4008, top5_acc: 0.6914, loss_cls: 2.5187, loss: 2.5187, grad_norm: 5.9505 2021-03-16 22:04:44,678 - mmaction - INFO - Epoch [13][1120/1345] lr: 1.000e-02, eta: 7:27:21, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6734, loss_cls: 2.5749, loss: 2.5749, grad_norm: 5.9473 2021-03-16 22:04:55,706 - mmaction - INFO - Epoch [13][1140/1345] lr: 1.000e-02, eta: 7:27:11, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.3758, top5_acc: 0.6734, loss_cls: 2.5914, loss: 2.5914, grad_norm: 5.9636 2021-03-16 22:05:06,769 - mmaction - INFO - Epoch [13][1160/1345] lr: 1.000e-02, eta: 7:27:01, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6609, loss_cls: 2.6195, loss: 2.6195, grad_norm: 5.8518 2021-03-16 22:05:17,548 - mmaction - INFO - Epoch [13][1180/1345] lr: 1.000e-02, eta: 7:26:50, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.3977, top5_acc: 0.6789, loss_cls: 2.5681, loss: 2.5681, grad_norm: 6.2451 2021-03-16 22:05:28,405 - mmaction - INFO - Epoch [13][1200/1345] lr: 1.000e-02, eta: 7:26:40, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3922, top5_acc: 0.6469, loss_cls: 2.6247, loss: 2.6247, grad_norm: 6.0230 2021-03-16 22:05:39,192 - mmaction - INFO - Epoch [13][1220/1345] lr: 1.000e-02, eta: 7:26:29, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.3937, top5_acc: 0.6750, loss_cls: 2.5386, loss: 2.5386, grad_norm: 5.9173 2021-03-16 22:05:50,185 - mmaction - INFO - Epoch [13][1240/1345] lr: 1.000e-02, eta: 7:26:19, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6695, loss_cls: 2.5873, loss: 2.5873, grad_norm: 6.3505 2021-03-16 22:06:01,056 - mmaction - INFO - Epoch [13][1260/1345] lr: 1.000e-02, eta: 7:26:09, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6695, loss_cls: 2.6193, loss: 2.6193, grad_norm: 6.1972 2021-03-16 22:06:12,106 - mmaction - INFO - Epoch [13][1280/1345] lr: 1.000e-02, eta: 7:25:59, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.3688, top5_acc: 0.6531, loss_cls: 2.6470, loss: 2.6470, grad_norm: 6.1291 2021-03-16 22:06:22,657 - mmaction - INFO - Epoch [13][1300/1345] lr: 1.000e-02, eta: 7:25:48, time: 0.527, data_time: 0.000, memory: 7066, top1_acc: 0.3680, top5_acc: 0.6273, loss_cls: 2.7043, loss: 2.7043, grad_norm: 5.9435 2021-03-16 22:06:33,498 - mmaction - INFO - Epoch [13][1320/1345] lr: 1.000e-02, eta: 7:25:37, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6516, loss_cls: 2.6716, loss: 2.6716, grad_norm: 5.9621 2021-03-16 22:06:44,382 - mmaction - INFO - Epoch [13][1340/1345] lr: 1.000e-02, eta: 7:25:27, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6633, loss_cls: 2.6114, loss: 2.6114, grad_norm: 5.9831 2021-03-16 22:06:47,057 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-03-16 22:07:09,717 - mmaction - INFO - Epoch [14][20/1345] lr: 1.000e-02, eta: 7:25:39, time: 1.112, data_time: 0.556, memory: 7066, top1_acc: 0.3664, top5_acc: 0.6633, loss_cls: 2.6261, loss: 2.6261, grad_norm: 5.8579 2021-03-16 22:07:20,709 - mmaction - INFO - Epoch [14][40/1345] lr: 1.000e-02, eta: 7:25:29, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6742, loss_cls: 2.4854, loss: 2.4854, grad_norm: 6.1992 2021-03-16 22:07:31,579 - mmaction - INFO - Epoch [14][60/1345] lr: 1.000e-02, eta: 7:25:18, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.4008, top5_acc: 0.6656, loss_cls: 2.6022, loss: 2.6022, grad_norm: 6.1757 2021-03-16 22:07:42,297 - mmaction - INFO - Epoch [14][80/1345] lr: 1.000e-02, eta: 7:25:07, time: 0.536, data_time: 0.000, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6570, loss_cls: 2.6112, loss: 2.6112, grad_norm: 6.0018 2021-03-16 22:07:53,551 - mmaction - INFO - Epoch [14][100/1345] lr: 1.000e-02, eta: 7:24:58, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6586, loss_cls: 2.5669, loss: 2.5669, grad_norm: 6.0359 2021-03-16 22:08:04,336 - mmaction - INFO - Epoch [14][120/1345] lr: 1.000e-02, eta: 7:24:47, time: 0.539, data_time: 0.002, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6633, loss_cls: 2.5599, loss: 2.5599, grad_norm: 5.9800 2021-03-16 22:08:15,497 - mmaction - INFO - Epoch [14][140/1345] lr: 1.000e-02, eta: 7:24:38, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6820, loss_cls: 2.5584, loss: 2.5584, grad_norm: 6.0900 2021-03-16 22:08:26,477 - mmaction - INFO - Epoch [14][160/1345] lr: 1.000e-02, eta: 7:24:28, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.3883, top5_acc: 0.6734, loss_cls: 2.5361, loss: 2.5361, grad_norm: 6.0220 2021-03-16 22:08:37,451 - mmaction - INFO - Epoch [14][180/1345] lr: 1.000e-02, eta: 7:24:18, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6609, loss_cls: 2.5729, loss: 2.5729, grad_norm: 6.0482 2021-03-16 22:08:48,414 - mmaction - INFO - Epoch [14][200/1345] lr: 1.000e-02, eta: 7:24:07, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.3797, top5_acc: 0.6500, loss_cls: 2.6243, loss: 2.6243, grad_norm: 5.9543 2021-03-16 22:08:59,421 - mmaction - INFO - Epoch [14][220/1345] lr: 1.000e-02, eta: 7:23:57, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.4023, top5_acc: 0.6711, loss_cls: 2.5315, loss: 2.5315, grad_norm: 5.9913 2021-03-16 22:09:10,543 - mmaction - INFO - Epoch [14][240/1345] lr: 1.000e-02, eta: 7:23:48, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6570, loss_cls: 2.6018, loss: 2.6018, grad_norm: 5.9639 2021-03-16 22:09:21,437 - mmaction - INFO - Epoch [14][260/1345] lr: 1.000e-02, eta: 7:23:37, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.3656, top5_acc: 0.6508, loss_cls: 2.6320, loss: 2.6320, grad_norm: 6.1766 2021-03-16 22:09:32,226 - mmaction - INFO - Epoch [14][280/1345] lr: 1.000e-02, eta: 7:23:27, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.3875, top5_acc: 0.6617, loss_cls: 2.5623, loss: 2.5623, grad_norm: 6.0783 2021-03-16 22:09:43,107 - mmaction - INFO - Epoch [14][300/1345] lr: 1.000e-02, eta: 7:23:16, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.4094, top5_acc: 0.6852, loss_cls: 2.5041, loss: 2.5041, grad_norm: 5.9733 2021-03-16 22:09:54,143 - mmaction - INFO - Epoch [14][320/1345] lr: 1.000e-02, eta: 7:23:06, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6734, loss_cls: 2.5055, loss: 2.5055, grad_norm: 5.9470 2021-03-16 22:10:05,158 - mmaction - INFO - Epoch [14][340/1345] lr: 1.000e-02, eta: 7:22:56, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.3711, top5_acc: 0.6414, loss_cls: 2.6678, loss: 2.6678, grad_norm: 6.0737 2021-03-16 22:10:15,944 - mmaction - INFO - Epoch [14][360/1345] lr: 1.000e-02, eta: 7:22:45, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6367, loss_cls: 2.6158, loss: 2.6158, grad_norm: 5.9039 2021-03-16 22:10:27,135 - mmaction - INFO - Epoch [14][380/1345] lr: 1.000e-02, eta: 7:22:36, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6617, loss_cls: 2.5967, loss: 2.5967, grad_norm: 6.0388 2021-03-16 22:10:38,202 - mmaction - INFO - Epoch [14][400/1345] lr: 1.000e-02, eta: 7:22:26, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6727, loss_cls: 2.5520, loss: 2.5520, grad_norm: 5.9934 2021-03-16 22:10:49,252 - mmaction - INFO - Epoch [14][420/1345] lr: 1.000e-02, eta: 7:22:16, time: 0.552, data_time: 0.002, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6633, loss_cls: 2.5475, loss: 2.5475, grad_norm: 6.0424 2021-03-16 22:11:00,075 - mmaction - INFO - Epoch [14][440/1345] lr: 1.000e-02, eta: 7:22:06, time: 0.542, data_time: 0.002, memory: 7066, top1_acc: 0.3898, top5_acc: 0.6820, loss_cls: 2.4559, loss: 2.4559, grad_norm: 5.8277 2021-03-16 22:11:10,998 - mmaction - INFO - Epoch [14][460/1345] lr: 1.000e-02, eta: 7:21:55, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6727, loss_cls: 2.5740, loss: 2.5740, grad_norm: 6.1439 2021-03-16 22:11:21,892 - mmaction - INFO - Epoch [14][480/1345] lr: 1.000e-02, eta: 7:21:45, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.3844, top5_acc: 0.6859, loss_cls: 2.5405, loss: 2.5405, grad_norm: 6.2024 2021-03-16 22:11:32,674 - mmaction - INFO - Epoch [14][500/1345] lr: 1.000e-02, eta: 7:21:34, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.3742, top5_acc: 0.6555, loss_cls: 2.6529, loss: 2.6529, grad_norm: 6.1532 2021-03-16 22:11:43,837 - mmaction - INFO - Epoch [14][520/1345] lr: 1.000e-02, eta: 7:21:25, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6695, loss_cls: 2.5054, loss: 2.5054, grad_norm: 5.8997 2021-03-16 22:11:54,768 - mmaction - INFO - Epoch [14][540/1345] lr: 1.000e-02, eta: 7:21:14, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.3797, top5_acc: 0.6531, loss_cls: 2.5929, loss: 2.5929, grad_norm: 6.0598 2021-03-16 22:12:05,596 - mmaction - INFO - Epoch [14][560/1345] lr: 1.000e-02, eta: 7:21:04, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6508, loss_cls: 2.5931, loss: 2.5931, grad_norm: 5.8439 2021-03-16 22:12:16,602 - mmaction - INFO - Epoch [14][580/1345] lr: 1.000e-02, eta: 7:20:54, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6398, loss_cls: 2.6605, loss: 2.6605, grad_norm: 5.8248 2021-03-16 22:12:27,079 - mmaction - INFO - Epoch [14][600/1345] lr: 1.000e-02, eta: 7:20:42, time: 0.524, data_time: 0.000, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6484, loss_cls: 2.5916, loss: 2.5916, grad_norm: 5.7839 2021-03-16 22:12:37,971 - mmaction - INFO - Epoch [14][620/1345] lr: 1.000e-02, eta: 7:20:32, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.4023, top5_acc: 0.6953, loss_cls: 2.4543, loss: 2.4543, grad_norm: 6.1999 2021-03-16 22:12:48,718 - mmaction - INFO - Epoch [14][640/1345] lr: 1.000e-02, eta: 7:20:21, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.4109, top5_acc: 0.6734, loss_cls: 2.4870, loss: 2.4870, grad_norm: 5.9507 2021-03-16 22:12:59,536 - mmaction - INFO - Epoch [14][660/1345] lr: 1.000e-02, eta: 7:20:10, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6680, loss_cls: 2.5538, loss: 2.5538, grad_norm: 5.8720 2021-03-16 22:13:10,588 - mmaction - INFO - Epoch [14][680/1345] lr: 1.000e-02, eta: 7:20:00, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.3773, top5_acc: 0.6375, loss_cls: 2.6764, loss: 2.6764, grad_norm: 5.9702 2021-03-16 22:13:21,421 - mmaction - INFO - Epoch [14][700/1345] lr: 1.000e-02, eta: 7:19:50, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.3891, top5_acc: 0.6719, loss_cls: 2.5466, loss: 2.5466, grad_norm: 5.9384 2021-03-16 22:13:32,684 - mmaction - INFO - Epoch [14][720/1345] lr: 1.000e-02, eta: 7:19:40, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.4023, top5_acc: 0.6930, loss_cls: 2.4952, loss: 2.4952, grad_norm: 5.8960 2021-03-16 22:13:43,581 - mmaction - INFO - Epoch [14][740/1345] lr: 1.000e-02, eta: 7:19:30, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.3875, top5_acc: 0.6570, loss_cls: 2.5683, loss: 2.5683, grad_norm: 6.0296 2021-03-16 22:13:54,512 - mmaction - INFO - Epoch [14][760/1345] lr: 1.000e-02, eta: 7:19:20, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.3797, top5_acc: 0.6578, loss_cls: 2.5961, loss: 2.5961, grad_norm: 6.0487 2021-03-16 22:14:05,425 - mmaction - INFO - Epoch [14][780/1345] lr: 1.000e-02, eta: 7:19:09, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6758, loss_cls: 2.5303, loss: 2.5303, grad_norm: 6.0500 2021-03-16 22:14:16,466 - mmaction - INFO - Epoch [14][800/1345] lr: 1.000e-02, eta: 7:18:59, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6570, loss_cls: 2.5802, loss: 2.5802, grad_norm: 5.7496 2021-03-16 22:14:27,347 - mmaction - INFO - Epoch [14][820/1345] lr: 1.000e-02, eta: 7:18:49, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.3734, top5_acc: 0.6664, loss_cls: 2.5783, loss: 2.5783, grad_norm: 6.0098 2021-03-16 22:14:38,193 - mmaction - INFO - Epoch [14][840/1345] lr: 1.000e-02, eta: 7:18:38, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.3711, top5_acc: 0.6344, loss_cls: 2.6529, loss: 2.6529, grad_norm: 5.9898 2021-03-16 22:14:49,144 - mmaction - INFO - Epoch [14][860/1345] lr: 1.000e-02, eta: 7:18:28, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.4109, top5_acc: 0.6766, loss_cls: 2.4928, loss: 2.4928, grad_norm: 6.0827 2021-03-16 22:14:59,958 - mmaction - INFO - Epoch [14][880/1345] lr: 1.000e-02, eta: 7:18:18, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.3937, top5_acc: 0.6898, loss_cls: 2.4763, loss: 2.4763, grad_norm: 6.0267 2021-03-16 22:15:10,832 - mmaction - INFO - Epoch [14][900/1345] lr: 1.000e-02, eta: 7:18:07, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6648, loss_cls: 2.6040, loss: 2.6040, grad_norm: 6.0601 2021-03-16 22:15:22,015 - mmaction - INFO - Epoch [14][920/1345] lr: 1.000e-02, eta: 7:17:57, time: 0.559, data_time: 0.000, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6547, loss_cls: 2.5980, loss: 2.5980, grad_norm: 5.9408 2021-03-16 22:15:32,979 - mmaction - INFO - Epoch [14][940/1345] lr: 1.000e-02, eta: 7:17:47, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6672, loss_cls: 2.5715, loss: 2.5715, grad_norm: 5.9371 2021-03-16 22:15:43,840 - mmaction - INFO - Epoch [14][960/1345] lr: 1.000e-02, eta: 7:17:37, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6648, loss_cls: 2.5502, loss: 2.5502, grad_norm: 5.9297 2021-03-16 22:15:54,818 - mmaction - INFO - Epoch [14][980/1345] lr: 1.000e-02, eta: 7:17:27, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6719, loss_cls: 2.5383, loss: 2.5383, grad_norm: 5.8108 2021-03-16 22:16:05,728 - mmaction - INFO - Epoch [14][1000/1345] lr: 1.000e-02, eta: 7:17:16, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.3781, top5_acc: 0.6562, loss_cls: 2.6074, loss: 2.6074, grad_norm: 5.8679 2021-03-16 22:16:16,433 - mmaction - INFO - Epoch [14][1020/1345] lr: 1.000e-02, eta: 7:17:05, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.3797, top5_acc: 0.6453, loss_cls: 2.6258, loss: 2.6258, grad_norm: 5.9320 2021-03-16 22:16:27,411 - mmaction - INFO - Epoch [14][1040/1345] lr: 1.000e-02, eta: 7:16:55, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.4133, top5_acc: 0.6664, loss_cls: 2.5215, loss: 2.5215, grad_norm: 5.8883 2021-03-16 22:16:38,143 - mmaction - INFO - Epoch [14][1060/1345] lr: 1.000e-02, eta: 7:16:44, time: 0.537, data_time: 0.000, memory: 7066, top1_acc: 0.4062, top5_acc: 0.6602, loss_cls: 2.5665, loss: 2.5665, grad_norm: 5.9360 2021-03-16 22:16:49,003 - mmaction - INFO - Epoch [14][1080/1345] lr: 1.000e-02, eta: 7:16:34, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6695, loss_cls: 2.5637, loss: 2.5637, grad_norm: 6.2037 2021-03-16 22:16:59,790 - mmaction - INFO - Epoch [14][1100/1345] lr: 1.000e-02, eta: 7:16:23, time: 0.541, data_time: 0.002, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6492, loss_cls: 2.6010, loss: 2.6010, grad_norm: 5.8635 2021-03-16 22:17:10,515 - mmaction - INFO - Epoch [14][1120/1345] lr: 1.000e-02, eta: 7:16:12, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6586, loss_cls: 2.5849, loss: 2.5849, grad_norm: 6.0028 2021-03-16 22:17:21,283 - mmaction - INFO - Epoch [14][1140/1345] lr: 1.000e-02, eta: 7:16:01, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.3891, top5_acc: 0.6578, loss_cls: 2.5980, loss: 2.5980, grad_norm: 5.8178 2021-03-16 22:17:32,028 - mmaction - INFO - Epoch [14][1160/1345] lr: 1.000e-02, eta: 7:15:51, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.3937, top5_acc: 0.6461, loss_cls: 2.6270, loss: 2.6270, grad_norm: 5.6079 2021-03-16 22:17:42,461 - mmaction - INFO - Epoch [14][1180/1345] lr: 1.000e-02, eta: 7:15:39, time: 0.517, data_time: 0.001, memory: 7066, top1_acc: 0.3836, top5_acc: 0.6750, loss_cls: 2.5603, loss: 2.5603, grad_norm: 5.7557 2021-03-16 22:17:49,980 - mmaction - INFO - Epoch [14][1200/1345] lr: 1.000e-02, eta: 7:15:20, time: 0.377, data_time: 0.006, memory: 7066, top1_acc: 0.4094, top5_acc: 0.6734, loss_cls: 2.4957, loss: 2.4957, grad_norm: 5.6366 2021-03-16 22:17:57,413 - mmaction - INFO - Epoch [14][1220/1345] lr: 1.000e-02, eta: 7:15:00, time: 0.376, data_time: 0.005, memory: 7066, top1_acc: 0.3969, top5_acc: 0.6453, loss_cls: 2.6064, loss: 2.6064, grad_norm: 6.2191 2021-03-16 22:18:06,266 - mmaction - INFO - Epoch [14][1240/1345] lr: 1.000e-02, eta: 7:14:45, time: 0.443, data_time: 0.001, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6633, loss_cls: 2.5890, loss: 2.5890, grad_norm: 5.9277 2021-03-16 22:18:17,209 - mmaction - INFO - Epoch [14][1260/1345] lr: 1.000e-02, eta: 7:14:35, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.3797, top5_acc: 0.6680, loss_cls: 2.5749, loss: 2.5749, grad_norm: 6.0111 2021-03-16 22:18:28,071 - mmaction - INFO - Epoch [14][1280/1345] lr: 1.000e-02, eta: 7:14:24, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3875, top5_acc: 0.6625, loss_cls: 2.5991, loss: 2.5991, grad_norm: 5.8288 2021-03-16 22:18:38,817 - mmaction - INFO - Epoch [14][1300/1345] lr: 1.000e-02, eta: 7:14:13, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6711, loss_cls: 2.5197, loss: 2.5197, grad_norm: 6.0140 2021-03-16 22:18:49,757 - mmaction - INFO - Epoch [14][1320/1345] lr: 1.000e-02, eta: 7:14:03, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6555, loss_cls: 2.5831, loss: 2.5831, grad_norm: 6.1155 2021-03-16 22:19:00,645 - mmaction - INFO - Epoch [14][1340/1345] lr: 1.000e-02, eta: 7:13:53, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.3680, top5_acc: 0.6383, loss_cls: 2.6371, loss: 2.6371, grad_norm: 5.8001 2021-03-16 22:19:03,801 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-03-16 22:20:09,204 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 22:20:09,342 - mmaction - INFO - top1_acc 0.3163 top5_acc 0.5991 2021-03-16 22:20:09,342 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 22:20:09,350 - mmaction - INFO - mean_acc 0.2884 2021-03-16 22:20:09,686 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. 2021-03-16 22:20:09,686 - mmaction - INFO - Best top1_acc is 0.3163 at 14 epoch. 2021-03-16 22:20:09,690 - mmaction - INFO - Epoch(val) [14][1345] top1_acc: 0.3163, top5_acc: 0.5991, mean_class_accuracy: 0.2884 2021-03-16 22:20:32,775 - mmaction - INFO - Epoch [15][20/1345] lr: 1.000e-02, eta: 7:14:04, time: 1.153, data_time: 0.576, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6836, loss_cls: 2.5200, loss: 2.5200, grad_norm: 5.8769 2021-03-16 22:20:43,851 - mmaction - INFO - Epoch [15][40/1345] lr: 1.000e-02, eta: 7:13:54, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6773, loss_cls: 2.4860, loss: 2.4860, grad_norm: 5.6590 2021-03-16 22:20:54,729 - mmaction - INFO - Epoch [15][60/1345] lr: 1.000e-02, eta: 7:13:44, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.4156, top5_acc: 0.6687, loss_cls: 2.5089, loss: 2.5089, grad_norm: 5.8123 2021-03-16 22:21:05,729 - mmaction - INFO - Epoch [15][80/1345] lr: 1.000e-02, eta: 7:13:33, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.3961, top5_acc: 0.6813, loss_cls: 2.5302, loss: 2.5302, grad_norm: 5.9278 2021-03-16 22:21:16,845 - mmaction - INFO - Epoch [15][100/1345] lr: 1.000e-02, eta: 7:13:24, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.3680, top5_acc: 0.6695, loss_cls: 2.6127, loss: 2.6127, grad_norm: 6.0658 2021-03-16 22:21:27,752 - mmaction - INFO - Epoch [15][120/1345] lr: 1.000e-02, eta: 7:13:13, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.3937, top5_acc: 0.6859, loss_cls: 2.5213, loss: 2.5213, grad_norm: 5.8509 2021-03-16 22:21:38,526 - mmaction - INFO - Epoch [15][140/1345] lr: 1.000e-02, eta: 7:13:02, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.3727, top5_acc: 0.6609, loss_cls: 2.5694, loss: 2.5694, grad_norm: 5.7827 2021-03-16 22:21:49,406 - mmaction - INFO - Epoch [15][160/1345] lr: 1.000e-02, eta: 7:12:52, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.4219, top5_acc: 0.7070, loss_cls: 2.4566, loss: 2.4566, grad_norm: 5.9408 2021-03-16 22:22:00,502 - mmaction - INFO - Epoch [15][180/1345] lr: 1.000e-02, eta: 7:12:42, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6719, loss_cls: 2.5470, loss: 2.5470, grad_norm: 6.0174 2021-03-16 22:22:11,364 - mmaction - INFO - Epoch [15][200/1345] lr: 1.000e-02, eta: 7:12:32, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.4117, top5_acc: 0.6898, loss_cls: 2.4597, loss: 2.4597, grad_norm: 6.2308 2021-03-16 22:22:22,462 - mmaction - INFO - Epoch [15][220/1345] lr: 1.000e-02, eta: 7:12:22, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.3711, top5_acc: 0.6523, loss_cls: 2.6163, loss: 2.6163, grad_norm: 5.8875 2021-03-16 22:22:33,436 - mmaction - INFO - Epoch [15][240/1345] lr: 1.000e-02, eta: 7:12:11, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.3883, top5_acc: 0.6703, loss_cls: 2.5611, loss: 2.5611, grad_norm: 5.9643 2021-03-16 22:22:44,314 - mmaction - INFO - Epoch [15][260/1345] lr: 1.000e-02, eta: 7:12:01, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6648, loss_cls: 2.5509, loss: 2.5509, grad_norm: 6.1320 2021-03-16 22:22:55,098 - mmaction - INFO - Epoch [15][280/1345] lr: 1.000e-02, eta: 7:11:50, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6789, loss_cls: 2.4926, loss: 2.4926, grad_norm: 5.9584 2021-03-16 22:23:05,938 - mmaction - INFO - Epoch [15][300/1345] lr: 1.000e-02, eta: 7:11:40, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6523, loss_cls: 2.5616, loss: 2.5616, grad_norm: 6.0525 2021-03-16 22:23:16,967 - mmaction - INFO - Epoch [15][320/1345] lr: 1.000e-02, eta: 7:11:29, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.3586, top5_acc: 0.6602, loss_cls: 2.6107, loss: 2.6107, grad_norm: 5.9836 2021-03-16 22:23:28,012 - mmaction - INFO - Epoch [15][340/1345] lr: 1.000e-02, eta: 7:11:19, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6656, loss_cls: 2.6105, loss: 2.6105, grad_norm: 5.8670 2021-03-16 22:23:38,961 - mmaction - INFO - Epoch [15][360/1345] lr: 1.000e-02, eta: 7:11:09, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.4195, top5_acc: 0.6945, loss_cls: 2.4440, loss: 2.4440, grad_norm: 5.8954 2021-03-16 22:23:49,480 - mmaction - INFO - Epoch [15][380/1345] lr: 1.000e-02, eta: 7:10:58, time: 0.527, data_time: 0.001, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6758, loss_cls: 2.5045, loss: 2.5045, grad_norm: 6.0447 2021-03-16 22:24:00,159 - mmaction - INFO - Epoch [15][400/1345] lr: 1.000e-02, eta: 7:10:47, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6820, loss_cls: 2.4630, loss: 2.4630, grad_norm: 6.1407 2021-03-16 22:24:11,158 - mmaction - INFO - Epoch [15][420/1345] lr: 1.000e-02, eta: 7:10:37, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6641, loss_cls: 2.5569, loss: 2.5569, grad_norm: 5.7800 2021-03-16 22:24:21,921 - mmaction - INFO - Epoch [15][440/1345] lr: 1.000e-02, eta: 7:10:26, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.4031, top5_acc: 0.6805, loss_cls: 2.5043, loss: 2.5043, grad_norm: 5.8760 2021-03-16 22:24:32,758 - mmaction - INFO - Epoch [15][460/1345] lr: 1.000e-02, eta: 7:10:15, time: 0.543, data_time: 0.002, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6641, loss_cls: 2.6147, loss: 2.6147, grad_norm: 5.9376 2021-03-16 22:24:43,672 - mmaction - INFO - Epoch [15][480/1345] lr: 1.000e-02, eta: 7:10:05, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6891, loss_cls: 2.4934, loss: 2.4934, grad_norm: 6.0206 2021-03-16 22:24:54,489 - mmaction - INFO - Epoch [15][500/1345] lr: 1.000e-02, eta: 7:09:54, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6617, loss_cls: 2.5552, loss: 2.5552, grad_norm: 5.9407 2021-03-16 22:25:05,719 - mmaction - INFO - Epoch [15][520/1345] lr: 1.000e-02, eta: 7:09:45, time: 0.562, data_time: 0.002, memory: 7066, top1_acc: 0.3742, top5_acc: 0.6711, loss_cls: 2.5590, loss: 2.5590, grad_norm: 6.0835 2021-03-16 22:25:16,519 - mmaction - INFO - Epoch [15][540/1345] lr: 1.000e-02, eta: 7:09:34, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.3961, top5_acc: 0.6852, loss_cls: 2.5209, loss: 2.5209, grad_norm: 6.2885 2021-03-16 22:25:27,471 - mmaction - INFO - Epoch [15][560/1345] lr: 1.000e-02, eta: 7:09:24, time: 0.549, data_time: 0.002, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6680, loss_cls: 2.5992, loss: 2.5992, grad_norm: 6.1160 2021-03-16 22:25:38,564 - mmaction - INFO - Epoch [15][580/1345] lr: 1.000e-02, eta: 7:09:14, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.3664, top5_acc: 0.6359, loss_cls: 2.7079, loss: 2.7079, grad_norm: 5.9840 2021-03-16 22:25:49,431 - mmaction - INFO - Epoch [15][600/1345] lr: 1.000e-02, eta: 7:09:03, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6844, loss_cls: 2.4789, loss: 2.4789, grad_norm: 5.8898 2021-03-16 22:26:00,381 - mmaction - INFO - Epoch [15][620/1345] lr: 1.000e-02, eta: 7:08:53, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4180, top5_acc: 0.6648, loss_cls: 2.5254, loss: 2.5254, grad_norm: 5.9185 2021-03-16 22:26:11,172 - mmaction - INFO - Epoch [15][640/1345] lr: 1.000e-02, eta: 7:08:42, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.4070, top5_acc: 0.6766, loss_cls: 2.4864, loss: 2.4864, grad_norm: 5.9787 2021-03-16 22:26:22,046 - mmaction - INFO - Epoch [15][660/1345] lr: 1.000e-02, eta: 7:08:32, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6844, loss_cls: 2.4928, loss: 2.4928, grad_norm: 6.3592 2021-03-16 22:26:32,840 - mmaction - INFO - Epoch [15][680/1345] lr: 1.000e-02, eta: 7:08:21, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.3719, top5_acc: 0.6383, loss_cls: 2.6468, loss: 2.6468, grad_norm: 6.0278 2021-03-16 22:26:43,566 - mmaction - INFO - Epoch [15][700/1345] lr: 1.000e-02, eta: 7:08:10, time: 0.536, data_time: 0.000, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6781, loss_cls: 2.5417, loss: 2.5417, grad_norm: 6.0341 2021-03-16 22:26:54,510 - mmaction - INFO - Epoch [15][720/1345] lr: 1.000e-02, eta: 7:08:00, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4031, top5_acc: 0.6828, loss_cls: 2.4950, loss: 2.4950, grad_norm: 5.8849 2021-03-16 22:27:05,516 - mmaction - INFO - Epoch [15][740/1345] lr: 1.000e-02, eta: 7:07:49, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.4070, top5_acc: 0.6828, loss_cls: 2.5060, loss: 2.5060, grad_norm: 5.9483 2021-03-16 22:27:16,502 - mmaction - INFO - Epoch [15][760/1345] lr: 1.000e-02, eta: 7:07:39, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.4125, top5_acc: 0.6734, loss_cls: 2.4808, loss: 2.4808, grad_norm: 5.9339 2021-03-16 22:27:27,386 - mmaction - INFO - Epoch [15][780/1345] lr: 1.000e-02, eta: 7:07:29, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.4094, top5_acc: 0.6898, loss_cls: 2.4500, loss: 2.4500, grad_norm: 5.9583 2021-03-16 22:27:38,396 - mmaction - INFO - Epoch [15][800/1345] lr: 1.000e-02, eta: 7:07:19, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6648, loss_cls: 2.5349, loss: 2.5349, grad_norm: 6.0040 2021-03-16 22:27:49,308 - mmaction - INFO - Epoch [15][820/1345] lr: 1.000e-02, eta: 7:07:08, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3797, top5_acc: 0.6641, loss_cls: 2.6214, loss: 2.6214, grad_norm: 6.0869 2021-03-16 22:28:00,237 - mmaction - INFO - Epoch [15][840/1345] lr: 1.000e-02, eta: 7:06:58, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.3898, top5_acc: 0.6711, loss_cls: 2.5380, loss: 2.5380, grad_norm: 6.1022 2021-03-16 22:28:11,398 - mmaction - INFO - Epoch [15][860/1345] lr: 1.000e-02, eta: 7:06:48, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6742, loss_cls: 2.5088, loss: 2.5088, grad_norm: 6.0003 2021-03-16 22:28:22,336 - mmaction - INFO - Epoch [15][880/1345] lr: 1.000e-02, eta: 7:06:38, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6625, loss_cls: 2.6080, loss: 2.6080, grad_norm: 6.0603 2021-03-16 22:28:33,378 - mmaction - INFO - Epoch [15][900/1345] lr: 1.000e-02, eta: 7:06:27, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.3648, top5_acc: 0.6586, loss_cls: 2.6092, loss: 2.6092, grad_norm: 5.9025 2021-03-16 22:28:44,414 - mmaction - INFO - Epoch [15][920/1345] lr: 1.000e-02, eta: 7:06:17, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6734, loss_cls: 2.5234, loss: 2.5234, grad_norm: 5.9862 2021-03-16 22:28:55,209 - mmaction - INFO - Epoch [15][940/1345] lr: 1.000e-02, eta: 7:06:07, time: 0.540, data_time: 0.000, memory: 7066, top1_acc: 0.3875, top5_acc: 0.6609, loss_cls: 2.5336, loss: 2.5336, grad_norm: 6.0722 2021-03-16 22:29:05,841 - mmaction - INFO - Epoch [15][960/1345] lr: 1.000e-02, eta: 7:05:55, time: 0.530, data_time: 0.000, memory: 7066, top1_acc: 0.3898, top5_acc: 0.6625, loss_cls: 2.5566, loss: 2.5566, grad_norm: 5.8827 2021-03-16 22:29:16,831 - mmaction - INFO - Epoch [15][980/1345] lr: 1.000e-02, eta: 7:05:45, time: 0.551, data_time: 0.002, memory: 7066, top1_acc: 0.3844, top5_acc: 0.6680, loss_cls: 2.5748, loss: 2.5748, grad_norm: 6.2467 2021-03-16 22:29:27,643 - mmaction - INFO - Epoch [15][1000/1345] lr: 1.000e-02, eta: 7:05:35, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6633, loss_cls: 2.5632, loss: 2.5632, grad_norm: 5.9623 2021-03-16 22:29:38,730 - mmaction - INFO - Epoch [15][1020/1345] lr: 1.000e-02, eta: 7:05:25, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6570, loss_cls: 2.6004, loss: 2.6004, grad_norm: 6.0106 2021-03-16 22:29:49,430 - mmaction - INFO - Epoch [15][1040/1345] lr: 1.000e-02, eta: 7:05:14, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.3922, top5_acc: 0.6586, loss_cls: 2.6092, loss: 2.6092, grad_norm: 6.0005 2021-03-16 22:30:00,064 - mmaction - INFO - Epoch [15][1060/1345] lr: 1.000e-02, eta: 7:05:03, time: 0.532, data_time: 0.001, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6641, loss_cls: 2.6227, loss: 2.6227, grad_norm: 6.0394 2021-03-16 22:30:11,333 - mmaction - INFO - Epoch [15][1080/1345] lr: 1.000e-02, eta: 7:04:53, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6813, loss_cls: 2.5798, loss: 2.5798, grad_norm: 5.9892 2021-03-16 22:30:22,342 - mmaction - INFO - Epoch [15][1100/1345] lr: 1.000e-02, eta: 7:04:43, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6594, loss_cls: 2.5722, loss: 2.5722, grad_norm: 5.9701 2021-03-16 22:30:33,498 - mmaction - INFO - Epoch [15][1120/1345] lr: 1.000e-02, eta: 7:04:33, time: 0.559, data_time: 0.002, memory: 7066, top1_acc: 0.3836, top5_acc: 0.6625, loss_cls: 2.5653, loss: 2.5653, grad_norm: 6.0260 2021-03-16 22:30:44,461 - mmaction - INFO - Epoch [15][1140/1345] lr: 1.000e-02, eta: 7:04:23, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6805, loss_cls: 2.5243, loss: 2.5243, grad_norm: 5.8327 2021-03-16 22:30:55,076 - mmaction - INFO - Epoch [15][1160/1345] lr: 1.000e-02, eta: 7:04:11, time: 0.529, data_time: 0.001, memory: 7066, top1_acc: 0.3742, top5_acc: 0.6656, loss_cls: 2.5798, loss: 2.5798, grad_norm: 6.2347 2021-03-16 22:31:02,539 - mmaction - INFO - Epoch [15][1180/1345] lr: 1.000e-02, eta: 7:03:53, time: 0.375, data_time: 0.002, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6859, loss_cls: 2.4503, loss: 2.4503, grad_norm: 6.1005 2021-03-16 22:31:10,223 - mmaction - INFO - Epoch [15][1200/1345] lr: 1.000e-02, eta: 7:03:35, time: 0.384, data_time: 0.001, memory: 7066, top1_acc: 0.3961, top5_acc: 0.7023, loss_cls: 2.5099, loss: 2.5099, grad_norm: 6.2049 2021-03-16 22:31:18,117 - mmaction - INFO - Epoch [15][1220/1345] lr: 1.000e-02, eta: 7:03:17, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6695, loss_cls: 2.5694, loss: 2.5694, grad_norm: 6.1124 2021-03-16 22:31:29,093 - mmaction - INFO - Epoch [15][1240/1345] lr: 1.000e-02, eta: 7:03:07, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.3781, top5_acc: 0.6445, loss_cls: 2.6164, loss: 2.6164, grad_norm: 6.2136 2021-03-16 22:31:40,138 - mmaction - INFO - Epoch [15][1260/1345] lr: 1.000e-02, eta: 7:02:57, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6641, loss_cls: 2.5834, loss: 2.5834, grad_norm: 5.9510 2021-03-16 22:31:51,003 - mmaction - INFO - Epoch [15][1280/1345] lr: 1.000e-02, eta: 7:02:46, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3828, top5_acc: 0.6469, loss_cls: 2.6045, loss: 2.6045, grad_norm: 5.9717 2021-03-16 22:32:02,115 - mmaction - INFO - Epoch [15][1300/1345] lr: 1.000e-02, eta: 7:02:36, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6602, loss_cls: 2.5710, loss: 2.5710, grad_norm: 6.3205 2021-03-16 22:32:12,949 - mmaction - INFO - Epoch [15][1320/1345] lr: 1.000e-02, eta: 7:02:26, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6727, loss_cls: 2.5523, loss: 2.5523, grad_norm: 5.9191 2021-03-16 22:32:23,758 - mmaction - INFO - Epoch [15][1340/1345] lr: 1.000e-02, eta: 7:02:15, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6914, loss_cls: 2.4573, loss: 2.4573, grad_norm: 6.0292 2021-03-16 22:32:26,647 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-03-16 22:32:49,426 - mmaction - INFO - Epoch [16][20/1345] lr: 1.000e-02, eta: 7:02:23, time: 1.122, data_time: 0.499, memory: 7066, top1_acc: 0.4227, top5_acc: 0.6773, loss_cls: 2.4582, loss: 2.4582, grad_norm: 6.0439 2021-03-16 22:33:00,290 - mmaction - INFO - Epoch [16][40/1345] lr: 1.000e-02, eta: 7:02:12, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6750, loss_cls: 2.5490, loss: 2.5490, grad_norm: 6.2400 2021-03-16 22:33:11,044 - mmaction - INFO - Epoch [16][60/1345] lr: 1.000e-02, eta: 7:02:01, time: 0.537, data_time: 0.000, memory: 7066, top1_acc: 0.4195, top5_acc: 0.6984, loss_cls: 2.3784, loss: 2.3784, grad_norm: 6.0026 2021-03-16 22:33:22,031 - mmaction - INFO - Epoch [16][80/1345] lr: 1.000e-02, eta: 7:01:51, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6805, loss_cls: 2.4584, loss: 2.4584, grad_norm: 6.1109 2021-03-16 22:33:33,219 - mmaction - INFO - Epoch [16][100/1345] lr: 1.000e-02, eta: 7:01:41, time: 0.559, data_time: 0.000, memory: 7066, top1_acc: 0.4273, top5_acc: 0.6828, loss_cls: 2.4711, loss: 2.4711, grad_norm: 5.8200 2021-03-16 22:33:44,051 - mmaction - INFO - Epoch [16][120/1345] lr: 1.000e-02, eta: 7:01:31, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6742, loss_cls: 2.4985, loss: 2.4985, grad_norm: 5.8249 2021-03-16 22:33:54,925 - mmaction - INFO - Epoch [16][140/1345] lr: 1.000e-02, eta: 7:01:20, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.4188, top5_acc: 0.6648, loss_cls: 2.4573, loss: 2.4573, grad_norm: 5.9453 2021-03-16 22:34:05,657 - mmaction - INFO - Epoch [16][160/1345] lr: 1.000e-02, eta: 7:01:09, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.4008, top5_acc: 0.6875, loss_cls: 2.4574, loss: 2.4574, grad_norm: 6.2115 2021-03-16 22:34:16,536 - mmaction - INFO - Epoch [16][180/1345] lr: 1.000e-02, eta: 7:00:59, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6695, loss_cls: 2.5334, loss: 2.5334, grad_norm: 6.0697 2021-03-16 22:34:27,661 - mmaction - INFO - Epoch [16][200/1345] lr: 1.000e-02, eta: 7:00:49, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.4031, top5_acc: 0.6859, loss_cls: 2.4893, loss: 2.4893, grad_norm: 5.9490 2021-03-16 22:34:38,686 - mmaction - INFO - Epoch [16][220/1345] lr: 1.000e-02, eta: 7:00:39, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.3812, top5_acc: 0.6500, loss_cls: 2.6072, loss: 2.6072, grad_norm: 6.0356 2021-03-16 22:34:49,759 - mmaction - INFO - Epoch [16][240/1345] lr: 1.000e-02, eta: 7:00:28, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.4203, top5_acc: 0.6687, loss_cls: 2.4947, loss: 2.4947, grad_norm: 6.0687 2021-03-16 22:35:00,681 - mmaction - INFO - Epoch [16][260/1345] lr: 1.000e-02, eta: 7:00:18, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.4008, top5_acc: 0.6750, loss_cls: 2.5085, loss: 2.5085, grad_norm: 6.2461 2021-03-16 22:35:11,449 - mmaction - INFO - Epoch [16][280/1345] lr: 1.000e-02, eta: 7:00:07, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6820, loss_cls: 2.5239, loss: 2.5239, grad_norm: 5.8692 2021-03-16 22:35:22,567 - mmaction - INFO - Epoch [16][300/1345] lr: 1.000e-02, eta: 6:59:57, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.4070, top5_acc: 0.6883, loss_cls: 2.4182, loss: 2.4182, grad_norm: 5.8624 2021-03-16 22:35:33,500 - mmaction - INFO - Epoch [16][320/1345] lr: 1.000e-02, eta: 6:59:47, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.4148, top5_acc: 0.6852, loss_cls: 2.4743, loss: 2.4743, grad_norm: 6.0939 2021-03-16 22:35:44,407 - mmaction - INFO - Epoch [16][340/1345] lr: 1.000e-02, eta: 6:59:36, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6758, loss_cls: 2.5210, loss: 2.5210, grad_norm: 6.1721 2021-03-16 22:35:55,229 - mmaction - INFO - Epoch [16][360/1345] lr: 1.000e-02, eta: 6:59:26, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.3898, top5_acc: 0.6719, loss_cls: 2.5652, loss: 2.5652, grad_norm: 6.1741 2021-03-16 22:36:06,385 - mmaction - INFO - Epoch [16][380/1345] lr: 1.000e-02, eta: 6:59:16, time: 0.558, data_time: 0.000, memory: 7066, top1_acc: 0.4289, top5_acc: 0.6977, loss_cls: 2.3744, loss: 2.3744, grad_norm: 6.0299 2021-03-16 22:36:17,301 - mmaction - INFO - Epoch [16][400/1345] lr: 1.000e-02, eta: 6:59:05, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.4219, top5_acc: 0.6977, loss_cls: 2.3789, loss: 2.3789, grad_norm: 5.8387 2021-03-16 22:36:28,229 - mmaction - INFO - Epoch [16][420/1345] lr: 1.000e-02, eta: 6:58:55, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.3961, top5_acc: 0.6828, loss_cls: 2.4761, loss: 2.4761, grad_norm: 6.1548 2021-03-16 22:36:39,114 - mmaction - INFO - Epoch [16][440/1345] lr: 1.000e-02, eta: 6:58:44, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.3875, top5_acc: 0.6539, loss_cls: 2.5856, loss: 2.5856, grad_norm: 6.1401 2021-03-16 22:36:49,901 - mmaction - INFO - Epoch [16][460/1345] lr: 1.000e-02, eta: 6:58:34, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.4031, top5_acc: 0.6805, loss_cls: 2.5707, loss: 2.5707, grad_norm: 6.2066 2021-03-16 22:37:00,848 - mmaction - INFO - Epoch [16][480/1345] lr: 1.000e-02, eta: 6:58:23, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.3945, top5_acc: 0.6594, loss_cls: 2.5617, loss: 2.5617, grad_norm: 5.8991 2021-03-16 22:37:11,671 - mmaction - INFO - Epoch [16][500/1345] lr: 1.000e-02, eta: 6:58:13, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.3969, top5_acc: 0.6758, loss_cls: 2.5383, loss: 2.5383, grad_norm: 5.8583 2021-03-16 22:37:22,680 - mmaction - INFO - Epoch [16][520/1345] lr: 1.000e-02, eta: 6:58:02, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.4008, top5_acc: 0.6945, loss_cls: 2.4850, loss: 2.4850, grad_norm: 5.9905 2021-03-16 22:37:33,457 - mmaction - INFO - Epoch [16][540/1345] lr: 1.000e-02, eta: 6:57:52, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6742, loss_cls: 2.5175, loss: 2.5175, grad_norm: 6.1758 2021-03-16 22:37:44,228 - mmaction - INFO - Epoch [16][560/1345] lr: 1.000e-02, eta: 6:57:41, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.4148, top5_acc: 0.6836, loss_cls: 2.4399, loss: 2.4399, grad_norm: 5.8166 2021-03-16 22:37:55,099 - mmaction - INFO - Epoch [16][580/1345] lr: 1.000e-02, eta: 6:57:30, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.3961, top5_acc: 0.6906, loss_cls: 2.5059, loss: 2.5059, grad_norm: 6.1156 2021-03-16 22:38:05,971 - mmaction - INFO - Epoch [16][600/1345] lr: 1.000e-02, eta: 6:57:20, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6852, loss_cls: 2.4899, loss: 2.4899, grad_norm: 6.0949 2021-03-16 22:38:16,769 - mmaction - INFO - Epoch [16][620/1345] lr: 1.000e-02, eta: 6:57:09, time: 0.540, data_time: 0.000, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6734, loss_cls: 2.4912, loss: 2.4912, grad_norm: 5.9917 2021-03-16 22:38:27,691 - mmaction - INFO - Epoch [16][640/1345] lr: 1.000e-02, eta: 6:56:58, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6844, loss_cls: 2.4977, loss: 2.4977, grad_norm: 6.1328 2021-03-16 22:38:38,510 - mmaction - INFO - Epoch [16][660/1345] lr: 1.000e-02, eta: 6:56:48, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.3875, top5_acc: 0.6758, loss_cls: 2.5463, loss: 2.5463, grad_norm: 6.1058 2021-03-16 22:38:49,423 - mmaction - INFO - Epoch [16][680/1345] lr: 1.000e-02, eta: 6:56:37, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.4125, top5_acc: 0.6719, loss_cls: 2.4732, loss: 2.4732, grad_norm: 5.9524 2021-03-16 22:39:00,356 - mmaction - INFO - Epoch [16][700/1345] lr: 1.000e-02, eta: 6:56:27, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6883, loss_cls: 2.4914, loss: 2.4914, grad_norm: 6.1315 2021-03-16 22:39:11,047 - mmaction - INFO - Epoch [16][720/1345] lr: 1.000e-02, eta: 6:56:16, time: 0.534, data_time: 0.000, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6914, loss_cls: 2.4730, loss: 2.4730, grad_norm: 6.0365 2021-03-16 22:39:21,947 - mmaction - INFO - Epoch [16][740/1345] lr: 1.000e-02, eta: 6:56:05, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6578, loss_cls: 2.5834, loss: 2.5834, grad_norm: 5.8584 2021-03-16 22:39:32,923 - mmaction - INFO - Epoch [16][760/1345] lr: 1.000e-02, eta: 6:55:55, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6609, loss_cls: 2.5697, loss: 2.5697, grad_norm: 6.3053 2021-03-16 22:39:44,019 - mmaction - INFO - Epoch [16][780/1345] lr: 1.000e-02, eta: 6:55:45, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.4109, top5_acc: 0.6844, loss_cls: 2.4858, loss: 2.4858, grad_norm: 6.1083 2021-03-16 22:39:54,826 - mmaction - INFO - Epoch [16][800/1345] lr: 1.000e-02, eta: 6:55:34, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6758, loss_cls: 2.5812, loss: 2.5812, grad_norm: 5.8606 2021-03-16 22:40:05,951 - mmaction - INFO - Epoch [16][820/1345] lr: 1.000e-02, eta: 6:55:24, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.4086, top5_acc: 0.6930, loss_cls: 2.4707, loss: 2.4707, grad_norm: 5.9760 2021-03-16 22:40:16,722 - mmaction - INFO - Epoch [16][840/1345] lr: 1.000e-02, eta: 6:55:14, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.4156, top5_acc: 0.6867, loss_cls: 2.4848, loss: 2.4848, grad_norm: 5.7114 2021-03-16 22:40:27,517 - mmaction - INFO - Epoch [16][860/1345] lr: 1.000e-02, eta: 6:55:03, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6570, loss_cls: 2.5167, loss: 2.5167, grad_norm: 5.9296 2021-03-16 22:40:38,328 - mmaction - INFO - Epoch [16][880/1345] lr: 1.000e-02, eta: 6:54:52, time: 0.540, data_time: 0.000, memory: 7066, top1_acc: 0.3875, top5_acc: 0.6719, loss_cls: 2.5437, loss: 2.5437, grad_norm: 5.9462 2021-03-16 22:40:49,118 - mmaction - INFO - Epoch [16][900/1345] lr: 1.000e-02, eta: 6:54:41, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.4109, top5_acc: 0.6977, loss_cls: 2.4388, loss: 2.4388, grad_norm: 6.0425 2021-03-16 22:40:59,914 - mmaction - INFO - Epoch [16][920/1345] lr: 1.000e-02, eta: 6:54:31, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6734, loss_cls: 2.5824, loss: 2.5824, grad_norm: 6.3224 2021-03-16 22:41:10,774 - mmaction - INFO - Epoch [16][940/1345] lr: 1.000e-02, eta: 6:54:20, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3977, top5_acc: 0.6719, loss_cls: 2.4986, loss: 2.4986, grad_norm: 5.9454 2021-03-16 22:41:21,776 - mmaction - INFO - Epoch [16][960/1345] lr: 1.000e-02, eta: 6:54:10, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.4172, top5_acc: 0.6594, loss_cls: 2.5170, loss: 2.5170, grad_norm: 5.8074 2021-03-16 22:41:32,730 - mmaction - INFO - Epoch [16][980/1345] lr: 1.000e-02, eta: 6:53:59, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6633, loss_cls: 2.5542, loss: 2.5542, grad_norm: 6.1021 2021-03-16 22:41:43,833 - mmaction - INFO - Epoch [16][1000/1345] lr: 1.000e-02, eta: 6:53:49, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.4313, top5_acc: 0.6719, loss_cls: 2.5125, loss: 2.5125, grad_norm: 5.9936 2021-03-16 22:41:54,834 - mmaction - INFO - Epoch [16][1020/1345] lr: 1.000e-02, eta: 6:53:39, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.4023, top5_acc: 0.6813, loss_cls: 2.5017, loss: 2.5017, grad_norm: 6.0678 2021-03-16 22:42:05,727 - mmaction - INFO - Epoch [16][1040/1345] lr: 1.000e-02, eta: 6:53:28, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6867, loss_cls: 2.4837, loss: 2.4837, grad_norm: 6.1728 2021-03-16 22:42:16,894 - mmaction - INFO - Epoch [16][1060/1345] lr: 1.000e-02, eta: 6:53:18, time: 0.558, data_time: 0.000, memory: 7066, top1_acc: 0.4109, top5_acc: 0.6789, loss_cls: 2.4812, loss: 2.4812, grad_norm: 6.0246 2021-03-16 22:42:27,681 - mmaction - INFO - Epoch [16][1080/1345] lr: 1.000e-02, eta: 6:53:08, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.4133, top5_acc: 0.6852, loss_cls: 2.4587, loss: 2.4587, grad_norm: 5.9806 2021-03-16 22:42:38,625 - mmaction - INFO - Epoch [16][1100/1345] lr: 1.000e-02, eta: 6:52:57, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.4203, top5_acc: 0.6977, loss_cls: 2.4139, loss: 2.4139, grad_norm: 5.8682 2021-03-16 22:42:49,640 - mmaction - INFO - Epoch [16][1120/1345] lr: 1.000e-02, eta: 6:52:47, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.3773, top5_acc: 0.6562, loss_cls: 2.6207, loss: 2.6207, grad_norm: 6.1382 2021-03-16 22:43:00,393 - mmaction - INFO - Epoch [16][1140/1345] lr: 1.000e-02, eta: 6:52:36, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.4266, top5_acc: 0.6758, loss_cls: 2.4514, loss: 2.4514, grad_norm: 6.0012 2021-03-16 22:43:11,094 - mmaction - INFO - Epoch [16][1160/1345] lr: 1.000e-02, eta: 6:52:25, time: 0.535, data_time: 0.000, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6836, loss_cls: 2.4761, loss: 2.4761, grad_norm: 6.0799 2021-03-16 22:43:22,007 - mmaction - INFO - Epoch [16][1180/1345] lr: 1.000e-02, eta: 6:52:15, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6773, loss_cls: 2.5790, loss: 2.5790, grad_norm: 6.0362 2021-03-16 22:43:32,825 - mmaction - INFO - Epoch [16][1200/1345] lr: 1.000e-02, eta: 6:52:04, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6844, loss_cls: 2.4877, loss: 2.4877, grad_norm: 6.0855 2021-03-16 22:43:43,787 - mmaction - INFO - Epoch [16][1220/1345] lr: 1.000e-02, eta: 6:51:54, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.4109, top5_acc: 0.6734, loss_cls: 2.4741, loss: 2.4741, grad_norm: 6.2731 2021-03-16 22:43:54,870 - mmaction - INFO - Epoch [16][1240/1345] lr: 1.000e-02, eta: 6:51:44, time: 0.555, data_time: 0.002, memory: 7066, top1_acc: 0.4250, top5_acc: 0.6937, loss_cls: 2.4123, loss: 2.4123, grad_norm: 6.2118 2021-03-16 22:44:05,763 - mmaction - INFO - Epoch [16][1260/1345] lr: 1.000e-02, eta: 6:51:33, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6648, loss_cls: 2.5293, loss: 2.5293, grad_norm: 6.0822 2021-03-16 22:44:16,599 - mmaction - INFO - Epoch [16][1280/1345] lr: 1.000e-02, eta: 6:51:22, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.4297, top5_acc: 0.6789, loss_cls: 2.4504, loss: 2.4504, grad_norm: 5.8773 2021-03-16 22:44:27,406 - mmaction - INFO - Epoch [16][1300/1345] lr: 1.000e-02, eta: 6:51:12, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.4023, top5_acc: 0.6875, loss_cls: 2.4626, loss: 2.4626, grad_norm: 6.0773 2021-03-16 22:44:38,317 - mmaction - INFO - Epoch [16][1320/1345] lr: 1.000e-02, eta: 6:51:01, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3937, top5_acc: 0.6875, loss_cls: 2.4898, loss: 2.4898, grad_norm: 6.1272 2021-03-16 22:44:49,168 - mmaction - INFO - Epoch [16][1340/1345] lr: 1.000e-02, eta: 6:50:50, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.4023, top5_acc: 0.6664, loss_cls: 2.5394, loss: 2.5394, grad_norm: 6.0623 2021-03-16 22:44:51,407 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-03-16 22:45:56,376 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 22:45:56,549 - mmaction - INFO - top1_acc 0.3095 top5_acc 0.5986 2021-03-16 22:45:56,549 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 22:45:56,557 - mmaction - INFO - mean_acc 0.2816 2021-03-16 22:45:56,559 - mmaction - INFO - Epoch(val) [16][1345] top1_acc: 0.3095, top5_acc: 0.5986, mean_class_accuracy: 0.2816 2021-03-16 22:46:19,143 - mmaction - INFO - Epoch [17][20/1345] lr: 1.000e-02, eta: 6:50:56, time: 1.129, data_time: 0.574, memory: 7066, top1_acc: 0.4328, top5_acc: 0.6891, loss_cls: 2.4095, loss: 2.4095, grad_norm: 5.9487 2021-03-16 22:46:30,131 - mmaction - INFO - Epoch [17][40/1345] lr: 1.000e-02, eta: 6:50:46, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.4227, top5_acc: 0.7000, loss_cls: 2.3871, loss: 2.3871, grad_norm: 6.1226 2021-03-16 22:46:41,155 - mmaction - INFO - Epoch [17][60/1345] lr: 1.000e-02, eta: 6:50:36, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.4203, top5_acc: 0.6922, loss_cls: 2.4251, loss: 2.4251, grad_norm: 6.0196 2021-03-16 22:46:52,024 - mmaction - INFO - Epoch [17][80/1345] lr: 1.000e-02, eta: 6:50:25, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.4250, top5_acc: 0.6977, loss_cls: 2.3815, loss: 2.3815, grad_norm: 5.8744 2021-03-16 22:47:02,626 - mmaction - INFO - Epoch [17][100/1345] lr: 1.000e-02, eta: 6:50:14, time: 0.530, data_time: 0.001, memory: 7066, top1_acc: 0.4109, top5_acc: 0.6805, loss_cls: 2.4965, loss: 2.4965, grad_norm: 6.0651 2021-03-16 22:47:13,412 - mmaction - INFO - Epoch [17][120/1345] lr: 1.000e-02, eta: 6:50:03, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.3937, top5_acc: 0.6570, loss_cls: 2.6296, loss: 2.6296, grad_norm: 6.1622 2021-03-16 22:47:24,627 - mmaction - INFO - Epoch [17][140/1345] lr: 1.000e-02, eta: 6:49:53, time: 0.562, data_time: 0.002, memory: 7066, top1_acc: 0.4336, top5_acc: 0.6914, loss_cls: 2.3872, loss: 2.3872, grad_norm: 6.0318 2021-03-16 22:47:35,638 - mmaction - INFO - Epoch [17][160/1345] lr: 1.000e-02, eta: 6:49:43, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6555, loss_cls: 2.5401, loss: 2.5401, grad_norm: 6.2270 2021-03-16 22:47:46,416 - mmaction - INFO - Epoch [17][180/1345] lr: 1.000e-02, eta: 6:49:32, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6695, loss_cls: 2.5084, loss: 2.5084, grad_norm: 6.0113 2021-03-16 22:47:57,115 - mmaction - INFO - Epoch [17][200/1345] lr: 1.000e-02, eta: 6:49:21, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.4352, top5_acc: 0.6914, loss_cls: 2.3671, loss: 2.3671, grad_norm: 5.9418 2021-03-16 22:48:08,220 - mmaction - INFO - Epoch [17][220/1345] lr: 1.000e-02, eta: 6:49:11, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.4008, top5_acc: 0.6859, loss_cls: 2.4832, loss: 2.4832, grad_norm: 5.9492 2021-03-16 22:48:19,170 - mmaction - INFO - Epoch [17][240/1345] lr: 1.000e-02, eta: 6:49:00, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.4313, top5_acc: 0.6828, loss_cls: 2.3882, loss: 2.3882, grad_norm: 5.9221 2021-03-16 22:48:29,990 - mmaction - INFO - Epoch [17][260/1345] lr: 1.000e-02, eta: 6:48:50, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.4156, top5_acc: 0.6867, loss_cls: 2.4679, loss: 2.4679, grad_norm: 6.1051 2021-03-16 22:48:40,983 - mmaction - INFO - Epoch [17][280/1345] lr: 1.000e-02, eta: 6:48:39, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.4070, top5_acc: 0.7039, loss_cls: 2.4257, loss: 2.4257, grad_norm: 5.9740 2021-03-16 22:48:51,922 - mmaction - INFO - Epoch [17][300/1345] lr: 1.000e-02, eta: 6:48:29, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6836, loss_cls: 2.4892, loss: 2.4892, grad_norm: 5.9639 2021-03-16 22:49:02,997 - mmaction - INFO - Epoch [17][320/1345] lr: 1.000e-02, eta: 6:48:19, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6961, loss_cls: 2.4395, loss: 2.4395, grad_norm: 6.0133 2021-03-16 22:49:13,669 - mmaction - INFO - Epoch [17][340/1345] lr: 1.000e-02, eta: 6:48:08, time: 0.533, data_time: 0.000, memory: 7066, top1_acc: 0.4156, top5_acc: 0.7016, loss_cls: 2.3946, loss: 2.3946, grad_norm: 6.0182 2021-03-16 22:49:24,548 - mmaction - INFO - Epoch [17][360/1345] lr: 1.000e-02, eta: 6:47:57, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.3922, top5_acc: 0.6758, loss_cls: 2.5294, loss: 2.5294, grad_norm: 6.3265 2021-03-16 22:49:35,521 - mmaction - INFO - Epoch [17][380/1345] lr: 1.000e-02, eta: 6:47:47, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4125, top5_acc: 0.6844, loss_cls: 2.4568, loss: 2.4568, grad_norm: 5.9286 2021-03-16 22:49:46,415 - mmaction - INFO - Epoch [17][400/1345] lr: 1.000e-02, eta: 6:47:36, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.4133, top5_acc: 0.6859, loss_cls: 2.4626, loss: 2.4626, grad_norm: 6.4590 2021-03-16 22:49:57,564 - mmaction - INFO - Epoch [17][420/1345] lr: 1.000e-02, eta: 6:47:26, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.4062, top5_acc: 0.6984, loss_cls: 2.4345, loss: 2.4345, grad_norm: 6.3576 2021-03-16 22:50:08,310 - mmaction - INFO - Epoch [17][440/1345] lr: 1.000e-02, eta: 6:47:15, time: 0.538, data_time: 0.002, memory: 7066, top1_acc: 0.4328, top5_acc: 0.7055, loss_cls: 2.4143, loss: 2.4143, grad_norm: 6.1436 2021-03-16 22:50:19,117 - mmaction - INFO - Epoch [17][460/1345] lr: 1.000e-02, eta: 6:47:04, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.4273, top5_acc: 0.7016, loss_cls: 2.4184, loss: 2.4184, grad_norm: 6.1791 2021-03-16 22:50:30,010 - mmaction - INFO - Epoch [17][480/1345] lr: 1.000e-02, eta: 6:46:54, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6773, loss_cls: 2.5086, loss: 2.5086, grad_norm: 6.2441 2021-03-16 22:50:41,084 - mmaction - INFO - Epoch [17][500/1345] lr: 1.000e-02, eta: 6:46:44, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.3789, top5_acc: 0.6609, loss_cls: 2.5835, loss: 2.5835, grad_norm: 6.1428 2021-03-16 22:50:51,987 - mmaction - INFO - Epoch [17][520/1345] lr: 1.000e-02, eta: 6:46:33, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.4023, top5_acc: 0.6758, loss_cls: 2.5010, loss: 2.5010, grad_norm: 5.9977 2021-03-16 22:51:03,006 - mmaction - INFO - Epoch [17][540/1345] lr: 1.000e-02, eta: 6:46:23, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6906, loss_cls: 2.4615, loss: 2.4615, grad_norm: 6.0121 2021-03-16 22:51:13,787 - mmaction - INFO - Epoch [17][560/1345] lr: 1.000e-02, eta: 6:46:12, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.4156, top5_acc: 0.6727, loss_cls: 2.4710, loss: 2.4710, grad_norm: 6.3277 2021-03-16 22:51:24,642 - mmaction - INFO - Epoch [17][580/1345] lr: 1.000e-02, eta: 6:46:01, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.4305, top5_acc: 0.6961, loss_cls: 2.3851, loss: 2.3851, grad_norm: 6.0962 2021-03-16 22:51:35,784 - mmaction - INFO - Epoch [17][600/1345] lr: 1.000e-02, eta: 6:45:51, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.4133, top5_acc: 0.7164, loss_cls: 2.4358, loss: 2.4358, grad_norm: 6.1382 2021-03-16 22:51:46,571 - mmaction - INFO - Epoch [17][620/1345] lr: 1.000e-02, eta: 6:45:40, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.4273, top5_acc: 0.6992, loss_cls: 2.4071, loss: 2.4071, grad_norm: 6.0503 2021-03-16 22:51:57,527 - mmaction - INFO - Epoch [17][640/1345] lr: 1.000e-02, eta: 6:45:30, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.3820, top5_acc: 0.6867, loss_cls: 2.4789, loss: 2.4789, grad_norm: 6.3424 2021-03-16 22:52:08,640 - mmaction - INFO - Epoch [17][660/1345] lr: 1.000e-02, eta: 6:45:20, time: 0.557, data_time: 0.002, memory: 7066, top1_acc: 0.3906, top5_acc: 0.6820, loss_cls: 2.4808, loss: 2.4808, grad_norm: 6.1777 2021-03-16 22:52:19,606 - mmaction - INFO - Epoch [17][680/1345] lr: 1.000e-02, eta: 6:45:09, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6711, loss_cls: 2.5391, loss: 2.5391, grad_norm: 6.0114 2021-03-16 22:52:30,605 - mmaction - INFO - Epoch [17][700/1345] lr: 1.000e-02, eta: 6:44:59, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.4117, top5_acc: 0.6648, loss_cls: 2.5062, loss: 2.5062, grad_norm: 6.0982 2021-03-16 22:52:41,504 - mmaction - INFO - Epoch [17][720/1345] lr: 1.000e-02, eta: 6:44:48, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.3758, top5_acc: 0.6539, loss_cls: 2.6059, loss: 2.6059, grad_norm: 5.9654 2021-03-16 22:52:52,627 - mmaction - INFO - Epoch [17][740/1345] lr: 1.000e-02, eta: 6:44:38, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.3961, top5_acc: 0.6805, loss_cls: 2.4748, loss: 2.4748, grad_norm: 6.1250 2021-03-16 22:53:03,550 - mmaction - INFO - Epoch [17][760/1345] lr: 1.000e-02, eta: 6:44:28, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.3812, top5_acc: 0.6633, loss_cls: 2.5641, loss: 2.5641, grad_norm: 6.0498 2021-03-16 22:53:14,483 - mmaction - INFO - Epoch [17][780/1345] lr: 1.000e-02, eta: 6:44:17, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.4062, top5_acc: 0.6750, loss_cls: 2.4978, loss: 2.4978, grad_norm: 5.9455 2021-03-16 22:53:25,445 - mmaction - INFO - Epoch [17][800/1345] lr: 1.000e-02, eta: 6:44:07, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.3977, top5_acc: 0.6680, loss_cls: 2.5118, loss: 2.5118, grad_norm: 6.0728 2021-03-16 22:53:36,082 - mmaction - INFO - Epoch [17][820/1345] lr: 1.000e-02, eta: 6:43:56, time: 0.532, data_time: 0.000, memory: 7066, top1_acc: 0.4008, top5_acc: 0.6680, loss_cls: 2.5475, loss: 2.5475, grad_norm: 5.8960 2021-03-16 22:53:47,032 - mmaction - INFO - Epoch [17][840/1345] lr: 1.000e-02, eta: 6:43:45, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.4227, top5_acc: 0.6922, loss_cls: 2.4472, loss: 2.4472, grad_norm: 6.0454 2021-03-16 22:53:57,468 - mmaction - INFO - Epoch [17][860/1345] lr: 1.000e-02, eta: 6:43:34, time: 0.522, data_time: 0.001, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6797, loss_cls: 2.4900, loss: 2.4900, grad_norm: 6.0791 2021-03-16 22:54:08,174 - mmaction - INFO - Epoch [17][880/1345] lr: 1.000e-02, eta: 6:43:23, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.4062, top5_acc: 0.6914, loss_cls: 2.4436, loss: 2.4436, grad_norm: 5.8897 2021-03-16 22:54:19,153 - mmaction - INFO - Epoch [17][900/1345] lr: 1.000e-02, eta: 6:43:12, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.3930, top5_acc: 0.6711, loss_cls: 2.5264, loss: 2.5264, grad_norm: 6.1891 2021-03-16 22:54:30,207 - mmaction - INFO - Epoch [17][920/1345] lr: 1.000e-02, eta: 6:43:02, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6828, loss_cls: 2.5209, loss: 2.5209, grad_norm: 6.0706 2021-03-16 22:54:40,961 - mmaction - INFO - Epoch [17][940/1345] lr: 1.000e-02, eta: 6:42:51, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.4086, top5_acc: 0.6828, loss_cls: 2.4698, loss: 2.4698, grad_norm: 5.9802 2021-03-16 22:54:52,001 - mmaction - INFO - Epoch [17][960/1345] lr: 1.000e-02, eta: 6:42:41, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.3969, top5_acc: 0.6594, loss_cls: 2.5665, loss: 2.5665, grad_norm: 5.9886 2021-03-16 22:55:02,926 - mmaction - INFO - Epoch [17][980/1345] lr: 1.000e-02, eta: 6:42:30, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.4227, top5_acc: 0.6781, loss_cls: 2.4660, loss: 2.4660, grad_norm: 6.0758 2021-03-16 22:55:13,872 - mmaction - INFO - Epoch [17][1000/1345] lr: 1.000e-02, eta: 6:42:20, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.4008, top5_acc: 0.6633, loss_cls: 2.5551, loss: 2.5551, grad_norm: 6.2244 2021-03-16 22:55:24,726 - mmaction - INFO - Epoch [17][1020/1345] lr: 1.000e-02, eta: 6:42:09, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.4070, top5_acc: 0.6937, loss_cls: 2.4207, loss: 2.4207, grad_norm: 5.9374 2021-03-16 22:55:35,687 - mmaction - INFO - Epoch [17][1040/1345] lr: 1.000e-02, eta: 6:41:59, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4141, top5_acc: 0.7000, loss_cls: 2.4336, loss: 2.4336, grad_norm: 6.0030 2021-03-16 22:55:46,768 - mmaction - INFO - Epoch [17][1060/1345] lr: 1.000e-02, eta: 6:41:48, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6906, loss_cls: 2.4827, loss: 2.4827, grad_norm: 5.9505 2021-03-16 22:55:57,560 - mmaction - INFO - Epoch [17][1080/1345] lr: 1.000e-02, eta: 6:41:38, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.4164, top5_acc: 0.6641, loss_cls: 2.4511, loss: 2.4511, grad_norm: 6.3140 2021-03-16 22:56:08,405 - mmaction - INFO - Epoch [17][1100/1345] lr: 1.000e-02, eta: 6:41:27, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6648, loss_cls: 2.5479, loss: 2.5479, grad_norm: 6.2581 2021-03-16 22:56:19,331 - mmaction - INFO - Epoch [17][1120/1345] lr: 1.000e-02, eta: 6:41:16, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6789, loss_cls: 2.4902, loss: 2.4902, grad_norm: 6.1903 2021-03-16 22:56:30,345 - mmaction - INFO - Epoch [17][1140/1345] lr: 1.000e-02, eta: 6:41:06, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.4094, top5_acc: 0.6906, loss_cls: 2.4283, loss: 2.4283, grad_norm: 5.9313 2021-03-16 22:56:41,302 - mmaction - INFO - Epoch [17][1160/1345] lr: 1.000e-02, eta: 6:40:56, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.4273, top5_acc: 0.7078, loss_cls: 2.4063, loss: 2.4063, grad_norm: 6.1637 2021-03-16 22:56:52,390 - mmaction - INFO - Epoch [17][1180/1345] lr: 1.000e-02, eta: 6:40:45, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.3977, top5_acc: 0.6648, loss_cls: 2.5123, loss: 2.5123, grad_norm: 6.1267 2021-03-16 22:57:03,251 - mmaction - INFO - Epoch [17][1200/1345] lr: 1.000e-02, eta: 6:40:35, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.3922, top5_acc: 0.6703, loss_cls: 2.5536, loss: 2.5536, grad_norm: 6.1669 2021-03-16 22:57:14,156 - mmaction - INFO - Epoch [17][1220/1345] lr: 1.000e-02, eta: 6:40:24, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.4086, top5_acc: 0.6844, loss_cls: 2.5220, loss: 2.5220, grad_norm: 6.0823 2021-03-16 22:57:25,040 - mmaction - INFO - Epoch [17][1240/1345] lr: 1.000e-02, eta: 6:40:13, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.3875, top5_acc: 0.6664, loss_cls: 2.5701, loss: 2.5701, grad_norm: 6.1841 2021-03-16 22:57:35,972 - mmaction - INFO - Epoch [17][1260/1345] lr: 1.000e-02, eta: 6:40:03, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.4000, top5_acc: 0.6852, loss_cls: 2.4688, loss: 2.4688, grad_norm: 6.1965 2021-03-16 22:57:46,832 - mmaction - INFO - Epoch [17][1280/1345] lr: 1.000e-02, eta: 6:39:52, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.4203, top5_acc: 0.6883, loss_cls: 2.4799, loss: 2.4799, grad_norm: 6.2925 2021-03-16 22:57:57,887 - mmaction - INFO - Epoch [17][1300/1345] lr: 1.000e-02, eta: 6:39:42, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.4055, top5_acc: 0.7141, loss_cls: 2.3945, loss: 2.3945, grad_norm: 5.9750 2021-03-16 22:58:08,801 - mmaction - INFO - Epoch [17][1320/1345] lr: 1.000e-02, eta: 6:39:31, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.4000, top5_acc: 0.7008, loss_cls: 2.4487, loss: 2.4487, grad_norm: 6.1581 2021-03-16 22:58:18,124 - mmaction - INFO - Epoch [17][1340/1345] lr: 1.000e-02, eta: 6:39:18, time: 0.466, data_time: 0.000, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6859, loss_cls: 2.5305, loss: 2.5305, grad_norm: 6.1081 2021-03-16 22:58:20,632 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-03-16 22:58:42,020 - mmaction - INFO - Epoch [18][20/1345] lr: 1.000e-02, eta: 6:39:19, time: 1.052, data_time: 0.587, memory: 7066, top1_acc: 0.4258, top5_acc: 0.7008, loss_cls: 2.4046, loss: 2.4046, grad_norm: 5.7296 2021-03-16 22:58:51,206 - mmaction - INFO - Epoch [18][40/1345] lr: 1.000e-02, eta: 6:39:05, time: 0.458, data_time: 0.001, memory: 7066, top1_acc: 0.4250, top5_acc: 0.6891, loss_cls: 2.4464, loss: 2.4464, grad_norm: 5.8534 2021-03-16 22:59:00,154 - mmaction - INFO - Epoch [18][60/1345] lr: 1.000e-02, eta: 6:38:51, time: 0.447, data_time: 0.001, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6859, loss_cls: 2.4248, loss: 2.4248, grad_norm: 6.1690 2021-03-16 22:59:09,103 - mmaction - INFO - Epoch [18][80/1345] lr: 1.000e-02, eta: 6:38:36, time: 0.448, data_time: 0.001, memory: 7066, top1_acc: 0.4078, top5_acc: 0.6891, loss_cls: 2.4302, loss: 2.4302, grad_norm: 5.9168 2021-03-16 22:59:18,046 - mmaction - INFO - Epoch [18][100/1345] lr: 1.000e-02, eta: 6:38:22, time: 0.447, data_time: 0.001, memory: 7066, top1_acc: 0.4172, top5_acc: 0.6969, loss_cls: 2.3665, loss: 2.3665, grad_norm: 6.2037 2021-03-16 22:59:27,020 - mmaction - INFO - Epoch [18][120/1345] lr: 1.000e-02, eta: 6:38:08, time: 0.449, data_time: 0.001, memory: 7066, top1_acc: 0.4117, top5_acc: 0.6828, loss_cls: 2.4109, loss: 2.4109, grad_norm: 5.9947 2021-03-16 22:59:36,004 - mmaction - INFO - Epoch [18][140/1345] lr: 1.000e-02, eta: 6:37:53, time: 0.449, data_time: 0.001, memory: 7066, top1_acc: 0.4172, top5_acc: 0.6664, loss_cls: 2.5063, loss: 2.5063, grad_norm: 6.0231 2021-03-16 22:59:44,962 - mmaction - INFO - Epoch [18][160/1345] lr: 1.000e-02, eta: 6:37:39, time: 0.448, data_time: 0.001, memory: 7066, top1_acc: 0.4250, top5_acc: 0.6953, loss_cls: 2.4296, loss: 2.4296, grad_norm: 6.0040 2021-03-16 22:59:53,965 - mmaction - INFO - Epoch [18][180/1345] lr: 1.000e-02, eta: 6:37:25, time: 0.450, data_time: 0.001, memory: 7066, top1_acc: 0.4219, top5_acc: 0.6930, loss_cls: 2.4127, loss: 2.4127, grad_norm: 6.1594 2021-03-16 23:00:02,911 - mmaction - INFO - Epoch [18][200/1345] lr: 1.000e-02, eta: 6:37:10, time: 0.447, data_time: 0.000, memory: 7066, top1_acc: 0.4242, top5_acc: 0.6914, loss_cls: 2.4229, loss: 2.4229, grad_norm: 6.3195 2021-03-16 23:00:11,929 - mmaction - INFO - Epoch [18][220/1345] lr: 1.000e-02, eta: 6:36:56, time: 0.451, data_time: 0.000, memory: 7066, top1_acc: 0.4211, top5_acc: 0.7125, loss_cls: 2.3801, loss: 2.3801, grad_norm: 6.1882 2021-03-16 23:00:20,825 - mmaction - INFO - Epoch [18][240/1345] lr: 1.000e-02, eta: 6:36:42, time: 0.445, data_time: 0.001, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6969, loss_cls: 2.3998, loss: 2.3998, grad_norm: 6.1887 2021-03-16 23:00:29,517 - mmaction - INFO - Epoch [18][260/1345] lr: 1.000e-02, eta: 6:36:27, time: 0.435, data_time: 0.001, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6797, loss_cls: 2.4877, loss: 2.4877, grad_norm: 5.9646 2021-03-16 23:00:38,526 - mmaction - INFO - Epoch [18][280/1345] lr: 1.000e-02, eta: 6:36:13, time: 0.451, data_time: 0.001, memory: 7066, top1_acc: 0.4125, top5_acc: 0.7000, loss_cls: 2.4056, loss: 2.4056, grad_norm: 6.0902 2021-03-16 23:00:47,450 - mmaction - INFO - Epoch [18][300/1345] lr: 1.000e-02, eta: 6:35:59, time: 0.446, data_time: 0.001, memory: 7066, top1_acc: 0.4234, top5_acc: 0.7086, loss_cls: 2.3667, loss: 2.3667, grad_norm: 6.3861 2021-03-16 23:00:56,333 - mmaction - INFO - Epoch [18][320/1345] lr: 1.000e-02, eta: 6:35:44, time: 0.444, data_time: 0.001, memory: 7066, top1_acc: 0.4250, top5_acc: 0.7031, loss_cls: 2.3709, loss: 2.3709, grad_norm: 6.2459 2021-03-16 23:01:05,134 - mmaction - INFO - Epoch [18][340/1345] lr: 1.000e-02, eta: 6:35:30, time: 0.440, data_time: 0.001, memory: 7066, top1_acc: 0.4023, top5_acc: 0.6977, loss_cls: 2.4418, loss: 2.4418, grad_norm: 6.0356 2021-03-16 23:01:14,074 - mmaction - INFO - Epoch [18][360/1345] lr: 1.000e-02, eta: 6:35:15, time: 0.447, data_time: 0.001, memory: 7066, top1_acc: 0.4156, top5_acc: 0.6773, loss_cls: 2.4515, loss: 2.4515, grad_norm: 6.0126 2021-03-16 23:01:22,735 - mmaction - INFO - Epoch [18][380/1345] lr: 1.000e-02, eta: 6:35:01, time: 0.434, data_time: 0.001, memory: 7066, top1_acc: 0.4273, top5_acc: 0.6961, loss_cls: 2.3568, loss: 2.3568, grad_norm: 5.9592 2021-03-16 23:01:30,366 - mmaction - INFO - Epoch [18][400/1345] lr: 1.000e-02, eta: 6:34:44, time: 0.380, data_time: 0.001, memory: 7066, top1_acc: 0.4219, top5_acc: 0.6867, loss_cls: 2.4218, loss: 2.4218, grad_norm: 6.1535 2021-03-16 23:01:37,855 - mmaction - INFO - Epoch [18][420/1345] lr: 1.000e-02, eta: 6:34:27, time: 0.374, data_time: 0.002, memory: 7066, top1_acc: 0.4094, top5_acc: 0.6836, loss_cls: 2.4509, loss: 2.4509, grad_norm: 6.1348 2021-03-16 23:01:45,514 - mmaction - INFO - Epoch [18][440/1345] lr: 1.000e-02, eta: 6:34:10, time: 0.384, data_time: 0.002, memory: 7066, top1_acc: 0.4305, top5_acc: 0.7000, loss_cls: 2.4237, loss: 2.4237, grad_norm: 6.2297 2021-03-16 23:01:53,109 - mmaction - INFO - Epoch [18][460/1345] lr: 1.000e-02, eta: 6:33:54, time: 0.378, data_time: 0.001, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6906, loss_cls: 2.4677, loss: 2.4677, grad_norm: 5.9685 2021-03-16 23:02:00,822 - mmaction - INFO - Epoch [18][480/1345] lr: 1.000e-02, eta: 6:33:37, time: 0.387, data_time: 0.002, memory: 7066, top1_acc: 0.4133, top5_acc: 0.6984, loss_cls: 2.4266, loss: 2.4266, grad_norm: 6.1257 2021-03-16 23:02:08,226 - mmaction - INFO - Epoch [18][500/1345] lr: 1.000e-02, eta: 6:33:20, time: 0.370, data_time: 0.001, memory: 7066, top1_acc: 0.4398, top5_acc: 0.7031, loss_cls: 2.4008, loss: 2.4008, grad_norm: 6.3167 2021-03-16 23:02:16,142 - mmaction - INFO - Epoch [18][520/1345] lr: 1.000e-02, eta: 6:33:04, time: 0.395, data_time: 0.001, memory: 7066, top1_acc: 0.4219, top5_acc: 0.7156, loss_cls: 2.3776, loss: 2.3776, grad_norm: 6.1497 2021-03-16 23:02:23,786 - mmaction - INFO - Epoch [18][540/1345] lr: 1.000e-02, eta: 6:32:47, time: 0.380, data_time: 0.003, memory: 7066, top1_acc: 0.4219, top5_acc: 0.6648, loss_cls: 2.5027, loss: 2.5027, grad_norm: 6.2857 2021-03-16 23:02:31,079 - mmaction - INFO - Epoch [18][560/1345] lr: 1.000e-02, eta: 6:32:30, time: 0.368, data_time: 0.005, memory: 7066, top1_acc: 0.4125, top5_acc: 0.6867, loss_cls: 2.3666, loss: 2.3666, grad_norm: 6.1889 2021-03-16 23:02:41,899 - mmaction - INFO - Epoch [18][580/1345] lr: 1.000e-02, eta: 6:32:20, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6719, loss_cls: 2.5050, loss: 2.5050, grad_norm: 6.1831 2021-03-16 23:02:52,943 - mmaction - INFO - Epoch [18][600/1345] lr: 1.000e-02, eta: 6:32:09, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.4266, top5_acc: 0.6922, loss_cls: 2.4349, loss: 2.4349, grad_norm: 6.1516 2021-03-16 23:03:04,216 - mmaction - INFO - Epoch [18][620/1345] lr: 1.000e-02, eta: 6:32:00, time: 0.563, data_time: 0.000, memory: 7066, top1_acc: 0.3937, top5_acc: 0.6914, loss_cls: 2.5180, loss: 2.5180, grad_norm: 6.0590 2021-03-16 23:03:15,207 - mmaction - INFO - Epoch [18][640/1345] lr: 1.000e-02, eta: 6:31:49, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.4117, top5_acc: 0.6977, loss_cls: 2.4240, loss: 2.4240, grad_norm: 6.0214 2021-03-16 23:03:26,212 - mmaction - INFO - Epoch [18][660/1345] lr: 1.000e-02, eta: 6:31:39, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.4172, top5_acc: 0.6820, loss_cls: 2.4546, loss: 2.4546, grad_norm: 6.0893 2021-03-16 23:03:37,179 - mmaction - INFO - Epoch [18][680/1345] lr: 1.000e-02, eta: 6:31:29, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.4211, top5_acc: 0.6820, loss_cls: 2.4466, loss: 2.4466, grad_norm: 6.0674 2021-03-16 23:03:48,339 - mmaction - INFO - Epoch [18][700/1345] lr: 1.000e-02, eta: 6:31:19, time: 0.559, data_time: 0.002, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6891, loss_cls: 2.4356, loss: 2.4356, grad_norm: 6.1609 2021-03-16 23:03:59,464 - mmaction - INFO - Epoch [18][720/1345] lr: 1.000e-02, eta: 6:31:09, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.4266, top5_acc: 0.6953, loss_cls: 2.4141, loss: 2.4141, grad_norm: 6.3859 2021-03-16 23:04:10,606 - mmaction - INFO - Epoch [18][740/1345] lr: 1.000e-02, eta: 6:30:59, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.3937, top5_acc: 0.6758, loss_cls: 2.5229, loss: 2.5229, grad_norm: 6.3083 2021-03-16 23:04:21,556 - mmaction - INFO - Epoch [18][760/1345] lr: 1.000e-02, eta: 6:30:48, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.4203, top5_acc: 0.6891, loss_cls: 2.4117, loss: 2.4117, grad_norm: 6.1348 2021-03-16 23:04:32,678 - mmaction - INFO - Epoch [18][780/1345] lr: 1.000e-02, eta: 6:30:38, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.4117, top5_acc: 0.6930, loss_cls: 2.4445, loss: 2.4445, grad_norm: 6.0714 2021-03-16 23:04:43,819 - mmaction - INFO - Epoch [18][800/1345] lr: 1.000e-02, eta: 6:30:28, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.4180, top5_acc: 0.7008, loss_cls: 2.3743, loss: 2.3743, grad_norm: 5.9801 2021-03-16 23:04:54,786 - mmaction - INFO - Epoch [18][820/1345] lr: 1.000e-02, eta: 6:30:18, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4320, top5_acc: 0.6992, loss_cls: 2.4066, loss: 2.4066, grad_norm: 6.1999 2021-03-16 23:05:05,833 - mmaction - INFO - Epoch [18][840/1345] lr: 1.000e-02, eta: 6:30:08, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.4133, top5_acc: 0.7031, loss_cls: 2.4053, loss: 2.4053, grad_norm: 6.4067 2021-03-16 23:05:17,054 - mmaction - INFO - Epoch [18][860/1345] lr: 1.000e-02, eta: 6:29:58, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.4203, top5_acc: 0.6859, loss_cls: 2.4919, loss: 2.4919, grad_norm: 6.2017 2021-03-16 23:05:28,050 - mmaction - INFO - Epoch [18][880/1345] lr: 1.000e-02, eta: 6:29:47, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.3859, top5_acc: 0.6703, loss_cls: 2.5251, loss: 2.5251, grad_norm: 6.0735 2021-03-16 23:05:39,090 - mmaction - INFO - Epoch [18][900/1345] lr: 1.000e-02, eta: 6:29:37, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.4125, top5_acc: 0.6977, loss_cls: 2.4235, loss: 2.4235, grad_norm: 5.9377 2021-03-16 23:05:50,079 - mmaction - INFO - Epoch [18][920/1345] lr: 1.000e-02, eta: 6:29:27, time: 0.550, data_time: 0.002, memory: 7066, top1_acc: 0.4234, top5_acc: 0.7047, loss_cls: 2.4004, loss: 2.4004, grad_norm: 6.0985 2021-03-16 23:06:01,465 - mmaction - INFO - Epoch [18][940/1345] lr: 1.000e-02, eta: 6:29:17, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.4203, top5_acc: 0.6797, loss_cls: 2.4383, loss: 2.4383, grad_norm: 6.2748 2021-03-16 23:06:12,454 - mmaction - INFO - Epoch [18][960/1345] lr: 1.000e-02, eta: 6:29:07, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.4320, top5_acc: 0.6961, loss_cls: 2.3660, loss: 2.3660, grad_norm: 5.9007 2021-03-16 23:06:23,543 - mmaction - INFO - Epoch [18][980/1345] lr: 1.000e-02, eta: 6:28:57, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.3852, top5_acc: 0.6742, loss_cls: 2.5243, loss: 2.5243, grad_norm: 6.3282 2021-03-16 23:06:34,784 - mmaction - INFO - Epoch [18][1000/1345] lr: 1.000e-02, eta: 6:28:47, time: 0.561, data_time: 0.000, memory: 7066, top1_acc: 0.4109, top5_acc: 0.6648, loss_cls: 2.5179, loss: 2.5179, grad_norm: 6.0821 2021-03-16 23:06:45,714 - mmaction - INFO - Epoch [18][1020/1345] lr: 1.000e-02, eta: 6:28:37, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.3812, top5_acc: 0.6625, loss_cls: 2.5438, loss: 2.5438, grad_norm: 5.9730 2021-03-16 23:06:56,849 - mmaction - INFO - Epoch [18][1040/1345] lr: 1.000e-02, eta: 6:28:26, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.4430, top5_acc: 0.6820, loss_cls: 2.4123, loss: 2.4123, grad_norm: 5.9143 2021-03-16 23:07:08,018 - mmaction - INFO - Epoch [18][1060/1345] lr: 1.000e-02, eta: 6:28:16, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.3805, top5_acc: 0.6891, loss_cls: 2.5265, loss: 2.5265, grad_norm: 6.1153 2021-03-16 23:07:19,075 - mmaction - INFO - Epoch [18][1080/1345] lr: 1.000e-02, eta: 6:28:06, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.4398, top5_acc: 0.6961, loss_cls: 2.3557, loss: 2.3557, grad_norm: 5.8791 2021-03-16 23:07:30,143 - mmaction - INFO - Epoch [18][1100/1345] lr: 1.000e-02, eta: 6:27:56, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.4219, top5_acc: 0.6883, loss_cls: 2.4090, loss: 2.4090, grad_norm: 6.1371 2021-03-16 23:07:41,344 - mmaction - INFO - Epoch [18][1120/1345] lr: 1.000e-02, eta: 6:27:46, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6773, loss_cls: 2.4958, loss: 2.4958, grad_norm: 6.0354 2021-03-16 23:07:52,186 - mmaction - INFO - Epoch [18][1140/1345] lr: 1.000e-02, eta: 6:27:36, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.4125, top5_acc: 0.6969, loss_cls: 2.4252, loss: 2.4252, grad_norm: 6.1105 2021-03-16 23:08:03,597 - mmaction - INFO - Epoch [18][1160/1345] lr: 1.000e-02, eta: 6:27:26, time: 0.570, data_time: 0.000, memory: 7066, top1_acc: 0.4195, top5_acc: 0.7047, loss_cls: 2.3396, loss: 2.3396, grad_norm: 6.2165 2021-03-16 23:08:14,487 - mmaction - INFO - Epoch [18][1180/1345] lr: 1.000e-02, eta: 6:27:15, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.4203, top5_acc: 0.6891, loss_cls: 2.4254, loss: 2.4254, grad_norm: 6.0950 2021-03-16 23:08:25,825 - mmaction - INFO - Epoch [18][1200/1345] lr: 1.000e-02, eta: 6:27:06, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.4250, top5_acc: 0.6859, loss_cls: 2.4245, loss: 2.4245, grad_norm: 6.3906 2021-03-16 23:08:36,843 - mmaction - INFO - Epoch [18][1220/1345] lr: 1.000e-02, eta: 6:26:55, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6773, loss_cls: 2.4973, loss: 2.4973, grad_norm: 6.2876 2021-03-16 23:08:47,987 - mmaction - INFO - Epoch [18][1240/1345] lr: 1.000e-02, eta: 6:26:45, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.4117, top5_acc: 0.6844, loss_cls: 2.4474, loss: 2.4474, grad_norm: 6.0500 2021-03-16 23:08:59,371 - mmaction - INFO - Epoch [18][1260/1345] lr: 1.000e-02, eta: 6:26:36, time: 0.569, data_time: 0.000, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6969, loss_cls: 2.4780, loss: 2.4780, grad_norm: 6.0597 2021-03-16 23:09:10,540 - mmaction - INFO - Epoch [18][1280/1345] lr: 1.000e-02, eta: 6:26:26, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.4023, top5_acc: 0.6789, loss_cls: 2.4884, loss: 2.4884, grad_norm: 6.1476 2021-03-16 23:09:21,564 - mmaction - INFO - Epoch [18][1300/1345] lr: 1.000e-02, eta: 6:26:15, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.4094, top5_acc: 0.6883, loss_cls: 2.4412, loss: 2.4412, grad_norm: 6.1722 2021-03-16 23:09:32,708 - mmaction - INFO - Epoch [18][1320/1345] lr: 1.000e-02, eta: 6:26:05, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6859, loss_cls: 2.4525, loss: 2.4525, grad_norm: 6.2067 2021-03-16 23:09:43,661 - mmaction - INFO - Epoch [18][1340/1345] lr: 1.000e-02, eta: 6:25:55, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.3984, top5_acc: 0.6648, loss_cls: 2.5801, loss: 2.5801, grad_norm: 6.1398 2021-03-16 23:09:46,642 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-03-16 23:10:50,200 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 23:10:50,441 - mmaction - INFO - top1_acc 0.3250 top5_acc 0.6216 2021-03-16 23:10:50,441 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 23:10:50,454 - mmaction - INFO - mean_acc 0.2889 2021-03-16 23:10:50,785 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. 2021-03-16 23:10:50,785 - mmaction - INFO - Best top1_acc is 0.3250 at 18 epoch. 2021-03-16 23:10:50,788 - mmaction - INFO - Epoch(val) [18][1345] top1_acc: 0.3250, top5_acc: 0.6216, mean_class_accuracy: 0.2889 2021-03-16 23:11:13,161 - mmaction - INFO - Epoch [19][20/1345] lr: 1.000e-02, eta: 6:25:57, time: 1.118, data_time: 0.514, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6781, loss_cls: 2.4884, loss: 2.4884, grad_norm: 5.8839 2021-03-16 23:11:24,540 - mmaction - INFO - Epoch [19][40/1345] lr: 1.000e-02, eta: 6:25:48, time: 0.569, data_time: 0.000, memory: 7066, top1_acc: 0.4250, top5_acc: 0.7039, loss_cls: 2.3830, loss: 2.3830, grad_norm: 6.0905 2021-03-16 23:11:35,848 - mmaction - INFO - Epoch [19][60/1345] lr: 1.000e-02, eta: 6:25:38, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.4227, top5_acc: 0.6961, loss_cls: 2.3758, loss: 2.3758, grad_norm: 6.0980 2021-03-16 23:11:47,304 - mmaction - INFO - Epoch [19][80/1345] lr: 1.000e-02, eta: 6:25:28, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.4469, top5_acc: 0.7242, loss_cls: 2.3087, loss: 2.3087, grad_norm: 6.0751 2021-03-16 23:11:58,328 - mmaction - INFO - Epoch [19][100/1345] lr: 1.000e-02, eta: 6:25:18, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.4109, top5_acc: 0.6719, loss_cls: 2.5233, loss: 2.5233, grad_norm: 6.2824 2021-03-16 23:12:09,756 - mmaction - INFO - Epoch [19][120/1345] lr: 1.000e-02, eta: 6:25:08, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.4234, top5_acc: 0.6945, loss_cls: 2.4005, loss: 2.4005, grad_norm: 6.0834 2021-03-16 23:12:20,680 - mmaction - INFO - Epoch [19][140/1345] lr: 1.000e-02, eta: 6:24:58, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.4242, top5_acc: 0.6906, loss_cls: 2.4399, loss: 2.4399, grad_norm: 6.0169 2021-03-16 23:12:31,998 - mmaction - INFO - Epoch [19][160/1345] lr: 1.000e-02, eta: 6:24:48, time: 0.566, data_time: 0.000, memory: 7066, top1_acc: 0.4297, top5_acc: 0.7078, loss_cls: 2.3858, loss: 2.3858, grad_norm: 5.9941 2021-03-16 23:12:42,975 - mmaction - INFO - Epoch [19][180/1345] lr: 1.000e-02, eta: 6:24:38, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.4328, top5_acc: 0.6937, loss_cls: 2.3818, loss: 2.3818, grad_norm: 5.8617 2021-03-16 23:12:54,196 - mmaction - INFO - Epoch [19][200/1345] lr: 1.000e-02, eta: 6:24:28, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.4219, top5_acc: 0.6992, loss_cls: 2.4379, loss: 2.4379, grad_norm: 6.2388 2021-03-16 23:13:05,377 - mmaction - INFO - Epoch [19][220/1345] lr: 1.000e-02, eta: 6:24:18, time: 0.559, data_time: 0.000, memory: 7066, top1_acc: 0.4281, top5_acc: 0.6922, loss_cls: 2.4202, loss: 2.4202, grad_norm: 6.1710 2021-03-16 23:13:16,400 - mmaction - INFO - Epoch [19][240/1345] lr: 1.000e-02, eta: 6:24:07, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.4227, top5_acc: 0.6867, loss_cls: 2.4156, loss: 2.4156, grad_norm: 5.9955 2021-03-16 23:13:27,447 - mmaction - INFO - Epoch [19][260/1345] lr: 1.000e-02, eta: 6:23:57, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.4141, top5_acc: 0.6937, loss_cls: 2.4171, loss: 2.4171, grad_norm: 6.0353 2021-03-16 23:13:38,589 - mmaction - INFO - Epoch [19][280/1345] lr: 1.000e-02, eta: 6:23:47, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.4086, top5_acc: 0.6891, loss_cls: 2.4339, loss: 2.4339, grad_norm: 6.2629 2021-03-16 23:13:49,507 - mmaction - INFO - Epoch [19][300/1345] lr: 1.000e-02, eta: 6:23:36, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.4031, top5_acc: 0.6977, loss_cls: 2.4764, loss: 2.4764, grad_norm: 6.0322 2021-03-16 23:14:00,693 - mmaction - INFO - Epoch [19][320/1345] lr: 1.000e-02, eta: 6:23:26, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.4273, top5_acc: 0.6945, loss_cls: 2.4232, loss: 2.4232, grad_norm: 6.0383 2021-03-16 23:14:11,766 - mmaction - INFO - Epoch [19][340/1345] lr: 1.000e-02, eta: 6:23:16, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.4375, top5_acc: 0.7086, loss_cls: 2.3067, loss: 2.3067, grad_norm: 6.1836 2021-03-16 23:14:23,214 - mmaction - INFO - Epoch [19][360/1345] lr: 1.000e-02, eta: 6:23:07, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.4313, top5_acc: 0.6836, loss_cls: 2.3876, loss: 2.3876, grad_norm: 6.0142 2021-03-16 23:14:34,139 - mmaction - INFO - Epoch [19][380/1345] lr: 1.000e-02, eta: 6:22:56, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.4266, top5_acc: 0.7070, loss_cls: 2.3365, loss: 2.3365, grad_norm: 6.3360 2021-03-16 23:14:45,414 - mmaction - INFO - Epoch [19][400/1345] lr: 1.000e-02, eta: 6:22:46, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.4219, top5_acc: 0.6883, loss_cls: 2.4157, loss: 2.4157, grad_norm: 6.1715 2021-03-16 23:14:56,338 - mmaction - INFO - Epoch [19][420/1345] lr: 1.000e-02, eta: 6:22:36, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.4453, top5_acc: 0.6953, loss_cls: 2.3572, loss: 2.3572, grad_norm: 6.1380 2021-03-16 23:15:06,355 - mmaction - INFO - Epoch [19][440/1345] lr: 1.000e-02, eta: 6:22:24, time: 0.501, data_time: 0.001, memory: 7066, top1_acc: 0.4352, top5_acc: 0.6969, loss_cls: 2.3883, loss: 2.3883, grad_norm: 5.9906 2021-03-16 23:15:14,119 - mmaction - INFO - Epoch [19][460/1345] lr: 1.000e-02, eta: 6:22:08, time: 0.388, data_time: 0.000, memory: 7066, top1_acc: 0.3977, top5_acc: 0.6719, loss_cls: 2.5317, loss: 2.5317, grad_norm: 6.0674 2021-03-16 23:15:21,615 - mmaction - INFO - Epoch [19][480/1345] lr: 1.000e-02, eta: 6:21:51, time: 0.374, data_time: 0.000, memory: 7066, top1_acc: 0.4328, top5_acc: 0.6961, loss_cls: 2.4016, loss: 2.4016, grad_norm: 6.1126 2021-03-16 23:15:29,431 - mmaction - INFO - Epoch [19][500/1345] lr: 1.000e-02, eta: 6:21:35, time: 0.391, data_time: 0.001, memory: 7066, top1_acc: 0.4305, top5_acc: 0.7055, loss_cls: 2.4213, loss: 2.4213, grad_norm: 6.0346 2021-03-16 23:15:40,520 - mmaction - INFO - Epoch [19][520/1345] lr: 1.000e-02, eta: 6:21:25, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.4242, top5_acc: 0.7188, loss_cls: 2.3393, loss: 2.3393, grad_norm: 6.0668 2021-03-16 23:15:51,557 - mmaction - INFO - Epoch [19][540/1345] lr: 1.000e-02, eta: 6:21:15, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.4344, top5_acc: 0.6984, loss_cls: 2.4288, loss: 2.4288, grad_norm: 6.3111 2021-03-16 23:16:02,627 - mmaction - INFO - Epoch [19][560/1345] lr: 1.000e-02, eta: 6:21:05, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.3945, top5_acc: 0.6695, loss_cls: 2.4713, loss: 2.4713, grad_norm: 5.8968 2021-03-16 23:16:13,377 - mmaction - INFO - Epoch [19][580/1345] lr: 1.000e-02, eta: 6:20:54, time: 0.537, data_time: 0.000, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6656, loss_cls: 2.5707, loss: 2.5707, grad_norm: 6.1076 2021-03-16 23:16:24,141 - mmaction - INFO - Epoch [19][600/1345] lr: 1.000e-02, eta: 6:20:43, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.4422, top5_acc: 0.7047, loss_cls: 2.3544, loss: 2.3544, grad_norm: 5.9376 2021-03-16 23:16:35,129 - mmaction - INFO - Epoch [19][620/1345] lr: 1.000e-02, eta: 6:20:33, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.4156, top5_acc: 0.6906, loss_cls: 2.4137, loss: 2.4137, grad_norm: 6.2573 2021-03-16 23:16:46,094 - mmaction - INFO - Epoch [19][640/1345] lr: 1.000e-02, eta: 6:20:22, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.4141, top5_acc: 0.6852, loss_cls: 2.4729, loss: 2.4729, grad_norm: 5.9669 2021-03-16 23:16:57,062 - mmaction - INFO - Epoch [19][660/1345] lr: 1.000e-02, eta: 6:20:12, time: 0.550, data_time: 0.002, memory: 7066, top1_acc: 0.4367, top5_acc: 0.6813, loss_cls: 2.4432, loss: 2.4432, grad_norm: 5.9820 2021-03-16 23:17:07,929 - mmaction - INFO - Epoch [19][680/1345] lr: 1.000e-02, eta: 6:20:01, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.4086, top5_acc: 0.6852, loss_cls: 2.4406, loss: 2.4406, grad_norm: 6.0416 2021-03-16 23:17:18,629 - mmaction - INFO - Epoch [19][700/1345] lr: 1.000e-02, eta: 6:19:50, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.4156, top5_acc: 0.6891, loss_cls: 2.4576, loss: 2.4576, grad_norm: 6.0644 2021-03-16 23:17:29,373 - mmaction - INFO - Epoch [19][720/1345] lr: 1.000e-02, eta: 6:19:39, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.4383, top5_acc: 0.7047, loss_cls: 2.3286, loss: 2.3286, grad_norm: 6.1672 2021-03-16 23:17:40,183 - mmaction - INFO - Epoch [19][740/1345] lr: 1.000e-02, eta: 6:19:29, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.4227, top5_acc: 0.7094, loss_cls: 2.3981, loss: 2.3981, grad_norm: 6.0790 2021-03-16 23:17:51,270 - mmaction - INFO - Epoch [19][760/1345] lr: 1.000e-02, eta: 6:19:19, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.3891, top5_acc: 0.6813, loss_cls: 2.4744, loss: 2.4744, grad_norm: 6.2221 2021-03-16 23:18:02,039 - mmaction - INFO - Epoch [19][780/1345] lr: 1.000e-02, eta: 6:19:08, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6797, loss_cls: 2.4725, loss: 2.4725, grad_norm: 6.2687 2021-03-16 23:18:13,015 - mmaction - INFO - Epoch [19][800/1345] lr: 1.000e-02, eta: 6:18:57, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4328, top5_acc: 0.6813, loss_cls: 2.3938, loss: 2.3938, grad_norm: 5.9476 2021-03-16 23:18:23,886 - mmaction - INFO - Epoch [19][820/1345] lr: 1.000e-02, eta: 6:18:47, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.4313, top5_acc: 0.6984, loss_cls: 2.4353, loss: 2.4353, grad_norm: 6.2129 2021-03-16 23:18:34,954 - mmaction - INFO - Epoch [19][840/1345] lr: 1.000e-02, eta: 6:18:37, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.4188, top5_acc: 0.6875, loss_cls: 2.4369, loss: 2.4369, grad_norm: 6.3968 2021-03-16 23:18:45,786 - mmaction - INFO - Epoch [19][860/1345] lr: 1.000e-02, eta: 6:18:26, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.4398, top5_acc: 0.7258, loss_cls: 2.2617, loss: 2.2617, grad_norm: 6.1380 2021-03-16 23:18:56,636 - mmaction - INFO - Epoch [19][880/1345] lr: 1.000e-02, eta: 6:18:15, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.4023, top5_acc: 0.7000, loss_cls: 2.4450, loss: 2.4450, grad_norm: 6.2246 2021-03-16 23:19:07,625 - mmaction - INFO - Epoch [19][900/1345] lr: 1.000e-02, eta: 6:18:05, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.4102, top5_acc: 0.7031, loss_cls: 2.3814, loss: 2.3814, grad_norm: 6.0865 2021-03-16 23:19:18,476 - mmaction - INFO - Epoch [19][920/1345] lr: 1.000e-02, eta: 6:17:54, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6820, loss_cls: 2.4517, loss: 2.4517, grad_norm: 6.1823 2021-03-16 23:19:29,331 - mmaction - INFO - Epoch [19][940/1345] lr: 1.000e-02, eta: 6:17:44, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.4102, top5_acc: 0.6867, loss_cls: 2.4711, loss: 2.4711, grad_norm: 5.8890 2021-03-16 23:19:40,259 - mmaction - INFO - Epoch [19][960/1345] lr: 1.000e-02, eta: 6:17:33, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.4383, top5_acc: 0.7078, loss_cls: 2.3235, loss: 2.3235, grad_norm: 6.1574 2021-03-16 23:19:51,210 - mmaction - INFO - Epoch [19][980/1345] lr: 1.000e-02, eta: 6:17:23, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.4117, top5_acc: 0.6781, loss_cls: 2.4550, loss: 2.4550, grad_norm: 6.1673 2021-03-16 23:20:02,072 - mmaction - INFO - Epoch [19][1000/1345] lr: 1.000e-02, eta: 6:17:12, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.4320, top5_acc: 0.7055, loss_cls: 2.3767, loss: 2.3767, grad_norm: 6.1410 2021-03-16 23:20:13,014 - mmaction - INFO - Epoch [19][1020/1345] lr: 1.000e-02, eta: 6:17:02, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.3867, top5_acc: 0.6680, loss_cls: 2.5754, loss: 2.5754, grad_norm: 6.0596 2021-03-16 23:20:24,077 - mmaction - INFO - Epoch [19][1040/1345] lr: 1.000e-02, eta: 6:16:51, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.4375, top5_acc: 0.7070, loss_cls: 2.3483, loss: 2.3483, grad_norm: 6.1114 2021-03-16 23:20:34,640 - mmaction - INFO - Epoch [19][1060/1345] lr: 1.000e-02, eta: 6:16:40, time: 0.528, data_time: 0.001, memory: 7066, top1_acc: 0.4367, top5_acc: 0.6961, loss_cls: 2.3703, loss: 2.3703, grad_norm: 5.8639 2021-03-16 23:20:45,623 - mmaction - INFO - Epoch [19][1080/1345] lr: 1.000e-02, eta: 6:16:30, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.3875, top5_acc: 0.6781, loss_cls: 2.5718, loss: 2.5718, grad_norm: 6.2790 2021-03-16 23:20:56,573 - mmaction - INFO - Epoch [19][1100/1345] lr: 1.000e-02, eta: 6:16:19, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6820, loss_cls: 2.4708, loss: 2.4708, grad_norm: 6.1215 2021-03-16 23:21:07,467 - mmaction - INFO - Epoch [19][1120/1345] lr: 1.000e-02, eta: 6:16:09, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.4117, top5_acc: 0.6742, loss_cls: 2.4638, loss: 2.4638, grad_norm: 6.0055 2021-03-16 23:21:18,294 - mmaction - INFO - Epoch [19][1140/1345] lr: 1.000e-02, eta: 6:15:58, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.3883, top5_acc: 0.6703, loss_cls: 2.5510, loss: 2.5510, grad_norm: 6.0709 2021-03-16 23:21:29,322 - mmaction - INFO - Epoch [19][1160/1345] lr: 1.000e-02, eta: 6:15:48, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.4523, top5_acc: 0.7273, loss_cls: 2.2385, loss: 2.2385, grad_norm: 5.9837 2021-03-16 23:21:40,460 - mmaction - INFO - Epoch [19][1180/1345] lr: 1.000e-02, eta: 6:15:38, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.4148, top5_acc: 0.6805, loss_cls: 2.4924, loss: 2.4924, grad_norm: 6.3090 2021-03-16 23:21:51,186 - mmaction - INFO - Epoch [19][1200/1345] lr: 1.000e-02, eta: 6:15:27, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.4195, top5_acc: 0.6898, loss_cls: 2.4207, loss: 2.4207, grad_norm: 6.1952 2021-03-16 23:22:02,077 - mmaction - INFO - Epoch [19][1220/1345] lr: 1.000e-02, eta: 6:15:16, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.3961, top5_acc: 0.6625, loss_cls: 2.5583, loss: 2.5583, grad_norm: 6.0146 2021-03-16 23:22:12,883 - mmaction - INFO - Epoch [19][1240/1345] lr: 1.000e-02, eta: 6:15:05, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.4172, top5_acc: 0.6898, loss_cls: 2.4532, loss: 2.4532, grad_norm: 6.0113 2021-03-16 23:22:23,753 - mmaction - INFO - Epoch [19][1260/1345] lr: 1.000e-02, eta: 6:14:55, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.4352, top5_acc: 0.6906, loss_cls: 2.3839, loss: 2.3839, grad_norm: 6.1073 2021-03-16 23:22:34,598 - mmaction - INFO - Epoch [19][1280/1345] lr: 1.000e-02, eta: 6:14:44, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.4188, top5_acc: 0.7023, loss_cls: 2.3676, loss: 2.3676, grad_norm: 6.2014 2021-03-16 23:22:45,696 - mmaction - INFO - Epoch [19][1300/1345] lr: 1.000e-02, eta: 6:14:34, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.4008, top5_acc: 0.6711, loss_cls: 2.4918, loss: 2.4918, grad_norm: 6.1922 2021-03-16 23:22:56,681 - mmaction - INFO - Epoch [19][1320/1345] lr: 1.000e-02, eta: 6:14:24, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.4258, top5_acc: 0.7023, loss_cls: 2.3821, loss: 2.3821, grad_norm: 5.9833 2021-03-16 23:23:07,499 - mmaction - INFO - Epoch [19][1340/1345] lr: 1.000e-02, eta: 6:14:13, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.4164, top5_acc: 0.6969, loss_cls: 2.4164, loss: 2.4164, grad_norm: 6.2199 2021-03-16 23:23:10,250 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-03-16 23:23:33,421 - mmaction - INFO - Epoch [20][20/1345] lr: 1.000e-02, eta: 6:14:15, time: 1.138, data_time: 0.552, memory: 7066, top1_acc: 0.4016, top5_acc: 0.6906, loss_cls: 2.4544, loss: 2.4544, grad_norm: 6.1134 2021-03-16 23:23:44,403 - mmaction - INFO - Epoch [20][40/1345] lr: 1.000e-02, eta: 6:14:04, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.4289, top5_acc: 0.7063, loss_cls: 2.3768, loss: 2.3768, grad_norm: 6.0491 2021-03-16 23:23:55,569 - mmaction - INFO - Epoch [20][60/1345] lr: 1.000e-02, eta: 6:13:54, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.4180, top5_acc: 0.7133, loss_cls: 2.3371, loss: 2.3371, grad_norm: 6.2118 2021-03-16 23:24:06,435 - mmaction - INFO - Epoch [20][80/1345] lr: 1.000e-02, eta: 6:13:43, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.4328, top5_acc: 0.7039, loss_cls: 2.3330, loss: 2.3330, grad_norm: 6.0412 2021-03-16 23:24:17,407 - mmaction - INFO - Epoch [20][100/1345] lr: 1.000e-02, eta: 6:13:33, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.3883, top5_acc: 0.6742, loss_cls: 2.5421, loss: 2.5421, grad_norm: 6.0758 2021-03-16 23:24:28,398 - mmaction - INFO - Epoch [20][120/1345] lr: 1.000e-02, eta: 6:13:23, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.4164, top5_acc: 0.6984, loss_cls: 2.4402, loss: 2.4402, grad_norm: 6.0724 2021-03-16 23:24:39,364 - mmaction - INFO - Epoch [20][140/1345] lr: 1.000e-02, eta: 6:13:12, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4383, top5_acc: 0.6984, loss_cls: 2.3425, loss: 2.3425, grad_norm: 6.2477 2021-03-16 23:24:49,988 - mmaction - INFO - Epoch [20][160/1345] lr: 1.000e-02, eta: 6:13:01, time: 0.531, data_time: 0.000, memory: 7066, top1_acc: 0.4086, top5_acc: 0.6914, loss_cls: 2.4148, loss: 2.4148, grad_norm: 6.3516 2021-03-16 23:25:00,961 - mmaction - INFO - Epoch [20][180/1345] lr: 1.000e-02, eta: 6:12:51, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6859, loss_cls: 2.4623, loss: 2.4623, grad_norm: 6.2973 2021-03-16 23:25:11,768 - mmaction - INFO - Epoch [20][200/1345] lr: 1.000e-02, eta: 6:12:40, time: 0.540, data_time: 0.000, memory: 7066, top1_acc: 0.4055, top5_acc: 0.6867, loss_cls: 2.4250, loss: 2.4250, grad_norm: 5.9233 2021-03-16 23:25:22,665 - mmaction - INFO - Epoch [20][220/1345] lr: 1.000e-02, eta: 6:12:29, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.4328, top5_acc: 0.7109, loss_cls: 2.3410, loss: 2.3410, grad_norm: 6.3355 2021-03-16 23:25:33,546 - mmaction - INFO - Epoch [20][240/1345] lr: 1.000e-02, eta: 6:12:19, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.4484, top5_acc: 0.7391, loss_cls: 2.1880, loss: 2.1880, grad_norm: 6.1023 2021-03-16 23:25:44,528 - mmaction - INFO - Epoch [20][260/1345] lr: 1.000e-02, eta: 6:12:08, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.4117, top5_acc: 0.6813, loss_cls: 2.4446, loss: 2.4446, grad_norm: 6.3092 2021-03-16 23:25:55,480 - mmaction - INFO - Epoch [20][280/1345] lr: 1.000e-02, eta: 6:11:58, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4359, top5_acc: 0.6937, loss_cls: 2.4059, loss: 2.4059, grad_norm: 6.3286 2021-03-16 23:26:06,621 - mmaction - INFO - Epoch [20][300/1345] lr: 1.000e-02, eta: 6:11:47, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.4133, top5_acc: 0.6891, loss_cls: 2.4029, loss: 2.4029, grad_norm: 6.1786 2021-03-16 23:26:17,557 - mmaction - INFO - Epoch [20][320/1345] lr: 1.000e-02, eta: 6:11:37, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4227, top5_acc: 0.7180, loss_cls: 2.3629, loss: 2.3629, grad_norm: 6.0790 2021-03-16 23:26:28,583 - mmaction - INFO - Epoch [20][340/1345] lr: 1.000e-02, eta: 6:11:27, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.4219, top5_acc: 0.6930, loss_cls: 2.4270, loss: 2.4270, grad_norm: 6.1029 2021-03-16 23:26:39,562 - mmaction - INFO - Epoch [20][360/1345] lr: 1.000e-02, eta: 6:11:16, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.4195, top5_acc: 0.7008, loss_cls: 2.3819, loss: 2.3819, grad_norm: 6.3441 2021-03-16 23:26:50,351 - mmaction - INFO - Epoch [20][380/1345] lr: 1.000e-02, eta: 6:11:05, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.4109, top5_acc: 0.6789, loss_cls: 2.4101, loss: 2.4101, grad_norm: 6.1462 2021-03-16 23:27:01,440 - mmaction - INFO - Epoch [20][400/1345] lr: 1.000e-02, eta: 6:10:55, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.4289, top5_acc: 0.6828, loss_cls: 2.4156, loss: 2.4156, grad_norm: 6.2390 2021-03-16 23:27:12,379 - mmaction - INFO - Epoch [20][420/1345] lr: 1.000e-02, eta: 6:10:45, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.4273, top5_acc: 0.7000, loss_cls: 2.3899, loss: 2.3899, grad_norm: 6.1460 2021-03-16 23:27:23,539 - mmaction - INFO - Epoch [20][440/1345] lr: 1.000e-02, eta: 6:10:34, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.4289, top5_acc: 0.7031, loss_cls: 2.3768, loss: 2.3768, grad_norm: 5.8218 2021-03-16 23:27:34,303 - mmaction - INFO - Epoch [20][460/1345] lr: 1.000e-02, eta: 6:10:24, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.4203, top5_acc: 0.7133, loss_cls: 2.3185, loss: 2.3185, grad_norm: 6.1073 2021-03-16 23:27:45,189 - mmaction - INFO - Epoch [20][480/1345] lr: 1.000e-02, eta: 6:10:13, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.4430, top5_acc: 0.7203, loss_cls: 2.2956, loss: 2.2956, grad_norm: 6.1613 2021-03-16 23:27:56,076 - mmaction - INFO - Epoch [20][500/1345] lr: 1.000e-02, eta: 6:10:02, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.4203, top5_acc: 0.6977, loss_cls: 2.4290, loss: 2.4290, grad_norm: 6.5870 2021-03-16 23:28:07,123 - mmaction - INFO - Epoch [20][520/1345] lr: 1.000e-02, eta: 6:09:52, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.4180, top5_acc: 0.6844, loss_cls: 2.4184, loss: 2.4184, grad_norm: 6.2825 2021-03-16 23:28:18,129 - mmaction - INFO - Epoch [20][540/1345] lr: 1.000e-02, eta: 6:09:42, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.4320, top5_acc: 0.7078, loss_cls: 2.3447, loss: 2.3447, grad_norm: 6.4115 2021-03-16 23:28:29,077 - mmaction - INFO - Epoch [20][560/1345] lr: 1.000e-02, eta: 6:09:31, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.4445, top5_acc: 0.7164, loss_cls: 2.2869, loss: 2.2869, grad_norm: 6.3134 2021-03-16 23:28:39,851 - mmaction - INFO - Epoch [20][580/1345] lr: 1.000e-02, eta: 6:09:20, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.3992, top5_acc: 0.6867, loss_cls: 2.4795, loss: 2.4795, grad_norm: 6.2658 2021-03-16 23:28:50,828 - mmaction - INFO - Epoch [20][600/1345] lr: 1.000e-02, eta: 6:09:10, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.4242, top5_acc: 0.6789, loss_cls: 2.4893, loss: 2.4893, grad_norm: 6.1954 2021-03-16 23:29:00,677 - mmaction - INFO - Epoch [20][620/1345] lr: 1.000e-02, eta: 6:08:57, time: 0.491, data_time: 0.001, memory: 7066, top1_acc: 0.4391, top5_acc: 0.7055, loss_cls: 2.3568, loss: 2.3568, grad_norm: 6.2279 2021-03-16 23:29:08,050 - mmaction - INFO - Epoch [20][640/1345] lr: 1.000e-02, eta: 6:08:41, time: 0.370, data_time: 0.002, memory: 7066, top1_acc: 0.4234, top5_acc: 0.6922, loss_cls: 2.4118, loss: 2.4118, grad_norm: 6.0976 2021-03-16 23:29:16,175 - mmaction - INFO - Epoch [20][660/1345] lr: 1.000e-02, eta: 6:08:26, time: 0.406, data_time: 0.000, memory: 7066, top1_acc: 0.4195, top5_acc: 0.6945, loss_cls: 2.4490, loss: 2.4490, grad_norm: 5.8817 2021-03-16 23:29:25,582 - mmaction - INFO - Epoch [20][680/1345] lr: 1.000e-02, eta: 6:08:14, time: 0.470, data_time: 0.000, memory: 7066, top1_acc: 0.4508, top5_acc: 0.7016, loss_cls: 2.3081, loss: 2.3081, grad_norm: 6.0166 2021-03-16 23:29:36,255 - mmaction - INFO - Epoch [20][700/1345] lr: 1.000e-02, eta: 6:08:03, time: 0.534, data_time: 0.000, memory: 7066, top1_acc: 0.4148, top5_acc: 0.6680, loss_cls: 2.5385, loss: 2.5385, grad_norm: 6.2827 2021-03-16 23:29:47,361 - mmaction - INFO - Epoch [20][720/1345] lr: 1.000e-02, eta: 6:07:52, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.4297, top5_acc: 0.7219, loss_cls: 2.3191, loss: 2.3191, grad_norm: 6.0758 2021-03-16 23:29:58,214 - mmaction - INFO - Epoch [20][740/1345] lr: 1.000e-02, eta: 6:07:42, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.4297, top5_acc: 0.6906, loss_cls: 2.3855, loss: 2.3855, grad_norm: 6.1307 2021-03-16 23:30:09,016 - mmaction - INFO - Epoch [20][760/1345] lr: 1.000e-02, eta: 6:07:31, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.4336, top5_acc: 0.7063, loss_cls: 2.3275, loss: 2.3275, grad_norm: 6.0914 2021-03-16 23:30:19,922 - mmaction - INFO - Epoch [20][780/1345] lr: 1.000e-02, eta: 6:07:20, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.4031, top5_acc: 0.6844, loss_cls: 2.4657, loss: 2.4657, grad_norm: 6.3768 2021-03-16 23:30:30,890 - mmaction - INFO - Epoch [20][800/1345] lr: 1.000e-02, eta: 6:07:10, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4273, top5_acc: 0.6992, loss_cls: 2.3642, loss: 2.3642, grad_norm: 6.2135 2021-03-16 23:30:41,878 - mmaction - INFO - Epoch [20][820/1345] lr: 1.000e-02, eta: 6:07:00, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.3922, top5_acc: 0.6695, loss_cls: 2.4650, loss: 2.4650, grad_norm: 6.3305 2021-03-16 23:30:52,904 - mmaction - INFO - Epoch [20][840/1345] lr: 1.000e-02, eta: 6:06:49, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.4367, top5_acc: 0.6922, loss_cls: 2.4105, loss: 2.4105, grad_norm: 6.1079 2021-03-16 23:31:03,740 - mmaction - INFO - Epoch [20][860/1345] lr: 1.000e-02, eta: 6:06:38, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.4359, top5_acc: 0.7086, loss_cls: 2.3428, loss: 2.3428, grad_norm: 6.3676 2021-03-16 23:31:14,851 - mmaction - INFO - Epoch [20][880/1345] lr: 1.000e-02, eta: 6:06:28, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.4180, top5_acc: 0.7047, loss_cls: 2.3824, loss: 2.3824, grad_norm: 6.5191 2021-03-16 23:31:25,731 - mmaction - INFO - Epoch [20][900/1345] lr: 1.000e-02, eta: 6:06:18, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.4406, top5_acc: 0.6937, loss_cls: 2.3673, loss: 2.3673, grad_norm: 6.3118 2021-03-16 23:31:36,696 - mmaction - INFO - Epoch [20][920/1345] lr: 1.000e-02, eta: 6:06:07, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.4305, top5_acc: 0.6953, loss_cls: 2.3775, loss: 2.3775, grad_norm: 6.1439 2021-03-16 23:31:47,605 - mmaction - INFO - Epoch [20][940/1345] lr: 1.000e-02, eta: 6:05:57, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.4227, top5_acc: 0.6867, loss_cls: 2.3955, loss: 2.3955, grad_norm: 6.2681 2021-03-16 23:31:58,741 - mmaction - INFO - Epoch [20][960/1345] lr: 1.000e-02, eta: 6:05:46, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.4258, top5_acc: 0.6961, loss_cls: 2.3717, loss: 2.3717, grad_norm: 6.2656 2021-03-16 23:32:09,351 - mmaction - INFO - Epoch [20][980/1345] lr: 1.000e-02, eta: 6:05:35, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.4047, top5_acc: 0.6875, loss_cls: 2.4525, loss: 2.4525, grad_norm: 6.2241 2021-03-16 23:32:20,377 - mmaction - INFO - Epoch [20][1000/1345] lr: 1.000e-02, eta: 6:05:25, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.4141, top5_acc: 0.7023, loss_cls: 2.4617, loss: 2.4617, grad_norm: 6.2395 2021-03-16 23:32:31,570 - mmaction - INFO - Epoch [20][1020/1345] lr: 1.000e-02, eta: 6:05:15, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.4258, top5_acc: 0.6914, loss_cls: 2.4200, loss: 2.4200, grad_norm: 6.2852 2021-03-16 23:32:42,411 - mmaction - INFO - Epoch [20][1040/1345] lr: 1.000e-02, eta: 6:05:04, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.4148, top5_acc: 0.7141, loss_cls: 2.3824, loss: 2.3824, grad_norm: 6.1516 2021-03-16 23:32:53,510 - mmaction - INFO - Epoch [20][1060/1345] lr: 1.000e-02, eta: 6:04:54, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.4195, top5_acc: 0.6758, loss_cls: 2.4395, loss: 2.4395, grad_norm: 6.3339 2021-03-16 23:33:04,567 - mmaction - INFO - Epoch [20][1080/1345] lr: 1.000e-02, eta: 6:04:43, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.4328, top5_acc: 0.6953, loss_cls: 2.3272, loss: 2.3272, grad_norm: 6.1203 2021-03-16 23:33:15,316 - mmaction - INFO - Epoch [20][1100/1345] lr: 1.000e-02, eta: 6:04:33, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.4148, top5_acc: 0.6984, loss_cls: 2.4247, loss: 2.4247, grad_norm: 6.3681 2021-03-16 23:33:26,111 - mmaction - INFO - Epoch [20][1120/1345] lr: 1.000e-02, eta: 6:04:22, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.4555, top5_acc: 0.7227, loss_cls: 2.2924, loss: 2.2924, grad_norm: 6.2914 2021-03-16 23:33:37,094 - mmaction - INFO - Epoch [20][1140/1345] lr: 1.000e-02, eta: 6:04:11, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.4383, top5_acc: 0.6875, loss_cls: 2.4023, loss: 2.4023, grad_norm: 6.3149 2021-03-16 23:33:48,221 - mmaction - INFO - Epoch [20][1160/1345] lr: 1.000e-02, eta: 6:04:01, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.4188, top5_acc: 0.6891, loss_cls: 2.4646, loss: 2.4646, grad_norm: 6.0364 2021-03-16 23:33:59,110 - mmaction - INFO - Epoch [20][1180/1345] lr: 1.000e-02, eta: 6:03:51, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.4039, top5_acc: 0.6875, loss_cls: 2.4720, loss: 2.4720, grad_norm: 6.3043 2021-03-16 23:34:10,279 - mmaction - INFO - Epoch [20][1200/1345] lr: 1.000e-02, eta: 6:03:40, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.4336, top5_acc: 0.7141, loss_cls: 2.3428, loss: 2.3428, grad_norm: 5.9119 2021-03-16 23:34:21,470 - mmaction - INFO - Epoch [20][1220/1345] lr: 1.000e-02, eta: 6:03:30, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.4281, top5_acc: 0.6961, loss_cls: 2.4012, loss: 2.4012, grad_norm: 6.0710 2021-03-16 23:34:32,591 - mmaction - INFO - Epoch [20][1240/1345] lr: 1.000e-02, eta: 6:03:20, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.4406, top5_acc: 0.6922, loss_cls: 2.3761, loss: 2.3761, grad_norm: 6.7509 2021-03-16 23:34:43,664 - mmaction - INFO - Epoch [20][1260/1345] lr: 1.000e-02, eta: 6:03:10, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.3914, top5_acc: 0.6578, loss_cls: 2.5522, loss: 2.5522, grad_norm: 6.1769 2021-03-16 23:34:54,621 - mmaction - INFO - Epoch [20][1280/1345] lr: 1.000e-02, eta: 6:02:59, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.3953, top5_acc: 0.6937, loss_cls: 2.4575, loss: 2.4575, grad_norm: 6.4094 2021-03-16 23:35:05,676 - mmaction - INFO - Epoch [20][1300/1345] lr: 1.000e-02, eta: 6:02:49, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.4117, top5_acc: 0.6727, loss_cls: 2.4413, loss: 2.4413, grad_norm: 6.2405 2021-03-16 23:35:16,652 - mmaction - INFO - Epoch [20][1320/1345] lr: 1.000e-02, eta: 6:02:38, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.4125, top5_acc: 0.6820, loss_cls: 2.4824, loss: 2.4824, grad_norm: 6.5314 2021-03-16 23:35:27,437 - mmaction - INFO - Epoch [20][1340/1345] lr: 1.000e-02, eta: 6:02:28, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.4195, top5_acc: 0.6727, loss_cls: 2.4972, loss: 2.4972, grad_norm: 6.1034 2021-03-16 23:35:30,367 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-03-16 23:36:34,645 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-16 23:36:34,884 - mmaction - INFO - top1_acc 0.3367 top5_acc 0.6255 2021-03-16 23:36:34,884 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-16 23:36:34,893 - mmaction - INFO - mean_acc 0.3061 2021-03-16 23:36:35,217 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. 2021-03-16 23:36:35,217 - mmaction - INFO - Best top1_acc is 0.3367 at 20 epoch. 2021-03-16 23:36:35,220 - mmaction - INFO - Epoch(val) [20][1345] top1_acc: 0.3367, top5_acc: 0.6255, mean_class_accuracy: 0.3061 2021-03-16 23:36:57,391 - mmaction - INFO - Epoch [21][20/1345] lr: 1.000e-03, eta: 6:02:27, time: 1.108, data_time: 0.548, memory: 7066, top1_acc: 0.4430, top5_acc: 0.6992, loss_cls: 2.2710, loss: 2.2710, grad_norm: 5.8320 2021-03-16 23:37:08,308 - mmaction - INFO - Epoch [21][40/1345] lr: 1.000e-03, eta: 6:02:16, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.4773, top5_acc: 0.7406, loss_cls: 2.1637, loss: 2.1637, grad_norm: 5.8631 2021-03-16 23:37:19,004 - mmaction - INFO - Epoch [21][60/1345] lr: 1.000e-03, eta: 6:02:06, time: 0.535, data_time: 0.000, memory: 7066, top1_acc: 0.4547, top5_acc: 0.7031, loss_cls: 2.3261, loss: 2.3261, grad_norm: 5.8937 2021-03-16 23:37:30,050 - mmaction - INFO - Epoch [21][80/1345] lr: 1.000e-03, eta: 6:01:55, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.4766, top5_acc: 0.7516, loss_cls: 2.1010, loss: 2.1010, grad_norm: 5.7538 2021-03-16 23:37:41,152 - mmaction - INFO - Epoch [21][100/1345] lr: 1.000e-03, eta: 6:01:45, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.4422, top5_acc: 0.7164, loss_cls: 2.2437, loss: 2.2437, grad_norm: 5.9231 2021-03-16 23:37:52,025 - mmaction - INFO - Epoch [21][120/1345] lr: 1.000e-03, eta: 6:01:34, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.4906, top5_acc: 0.7484, loss_cls: 2.0575, loss: 2.0575, grad_norm: 5.7004 2021-03-16 23:38:02,743 - mmaction - INFO - Epoch [21][140/1345] lr: 1.000e-03, eta: 6:01:23, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.4688, top5_acc: 0.7242, loss_cls: 2.1589, loss: 2.1589, grad_norm: 5.7596 2021-03-16 23:38:13,914 - mmaction - INFO - Epoch [21][160/1345] lr: 1.000e-03, eta: 6:01:13, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.5133, top5_acc: 0.7633, loss_cls: 2.0377, loss: 2.0377, grad_norm: 5.6402 2021-03-16 23:38:24,946 - mmaction - INFO - Epoch [21][180/1345] lr: 1.000e-03, eta: 6:01:03, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.4672, top5_acc: 0.7359, loss_cls: 2.1271, loss: 2.1271, grad_norm: 5.9553 2021-03-16 23:38:36,072 - mmaction - INFO - Epoch [21][200/1345] lr: 1.000e-03, eta: 6:00:52, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.4828, top5_acc: 0.7578, loss_cls: 2.0967, loss: 2.0967, grad_norm: 5.9885 2021-03-16 23:38:47,066 - mmaction - INFO - Epoch [21][220/1345] lr: 1.000e-03, eta: 6:00:42, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.4938, top5_acc: 0.7516, loss_cls: 2.0757, loss: 2.0757, grad_norm: 5.8780 2021-03-16 23:38:58,310 - mmaction - INFO - Epoch [21][240/1345] lr: 1.000e-03, eta: 6:00:32, time: 0.562, data_time: 0.000, memory: 7066, top1_acc: 0.4695, top5_acc: 0.7484, loss_cls: 2.1284, loss: 2.1284, grad_norm: 6.0445 2021-03-16 23:39:09,065 - mmaction - INFO - Epoch [21][260/1345] lr: 1.000e-03, eta: 6:00:21, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.5047, top5_acc: 0.7531, loss_cls: 2.0610, loss: 2.0610, grad_norm: 5.8741 2021-03-16 23:39:19,994 - mmaction - INFO - Epoch [21][280/1345] lr: 1.000e-03, eta: 6:00:10, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.4805, top5_acc: 0.7258, loss_cls: 2.1636, loss: 2.1636, grad_norm: 6.0526 2021-03-16 23:39:30,956 - mmaction - INFO - Epoch [21][300/1345] lr: 1.000e-03, eta: 6:00:00, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.4820, top5_acc: 0.7359, loss_cls: 2.0727, loss: 2.0727, grad_norm: 5.7217 2021-03-16 23:39:41,856 - mmaction - INFO - Epoch [21][320/1345] lr: 1.000e-03, eta: 5:59:49, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.5172, top5_acc: 0.7812, loss_cls: 1.9588, loss: 1.9588, grad_norm: 5.7171 2021-03-16 23:39:52,786 - mmaction - INFO - Epoch [21][340/1345] lr: 1.000e-03, eta: 5:59:39, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.4859, top5_acc: 0.7547, loss_cls: 2.0676, loss: 2.0676, grad_norm: 5.8282 2021-03-16 23:40:03,757 - mmaction - INFO - Epoch [21][360/1345] lr: 1.000e-03, eta: 5:59:28, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.5109, top5_acc: 0.7500, loss_cls: 2.0355, loss: 2.0355, grad_norm: 5.9118 2021-03-16 23:40:14,649 - mmaction - INFO - Epoch [21][380/1345] lr: 1.000e-03, eta: 5:59:18, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.4953, top5_acc: 0.7711, loss_cls: 1.9675, loss: 1.9675, grad_norm: 5.9772 2021-03-16 23:40:25,662 - mmaction - INFO - Epoch [21][400/1345] lr: 1.000e-03, eta: 5:59:07, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.5266, top5_acc: 0.7641, loss_cls: 1.9682, loss: 1.9682, grad_norm: 5.8498 2021-03-16 23:40:36,802 - mmaction - INFO - Epoch [21][420/1345] lr: 1.000e-03, eta: 5:58:57, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.5070, top5_acc: 0.7734, loss_cls: 1.9455, loss: 1.9455, grad_norm: 6.0530 2021-03-16 23:40:47,688 - mmaction - INFO - Epoch [21][440/1345] lr: 1.000e-03, eta: 5:58:46, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.5289, top5_acc: 0.7719, loss_cls: 1.9368, loss: 1.9368, grad_norm: 5.8178 2021-03-16 23:40:58,651 - mmaction - INFO - Epoch [21][460/1345] lr: 1.000e-03, eta: 5:58:36, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5172, top5_acc: 0.7742, loss_cls: 1.9309, loss: 1.9309, grad_norm: 6.0998 2021-03-16 23:41:09,577 - mmaction - INFO - Epoch [21][480/1345] lr: 1.000e-03, eta: 5:58:25, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.5211, top5_acc: 0.7789, loss_cls: 1.9398, loss: 1.9398, grad_norm: 5.9951 2021-03-16 23:41:20,659 - mmaction - INFO - Epoch [21][500/1345] lr: 1.000e-03, eta: 5:58:15, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.5055, top5_acc: 0.7719, loss_cls: 1.9714, loss: 1.9714, grad_norm: 6.0262 2021-03-16 23:41:31,748 - mmaction - INFO - Epoch [21][520/1345] lr: 1.000e-03, eta: 5:58:04, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5086, top5_acc: 0.7398, loss_cls: 2.0690, loss: 2.0690, grad_norm: 6.1421 2021-03-16 23:41:42,603 - mmaction - INFO - Epoch [21][540/1345] lr: 1.000e-03, eta: 5:57:54, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.5148, top5_acc: 0.7820, loss_cls: 1.9587, loss: 1.9587, grad_norm: 5.9380 2021-03-16 23:41:53,485 - mmaction - INFO - Epoch [21][560/1345] lr: 1.000e-03, eta: 5:57:43, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.5164, top5_acc: 0.7695, loss_cls: 1.9575, loss: 1.9575, grad_norm: 5.8810 2021-03-16 23:42:04,397 - mmaction - INFO - Epoch [21][580/1345] lr: 1.000e-03, eta: 5:57:32, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.5305, top5_acc: 0.7820, loss_cls: 1.9076, loss: 1.9076, grad_norm: 6.0065 2021-03-16 23:42:13,661 - mmaction - INFO - Epoch [21][600/1345] lr: 1.000e-03, eta: 5:57:19, time: 0.462, data_time: 0.001, memory: 7066, top1_acc: 0.5242, top5_acc: 0.7797, loss_cls: 1.9360, loss: 1.9360, grad_norm: 6.0448 2021-03-16 23:42:21,348 - mmaction - INFO - Epoch [21][620/1345] lr: 1.000e-03, eta: 5:57:04, time: 0.386, data_time: 0.002, memory: 7066, top1_acc: 0.5133, top5_acc: 0.7594, loss_cls: 2.0073, loss: 2.0073, grad_norm: 6.0224 2021-03-16 23:42:28,725 - mmaction - INFO - Epoch [21][640/1345] lr: 1.000e-03, eta: 5:56:48, time: 0.369, data_time: 0.000, memory: 7066, top1_acc: 0.5195, top5_acc: 0.7812, loss_cls: 1.9502, loss: 1.9502, grad_norm: 6.1666 2021-03-16 23:42:38,675 - mmaction - INFO - Epoch [21][660/1345] lr: 1.000e-03, eta: 5:56:36, time: 0.497, data_time: 0.016, memory: 7066, top1_acc: 0.5398, top5_acc: 0.7867, loss_cls: 1.8826, loss: 1.8826, grad_norm: 5.9781 2021-03-16 23:42:49,514 - mmaction - INFO - Epoch [21][680/1345] lr: 1.000e-03, eta: 5:56:26, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.5094, top5_acc: 0.7766, loss_cls: 1.9929, loss: 1.9929, grad_norm: 6.2204 2021-03-16 23:43:00,533 - mmaction - INFO - Epoch [21][700/1345] lr: 1.000e-03, eta: 5:56:15, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.4930, top5_acc: 0.7789, loss_cls: 2.0114, loss: 2.0114, grad_norm: 6.2461 2021-03-16 23:43:11,298 - mmaction - INFO - Epoch [21][720/1345] lr: 1.000e-03, eta: 5:56:04, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.5289, top5_acc: 0.7719, loss_cls: 1.9339, loss: 1.9339, grad_norm: 6.0237 2021-03-16 23:43:22,135 - mmaction - INFO - Epoch [21][740/1345] lr: 1.000e-03, eta: 5:55:54, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.5172, top5_acc: 0.7719, loss_cls: 1.9261, loss: 1.9261, grad_norm: 6.0197 2021-03-16 23:43:33,237 - mmaction - INFO - Epoch [21][760/1345] lr: 1.000e-03, eta: 5:55:43, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.5219, top5_acc: 0.7594, loss_cls: 2.0068, loss: 2.0068, grad_norm: 6.2140 2021-03-16 23:43:44,097 - mmaction - INFO - Epoch [21][780/1345] lr: 1.000e-03, eta: 5:55:33, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.5305, top5_acc: 0.7695, loss_cls: 1.9549, loss: 1.9549, grad_norm: 6.1743 2021-03-16 23:43:54,914 - mmaction - INFO - Epoch [21][800/1345] lr: 1.000e-03, eta: 5:55:22, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.4914, top5_acc: 0.7656, loss_cls: 2.0741, loss: 2.0741, grad_norm: 6.3407 2021-03-16 23:44:05,786 - mmaction - INFO - Epoch [21][820/1345] lr: 1.000e-03, eta: 5:55:11, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.5133, top5_acc: 0.7781, loss_cls: 1.9597, loss: 1.9597, grad_norm: 6.1705 2021-03-16 23:44:16,723 - mmaction - INFO - Epoch [21][840/1345] lr: 1.000e-03, eta: 5:55:01, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.4883, top5_acc: 0.7711, loss_cls: 1.9981, loss: 1.9981, grad_norm: 6.3139 2021-03-16 23:44:27,970 - mmaction - INFO - Epoch [21][860/1345] lr: 1.000e-03, eta: 5:54:51, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.5203, top5_acc: 0.7844, loss_cls: 1.8907, loss: 1.8907, grad_norm: 6.1055 2021-03-16 23:44:38,949 - mmaction - INFO - Epoch [21][880/1345] lr: 1.000e-03, eta: 5:54:40, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.5320, top5_acc: 0.7859, loss_cls: 1.9148, loss: 1.9148, grad_norm: 6.1348 2021-03-16 23:44:49,685 - mmaction - INFO - Epoch [21][900/1345] lr: 1.000e-03, eta: 5:54:29, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.5281, top5_acc: 0.7672, loss_cls: 1.9622, loss: 1.9622, grad_norm: 6.1138 2021-03-16 23:45:00,543 - mmaction - INFO - Epoch [21][920/1345] lr: 1.000e-03, eta: 5:54:19, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.5289, top5_acc: 0.7703, loss_cls: 1.9409, loss: 1.9409, grad_norm: 6.1883 2021-03-16 23:45:11,348 - mmaction - INFO - Epoch [21][940/1345] lr: 1.000e-03, eta: 5:54:08, time: 0.540, data_time: 0.000, memory: 7066, top1_acc: 0.4992, top5_acc: 0.7680, loss_cls: 1.9757, loss: 1.9757, grad_norm: 6.2693 2021-03-16 23:45:22,225 - mmaction - INFO - Epoch [21][960/1345] lr: 1.000e-03, eta: 5:53:57, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.5023, top5_acc: 0.7602, loss_cls: 1.9815, loss: 1.9815, grad_norm: 6.3629 2021-03-16 23:45:33,202 - mmaction - INFO - Epoch [21][980/1345] lr: 1.000e-03, eta: 5:53:47, time: 0.550, data_time: 0.002, memory: 7066, top1_acc: 0.5141, top5_acc: 0.7641, loss_cls: 1.9635, loss: 1.9635, grad_norm: 6.2674 2021-03-16 23:45:44,007 - mmaction - INFO - Epoch [21][1000/1345] lr: 1.000e-03, eta: 5:53:36, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.5367, top5_acc: 0.7859, loss_cls: 1.8981, loss: 1.8981, grad_norm: 6.1735 2021-03-16 23:45:54,922 - mmaction - INFO - Epoch [21][1020/1345] lr: 1.000e-03, eta: 5:53:25, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.5234, top5_acc: 0.7844, loss_cls: 1.9019, loss: 1.9019, grad_norm: 6.0563 2021-03-16 23:46:05,950 - mmaction - INFO - Epoch [21][1040/1345] lr: 1.000e-03, eta: 5:53:15, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.5188, top5_acc: 0.7750, loss_cls: 1.9537, loss: 1.9537, grad_norm: 6.1517 2021-03-16 23:46:16,909 - mmaction - INFO - Epoch [21][1060/1345] lr: 1.000e-03, eta: 5:53:04, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5258, top5_acc: 0.7648, loss_cls: 1.9369, loss: 1.9369, grad_norm: 6.2895 2021-03-16 23:46:27,815 - mmaction - INFO - Epoch [21][1080/1345] lr: 1.000e-03, eta: 5:52:54, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5203, top5_acc: 0.7773, loss_cls: 1.9190, loss: 1.9190, grad_norm: 6.2712 2021-03-16 23:46:38,655 - mmaction - INFO - Epoch [21][1100/1345] lr: 1.000e-03, eta: 5:52:43, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.5031, top5_acc: 0.7773, loss_cls: 1.9610, loss: 1.9610, grad_norm: 6.3044 2021-03-16 23:46:49,612 - mmaction - INFO - Epoch [21][1120/1345] lr: 1.000e-03, eta: 5:52:33, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5312, top5_acc: 0.7836, loss_cls: 1.9121, loss: 1.9121, grad_norm: 6.1047 2021-03-16 23:47:00,568 - mmaction - INFO - Epoch [21][1140/1345] lr: 1.000e-03, eta: 5:52:22, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5156, top5_acc: 0.7672, loss_cls: 1.9518, loss: 1.9518, grad_norm: 6.2887 2021-03-16 23:47:11,302 - mmaction - INFO - Epoch [21][1160/1345] lr: 1.000e-03, eta: 5:52:11, time: 0.537, data_time: 0.000, memory: 7066, top1_acc: 0.5094, top5_acc: 0.7828, loss_cls: 1.9338, loss: 1.9338, grad_norm: 6.2541 2021-03-16 23:47:22,552 - mmaction - INFO - Epoch [21][1180/1345] lr: 1.000e-03, eta: 5:52:01, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.5375, top5_acc: 0.7719, loss_cls: 1.9179, loss: 1.9179, grad_norm: 6.2472 2021-03-16 23:47:34,005 - mmaction - INFO - Epoch [21][1200/1345] lr: 1.000e-03, eta: 5:51:51, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.5180, top5_acc: 0.7773, loss_cls: 1.9211, loss: 1.9211, grad_norm: 6.2477 2021-03-16 23:47:45,273 - mmaction - INFO - Epoch [21][1220/1345] lr: 1.000e-03, eta: 5:51:41, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.5328, top5_acc: 0.7648, loss_cls: 1.9407, loss: 1.9407, grad_norm: 6.2081 2021-03-16 23:47:56,270 - mmaction - INFO - Epoch [21][1240/1345] lr: 1.000e-03, eta: 5:51:31, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.5539, top5_acc: 0.7922, loss_cls: 1.8388, loss: 1.8388, grad_norm: 6.3036 2021-03-16 23:48:07,824 - mmaction - INFO - Epoch [21][1260/1345] lr: 1.000e-03, eta: 5:51:21, time: 0.578, data_time: 0.002, memory: 7066, top1_acc: 0.5203, top5_acc: 0.7617, loss_cls: 1.9539, loss: 1.9539, grad_norm: 6.2595 2021-03-16 23:48:18,952 - mmaction - INFO - Epoch [21][1280/1345] lr: 1.000e-03, eta: 5:51:11, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.5312, top5_acc: 0.7867, loss_cls: 1.8355, loss: 1.8355, grad_norm: 6.1471 2021-03-16 23:48:30,588 - mmaction - INFO - Epoch [21][1300/1345] lr: 1.000e-03, eta: 5:51:01, time: 0.582, data_time: 0.002, memory: 7066, top1_acc: 0.5312, top5_acc: 0.7789, loss_cls: 1.9066, loss: 1.9066, grad_norm: 6.3346 2021-03-16 23:48:42,000 - mmaction - INFO - Epoch [21][1320/1345] lr: 1.000e-03, eta: 5:50:51, time: 0.569, data_time: 0.000, memory: 7066, top1_acc: 0.5203, top5_acc: 0.7672, loss_cls: 1.9480, loss: 1.9480, grad_norm: 6.2718 2021-03-16 23:48:52,882 - mmaction - INFO - Epoch [21][1340/1345] lr: 1.000e-03, eta: 5:50:40, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5281, top5_acc: 0.7742, loss_cls: 1.9079, loss: 1.9079, grad_norm: 6.2235 2021-03-16 23:48:55,666 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-03-16 23:49:19,050 - mmaction - INFO - Epoch [22][20/1345] lr: 1.000e-03, eta: 5:50:40, time: 1.153, data_time: 0.551, memory: 7066, top1_acc: 0.5102, top5_acc: 0.7648, loss_cls: 1.9818, loss: 1.9818, grad_norm: 6.3815 2021-03-16 23:49:30,138 - mmaction - INFO - Epoch [22][40/1345] lr: 1.000e-03, eta: 5:50:30, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5609, top5_acc: 0.8094, loss_cls: 1.7419, loss: 1.7419, grad_norm: 6.1460 2021-03-16 23:49:41,022 - mmaction - INFO - Epoch [22][60/1345] lr: 1.000e-03, eta: 5:50:19, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.5195, top5_acc: 0.7883, loss_cls: 1.8733, loss: 1.8733, grad_norm: 6.3226 2021-03-16 23:49:52,060 - mmaction - INFO - Epoch [22][80/1345] lr: 1.000e-03, eta: 5:50:09, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.5563, top5_acc: 0.7945, loss_cls: 1.8100, loss: 1.8100, grad_norm: 6.0420 2021-03-16 23:50:03,052 - mmaction - INFO - Epoch [22][100/1345] lr: 1.000e-03, eta: 5:49:58, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.5250, top5_acc: 0.7820, loss_cls: 1.8973, loss: 1.8973, grad_norm: 6.4544 2021-03-16 23:50:14,055 - mmaction - INFO - Epoch [22][120/1345] lr: 1.000e-03, eta: 5:49:48, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.5352, top5_acc: 0.7820, loss_cls: 1.8760, loss: 1.8760, grad_norm: 6.2917 2021-03-16 23:50:24,966 - mmaction - INFO - Epoch [22][140/1345] lr: 1.000e-03, eta: 5:49:37, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.5406, top5_acc: 0.7977, loss_cls: 1.8088, loss: 1.8088, grad_norm: 6.3151 2021-03-16 23:50:35,735 - mmaction - INFO - Epoch [22][160/1345] lr: 1.000e-03, eta: 5:49:26, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.5344, top5_acc: 0.7734, loss_cls: 1.9110, loss: 1.9110, grad_norm: 6.4520 2021-03-16 23:50:46,714 - mmaction - INFO - Epoch [22][180/1345] lr: 1.000e-03, eta: 5:49:16, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.5203, top5_acc: 0.7664, loss_cls: 1.9765, loss: 1.9765, grad_norm: 6.5264 2021-03-16 23:50:57,710 - mmaction - INFO - Epoch [22][200/1345] lr: 1.000e-03, eta: 5:49:05, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.5391, top5_acc: 0.7789, loss_cls: 1.8610, loss: 1.8610, grad_norm: 6.2688 2021-03-16 23:51:08,650 - mmaction - INFO - Epoch [22][220/1345] lr: 1.000e-03, eta: 5:48:54, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.5328, top5_acc: 0.7945, loss_cls: 1.8975, loss: 1.8975, grad_norm: 6.3103 2021-03-16 23:51:19,576 - mmaction - INFO - Epoch [22][240/1345] lr: 1.000e-03, eta: 5:48:44, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.5219, top5_acc: 0.7828, loss_cls: 1.9119, loss: 1.9119, grad_norm: 6.3417 2021-03-16 23:51:30,452 - mmaction - INFO - Epoch [22][260/1345] lr: 1.000e-03, eta: 5:48:33, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.5656, top5_acc: 0.7961, loss_cls: 1.7896, loss: 1.7896, grad_norm: 6.2982 2021-03-16 23:51:41,331 - mmaction - INFO - Epoch [22][280/1345] lr: 1.000e-03, eta: 5:48:22, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.5469, top5_acc: 0.7992, loss_cls: 1.8053, loss: 1.8053, grad_norm: 6.1828 2021-03-16 23:51:52,079 - mmaction - INFO - Epoch [22][300/1345] lr: 1.000e-03, eta: 5:48:12, time: 0.537, data_time: 0.000, memory: 7066, top1_acc: 0.4984, top5_acc: 0.7578, loss_cls: 1.9656, loss: 1.9656, grad_norm: 6.4151 2021-03-16 23:52:02,981 - mmaction - INFO - Epoch [22][320/1345] lr: 1.000e-03, eta: 5:48:01, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5281, top5_acc: 0.7953, loss_cls: 1.8655, loss: 1.8655, grad_norm: 6.3012 2021-03-16 23:52:13,924 - mmaction - INFO - Epoch [22][340/1345] lr: 1.000e-03, eta: 5:47:50, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.5219, top5_acc: 0.7852, loss_cls: 1.8982, loss: 1.8982, grad_norm: 6.3042 2021-03-16 23:52:24,864 - mmaction - INFO - Epoch [22][360/1345] lr: 1.000e-03, eta: 5:47:40, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.5516, top5_acc: 0.7898, loss_cls: 1.8130, loss: 1.8130, grad_norm: 6.4434 2021-03-16 23:52:35,836 - mmaction - INFO - Epoch [22][380/1345] lr: 1.000e-03, eta: 5:47:29, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.5164, top5_acc: 0.7633, loss_cls: 1.9285, loss: 1.9285, grad_norm: 6.6529 2021-03-16 23:52:46,681 - mmaction - INFO - Epoch [22][400/1345] lr: 1.000e-03, eta: 5:47:18, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.5445, top5_acc: 0.8008, loss_cls: 1.8142, loss: 1.8142, grad_norm: 6.1416 2021-03-16 23:52:57,602 - mmaction - INFO - Epoch [22][420/1345] lr: 1.000e-03, eta: 5:47:08, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.5422, top5_acc: 0.7883, loss_cls: 1.8597, loss: 1.8597, grad_norm: 6.4183 2021-03-16 23:53:08,082 - mmaction - INFO - Epoch [22][440/1345] lr: 1.000e-03, eta: 5:46:57, time: 0.524, data_time: 0.001, memory: 7066, top1_acc: 0.5570, top5_acc: 0.7867, loss_cls: 1.8608, loss: 1.8608, grad_norm: 6.4142 2021-03-16 23:53:19,077 - mmaction - INFO - Epoch [22][460/1345] lr: 1.000e-03, eta: 5:46:46, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.5258, top5_acc: 0.7859, loss_cls: 1.8795, loss: 1.8795, grad_norm: 6.4424 2021-03-16 23:53:29,989 - mmaction - INFO - Epoch [22][480/1345] lr: 1.000e-03, eta: 5:46:35, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.5453, top5_acc: 0.7977, loss_cls: 1.8384, loss: 1.8384, grad_norm: 6.2978 2021-03-16 23:53:40,752 - mmaction - INFO - Epoch [22][500/1345] lr: 1.000e-03, eta: 5:46:25, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.5437, top5_acc: 0.7797, loss_cls: 1.8421, loss: 1.8421, grad_norm: 6.2915 2021-03-16 23:53:51,690 - mmaction - INFO - Epoch [22][520/1345] lr: 1.000e-03, eta: 5:46:14, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.5250, top5_acc: 0.7906, loss_cls: 1.8998, loss: 1.8998, grad_norm: 6.6056 2021-03-16 23:54:02,480 - mmaction - INFO - Epoch [22][540/1345] lr: 1.000e-03, eta: 5:46:03, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.5289, top5_acc: 0.7805, loss_cls: 1.9075, loss: 1.9075, grad_norm: 6.5710 2021-03-16 23:54:13,403 - mmaction - INFO - Epoch [22][560/1345] lr: 1.000e-03, eta: 5:45:53, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.5508, top5_acc: 0.7992, loss_cls: 1.8093, loss: 1.8093, grad_norm: 6.1363 2021-03-16 23:54:24,317 - mmaction - INFO - Epoch [22][580/1345] lr: 1.000e-03, eta: 5:45:42, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5312, top5_acc: 0.7828, loss_cls: 1.8397, loss: 1.8397, grad_norm: 6.4803 2021-03-16 23:54:35,272 - mmaction - INFO - Epoch [22][600/1345] lr: 1.000e-03, eta: 5:45:31, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5453, top5_acc: 0.7961, loss_cls: 1.8457, loss: 1.8457, grad_norm: 6.1841 2021-03-16 23:54:46,115 - mmaction - INFO - Epoch [22][620/1345] lr: 1.000e-03, eta: 5:45:21, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.5344, top5_acc: 0.7969, loss_cls: 1.8423, loss: 1.8423, grad_norm: 6.2648 2021-03-16 23:54:57,289 - mmaction - INFO - Epoch [22][640/1345] lr: 1.000e-03, eta: 5:45:10, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.5242, top5_acc: 0.7742, loss_cls: 1.9222, loss: 1.9222, grad_norm: 6.4789 2021-03-16 23:55:08,189 - mmaction - INFO - Epoch [22][660/1345] lr: 1.000e-03, eta: 5:45:00, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.5414, top5_acc: 0.8063, loss_cls: 1.8205, loss: 1.8205, grad_norm: 6.3491 2021-03-16 23:55:19,119 - mmaction - INFO - Epoch [22][680/1345] lr: 1.000e-03, eta: 5:44:49, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.5672, top5_acc: 0.7891, loss_cls: 1.7861, loss: 1.7861, grad_norm: 6.2834 2021-03-16 23:55:29,958 - mmaction - INFO - Epoch [22][700/1345] lr: 1.000e-03, eta: 5:44:38, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.5586, top5_acc: 0.7914, loss_cls: 1.8260, loss: 1.8260, grad_norm: 6.3778 2021-03-16 23:55:41,065 - mmaction - INFO - Epoch [22][720/1345] lr: 1.000e-03, eta: 5:44:28, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.5141, top5_acc: 0.7570, loss_cls: 1.9347, loss: 1.9347, grad_norm: 6.5885 2021-03-16 23:55:51,960 - mmaction - INFO - Epoch [22][740/1345] lr: 1.000e-03, eta: 5:44:17, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5414, top5_acc: 0.7930, loss_cls: 1.8583, loss: 1.8583, grad_norm: 6.3494 2021-03-16 23:56:02,830 - mmaction - INFO - Epoch [22][760/1345] lr: 1.000e-03, eta: 5:44:06, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.5023, top5_acc: 0.7641, loss_cls: 1.9608, loss: 1.9608, grad_norm: 6.4974 2021-03-16 23:56:11,693 - mmaction - INFO - Epoch [22][780/1345] lr: 1.000e-03, eta: 5:43:53, time: 0.443, data_time: 0.001, memory: 7066, top1_acc: 0.5125, top5_acc: 0.7766, loss_cls: 1.8981, loss: 1.8981, grad_norm: 6.5315 2021-03-16 23:56:19,202 - mmaction - INFO - Epoch [22][800/1345] lr: 1.000e-03, eta: 5:43:38, time: 0.377, data_time: 0.001, memory: 7066, top1_acc: 0.5477, top5_acc: 0.7906, loss_cls: 1.8659, loss: 1.8659, grad_norm: 6.2789 2021-03-16 23:56:26,611 - mmaction - INFO - Epoch [22][820/1345] lr: 1.000e-03, eta: 5:43:23, time: 0.370, data_time: 0.000, memory: 7066, top1_acc: 0.5406, top5_acc: 0.8125, loss_cls: 1.7560, loss: 1.7560, grad_norm: 6.2981 2021-03-16 23:56:36,136 - mmaction - INFO - Epoch [22][840/1345] lr: 1.000e-03, eta: 5:43:10, time: 0.476, data_time: 0.000, memory: 7066, top1_acc: 0.5242, top5_acc: 0.7719, loss_cls: 1.9186, loss: 1.9186, grad_norm: 6.3844 2021-03-16 23:56:47,319 - mmaction - INFO - Epoch [22][860/1345] lr: 1.000e-03, eta: 5:43:00, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.5398, top5_acc: 0.8008, loss_cls: 1.7970, loss: 1.7970, grad_norm: 6.3062 2021-03-16 23:56:58,265 - mmaction - INFO - Epoch [22][880/1345] lr: 1.000e-03, eta: 5:42:49, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.5461, top5_acc: 0.7906, loss_cls: 1.8342, loss: 1.8342, grad_norm: 6.4467 2021-03-16 23:57:09,171 - mmaction - INFO - Epoch [22][900/1345] lr: 1.000e-03, eta: 5:42:39, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5625, top5_acc: 0.7953, loss_cls: 1.7977, loss: 1.7977, grad_norm: 6.1518 2021-03-16 23:57:20,227 - mmaction - INFO - Epoch [22][920/1345] lr: 1.000e-03, eta: 5:42:28, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.5547, top5_acc: 0.7914, loss_cls: 1.8204, loss: 1.8204, grad_norm: 6.2815 2021-03-16 23:57:31,095 - mmaction - INFO - Epoch [22][940/1345] lr: 1.000e-03, eta: 5:42:18, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.5422, top5_acc: 0.7898, loss_cls: 1.8202, loss: 1.8202, grad_norm: 6.2343 2021-03-16 23:57:42,034 - mmaction - INFO - Epoch [22][960/1345] lr: 1.000e-03, eta: 5:42:07, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.5687, top5_acc: 0.7906, loss_cls: 1.8117, loss: 1.8117, grad_norm: 6.3565 2021-03-16 23:57:53,102 - mmaction - INFO - Epoch [22][980/1345] lr: 1.000e-03, eta: 5:41:57, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5305, top5_acc: 0.7758, loss_cls: 1.9129, loss: 1.9129, grad_norm: 6.4254 2021-03-16 23:58:04,196 - mmaction - INFO - Epoch [22][1000/1345] lr: 1.000e-03, eta: 5:41:46, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.5352, top5_acc: 0.7984, loss_cls: 1.8159, loss: 1.8159, grad_norm: 6.4011 2021-03-16 23:58:15,248 - mmaction - INFO - Epoch [22][1020/1345] lr: 1.000e-03, eta: 5:41:36, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.5477, top5_acc: 0.7930, loss_cls: 1.8031, loss: 1.8031, grad_norm: 6.3537 2021-03-16 23:58:26,097 - mmaction - INFO - Epoch [22][1040/1345] lr: 1.000e-03, eta: 5:41:25, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.5430, top5_acc: 0.7961, loss_cls: 1.7852, loss: 1.7852, grad_norm: 6.3731 2021-03-16 23:58:37,227 - mmaction - INFO - Epoch [22][1060/1345] lr: 1.000e-03, eta: 5:41:15, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.5383, top5_acc: 0.8016, loss_cls: 1.7936, loss: 1.7936, grad_norm: 6.4895 2021-03-16 23:58:48,221 - mmaction - INFO - Epoch [22][1080/1345] lr: 1.000e-03, eta: 5:41:04, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.5516, top5_acc: 0.7914, loss_cls: 1.8093, loss: 1.8093, grad_norm: 6.4712 2021-03-16 23:58:59,220 - mmaction - INFO - Epoch [22][1100/1345] lr: 1.000e-03, eta: 5:40:54, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.5430, top5_acc: 0.8016, loss_cls: 1.8116, loss: 1.8116, grad_norm: 6.5405 2021-03-16 23:59:10,276 - mmaction - INFO - Epoch [22][1120/1345] lr: 1.000e-03, eta: 5:40:43, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.5211, top5_acc: 0.7773, loss_cls: 1.9155, loss: 1.9155, grad_norm: 6.7254 2021-03-16 23:59:21,232 - mmaction - INFO - Epoch [22][1140/1345] lr: 1.000e-03, eta: 5:40:33, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.5398, top5_acc: 0.8000, loss_cls: 1.8318, loss: 1.8318, grad_norm: 6.4365 2021-03-16 23:59:32,321 - mmaction - INFO - Epoch [22][1160/1345] lr: 1.000e-03, eta: 5:40:22, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5367, top5_acc: 0.7922, loss_cls: 1.8256, loss: 1.8256, grad_norm: 6.3580 2021-03-16 23:59:43,537 - mmaction - INFO - Epoch [22][1180/1345] lr: 1.000e-03, eta: 5:40:12, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.5188, top5_acc: 0.7898, loss_cls: 1.8877, loss: 1.8877, grad_norm: 6.7181 2021-03-16 23:59:54,810 - mmaction - INFO - Epoch [22][1200/1345] lr: 1.000e-03, eta: 5:40:02, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.5711, top5_acc: 0.7984, loss_cls: 1.7723, loss: 1.7723, grad_norm: 6.3154 2021-03-17 00:00:05,987 - mmaction - INFO - Epoch [22][1220/1345] lr: 1.000e-03, eta: 5:39:51, time: 0.558, data_time: 0.000, memory: 7066, top1_acc: 0.5422, top5_acc: 0.7953, loss_cls: 1.8508, loss: 1.8508, grad_norm: 6.4203 2021-03-17 00:00:16,789 - mmaction - INFO - Epoch [22][1240/1345] lr: 1.000e-03, eta: 5:39:41, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.5242, top5_acc: 0.8008, loss_cls: 1.8648, loss: 1.8648, grad_norm: 6.7294 2021-03-17 00:00:27,863 - mmaction - INFO - Epoch [22][1260/1345] lr: 1.000e-03, eta: 5:39:30, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5305, top5_acc: 0.7789, loss_cls: 1.8712, loss: 1.8712, grad_norm: 6.6691 2021-03-17 00:00:38,969 - mmaction - INFO - Epoch [22][1280/1345] lr: 1.000e-03, eta: 5:39:20, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.5609, top5_acc: 0.8023, loss_cls: 1.7834, loss: 1.7834, grad_norm: 6.4293 2021-03-17 00:00:50,169 - mmaction - INFO - Epoch [22][1300/1345] lr: 1.000e-03, eta: 5:39:10, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.5453, top5_acc: 0.7812, loss_cls: 1.8387, loss: 1.8387, grad_norm: 6.4277 2021-03-17 00:01:01,263 - mmaction - INFO - Epoch [22][1320/1345] lr: 1.000e-03, eta: 5:38:59, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5266, top5_acc: 0.7562, loss_cls: 1.9399, loss: 1.9399, grad_norm: 6.5688 2021-03-17 00:01:12,285 - mmaction - INFO - Epoch [22][1340/1345] lr: 1.000e-03, eta: 5:38:49, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.5305, top5_acc: 0.7742, loss_cls: 1.9591, loss: 1.9591, grad_norm: 6.5682 2021-03-17 00:01:14,886 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-03-17 00:02:18,880 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-17 00:02:19,027 - mmaction - INFO - top1_acc 0.4321 top5_acc 0.7272 2021-03-17 00:02:19,027 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-17 00:02:19,035 - mmaction - INFO - mean_acc 0.3844 2021-03-17 00:02:19,361 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. 2021-03-17 00:02:19,361 - mmaction - INFO - Best top1_acc is 0.4321 at 22 epoch. 2021-03-17 00:02:19,365 - mmaction - INFO - Epoch(val) [22][1345] top1_acc: 0.4321, top5_acc: 0.7272, mean_class_accuracy: 0.3844 2021-03-17 00:02:42,012 - mmaction - INFO - Epoch [23][20/1345] lr: 1.000e-03, eta: 5:38:47, time: 1.132, data_time: 0.507, memory: 7066, top1_acc: 0.5437, top5_acc: 0.7961, loss_cls: 1.8066, loss: 1.8066, grad_norm: 6.3781 2021-03-17 00:02:53,207 - mmaction - INFO - Epoch [23][40/1345] lr: 1.000e-03, eta: 5:38:37, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.5516, top5_acc: 0.7883, loss_cls: 1.8175, loss: 1.8175, grad_norm: 6.3292 2021-03-17 00:03:04,252 - mmaction - INFO - Epoch [23][60/1345] lr: 1.000e-03, eta: 5:38:26, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.5531, top5_acc: 0.8078, loss_cls: 1.7741, loss: 1.7741, grad_norm: 6.3945 2021-03-17 00:03:15,389 - mmaction - INFO - Epoch [23][80/1345] lr: 1.000e-03, eta: 5:38:16, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.5500, top5_acc: 0.7836, loss_cls: 1.8091, loss: 1.8091, grad_norm: 6.5156 2021-03-17 00:03:26,745 - mmaction - INFO - Epoch [23][100/1345] lr: 1.000e-03, eta: 5:38:06, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.5523, top5_acc: 0.8031, loss_cls: 1.7773, loss: 1.7773, grad_norm: 6.2878 2021-03-17 00:03:37,812 - mmaction - INFO - Epoch [23][120/1345] lr: 1.000e-03, eta: 5:37:55, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.5406, top5_acc: 0.8023, loss_cls: 1.8326, loss: 1.8326, grad_norm: 6.7076 2021-03-17 00:03:48,865 - mmaction - INFO - Epoch [23][140/1345] lr: 1.000e-03, eta: 5:37:45, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.5297, top5_acc: 0.7859, loss_cls: 1.8705, loss: 1.8705, grad_norm: 6.6434 2021-03-17 00:03:59,965 - mmaction - INFO - Epoch [23][160/1345] lr: 1.000e-03, eta: 5:37:34, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5297, top5_acc: 0.7805, loss_cls: 1.8425, loss: 1.8425, grad_norm: 6.6154 2021-03-17 00:04:11,172 - mmaction - INFO - Epoch [23][180/1345] lr: 1.000e-03, eta: 5:37:24, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.5383, top5_acc: 0.7922, loss_cls: 1.8329, loss: 1.8329, grad_norm: 6.6397 2021-03-17 00:04:22,291 - mmaction - INFO - Epoch [23][200/1345] lr: 1.000e-03, eta: 5:37:13, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.5633, top5_acc: 0.7922, loss_cls: 1.7834, loss: 1.7834, grad_norm: 6.4159 2021-03-17 00:04:33,350 - mmaction - INFO - Epoch [23][220/1345] lr: 1.000e-03, eta: 5:37:03, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.5586, top5_acc: 0.7898, loss_cls: 1.7885, loss: 1.7885, grad_norm: 6.4901 2021-03-17 00:04:44,508 - mmaction - INFO - Epoch [23][240/1345] lr: 1.000e-03, eta: 5:36:53, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.5477, top5_acc: 0.7914, loss_cls: 1.8112, loss: 1.8112, grad_norm: 6.6457 2021-03-17 00:04:55,617 - mmaction - INFO - Epoch [23][260/1345] lr: 1.000e-03, eta: 5:36:42, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.5539, top5_acc: 0.7898, loss_cls: 1.7820, loss: 1.7820, grad_norm: 6.5689 2021-03-17 00:05:06,905 - mmaction - INFO - Epoch [23][280/1345] lr: 1.000e-03, eta: 5:36:32, time: 0.564, data_time: 0.000, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8094, loss_cls: 1.7466, loss: 1.7466, grad_norm: 6.5465 2021-03-17 00:05:18,001 - mmaction - INFO - Epoch [23][300/1345] lr: 1.000e-03, eta: 5:36:22, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.5352, top5_acc: 0.7766, loss_cls: 1.8651, loss: 1.8651, grad_norm: 6.6244 2021-03-17 00:05:29,325 - mmaction - INFO - Epoch [23][320/1345] lr: 1.000e-03, eta: 5:36:11, time: 0.566, data_time: 0.000, memory: 7066, top1_acc: 0.5297, top5_acc: 0.7977, loss_cls: 1.8381, loss: 1.8381, grad_norm: 6.4933 2021-03-17 00:05:40,598 - mmaction - INFO - Epoch [23][340/1345] lr: 1.000e-03, eta: 5:36:01, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.5734, top5_acc: 0.8016, loss_cls: 1.7087, loss: 1.7087, grad_norm: 6.2755 2021-03-17 00:05:51,648 - mmaction - INFO - Epoch [23][360/1345] lr: 1.000e-03, eta: 5:35:51, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.5414, top5_acc: 0.8008, loss_cls: 1.8052, loss: 1.8052, grad_norm: 6.6687 2021-03-17 00:06:02,983 - mmaction - INFO - Epoch [23][380/1345] lr: 1.000e-03, eta: 5:35:41, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.5578, top5_acc: 0.8063, loss_cls: 1.7292, loss: 1.7292, grad_norm: 6.4551 2021-03-17 00:06:14,110 - mmaction - INFO - Epoch [23][400/1345] lr: 1.000e-03, eta: 5:35:30, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.5641, top5_acc: 0.7961, loss_cls: 1.7607, loss: 1.7607, grad_norm: 6.5587 2021-03-17 00:06:25,295 - mmaction - INFO - Epoch [23][420/1345] lr: 1.000e-03, eta: 5:35:20, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.5461, top5_acc: 0.7898, loss_cls: 1.8258, loss: 1.8258, grad_norm: 6.6330 2021-03-17 00:06:36,323 - mmaction - INFO - Epoch [23][440/1345] lr: 1.000e-03, eta: 5:35:09, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.5352, top5_acc: 0.7977, loss_cls: 1.8383, loss: 1.8383, grad_norm: 6.6178 2021-03-17 00:06:47,403 - mmaction - INFO - Epoch [23][460/1345] lr: 1.000e-03, eta: 5:34:59, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5258, top5_acc: 0.7797, loss_cls: 1.9457, loss: 1.9457, grad_norm: 6.7043 2021-03-17 00:06:58,795 - mmaction - INFO - Epoch [23][480/1345] lr: 1.000e-03, eta: 5:34:49, time: 0.570, data_time: 0.000, memory: 7066, top1_acc: 0.5383, top5_acc: 0.7875, loss_cls: 1.8515, loss: 1.8515, grad_norm: 6.7257 2021-03-17 00:07:09,905 - mmaction - INFO - Epoch [23][500/1345] lr: 1.000e-03, eta: 5:34:38, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5469, top5_acc: 0.8078, loss_cls: 1.7579, loss: 1.7579, grad_norm: 6.5338 2021-03-17 00:07:21,225 - mmaction - INFO - Epoch [23][520/1345] lr: 1.000e-03, eta: 5:34:28, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.5266, top5_acc: 0.7937, loss_cls: 1.8470, loss: 1.8470, grad_norm: 6.7012 2021-03-17 00:07:32,343 - mmaction - INFO - Epoch [23][540/1345] lr: 1.000e-03, eta: 5:34:18, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.5469, top5_acc: 0.8125, loss_cls: 1.7758, loss: 1.7758, grad_norm: 6.6472 2021-03-17 00:07:43,641 - mmaction - INFO - Epoch [23][560/1345] lr: 1.000e-03, eta: 5:34:08, time: 0.565, data_time: 0.000, memory: 7066, top1_acc: 0.5648, top5_acc: 0.8109, loss_cls: 1.7238, loss: 1.7238, grad_norm: 6.4621 2021-03-17 00:07:54,913 - mmaction - INFO - Epoch [23][580/1345] lr: 1.000e-03, eta: 5:33:57, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.5437, top5_acc: 0.7797, loss_cls: 1.8655, loss: 1.8655, grad_norm: 6.6424 2021-03-17 00:08:06,026 - mmaction - INFO - Epoch [23][600/1345] lr: 1.000e-03, eta: 5:33:47, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.5523, top5_acc: 0.7945, loss_cls: 1.7873, loss: 1.7873, grad_norm: 6.4155 2021-03-17 00:08:17,275 - mmaction - INFO - Epoch [23][620/1345] lr: 1.000e-03, eta: 5:33:37, time: 0.562, data_time: 0.000, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8156, loss_cls: 1.7136, loss: 1.7136, grad_norm: 6.3562 2021-03-17 00:08:28,367 - mmaction - INFO - Epoch [23][640/1345] lr: 1.000e-03, eta: 5:33:26, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5516, top5_acc: 0.8000, loss_cls: 1.8077, loss: 1.8077, grad_norm: 6.6766 2021-03-17 00:08:39,805 - mmaction - INFO - Epoch [23][660/1345] lr: 1.000e-03, eta: 5:33:16, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.5617, top5_acc: 0.8094, loss_cls: 1.7656, loss: 1.7656, grad_norm: 6.5780 2021-03-17 00:08:50,701 - mmaction - INFO - Epoch [23][680/1345] lr: 1.000e-03, eta: 5:33:05, time: 0.546, data_time: 0.002, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8148, loss_cls: 1.6681, loss: 1.6681, grad_norm: 6.3792 2021-03-17 00:09:01,585 - mmaction - INFO - Epoch [23][700/1345] lr: 1.000e-03, eta: 5:32:55, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.5414, top5_acc: 0.7891, loss_cls: 1.8513, loss: 1.8513, grad_norm: 6.6354 2021-03-17 00:09:11,654 - mmaction - INFO - Epoch [23][720/1345] lr: 1.000e-03, eta: 5:32:43, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.5391, top5_acc: 0.7906, loss_cls: 1.8190, loss: 1.8190, grad_norm: 6.7184 2021-03-17 00:09:20,679 - mmaction - INFO - Epoch [23][740/1345] lr: 1.000e-03, eta: 5:32:30, time: 0.452, data_time: 0.001, memory: 7066, top1_acc: 0.5703, top5_acc: 0.8008, loss_cls: 1.7336, loss: 1.7336, grad_norm: 6.5076 2021-03-17 00:09:29,729 - mmaction - INFO - Epoch [23][760/1345] lr: 1.000e-03, eta: 5:32:17, time: 0.453, data_time: 0.001, memory: 7066, top1_acc: 0.5430, top5_acc: 0.7945, loss_cls: 1.8261, loss: 1.8261, grad_norm: 6.8158 2021-03-17 00:09:38,679 - mmaction - INFO - Epoch [23][780/1345] lr: 1.000e-03, eta: 5:32:04, time: 0.448, data_time: 0.001, memory: 7066, top1_acc: 0.5555, top5_acc: 0.8094, loss_cls: 1.7431, loss: 1.7431, grad_norm: 6.7045 2021-03-17 00:09:47,768 - mmaction - INFO - Epoch [23][800/1345] lr: 1.000e-03, eta: 5:31:51, time: 0.454, data_time: 0.000, memory: 7066, top1_acc: 0.5500, top5_acc: 0.7891, loss_cls: 1.8266, loss: 1.8266, grad_norm: 6.7276 2021-03-17 00:09:56,772 - mmaction - INFO - Epoch [23][820/1345] lr: 1.000e-03, eta: 5:31:38, time: 0.451, data_time: 0.001, memory: 7066, top1_acc: 0.5305, top5_acc: 0.7937, loss_cls: 1.8606, loss: 1.8606, grad_norm: 6.9030 2021-03-17 00:10:05,787 - mmaction - INFO - Epoch [23][840/1345] lr: 1.000e-03, eta: 5:31:25, time: 0.450, data_time: 0.000, memory: 7066, top1_acc: 0.5500, top5_acc: 0.7812, loss_cls: 1.8256, loss: 1.8256, grad_norm: 6.6818 2021-03-17 00:10:14,720 - mmaction - INFO - Epoch [23][860/1345] lr: 1.000e-03, eta: 5:31:12, time: 0.447, data_time: 0.001, memory: 7066, top1_acc: 0.5445, top5_acc: 0.8008, loss_cls: 1.8128, loss: 1.8128, grad_norm: 6.7884 2021-03-17 00:10:23,778 - mmaction - INFO - Epoch [23][880/1345] lr: 1.000e-03, eta: 5:30:59, time: 0.453, data_time: 0.001, memory: 7066, top1_acc: 0.5680, top5_acc: 0.8141, loss_cls: 1.7540, loss: 1.7540, grad_norm: 6.6121 2021-03-17 00:10:32,783 - mmaction - INFO - Epoch [23][900/1345] lr: 1.000e-03, eta: 5:30:46, time: 0.450, data_time: 0.001, memory: 7066, top1_acc: 0.5328, top5_acc: 0.7758, loss_cls: 1.8489, loss: 1.8489, grad_norm: 6.7580 2021-03-17 00:10:41,863 - mmaction - INFO - Epoch [23][920/1345] lr: 1.000e-03, eta: 5:30:33, time: 0.454, data_time: 0.001, memory: 7066, top1_acc: 0.5422, top5_acc: 0.7937, loss_cls: 1.7571, loss: 1.7571, grad_norm: 6.6666 2021-03-17 00:10:50,870 - mmaction - INFO - Epoch [23][940/1345] lr: 1.000e-03, eta: 5:30:20, time: 0.451, data_time: 0.001, memory: 7066, top1_acc: 0.5461, top5_acc: 0.7969, loss_cls: 1.8040, loss: 1.8040, grad_norm: 6.7238 2021-03-17 00:10:59,951 - mmaction - INFO - Epoch [23][960/1345] lr: 1.000e-03, eta: 5:30:08, time: 0.453, data_time: 0.000, memory: 7066, top1_acc: 0.5406, top5_acc: 0.7953, loss_cls: 1.8299, loss: 1.8299, grad_norm: 6.6762 2021-03-17 00:11:08,922 - mmaction - INFO - Epoch [23][980/1345] lr: 1.000e-03, eta: 5:29:55, time: 0.448, data_time: 0.001, memory: 7066, top1_acc: 0.5539, top5_acc: 0.8039, loss_cls: 1.7614, loss: 1.7614, grad_norm: 6.6696 2021-03-17 00:11:17,898 - mmaction - INFO - Epoch [23][1000/1345] lr: 1.000e-03, eta: 5:29:42, time: 0.449, data_time: 0.001, memory: 7066, top1_acc: 0.5469, top5_acc: 0.8039, loss_cls: 1.7465, loss: 1.7465, grad_norm: 6.5840 2021-03-17 00:11:26,971 - mmaction - INFO - Epoch [23][1020/1345] lr: 1.000e-03, eta: 5:29:29, time: 0.454, data_time: 0.001, memory: 7066, top1_acc: 0.5477, top5_acc: 0.8008, loss_cls: 1.7615, loss: 1.7615, grad_norm: 6.4723 2021-03-17 00:11:36,083 - mmaction - INFO - Epoch [23][1040/1345] lr: 1.000e-03, eta: 5:29:16, time: 0.455, data_time: 0.001, memory: 7066, top1_acc: 0.5492, top5_acc: 0.7945, loss_cls: 1.8193, loss: 1.8193, grad_norm: 6.7047 2021-03-17 00:11:45,185 - mmaction - INFO - Epoch [23][1060/1345] lr: 1.000e-03, eta: 5:29:03, time: 0.455, data_time: 0.001, memory: 7066, top1_acc: 0.5312, top5_acc: 0.7641, loss_cls: 1.9251, loss: 1.9251, grad_norm: 6.8513 2021-03-17 00:11:54,195 - mmaction - INFO - Epoch [23][1080/1345] lr: 1.000e-03, eta: 5:28:50, time: 0.450, data_time: 0.001, memory: 7066, top1_acc: 0.5367, top5_acc: 0.7922, loss_cls: 1.8615, loss: 1.8615, grad_norm: 6.8090 2021-03-17 00:12:03,248 - mmaction - INFO - Epoch [23][1100/1345] lr: 1.000e-03, eta: 5:28:37, time: 0.453, data_time: 0.001, memory: 7066, top1_acc: 0.5453, top5_acc: 0.7867, loss_cls: 1.8068, loss: 1.8068, grad_norm: 6.6896 2021-03-17 00:12:12,274 - mmaction - INFO - Epoch [23][1120/1345] lr: 1.000e-03, eta: 5:28:24, time: 0.451, data_time: 0.001, memory: 7066, top1_acc: 0.5531, top5_acc: 0.7922, loss_cls: 1.8263, loss: 1.8263, grad_norm: 6.6842 2021-03-17 00:12:21,295 - mmaction - INFO - Epoch [23][1140/1345] lr: 1.000e-03, eta: 5:28:12, time: 0.452, data_time: 0.001, memory: 7066, top1_acc: 0.5578, top5_acc: 0.7984, loss_cls: 1.7466, loss: 1.7466, grad_norm: 6.5885 2021-03-17 00:12:30,440 - mmaction - INFO - Epoch [23][1160/1345] lr: 1.000e-03, eta: 5:27:59, time: 0.456, data_time: 0.000, memory: 7066, top1_acc: 0.5312, top5_acc: 0.7750, loss_cls: 1.8856, loss: 1.8856, grad_norm: 6.6842 2021-03-17 00:12:39,373 - mmaction - INFO - Epoch [23][1180/1345] lr: 1.000e-03, eta: 5:27:46, time: 0.447, data_time: 0.001, memory: 7066, top1_acc: 0.5437, top5_acc: 0.8133, loss_cls: 1.7424, loss: 1.7424, grad_norm: 6.6421 2021-03-17 00:12:47,173 - mmaction - INFO - Epoch [23][1200/1345] lr: 1.000e-03, eta: 5:27:32, time: 0.389, data_time: 0.000, memory: 7066, top1_acc: 0.5383, top5_acc: 0.7914, loss_cls: 1.7859, loss: 1.7859, grad_norm: 6.5684 2021-03-17 00:12:54,852 - mmaction - INFO - Epoch [23][1220/1345] lr: 1.000e-03, eta: 5:27:17, time: 0.384, data_time: 0.002, memory: 7066, top1_acc: 0.5625, top5_acc: 0.8109, loss_cls: 1.7622, loss: 1.7622, grad_norm: 6.4631 2021-03-17 00:13:02,527 - mmaction - INFO - Epoch [23][1240/1345] lr: 1.000e-03, eta: 5:27:03, time: 0.385, data_time: 0.002, memory: 7066, top1_acc: 0.5594, top5_acc: 0.8172, loss_cls: 1.7698, loss: 1.7698, grad_norm: 6.5738 2021-03-17 00:13:10,185 - mmaction - INFO - Epoch [23][1260/1345] lr: 1.000e-03, eta: 5:26:48, time: 0.383, data_time: 0.006, memory: 7066, top1_acc: 0.5672, top5_acc: 0.8125, loss_cls: 1.7462, loss: 1.7462, grad_norm: 6.6139 2021-03-17 00:13:18,043 - mmaction - INFO - Epoch [23][1280/1345] lr: 1.000e-03, eta: 5:26:34, time: 0.392, data_time: 0.023, memory: 7066, top1_acc: 0.5648, top5_acc: 0.8078, loss_cls: 1.7460, loss: 1.7460, grad_norm: 6.5421 2021-03-17 00:13:25,881 - mmaction - INFO - Epoch [23][1300/1345] lr: 1.000e-03, eta: 5:26:20, time: 0.392, data_time: 0.001, memory: 7066, top1_acc: 0.5516, top5_acc: 0.7984, loss_cls: 1.7636, loss: 1.7636, grad_norm: 6.6128 2021-03-17 00:13:33,781 - mmaction - INFO - Epoch [23][1320/1345] lr: 1.000e-03, eta: 5:26:05, time: 0.389, data_time: 0.001, memory: 7066, top1_acc: 0.5320, top5_acc: 0.7984, loss_cls: 1.8211, loss: 1.8211, grad_norm: 6.7510 2021-03-17 00:13:41,097 - mmaction - INFO - Epoch [23][1340/1345] lr: 1.000e-03, eta: 5:25:51, time: 0.373, data_time: 0.008, memory: 7066, top1_acc: 0.5742, top5_acc: 0.7945, loss_cls: 1.8019, loss: 1.8019, grad_norm: 6.8126 2021-03-17 00:13:43,041 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-03-17 00:14:06,343 - mmaction - INFO - Epoch [24][20/1345] lr: 1.000e-03, eta: 5:25:48, time: 1.148, data_time: 0.513, memory: 7066, top1_acc: 0.5484, top5_acc: 0.7977, loss_cls: 1.7970, loss: 1.7970, grad_norm: 6.7279 2021-03-17 00:14:17,525 - mmaction - INFO - Epoch [24][40/1345] lr: 1.000e-03, eta: 5:25:38, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.5617, top5_acc: 0.8031, loss_cls: 1.7417, loss: 1.7417, grad_norm: 6.4877 2021-03-17 00:14:28,657 - mmaction - INFO - Epoch [24][60/1345] lr: 1.000e-03, eta: 5:25:28, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.5555, top5_acc: 0.8094, loss_cls: 1.7731, loss: 1.7731, grad_norm: 6.5888 2021-03-17 00:14:39,688 - mmaction - INFO - Epoch [24][80/1345] lr: 1.000e-03, eta: 5:25:17, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.5453, top5_acc: 0.7914, loss_cls: 1.7952, loss: 1.7952, grad_norm: 6.8760 2021-03-17 00:14:50,843 - mmaction - INFO - Epoch [24][100/1345] lr: 1.000e-03, eta: 5:25:07, time: 0.558, data_time: 0.000, memory: 7066, top1_acc: 0.5602, top5_acc: 0.8000, loss_cls: 1.7760, loss: 1.7760, grad_norm: 6.5747 2021-03-17 00:15:01,914 - mmaction - INFO - Epoch [24][120/1345] lr: 1.000e-03, eta: 5:24:57, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.5437, top5_acc: 0.7891, loss_cls: 1.8395, loss: 1.8395, grad_norm: 6.6614 2021-03-17 00:15:13,327 - mmaction - INFO - Epoch [24][140/1345] lr: 1.000e-03, eta: 5:24:47, time: 0.571, data_time: 0.000, memory: 7066, top1_acc: 0.5289, top5_acc: 0.7977, loss_cls: 1.8092, loss: 1.8092, grad_norm: 6.7757 2021-03-17 00:15:24,311 - mmaction - INFO - Epoch [24][160/1345] lr: 1.000e-03, eta: 5:24:36, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.5641, top5_acc: 0.7875, loss_cls: 1.7638, loss: 1.7638, grad_norm: 6.6220 2021-03-17 00:15:35,234 - mmaction - INFO - Epoch [24][180/1345] lr: 1.000e-03, eta: 5:24:25, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8016, loss_cls: 1.7524, loss: 1.7524, grad_norm: 6.6719 2021-03-17 00:15:46,322 - mmaction - INFO - Epoch [24][200/1345] lr: 1.000e-03, eta: 5:24:15, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.5664, top5_acc: 0.8008, loss_cls: 1.7218, loss: 1.7218, grad_norm: 6.4914 2021-03-17 00:15:57,407 - mmaction - INFO - Epoch [24][220/1345] lr: 1.000e-03, eta: 5:24:05, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.5461, top5_acc: 0.8031, loss_cls: 1.7837, loss: 1.7837, grad_norm: 6.8097 2021-03-17 00:16:08,446 - mmaction - INFO - Epoch [24][240/1345] lr: 1.000e-03, eta: 5:23:54, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8148, loss_cls: 1.7179, loss: 1.7179, grad_norm: 6.6438 2021-03-17 00:16:19,351 - mmaction - INFO - Epoch [24][260/1345] lr: 1.000e-03, eta: 5:23:44, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.5594, top5_acc: 0.8125, loss_cls: 1.7093, loss: 1.7093, grad_norm: 6.5666 2021-03-17 00:16:30,525 - mmaction - INFO - Epoch [24][280/1345] lr: 1.000e-03, eta: 5:23:33, time: 0.558, data_time: 0.000, memory: 7066, top1_acc: 0.5672, top5_acc: 0.8023, loss_cls: 1.7449, loss: 1.7449, grad_norm: 6.6145 2021-03-17 00:16:41,549 - mmaction - INFO - Epoch [24][300/1345] lr: 1.000e-03, eta: 5:23:23, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.5625, top5_acc: 0.8000, loss_cls: 1.7151, loss: 1.7151, grad_norm: 6.6718 2021-03-17 00:16:52,519 - mmaction - INFO - Epoch [24][320/1345] lr: 1.000e-03, eta: 5:23:12, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8070, loss_cls: 1.6735, loss: 1.6735, grad_norm: 6.5893 2021-03-17 00:17:03,492 - mmaction - INFO - Epoch [24][340/1345] lr: 1.000e-03, eta: 5:23:02, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.5266, top5_acc: 0.8000, loss_cls: 1.8241, loss: 1.8241, grad_norm: 7.0073 2021-03-17 00:17:14,398 - mmaction - INFO - Epoch [24][360/1345] lr: 1.000e-03, eta: 5:22:51, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.5398, top5_acc: 0.7891, loss_cls: 1.8410, loss: 1.8410, grad_norm: 6.9830 2021-03-17 00:17:25,513 - mmaction - INFO - Epoch [24][380/1345] lr: 1.000e-03, eta: 5:22:41, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.5398, top5_acc: 0.8000, loss_cls: 1.8061, loss: 1.8061, grad_norm: 6.8089 2021-03-17 00:17:36,379 - mmaction - INFO - Epoch [24][400/1345] lr: 1.000e-03, eta: 5:22:30, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.5430, top5_acc: 0.8023, loss_cls: 1.8152, loss: 1.8152, grad_norm: 7.0276 2021-03-17 00:17:47,513 - mmaction - INFO - Epoch [24][420/1345] lr: 1.000e-03, eta: 5:22:20, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.5406, top5_acc: 0.8070, loss_cls: 1.7875, loss: 1.7875, grad_norm: 6.8935 2021-03-17 00:17:58,294 - mmaction - INFO - Epoch [24][440/1345] lr: 1.000e-03, eta: 5:22:09, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8023, loss_cls: 1.7403, loss: 1.7403, grad_norm: 6.6956 2021-03-17 00:18:09,353 - mmaction - INFO - Epoch [24][460/1345] lr: 1.000e-03, eta: 5:21:58, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.5492, top5_acc: 0.8156, loss_cls: 1.7203, loss: 1.7203, grad_norm: 6.9080 2021-03-17 00:18:20,606 - mmaction - INFO - Epoch [24][480/1345] lr: 1.000e-03, eta: 5:21:48, time: 0.563, data_time: 0.000, memory: 7066, top1_acc: 0.5523, top5_acc: 0.8094, loss_cls: 1.7405, loss: 1.7405, grad_norm: 6.6531 2021-03-17 00:18:31,503 - mmaction - INFO - Epoch [24][500/1345] lr: 1.000e-03, eta: 5:21:38, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5484, top5_acc: 0.8070, loss_cls: 1.7772, loss: 1.7772, grad_norm: 6.9191 2021-03-17 00:18:42,549 - mmaction - INFO - Epoch [24][520/1345] lr: 1.000e-03, eta: 5:21:27, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8063, loss_cls: 1.7133, loss: 1.7133, grad_norm: 6.6089 2021-03-17 00:18:53,357 - mmaction - INFO - Epoch [24][540/1345] lr: 1.000e-03, eta: 5:21:16, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.5477, top5_acc: 0.7984, loss_cls: 1.7908, loss: 1.7908, grad_norm: 6.7947 2021-03-17 00:19:04,556 - mmaction - INFO - Epoch [24][560/1345] lr: 1.000e-03, eta: 5:21:06, time: 0.559, data_time: 0.000, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8156, loss_cls: 1.6807, loss: 1.6807, grad_norm: 6.6443 2021-03-17 00:19:15,753 - mmaction - INFO - Epoch [24][580/1345] lr: 1.000e-03, eta: 5:20:56, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.5328, top5_acc: 0.7945, loss_cls: 1.8257, loss: 1.8257, grad_norm: 6.9278 2021-03-17 00:19:26,586 - mmaction - INFO - Epoch [24][600/1345] lr: 1.000e-03, eta: 5:20:45, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.5578, top5_acc: 0.8055, loss_cls: 1.7635, loss: 1.7635, grad_norm: 6.6690 2021-03-17 00:19:37,620 - mmaction - INFO - Epoch [24][620/1345] lr: 1.000e-03, eta: 5:20:34, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.5437, top5_acc: 0.8000, loss_cls: 1.8099, loss: 1.8099, grad_norm: 6.7849 2021-03-17 00:19:48,688 - mmaction - INFO - Epoch [24][640/1345] lr: 1.000e-03, eta: 5:20:24, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5789, top5_acc: 0.8141, loss_cls: 1.7011, loss: 1.7011, grad_norm: 6.5577 2021-03-17 00:19:59,737 - mmaction - INFO - Epoch [24][660/1345] lr: 1.000e-03, eta: 5:20:14, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.5602, top5_acc: 0.8125, loss_cls: 1.7474, loss: 1.7474, grad_norm: 6.7103 2021-03-17 00:20:10,948 - mmaction - INFO - Epoch [24][680/1345] lr: 1.000e-03, eta: 5:20:03, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.5539, top5_acc: 0.8258, loss_cls: 1.6963, loss: 1.6963, grad_norm: 6.9484 2021-03-17 00:20:22,024 - mmaction - INFO - Epoch [24][700/1345] lr: 1.000e-03, eta: 5:19:53, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8148, loss_cls: 1.7175, loss: 1.7175, grad_norm: 6.8898 2021-03-17 00:20:33,228 - mmaction - INFO - Epoch [24][720/1345] lr: 1.000e-03, eta: 5:19:43, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8086, loss_cls: 1.7286, loss: 1.7286, grad_norm: 6.8629 2021-03-17 00:20:44,295 - mmaction - INFO - Epoch [24][740/1345] lr: 1.000e-03, eta: 5:19:32, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.5469, top5_acc: 0.8055, loss_cls: 1.7841, loss: 1.7841, grad_norm: 6.7948 2021-03-17 00:20:55,460 - mmaction - INFO - Epoch [24][760/1345] lr: 1.000e-03, eta: 5:19:22, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.5625, top5_acc: 0.8000, loss_cls: 1.7535, loss: 1.7535, grad_norm: 6.6589 2021-03-17 00:21:06,594 - mmaction - INFO - Epoch [24][780/1345] lr: 1.000e-03, eta: 5:19:11, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8203, loss_cls: 1.6997, loss: 1.6997, grad_norm: 6.8144 2021-03-17 00:21:17,462 - mmaction - INFO - Epoch [24][800/1345] lr: 1.000e-03, eta: 5:19:01, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.5609, top5_acc: 0.7852, loss_cls: 1.7795, loss: 1.7795, grad_norm: 6.6766 2021-03-17 00:21:28,410 - mmaction - INFO - Epoch [24][820/1345] lr: 1.000e-03, eta: 5:18:50, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5312, top5_acc: 0.7969, loss_cls: 1.8276, loss: 1.8276, grad_norm: 6.9887 2021-03-17 00:21:39,527 - mmaction - INFO - Epoch [24][840/1345] lr: 1.000e-03, eta: 5:18:40, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8195, loss_cls: 1.7171, loss: 1.7171, grad_norm: 6.7136 2021-03-17 00:21:50,734 - mmaction - INFO - Epoch [24][860/1345] lr: 1.000e-03, eta: 5:18:29, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.5453, top5_acc: 0.7969, loss_cls: 1.8166, loss: 1.8166, grad_norm: 6.8937 2021-03-17 00:22:01,728 - mmaction - INFO - Epoch [24][880/1345] lr: 1.000e-03, eta: 5:18:19, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.5469, top5_acc: 0.7914, loss_cls: 1.8165, loss: 1.8165, grad_norm: 6.8612 2021-03-17 00:22:12,709 - mmaction - INFO - Epoch [24][900/1345] lr: 1.000e-03, eta: 5:18:08, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8047, loss_cls: 1.7633, loss: 1.7633, grad_norm: 6.8287 2021-03-17 00:22:23,774 - mmaction - INFO - Epoch [24][920/1345] lr: 1.000e-03, eta: 5:17:58, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8070, loss_cls: 1.7081, loss: 1.7081, grad_norm: 6.7726 2021-03-17 00:22:34,726 - mmaction - INFO - Epoch [24][940/1345] lr: 1.000e-03, eta: 5:17:47, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5625, top5_acc: 0.8078, loss_cls: 1.7434, loss: 1.7434, grad_norm: 6.8223 2021-03-17 00:22:45,554 - mmaction - INFO - Epoch [24][960/1345] lr: 1.000e-03, eta: 5:17:37, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.5602, top5_acc: 0.8227, loss_cls: 1.6706, loss: 1.6706, grad_norm: 6.4896 2021-03-17 00:22:56,831 - mmaction - INFO - Epoch [24][980/1345] lr: 1.000e-03, eta: 5:17:26, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.5672, top5_acc: 0.8039, loss_cls: 1.7602, loss: 1.7602, grad_norm: 6.8018 2021-03-17 00:23:07,742 - mmaction - INFO - Epoch [24][1000/1345] lr: 1.000e-03, eta: 5:17:16, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8078, loss_cls: 1.6627, loss: 1.6627, grad_norm: 6.6778 2021-03-17 00:23:18,823 - mmaction - INFO - Epoch [24][1020/1345] lr: 1.000e-03, eta: 5:17:05, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5430, top5_acc: 0.7906, loss_cls: 1.8116, loss: 1.8116, grad_norm: 6.8847 2021-03-17 00:23:29,774 - mmaction - INFO - Epoch [24][1040/1345] lr: 1.000e-03, eta: 5:16:55, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.5523, top5_acc: 0.8102, loss_cls: 1.7580, loss: 1.7580, grad_norm: 6.8730 2021-03-17 00:23:40,703 - mmaction - INFO - Epoch [24][1060/1345] lr: 1.000e-03, eta: 5:16:44, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.5586, top5_acc: 0.7937, loss_cls: 1.7895, loss: 1.7895, grad_norm: 6.7602 2021-03-17 00:23:51,906 - mmaction - INFO - Epoch [24][1080/1345] lr: 1.000e-03, eta: 5:16:34, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.5469, top5_acc: 0.8039, loss_cls: 1.7885, loss: 1.7885, grad_norm: 7.0427 2021-03-17 00:24:02,838 - mmaction - INFO - Epoch [24][1100/1345] lr: 1.000e-03, eta: 5:16:23, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.5602, top5_acc: 0.8086, loss_cls: 1.7211, loss: 1.7211, grad_norm: 6.7189 2021-03-17 00:24:13,912 - mmaction - INFO - Epoch [24][1120/1345] lr: 1.000e-03, eta: 5:16:13, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.5672, top5_acc: 0.8313, loss_cls: 1.6458, loss: 1.6458, grad_norm: 6.8888 2021-03-17 00:24:24,968 - mmaction - INFO - Epoch [24][1140/1345] lr: 1.000e-03, eta: 5:16:02, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.5547, top5_acc: 0.7953, loss_cls: 1.7624, loss: 1.7624, grad_norm: 6.8602 2021-03-17 00:24:35,965 - mmaction - INFO - Epoch [24][1160/1345] lr: 1.000e-03, eta: 5:15:52, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.5555, top5_acc: 0.8164, loss_cls: 1.7365, loss: 1.7365, grad_norm: 7.0076 2021-03-17 00:24:47,058 - mmaction - INFO - Epoch [24][1180/1345] lr: 1.000e-03, eta: 5:15:41, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.5398, top5_acc: 0.8063, loss_cls: 1.8431, loss: 1.8431, grad_norm: 7.0747 2021-03-17 00:24:58,046 - mmaction - INFO - Epoch [24][1200/1345] lr: 1.000e-03, eta: 5:15:31, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.5539, top5_acc: 0.7906, loss_cls: 1.8221, loss: 1.8221, grad_norm: 6.8812 2021-03-17 00:25:09,120 - mmaction - INFO - Epoch [24][1220/1345] lr: 1.000e-03, eta: 5:15:20, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8187, loss_cls: 1.7137, loss: 1.7137, grad_norm: 6.8626 2021-03-17 00:25:20,168 - mmaction - INFO - Epoch [24][1240/1345] lr: 1.000e-03, eta: 5:15:10, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.5352, top5_acc: 0.7969, loss_cls: 1.8264, loss: 1.8264, grad_norm: 7.0404 2021-03-17 00:25:31,146 - mmaction - INFO - Epoch [24][1260/1345] lr: 1.000e-03, eta: 5:14:59, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.5648, top5_acc: 0.8063, loss_cls: 1.7697, loss: 1.7697, grad_norm: 6.9955 2021-03-17 00:25:42,336 - mmaction - INFO - Epoch [24][1280/1345] lr: 1.000e-03, eta: 5:14:49, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.5625, top5_acc: 0.7977, loss_cls: 1.7758, loss: 1.7758, grad_norm: 6.8883 2021-03-17 00:25:53,602 - mmaction - INFO - Epoch [24][1300/1345] lr: 1.000e-03, eta: 5:14:38, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8133, loss_cls: 1.6820, loss: 1.6820, grad_norm: 6.7235 2021-03-17 00:26:04,870 - mmaction - INFO - Epoch [24][1320/1345] lr: 1.000e-03, eta: 5:14:28, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.5578, top5_acc: 0.8016, loss_cls: 1.7742, loss: 1.7742, grad_norm: 6.9717 2021-03-17 00:26:15,889 - mmaction - INFO - Epoch [24][1340/1345] lr: 1.000e-03, eta: 5:14:18, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.5383, top5_acc: 0.7891, loss_cls: 1.8325, loss: 1.8325, grad_norm: 6.9554 2021-03-17 00:26:18,994 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-03-17 00:27:22,687 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-17 00:27:22,829 - mmaction - INFO - top1_acc 0.4385 top5_acc 0.7318 2021-03-17 00:27:22,829 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-17 00:27:22,837 - mmaction - INFO - mean_acc 0.3916 2021-03-17 00:27:23,158 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. 2021-03-17 00:27:23,158 - mmaction - INFO - Best top1_acc is 0.4385 at 24 epoch. 2021-03-17 00:27:23,162 - mmaction - INFO - Epoch(val) [24][1345] top1_acc: 0.4385, top5_acc: 0.7318, mean_class_accuracy: 0.3916 2021-03-17 00:27:45,713 - mmaction - INFO - Epoch [25][20/1345] lr: 1.000e-03, eta: 5:14:14, time: 1.127, data_time: 0.557, memory: 7066, top1_acc: 0.5555, top5_acc: 0.7914, loss_cls: 1.7266, loss: 1.7266, grad_norm: 6.8053 2021-03-17 00:27:56,827 - mmaction - INFO - Epoch [25][40/1345] lr: 1.000e-03, eta: 5:14:04, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5523, top5_acc: 0.7945, loss_cls: 1.7643, loss: 1.7643, grad_norm: 6.9321 2021-03-17 00:28:08,007 - mmaction - INFO - Epoch [25][60/1345] lr: 1.000e-03, eta: 5:13:53, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8187, loss_cls: 1.7252, loss: 1.7252, grad_norm: 6.9865 2021-03-17 00:28:19,030 - mmaction - INFO - Epoch [25][80/1345] lr: 1.000e-03, eta: 5:13:43, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.5586, top5_acc: 0.7977, loss_cls: 1.7625, loss: 1.7625, grad_norm: 7.0997 2021-03-17 00:28:30,188 - mmaction - INFO - Epoch [25][100/1345] lr: 1.000e-03, eta: 5:13:32, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8125, loss_cls: 1.6765, loss: 1.6765, grad_norm: 6.8679 2021-03-17 00:28:41,316 - mmaction - INFO - Epoch [25][120/1345] lr: 1.000e-03, eta: 5:13:22, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.5750, top5_acc: 0.8102, loss_cls: 1.6776, loss: 1.6776, grad_norm: 6.6690 2021-03-17 00:28:52,704 - mmaction - INFO - Epoch [25][140/1345] lr: 1.000e-03, eta: 5:13:12, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.5586, top5_acc: 0.7797, loss_cls: 1.8063, loss: 1.8063, grad_norm: 7.0293 2021-03-17 00:29:03,828 - mmaction - INFO - Epoch [25][160/1345] lr: 1.000e-03, eta: 5:13:01, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.5750, top5_acc: 0.8031, loss_cls: 1.7057, loss: 1.7057, grad_norm: 6.6984 2021-03-17 00:29:15,151 - mmaction - INFO - Epoch [25][180/1345] lr: 1.000e-03, eta: 5:12:51, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.5305, top5_acc: 0.7984, loss_cls: 1.8101, loss: 1.8101, grad_norm: 7.1254 2021-03-17 00:29:26,372 - mmaction - INFO - Epoch [25][200/1345] lr: 1.000e-03, eta: 5:12:41, time: 0.562, data_time: 0.002, memory: 7066, top1_acc: 0.5430, top5_acc: 0.8102, loss_cls: 1.8138, loss: 1.8138, grad_norm: 7.0839 2021-03-17 00:29:37,702 - mmaction - INFO - Epoch [25][220/1345] lr: 1.000e-03, eta: 5:12:30, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.5648, top5_acc: 0.8078, loss_cls: 1.7226, loss: 1.7226, grad_norm: 6.7359 2021-03-17 00:29:49,138 - mmaction - INFO - Epoch [25][240/1345] lr: 1.000e-03, eta: 5:12:20, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8063, loss_cls: 1.7019, loss: 1.7019, grad_norm: 6.8518 2021-03-17 00:30:00,107 - mmaction - INFO - Epoch [25][260/1345] lr: 1.000e-03, eta: 5:12:10, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8344, loss_cls: 1.6588, loss: 1.6588, grad_norm: 6.6630 2021-03-17 00:30:11,262 - mmaction - INFO - Epoch [25][280/1345] lr: 1.000e-03, eta: 5:11:59, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8039, loss_cls: 1.7352, loss: 1.7352, grad_norm: 6.8500 2021-03-17 00:30:22,473 - mmaction - INFO - Epoch [25][300/1345] lr: 1.000e-03, eta: 5:11:49, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.5734, top5_acc: 0.8078, loss_cls: 1.7674, loss: 1.7674, grad_norm: 7.0529 2021-03-17 00:30:33,834 - mmaction - INFO - Epoch [25][320/1345] lr: 1.000e-03, eta: 5:11:39, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8016, loss_cls: 1.7243, loss: 1.7243, grad_norm: 6.9997 2021-03-17 00:30:44,967 - mmaction - INFO - Epoch [25][340/1345] lr: 1.000e-03, eta: 5:11:28, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.5570, top5_acc: 0.8008, loss_cls: 1.7621, loss: 1.7621, grad_norm: 6.9224 2021-03-17 00:30:56,020 - mmaction - INFO - Epoch [25][360/1345] lr: 1.000e-03, eta: 5:11:18, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.5664, top5_acc: 0.8187, loss_cls: 1.7169, loss: 1.7169, grad_norm: 6.9461 2021-03-17 00:31:07,226 - mmaction - INFO - Epoch [25][380/1345] lr: 1.000e-03, eta: 5:11:08, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.5680, top5_acc: 0.8039, loss_cls: 1.7007, loss: 1.7007, grad_norm: 6.9134 2021-03-17 00:31:18,460 - mmaction - INFO - Epoch [25][400/1345] lr: 1.000e-03, eta: 5:10:57, time: 0.561, data_time: 0.000, memory: 7066, top1_acc: 0.5734, top5_acc: 0.8164, loss_cls: 1.7404, loss: 1.7404, grad_norm: 6.9902 2021-03-17 00:31:29,401 - mmaction - INFO - Epoch [25][420/1345] lr: 1.000e-03, eta: 5:10:47, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8070, loss_cls: 1.7229, loss: 1.7229, grad_norm: 6.8581 2021-03-17 00:31:40,575 - mmaction - INFO - Epoch [25][440/1345] lr: 1.000e-03, eta: 5:10:36, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.5625, top5_acc: 0.8117, loss_cls: 1.7069, loss: 1.7069, grad_norm: 6.9205 2021-03-17 00:31:51,594 - mmaction - INFO - Epoch [25][460/1345] lr: 1.000e-03, eta: 5:10:26, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.5703, top5_acc: 0.8133, loss_cls: 1.7083, loss: 1.7083, grad_norm: 6.9847 2021-03-17 00:32:02,504 - mmaction - INFO - Epoch [25][480/1345] lr: 1.000e-03, eta: 5:10:15, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5312, top5_acc: 0.8086, loss_cls: 1.7846, loss: 1.7846, grad_norm: 7.1677 2021-03-17 00:32:13,715 - mmaction - INFO - Epoch [25][500/1345] lr: 1.000e-03, eta: 5:10:05, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.5680, top5_acc: 0.8102, loss_cls: 1.7140, loss: 1.7140, grad_norm: 6.7759 2021-03-17 00:32:24,587 - mmaction - INFO - Epoch [25][520/1345] lr: 1.000e-03, eta: 5:09:54, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8000, loss_cls: 1.7312, loss: 1.7312, grad_norm: 6.9973 2021-03-17 00:32:35,730 - mmaction - INFO - Epoch [25][540/1345] lr: 1.000e-03, eta: 5:09:43, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.5367, top5_acc: 0.7945, loss_cls: 1.8270, loss: 1.8270, grad_norm: 7.1945 2021-03-17 00:32:46,680 - mmaction - INFO - Epoch [25][560/1345] lr: 1.000e-03, eta: 5:09:33, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8148, loss_cls: 1.7195, loss: 1.7195, grad_norm: 6.9250 2021-03-17 00:32:57,942 - mmaction - INFO - Epoch [25][580/1345] lr: 1.000e-03, eta: 5:09:22, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8227, loss_cls: 1.6884, loss: 1.6884, grad_norm: 6.9126 2021-03-17 00:33:09,077 - mmaction - INFO - Epoch [25][600/1345] lr: 1.000e-03, eta: 5:09:12, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.5570, top5_acc: 0.8016, loss_cls: 1.7645, loss: 1.7645, grad_norm: 7.0699 2021-03-17 00:33:20,197 - mmaction - INFO - Epoch [25][620/1345] lr: 1.000e-03, eta: 5:09:02, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.5594, top5_acc: 0.8023, loss_cls: 1.7283, loss: 1.7283, grad_norm: 7.0127 2021-03-17 00:33:31,109 - mmaction - INFO - Epoch [25][640/1345] lr: 1.000e-03, eta: 5:08:51, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.5703, top5_acc: 0.7977, loss_cls: 1.7481, loss: 1.7481, grad_norm: 6.9140 2021-03-17 00:33:42,475 - mmaction - INFO - Epoch [25][660/1345] lr: 1.000e-03, eta: 5:08:41, time: 0.568, data_time: 0.000, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8031, loss_cls: 1.7099, loss: 1.7099, grad_norm: 6.8149 2021-03-17 00:33:53,448 - mmaction - INFO - Epoch [25][680/1345] lr: 1.000e-03, eta: 5:08:30, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8156, loss_cls: 1.6971, loss: 1.6971, grad_norm: 6.7553 2021-03-17 00:34:04,714 - mmaction - INFO - Epoch [25][700/1345] lr: 1.000e-03, eta: 5:08:20, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.5516, top5_acc: 0.7945, loss_cls: 1.8341, loss: 1.8341, grad_norm: 7.2349 2021-03-17 00:34:15,792 - mmaction - INFO - Epoch [25][720/1345] lr: 1.000e-03, eta: 5:08:09, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5445, top5_acc: 0.8242, loss_cls: 1.7110, loss: 1.7110, grad_norm: 6.9267 2021-03-17 00:34:27,125 - mmaction - INFO - Epoch [25][740/1345] lr: 1.000e-03, eta: 5:07:59, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.5594, top5_acc: 0.8016, loss_cls: 1.7532, loss: 1.7532, grad_norm: 7.0086 2021-03-17 00:34:38,273 - mmaction - INFO - Epoch [25][760/1345] lr: 1.000e-03, eta: 5:07:49, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.5422, top5_acc: 0.8055, loss_cls: 1.7804, loss: 1.7804, grad_norm: 7.2789 2021-03-17 00:34:49,316 - mmaction - INFO - Epoch [25][780/1345] lr: 1.000e-03, eta: 5:07:38, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.5648, top5_acc: 0.8023, loss_cls: 1.7243, loss: 1.7243, grad_norm: 7.2177 2021-03-17 00:35:00,573 - mmaction - INFO - Epoch [25][800/1345] lr: 1.000e-03, eta: 5:07:28, time: 0.562, data_time: 0.000, memory: 7066, top1_acc: 0.5484, top5_acc: 0.7992, loss_cls: 1.7598, loss: 1.7598, grad_norm: 7.0582 2021-03-17 00:35:11,755 - mmaction - INFO - Epoch [25][820/1345] lr: 1.000e-03, eta: 5:07:17, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.5633, top5_acc: 0.8242, loss_cls: 1.7052, loss: 1.7052, grad_norm: 6.9169 2021-03-17 00:35:22,928 - mmaction - INFO - Epoch [25][840/1345] lr: 1.000e-03, eta: 5:07:07, time: 0.559, data_time: 0.000, memory: 7066, top1_acc: 0.5602, top5_acc: 0.8109, loss_cls: 1.7432, loss: 1.7432, grad_norm: 7.0901 2021-03-17 00:35:34,065 - mmaction - INFO - Epoch [25][860/1345] lr: 1.000e-03, eta: 5:06:56, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.5563, top5_acc: 0.8070, loss_cls: 1.7588, loss: 1.7588, grad_norm: 7.0000 2021-03-17 00:35:45,141 - mmaction - INFO - Epoch [25][880/1345] lr: 1.000e-03, eta: 5:06:46, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.5570, top5_acc: 0.8016, loss_cls: 1.7508, loss: 1.7508, grad_norm: 6.9231 2021-03-17 00:35:56,242 - mmaction - INFO - Epoch [25][900/1345] lr: 1.000e-03, eta: 5:06:35, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.5469, top5_acc: 0.8031, loss_cls: 1.7777, loss: 1.7777, grad_norm: 7.1183 2021-03-17 00:36:07,504 - mmaction - INFO - Epoch [25][920/1345] lr: 1.000e-03, eta: 5:06:25, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.5406, top5_acc: 0.8117, loss_cls: 1.7993, loss: 1.7993, grad_norm: 7.2618 2021-03-17 00:36:18,509 - mmaction - INFO - Epoch [25][940/1345] lr: 1.000e-03, eta: 5:06:15, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8211, loss_cls: 1.6577, loss: 1.6577, grad_norm: 7.0246 2021-03-17 00:36:29,740 - mmaction - INFO - Epoch [25][960/1345] lr: 1.000e-03, eta: 5:06:04, time: 0.561, data_time: 0.000, memory: 7066, top1_acc: 0.5617, top5_acc: 0.8117, loss_cls: 1.7357, loss: 1.7357, grad_norm: 6.9153 2021-03-17 00:36:40,561 - mmaction - INFO - Epoch [25][980/1345] lr: 1.000e-03, eta: 5:05:53, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.5422, top5_acc: 0.7914, loss_cls: 1.8216, loss: 1.8216, grad_norm: 7.1877 2021-03-17 00:36:51,790 - mmaction - INFO - Epoch [25][1000/1345] lr: 1.000e-03, eta: 5:05:43, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8164, loss_cls: 1.6803, loss: 1.6803, grad_norm: 6.9806 2021-03-17 00:37:02,883 - mmaction - INFO - Epoch [25][1020/1345] lr: 1.000e-03, eta: 5:05:33, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5383, top5_acc: 0.7844, loss_cls: 1.8578, loss: 1.8578, grad_norm: 7.1392 2021-03-17 00:37:14,096 - mmaction - INFO - Epoch [25][1040/1345] lr: 1.000e-03, eta: 5:05:22, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.5602, top5_acc: 0.8078, loss_cls: 1.7675, loss: 1.7675, grad_norm: 6.9983 2021-03-17 00:37:25,121 - mmaction - INFO - Epoch [25][1060/1345] lr: 1.000e-03, eta: 5:05:12, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.5508, top5_acc: 0.8063, loss_cls: 1.7463, loss: 1.7463, grad_norm: 6.9971 2021-03-17 00:37:36,326 - mmaction - INFO - Epoch [25][1080/1345] lr: 1.000e-03, eta: 5:05:01, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8266, loss_cls: 1.6679, loss: 1.6679, grad_norm: 6.8190 2021-03-17 00:37:47,662 - mmaction - INFO - Epoch [25][1100/1345] lr: 1.000e-03, eta: 5:04:51, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8219, loss_cls: 1.6888, loss: 1.6888, grad_norm: 7.0240 2021-03-17 00:37:58,570 - mmaction - INFO - Epoch [25][1120/1345] lr: 1.000e-03, eta: 5:04:40, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.5500, top5_acc: 0.8063, loss_cls: 1.7674, loss: 1.7674, grad_norm: 7.1600 2021-03-17 00:38:09,714 - mmaction - INFO - Epoch [25][1140/1345] lr: 1.000e-03, eta: 5:04:30, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.5687, top5_acc: 0.8148, loss_cls: 1.7185, loss: 1.7185, grad_norm: 7.0574 2021-03-17 00:38:20,681 - mmaction - INFO - Epoch [25][1160/1345] lr: 1.000e-03, eta: 5:04:19, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.5719, top5_acc: 0.8070, loss_cls: 1.6901, loss: 1.6901, grad_norm: 6.8753 2021-03-17 00:38:32,016 - mmaction - INFO - Epoch [25][1180/1345] lr: 1.000e-03, eta: 5:04:09, time: 0.567, data_time: 0.000, memory: 7066, top1_acc: 0.5602, top5_acc: 0.8211, loss_cls: 1.7078, loss: 1.7078, grad_norm: 6.9982 2021-03-17 00:38:43,132 - mmaction - INFO - Epoch [25][1200/1345] lr: 1.000e-03, eta: 5:03:58, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8289, loss_cls: 1.6408, loss: 1.6408, grad_norm: 6.7771 2021-03-17 00:38:54,283 - mmaction - INFO - Epoch [25][1220/1345] lr: 1.000e-03, eta: 5:03:48, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8281, loss_cls: 1.6488, loss: 1.6488, grad_norm: 6.9701 2021-03-17 00:39:05,314 - mmaction - INFO - Epoch [25][1240/1345] lr: 1.000e-03, eta: 5:03:37, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.5484, top5_acc: 0.8008, loss_cls: 1.7826, loss: 1.7826, grad_norm: 7.2179 2021-03-17 00:39:16,693 - mmaction - INFO - Epoch [25][1260/1345] lr: 1.000e-03, eta: 5:03:27, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8242, loss_cls: 1.6225, loss: 1.6225, grad_norm: 6.9251 2021-03-17 00:39:27,806 - mmaction - INFO - Epoch [25][1280/1345] lr: 1.000e-03, eta: 5:03:17, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8055, loss_cls: 1.7003, loss: 1.7003, grad_norm: 6.9132 2021-03-17 00:39:38,999 - mmaction - INFO - Epoch [25][1300/1345] lr: 1.000e-03, eta: 5:03:06, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.5383, top5_acc: 0.7773, loss_cls: 1.8430, loss: 1.8430, grad_norm: 7.1977 2021-03-17 00:39:49,971 - mmaction - INFO - Epoch [25][1320/1345] lr: 1.000e-03, eta: 5:02:56, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.5734, top5_acc: 0.8063, loss_cls: 1.7146, loss: 1.7146, grad_norm: 6.8331 2021-03-17 00:40:01,019 - mmaction - INFO - Epoch [25][1340/1345] lr: 1.000e-03, eta: 5:02:45, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.5641, top5_acc: 0.8117, loss_cls: 1.7007, loss: 1.7007, grad_norm: 6.8613 2021-03-17 00:40:04,034 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-03-17 00:40:23,717 - mmaction - INFO - Epoch [26][20/1345] lr: 1.000e-03, eta: 5:02:37, time: 0.968, data_time: 0.596, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8328, loss_cls: 1.5987, loss: 1.5987, grad_norm: 6.7864 2021-03-17 00:40:35,367 - mmaction - INFO - Epoch [26][40/1345] lr: 1.000e-03, eta: 5:02:27, time: 0.582, data_time: 0.033, memory: 7066, top1_acc: 0.5641, top5_acc: 0.7969, loss_cls: 1.7623, loss: 1.7623, grad_norm: 7.0598 2021-03-17 00:40:46,343 - mmaction - INFO - Epoch [26][60/1345] lr: 1.000e-03, eta: 5:02:17, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8273, loss_cls: 1.6342, loss: 1.6342, grad_norm: 6.8616 2021-03-17 00:40:57,440 - mmaction - INFO - Epoch [26][80/1345] lr: 1.000e-03, eta: 5:02:06, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5500, top5_acc: 0.8203, loss_cls: 1.7389, loss: 1.7389, grad_norm: 7.2941 2021-03-17 00:41:08,689 - mmaction - INFO - Epoch [26][100/1345] lr: 1.000e-03, eta: 5:01:56, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.5555, top5_acc: 0.7945, loss_cls: 1.7512, loss: 1.7512, grad_norm: 6.9770 2021-03-17 00:41:19,492 - mmaction - INFO - Epoch [26][120/1345] lr: 1.000e-03, eta: 5:01:45, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8203, loss_cls: 1.6665, loss: 1.6665, grad_norm: 7.1194 2021-03-17 00:41:30,635 - mmaction - INFO - Epoch [26][140/1345] lr: 1.000e-03, eta: 5:01:35, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.5750, top5_acc: 0.8148, loss_cls: 1.6847, loss: 1.6847, grad_norm: 7.0332 2021-03-17 00:41:41,580 - mmaction - INFO - Epoch [26][160/1345] lr: 1.000e-03, eta: 5:01:24, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8289, loss_cls: 1.6310, loss: 1.6310, grad_norm: 7.0205 2021-03-17 00:41:52,442 - mmaction - INFO - Epoch [26][180/1345] lr: 1.000e-03, eta: 5:01:13, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.5375, top5_acc: 0.7742, loss_cls: 1.9058, loss: 1.9058, grad_norm: 7.3460 2021-03-17 00:42:03,712 - mmaction - INFO - Epoch [26][200/1345] lr: 1.000e-03, eta: 5:01:03, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8266, loss_cls: 1.6417, loss: 1.6417, grad_norm: 7.1792 2021-03-17 00:42:14,876 - mmaction - INFO - Epoch [26][220/1345] lr: 1.000e-03, eta: 5:00:52, time: 0.558, data_time: 0.000, memory: 7066, top1_acc: 0.5563, top5_acc: 0.7984, loss_cls: 1.7779, loss: 1.7779, grad_norm: 7.0560 2021-03-17 00:42:25,886 - mmaction - INFO - Epoch [26][240/1345] lr: 1.000e-03, eta: 5:00:42, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.5547, top5_acc: 0.8047, loss_cls: 1.7498, loss: 1.7498, grad_norm: 7.2361 2021-03-17 00:42:37,080 - mmaction - INFO - Epoch [26][260/1345] lr: 1.000e-03, eta: 5:00:31, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.5734, top5_acc: 0.8078, loss_cls: 1.7296, loss: 1.7296, grad_norm: 6.9576 2021-03-17 00:42:48,004 - mmaction - INFO - Epoch [26][280/1345] lr: 1.000e-03, eta: 5:00:21, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.5797, top5_acc: 0.7992, loss_cls: 1.6733, loss: 1.6733, grad_norm: 7.0437 2021-03-17 00:42:59,072 - mmaction - INFO - Epoch [26][300/1345] lr: 1.000e-03, eta: 5:00:10, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.5687, top5_acc: 0.8109, loss_cls: 1.6907, loss: 1.6907, grad_norm: 7.0377 2021-03-17 00:43:10,222 - mmaction - INFO - Epoch [26][320/1345] lr: 1.000e-03, eta: 5:00:00, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8148, loss_cls: 1.6735, loss: 1.6735, grad_norm: 7.0888 2021-03-17 00:43:21,351 - mmaction - INFO - Epoch [26][340/1345] lr: 1.000e-03, eta: 4:59:49, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.5563, top5_acc: 0.8250, loss_cls: 1.7200, loss: 1.7200, grad_norm: 7.1617 2021-03-17 00:43:32,619 - mmaction - INFO - Epoch [26][360/1345] lr: 1.000e-03, eta: 4:59:39, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.5687, top5_acc: 0.8172, loss_cls: 1.7077, loss: 1.7077, grad_norm: 7.0162 2021-03-17 00:43:43,826 - mmaction - INFO - Epoch [26][380/1345] lr: 1.000e-03, eta: 4:59:28, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.5672, top5_acc: 0.8172, loss_cls: 1.6773, loss: 1.6773, grad_norm: 7.0352 2021-03-17 00:43:54,830 - mmaction - INFO - Epoch [26][400/1345] lr: 1.000e-03, eta: 4:59:18, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.5703, top5_acc: 0.8180, loss_cls: 1.6870, loss: 1.6870, grad_norm: 7.0979 2021-03-17 00:44:05,791 - mmaction - INFO - Epoch [26][420/1345] lr: 1.000e-03, eta: 4:59:07, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5602, top5_acc: 0.8164, loss_cls: 1.7186, loss: 1.7186, grad_norm: 7.1887 2021-03-17 00:44:17,013 - mmaction - INFO - Epoch [26][440/1345] lr: 1.000e-03, eta: 4:58:57, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.5687, top5_acc: 0.8063, loss_cls: 1.6923, loss: 1.6923, grad_norm: 7.2228 2021-03-17 00:44:27,962 - mmaction - INFO - Epoch [26][460/1345] lr: 1.000e-03, eta: 4:58:46, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5570, top5_acc: 0.8016, loss_cls: 1.7396, loss: 1.7396, grad_norm: 7.4346 2021-03-17 00:44:39,127 - mmaction - INFO - Epoch [26][480/1345] lr: 1.000e-03, eta: 4:58:36, time: 0.558, data_time: 0.000, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8219, loss_cls: 1.6586, loss: 1.6586, grad_norm: 7.2536 2021-03-17 00:44:50,329 - mmaction - INFO - Epoch [26][500/1345] lr: 1.000e-03, eta: 4:58:25, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8039, loss_cls: 1.7339, loss: 1.7339, grad_norm: 7.0384 2021-03-17 00:45:01,488 - mmaction - INFO - Epoch [26][520/1345] lr: 1.000e-03, eta: 4:58:15, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.5805, top5_acc: 0.8125, loss_cls: 1.6769, loss: 1.6769, grad_norm: 7.1304 2021-03-17 00:45:12,798 - mmaction - INFO - Epoch [26][540/1345] lr: 1.000e-03, eta: 4:58:04, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8234, loss_cls: 1.6960, loss: 1.6960, grad_norm: 7.1083 2021-03-17 00:45:23,716 - mmaction - INFO - Epoch [26][560/1345] lr: 1.000e-03, eta: 4:57:54, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.5531, top5_acc: 0.7945, loss_cls: 1.7952, loss: 1.7952, grad_norm: 7.4307 2021-03-17 00:45:34,808 - mmaction - INFO - Epoch [26][580/1345] lr: 1.000e-03, eta: 4:57:43, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5641, top5_acc: 0.8102, loss_cls: 1.7473, loss: 1.7473, grad_norm: 7.1070 2021-03-17 00:45:45,883 - mmaction - INFO - Epoch [26][600/1345] lr: 1.000e-03, eta: 4:57:32, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.5547, top5_acc: 0.8078, loss_cls: 1.7606, loss: 1.7606, grad_norm: 7.1246 2021-03-17 00:45:56,885 - mmaction - INFO - Epoch [26][620/1345] lr: 1.000e-03, eta: 4:57:22, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.5664, top5_acc: 0.8172, loss_cls: 1.6464, loss: 1.6464, grad_norm: 7.0666 2021-03-17 00:46:07,888 - mmaction - INFO - Epoch [26][640/1345] lr: 1.000e-03, eta: 4:57:11, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.5586, top5_acc: 0.7922, loss_cls: 1.7690, loss: 1.7690, grad_norm: 7.1062 2021-03-17 00:46:19,225 - mmaction - INFO - Epoch [26][660/1345] lr: 1.000e-03, eta: 4:57:01, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.5516, top5_acc: 0.7898, loss_cls: 1.7606, loss: 1.7606, grad_norm: 6.9716 2021-03-17 00:46:30,290 - mmaction - INFO - Epoch [26][680/1345] lr: 1.000e-03, eta: 4:56:50, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8313, loss_cls: 1.6052, loss: 1.6052, grad_norm: 6.6606 2021-03-17 00:46:41,458 - mmaction - INFO - Epoch [26][700/1345] lr: 1.000e-03, eta: 4:56:40, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.5633, top5_acc: 0.8109, loss_cls: 1.7643, loss: 1.7643, grad_norm: 7.3414 2021-03-17 00:46:52,388 - mmaction - INFO - Epoch [26][720/1345] lr: 1.000e-03, eta: 4:56:29, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.5563, top5_acc: 0.7953, loss_cls: 1.8089, loss: 1.8089, grad_norm: 7.6029 2021-03-17 00:47:03,753 - mmaction - INFO - Epoch [26][740/1345] lr: 1.000e-03, eta: 4:56:19, time: 0.568, data_time: 0.000, memory: 7066, top1_acc: 0.5586, top5_acc: 0.7852, loss_cls: 1.8080, loss: 1.8080, grad_norm: 7.3622 2021-03-17 00:47:14,683 - mmaction - INFO - Epoch [26][760/1345] lr: 1.000e-03, eta: 4:56:08, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.5680, top5_acc: 0.7898, loss_cls: 1.7464, loss: 1.7464, grad_norm: 7.0878 2021-03-17 00:47:25,750 - mmaction - INFO - Epoch [26][780/1345] lr: 1.000e-03, eta: 4:55:58, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8070, loss_cls: 1.6812, loss: 1.6812, grad_norm: 6.9886 2021-03-17 00:47:36,824 - mmaction - INFO - Epoch [26][800/1345] lr: 1.000e-03, eta: 4:55:47, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.5758, top5_acc: 0.8125, loss_cls: 1.6633, loss: 1.6633, grad_norm: 6.9293 2021-03-17 00:47:47,890 - mmaction - INFO - Epoch [26][820/1345] lr: 1.000e-03, eta: 4:55:36, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.5664, top5_acc: 0.8023, loss_cls: 1.7525, loss: 1.7525, grad_norm: 7.1478 2021-03-17 00:47:58,952 - mmaction - INFO - Epoch [26][840/1345] lr: 1.000e-03, eta: 4:55:26, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5633, top5_acc: 0.8063, loss_cls: 1.7542, loss: 1.7542, grad_norm: 7.0958 2021-03-17 00:48:09,951 - mmaction - INFO - Epoch [26][860/1345] lr: 1.000e-03, eta: 4:55:15, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8125, loss_cls: 1.7185, loss: 1.7185, grad_norm: 7.0731 2021-03-17 00:48:21,055 - mmaction - INFO - Epoch [26][880/1345] lr: 1.000e-03, eta: 4:55:05, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.5789, top5_acc: 0.8180, loss_cls: 1.6554, loss: 1.6554, grad_norm: 6.9592 2021-03-17 00:48:32,298 - mmaction - INFO - Epoch [26][900/1345] lr: 1.000e-03, eta: 4:54:54, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.5578, top5_acc: 0.7969, loss_cls: 1.7464, loss: 1.7464, grad_norm: 7.1080 2021-03-17 00:48:43,482 - mmaction - INFO - Epoch [26][920/1345] lr: 1.000e-03, eta: 4:54:44, time: 0.559, data_time: 0.000, memory: 7066, top1_acc: 0.5547, top5_acc: 0.7984, loss_cls: 1.7553, loss: 1.7553, grad_norm: 7.3694 2021-03-17 00:48:54,371 - mmaction - INFO - Epoch [26][940/1345] lr: 1.000e-03, eta: 4:54:33, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8086, loss_cls: 1.6833, loss: 1.6833, grad_norm: 7.1531 2021-03-17 00:49:05,629 - mmaction - INFO - Epoch [26][960/1345] lr: 1.000e-03, eta: 4:54:23, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.5500, top5_acc: 0.7922, loss_cls: 1.7591, loss: 1.7591, grad_norm: 7.3324 2021-03-17 00:49:16,508 - mmaction - INFO - Epoch [26][980/1345] lr: 1.000e-03, eta: 4:54:12, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8133, loss_cls: 1.6930, loss: 1.6930, grad_norm: 7.0884 2021-03-17 00:49:27,985 - mmaction - INFO - Epoch [26][1000/1345] lr: 1.000e-03, eta: 4:54:02, time: 0.573, data_time: 0.000, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8063, loss_cls: 1.7200, loss: 1.7200, grad_norm: 7.3071 2021-03-17 00:49:39,187 - mmaction - INFO - Epoch [26][1020/1345] lr: 1.000e-03, eta: 4:53:51, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.5602, top5_acc: 0.8047, loss_cls: 1.7317, loss: 1.7317, grad_norm: 7.0761 2021-03-17 00:49:50,166 - mmaction - INFO - Epoch [26][1040/1345] lr: 1.000e-03, eta: 4:53:41, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8203, loss_cls: 1.6311, loss: 1.6311, grad_norm: 7.1860 2021-03-17 00:50:01,233 - mmaction - INFO - Epoch [26][1060/1345] lr: 1.000e-03, eta: 4:53:30, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5625, top5_acc: 0.8031, loss_cls: 1.7340, loss: 1.7340, grad_norm: 7.2218 2021-03-17 00:50:12,368 - mmaction - INFO - Epoch [26][1080/1345] lr: 1.000e-03, eta: 4:53:20, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.5703, top5_acc: 0.8187, loss_cls: 1.6884, loss: 1.6884, grad_norm: 7.1544 2021-03-17 00:50:23,454 - mmaction - INFO - Epoch [26][1100/1345] lr: 1.000e-03, eta: 4:53:09, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.5703, top5_acc: 0.8039, loss_cls: 1.7165, loss: 1.7165, grad_norm: 7.3461 2021-03-17 00:50:34,378 - mmaction - INFO - Epoch [26][1120/1345] lr: 1.000e-03, eta: 4:52:58, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8164, loss_cls: 1.6845, loss: 1.6845, grad_norm: 7.1818 2021-03-17 00:50:45,641 - mmaction - INFO - Epoch [26][1140/1345] lr: 1.000e-03, eta: 4:52:48, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.5586, top5_acc: 0.8258, loss_cls: 1.6883, loss: 1.6883, grad_norm: 7.3731 2021-03-17 00:50:56,878 - mmaction - INFO - Epoch [26][1160/1345] lr: 1.000e-03, eta: 4:52:37, time: 0.562, data_time: 0.002, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8109, loss_cls: 1.7063, loss: 1.7063, grad_norm: 7.2969 2021-03-17 00:51:07,927 - mmaction - INFO - Epoch [26][1180/1345] lr: 1.000e-03, eta: 4:52:27, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.5578, top5_acc: 0.8070, loss_cls: 1.7397, loss: 1.7397, grad_norm: 7.3292 2021-03-17 00:51:19,020 - mmaction - INFO - Epoch [26][1200/1345] lr: 1.000e-03, eta: 4:52:16, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8328, loss_cls: 1.5863, loss: 1.5863, grad_norm: 6.9971 2021-03-17 00:51:30,307 - mmaction - INFO - Epoch [26][1220/1345] lr: 1.000e-03, eta: 4:52:06, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8125, loss_cls: 1.7246, loss: 1.7246, grad_norm: 7.2925 2021-03-17 00:51:41,520 - mmaction - INFO - Epoch [26][1240/1345] lr: 1.000e-03, eta: 4:51:55, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.5547, top5_acc: 0.8141, loss_cls: 1.7251, loss: 1.7251, grad_norm: 7.4295 2021-03-17 00:51:52,548 - mmaction - INFO - Epoch [26][1260/1345] lr: 1.000e-03, eta: 4:51:45, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.5492, top5_acc: 0.8031, loss_cls: 1.7559, loss: 1.7559, grad_norm: 7.3994 2021-03-17 00:52:03,696 - mmaction - INFO - Epoch [26][1280/1345] lr: 1.000e-03, eta: 4:51:34, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.5703, top5_acc: 0.7969, loss_cls: 1.7445, loss: 1.7445, grad_norm: 7.5093 2021-03-17 00:52:14,933 - mmaction - INFO - Epoch [26][1300/1345] lr: 1.000e-03, eta: 4:51:24, time: 0.562, data_time: 0.000, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8219, loss_cls: 1.6660, loss: 1.6660, grad_norm: 7.4107 2021-03-17 00:52:26,061 - mmaction - INFO - Epoch [26][1320/1345] lr: 1.000e-03, eta: 4:51:13, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.5664, top5_acc: 0.8133, loss_cls: 1.7019, loss: 1.7019, grad_norm: 7.4028 2021-03-17 00:52:37,408 - mmaction - INFO - Epoch [26][1340/1345] lr: 1.000e-03, eta: 4:51:03, time: 0.567, data_time: 0.000, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8109, loss_cls: 1.7144, loss: 1.7144, grad_norm: 7.4476 2021-03-17 00:52:40,455 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-03-17 00:53:44,442 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-17 00:53:44,607 - mmaction - INFO - top1_acc 0.4440 top5_acc 0.7383 2021-03-17 00:53:44,607 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-17 00:53:44,619 - mmaction - INFO - mean_acc 0.4006 2021-03-17 00:53:45,029 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. 2021-03-17 00:53:45,029 - mmaction - INFO - Best top1_acc is 0.4440 at 26 epoch. 2021-03-17 00:53:45,033 - mmaction - INFO - Epoch(val) [26][1345] top1_acc: 0.4440, top5_acc: 0.7383, mean_class_accuracy: 0.4006 2021-03-17 00:54:07,415 - mmaction - INFO - Epoch [27][20/1345] lr: 1.000e-03, eta: 4:50:58, time: 1.118, data_time: 0.556, memory: 7066, top1_acc: 0.5531, top5_acc: 0.8070, loss_cls: 1.7592, loss: 1.7592, grad_norm: 7.3568 2021-03-17 00:54:18,674 - mmaction - INFO - Epoch [27][40/1345] lr: 1.000e-03, eta: 4:50:47, time: 0.564, data_time: 0.002, memory: 7066, top1_acc: 0.5758, top5_acc: 0.8109, loss_cls: 1.7116, loss: 1.7116, grad_norm: 7.1967 2021-03-17 00:54:29,745 - mmaction - INFO - Epoch [27][60/1345] lr: 1.000e-03, eta: 4:50:37, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5672, top5_acc: 0.8172, loss_cls: 1.6911, loss: 1.6911, grad_norm: 7.2089 2021-03-17 00:54:40,961 - mmaction - INFO - Epoch [27][80/1345] lr: 1.000e-03, eta: 4:50:26, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8250, loss_cls: 1.6328, loss: 1.6328, grad_norm: 7.3375 2021-03-17 00:54:52,097 - mmaction - INFO - Epoch [27][100/1345] lr: 1.000e-03, eta: 4:50:16, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.5500, top5_acc: 0.7789, loss_cls: 1.8073, loss: 1.8073, grad_norm: 7.6492 2021-03-17 00:55:03,226 - mmaction - INFO - Epoch [27][120/1345] lr: 1.000e-03, eta: 4:50:05, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8289, loss_cls: 1.5899, loss: 1.5899, grad_norm: 7.2118 2021-03-17 00:55:14,272 - mmaction - INFO - Epoch [27][140/1345] lr: 1.000e-03, eta: 4:49:55, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.5367, top5_acc: 0.8008, loss_cls: 1.7686, loss: 1.7686, grad_norm: 7.6479 2021-03-17 00:55:25,550 - mmaction - INFO - Epoch [27][160/1345] lr: 1.000e-03, eta: 4:49:44, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8242, loss_cls: 1.6971, loss: 1.6971, grad_norm: 7.4782 2021-03-17 00:55:36,650 - mmaction - INFO - Epoch [27][180/1345] lr: 1.000e-03, eta: 4:49:34, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8258, loss_cls: 1.6166, loss: 1.6166, grad_norm: 7.5069 2021-03-17 00:55:48,037 - mmaction - INFO - Epoch [27][200/1345] lr: 1.000e-03, eta: 4:49:23, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8109, loss_cls: 1.6615, loss: 1.6615, grad_norm: 7.4727 2021-03-17 00:55:58,962 - mmaction - INFO - Epoch [27][220/1345] lr: 1.000e-03, eta: 4:49:12, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.5805, top5_acc: 0.8164, loss_cls: 1.6850, loss: 1.6850, grad_norm: 7.2630 2021-03-17 00:56:10,115 - mmaction - INFO - Epoch [27][240/1345] lr: 1.000e-03, eta: 4:49:02, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.5734, top5_acc: 0.8172, loss_cls: 1.6844, loss: 1.6844, grad_norm: 7.4108 2021-03-17 00:56:21,068 - mmaction - INFO - Epoch [27][260/1345] lr: 1.000e-03, eta: 4:48:51, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5664, top5_acc: 0.8203, loss_cls: 1.6836, loss: 1.6836, grad_norm: 7.3320 2021-03-17 00:56:32,016 - mmaction - INFO - Epoch [27][280/1345] lr: 1.000e-03, eta: 4:48:41, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8164, loss_cls: 1.7312, loss: 1.7312, grad_norm: 7.5490 2021-03-17 00:56:43,116 - mmaction - INFO - Epoch [27][300/1345] lr: 1.000e-03, eta: 4:48:30, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5680, top5_acc: 0.8094, loss_cls: 1.7196, loss: 1.7196, grad_norm: 7.5492 2021-03-17 00:56:54,313 - mmaction - INFO - Epoch [27][320/1345] lr: 1.000e-03, eta: 4:48:19, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.5570, top5_acc: 0.8266, loss_cls: 1.7092, loss: 1.7092, grad_norm: 7.3592 2021-03-17 00:57:05,483 - mmaction - INFO - Epoch [27][340/1345] lr: 1.000e-03, eta: 4:48:09, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.5508, top5_acc: 0.7937, loss_cls: 1.7898, loss: 1.7898, grad_norm: 7.5978 2021-03-17 00:57:16,406 - mmaction - INFO - Epoch [27][360/1345] lr: 1.000e-03, eta: 4:47:58, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8094, loss_cls: 1.6846, loss: 1.6846, grad_norm: 7.2764 2021-03-17 00:57:27,629 - mmaction - INFO - Epoch [27][380/1345] lr: 1.000e-03, eta: 4:47:48, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.5789, top5_acc: 0.8219, loss_cls: 1.6848, loss: 1.6848, grad_norm: 7.4382 2021-03-17 00:57:38,701 - mmaction - INFO - Epoch [27][400/1345] lr: 1.000e-03, eta: 4:47:37, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8461, loss_cls: 1.5961, loss: 1.5961, grad_norm: 7.1316 2021-03-17 00:57:49,735 - mmaction - INFO - Epoch [27][420/1345] lr: 1.000e-03, eta: 4:47:26, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.5977, top5_acc: 0.8211, loss_cls: 1.6311, loss: 1.6311, grad_norm: 7.2867 2021-03-17 00:58:00,700 - mmaction - INFO - Epoch [27][440/1345] lr: 1.000e-03, eta: 4:47:16, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8391, loss_cls: 1.5934, loss: 1.5934, grad_norm: 7.0788 2021-03-17 00:58:11,666 - mmaction - INFO - Epoch [27][460/1345] lr: 1.000e-03, eta: 4:47:05, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8187, loss_cls: 1.7097, loss: 1.7097, grad_norm: 7.5129 2021-03-17 00:58:22,777 - mmaction - INFO - Epoch [27][480/1345] lr: 1.000e-03, eta: 4:46:55, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8047, loss_cls: 1.7168, loss: 1.7168, grad_norm: 7.2071 2021-03-17 00:58:34,003 - mmaction - INFO - Epoch [27][500/1345] lr: 1.000e-03, eta: 4:46:44, time: 0.561, data_time: 0.000, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8242, loss_cls: 1.6894, loss: 1.6894, grad_norm: 7.2657 2021-03-17 00:58:45,340 - mmaction - INFO - Epoch [27][520/1345] lr: 1.000e-03, eta: 4:46:34, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8211, loss_cls: 1.6660, loss: 1.6660, grad_norm: 7.3883 2021-03-17 00:58:56,066 - mmaction - INFO - Epoch [27][540/1345] lr: 1.000e-03, eta: 4:46:23, time: 0.536, data_time: 0.000, memory: 7066, top1_acc: 0.5789, top5_acc: 0.7992, loss_cls: 1.6993, loss: 1.6993, grad_norm: 7.2846 2021-03-17 00:59:07,407 - mmaction - INFO - Epoch [27][560/1345] lr: 1.000e-03, eta: 4:46:12, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.5508, top5_acc: 0.8133, loss_cls: 1.7495, loss: 1.7495, grad_norm: 7.4679 2021-03-17 00:59:18,386 - mmaction - INFO - Epoch [27][580/1345] lr: 1.000e-03, eta: 4:46:02, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.5703, top5_acc: 0.8172, loss_cls: 1.6907, loss: 1.6907, grad_norm: 7.5206 2021-03-17 00:59:29,706 - mmaction - INFO - Epoch [27][600/1345] lr: 1.000e-03, eta: 4:45:51, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.5719, top5_acc: 0.8023, loss_cls: 1.6896, loss: 1.6896, grad_norm: 7.4465 2021-03-17 00:59:40,862 - mmaction - INFO - Epoch [27][620/1345] lr: 1.000e-03, eta: 4:45:41, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.5633, top5_acc: 0.8172, loss_cls: 1.7001, loss: 1.7001, grad_norm: 7.4328 2021-03-17 00:59:51,946 - mmaction - INFO - Epoch [27][640/1345] lr: 1.000e-03, eta: 4:45:30, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5516, top5_acc: 0.8000, loss_cls: 1.7932, loss: 1.7932, grad_norm: 7.6800 2021-03-17 01:00:02,943 - mmaction - INFO - Epoch [27][660/1345] lr: 1.000e-03, eta: 4:45:19, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.5570, top5_acc: 0.8094, loss_cls: 1.7237, loss: 1.7237, grad_norm: 7.5977 2021-03-17 01:00:14,515 - mmaction - INFO - Epoch [27][680/1345] lr: 1.000e-03, eta: 4:45:09, time: 0.579, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8156, loss_cls: 1.6288, loss: 1.6288, grad_norm: 7.2308 2021-03-17 01:00:25,651 - mmaction - INFO - Epoch [27][700/1345] lr: 1.000e-03, eta: 4:44:59, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.5719, top5_acc: 0.8180, loss_cls: 1.6754, loss: 1.6754, grad_norm: 7.4159 2021-03-17 01:00:36,750 - mmaction - INFO - Epoch [27][720/1345] lr: 1.000e-03, eta: 4:44:48, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5648, top5_acc: 0.8266, loss_cls: 1.6375, loss: 1.6375, grad_norm: 7.5840 2021-03-17 01:00:48,028 - mmaction - INFO - Epoch [27][740/1345] lr: 1.000e-03, eta: 4:44:38, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.5734, top5_acc: 0.8164, loss_cls: 1.7000, loss: 1.7000, grad_norm: 7.4356 2021-03-17 01:00:59,154 - mmaction - INFO - Epoch [27][760/1345] lr: 1.000e-03, eta: 4:44:27, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8234, loss_cls: 1.6204, loss: 1.6204, grad_norm: 7.2153 2021-03-17 01:01:10,372 - mmaction - INFO - Epoch [27][780/1345] lr: 1.000e-03, eta: 4:44:17, time: 0.561, data_time: 0.000, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8063, loss_cls: 1.6997, loss: 1.6997, grad_norm: 7.3784 2021-03-17 01:01:21,354 - mmaction - INFO - Epoch [27][800/1345] lr: 1.000e-03, eta: 4:44:06, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8086, loss_cls: 1.6766, loss: 1.6766, grad_norm: 7.1460 2021-03-17 01:01:32,413 - mmaction - INFO - Epoch [27][820/1345] lr: 1.000e-03, eta: 4:43:55, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8172, loss_cls: 1.6988, loss: 1.6988, grad_norm: 7.4989 2021-03-17 01:01:43,704 - mmaction - INFO - Epoch [27][840/1345] lr: 1.000e-03, eta: 4:43:45, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.5539, top5_acc: 0.8180, loss_cls: 1.7222, loss: 1.7222, grad_norm: 7.5550 2021-03-17 01:01:54,838 - mmaction - INFO - Epoch [27][860/1345] lr: 1.000e-03, eta: 4:43:34, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.5617, top5_acc: 0.8133, loss_cls: 1.6730, loss: 1.6730, grad_norm: 7.4183 2021-03-17 01:02:05,666 - mmaction - INFO - Epoch [27][880/1345] lr: 1.000e-03, eta: 4:43:24, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.5750, top5_acc: 0.8180, loss_cls: 1.6876, loss: 1.6876, grad_norm: 7.2335 2021-03-17 01:02:16,703 - mmaction - INFO - Epoch [27][900/1345] lr: 1.000e-03, eta: 4:43:13, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.5500, top5_acc: 0.8109, loss_cls: 1.7425, loss: 1.7425, grad_norm: 7.4902 2021-03-17 01:02:27,890 - mmaction - INFO - Epoch [27][920/1345] lr: 1.000e-03, eta: 4:43:02, time: 0.559, data_time: 0.000, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8219, loss_cls: 1.6172, loss: 1.6172, grad_norm: 7.4144 2021-03-17 01:02:38,858 - mmaction - INFO - Epoch [27][940/1345] lr: 1.000e-03, eta: 4:42:52, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.5789, top5_acc: 0.8289, loss_cls: 1.6232, loss: 1.6232, grad_norm: 7.4142 2021-03-17 01:02:50,221 - mmaction - INFO - Epoch [27][960/1345] lr: 1.000e-03, eta: 4:42:41, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8227, loss_cls: 1.5906, loss: 1.5906, grad_norm: 7.2299 2021-03-17 01:03:01,300 - mmaction - INFO - Epoch [27][980/1345] lr: 1.000e-03, eta: 4:42:31, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.5687, top5_acc: 0.8273, loss_cls: 1.6468, loss: 1.6468, grad_norm: 7.5329 2021-03-17 01:03:12,499 - mmaction - INFO - Epoch [27][1000/1345] lr: 1.000e-03, eta: 4:42:20, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.5500, top5_acc: 0.8102, loss_cls: 1.7429, loss: 1.7429, grad_norm: 7.4915 2021-03-17 01:03:23,574 - mmaction - INFO - Epoch [27][1020/1345] lr: 1.000e-03, eta: 4:42:10, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8148, loss_cls: 1.7029, loss: 1.7029, grad_norm: 7.4982 2021-03-17 01:03:34,653 - mmaction - INFO - Epoch [27][1040/1345] lr: 1.000e-03, eta: 4:41:59, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8313, loss_cls: 1.5908, loss: 1.5908, grad_norm: 7.2483 2021-03-17 01:03:45,746 - mmaction - INFO - Epoch [27][1060/1345] lr: 1.000e-03, eta: 4:41:48, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8219, loss_cls: 1.6584, loss: 1.6584, grad_norm: 7.3409 2021-03-17 01:03:56,846 - mmaction - INFO - Epoch [27][1080/1345] lr: 1.000e-03, eta: 4:41:38, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5508, top5_acc: 0.8023, loss_cls: 1.7029, loss: 1.7029, grad_norm: 7.4221 2021-03-17 01:04:08,460 - mmaction - INFO - Epoch [27][1100/1345] lr: 1.000e-03, eta: 4:41:28, time: 0.580, data_time: 0.001, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8047, loss_cls: 1.6682, loss: 1.6682, grad_norm: 7.2393 2021-03-17 01:04:19,548 - mmaction - INFO - Epoch [27][1120/1345] lr: 1.000e-03, eta: 4:41:17, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5609, top5_acc: 0.8164, loss_cls: 1.7136, loss: 1.7136, grad_norm: 7.5368 2021-03-17 01:04:30,872 - mmaction - INFO - Epoch [27][1140/1345] lr: 1.000e-03, eta: 4:41:07, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.5805, top5_acc: 0.8070, loss_cls: 1.6858, loss: 1.6858, grad_norm: 7.2544 2021-03-17 01:04:41,987 - mmaction - INFO - Epoch [27][1160/1345] lr: 1.000e-03, eta: 4:40:56, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8195, loss_cls: 1.6743, loss: 1.6743, grad_norm: 7.3094 2021-03-17 01:04:53,467 - mmaction - INFO - Epoch [27][1180/1345] lr: 1.000e-03, eta: 4:40:46, time: 0.574, data_time: 0.001, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8148, loss_cls: 1.7287, loss: 1.7287, grad_norm: 7.4749 2021-03-17 01:05:04,397 - mmaction - INFO - Epoch [27][1200/1345] lr: 1.000e-03, eta: 4:40:35, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8258, loss_cls: 1.6366, loss: 1.6366, grad_norm: 7.1428 2021-03-17 01:05:15,799 - mmaction - INFO - Epoch [27][1220/1345] lr: 1.000e-03, eta: 4:40:25, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.5719, top5_acc: 0.8141, loss_cls: 1.7162, loss: 1.7162, grad_norm: 7.6175 2021-03-17 01:05:26,943 - mmaction - INFO - Epoch [27][1240/1345] lr: 1.000e-03, eta: 4:40:14, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8187, loss_cls: 1.6667, loss: 1.6667, grad_norm: 7.3548 2021-03-17 01:05:38,049 - mmaction - INFO - Epoch [27][1260/1345] lr: 1.000e-03, eta: 4:40:03, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5617, top5_acc: 0.8086, loss_cls: 1.7279, loss: 1.7279, grad_norm: 7.5321 2021-03-17 01:05:49,180 - mmaction - INFO - Epoch [27][1280/1345] lr: 1.000e-03, eta: 4:39:53, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8078, loss_cls: 1.7051, loss: 1.7051, grad_norm: 7.4907 2021-03-17 01:06:00,298 - mmaction - INFO - Epoch [27][1300/1345] lr: 1.000e-03, eta: 4:39:42, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8031, loss_cls: 1.7096, loss: 1.7096, grad_norm: 7.1574 2021-03-17 01:06:11,367 - mmaction - INFO - Epoch [27][1320/1345] lr: 1.000e-03, eta: 4:39:32, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8242, loss_cls: 1.6329, loss: 1.6329, grad_norm: 7.3288 2021-03-17 01:06:22,583 - mmaction - INFO - Epoch [27][1340/1345] lr: 1.000e-03, eta: 4:39:21, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8086, loss_cls: 1.6938, loss: 1.6938, grad_norm: 7.6028 2021-03-17 01:06:25,365 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-03-17 01:06:47,256 - mmaction - INFO - Epoch [28][20/1345] lr: 1.000e-03, eta: 4:39:14, time: 1.077, data_time: 0.548, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8273, loss_cls: 1.6515, loss: 1.6515, grad_norm: 7.5296 2021-03-17 01:06:54,963 - mmaction - INFO - Epoch [28][40/1345] lr: 1.000e-03, eta: 4:39:01, time: 0.385, data_time: 0.001, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8187, loss_cls: 1.6568, loss: 1.6568, grad_norm: 7.3267 2021-03-17 01:07:02,271 - mmaction - INFO - Epoch [28][60/1345] lr: 1.000e-03, eta: 4:38:47, time: 0.366, data_time: 0.002, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8375, loss_cls: 1.5821, loss: 1.5821, grad_norm: 7.2886 2021-03-17 01:07:11,646 - mmaction - INFO - Epoch [28][80/1345] lr: 1.000e-03, eta: 4:38:35, time: 0.469, data_time: 0.001, memory: 7066, top1_acc: 0.5711, top5_acc: 0.7977, loss_cls: 1.7320, loss: 1.7320, grad_norm: 7.4858 2021-03-17 01:07:22,832 - mmaction - INFO - Epoch [28][100/1345] lr: 1.000e-03, eta: 4:38:24, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8344, loss_cls: 1.6253, loss: 1.6253, grad_norm: 7.4037 2021-03-17 01:07:33,723 - mmaction - INFO - Epoch [28][120/1345] lr: 1.000e-03, eta: 4:38:14, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8180, loss_cls: 1.6280, loss: 1.6280, grad_norm: 7.4272 2021-03-17 01:07:44,724 - mmaction - INFO - Epoch [28][140/1345] lr: 1.000e-03, eta: 4:38:03, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8281, loss_cls: 1.6379, loss: 1.6379, grad_norm: 7.4122 2021-03-17 01:07:55,877 - mmaction - INFO - Epoch [28][160/1345] lr: 1.000e-03, eta: 4:37:52, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.5734, top5_acc: 0.8148, loss_cls: 1.6744, loss: 1.6744, grad_norm: 7.4826 2021-03-17 01:08:06,782 - mmaction - INFO - Epoch [28][180/1345] lr: 1.000e-03, eta: 4:37:42, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8172, loss_cls: 1.6960, loss: 1.6960, grad_norm: 7.5153 2021-03-17 01:08:17,769 - mmaction - INFO - Epoch [28][200/1345] lr: 1.000e-03, eta: 4:37:31, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8211, loss_cls: 1.6601, loss: 1.6601, grad_norm: 7.3557 2021-03-17 01:08:28,798 - mmaction - INFO - Epoch [28][220/1345] lr: 1.000e-03, eta: 4:37:20, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8109, loss_cls: 1.6960, loss: 1.6960, grad_norm: 7.4966 2021-03-17 01:08:39,752 - mmaction - INFO - Epoch [28][240/1345] lr: 1.000e-03, eta: 4:37:09, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8352, loss_cls: 1.5701, loss: 1.5701, grad_norm: 7.0877 2021-03-17 01:08:50,960 - mmaction - INFO - Epoch [28][260/1345] lr: 1.000e-03, eta: 4:36:59, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8289, loss_cls: 1.6286, loss: 1.6286, grad_norm: 7.5374 2021-03-17 01:09:01,949 - mmaction - INFO - Epoch [28][280/1345] lr: 1.000e-03, eta: 4:36:48, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8109, loss_cls: 1.6898, loss: 1.6898, grad_norm: 7.4639 2021-03-17 01:09:13,316 - mmaction - INFO - Epoch [28][300/1345] lr: 1.000e-03, eta: 4:36:38, time: 0.568, data_time: 0.000, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8469, loss_cls: 1.5131, loss: 1.5131, grad_norm: 7.1390 2021-03-17 01:09:24,138 - mmaction - INFO - Epoch [28][320/1345] lr: 1.000e-03, eta: 4:36:27, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8102, loss_cls: 1.6881, loss: 1.6881, grad_norm: 7.5054 2021-03-17 01:09:35,462 - mmaction - INFO - Epoch [28][340/1345] lr: 1.000e-03, eta: 4:36:17, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8320, loss_cls: 1.6134, loss: 1.6134, grad_norm: 7.6794 2021-03-17 01:09:46,670 - mmaction - INFO - Epoch [28][360/1345] lr: 1.000e-03, eta: 4:36:06, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.5563, top5_acc: 0.8063, loss_cls: 1.7345, loss: 1.7345, grad_norm: 7.7190 2021-03-17 01:09:57,978 - mmaction - INFO - Epoch [28][380/1345] lr: 1.000e-03, eta: 4:35:56, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.5578, top5_acc: 0.8156, loss_cls: 1.7130, loss: 1.7130, grad_norm: 7.6717 2021-03-17 01:10:08,914 - mmaction - INFO - Epoch [28][400/1345] lr: 1.000e-03, eta: 4:35:45, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8391, loss_cls: 1.6120, loss: 1.6120, grad_norm: 7.5099 2021-03-17 01:10:19,999 - mmaction - INFO - Epoch [28][420/1345] lr: 1.000e-03, eta: 4:35:34, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5594, top5_acc: 0.8086, loss_cls: 1.7105, loss: 1.7105, grad_norm: 7.5873 2021-03-17 01:10:31,259 - mmaction - INFO - Epoch [28][440/1345] lr: 1.000e-03, eta: 4:35:24, time: 0.563, data_time: 0.000, memory: 7066, top1_acc: 0.5586, top5_acc: 0.8086, loss_cls: 1.7253, loss: 1.7253, grad_norm: 7.8857 2021-03-17 01:10:42,422 - mmaction - INFO - Epoch [28][460/1345] lr: 1.000e-03, eta: 4:35:13, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8266, loss_cls: 1.5841, loss: 1.5841, grad_norm: 7.3897 2021-03-17 01:10:53,552 - mmaction - INFO - Epoch [28][480/1345] lr: 1.000e-03, eta: 4:35:03, time: 0.557, data_time: 0.002, memory: 7066, top1_acc: 0.5602, top5_acc: 0.8070, loss_cls: 1.7238, loss: 1.7238, grad_norm: 7.5872 2021-03-17 01:11:04,623 - mmaction - INFO - Epoch [28][500/1345] lr: 1.000e-03, eta: 4:34:52, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8031, loss_cls: 1.7253, loss: 1.7253, grad_norm: 7.6283 2021-03-17 01:11:15,565 - mmaction - INFO - Epoch [28][520/1345] lr: 1.000e-03, eta: 4:34:41, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.5664, top5_acc: 0.7992, loss_cls: 1.7386, loss: 1.7386, grad_norm: 7.7279 2021-03-17 01:11:26,788 - mmaction - INFO - Epoch [28][540/1345] lr: 1.000e-03, eta: 4:34:31, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8266, loss_cls: 1.5953, loss: 1.5953, grad_norm: 7.3098 2021-03-17 01:11:38,197 - mmaction - INFO - Epoch [28][560/1345] lr: 1.000e-03, eta: 4:34:20, time: 0.571, data_time: 0.002, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8297, loss_cls: 1.6228, loss: 1.6228, grad_norm: 7.5107 2021-03-17 01:11:49,179 - mmaction - INFO - Epoch [28][580/1345] lr: 1.000e-03, eta: 4:34:10, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8172, loss_cls: 1.7073, loss: 1.7073, grad_norm: 7.6773 2021-03-17 01:12:00,427 - mmaction - INFO - Epoch [28][600/1345] lr: 1.000e-03, eta: 4:33:59, time: 0.562, data_time: 0.000, memory: 7066, top1_acc: 0.5789, top5_acc: 0.8211, loss_cls: 1.6713, loss: 1.6713, grad_norm: 7.6479 2021-03-17 01:12:11,340 - mmaction - INFO - Epoch [28][620/1345] lr: 1.000e-03, eta: 4:33:48, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8172, loss_cls: 1.6493, loss: 1.6493, grad_norm: 7.5774 2021-03-17 01:12:22,493 - mmaction - INFO - Epoch [28][640/1345] lr: 1.000e-03, eta: 4:33:38, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8250, loss_cls: 1.5758, loss: 1.5758, grad_norm: 7.2334 2021-03-17 01:12:33,517 - mmaction - INFO - Epoch [28][660/1345] lr: 1.000e-03, eta: 4:33:27, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.5633, top5_acc: 0.8086, loss_cls: 1.7250, loss: 1.7250, grad_norm: 7.7527 2021-03-17 01:12:44,584 - mmaction - INFO - Epoch [28][680/1345] lr: 1.000e-03, eta: 4:33:16, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.5703, top5_acc: 0.8070, loss_cls: 1.6700, loss: 1.6700, grad_norm: 7.5188 2021-03-17 01:12:55,638 - mmaction - INFO - Epoch [28][700/1345] lr: 1.000e-03, eta: 4:33:06, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.5641, top5_acc: 0.8039, loss_cls: 1.7292, loss: 1.7292, grad_norm: 7.7580 2021-03-17 01:13:06,578 - mmaction - INFO - Epoch [28][720/1345] lr: 1.000e-03, eta: 4:32:55, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.5609, top5_acc: 0.8039, loss_cls: 1.7195, loss: 1.7195, grad_norm: 7.9314 2021-03-17 01:13:17,845 - mmaction - INFO - Epoch [28][740/1345] lr: 1.000e-03, eta: 4:32:44, time: 0.563, data_time: 0.000, memory: 7066, top1_acc: 0.5719, top5_acc: 0.8266, loss_cls: 1.6703, loss: 1.6703, grad_norm: 7.6021 2021-03-17 01:13:28,665 - mmaction - INFO - Epoch [28][760/1345] lr: 1.000e-03, eta: 4:32:34, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.5492, top5_acc: 0.8172, loss_cls: 1.7401, loss: 1.7401, grad_norm: 7.8201 2021-03-17 01:13:39,525 - mmaction - INFO - Epoch [28][780/1345] lr: 1.000e-03, eta: 4:32:23, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8094, loss_cls: 1.7009, loss: 1.7009, grad_norm: 7.6688 2021-03-17 01:13:50,728 - mmaction - INFO - Epoch [28][800/1345] lr: 1.000e-03, eta: 4:32:12, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8281, loss_cls: 1.6118, loss: 1.6118, grad_norm: 7.5142 2021-03-17 01:14:02,032 - mmaction - INFO - Epoch [28][820/1345] lr: 1.000e-03, eta: 4:32:02, time: 0.566, data_time: 0.002, memory: 7066, top1_acc: 0.5977, top5_acc: 0.8211, loss_cls: 1.6155, loss: 1.6155, grad_norm: 7.3868 2021-03-17 01:14:13,260 - mmaction - INFO - Epoch [28][840/1345] lr: 1.000e-03, eta: 4:31:51, time: 0.561, data_time: 0.000, memory: 7066, top1_acc: 0.5508, top5_acc: 0.7867, loss_cls: 1.7589, loss: 1.7589, grad_norm: 7.6823 2021-03-17 01:14:24,297 - mmaction - INFO - Epoch [28][860/1345] lr: 1.000e-03, eta: 4:31:41, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8258, loss_cls: 1.6530, loss: 1.6530, grad_norm: 7.6370 2021-03-17 01:14:35,391 - mmaction - INFO - Epoch [28][880/1345] lr: 1.000e-03, eta: 4:31:30, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8187, loss_cls: 1.6440, loss: 1.6440, grad_norm: 7.4241 2021-03-17 01:14:46,360 - mmaction - INFO - Epoch [28][900/1345] lr: 1.000e-03, eta: 4:31:19, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8133, loss_cls: 1.6863, loss: 1.6863, grad_norm: 7.5221 2021-03-17 01:14:57,518 - mmaction - INFO - Epoch [28][920/1345] lr: 1.000e-03, eta: 4:31:09, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8219, loss_cls: 1.6087, loss: 1.6087, grad_norm: 7.2768 2021-03-17 01:15:08,757 - mmaction - INFO - Epoch [28][940/1345] lr: 1.000e-03, eta: 4:30:58, time: 0.562, data_time: 0.000, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8148, loss_cls: 1.7009, loss: 1.7009, grad_norm: 7.7173 2021-03-17 01:15:20,018 - mmaction - INFO - Epoch [28][960/1345] lr: 1.000e-03, eta: 4:30:48, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8242, loss_cls: 1.6233, loss: 1.6233, grad_norm: 7.7096 2021-03-17 01:15:31,054 - mmaction - INFO - Epoch [28][980/1345] lr: 1.000e-03, eta: 4:30:37, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.5547, top5_acc: 0.8055, loss_cls: 1.7666, loss: 1.7666, grad_norm: 7.5966 2021-03-17 01:15:41,802 - mmaction - INFO - Epoch [28][1000/1345] lr: 1.000e-03, eta: 4:30:26, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.5602, top5_acc: 0.8242, loss_cls: 1.6802, loss: 1.6802, grad_norm: 7.7654 2021-03-17 01:15:52,809 - mmaction - INFO - Epoch [28][1020/1345] lr: 1.000e-03, eta: 4:30:15, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.5625, top5_acc: 0.7875, loss_cls: 1.7425, loss: 1.7425, grad_norm: 7.4169 2021-03-17 01:16:03,878 - mmaction - INFO - Epoch [28][1040/1345] lr: 1.000e-03, eta: 4:30:05, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8320, loss_cls: 1.6124, loss: 1.6124, grad_norm: 7.3891 2021-03-17 01:16:14,818 - mmaction - INFO - Epoch [28][1060/1345] lr: 1.000e-03, eta: 4:29:54, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8422, loss_cls: 1.5628, loss: 1.5628, grad_norm: 7.5545 2021-03-17 01:16:25,973 - mmaction - INFO - Epoch [28][1080/1345] lr: 1.000e-03, eta: 4:29:43, time: 0.558, data_time: 0.000, memory: 7066, top1_acc: 0.5555, top5_acc: 0.8156, loss_cls: 1.6960, loss: 1.6960, grad_norm: 8.0197 2021-03-17 01:16:37,165 - mmaction - INFO - Epoch [28][1100/1345] lr: 1.000e-03, eta: 4:29:33, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.5539, top5_acc: 0.8219, loss_cls: 1.7093, loss: 1.7093, grad_norm: 7.7692 2021-03-17 01:16:48,227 - mmaction - INFO - Epoch [28][1120/1345] lr: 1.000e-03, eta: 4:29:22, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8125, loss_cls: 1.6219, loss: 1.6219, grad_norm: 7.1732 2021-03-17 01:16:59,331 - mmaction - INFO - Epoch [28][1140/1345] lr: 1.000e-03, eta: 4:29:11, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8133, loss_cls: 1.6952, loss: 1.6952, grad_norm: 7.6186 2021-03-17 01:17:10,513 - mmaction - INFO - Epoch [28][1160/1345] lr: 1.000e-03, eta: 4:29:01, time: 0.560, data_time: 0.002, memory: 7066, top1_acc: 0.5563, top5_acc: 0.7945, loss_cls: 1.7994, loss: 1.7994, grad_norm: 7.7639 2021-03-17 01:17:21,998 - mmaction - INFO - Epoch [28][1180/1345] lr: 1.000e-03, eta: 4:28:50, time: 0.574, data_time: 0.000, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8266, loss_cls: 1.6223, loss: 1.6223, grad_norm: 7.4779 2021-03-17 01:17:33,031 - mmaction - INFO - Epoch [28][1200/1345] lr: 1.000e-03, eta: 4:28:40, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8383, loss_cls: 1.5576, loss: 1.5576, grad_norm: 7.3123 2021-03-17 01:17:44,235 - mmaction - INFO - Epoch [28][1220/1345] lr: 1.000e-03, eta: 4:28:29, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.5625, top5_acc: 0.8195, loss_cls: 1.7010, loss: 1.7010, grad_norm: 7.6325 2021-03-17 01:17:55,235 - mmaction - INFO - Epoch [28][1240/1345] lr: 1.000e-03, eta: 4:28:18, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8141, loss_cls: 1.6738, loss: 1.6738, grad_norm: 7.6551 2021-03-17 01:18:06,432 - mmaction - INFO - Epoch [28][1260/1345] lr: 1.000e-03, eta: 4:28:08, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8352, loss_cls: 1.5871, loss: 1.5871, grad_norm: 7.3166 2021-03-17 01:18:17,644 - mmaction - INFO - Epoch [28][1280/1345] lr: 1.000e-03, eta: 4:27:57, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.5672, top5_acc: 0.8203, loss_cls: 1.6688, loss: 1.6688, grad_norm: 7.5936 2021-03-17 01:18:28,810 - mmaction - INFO - Epoch [28][1300/1345] lr: 1.000e-03, eta: 4:27:47, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8031, loss_cls: 1.6837, loss: 1.6837, grad_norm: 7.7042 2021-03-17 01:18:39,911 - mmaction - INFO - Epoch [28][1320/1345] lr: 1.000e-03, eta: 4:27:36, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8297, loss_cls: 1.6310, loss: 1.6310, grad_norm: 7.4748 2021-03-17 01:18:51,097 - mmaction - INFO - Epoch [28][1340/1345] lr: 1.000e-03, eta: 4:27:26, time: 0.559, data_time: 0.000, memory: 7066, top1_acc: 0.5750, top5_acc: 0.7984, loss_cls: 1.6965, loss: 1.6965, grad_norm: 7.5540 2021-03-17 01:18:54,165 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-03-17 01:19:59,019 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-17 01:19:59,215 - mmaction - INFO - top1_acc 0.4433 top5_acc 0.7401 2021-03-17 01:19:59,216 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-17 01:19:59,224 - mmaction - INFO - mean_acc 0.3964 2021-03-17 01:19:59,226 - mmaction - INFO - Epoch(val) [28][1345] top1_acc: 0.4433, top5_acc: 0.7401, mean_class_accuracy: 0.3964 2021-03-17 01:20:19,825 - mmaction - INFO - Epoch [29][20/1345] lr: 1.000e-03, eta: 4:27:18, time: 1.029, data_time: 0.579, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8133, loss_cls: 1.7148, loss: 1.7148, grad_norm: 7.7720 2021-03-17 01:20:28,860 - mmaction - INFO - Epoch [29][40/1345] lr: 1.000e-03, eta: 4:27:05, time: 0.452, data_time: 0.001, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8266, loss_cls: 1.6282, loss: 1.6282, grad_norm: 7.6698 2021-03-17 01:20:37,953 - mmaction - INFO - Epoch [29][60/1345] lr: 1.000e-03, eta: 4:26:53, time: 0.455, data_time: 0.001, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8242, loss_cls: 1.6548, loss: 1.6548, grad_norm: 7.4875 2021-03-17 01:20:46,971 - mmaction - INFO - Epoch [29][80/1345] lr: 1.000e-03, eta: 4:26:41, time: 0.451, data_time: 0.001, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8172, loss_cls: 1.5932, loss: 1.5932, grad_norm: 7.2947 2021-03-17 01:20:56,030 - mmaction - INFO - Epoch [29][100/1345] lr: 1.000e-03, eta: 4:26:29, time: 0.453, data_time: 0.000, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8234, loss_cls: 1.6089, loss: 1.6089, grad_norm: 7.6281 2021-03-17 01:21:05,066 - mmaction - INFO - Epoch [29][120/1345] lr: 1.000e-03, eta: 4:26:16, time: 0.452, data_time: 0.001, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8281, loss_cls: 1.6320, loss: 1.6320, grad_norm: 7.6614 2021-03-17 01:21:14,145 - mmaction - INFO - Epoch [29][140/1345] lr: 1.000e-03, eta: 4:26:04, time: 0.453, data_time: 0.000, memory: 7066, top1_acc: 0.5625, top5_acc: 0.8148, loss_cls: 1.6878, loss: 1.6878, grad_norm: 7.7548 2021-03-17 01:21:23,170 - mmaction - INFO - Epoch [29][160/1345] lr: 1.000e-03, eta: 4:25:52, time: 0.452, data_time: 0.001, memory: 7066, top1_acc: 0.5758, top5_acc: 0.8156, loss_cls: 1.6814, loss: 1.6814, grad_norm: 7.7577 2021-03-17 01:21:32,167 - mmaction - INFO - Epoch [29][180/1345] lr: 1.000e-03, eta: 4:25:40, time: 0.449, data_time: 0.000, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8094, loss_cls: 1.7015, loss: 1.7015, grad_norm: 7.6207 2021-03-17 01:21:41,130 - mmaction - INFO - Epoch [29][200/1345] lr: 1.000e-03, eta: 4:25:27, time: 0.448, data_time: 0.001, memory: 7066, top1_acc: 0.5664, top5_acc: 0.8219, loss_cls: 1.6657, loss: 1.6657, grad_norm: 7.4923 2021-03-17 01:21:50,075 - mmaction - INFO - Epoch [29][220/1345] lr: 1.000e-03, eta: 4:25:15, time: 0.448, data_time: 0.001, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8180, loss_cls: 1.6685, loss: 1.6685, grad_norm: 7.7691 2021-03-17 01:21:59,085 - mmaction - INFO - Epoch [29][240/1345] lr: 1.000e-03, eta: 4:25:03, time: 0.451, data_time: 0.001, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8195, loss_cls: 1.6020, loss: 1.6020, grad_norm: 7.4886 2021-03-17 01:22:08,197 - mmaction - INFO - Epoch [29][260/1345] lr: 1.000e-03, eta: 4:24:51, time: 0.456, data_time: 0.000, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8313, loss_cls: 1.5631, loss: 1.5631, grad_norm: 7.4043 2021-03-17 01:22:17,237 - mmaction - INFO - Epoch [29][280/1345] lr: 1.000e-03, eta: 4:24:38, time: 0.452, data_time: 0.000, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8195, loss_cls: 1.6013, loss: 1.6013, grad_norm: 7.5733 2021-03-17 01:22:26,280 - mmaction - INFO - Epoch [29][300/1345] lr: 1.000e-03, eta: 4:24:26, time: 0.452, data_time: 0.000, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8219, loss_cls: 1.6358, loss: 1.6358, grad_norm: 7.7741 2021-03-17 01:22:35,356 - mmaction - INFO - Epoch [29][320/1345] lr: 1.000e-03, eta: 4:24:14, time: 0.454, data_time: 0.001, memory: 7066, top1_acc: 0.5805, top5_acc: 0.8344, loss_cls: 1.6193, loss: 1.6193, grad_norm: 7.5676 2021-03-17 01:22:44,278 - mmaction - INFO - Epoch [29][340/1345] lr: 1.000e-03, eta: 4:24:02, time: 0.446, data_time: 0.001, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8359, loss_cls: 1.5746, loss: 1.5746, grad_norm: 7.7027 2021-03-17 01:22:53,386 - mmaction - INFO - Epoch [29][360/1345] lr: 1.000e-03, eta: 4:23:49, time: 0.455, data_time: 0.000, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8195, loss_cls: 1.6964, loss: 1.6964, grad_norm: 7.9545 2021-03-17 01:23:01,208 - mmaction - INFO - Epoch [29][380/1345] lr: 1.000e-03, eta: 4:23:36, time: 0.390, data_time: 0.000, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8273, loss_cls: 1.6344, loss: 1.6344, grad_norm: 7.5881 2021-03-17 01:23:08,655 - mmaction - INFO - Epoch [29][400/1345] lr: 1.000e-03, eta: 4:23:23, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8430, loss_cls: 1.5315, loss: 1.5315, grad_norm: 7.5732 2021-03-17 01:23:16,584 - mmaction - INFO - Epoch [29][420/1345] lr: 1.000e-03, eta: 4:23:10, time: 0.398, data_time: 0.043, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8234, loss_cls: 1.6265, loss: 1.6265, grad_norm: 7.6881 2021-03-17 01:23:24,150 - mmaction - INFO - Epoch [29][440/1345] lr: 1.000e-03, eta: 4:22:56, time: 0.378, data_time: 0.001, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8359, loss_cls: 1.6099, loss: 1.6099, grad_norm: 7.7074 2021-03-17 01:23:31,625 - mmaction - INFO - Epoch [29][460/1345] lr: 1.000e-03, eta: 4:22:43, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8281, loss_cls: 1.6390, loss: 1.6390, grad_norm: 8.0592 2021-03-17 01:23:39,149 - mmaction - INFO - Epoch [29][480/1345] lr: 1.000e-03, eta: 4:22:30, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8305, loss_cls: 1.5429, loss: 1.5429, grad_norm: 7.6442 2021-03-17 01:23:46,816 - mmaction - INFO - Epoch [29][500/1345] lr: 1.000e-03, eta: 4:22:17, time: 0.384, data_time: 0.002, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8195, loss_cls: 1.6406, loss: 1.6406, grad_norm: 7.6355 2021-03-17 01:23:54,597 - mmaction - INFO - Epoch [29][520/1345] lr: 1.000e-03, eta: 4:22:03, time: 0.388, data_time: 0.001, memory: 7066, top1_acc: 0.5734, top5_acc: 0.8078, loss_cls: 1.7737, loss: 1.7737, grad_norm: 7.8822 2021-03-17 01:24:02,451 - mmaction - INFO - Epoch [29][540/1345] lr: 1.000e-03, eta: 4:21:50, time: 0.394, data_time: 0.002, memory: 7066, top1_acc: 0.5789, top5_acc: 0.8141, loss_cls: 1.7091, loss: 1.7091, grad_norm: 7.6191 2021-03-17 01:24:13,623 - mmaction - INFO - Epoch [29][560/1345] lr: 1.000e-03, eta: 4:21:40, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8063, loss_cls: 1.7092, loss: 1.7092, grad_norm: 7.7769 2021-03-17 01:24:24,751 - mmaction - INFO - Epoch [29][580/1345] lr: 1.000e-03, eta: 4:21:29, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.5789, top5_acc: 0.8273, loss_cls: 1.6294, loss: 1.6294, grad_norm: 7.6097 2021-03-17 01:24:35,993 - mmaction - INFO - Epoch [29][600/1345] lr: 1.000e-03, eta: 4:21:19, time: 0.561, data_time: 0.000, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8344, loss_cls: 1.6040, loss: 1.6040, grad_norm: 7.7378 2021-03-17 01:24:47,148 - mmaction - INFO - Epoch [29][620/1345] lr: 1.000e-03, eta: 4:21:08, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.5719, top5_acc: 0.7977, loss_cls: 1.7285, loss: 1.7285, grad_norm: 7.7070 2021-03-17 01:24:58,512 - mmaction - INFO - Epoch [29][640/1345] lr: 1.000e-03, eta: 4:20:58, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8203, loss_cls: 1.6021, loss: 1.6021, grad_norm: 7.4160 2021-03-17 01:25:09,439 - mmaction - INFO - Epoch [29][660/1345] lr: 1.000e-03, eta: 4:20:47, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.5578, top5_acc: 0.8070, loss_cls: 1.7490, loss: 1.7490, grad_norm: 7.8725 2021-03-17 01:25:20,530 - mmaction - INFO - Epoch [29][680/1345] lr: 1.000e-03, eta: 4:20:36, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.5602, top5_acc: 0.8141, loss_cls: 1.6837, loss: 1.6837, grad_norm: 7.7343 2021-03-17 01:25:31,536 - mmaction - INFO - Epoch [29][700/1345] lr: 1.000e-03, eta: 4:20:26, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8234, loss_cls: 1.6839, loss: 1.6839, grad_norm: 7.7334 2021-03-17 01:25:42,652 - mmaction - INFO - Epoch [29][720/1345] lr: 1.000e-03, eta: 4:20:15, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8063, loss_cls: 1.6445, loss: 1.6445, grad_norm: 7.5708 2021-03-17 01:25:53,714 - mmaction - INFO - Epoch [29][740/1345] lr: 1.000e-03, eta: 4:20:04, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8313, loss_cls: 1.6351, loss: 1.6351, grad_norm: 7.6973 2021-03-17 01:26:04,987 - mmaction - INFO - Epoch [29][760/1345] lr: 1.000e-03, eta: 4:19:54, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8297, loss_cls: 1.5965, loss: 1.5965, grad_norm: 7.5351 2021-03-17 01:26:15,765 - mmaction - INFO - Epoch [29][780/1345] lr: 1.000e-03, eta: 4:19:43, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8406, loss_cls: 1.5770, loss: 1.5770, grad_norm: 7.6376 2021-03-17 01:26:26,840 - mmaction - INFO - Epoch [29][800/1345] lr: 1.000e-03, eta: 4:19:33, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8195, loss_cls: 1.6727, loss: 1.6727, grad_norm: 7.8921 2021-03-17 01:26:37,816 - mmaction - INFO - Epoch [29][820/1345] lr: 1.000e-03, eta: 4:19:22, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.5750, top5_acc: 0.8109, loss_cls: 1.6705, loss: 1.6705, grad_norm: 7.7285 2021-03-17 01:26:48,999 - mmaction - INFO - Epoch [29][840/1345] lr: 1.000e-03, eta: 4:19:11, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.5594, top5_acc: 0.8133, loss_cls: 1.7123, loss: 1.7123, grad_norm: 7.8409 2021-03-17 01:27:00,061 - mmaction - INFO - Epoch [29][860/1345] lr: 1.000e-03, eta: 4:19:01, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.5648, top5_acc: 0.8148, loss_cls: 1.6918, loss: 1.6918, grad_norm: 7.7878 2021-03-17 01:27:11,063 - mmaction - INFO - Epoch [29][880/1345] lr: 1.000e-03, eta: 4:18:50, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8305, loss_cls: 1.6162, loss: 1.6162, grad_norm: 7.5661 2021-03-17 01:27:22,290 - mmaction - INFO - Epoch [29][900/1345] lr: 1.000e-03, eta: 4:18:39, time: 0.561, data_time: 0.000, memory: 7066, top1_acc: 0.5687, top5_acc: 0.8125, loss_cls: 1.6911, loss: 1.6911, grad_norm: 7.9305 2021-03-17 01:27:33,438 - mmaction - INFO - Epoch [29][920/1345] lr: 1.000e-03, eta: 4:18:29, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.5609, top5_acc: 0.8016, loss_cls: 1.7386, loss: 1.7386, grad_norm: 8.2001 2021-03-17 01:27:44,881 - mmaction - INFO - Epoch [29][940/1345] lr: 1.000e-03, eta: 4:18:19, time: 0.571, data_time: 0.000, memory: 7066, top1_acc: 0.5922, top5_acc: 0.7984, loss_cls: 1.6946, loss: 1.6946, grad_norm: 7.6554 2021-03-17 01:27:56,075 - mmaction - INFO - Epoch [29][960/1345] lr: 1.000e-03, eta: 4:18:08, time: 0.561, data_time: 0.002, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8398, loss_cls: 1.5663, loss: 1.5663, grad_norm: 7.3914 2021-03-17 01:28:07,342 - mmaction - INFO - Epoch [29][980/1345] lr: 1.000e-03, eta: 4:17:58, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8187, loss_cls: 1.6618, loss: 1.6618, grad_norm: 7.6393 2021-03-17 01:28:18,478 - mmaction - INFO - Epoch [29][1000/1345] lr: 1.000e-03, eta: 4:17:47, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8313, loss_cls: 1.5933, loss: 1.5933, grad_norm: 7.4666 2021-03-17 01:28:29,575 - mmaction - INFO - Epoch [29][1020/1345] lr: 1.000e-03, eta: 4:17:36, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8234, loss_cls: 1.6343, loss: 1.6343, grad_norm: 7.7781 2021-03-17 01:28:40,523 - mmaction - INFO - Epoch [29][1040/1345] lr: 1.000e-03, eta: 4:17:26, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5789, top5_acc: 0.8289, loss_cls: 1.6151, loss: 1.6151, grad_norm: 7.7628 2021-03-17 01:28:51,872 - mmaction - INFO - Epoch [29][1060/1345] lr: 1.000e-03, eta: 4:17:15, time: 0.567, data_time: 0.000, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8227, loss_cls: 1.6848, loss: 1.6848, grad_norm: 7.8884 2021-03-17 01:29:02,934 - mmaction - INFO - Epoch [29][1080/1345] lr: 1.000e-03, eta: 4:17:04, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5711, top5_acc: 0.8203, loss_cls: 1.6478, loss: 1.6478, grad_norm: 7.8181 2021-03-17 01:29:14,073 - mmaction - INFO - Epoch [29][1100/1345] lr: 1.000e-03, eta: 4:16:54, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.5641, top5_acc: 0.8094, loss_cls: 1.7282, loss: 1.7282, grad_norm: 7.9479 2021-03-17 01:29:25,160 - mmaction - INFO - Epoch [29][1120/1345] lr: 1.000e-03, eta: 4:16:43, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5750, top5_acc: 0.8094, loss_cls: 1.6952, loss: 1.6952, grad_norm: 7.6418 2021-03-17 01:29:36,425 - mmaction - INFO - Epoch [29][1140/1345] lr: 1.000e-03, eta: 4:16:33, time: 0.563, data_time: 0.000, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8359, loss_cls: 1.5881, loss: 1.5881, grad_norm: 7.4373 2021-03-17 01:29:47,391 - mmaction - INFO - Epoch [29][1160/1345] lr: 1.000e-03, eta: 4:16:22, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8203, loss_cls: 1.6837, loss: 1.6837, grad_norm: 8.0050 2021-03-17 01:29:58,506 - mmaction - INFO - Epoch [29][1180/1345] lr: 1.000e-03, eta: 4:16:11, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8352, loss_cls: 1.5639, loss: 1.5639, grad_norm: 7.6090 2021-03-17 01:30:09,697 - mmaction - INFO - Epoch [29][1200/1345] lr: 1.000e-03, eta: 4:16:01, time: 0.559, data_time: 0.000, memory: 7066, top1_acc: 0.5719, top5_acc: 0.8234, loss_cls: 1.6606, loss: 1.6606, grad_norm: 7.7578 2021-03-17 01:30:20,576 - mmaction - INFO - Epoch [29][1220/1345] lr: 1.000e-03, eta: 4:15:50, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8063, loss_cls: 1.6736, loss: 1.6736, grad_norm: 7.7336 2021-03-17 01:30:31,655 - mmaction - INFO - Epoch [29][1240/1345] lr: 1.000e-03, eta: 4:15:40, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8211, loss_cls: 1.6563, loss: 1.6563, grad_norm: 8.0455 2021-03-17 01:30:42,797 - mmaction - INFO - Epoch [29][1260/1345] lr: 1.000e-03, eta: 4:15:29, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8305, loss_cls: 1.5886, loss: 1.5886, grad_norm: 7.8013 2021-03-17 01:30:53,784 - mmaction - INFO - Epoch [29][1280/1345] lr: 1.000e-03, eta: 4:15:18, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.5531, top5_acc: 0.8063, loss_cls: 1.7353, loss: 1.7353, grad_norm: 7.8563 2021-03-17 01:31:04,940 - mmaction - INFO - Epoch [29][1300/1345] lr: 1.000e-03, eta: 4:15:08, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8297, loss_cls: 1.6408, loss: 1.6408, grad_norm: 7.8802 2021-03-17 01:31:16,183 - mmaction - INFO - Epoch [29][1320/1345] lr: 1.000e-03, eta: 4:14:57, time: 0.562, data_time: 0.000, memory: 7066, top1_acc: 0.5805, top5_acc: 0.8086, loss_cls: 1.7035, loss: 1.7035, grad_norm: 7.9556 2021-03-17 01:31:27,291 - mmaction - INFO - Epoch [29][1340/1345] lr: 1.000e-03, eta: 4:14:46, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8375, loss_cls: 1.6001, loss: 1.6001, grad_norm: 8.0063 2021-03-17 01:31:30,282 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-03-17 01:31:54,228 - mmaction - INFO - Epoch [30][20/1345] lr: 1.000e-03, eta: 4:14:40, time: 1.180, data_time: 0.598, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8336, loss_cls: 1.6026, loss: 1.6026, grad_norm: 7.6651 2021-03-17 01:32:05,253 - mmaction - INFO - Epoch [30][40/1345] lr: 1.000e-03, eta: 4:14:30, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.5641, top5_acc: 0.8031, loss_cls: 1.6695, loss: 1.6695, grad_norm: 7.7850 2021-03-17 01:32:16,543 - mmaction - INFO - Epoch [30][60/1345] lr: 1.000e-03, eta: 4:14:19, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8313, loss_cls: 1.5894, loss: 1.5894, grad_norm: 7.7398 2021-03-17 01:32:27,655 - mmaction - INFO - Epoch [30][80/1345] lr: 1.000e-03, eta: 4:14:08, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.5789, top5_acc: 0.8133, loss_cls: 1.6609, loss: 1.6609, grad_norm: 7.7112 2021-03-17 01:32:38,730 - mmaction - INFO - Epoch [30][100/1345] lr: 1.000e-03, eta: 4:13:58, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8242, loss_cls: 1.6236, loss: 1.6236, grad_norm: 7.5488 2021-03-17 01:32:49,986 - mmaction - INFO - Epoch [30][120/1345] lr: 1.000e-03, eta: 4:13:47, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8359, loss_cls: 1.5997, loss: 1.5997, grad_norm: 7.7494 2021-03-17 01:33:01,066 - mmaction - INFO - Epoch [30][140/1345] lr: 1.000e-03, eta: 4:13:37, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8352, loss_cls: 1.6139, loss: 1.6139, grad_norm: 7.8010 2021-03-17 01:33:12,370 - mmaction - INFO - Epoch [30][160/1345] lr: 1.000e-03, eta: 4:13:26, time: 0.565, data_time: 0.000, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8289, loss_cls: 1.6299, loss: 1.6299, grad_norm: 7.9234 2021-03-17 01:33:23,558 - mmaction - INFO - Epoch [30][180/1345] lr: 1.000e-03, eta: 4:13:16, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8141, loss_cls: 1.6662, loss: 1.6662, grad_norm: 8.1616 2021-03-17 01:33:34,896 - mmaction - INFO - Epoch [30][200/1345] lr: 1.000e-03, eta: 4:13:05, time: 0.567, data_time: 0.000, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8336, loss_cls: 1.5249, loss: 1.5249, grad_norm: 7.5230 2021-03-17 01:33:45,962 - mmaction - INFO - Epoch [30][220/1345] lr: 1.000e-03, eta: 4:12:54, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8141, loss_cls: 1.6336, loss: 1.6336, grad_norm: 7.8984 2021-03-17 01:33:57,351 - mmaction - INFO - Epoch [30][240/1345] lr: 1.000e-03, eta: 4:12:44, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8211, loss_cls: 1.6307, loss: 1.6307, grad_norm: 7.9359 2021-03-17 01:34:08,570 - mmaction - INFO - Epoch [30][260/1345] lr: 1.000e-03, eta: 4:12:33, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8109, loss_cls: 1.6590, loss: 1.6590, grad_norm: 7.9129 2021-03-17 01:34:19,705 - mmaction - INFO - Epoch [30][280/1345] lr: 1.000e-03, eta: 4:12:23, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8313, loss_cls: 1.5884, loss: 1.5884, grad_norm: 7.9888 2021-03-17 01:34:30,949 - mmaction - INFO - Epoch [30][300/1345] lr: 1.000e-03, eta: 4:12:12, time: 0.562, data_time: 0.000, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8234, loss_cls: 1.6808, loss: 1.6808, grad_norm: 8.0930 2021-03-17 01:34:42,032 - mmaction - INFO - Epoch [30][320/1345] lr: 1.000e-03, eta: 4:12:02, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.5516, top5_acc: 0.8016, loss_cls: 1.7577, loss: 1.7577, grad_norm: 8.2305 2021-03-17 01:34:53,261 - mmaction - INFO - Epoch [30][340/1345] lr: 1.000e-03, eta: 4:11:51, time: 0.563, data_time: 0.002, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8352, loss_cls: 1.6136, loss: 1.6136, grad_norm: 7.8118 2021-03-17 01:35:04,248 - mmaction - INFO - Epoch [30][360/1345] lr: 1.000e-03, eta: 4:11:40, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8289, loss_cls: 1.6388, loss: 1.6388, grad_norm: 8.0594 2021-03-17 01:35:15,625 - mmaction - INFO - Epoch [30][380/1345] lr: 1.000e-03, eta: 4:11:30, time: 0.568, data_time: 0.000, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8266, loss_cls: 1.6607, loss: 1.6607, grad_norm: 8.2122 2021-03-17 01:35:26,514 - mmaction - INFO - Epoch [30][400/1345] lr: 1.000e-03, eta: 4:11:19, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8258, loss_cls: 1.6081, loss: 1.6081, grad_norm: 8.0438 2021-03-17 01:35:37,697 - mmaction - INFO - Epoch [30][420/1345] lr: 1.000e-03, eta: 4:11:09, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8250, loss_cls: 1.6011, loss: 1.6011, grad_norm: 7.9882 2021-03-17 01:35:48,824 - mmaction - INFO - Epoch [30][440/1345] lr: 1.000e-03, eta: 4:10:58, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.5617, top5_acc: 0.8063, loss_cls: 1.7315, loss: 1.7315, grad_norm: 8.1617 2021-03-17 01:36:00,077 - mmaction - INFO - Epoch [30][460/1345] lr: 1.000e-03, eta: 4:10:47, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8281, loss_cls: 1.5983, loss: 1.5983, grad_norm: 7.6952 2021-03-17 01:36:11,215 - mmaction - INFO - Epoch [30][480/1345] lr: 1.000e-03, eta: 4:10:37, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8250, loss_cls: 1.5782, loss: 1.5782, grad_norm: 7.5057 2021-03-17 01:36:22,395 - mmaction - INFO - Epoch [30][500/1345] lr: 1.000e-03, eta: 4:10:26, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8305, loss_cls: 1.5865, loss: 1.5865, grad_norm: 7.8782 2021-03-17 01:36:33,327 - mmaction - INFO - Epoch [30][520/1345] lr: 1.000e-03, eta: 4:10:15, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8227, loss_cls: 1.5996, loss: 1.5996, grad_norm: 7.6464 2021-03-17 01:36:44,570 - mmaction - INFO - Epoch [30][540/1345] lr: 1.000e-03, eta: 4:10:05, time: 0.562, data_time: 0.000, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8289, loss_cls: 1.6276, loss: 1.6276, grad_norm: 7.9461 2021-03-17 01:36:55,703 - mmaction - INFO - Epoch [30][560/1345] lr: 1.000e-03, eta: 4:09:54, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8219, loss_cls: 1.6577, loss: 1.6577, grad_norm: 7.9418 2021-03-17 01:37:06,829 - mmaction - INFO - Epoch [30][580/1345] lr: 1.000e-03, eta: 4:09:44, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8234, loss_cls: 1.5725, loss: 1.5725, grad_norm: 7.8103 2021-03-17 01:37:14,466 - mmaction - INFO - Epoch [30][600/1345] lr: 1.000e-03, eta: 4:09:31, time: 0.380, data_time: 0.000, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8281, loss_cls: 1.5929, loss: 1.5929, grad_norm: 7.9924 2021-03-17 01:37:22,417 - mmaction - INFO - Epoch [30][620/1345] lr: 1.000e-03, eta: 4:09:18, time: 0.399, data_time: 0.002, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8344, loss_cls: 1.6295, loss: 1.6295, grad_norm: 7.9576 2021-03-17 01:37:30,182 - mmaction - INFO - Epoch [30][640/1345] lr: 1.000e-03, eta: 4:09:05, time: 0.384, data_time: 0.001, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8406, loss_cls: 1.5479, loss: 1.5479, grad_norm: 7.8161 2021-03-17 01:37:40,480 - mmaction - INFO - Epoch [30][660/1345] lr: 1.000e-03, eta: 4:08:54, time: 0.520, data_time: 0.005, memory: 7066, top1_acc: 0.5758, top5_acc: 0.8125, loss_cls: 1.6512, loss: 1.6512, grad_norm: 7.8645 2021-03-17 01:37:51,227 - mmaction - INFO - Epoch [30][680/1345] lr: 1.000e-03, eta: 4:08:43, time: 0.537, data_time: 0.000, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8258, loss_cls: 1.6037, loss: 1.6037, grad_norm: 7.8121 2021-03-17 01:38:02,200 - mmaction - INFO - Epoch [30][700/1345] lr: 1.000e-03, eta: 4:08:32, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.5508, top5_acc: 0.7953, loss_cls: 1.7137, loss: 1.7137, grad_norm: 8.2985 2021-03-17 01:38:13,038 - mmaction - INFO - Epoch [30][720/1345] lr: 1.000e-03, eta: 4:08:21, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.5977, top5_acc: 0.8266, loss_cls: 1.5734, loss: 1.5734, grad_norm: 7.9497 2021-03-17 01:38:23,822 - mmaction - INFO - Epoch [30][740/1345] lr: 1.000e-03, eta: 4:08:10, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8195, loss_cls: 1.6195, loss: 1.6195, grad_norm: 8.2056 2021-03-17 01:38:34,856 - mmaction - INFO - Epoch [30][760/1345] lr: 1.000e-03, eta: 4:08:00, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.5648, top5_acc: 0.8125, loss_cls: 1.6609, loss: 1.6609, grad_norm: 8.0629 2021-03-17 01:38:45,685 - mmaction - INFO - Epoch [30][780/1345] lr: 1.000e-03, eta: 4:07:49, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8367, loss_cls: 1.5787, loss: 1.5787, grad_norm: 7.5922 2021-03-17 01:38:56,546 - mmaction - INFO - Epoch [30][800/1345] lr: 1.000e-03, eta: 4:07:38, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8141, loss_cls: 1.6596, loss: 1.6596, grad_norm: 8.0370 2021-03-17 01:39:07,297 - mmaction - INFO - Epoch [30][820/1345] lr: 1.000e-03, eta: 4:07:27, time: 0.537, data_time: 0.000, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8227, loss_cls: 1.6096, loss: 1.6096, grad_norm: 7.9381 2021-03-17 01:39:18,014 - mmaction - INFO - Epoch [30][840/1345] lr: 1.000e-03, eta: 4:07:16, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8203, loss_cls: 1.6653, loss: 1.6653, grad_norm: 7.8977 2021-03-17 01:39:28,909 - mmaction - INFO - Epoch [30][860/1345] lr: 1.000e-03, eta: 4:07:05, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8289, loss_cls: 1.6162, loss: 1.6162, grad_norm: 7.8731 2021-03-17 01:39:39,875 - mmaction - INFO - Epoch [30][880/1345] lr: 1.000e-03, eta: 4:06:55, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8391, loss_cls: 1.5540, loss: 1.5540, grad_norm: 7.8794 2021-03-17 01:39:50,567 - mmaction - INFO - Epoch [30][900/1345] lr: 1.000e-03, eta: 4:06:44, time: 0.533, data_time: 0.000, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8242, loss_cls: 1.6282, loss: 1.6282, grad_norm: 7.9213 2021-03-17 01:40:01,545 - mmaction - INFO - Epoch [30][920/1345] lr: 1.000e-03, eta: 4:06:33, time: 0.549, data_time: 0.002, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8227, loss_cls: 1.5681, loss: 1.5681, grad_norm: 7.6016 2021-03-17 01:40:12,245 - mmaction - INFO - Epoch [30][940/1345] lr: 1.000e-03, eta: 4:06:22, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.5977, top5_acc: 0.8289, loss_cls: 1.5988, loss: 1.5988, grad_norm: 8.1417 2021-03-17 01:40:22,992 - mmaction - INFO - Epoch [30][960/1345] lr: 1.000e-03, eta: 4:06:11, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.5508, top5_acc: 0.8102, loss_cls: 1.6704, loss: 1.6704, grad_norm: 8.2066 2021-03-17 01:40:34,031 - mmaction - INFO - Epoch [30][980/1345] lr: 1.000e-03, eta: 4:06:01, time: 0.552, data_time: 0.002, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8367, loss_cls: 1.5793, loss: 1.5793, grad_norm: 7.9468 2021-03-17 01:40:45,163 - mmaction - INFO - Epoch [30][1000/1345] lr: 1.000e-03, eta: 4:05:50, time: 0.558, data_time: 0.002, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8273, loss_cls: 1.6344, loss: 1.6344, grad_norm: 7.9850 2021-03-17 01:40:55,953 - mmaction - INFO - Epoch [30][1020/1345] lr: 1.000e-03, eta: 4:05:39, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8305, loss_cls: 1.6073, loss: 1.6073, grad_norm: 7.7877 2021-03-17 01:41:06,842 - mmaction - INFO - Epoch [30][1040/1345] lr: 1.000e-03, eta: 4:05:28, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8328, loss_cls: 1.6141, loss: 1.6141, grad_norm: 8.0513 2021-03-17 01:41:18,013 - mmaction - INFO - Epoch [30][1060/1345] lr: 1.000e-03, eta: 4:05:18, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8109, loss_cls: 1.6729, loss: 1.6729, grad_norm: 8.1442 2021-03-17 01:41:29,096 - mmaction - INFO - Epoch [30][1080/1345] lr: 1.000e-03, eta: 4:05:07, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8133, loss_cls: 1.6369, loss: 1.6369, grad_norm: 8.0544 2021-03-17 01:41:40,000 - mmaction - INFO - Epoch [30][1100/1345] lr: 1.000e-03, eta: 4:04:56, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.5758, top5_acc: 0.8359, loss_cls: 1.6201, loss: 1.6201, grad_norm: 8.1376 2021-03-17 01:41:50,974 - mmaction - INFO - Epoch [30][1120/1345] lr: 1.000e-03, eta: 4:04:46, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8172, loss_cls: 1.6499, loss: 1.6499, grad_norm: 8.0126 2021-03-17 01:42:01,986 - mmaction - INFO - Epoch [30][1140/1345] lr: 1.000e-03, eta: 4:04:35, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8492, loss_cls: 1.5991, loss: 1.5991, grad_norm: 8.1356 2021-03-17 01:42:12,864 - mmaction - INFO - Epoch [30][1160/1345] lr: 1.000e-03, eta: 4:04:24, time: 0.545, data_time: 0.002, memory: 7066, top1_acc: 0.5805, top5_acc: 0.8258, loss_cls: 1.6452, loss: 1.6452, grad_norm: 8.2453 2021-03-17 01:42:23,764 - mmaction - INFO - Epoch [30][1180/1345] lr: 1.000e-03, eta: 4:04:13, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5633, top5_acc: 0.8016, loss_cls: 1.7036, loss: 1.7036, grad_norm: 8.1379 2021-03-17 01:42:34,515 - mmaction - INFO - Epoch [30][1200/1345] lr: 1.000e-03, eta: 4:04:02, time: 0.537, data_time: 0.000, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8281, loss_cls: 1.5993, loss: 1.5993, grad_norm: 8.0427 2021-03-17 01:42:45,450 - mmaction - INFO - Epoch [30][1220/1345] lr: 1.000e-03, eta: 4:03:52, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8195, loss_cls: 1.6205, loss: 1.6205, grad_norm: 7.9939 2021-03-17 01:42:56,473 - mmaction - INFO - Epoch [30][1240/1345] lr: 1.000e-03, eta: 4:03:41, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.5531, top5_acc: 0.8078, loss_cls: 1.7272, loss: 1.7272, grad_norm: 8.0625 2021-03-17 01:43:07,358 - mmaction - INFO - Epoch [30][1260/1345] lr: 1.000e-03, eta: 4:03:30, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8281, loss_cls: 1.6126, loss: 1.6126, grad_norm: 8.0160 2021-03-17 01:43:18,257 - mmaction - INFO - Epoch [30][1280/1345] lr: 1.000e-03, eta: 4:03:19, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8328, loss_cls: 1.5774, loss: 1.5774, grad_norm: 7.7676 2021-03-17 01:43:29,107 - mmaction - INFO - Epoch [30][1300/1345] lr: 1.000e-03, eta: 4:03:09, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.5625, top5_acc: 0.8203, loss_cls: 1.7169, loss: 1.7169, grad_norm: 8.2174 2021-03-17 01:43:40,069 - mmaction - INFO - Epoch [30][1320/1345] lr: 1.000e-03, eta: 4:02:58, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8063, loss_cls: 1.6804, loss: 1.6804, grad_norm: 7.8137 2021-03-17 01:43:50,619 - mmaction - INFO - Epoch [30][1340/1345] lr: 1.000e-03, eta: 4:02:47, time: 0.528, data_time: 0.000, memory: 7066, top1_acc: 0.5805, top5_acc: 0.8367, loss_cls: 1.6373, loss: 1.6373, grad_norm: 8.1348 2021-03-17 01:43:53,614 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-03-17 01:44:57,363 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-17 01:44:57,502 - mmaction - INFO - top1_acc 0.4485 top5_acc 0.7438 2021-03-17 01:44:57,502 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-17 01:44:57,510 - mmaction - INFO - mean_acc 0.4054 2021-03-17 01:44:57,835 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. 2021-03-17 01:44:57,836 - mmaction - INFO - Best top1_acc is 0.4485 at 30 epoch. 2021-03-17 01:44:57,839 - mmaction - INFO - Epoch(val) [30][1345] top1_acc: 0.4485, top5_acc: 0.7438, mean_class_accuracy: 0.4054 2021-03-17 01:45:20,785 - mmaction - INFO - Epoch [31][20/1345] lr: 1.000e-03, eta: 4:02:39, time: 1.146, data_time: 0.556, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8328, loss_cls: 1.5768, loss: 1.5768, grad_norm: 7.8617 2021-03-17 01:45:32,007 - mmaction - INFO - Epoch [31][40/1345] lr: 1.000e-03, eta: 4:02:29, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8398, loss_cls: 1.5598, loss: 1.5598, grad_norm: 7.7735 2021-03-17 01:45:43,004 - mmaction - INFO - Epoch [31][60/1345] lr: 1.000e-03, eta: 4:02:18, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8227, loss_cls: 1.5849, loss: 1.5849, grad_norm: 7.8310 2021-03-17 01:45:53,953 - mmaction - INFO - Epoch [31][80/1345] lr: 1.000e-03, eta: 4:02:07, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8203, loss_cls: 1.6020, loss: 1.6020, grad_norm: 8.0397 2021-03-17 01:46:05,189 - mmaction - INFO - Epoch [31][100/1345] lr: 1.000e-03, eta: 4:01:57, time: 0.562, data_time: 0.000, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8352, loss_cls: 1.5555, loss: 1.5555, grad_norm: 7.9871 2021-03-17 01:46:16,412 - mmaction - INFO - Epoch [31][120/1345] lr: 1.000e-03, eta: 4:01:46, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8336, loss_cls: 1.5405, loss: 1.5405, grad_norm: 7.8946 2021-03-17 01:46:27,435 - mmaction - INFO - Epoch [31][140/1345] lr: 1.000e-03, eta: 4:01:36, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8352, loss_cls: 1.5768, loss: 1.5768, grad_norm: 7.8347 2021-03-17 01:46:38,580 - mmaction - INFO - Epoch [31][160/1345] lr: 1.000e-03, eta: 4:01:25, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8117, loss_cls: 1.6703, loss: 1.6703, grad_norm: 8.1452 2021-03-17 01:46:49,659 - mmaction - INFO - Epoch [31][180/1345] lr: 1.000e-03, eta: 4:01:14, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8273, loss_cls: 1.5945, loss: 1.5945, grad_norm: 7.9963 2021-03-17 01:47:00,594 - mmaction - INFO - Epoch [31][200/1345] lr: 1.000e-03, eta: 4:01:04, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8445, loss_cls: 1.5452, loss: 1.5452, grad_norm: 7.6474 2021-03-17 01:47:11,780 - mmaction - INFO - Epoch [31][220/1345] lr: 1.000e-03, eta: 4:00:53, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8414, loss_cls: 1.5805, loss: 1.5805, grad_norm: 7.8378 2021-03-17 01:47:22,887 - mmaction - INFO - Epoch [31][240/1345] lr: 1.000e-03, eta: 4:00:42, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8336, loss_cls: 1.5521, loss: 1.5521, grad_norm: 7.9946 2021-03-17 01:47:34,038 - mmaction - INFO - Epoch [31][260/1345] lr: 1.000e-03, eta: 4:00:32, time: 0.558, data_time: 0.000, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8266, loss_cls: 1.6319, loss: 1.6319, grad_norm: 8.2943 2021-03-17 01:47:45,275 - mmaction - INFO - Epoch [31][280/1345] lr: 1.000e-03, eta: 4:00:21, time: 0.562, data_time: 0.000, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8555, loss_cls: 1.4485, loss: 1.4485, grad_norm: 7.6632 2021-03-17 01:47:56,400 - mmaction - INFO - Epoch [31][300/1345] lr: 1.000e-03, eta: 4:00:10, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8258, loss_cls: 1.6134, loss: 1.6134, grad_norm: 7.9667 2021-03-17 01:48:07,584 - mmaction - INFO - Epoch [31][320/1345] lr: 1.000e-03, eta: 4:00:00, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8313, loss_cls: 1.6237, loss: 1.6237, grad_norm: 7.9442 2021-03-17 01:48:18,482 - mmaction - INFO - Epoch [31][340/1345] lr: 1.000e-03, eta: 3:59:49, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8117, loss_cls: 1.6544, loss: 1.6544, grad_norm: 7.9648 2021-03-17 01:48:29,401 - mmaction - INFO - Epoch [31][360/1345] lr: 1.000e-03, eta: 3:59:38, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8297, loss_cls: 1.5983, loss: 1.5983, grad_norm: 7.9804 2021-03-17 01:48:40,572 - mmaction - INFO - Epoch [31][380/1345] lr: 1.000e-03, eta: 3:59:28, time: 0.560, data_time: 0.002, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8320, loss_cls: 1.5559, loss: 1.5559, grad_norm: 8.1273 2021-03-17 01:48:51,528 - mmaction - INFO - Epoch [31][400/1345] lr: 1.000e-03, eta: 3:59:17, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8148, loss_cls: 1.6909, loss: 1.6909, grad_norm: 8.3203 2021-03-17 01:49:02,824 - mmaction - INFO - Epoch [31][420/1345] lr: 1.000e-03, eta: 3:59:06, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8313, loss_cls: 1.5800, loss: 1.5800, grad_norm: 8.0085 2021-03-17 01:49:13,930 - mmaction - INFO - Epoch [31][440/1345] lr: 1.000e-03, eta: 3:58:56, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8336, loss_cls: 1.6080, loss: 1.6080, grad_norm: 8.1807 2021-03-17 01:49:25,122 - mmaction - INFO - Epoch [31][460/1345] lr: 1.000e-03, eta: 3:58:45, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8211, loss_cls: 1.6326, loss: 1.6326, grad_norm: 8.3185 2021-03-17 01:49:36,168 - mmaction - INFO - Epoch [31][480/1345] lr: 1.000e-03, eta: 3:58:34, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8102, loss_cls: 1.6412, loss: 1.6412, grad_norm: 7.9465 2021-03-17 01:49:47,067 - mmaction - INFO - Epoch [31][500/1345] lr: 1.000e-03, eta: 3:58:24, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8164, loss_cls: 1.6856, loss: 1.6856, grad_norm: 8.1823 2021-03-17 01:49:58,183 - mmaction - INFO - Epoch [31][520/1345] lr: 1.000e-03, eta: 3:58:13, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8328, loss_cls: 1.5950, loss: 1.5950, grad_norm: 8.0852 2021-03-17 01:50:09,248 - mmaction - INFO - Epoch [31][540/1345] lr: 1.000e-03, eta: 3:58:02, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8203, loss_cls: 1.6404, loss: 1.6404, grad_norm: 7.9498 2021-03-17 01:50:18,532 - mmaction - INFO - Epoch [31][560/1345] lr: 1.000e-03, eta: 3:57:50, time: 0.463, data_time: 0.001, memory: 7066, top1_acc: 0.5977, top5_acc: 0.8203, loss_cls: 1.6288, loss: 1.6288, grad_norm: 8.2070 2021-03-17 01:50:26,277 - mmaction - INFO - Epoch [31][580/1345] lr: 1.000e-03, eta: 3:57:38, time: 0.388, data_time: 0.001, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8211, loss_cls: 1.6246, loss: 1.6246, grad_norm: 8.1128 2021-03-17 01:50:34,029 - mmaction - INFO - Epoch [31][600/1345] lr: 1.000e-03, eta: 3:57:25, time: 0.386, data_time: 0.000, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8289, loss_cls: 1.6067, loss: 1.6067, grad_norm: 8.0860 2021-03-17 01:50:42,918 - mmaction - INFO - Epoch [31][620/1345] lr: 1.000e-03, eta: 3:57:13, time: 0.446, data_time: 0.002, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8125, loss_cls: 1.6462, loss: 1.6462, grad_norm: 7.9493 2021-03-17 01:50:53,765 - mmaction - INFO - Epoch [31][640/1345] lr: 1.000e-03, eta: 3:57:02, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8070, loss_cls: 1.6593, loss: 1.6593, grad_norm: 8.3096 2021-03-17 01:51:04,698 - mmaction - INFO - Epoch [31][660/1345] lr: 1.000e-03, eta: 3:56:51, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8289, loss_cls: 1.5767, loss: 1.5767, grad_norm: 7.6860 2021-03-17 01:51:15,485 - mmaction - INFO - Epoch [31][680/1345] lr: 1.000e-03, eta: 3:56:40, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8234, loss_cls: 1.6269, loss: 1.6269, grad_norm: 8.2471 2021-03-17 01:51:26,419 - mmaction - INFO - Epoch [31][700/1345] lr: 1.000e-03, eta: 3:56:29, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8289, loss_cls: 1.6005, loss: 1.6005, grad_norm: 8.1815 2021-03-17 01:51:37,458 - mmaction - INFO - Epoch [31][720/1345] lr: 1.000e-03, eta: 3:56:19, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8305, loss_cls: 1.6339, loss: 1.6339, grad_norm: 8.4678 2021-03-17 01:51:48,483 - mmaction - INFO - Epoch [31][740/1345] lr: 1.000e-03, eta: 3:56:08, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8375, loss_cls: 1.6026, loss: 1.6026, grad_norm: 8.3140 2021-03-17 01:51:59,381 - mmaction - INFO - Epoch [31][760/1345] lr: 1.000e-03, eta: 3:55:57, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8258, loss_cls: 1.6139, loss: 1.6139, grad_norm: 8.1263 2021-03-17 01:52:10,328 - mmaction - INFO - Epoch [31][780/1345] lr: 1.000e-03, eta: 3:55:46, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8359, loss_cls: 1.5576, loss: 1.5576, grad_norm: 8.2476 2021-03-17 01:52:21,218 - mmaction - INFO - Epoch [31][800/1345] lr: 1.000e-03, eta: 3:55:36, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8227, loss_cls: 1.6363, loss: 1.6363, grad_norm: 8.3435 2021-03-17 01:52:32,368 - mmaction - INFO - Epoch [31][820/1345] lr: 1.000e-03, eta: 3:55:25, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8383, loss_cls: 1.5535, loss: 1.5535, grad_norm: 8.0395 2021-03-17 01:52:43,342 - mmaction - INFO - Epoch [31][840/1345] lr: 1.000e-03, eta: 3:55:14, time: 0.550, data_time: 0.002, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8336, loss_cls: 1.6016, loss: 1.6016, grad_norm: 8.1779 2021-03-17 01:52:54,505 - mmaction - INFO - Epoch [31][860/1345] lr: 1.000e-03, eta: 3:55:04, time: 0.558, data_time: 0.000, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8383, loss_cls: 1.5624, loss: 1.5624, grad_norm: 8.0695 2021-03-17 01:53:05,507 - mmaction - INFO - Epoch [31][880/1345] lr: 1.000e-03, eta: 3:54:53, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8313, loss_cls: 1.5977, loss: 1.5977, grad_norm: 7.9934 2021-03-17 01:53:16,779 - mmaction - INFO - Epoch [31][900/1345] lr: 1.000e-03, eta: 3:54:42, time: 0.564, data_time: 0.000, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8219, loss_cls: 1.6183, loss: 1.6183, grad_norm: 8.1325 2021-03-17 01:53:27,845 - mmaction - INFO - Epoch [31][920/1345] lr: 1.000e-03, eta: 3:54:32, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8242, loss_cls: 1.5938, loss: 1.5938, grad_norm: 8.0921 2021-03-17 01:53:38,815 - mmaction - INFO - Epoch [31][940/1345] lr: 1.000e-03, eta: 3:54:21, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.5703, top5_acc: 0.8336, loss_cls: 1.6487, loss: 1.6487, grad_norm: 8.0870 2021-03-17 01:53:49,654 - mmaction - INFO - Epoch [31][960/1345] lr: 1.000e-03, eta: 3:54:10, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.5789, top5_acc: 0.8352, loss_cls: 1.6254, loss: 1.6254, grad_norm: 8.1524 2021-03-17 01:54:00,759 - mmaction - INFO - Epoch [31][980/1345] lr: 1.000e-03, eta: 3:53:59, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8352, loss_cls: 1.6352, loss: 1.6352, grad_norm: 8.1721 2021-03-17 01:54:11,844 - mmaction - INFO - Epoch [31][1000/1345] lr: 1.000e-03, eta: 3:53:49, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8430, loss_cls: 1.5586, loss: 1.5586, grad_norm: 8.0174 2021-03-17 01:54:22,870 - mmaction - INFO - Epoch [31][1020/1345] lr: 1.000e-03, eta: 3:53:38, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8273, loss_cls: 1.5685, loss: 1.5685, grad_norm: 7.7967 2021-03-17 01:54:33,775 - mmaction - INFO - Epoch [31][1040/1345] lr: 1.000e-03, eta: 3:53:27, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8187, loss_cls: 1.6752, loss: 1.6752, grad_norm: 8.0720 2021-03-17 01:54:44,737 - mmaction - INFO - Epoch [31][1060/1345] lr: 1.000e-03, eta: 3:53:17, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.5734, top5_acc: 0.8211, loss_cls: 1.6675, loss: 1.6675, grad_norm: 8.1188 2021-03-17 01:54:55,961 - mmaction - INFO - Epoch [31][1080/1345] lr: 1.000e-03, eta: 3:53:06, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8367, loss_cls: 1.6002, loss: 1.6002, grad_norm: 8.1945 2021-03-17 01:55:07,140 - mmaction - INFO - Epoch [31][1100/1345] lr: 1.000e-03, eta: 3:52:55, time: 0.558, data_time: 0.000, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8391, loss_cls: 1.5607, loss: 1.5607, grad_norm: 7.9911 2021-03-17 01:55:18,119 - mmaction - INFO - Epoch [31][1120/1345] lr: 1.000e-03, eta: 3:52:45, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.5977, top5_acc: 0.8383, loss_cls: 1.5594, loss: 1.5594, grad_norm: 7.8608 2021-03-17 01:55:29,258 - mmaction - INFO - Epoch [31][1140/1345] lr: 1.000e-03, eta: 3:52:34, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8164, loss_cls: 1.6772, loss: 1.6772, grad_norm: 8.1666 2021-03-17 01:55:40,330 - mmaction - INFO - Epoch [31][1160/1345] lr: 1.000e-03, eta: 3:52:23, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8375, loss_cls: 1.6131, loss: 1.6131, grad_norm: 8.0404 2021-03-17 01:55:51,347 - mmaction - INFO - Epoch [31][1180/1345] lr: 1.000e-03, eta: 3:52:13, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.5648, top5_acc: 0.8094, loss_cls: 1.6842, loss: 1.6842, grad_norm: 8.1288 2021-03-17 01:56:02,574 - mmaction - INFO - Epoch [31][1200/1345] lr: 1.000e-03, eta: 3:52:02, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8242, loss_cls: 1.5742, loss: 1.5742, grad_norm: 7.8456 2021-03-17 01:56:13,732 - mmaction - INFO - Epoch [31][1220/1345] lr: 1.000e-03, eta: 3:51:51, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8187, loss_cls: 1.6769, loss: 1.6769, grad_norm: 7.9534 2021-03-17 01:56:24,906 - mmaction - INFO - Epoch [31][1240/1345] lr: 1.000e-03, eta: 3:51:41, time: 0.559, data_time: 0.000, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8086, loss_cls: 1.6772, loss: 1.6772, grad_norm: 8.1036 2021-03-17 01:56:35,917 - mmaction - INFO - Epoch [31][1260/1345] lr: 1.000e-03, eta: 3:51:30, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8469, loss_cls: 1.5506, loss: 1.5506, grad_norm: 8.0846 2021-03-17 01:56:46,847 - mmaction - INFO - Epoch [31][1280/1345] lr: 1.000e-03, eta: 3:51:19, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8383, loss_cls: 1.5692, loss: 1.5692, grad_norm: 8.1004 2021-03-17 01:56:57,864 - mmaction - INFO - Epoch [31][1300/1345] lr: 1.000e-03, eta: 3:51:08, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8320, loss_cls: 1.5862, loss: 1.5862, grad_norm: 8.1453 2021-03-17 01:57:09,039 - mmaction - INFO - Epoch [31][1320/1345] lr: 1.000e-03, eta: 3:50:58, time: 0.559, data_time: 0.000, memory: 7066, top1_acc: 0.5977, top5_acc: 0.8273, loss_cls: 1.5930, loss: 1.5930, grad_norm: 8.0653 2021-03-17 01:57:20,194 - mmaction - INFO - Epoch [31][1340/1345] lr: 1.000e-03, eta: 3:50:47, time: 0.558, data_time: 0.000, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8313, loss_cls: 1.6276, loss: 1.6276, grad_norm: 8.3198 2021-03-17 01:57:23,162 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-03-17 01:57:46,677 - mmaction - INFO - Epoch [32][20/1345] lr: 1.000e-03, eta: 3:50:40, time: 1.156, data_time: 0.595, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8313, loss_cls: 1.5829, loss: 1.5829, grad_norm: 8.3646 2021-03-17 01:57:57,885 - mmaction - INFO - Epoch [32][40/1345] lr: 1.000e-03, eta: 3:50:29, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8336, loss_cls: 1.5629, loss: 1.5629, grad_norm: 8.0676 2021-03-17 01:58:09,125 - mmaction - INFO - Epoch [32][60/1345] lr: 1.000e-03, eta: 3:50:18, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8289, loss_cls: 1.6031, loss: 1.6031, grad_norm: 8.3506 2021-03-17 01:58:20,240 - mmaction - INFO - Epoch [32][80/1345] lr: 1.000e-03, eta: 3:50:08, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8242, loss_cls: 1.6072, loss: 1.6072, grad_norm: 8.3814 2021-03-17 01:58:31,032 - mmaction - INFO - Epoch [32][100/1345] lr: 1.000e-03, eta: 3:49:57, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8305, loss_cls: 1.5787, loss: 1.5787, grad_norm: 8.1805 2021-03-17 01:58:42,115 - mmaction - INFO - Epoch [32][120/1345] lr: 1.000e-03, eta: 3:49:46, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8289, loss_cls: 1.5966, loss: 1.5966, grad_norm: 8.2866 2021-03-17 01:58:53,263 - mmaction - INFO - Epoch [32][140/1345] lr: 1.000e-03, eta: 3:49:35, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8187, loss_cls: 1.6593, loss: 1.6593, grad_norm: 8.2088 2021-03-17 01:59:04,445 - mmaction - INFO - Epoch [32][160/1345] lr: 1.000e-03, eta: 3:49:25, time: 0.559, data_time: 0.000, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8414, loss_cls: 1.5316, loss: 1.5316, grad_norm: 8.0473 2021-03-17 01:59:15,716 - mmaction - INFO - Epoch [32][180/1345] lr: 1.000e-03, eta: 3:49:14, time: 0.563, data_time: 0.000, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8359, loss_cls: 1.5600, loss: 1.5600, grad_norm: 8.1441 2021-03-17 01:59:26,742 - mmaction - INFO - Epoch [32][200/1345] lr: 1.000e-03, eta: 3:49:03, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8211, loss_cls: 1.6203, loss: 1.6203, grad_norm: 8.2610 2021-03-17 01:59:37,797 - mmaction - INFO - Epoch [32][220/1345] lr: 1.000e-03, eta: 3:48:53, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8359, loss_cls: 1.5626, loss: 1.5626, grad_norm: 8.1375 2021-03-17 01:59:48,940 - mmaction - INFO - Epoch [32][240/1345] lr: 1.000e-03, eta: 3:48:42, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8484, loss_cls: 1.5227, loss: 1.5227, grad_norm: 7.9176 2021-03-17 01:59:59,976 - mmaction - INFO - Epoch [32][260/1345] lr: 1.000e-03, eta: 3:48:31, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8297, loss_cls: 1.5794, loss: 1.5794, grad_norm: 8.0117 2021-03-17 02:00:11,249 - mmaction - INFO - Epoch [32][280/1345] lr: 1.000e-03, eta: 3:48:21, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.5977, top5_acc: 0.8219, loss_cls: 1.5774, loss: 1.5774, grad_norm: 8.0986 2021-03-17 02:00:22,179 - mmaction - INFO - Epoch [32][300/1345] lr: 1.000e-03, eta: 3:48:10, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8242, loss_cls: 1.5863, loss: 1.5863, grad_norm: 8.1280 2021-03-17 02:00:33,348 - mmaction - INFO - Epoch [32][320/1345] lr: 1.000e-03, eta: 3:47:59, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8273, loss_cls: 1.6339, loss: 1.6339, grad_norm: 8.4801 2021-03-17 02:00:44,313 - mmaction - INFO - Epoch [32][340/1345] lr: 1.000e-03, eta: 3:47:49, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.5805, top5_acc: 0.8141, loss_cls: 1.6499, loss: 1.6499, grad_norm: 8.3658 2021-03-17 02:00:55,410 - mmaction - INFO - Epoch [32][360/1345] lr: 1.000e-03, eta: 3:47:38, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8227, loss_cls: 1.5980, loss: 1.5980, grad_norm: 8.0948 2021-03-17 02:01:06,662 - mmaction - INFO - Epoch [32][380/1345] lr: 1.000e-03, eta: 3:47:27, time: 0.563, data_time: 0.000, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8359, loss_cls: 1.5454, loss: 1.5454, grad_norm: 8.1706 2021-03-17 02:01:17,681 - mmaction - INFO - Epoch [32][400/1345] lr: 1.000e-03, eta: 3:47:17, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8375, loss_cls: 1.5831, loss: 1.5831, grad_norm: 8.2479 2021-03-17 02:01:28,771 - mmaction - INFO - Epoch [32][420/1345] lr: 1.000e-03, eta: 3:47:06, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8359, loss_cls: 1.5543, loss: 1.5543, grad_norm: 8.1524 2021-03-17 02:01:39,724 - mmaction - INFO - Epoch [32][440/1345] lr: 1.000e-03, eta: 3:46:55, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8266, loss_cls: 1.6354, loss: 1.6354, grad_norm: 8.3735 2021-03-17 02:01:50,934 - mmaction - INFO - Epoch [32][460/1345] lr: 1.000e-03, eta: 3:46:44, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8375, loss_cls: 1.5571, loss: 1.5571, grad_norm: 8.4065 2021-03-17 02:02:01,874 - mmaction - INFO - Epoch [32][480/1345] lr: 1.000e-03, eta: 3:46:34, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8391, loss_cls: 1.5795, loss: 1.5795, grad_norm: 8.4903 2021-03-17 02:02:13,210 - mmaction - INFO - Epoch [32][500/1345] lr: 1.000e-03, eta: 3:46:23, time: 0.566, data_time: 0.000, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8219, loss_cls: 1.6380, loss: 1.6380, grad_norm: 8.3152 2021-03-17 02:02:24,205 - mmaction - INFO - Epoch [32][520/1345] lr: 1.000e-03, eta: 3:46:12, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8328, loss_cls: 1.5653, loss: 1.5653, grad_norm: 8.3224 2021-03-17 02:02:35,475 - mmaction - INFO - Epoch [32][540/1345] lr: 1.000e-03, eta: 3:46:02, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8414, loss_cls: 1.5199, loss: 1.5199, grad_norm: 7.9499 2021-03-17 02:02:46,459 - mmaction - INFO - Epoch [32][560/1345] lr: 1.000e-03, eta: 3:45:51, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8305, loss_cls: 1.5517, loss: 1.5517, grad_norm: 8.1922 2021-03-17 02:02:57,724 - mmaction - INFO - Epoch [32][580/1345] lr: 1.000e-03, eta: 3:45:40, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8328, loss_cls: 1.6151, loss: 1.6151, grad_norm: 8.3348 2021-03-17 02:03:08,800 - mmaction - INFO - Epoch [32][600/1345] lr: 1.000e-03, eta: 3:45:30, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8289, loss_cls: 1.6009, loss: 1.6009, grad_norm: 8.3822 2021-03-17 02:03:20,046 - mmaction - INFO - Epoch [32][620/1345] lr: 1.000e-03, eta: 3:45:19, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.5836, top5_acc: 0.8445, loss_cls: 1.6243, loss: 1.6243, grad_norm: 8.2625 2021-03-17 02:03:31,014 - mmaction - INFO - Epoch [32][640/1345] lr: 1.000e-03, eta: 3:45:08, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8375, loss_cls: 1.5100, loss: 1.5100, grad_norm: 7.8307 2021-03-17 02:03:42,276 - mmaction - INFO - Epoch [32][660/1345] lr: 1.000e-03, eta: 3:44:58, time: 0.563, data_time: 0.000, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8359, loss_cls: 1.5595, loss: 1.5595, grad_norm: 8.0511 2021-03-17 02:03:53,483 - mmaction - INFO - Epoch [32][680/1345] lr: 1.000e-03, eta: 3:44:47, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.5570, top5_acc: 0.8023, loss_cls: 1.7160, loss: 1.7160, grad_norm: 8.5438 2021-03-17 02:04:01,711 - mmaction - INFO - Epoch [32][700/1345] lr: 1.000e-03, eta: 3:44:35, time: 0.410, data_time: 0.000, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8164, loss_cls: 1.6123, loss: 1.6123, grad_norm: 8.3512 2021-03-17 02:04:08,930 - mmaction - INFO - Epoch [32][720/1345] lr: 1.000e-03, eta: 3:44:22, time: 0.361, data_time: 0.012, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8297, loss_cls: 1.6155, loss: 1.6155, grad_norm: 8.2836 2021-03-17 02:04:16,405 - mmaction - INFO - Epoch [32][740/1345] lr: 1.000e-03, eta: 3:44:09, time: 0.374, data_time: 0.002, memory: 7066, top1_acc: 0.5750, top5_acc: 0.8078, loss_cls: 1.6743, loss: 1.6743, grad_norm: 8.5892 2021-03-17 02:04:26,833 - mmaction - INFO - Epoch [32][760/1345] lr: 1.000e-03, eta: 3:43:58, time: 0.522, data_time: 0.010, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8250, loss_cls: 1.6025, loss: 1.6025, grad_norm: 8.3717 2021-03-17 02:04:37,830 - mmaction - INFO - Epoch [32][780/1345] lr: 1.000e-03, eta: 3:43:47, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8289, loss_cls: 1.6168, loss: 1.6168, grad_norm: 8.2505 2021-03-17 02:04:48,651 - mmaction - INFO - Epoch [32][800/1345] lr: 1.000e-03, eta: 3:43:36, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8320, loss_cls: 1.5876, loss: 1.5876, grad_norm: 8.2340 2021-03-17 02:04:59,459 - mmaction - INFO - Epoch [32][820/1345] lr: 1.000e-03, eta: 3:43:25, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8172, loss_cls: 1.6150, loss: 1.6150, grad_norm: 8.3537 2021-03-17 02:05:10,283 - mmaction - INFO - Epoch [32][840/1345] lr: 1.000e-03, eta: 3:43:15, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8375, loss_cls: 1.5989, loss: 1.5989, grad_norm: 8.0668 2021-03-17 02:05:21,037 - mmaction - INFO - Epoch [32][860/1345] lr: 1.000e-03, eta: 3:43:04, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.5977, top5_acc: 0.8414, loss_cls: 1.5471, loss: 1.5471, grad_norm: 8.1030 2021-03-17 02:05:32,177 - mmaction - INFO - Epoch [32][880/1345] lr: 1.000e-03, eta: 3:42:53, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8219, loss_cls: 1.5982, loss: 1.5982, grad_norm: 8.2101 2021-03-17 02:05:43,169 - mmaction - INFO - Epoch [32][900/1345] lr: 1.000e-03, eta: 3:42:42, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8234, loss_cls: 1.5954, loss: 1.5954, grad_norm: 8.2615 2021-03-17 02:05:54,053 - mmaction - INFO - Epoch [32][920/1345] lr: 1.000e-03, eta: 3:42:31, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8266, loss_cls: 1.5897, loss: 1.5897, grad_norm: 8.0621 2021-03-17 02:06:04,996 - mmaction - INFO - Epoch [32][940/1345] lr: 1.000e-03, eta: 3:42:21, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8422, loss_cls: 1.5603, loss: 1.5603, grad_norm: 8.5398 2021-03-17 02:06:15,754 - mmaction - INFO - Epoch [32][960/1345] lr: 1.000e-03, eta: 3:42:10, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8109, loss_cls: 1.6403, loss: 1.6403, grad_norm: 8.2628 2021-03-17 02:06:26,322 - mmaction - INFO - Epoch [32][980/1345] lr: 1.000e-03, eta: 3:41:59, time: 0.528, data_time: 0.001, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8211, loss_cls: 1.6085, loss: 1.6085, grad_norm: 7.9963 2021-03-17 02:06:37,225 - mmaction - INFO - Epoch [32][1000/1345] lr: 1.000e-03, eta: 3:41:48, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8422, loss_cls: 1.4979, loss: 1.4979, grad_norm: 8.0085 2021-03-17 02:06:47,945 - mmaction - INFO - Epoch [32][1020/1345] lr: 1.000e-03, eta: 3:41:37, time: 0.536, data_time: 0.000, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8328, loss_cls: 1.5221, loss: 1.5221, grad_norm: 8.3454 2021-03-17 02:06:58,990 - mmaction - INFO - Epoch [32][1040/1345] lr: 1.000e-03, eta: 3:41:26, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8398, loss_cls: 1.6003, loss: 1.6003, grad_norm: 8.3083 2021-03-17 02:07:09,845 - mmaction - INFO - Epoch [32][1060/1345] lr: 1.000e-03, eta: 3:41:16, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8219, loss_cls: 1.6157, loss: 1.6157, grad_norm: 8.4578 2021-03-17 02:07:20,457 - mmaction - INFO - Epoch [32][1080/1345] lr: 1.000e-03, eta: 3:41:05, time: 0.532, data_time: 0.002, memory: 7066, top1_acc: 0.5813, top5_acc: 0.8219, loss_cls: 1.6441, loss: 1.6441, grad_norm: 8.4683 2021-03-17 02:07:31,439 - mmaction - INFO - Epoch [32][1100/1345] lr: 1.000e-03, eta: 3:40:54, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.5656, top5_acc: 0.8070, loss_cls: 1.7426, loss: 1.7426, grad_norm: 8.3821 2021-03-17 02:07:42,280 - mmaction - INFO - Epoch [32][1120/1345] lr: 1.000e-03, eta: 3:40:43, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8297, loss_cls: 1.5808, loss: 1.5808, grad_norm: 8.2296 2021-03-17 02:07:53,211 - mmaction - INFO - Epoch [32][1140/1345] lr: 1.000e-03, eta: 3:40:32, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8359, loss_cls: 1.5358, loss: 1.5358, grad_norm: 8.2058 2021-03-17 02:08:04,131 - mmaction - INFO - Epoch [32][1160/1345] lr: 1.000e-03, eta: 3:40:21, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8328, loss_cls: 1.6041, loss: 1.6041, grad_norm: 8.3182 2021-03-17 02:08:14,932 - mmaction - INFO - Epoch [32][1180/1345] lr: 1.000e-03, eta: 3:40:11, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8352, loss_cls: 1.5509, loss: 1.5509, grad_norm: 8.1631 2021-03-17 02:08:26,009 - mmaction - INFO - Epoch [32][1200/1345] lr: 1.000e-03, eta: 3:40:00, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8180, loss_cls: 1.6142, loss: 1.6142, grad_norm: 8.0947 2021-03-17 02:08:37,109 - mmaction - INFO - Epoch [32][1220/1345] lr: 1.000e-03, eta: 3:39:49, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8219, loss_cls: 1.6298, loss: 1.6298, grad_norm: 8.0886 2021-03-17 02:08:47,971 - mmaction - INFO - Epoch [32][1240/1345] lr: 1.000e-03, eta: 3:39:38, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8172, loss_cls: 1.6682, loss: 1.6682, grad_norm: 8.1789 2021-03-17 02:08:58,991 - mmaction - INFO - Epoch [32][1260/1345] lr: 1.000e-03, eta: 3:39:28, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8156, loss_cls: 1.6578, loss: 1.6578, grad_norm: 8.3237 2021-03-17 02:09:09,927 - mmaction - INFO - Epoch [32][1280/1345] lr: 1.000e-03, eta: 3:39:17, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8438, loss_cls: 1.5217, loss: 1.5217, grad_norm: 8.3441 2021-03-17 02:09:20,887 - mmaction - INFO - Epoch [32][1300/1345] lr: 1.000e-03, eta: 3:39:06, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8148, loss_cls: 1.6580, loss: 1.6580, grad_norm: 8.4281 2021-03-17 02:09:31,999 - mmaction - INFO - Epoch [32][1320/1345] lr: 1.000e-03, eta: 3:38:55, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.5586, top5_acc: 0.8055, loss_cls: 1.7309, loss: 1.7309, grad_norm: 8.4436 2021-03-17 02:09:42,561 - mmaction - INFO - Epoch [32][1340/1345] lr: 1.000e-03, eta: 3:38:44, time: 0.529, data_time: 0.001, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8250, loss_cls: 1.5860, loss: 1.5860, grad_norm: 7.8832 2021-03-17 02:09:45,549 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-03-17 02:10:50,199 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-17 02:10:50,401 - mmaction - INFO - top1_acc 0.4491 top5_acc 0.7425 2021-03-17 02:10:50,401 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-17 02:10:50,409 - mmaction - INFO - mean_acc 0.4063 2021-03-17 02:10:50,730 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. 2021-03-17 02:10:50,730 - mmaction - INFO - Best top1_acc is 0.4491 at 32 epoch. 2021-03-17 02:10:50,733 - mmaction - INFO - Epoch(val) [32][1345] top1_acc: 0.4491, top5_acc: 0.7425, mean_class_accuracy: 0.4063 2021-03-17 02:11:13,024 - mmaction - INFO - Epoch [33][20/1345] lr: 1.000e-03, eta: 3:38:36, time: 1.114, data_time: 0.543, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8469, loss_cls: 1.5089, loss: 1.5089, grad_norm: 8.1543 2021-03-17 02:11:24,079 - mmaction - INFO - Epoch [33][40/1345] lr: 1.000e-03, eta: 3:38:25, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8313, loss_cls: 1.6124, loss: 1.6124, grad_norm: 8.4868 2021-03-17 02:11:35,004 - mmaction - INFO - Epoch [33][60/1345] lr: 1.000e-03, eta: 3:38:14, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8172, loss_cls: 1.6395, loss: 1.6395, grad_norm: 8.1023 2021-03-17 02:11:46,098 - mmaction - INFO - Epoch [33][80/1345] lr: 1.000e-03, eta: 3:38:03, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8438, loss_cls: 1.5555, loss: 1.5555, grad_norm: 8.4055 2021-03-17 02:11:57,175 - mmaction - INFO - Epoch [33][100/1345] lr: 1.000e-03, eta: 3:37:53, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8187, loss_cls: 1.5977, loss: 1.5977, grad_norm: 8.2049 2021-03-17 02:12:07,911 - mmaction - INFO - Epoch [33][120/1345] lr: 1.000e-03, eta: 3:37:42, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8461, loss_cls: 1.5203, loss: 1.5203, grad_norm: 8.2573 2021-03-17 02:12:18,771 - mmaction - INFO - Epoch [33][140/1345] lr: 1.000e-03, eta: 3:37:31, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8172, loss_cls: 1.6428, loss: 1.6428, grad_norm: 8.3554 2021-03-17 02:12:29,658 - mmaction - INFO - Epoch [33][160/1345] lr: 1.000e-03, eta: 3:37:20, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8289, loss_cls: 1.6011, loss: 1.6011, grad_norm: 8.4718 2021-03-17 02:12:40,593 - mmaction - INFO - Epoch [33][180/1345] lr: 1.000e-03, eta: 3:37:09, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8375, loss_cls: 1.5483, loss: 1.5483, grad_norm: 8.3435 2021-03-17 02:12:51,305 - mmaction - INFO - Epoch [33][200/1345] lr: 1.000e-03, eta: 3:36:58, time: 0.535, data_time: 0.000, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8508, loss_cls: 1.4974, loss: 1.4974, grad_norm: 8.1162 2021-03-17 02:13:02,062 - mmaction - INFO - Epoch [33][220/1345] lr: 1.000e-03, eta: 3:36:48, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8453, loss_cls: 1.5273, loss: 1.5273, grad_norm: 8.2850 2021-03-17 02:13:12,952 - mmaction - INFO - Epoch [33][240/1345] lr: 1.000e-03, eta: 3:36:37, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8164, loss_cls: 1.6517, loss: 1.6517, grad_norm: 8.5373 2021-03-17 02:13:23,994 - mmaction - INFO - Epoch [33][260/1345] lr: 1.000e-03, eta: 3:36:26, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8359, loss_cls: 1.5092, loss: 1.5092, grad_norm: 8.1568 2021-03-17 02:13:34,840 - mmaction - INFO - Epoch [33][280/1345] lr: 1.000e-03, eta: 3:36:15, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8250, loss_cls: 1.6029, loss: 1.6029, grad_norm: 8.5428 2021-03-17 02:13:45,744 - mmaction - INFO - Epoch [33][300/1345] lr: 1.000e-03, eta: 3:36:04, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8484, loss_cls: 1.5319, loss: 1.5319, grad_norm: 8.4500 2021-03-17 02:13:56,648 - mmaction - INFO - Epoch [33][320/1345] lr: 1.000e-03, eta: 3:35:54, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8523, loss_cls: 1.4830, loss: 1.4830, grad_norm: 8.3440 2021-03-17 02:14:07,356 - mmaction - INFO - Epoch [33][340/1345] lr: 1.000e-03, eta: 3:35:43, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8406, loss_cls: 1.5472, loss: 1.5472, grad_norm: 8.2410 2021-03-17 02:14:18,306 - mmaction - INFO - Epoch [33][360/1345] lr: 1.000e-03, eta: 3:35:32, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8250, loss_cls: 1.6144, loss: 1.6144, grad_norm: 8.6889 2021-03-17 02:14:29,122 - mmaction - INFO - Epoch [33][380/1345] lr: 1.000e-03, eta: 3:35:21, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8102, loss_cls: 1.6587, loss: 1.6587, grad_norm: 8.4323 2021-03-17 02:14:40,354 - mmaction - INFO - Epoch [33][400/1345] lr: 1.000e-03, eta: 3:35:10, time: 0.561, data_time: 0.000, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8414, loss_cls: 1.5432, loss: 1.5432, grad_norm: 8.3695 2021-03-17 02:14:51,433 - mmaction - INFO - Epoch [33][420/1345] lr: 1.000e-03, eta: 3:35:00, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8289, loss_cls: 1.5786, loss: 1.5786, grad_norm: 8.4941 2021-03-17 02:15:01,856 - mmaction - INFO - Epoch [33][440/1345] lr: 1.000e-03, eta: 3:34:49, time: 0.522, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8430, loss_cls: 1.5546, loss: 1.5546, grad_norm: 8.6293 2021-03-17 02:15:12,763 - mmaction - INFO - Epoch [33][460/1345] lr: 1.000e-03, eta: 3:34:38, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8242, loss_cls: 1.6005, loss: 1.6005, grad_norm: 8.4290 2021-03-17 02:15:23,484 - mmaction - INFO - Epoch [33][480/1345] lr: 1.000e-03, eta: 3:34:27, time: 0.536, data_time: 0.000, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8414, loss_cls: 1.5052, loss: 1.5052, grad_norm: 8.3713 2021-03-17 02:15:34,458 - mmaction - INFO - Epoch [33][500/1345] lr: 1.000e-03, eta: 3:34:16, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8375, loss_cls: 1.6012, loss: 1.6012, grad_norm: 8.5834 2021-03-17 02:15:45,154 - mmaction - INFO - Epoch [33][520/1345] lr: 1.000e-03, eta: 3:34:05, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8398, loss_cls: 1.5580, loss: 1.5580, grad_norm: 8.1678 2021-03-17 02:15:55,963 - mmaction - INFO - Epoch [33][540/1345] lr: 1.000e-03, eta: 3:33:54, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8383, loss_cls: 1.5367, loss: 1.5367, grad_norm: 8.5614 2021-03-17 02:16:06,774 - mmaction - INFO - Epoch [33][560/1345] lr: 1.000e-03, eta: 3:33:43, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8453, loss_cls: 1.5173, loss: 1.5173, grad_norm: 8.4121 2021-03-17 02:16:17,780 - mmaction - INFO - Epoch [33][580/1345] lr: 1.000e-03, eta: 3:33:33, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8305, loss_cls: 1.5560, loss: 1.5560, grad_norm: 8.3678 2021-03-17 02:16:28,925 - mmaction - INFO - Epoch [33][600/1345] lr: 1.000e-03, eta: 3:33:22, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8383, loss_cls: 1.5255, loss: 1.5255, grad_norm: 8.2999 2021-03-17 02:16:39,922 - mmaction - INFO - Epoch [33][620/1345] lr: 1.000e-03, eta: 3:33:11, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8273, loss_cls: 1.5698, loss: 1.5698, grad_norm: 8.2784 2021-03-17 02:16:50,872 - mmaction - INFO - Epoch [33][640/1345] lr: 1.000e-03, eta: 3:33:00, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8406, loss_cls: 1.4829, loss: 1.4829, grad_norm: 8.1576 2021-03-17 02:17:01,936 - mmaction - INFO - Epoch [33][660/1345] lr: 1.000e-03, eta: 3:32:50, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8133, loss_cls: 1.6584, loss: 1.6584, grad_norm: 8.3386 2021-03-17 02:17:12,864 - mmaction - INFO - Epoch [33][680/1345] lr: 1.000e-03, eta: 3:32:39, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8438, loss_cls: 1.5430, loss: 1.5430, grad_norm: 8.4415 2021-03-17 02:17:20,372 - mmaction - INFO - Epoch [33][700/1345] lr: 1.000e-03, eta: 3:32:26, time: 0.376, data_time: 0.001, memory: 7066, top1_acc: 0.5695, top5_acc: 0.8273, loss_cls: 1.6256, loss: 1.6256, grad_norm: 8.5651 2021-03-17 02:17:28,052 - mmaction - INFO - Epoch [33][720/1345] lr: 1.000e-03, eta: 3:32:14, time: 0.385, data_time: 0.002, memory: 7066, top1_acc: 0.5758, top5_acc: 0.8187, loss_cls: 1.6567, loss: 1.6567, grad_norm: 8.6643 2021-03-17 02:17:35,690 - mmaction - INFO - Epoch [33][740/1345] lr: 1.000e-03, eta: 3:32:01, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8266, loss_cls: 1.6251, loss: 1.6251, grad_norm: 8.5971 2021-03-17 02:17:45,494 - mmaction - INFO - Epoch [33][760/1345] lr: 1.000e-03, eta: 3:31:50, time: 0.491, data_time: 0.001, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8094, loss_cls: 1.6337, loss: 1.6337, grad_norm: 8.1912 2021-03-17 02:17:56,358 - mmaction - INFO - Epoch [33][780/1345] lr: 1.000e-03, eta: 3:31:39, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8266, loss_cls: 1.5954, loss: 1.5954, grad_norm: 8.1771 2021-03-17 02:18:07,167 - mmaction - INFO - Epoch [33][800/1345] lr: 1.000e-03, eta: 3:31:28, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8344, loss_cls: 1.5599, loss: 1.5599, grad_norm: 8.1737 2021-03-17 02:18:18,164 - mmaction - INFO - Epoch [33][820/1345] lr: 1.000e-03, eta: 3:31:17, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8320, loss_cls: 1.5689, loss: 1.5689, grad_norm: 8.4718 2021-03-17 02:18:29,175 - mmaction - INFO - Epoch [33][840/1345] lr: 1.000e-03, eta: 3:31:07, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8234, loss_cls: 1.6508, loss: 1.6508, grad_norm: 8.6884 2021-03-17 02:18:40,068 - mmaction - INFO - Epoch [33][860/1345] lr: 1.000e-03, eta: 3:30:56, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8266, loss_cls: 1.6205, loss: 1.6205, grad_norm: 8.3993 2021-03-17 02:18:50,908 - mmaction - INFO - Epoch [33][880/1345] lr: 1.000e-03, eta: 3:30:45, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8305, loss_cls: 1.5783, loss: 1.5783, grad_norm: 8.3539 2021-03-17 02:19:01,645 - mmaction - INFO - Epoch [33][900/1345] lr: 1.000e-03, eta: 3:30:34, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8477, loss_cls: 1.4727, loss: 1.4727, grad_norm: 7.9426 2021-03-17 02:19:12,548 - mmaction - INFO - Epoch [33][920/1345] lr: 1.000e-03, eta: 3:30:23, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8445, loss_cls: 1.5451, loss: 1.5451, grad_norm: 8.3399 2021-03-17 02:19:23,270 - mmaction - INFO - Epoch [33][940/1345] lr: 1.000e-03, eta: 3:30:12, time: 0.536, data_time: 0.000, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8445, loss_cls: 1.5390, loss: 1.5390, grad_norm: 8.2760 2021-03-17 02:19:33,988 - mmaction - INFO - Epoch [33][960/1345] lr: 1.000e-03, eta: 3:30:01, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8297, loss_cls: 1.6049, loss: 1.6049, grad_norm: 8.2903 2021-03-17 02:19:44,822 - mmaction - INFO - Epoch [33][980/1345] lr: 1.000e-03, eta: 3:29:51, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8305, loss_cls: 1.5781, loss: 1.5781, grad_norm: 8.6810 2021-03-17 02:19:55,556 - mmaction - INFO - Epoch [33][1000/1345] lr: 1.000e-03, eta: 3:29:40, time: 0.536, data_time: 0.000, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8367, loss_cls: 1.5724, loss: 1.5724, grad_norm: 8.6629 2021-03-17 02:20:06,204 - mmaction - INFO - Epoch [33][1020/1345] lr: 1.000e-03, eta: 3:29:29, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8336, loss_cls: 1.5869, loss: 1.5869, grad_norm: 8.7460 2021-03-17 02:20:16,900 - mmaction - INFO - Epoch [33][1040/1345] lr: 1.000e-03, eta: 3:29:18, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8328, loss_cls: 1.5966, loss: 1.5966, grad_norm: 8.7156 2021-03-17 02:20:27,688 - mmaction - INFO - Epoch [33][1060/1345] lr: 1.000e-03, eta: 3:29:07, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8336, loss_cls: 1.5587, loss: 1.5587, grad_norm: 8.4039 2021-03-17 02:20:38,473 - mmaction - INFO - Epoch [33][1080/1345] lr: 1.000e-03, eta: 3:28:56, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8367, loss_cls: 1.5816, loss: 1.5816, grad_norm: 8.5392 2021-03-17 02:20:49,283 - mmaction - INFO - Epoch [33][1100/1345] lr: 1.000e-03, eta: 3:28:45, time: 0.540, data_time: 0.000, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8250, loss_cls: 1.5944, loss: 1.5944, grad_norm: 8.3692 2021-03-17 02:21:00,182 - mmaction - INFO - Epoch [33][1120/1345] lr: 1.000e-03, eta: 3:28:34, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5703, top5_acc: 0.8211, loss_cls: 1.6747, loss: 1.6747, grad_norm: 8.8307 2021-03-17 02:21:11,121 - mmaction - INFO - Epoch [33][1140/1345] lr: 1.000e-03, eta: 3:28:24, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8344, loss_cls: 1.5569, loss: 1.5569, grad_norm: 8.4655 2021-03-17 02:21:21,979 - mmaction - INFO - Epoch [33][1160/1345] lr: 1.000e-03, eta: 3:28:13, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.5750, top5_acc: 0.8187, loss_cls: 1.6331, loss: 1.6331, grad_norm: 8.4566 2021-03-17 02:21:32,707 - mmaction - INFO - Epoch [33][1180/1345] lr: 1.000e-03, eta: 3:28:02, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8187, loss_cls: 1.6049, loss: 1.6049, grad_norm: 8.3109 2021-03-17 02:21:43,659 - mmaction - INFO - Epoch [33][1200/1345] lr: 1.000e-03, eta: 3:27:51, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8430, loss_cls: 1.5733, loss: 1.5733, grad_norm: 8.4352 2021-03-17 02:21:54,536 - mmaction - INFO - Epoch [33][1220/1345] lr: 1.000e-03, eta: 3:27:40, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8398, loss_cls: 1.5859, loss: 1.5859, grad_norm: 8.5475 2021-03-17 02:22:05,211 - mmaction - INFO - Epoch [33][1240/1345] lr: 1.000e-03, eta: 3:27:29, time: 0.533, data_time: 0.000, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8219, loss_cls: 1.6394, loss: 1.6394, grad_norm: 8.5673 2021-03-17 02:22:16,175 - mmaction - INFO - Epoch [33][1260/1345] lr: 1.000e-03, eta: 3:27:19, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8359, loss_cls: 1.5562, loss: 1.5562, grad_norm: 8.3025 2021-03-17 02:22:26,747 - mmaction - INFO - Epoch [33][1280/1345] lr: 1.000e-03, eta: 3:27:08, time: 0.528, data_time: 0.001, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8313, loss_cls: 1.5707, loss: 1.5707, grad_norm: 8.3895 2021-03-17 02:22:37,659 - mmaction - INFO - Epoch [33][1300/1345] lr: 1.000e-03, eta: 3:26:57, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8266, loss_cls: 1.6166, loss: 1.6166, grad_norm: 8.4509 2021-03-17 02:22:48,390 - mmaction - INFO - Epoch [33][1320/1345] lr: 1.000e-03, eta: 3:26:46, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8320, loss_cls: 1.5981, loss: 1.5981, grad_norm: 8.2970 2021-03-17 02:22:59,308 - mmaction - INFO - Epoch [33][1340/1345] lr: 1.000e-03, eta: 3:26:35, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8242, loss_cls: 1.5785, loss: 1.5785, grad_norm: 8.3674 2021-03-17 02:23:02,484 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-03-17 02:23:25,992 - mmaction - INFO - Epoch [34][20/1345] lr: 1.000e-03, eta: 3:26:26, time: 1.156, data_time: 0.596, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8281, loss_cls: 1.6262, loss: 1.6262, grad_norm: 8.4625 2021-03-17 02:23:37,021 - mmaction - INFO - Epoch [34][40/1345] lr: 1.000e-03, eta: 3:26:16, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8359, loss_cls: 1.5234, loss: 1.5234, grad_norm: 8.0560 2021-03-17 02:23:47,889 - mmaction - INFO - Epoch [34][60/1345] lr: 1.000e-03, eta: 3:26:05, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8539, loss_cls: 1.4365, loss: 1.4365, grad_norm: 7.9857 2021-03-17 02:23:59,010 - mmaction - INFO - Epoch [34][80/1345] lr: 1.000e-03, eta: 3:25:54, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8344, loss_cls: 1.5291, loss: 1.5291, grad_norm: 8.3124 2021-03-17 02:24:09,905 - mmaction - INFO - Epoch [34][100/1345] lr: 1.000e-03, eta: 3:25:43, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8172, loss_cls: 1.6224, loss: 1.6224, grad_norm: 8.6087 2021-03-17 02:24:20,838 - mmaction - INFO - Epoch [34][120/1345] lr: 1.000e-03, eta: 3:25:33, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8398, loss_cls: 1.5332, loss: 1.5332, grad_norm: 8.5293 2021-03-17 02:24:31,615 - mmaction - INFO - Epoch [34][140/1345] lr: 1.000e-03, eta: 3:25:22, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8461, loss_cls: 1.4993, loss: 1.4993, grad_norm: 8.0379 2021-03-17 02:24:42,634 - mmaction - INFO - Epoch [34][160/1345] lr: 1.000e-03, eta: 3:25:11, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8328, loss_cls: 1.5672, loss: 1.5672, grad_norm: 8.3455 2021-03-17 02:24:53,479 - mmaction - INFO - Epoch [34][180/1345] lr: 1.000e-03, eta: 3:25:00, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8320, loss_cls: 1.5802, loss: 1.5802, grad_norm: 8.7545 2021-03-17 02:25:04,467 - mmaction - INFO - Epoch [34][200/1345] lr: 1.000e-03, eta: 3:24:49, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8359, loss_cls: 1.6005, loss: 1.6005, grad_norm: 8.6401 2021-03-17 02:25:15,326 - mmaction - INFO - Epoch [34][220/1345] lr: 1.000e-03, eta: 3:24:38, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8391, loss_cls: 1.5454, loss: 1.5454, grad_norm: 8.2502 2021-03-17 02:25:26,211 - mmaction - INFO - Epoch [34][240/1345] lr: 1.000e-03, eta: 3:24:28, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8289, loss_cls: 1.5914, loss: 1.5914, grad_norm: 8.4923 2021-03-17 02:25:36,907 - mmaction - INFO - Epoch [34][260/1345] lr: 1.000e-03, eta: 3:24:17, time: 0.535, data_time: 0.000, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8367, loss_cls: 1.5138, loss: 1.5138, grad_norm: 8.4610 2021-03-17 02:25:47,924 - mmaction - INFO - Epoch [34][280/1345] lr: 1.000e-03, eta: 3:24:06, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8406, loss_cls: 1.5260, loss: 1.5260, grad_norm: 8.2237 2021-03-17 02:25:58,703 - mmaction - INFO - Epoch [34][300/1345] lr: 1.000e-03, eta: 3:23:55, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8453, loss_cls: 1.4965, loss: 1.4965, grad_norm: 8.4332 2021-03-17 02:26:09,750 - mmaction - INFO - Epoch [34][320/1345] lr: 1.000e-03, eta: 3:23:44, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8297, loss_cls: 1.5865, loss: 1.5865, grad_norm: 8.5762 2021-03-17 02:26:20,572 - mmaction - INFO - Epoch [34][340/1345] lr: 1.000e-03, eta: 3:23:33, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8594, loss_cls: 1.4440, loss: 1.4440, grad_norm: 8.2234 2021-03-17 02:26:31,383 - mmaction - INFO - Epoch [34][360/1345] lr: 1.000e-03, eta: 3:23:23, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8305, loss_cls: 1.6109, loss: 1.6109, grad_norm: 8.4124 2021-03-17 02:26:42,337 - mmaction - INFO - Epoch [34][380/1345] lr: 1.000e-03, eta: 3:23:12, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8273, loss_cls: 1.5507, loss: 1.5507, grad_norm: 8.4081 2021-03-17 02:26:53,080 - mmaction - INFO - Epoch [34][400/1345] lr: 1.000e-03, eta: 3:23:01, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8281, loss_cls: 1.5863, loss: 1.5863, grad_norm: 8.4120 2021-03-17 02:27:04,013 - mmaction - INFO - Epoch [34][420/1345] lr: 1.000e-03, eta: 3:22:50, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8422, loss_cls: 1.5351, loss: 1.5351, grad_norm: 8.6311 2021-03-17 02:27:15,008 - mmaction - INFO - Epoch [34][440/1345] lr: 1.000e-03, eta: 3:22:39, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8430, loss_cls: 1.5846, loss: 1.5846, grad_norm: 8.4609 2021-03-17 02:27:25,977 - mmaction - INFO - Epoch [34][460/1345] lr: 1.000e-03, eta: 3:22:29, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8414, loss_cls: 1.5414, loss: 1.5414, grad_norm: 8.6066 2021-03-17 02:27:37,108 - mmaction - INFO - Epoch [34][480/1345] lr: 1.000e-03, eta: 3:22:18, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8477, loss_cls: 1.4602, loss: 1.4602, grad_norm: 8.2281 2021-03-17 02:27:48,246 - mmaction - INFO - Epoch [34][500/1345] lr: 1.000e-03, eta: 3:22:07, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8219, loss_cls: 1.5549, loss: 1.5549, grad_norm: 8.4276 2021-03-17 02:27:59,033 - mmaction - INFO - Epoch [34][520/1345] lr: 1.000e-03, eta: 3:21:56, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8266, loss_cls: 1.5525, loss: 1.5525, grad_norm: 8.7027 2021-03-17 02:28:10,068 - mmaction - INFO - Epoch [34][540/1345] lr: 1.000e-03, eta: 3:21:46, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8297, loss_cls: 1.6481, loss: 1.6481, grad_norm: 8.7209 2021-03-17 02:28:20,863 - mmaction - INFO - Epoch [34][560/1345] lr: 1.000e-03, eta: 3:21:35, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8281, loss_cls: 1.5804, loss: 1.5804, grad_norm: 8.4147 2021-03-17 02:28:31,829 - mmaction - INFO - Epoch [34][580/1345] lr: 1.000e-03, eta: 3:21:24, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8422, loss_cls: 1.5258, loss: 1.5258, grad_norm: 8.7076 2021-03-17 02:28:42,857 - mmaction - INFO - Epoch [34][600/1345] lr: 1.000e-03, eta: 3:21:13, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.5758, top5_acc: 0.8336, loss_cls: 1.6202, loss: 1.6202, grad_norm: 8.7916 2021-03-17 02:28:53,704 - mmaction - INFO - Epoch [34][620/1345] lr: 1.000e-03, eta: 3:21:02, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8297, loss_cls: 1.5958, loss: 1.5958, grad_norm: 8.8014 2021-03-17 02:29:04,694 - mmaction - INFO - Epoch [34][640/1345] lr: 1.000e-03, eta: 3:20:52, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8391, loss_cls: 1.5684, loss: 1.5684, grad_norm: 8.6587 2021-03-17 02:29:15,921 - mmaction - INFO - Epoch [34][660/1345] lr: 1.000e-03, eta: 3:20:41, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8305, loss_cls: 1.6021, loss: 1.6021, grad_norm: 8.7091 2021-03-17 02:29:26,801 - mmaction - INFO - Epoch [34][680/1345] lr: 1.000e-03, eta: 3:20:30, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8398, loss_cls: 1.4980, loss: 1.4980, grad_norm: 8.4157 2021-03-17 02:29:37,952 - mmaction - INFO - Epoch [34][700/1345] lr: 1.000e-03, eta: 3:20:19, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8406, loss_cls: 1.6001, loss: 1.6001, grad_norm: 9.0248 2021-03-17 02:29:48,798 - mmaction - INFO - Epoch [34][720/1345] lr: 1.000e-03, eta: 3:20:09, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8336, loss_cls: 1.6180, loss: 1.6180, grad_norm: 8.8523 2021-03-17 02:29:59,753 - mmaction - INFO - Epoch [34][740/1345] lr: 1.000e-03, eta: 3:19:58, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8539, loss_cls: 1.4487, loss: 1.4487, grad_norm: 8.5223 2021-03-17 02:30:10,410 - mmaction - INFO - Epoch [34][760/1345] lr: 1.000e-03, eta: 3:19:47, time: 0.532, data_time: 0.001, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8383, loss_cls: 1.5773, loss: 1.5773, grad_norm: 8.7266 2021-03-17 02:30:21,484 - mmaction - INFO - Epoch [34][780/1345] lr: 1.000e-03, eta: 3:19:36, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8211, loss_cls: 1.6394, loss: 1.6394, grad_norm: 8.5293 2021-03-17 02:30:32,266 - mmaction - INFO - Epoch [34][800/1345] lr: 1.000e-03, eta: 3:19:25, time: 0.540, data_time: 0.002, memory: 7066, top1_acc: 0.5805, top5_acc: 0.8320, loss_cls: 1.5959, loss: 1.5959, grad_norm: 8.7694 2021-03-17 02:30:43,278 - mmaction - INFO - Epoch [34][820/1345] lr: 1.000e-03, eta: 3:19:14, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8297, loss_cls: 1.5523, loss: 1.5523, grad_norm: 8.3811 2021-03-17 02:30:54,102 - mmaction - INFO - Epoch [34][840/1345] lr: 1.000e-03, eta: 3:19:04, time: 0.543, data_time: 0.003, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8328, loss_cls: 1.5262, loss: 1.5262, grad_norm: 8.5482 2021-03-17 02:31:04,993 - mmaction - INFO - Epoch [34][860/1345] lr: 1.000e-03, eta: 3:18:53, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8406, loss_cls: 1.5692, loss: 1.5692, grad_norm: 8.6215 2021-03-17 02:31:13,850 - mmaction - INFO - Epoch [34][880/1345] lr: 1.000e-03, eta: 3:18:41, time: 0.442, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8367, loss_cls: 1.4826, loss: 1.4826, grad_norm: 8.2530 2021-03-17 02:31:22,848 - mmaction - INFO - Epoch [34][900/1345] lr: 1.000e-03, eta: 3:18:29, time: 0.450, data_time: 0.001, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8156, loss_cls: 1.6365, loss: 1.6365, grad_norm: 8.8032 2021-03-17 02:31:31,750 - mmaction - INFO - Epoch [34][920/1345] lr: 1.000e-03, eta: 3:18:17, time: 0.446, data_time: 0.001, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8508, loss_cls: 1.5031, loss: 1.5031, grad_norm: 8.6120 2021-03-17 02:31:40,734 - mmaction - INFO - Epoch [34][940/1345] lr: 1.000e-03, eta: 3:18:06, time: 0.449, data_time: 0.000, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8156, loss_cls: 1.6043, loss: 1.6043, grad_norm: 8.6522 2021-03-17 02:31:49,781 - mmaction - INFO - Epoch [34][960/1345] lr: 1.000e-03, eta: 3:17:54, time: 0.452, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8359, loss_cls: 1.5939, loss: 1.5939, grad_norm: 8.5966 2021-03-17 02:31:58,796 - mmaction - INFO - Epoch [34][980/1345] lr: 1.000e-03, eta: 3:17:42, time: 0.452, data_time: 0.001, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8195, loss_cls: 1.5842, loss: 1.5842, grad_norm: 8.5332 2021-03-17 02:32:07,811 - mmaction - INFO - Epoch [34][1000/1345] lr: 1.000e-03, eta: 3:17:30, time: 0.450, data_time: 0.000, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8430, loss_cls: 1.5504, loss: 1.5504, grad_norm: 8.5584 2021-03-17 02:32:16,793 - mmaction - INFO - Epoch [34][1020/1345] lr: 1.000e-03, eta: 3:17:19, time: 0.449, data_time: 0.001, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8430, loss_cls: 1.5239, loss: 1.5239, grad_norm: 8.6478 2021-03-17 02:32:25,774 - mmaction - INFO - Epoch [34][1040/1345] lr: 1.000e-03, eta: 3:17:07, time: 0.448, data_time: 0.001, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8359, loss_cls: 1.5536, loss: 1.5536, grad_norm: 8.4671 2021-03-17 02:32:34,776 - mmaction - INFO - Epoch [34][1060/1345] lr: 1.000e-03, eta: 3:16:55, time: 0.452, data_time: 0.002, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8383, loss_cls: 1.5595, loss: 1.5595, grad_norm: 8.7000 2021-03-17 02:32:43,720 - mmaction - INFO - Epoch [34][1080/1345] lr: 1.000e-03, eta: 3:16:44, time: 0.447, data_time: 0.000, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8289, loss_cls: 1.5637, loss: 1.5637, grad_norm: 8.7439 2021-03-17 02:32:52,722 - mmaction - INFO - Epoch [34][1100/1345] lr: 1.000e-03, eta: 3:16:32, time: 0.449, data_time: 0.001, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8320, loss_cls: 1.5784, loss: 1.5784, grad_norm: 8.6927 2021-03-17 02:33:01,754 - mmaction - INFO - Epoch [34][1120/1345] lr: 1.000e-03, eta: 3:16:20, time: 0.451, data_time: 0.001, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8336, loss_cls: 1.5981, loss: 1.5981, grad_norm: 8.7448 2021-03-17 02:33:10,738 - mmaction - INFO - Epoch [34][1140/1345] lr: 1.000e-03, eta: 3:16:08, time: 0.450, data_time: 0.002, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8242, loss_cls: 1.5971, loss: 1.5971, grad_norm: 8.7326 2021-03-17 02:33:19,682 - mmaction - INFO - Epoch [34][1160/1345] lr: 1.000e-03, eta: 3:15:57, time: 0.447, data_time: 0.001, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8305, loss_cls: 1.5844, loss: 1.5844, grad_norm: 8.5569 2021-03-17 02:33:28,659 - mmaction - INFO - Epoch [34][1180/1345] lr: 1.000e-03, eta: 3:15:45, time: 0.449, data_time: 0.001, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8438, loss_cls: 1.5106, loss: 1.5106, grad_norm: 8.5544 2021-03-17 02:33:37,661 - mmaction - INFO - Epoch [34][1200/1345] lr: 1.000e-03, eta: 3:15:33, time: 0.450, data_time: 0.001, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8445, loss_cls: 1.5094, loss: 1.5094, grad_norm: 8.5619 2021-03-17 02:33:46,663 - mmaction - INFO - Epoch [34][1220/1345] lr: 1.000e-03, eta: 3:15:22, time: 0.450, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8211, loss_cls: 1.6316, loss: 1.6316, grad_norm: 9.2142 2021-03-17 02:33:55,615 - mmaction - INFO - Epoch [34][1240/1345] lr: 1.000e-03, eta: 3:15:10, time: 0.448, data_time: 0.001, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8273, loss_cls: 1.5506, loss: 1.5506, grad_norm: 8.6127 2021-03-17 02:34:04,527 - mmaction - INFO - Epoch [34][1260/1345] lr: 1.000e-03, eta: 3:14:58, time: 0.446, data_time: 0.002, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8375, loss_cls: 1.5394, loss: 1.5394, grad_norm: 8.5748 2021-03-17 02:34:13,532 - mmaction - INFO - Epoch [34][1280/1345] lr: 1.000e-03, eta: 3:14:46, time: 0.450, data_time: 0.001, memory: 7066, top1_acc: 0.5781, top5_acc: 0.8219, loss_cls: 1.6528, loss: 1.6528, grad_norm: 8.8456 2021-03-17 02:34:22,434 - mmaction - INFO - Epoch [34][1300/1345] lr: 1.000e-03, eta: 3:14:35, time: 0.444, data_time: 0.000, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8203, loss_cls: 1.5784, loss: 1.5784, grad_norm: 8.3454 2021-03-17 02:34:31,368 - mmaction - INFO - Epoch [34][1320/1345] lr: 1.000e-03, eta: 3:14:23, time: 0.447, data_time: 0.001, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8336, loss_cls: 1.5566, loss: 1.5566, grad_norm: 8.7923 2021-03-17 02:34:39,509 - mmaction - INFO - Epoch [34][1340/1345] lr: 1.000e-03, eta: 3:14:11, time: 0.407, data_time: 0.001, memory: 7066, top1_acc: 0.5867, top5_acc: 0.8297, loss_cls: 1.5853, loss: 1.5853, grad_norm: 8.8682 2021-03-17 02:34:41,419 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-03-17 02:35:45,757 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-17 02:35:45,903 - mmaction - INFO - top1_acc 0.4507 top5_acc 0.7408 2021-03-17 02:35:45,903 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-17 02:35:45,912 - mmaction - INFO - mean_acc 0.4054 2021-03-17 02:35:46,236 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_34.pth. 2021-03-17 02:35:46,236 - mmaction - INFO - Best top1_acc is 0.4507 at 34 epoch. 2021-03-17 02:35:46,243 - mmaction - INFO - Epoch(val) [34][1345] top1_acc: 0.4507, top5_acc: 0.7408, mean_class_accuracy: 0.4054 2021-03-17 02:36:08,563 - mmaction - INFO - Epoch [35][20/1345] lr: 1.000e-03, eta: 3:14:01, time: 1.114, data_time: 0.569, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8109, loss_cls: 1.6502, loss: 1.6502, grad_norm: 8.6548 2021-03-17 02:36:19,429 - mmaction - INFO - Epoch [35][40/1345] lr: 1.000e-03, eta: 3:13:51, time: 0.545, data_time: 0.002, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8461, loss_cls: 1.4995, loss: 1.4995, grad_norm: 8.5435 2021-03-17 02:36:30,279 - mmaction - INFO - Epoch [35][60/1345] lr: 1.000e-03, eta: 3:13:40, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.5805, top5_acc: 0.8187, loss_cls: 1.6575, loss: 1.6575, grad_norm: 8.6824 2021-03-17 02:36:41,144 - mmaction - INFO - Epoch [35][80/1345] lr: 1.000e-03, eta: 3:13:29, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8195, loss_cls: 1.6207, loss: 1.6207, grad_norm: 8.7261 2021-03-17 02:36:51,848 - mmaction - INFO - Epoch [35][100/1345] lr: 1.000e-03, eta: 3:13:18, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8445, loss_cls: 1.5251, loss: 1.5251, grad_norm: 8.6351 2021-03-17 02:37:02,783 - mmaction - INFO - Epoch [35][120/1345] lr: 1.000e-03, eta: 3:13:07, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8281, loss_cls: 1.5852, loss: 1.5852, grad_norm: 8.5406 2021-03-17 02:37:13,518 - mmaction - INFO - Epoch [35][140/1345] lr: 1.000e-03, eta: 3:12:56, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.5852, top5_acc: 0.8203, loss_cls: 1.5920, loss: 1.5920, grad_norm: 8.6305 2021-03-17 02:37:24,403 - mmaction - INFO - Epoch [35][160/1345] lr: 1.000e-03, eta: 3:12:46, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8406, loss_cls: 1.5136, loss: 1.5136, grad_norm: 8.4712 2021-03-17 02:37:35,384 - mmaction - INFO - Epoch [35][180/1345] lr: 1.000e-03, eta: 3:12:35, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8344, loss_cls: 1.5354, loss: 1.5354, grad_norm: 8.3120 2021-03-17 02:37:46,326 - mmaction - INFO - Epoch [35][200/1345] lr: 1.000e-03, eta: 3:12:24, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8398, loss_cls: 1.5394, loss: 1.5394, grad_norm: 8.5764 2021-03-17 02:37:57,258 - mmaction - INFO - Epoch [35][220/1345] lr: 1.000e-03, eta: 3:12:13, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8453, loss_cls: 1.5015, loss: 1.5015, grad_norm: 8.3616 2021-03-17 02:38:08,175 - mmaction - INFO - Epoch [35][240/1345] lr: 1.000e-03, eta: 3:12:03, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8273, loss_cls: 1.5865, loss: 1.5865, grad_norm: 8.4292 2021-03-17 02:38:19,074 - mmaction - INFO - Epoch [35][260/1345] lr: 1.000e-03, eta: 3:11:52, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8375, loss_cls: 1.4923, loss: 1.4923, grad_norm: 8.5032 2021-03-17 02:38:29,848 - mmaction - INFO - Epoch [35][280/1345] lr: 1.000e-03, eta: 3:11:41, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8453, loss_cls: 1.5120, loss: 1.5120, grad_norm: 8.4470 2021-03-17 02:38:40,642 - mmaction - INFO - Epoch [35][300/1345] lr: 1.000e-03, eta: 3:11:30, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8336, loss_cls: 1.5156, loss: 1.5156, grad_norm: 8.2473 2021-03-17 02:38:51,696 - mmaction - INFO - Epoch [35][320/1345] lr: 1.000e-03, eta: 3:11:19, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8492, loss_cls: 1.5089, loss: 1.5089, grad_norm: 8.3419 2021-03-17 02:39:02,458 - mmaction - INFO - Epoch [35][340/1345] lr: 1.000e-03, eta: 3:11:08, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8539, loss_cls: 1.4422, loss: 1.4422, grad_norm: 8.3345 2021-03-17 02:39:13,165 - mmaction - INFO - Epoch [35][360/1345] lr: 1.000e-03, eta: 3:10:58, time: 0.535, data_time: 0.000, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8289, loss_cls: 1.5442, loss: 1.5442, grad_norm: 8.5683 2021-03-17 02:39:23,946 - mmaction - INFO - Epoch [35][380/1345] lr: 1.000e-03, eta: 3:10:47, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8414, loss_cls: 1.5147, loss: 1.5147, grad_norm: 8.7998 2021-03-17 02:39:34,835 - mmaction - INFO - Epoch [35][400/1345] lr: 1.000e-03, eta: 3:10:36, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8297, loss_cls: 1.5700, loss: 1.5700, grad_norm: 8.8919 2021-03-17 02:39:45,753 - mmaction - INFO - Epoch [35][420/1345] lr: 1.000e-03, eta: 3:10:25, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8453, loss_cls: 1.5774, loss: 1.5774, grad_norm: 8.7366 2021-03-17 02:39:56,702 - mmaction - INFO - Epoch [35][440/1345] lr: 1.000e-03, eta: 3:10:14, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8539, loss_cls: 1.4669, loss: 1.4669, grad_norm: 8.6150 2021-03-17 02:40:07,539 - mmaction - INFO - Epoch [35][460/1345] lr: 1.000e-03, eta: 3:10:04, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8211, loss_cls: 1.6092, loss: 1.6092, grad_norm: 8.8822 2021-03-17 02:40:18,527 - mmaction - INFO - Epoch [35][480/1345] lr: 1.000e-03, eta: 3:09:53, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8414, loss_cls: 1.5622, loss: 1.5622, grad_norm: 8.6225 2021-03-17 02:40:29,164 - mmaction - INFO - Epoch [35][500/1345] lr: 1.000e-03, eta: 3:09:42, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.5750, top5_acc: 0.8266, loss_cls: 1.6281, loss: 1.6281, grad_norm: 8.9633 2021-03-17 02:40:40,058 - mmaction - INFO - Epoch [35][520/1345] lr: 1.000e-03, eta: 3:09:31, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8438, loss_cls: 1.5453, loss: 1.5453, grad_norm: 8.6209 2021-03-17 02:40:50,949 - mmaction - INFO - Epoch [35][540/1345] lr: 1.000e-03, eta: 3:09:20, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8383, loss_cls: 1.5304, loss: 1.5304, grad_norm: 8.8210 2021-03-17 02:41:01,703 - mmaction - INFO - Epoch [35][560/1345] lr: 1.000e-03, eta: 3:09:09, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8422, loss_cls: 1.4598, loss: 1.4598, grad_norm: 8.3809 2021-03-17 02:41:12,639 - mmaction - INFO - Epoch [35][580/1345] lr: 1.000e-03, eta: 3:08:59, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8266, loss_cls: 1.6245, loss: 1.6245, grad_norm: 9.2762 2021-03-17 02:41:23,387 - mmaction - INFO - Epoch [35][600/1345] lr: 1.000e-03, eta: 3:08:48, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.5727, top5_acc: 0.8234, loss_cls: 1.6589, loss: 1.6589, grad_norm: 8.9637 2021-03-17 02:41:34,197 - mmaction - INFO - Epoch [35][620/1345] lr: 1.000e-03, eta: 3:08:37, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8352, loss_cls: 1.5629, loss: 1.5629, grad_norm: 8.9390 2021-03-17 02:41:44,875 - mmaction - INFO - Epoch [35][640/1345] lr: 1.000e-03, eta: 3:08:26, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8406, loss_cls: 1.5602, loss: 1.5602, grad_norm: 8.5857 2021-03-17 02:41:55,742 - mmaction - INFO - Epoch [35][660/1345] lr: 1.000e-03, eta: 3:08:15, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8453, loss_cls: 1.5204, loss: 1.5204, grad_norm: 8.5683 2021-03-17 02:42:06,447 - mmaction - INFO - Epoch [35][680/1345] lr: 1.000e-03, eta: 3:08:04, time: 0.536, data_time: 0.002, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8289, loss_cls: 1.5723, loss: 1.5723, grad_norm: 8.6221 2021-03-17 02:42:17,180 - mmaction - INFO - Epoch [35][700/1345] lr: 1.000e-03, eta: 3:07:53, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8492, loss_cls: 1.4695, loss: 1.4695, grad_norm: 8.5585 2021-03-17 02:42:27,745 - mmaction - INFO - Epoch [35][720/1345] lr: 1.000e-03, eta: 3:07:42, time: 0.527, data_time: 0.001, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8156, loss_cls: 1.6615, loss: 1.6615, grad_norm: 8.9511 2021-03-17 02:42:38,506 - mmaction - INFO - Epoch [35][740/1345] lr: 1.000e-03, eta: 3:07:32, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8289, loss_cls: 1.5530, loss: 1.5530, grad_norm: 8.5609 2021-03-17 02:42:49,263 - mmaction - INFO - Epoch [35][760/1345] lr: 1.000e-03, eta: 3:07:21, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8195, loss_cls: 1.5633, loss: 1.5633, grad_norm: 8.7456 2021-03-17 02:43:00,063 - mmaction - INFO - Epoch [35][780/1345] lr: 1.000e-03, eta: 3:07:10, time: 0.540, data_time: 0.000, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8227, loss_cls: 1.5760, loss: 1.5760, grad_norm: 8.7178 2021-03-17 02:43:11,099 - mmaction - INFO - Epoch [35][800/1345] lr: 1.000e-03, eta: 3:06:59, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8375, loss_cls: 1.5637, loss: 1.5637, grad_norm: 8.7299 2021-03-17 02:43:22,102 - mmaction - INFO - Epoch [35][820/1345] lr: 1.000e-03, eta: 3:06:48, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8414, loss_cls: 1.5038, loss: 1.5038, grad_norm: 8.8278 2021-03-17 02:43:33,011 - mmaction - INFO - Epoch [35][840/1345] lr: 1.000e-03, eta: 3:06:38, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.5789, top5_acc: 0.8406, loss_cls: 1.5864, loss: 1.5864, grad_norm: 8.9942 2021-03-17 02:43:43,921 - mmaction - INFO - Epoch [35][860/1345] lr: 1.000e-03, eta: 3:06:27, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.5773, top5_acc: 0.8273, loss_cls: 1.5701, loss: 1.5701, grad_norm: 8.7924 2021-03-17 02:43:54,700 - mmaction - INFO - Epoch [35][880/1345] lr: 1.000e-03, eta: 3:06:16, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8578, loss_cls: 1.4750, loss: 1.4750, grad_norm: 8.3917 2021-03-17 02:44:05,564 - mmaction - INFO - Epoch [35][900/1345] lr: 1.000e-03, eta: 3:06:05, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8328, loss_cls: 1.5227, loss: 1.5227, grad_norm: 8.7951 2021-03-17 02:44:16,488 - mmaction - INFO - Epoch [35][920/1345] lr: 1.000e-03, eta: 3:05:54, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8555, loss_cls: 1.4604, loss: 1.4604, grad_norm: 8.4640 2021-03-17 02:44:27,323 - mmaction - INFO - Epoch [35][940/1345] lr: 1.000e-03, eta: 3:05:44, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.5977, top5_acc: 0.8281, loss_cls: 1.5771, loss: 1.5771, grad_norm: 8.9494 2021-03-17 02:44:38,161 - mmaction - INFO - Epoch [35][960/1345] lr: 1.000e-03, eta: 3:05:33, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8391, loss_cls: 1.5304, loss: 1.5304, grad_norm: 8.4138 2021-03-17 02:44:48,937 - mmaction - INFO - Epoch [35][980/1345] lr: 1.000e-03, eta: 3:05:22, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8477, loss_cls: 1.5367, loss: 1.5367, grad_norm: 8.7669 2021-03-17 02:44:59,993 - mmaction - INFO - Epoch [35][1000/1345] lr: 1.000e-03, eta: 3:05:11, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.5719, top5_acc: 0.8289, loss_cls: 1.6328, loss: 1.6328, grad_norm: 9.2446 2021-03-17 02:45:11,051 - mmaction - INFO - Epoch [35][1020/1345] lr: 1.000e-03, eta: 3:05:00, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8367, loss_cls: 1.5236, loss: 1.5236, grad_norm: 8.5201 2021-03-17 02:45:21,874 - mmaction - INFO - Epoch [35][1040/1345] lr: 1.000e-03, eta: 3:04:50, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8406, loss_cls: 1.5279, loss: 1.5279, grad_norm: 8.7982 2021-03-17 02:45:32,763 - mmaction - INFO - Epoch [35][1060/1345] lr: 1.000e-03, eta: 3:04:39, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8453, loss_cls: 1.5530, loss: 1.5530, grad_norm: 8.5774 2021-03-17 02:45:43,483 - mmaction - INFO - Epoch [35][1080/1345] lr: 1.000e-03, eta: 3:04:28, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8414, loss_cls: 1.5326, loss: 1.5326, grad_norm: 8.7660 2021-03-17 02:45:54,312 - mmaction - INFO - Epoch [35][1100/1345] lr: 1.000e-03, eta: 3:04:17, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8453, loss_cls: 1.5301, loss: 1.5301, grad_norm: 8.8743 2021-03-17 02:46:05,249 - mmaction - INFO - Epoch [35][1120/1345] lr: 1.000e-03, eta: 3:04:06, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.5875, top5_acc: 0.8297, loss_cls: 1.6254, loss: 1.6254, grad_norm: 8.7469 2021-03-17 02:46:16,109 - mmaction - INFO - Epoch [35][1140/1345] lr: 1.000e-03, eta: 3:03:55, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8281, loss_cls: 1.6232, loss: 1.6232, grad_norm: 8.8728 2021-03-17 02:46:26,851 - mmaction - INFO - Epoch [35][1160/1345] lr: 1.000e-03, eta: 3:03:45, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8219, loss_cls: 1.5864, loss: 1.5864, grad_norm: 8.7145 2021-03-17 02:46:37,533 - mmaction - INFO - Epoch [35][1180/1345] lr: 1.000e-03, eta: 3:03:34, time: 0.534, data_time: 0.000, memory: 7066, top1_acc: 0.5828, top5_acc: 0.8289, loss_cls: 1.6163, loss: 1.6163, grad_norm: 8.8882 2021-03-17 02:46:48,505 - mmaction - INFO - Epoch [35][1200/1345] lr: 1.000e-03, eta: 3:03:23, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.5797, top5_acc: 0.8445, loss_cls: 1.5206, loss: 1.5206, grad_norm: 8.5907 2021-03-17 02:46:59,455 - mmaction - INFO - Epoch [35][1220/1345] lr: 1.000e-03, eta: 3:03:12, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8398, loss_cls: 1.5549, loss: 1.5549, grad_norm: 8.8684 2021-03-17 02:47:10,385 - mmaction - INFO - Epoch [35][1240/1345] lr: 1.000e-03, eta: 3:03:01, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8164, loss_cls: 1.6424, loss: 1.6424, grad_norm: 9.1872 2021-03-17 02:47:21,336 - mmaction - INFO - Epoch [35][1260/1345] lr: 1.000e-03, eta: 3:02:51, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8430, loss_cls: 1.5410, loss: 1.5410, grad_norm: 8.6076 2021-03-17 02:47:32,189 - mmaction - INFO - Epoch [35][1280/1345] lr: 1.000e-03, eta: 3:02:40, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8445, loss_cls: 1.5484, loss: 1.5484, grad_norm: 8.8104 2021-03-17 02:47:42,887 - mmaction - INFO - Epoch [35][1300/1345] lr: 1.000e-03, eta: 3:02:29, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8516, loss_cls: 1.4950, loss: 1.4950, grad_norm: 8.8175 2021-03-17 02:47:53,656 - mmaction - INFO - Epoch [35][1320/1345] lr: 1.000e-03, eta: 3:02:18, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8281, loss_cls: 1.5747, loss: 1.5747, grad_norm: 8.7648 2021-03-17 02:48:04,350 - mmaction - INFO - Epoch [35][1340/1345] lr: 1.000e-03, eta: 3:02:07, time: 0.535, data_time: 0.000, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8281, loss_cls: 1.6293, loss: 1.6293, grad_norm: 8.8609 2021-03-17 02:48:07,108 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-03-17 02:48:30,602 - mmaction - INFO - Epoch [36][20/1345] lr: 1.000e-03, eta: 3:01:58, time: 1.154, data_time: 0.594, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8187, loss_cls: 1.6082, loss: 1.6082, grad_norm: 8.6638 2021-03-17 02:48:41,338 - mmaction - INFO - Epoch [36][40/1345] lr: 1.000e-03, eta: 3:01:47, time: 0.536, data_time: 0.000, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8406, loss_cls: 1.5287, loss: 1.5287, grad_norm: 8.6416 2021-03-17 02:48:52,518 - mmaction - INFO - Epoch [36][60/1345] lr: 1.000e-03, eta: 3:01:36, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8336, loss_cls: 1.5384, loss: 1.5384, grad_norm: 8.5272 2021-03-17 02:49:03,465 - mmaction - INFO - Epoch [36][80/1345] lr: 1.000e-03, eta: 3:01:25, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8383, loss_cls: 1.5044, loss: 1.5044, grad_norm: 8.5457 2021-03-17 02:49:12,457 - mmaction - INFO - Epoch [36][100/1345] lr: 1.000e-03, eta: 3:01:14, time: 0.449, data_time: 0.002, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8383, loss_cls: 1.5053, loss: 1.5053, grad_norm: 8.7240 2021-03-17 02:49:20,010 - mmaction - INFO - Epoch [36][120/1345] lr: 1.000e-03, eta: 3:01:01, time: 0.379, data_time: 0.001, memory: 7066, top1_acc: 0.5844, top5_acc: 0.8273, loss_cls: 1.5662, loss: 1.5662, grad_norm: 8.9788 2021-03-17 02:49:27,644 - mmaction - INFO - Epoch [36][140/1345] lr: 1.000e-03, eta: 3:00:49, time: 0.381, data_time: 0.000, memory: 7066, top1_acc: 0.5742, top5_acc: 0.8359, loss_cls: 1.6359, loss: 1.6359, grad_norm: 8.8092 2021-03-17 02:49:37,564 - mmaction - INFO - Epoch [36][160/1345] lr: 1.000e-03, eta: 3:00:38, time: 0.496, data_time: 0.001, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8414, loss_cls: 1.5236, loss: 1.5236, grad_norm: 8.8332 2021-03-17 02:49:48,426 - mmaction - INFO - Epoch [36][180/1345] lr: 1.000e-03, eta: 3:00:27, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8484, loss_cls: 1.4647, loss: 1.4647, grad_norm: 8.8329 2021-03-17 02:49:59,170 - mmaction - INFO - Epoch [36][200/1345] lr: 1.000e-03, eta: 3:00:16, time: 0.537, data_time: 0.000, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8461, loss_cls: 1.5335, loss: 1.5335, grad_norm: 8.9692 2021-03-17 02:50:09,943 - mmaction - INFO - Epoch [36][220/1345] lr: 1.000e-03, eta: 3:00:06, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8375, loss_cls: 1.4925, loss: 1.4925, grad_norm: 8.7879 2021-03-17 02:50:20,984 - mmaction - INFO - Epoch [36][240/1345] lr: 1.000e-03, eta: 2:59:55, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8477, loss_cls: 1.4364, loss: 1.4364, grad_norm: 8.7278 2021-03-17 02:50:31,762 - mmaction - INFO - Epoch [36][260/1345] lr: 1.000e-03, eta: 2:59:44, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8305, loss_cls: 1.5861, loss: 1.5861, grad_norm: 9.1165 2021-03-17 02:50:42,641 - mmaction - INFO - Epoch [36][280/1345] lr: 1.000e-03, eta: 2:59:33, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8320, loss_cls: 1.5617, loss: 1.5617, grad_norm: 8.7822 2021-03-17 02:50:53,479 - mmaction - INFO - Epoch [36][300/1345] lr: 1.000e-03, eta: 2:59:22, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8539, loss_cls: 1.4394, loss: 1.4394, grad_norm: 8.5854 2021-03-17 02:51:04,637 - mmaction - INFO - Epoch [36][320/1345] lr: 1.000e-03, eta: 2:59:12, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.5914, top5_acc: 0.8336, loss_cls: 1.5694, loss: 1.5694, grad_norm: 9.0059 2021-03-17 02:51:15,730 - mmaction - INFO - Epoch [36][340/1345] lr: 1.000e-03, eta: 2:59:01, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8500, loss_cls: 1.5056, loss: 1.5056, grad_norm: 8.6310 2021-03-17 02:51:26,427 - mmaction - INFO - Epoch [36][360/1345] lr: 1.000e-03, eta: 2:58:50, time: 0.535, data_time: 0.000, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8531, loss_cls: 1.4798, loss: 1.4798, grad_norm: 8.6754 2021-03-17 02:51:37,438 - mmaction - INFO - Epoch [36][380/1345] lr: 1.000e-03, eta: 2:58:39, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8352, loss_cls: 1.5660, loss: 1.5660, grad_norm: 9.0114 2021-03-17 02:51:48,384 - mmaction - INFO - Epoch [36][400/1345] lr: 1.000e-03, eta: 2:58:28, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8359, loss_cls: 1.5314, loss: 1.5314, grad_norm: 8.9866 2021-03-17 02:51:59,223 - mmaction - INFO - Epoch [36][420/1345] lr: 1.000e-03, eta: 2:58:18, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8234, loss_cls: 1.5697, loss: 1.5697, grad_norm: 8.4229 2021-03-17 02:52:09,865 - mmaction - INFO - Epoch [36][440/1345] lr: 1.000e-03, eta: 2:58:07, time: 0.531, data_time: 0.000, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8289, loss_cls: 1.5314, loss: 1.5314, grad_norm: 8.8818 2021-03-17 02:52:20,691 - mmaction - INFO - Epoch [36][460/1345] lr: 1.000e-03, eta: 2:57:56, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8359, loss_cls: 1.5934, loss: 1.5934, grad_norm: 8.8744 2021-03-17 02:52:31,416 - mmaction - INFO - Epoch [36][480/1345] lr: 1.000e-03, eta: 2:57:45, time: 0.535, data_time: 0.000, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8570, loss_cls: 1.4691, loss: 1.4691, grad_norm: 8.4689 2021-03-17 02:52:42,394 - mmaction - INFO - Epoch [36][500/1345] lr: 1.000e-03, eta: 2:57:34, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8430, loss_cls: 1.4627, loss: 1.4627, grad_norm: 8.4266 2021-03-17 02:52:53,362 - mmaction - INFO - Epoch [36][520/1345] lr: 1.000e-03, eta: 2:57:23, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.5766, top5_acc: 0.8305, loss_cls: 1.6261, loss: 1.6261, grad_norm: 9.3173 2021-03-17 02:53:04,458 - mmaction - INFO - Epoch [36][540/1345] lr: 1.000e-03, eta: 2:57:13, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8445, loss_cls: 1.4253, loss: 1.4253, grad_norm: 8.3914 2021-03-17 02:53:15,183 - mmaction - INFO - Epoch [36][560/1345] lr: 1.000e-03, eta: 2:57:02, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8281, loss_cls: 1.5568, loss: 1.5568, grad_norm: 8.9564 2021-03-17 02:53:26,028 - mmaction - INFO - Epoch [36][580/1345] lr: 1.000e-03, eta: 2:56:51, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8203, loss_cls: 1.6037, loss: 1.6037, grad_norm: 9.0576 2021-03-17 02:53:36,766 - mmaction - INFO - Epoch [36][600/1345] lr: 1.000e-03, eta: 2:56:40, time: 0.537, data_time: 0.000, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8453, loss_cls: 1.5220, loss: 1.5220, grad_norm: 8.9806 2021-03-17 02:53:47,637 - mmaction - INFO - Epoch [36][620/1345] lr: 1.000e-03, eta: 2:56:29, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8375, loss_cls: 1.5978, loss: 1.5978, grad_norm: 8.9440 2021-03-17 02:53:58,434 - mmaction - INFO - Epoch [36][640/1345] lr: 1.000e-03, eta: 2:56:19, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8297, loss_cls: 1.5969, loss: 1.5969, grad_norm: 9.0541 2021-03-17 02:54:09,324 - mmaction - INFO - Epoch [36][660/1345] lr: 1.000e-03, eta: 2:56:08, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8484, loss_cls: 1.4705, loss: 1.4705, grad_norm: 8.6996 2021-03-17 02:54:20,311 - mmaction - INFO - Epoch [36][680/1345] lr: 1.000e-03, eta: 2:55:57, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8477, loss_cls: 1.5218, loss: 1.5218, grad_norm: 8.8583 2021-03-17 02:54:30,976 - mmaction - INFO - Epoch [36][700/1345] lr: 1.000e-03, eta: 2:55:46, time: 0.533, data_time: 0.000, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8406, loss_cls: 1.5156, loss: 1.5156, grad_norm: 8.8761 2021-03-17 02:54:42,034 - mmaction - INFO - Epoch [36][720/1345] lr: 1.000e-03, eta: 2:55:35, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8484, loss_cls: 1.5173, loss: 1.5173, grad_norm: 8.8957 2021-03-17 02:54:52,763 - mmaction - INFO - Epoch [36][740/1345] lr: 1.000e-03, eta: 2:55:24, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8234, loss_cls: 1.5651, loss: 1.5651, grad_norm: 9.0353 2021-03-17 02:55:03,962 - mmaction - INFO - Epoch [36][760/1345] lr: 1.000e-03, eta: 2:55:14, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8523, loss_cls: 1.4798, loss: 1.4798, grad_norm: 8.7712 2021-03-17 02:55:14,666 - mmaction - INFO - Epoch [36][780/1345] lr: 1.000e-03, eta: 2:55:03, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8500, loss_cls: 1.5027, loss: 1.5027, grad_norm: 8.6808 2021-03-17 02:55:25,701 - mmaction - INFO - Epoch [36][800/1345] lr: 1.000e-03, eta: 2:54:52, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8289, loss_cls: 1.5704, loss: 1.5704, grad_norm: 9.2355 2021-03-17 02:55:36,457 - mmaction - INFO - Epoch [36][820/1345] lr: 1.000e-03, eta: 2:54:41, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8367, loss_cls: 1.5443, loss: 1.5443, grad_norm: 8.7579 2021-03-17 02:55:47,370 - mmaction - INFO - Epoch [36][840/1345] lr: 1.000e-03, eta: 2:54:30, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8500, loss_cls: 1.5369, loss: 1.5369, grad_norm: 8.8866 2021-03-17 02:55:58,098 - mmaction - INFO - Epoch [36][860/1345] lr: 1.000e-03, eta: 2:54:20, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.5805, top5_acc: 0.8148, loss_cls: 1.6953, loss: 1.6953, grad_norm: 8.9798 2021-03-17 02:56:08,894 - mmaction - INFO - Epoch [36][880/1345] lr: 1.000e-03, eta: 2:54:09, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8305, loss_cls: 1.5202, loss: 1.5202, grad_norm: 8.7945 2021-03-17 02:56:19,867 - mmaction - INFO - Epoch [36][900/1345] lr: 1.000e-03, eta: 2:53:58, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.5945, top5_acc: 0.8383, loss_cls: 1.5890, loss: 1.5890, grad_norm: 8.9279 2021-03-17 02:56:30,867 - mmaction - INFO - Epoch [36][920/1345] lr: 1.000e-03, eta: 2:53:47, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8602, loss_cls: 1.4713, loss: 1.4713, grad_norm: 8.7519 2021-03-17 02:56:41,654 - mmaction - INFO - Epoch [36][940/1345] lr: 1.000e-03, eta: 2:53:36, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8492, loss_cls: 1.4591, loss: 1.4591, grad_norm: 8.8001 2021-03-17 02:56:52,440 - mmaction - INFO - Epoch [36][960/1345] lr: 1.000e-03, eta: 2:53:26, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8352, loss_cls: 1.5271, loss: 1.5271, grad_norm: 8.6312 2021-03-17 02:57:03,074 - mmaction - INFO - Epoch [36][980/1345] lr: 1.000e-03, eta: 2:53:15, time: 0.532, data_time: 0.000, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8398, loss_cls: 1.5967, loss: 1.5967, grad_norm: 8.8266 2021-03-17 02:57:13,908 - mmaction - INFO - Epoch [36][1000/1345] lr: 1.000e-03, eta: 2:53:04, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8281, loss_cls: 1.6066, loss: 1.6066, grad_norm: 9.0756 2021-03-17 02:57:24,894 - mmaction - INFO - Epoch [36][1020/1345] lr: 1.000e-03, eta: 2:52:53, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8359, loss_cls: 1.5263, loss: 1.5263, grad_norm: 8.7059 2021-03-17 02:57:35,659 - mmaction - INFO - Epoch [36][1040/1345] lr: 1.000e-03, eta: 2:52:42, time: 0.539, data_time: 0.002, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8477, loss_cls: 1.4738, loss: 1.4738, grad_norm: 8.9024 2021-03-17 02:57:46,570 - mmaction - INFO - Epoch [36][1060/1345] lr: 1.000e-03, eta: 2:52:31, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8430, loss_cls: 1.5227, loss: 1.5227, grad_norm: 9.1642 2021-03-17 02:57:57,452 - mmaction - INFO - Epoch [36][1080/1345] lr: 1.000e-03, eta: 2:52:21, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8414, loss_cls: 1.4886, loss: 1.4886, grad_norm: 8.4909 2021-03-17 02:58:08,346 - mmaction - INFO - Epoch [36][1100/1345] lr: 1.000e-03, eta: 2:52:10, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8297, loss_cls: 1.5808, loss: 1.5808, grad_norm: 8.8106 2021-03-17 02:58:19,231 - mmaction - INFO - Epoch [36][1120/1345] lr: 1.000e-03, eta: 2:51:59, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8430, loss_cls: 1.5166, loss: 1.5166, grad_norm: 8.8394 2021-03-17 02:58:30,150 - mmaction - INFO - Epoch [36][1140/1345] lr: 1.000e-03, eta: 2:51:48, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8289, loss_cls: 1.5598, loss: 1.5598, grad_norm: 9.0852 2021-03-17 02:58:40,897 - mmaction - INFO - Epoch [36][1160/1345] lr: 1.000e-03, eta: 2:51:37, time: 0.537, data_time: 0.000, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8594, loss_cls: 1.5125, loss: 1.5125, grad_norm: 9.0447 2021-03-17 02:58:51,735 - mmaction - INFO - Epoch [36][1180/1345] lr: 1.000e-03, eta: 2:51:26, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8297, loss_cls: 1.5752, loss: 1.5752, grad_norm: 8.8592 2021-03-17 02:59:02,631 - mmaction - INFO - Epoch [36][1200/1345] lr: 1.000e-03, eta: 2:51:16, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8328, loss_cls: 1.5797, loss: 1.5797, grad_norm: 8.9708 2021-03-17 02:59:13,440 - mmaction - INFO - Epoch [36][1220/1345] lr: 1.000e-03, eta: 2:51:05, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8367, loss_cls: 1.5595, loss: 1.5595, grad_norm: 9.1200 2021-03-17 02:59:24,453 - mmaction - INFO - Epoch [36][1240/1345] lr: 1.000e-03, eta: 2:50:54, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.5906, top5_acc: 0.8438, loss_cls: 1.5569, loss: 1.5569, grad_norm: 8.9736 2021-03-17 02:59:35,542 - mmaction - INFO - Epoch [36][1260/1345] lr: 1.000e-03, eta: 2:50:43, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.5687, top5_acc: 0.8250, loss_cls: 1.6168, loss: 1.6168, grad_norm: 9.0115 2021-03-17 02:59:46,523 - mmaction - INFO - Epoch [36][1280/1345] lr: 1.000e-03, eta: 2:50:33, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8539, loss_cls: 1.4842, loss: 1.4842, grad_norm: 8.7912 2021-03-17 02:59:57,262 - mmaction - INFO - Epoch [36][1300/1345] lr: 1.000e-03, eta: 2:50:22, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8336, loss_cls: 1.5667, loss: 1.5667, grad_norm: 8.9968 2021-03-17 03:00:08,137 - mmaction - INFO - Epoch [36][1320/1345] lr: 1.000e-03, eta: 2:50:11, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8422, loss_cls: 1.5258, loss: 1.5258, grad_norm: 9.2253 2021-03-17 03:00:19,108 - mmaction - INFO - Epoch [36][1340/1345] lr: 1.000e-03, eta: 2:50:00, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8320, loss_cls: 1.5833, loss: 1.5833, grad_norm: 8.9489 2021-03-17 03:00:21,967 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-03-17 03:01:27,743 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-17 03:01:27,884 - mmaction - INFO - top1_acc 0.4510 top5_acc 0.7427 2021-03-17 03:01:27,884 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-17 03:01:27,892 - mmaction - INFO - mean_acc 0.4052 2021-03-17 03:01:28,213 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_36.pth. 2021-03-17 03:01:28,213 - mmaction - INFO - Best top1_acc is 0.4510 at 36 epoch. 2021-03-17 03:01:28,217 - mmaction - INFO - Epoch(val) [36][1345] top1_acc: 0.4510, top5_acc: 0.7427, mean_class_accuracy: 0.4052 2021-03-17 03:01:50,341 - mmaction - INFO - Epoch [37][20/1345] lr: 1.000e-03, eta: 2:49:50, time: 1.106, data_time: 0.522, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8313, loss_cls: 1.5435, loss: 1.5435, grad_norm: 8.6909 2021-03-17 03:02:01,360 - mmaction - INFO - Epoch [37][40/1345] lr: 1.000e-03, eta: 2:49:39, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8336, loss_cls: 1.5319, loss: 1.5319, grad_norm: 8.6479 2021-03-17 03:02:12,642 - mmaction - INFO - Epoch [37][60/1345] lr: 1.000e-03, eta: 2:49:28, time: 0.563, data_time: 0.000, memory: 7066, top1_acc: 0.5938, top5_acc: 0.8578, loss_cls: 1.5026, loss: 1.5026, grad_norm: 8.9257 2021-03-17 03:02:23,355 - mmaction - INFO - Epoch [37][80/1345] lr: 1.000e-03, eta: 2:49:18, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8477, loss_cls: 1.4788, loss: 1.4788, grad_norm: 8.7908 2021-03-17 03:02:33,347 - mmaction - INFO - Epoch [37][100/1345] lr: 1.000e-03, eta: 2:49:06, time: 0.499, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8508, loss_cls: 1.4882, loss: 1.4882, grad_norm: 8.8219 2021-03-17 03:02:41,170 - mmaction - INFO - Epoch [37][120/1345] lr: 1.000e-03, eta: 2:48:54, time: 0.392, data_time: 0.001, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8477, loss_cls: 1.5272, loss: 1.5272, grad_norm: 8.9962 2021-03-17 03:02:48,800 - mmaction - INFO - Epoch [37][140/1345] lr: 1.000e-03, eta: 2:48:42, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8320, loss_cls: 1.5284, loss: 1.5284, grad_norm: 8.7852 2021-03-17 03:02:57,312 - mmaction - INFO - Epoch [37][160/1345] lr: 1.000e-03, eta: 2:48:31, time: 0.426, data_time: 0.001, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8547, loss_cls: 1.4814, loss: 1.4814, grad_norm: 8.9465 2021-03-17 03:03:08,230 - mmaction - INFO - Epoch [37][180/1345] lr: 1.000e-03, eta: 2:48:20, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8539, loss_cls: 1.4887, loss: 1.4887, grad_norm: 8.8315 2021-03-17 03:03:19,101 - mmaction - INFO - Epoch [37][200/1345] lr: 1.000e-03, eta: 2:48:09, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8586, loss_cls: 1.4798, loss: 1.4798, grad_norm: 9.0234 2021-03-17 03:03:29,981 - mmaction - INFO - Epoch [37][220/1345] lr: 1.000e-03, eta: 2:47:58, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8305, loss_cls: 1.5438, loss: 1.5438, grad_norm: 9.1568 2021-03-17 03:03:40,866 - mmaction - INFO - Epoch [37][240/1345] lr: 1.000e-03, eta: 2:47:47, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8305, loss_cls: 1.5422, loss: 1.5422, grad_norm: 9.0185 2021-03-17 03:03:51,749 - mmaction - INFO - Epoch [37][260/1345] lr: 1.000e-03, eta: 2:47:37, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8320, loss_cls: 1.5208, loss: 1.5208, grad_norm: 8.7695 2021-03-17 03:04:02,771 - mmaction - INFO - Epoch [37][280/1345] lr: 1.000e-03, eta: 2:47:26, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8406, loss_cls: 1.5451, loss: 1.5451, grad_norm: 9.2114 2021-03-17 03:04:13,695 - mmaction - INFO - Epoch [37][300/1345] lr: 1.000e-03, eta: 2:47:15, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8430, loss_cls: 1.4961, loss: 1.4961, grad_norm: 8.7891 2021-03-17 03:04:24,696 - mmaction - INFO - Epoch [37][320/1345] lr: 1.000e-03, eta: 2:47:04, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8539, loss_cls: 1.4723, loss: 1.4723, grad_norm: 9.0325 2021-03-17 03:04:35,567 - mmaction - INFO - Epoch [37][340/1345] lr: 1.000e-03, eta: 2:46:53, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8359, loss_cls: 1.5566, loss: 1.5566, grad_norm: 8.9856 2021-03-17 03:04:46,468 - mmaction - INFO - Epoch [37][360/1345] lr: 1.000e-03, eta: 2:46:43, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8594, loss_cls: 1.4746, loss: 1.4746, grad_norm: 9.1271 2021-03-17 03:04:57,389 - mmaction - INFO - Epoch [37][380/1345] lr: 1.000e-03, eta: 2:46:32, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8508, loss_cls: 1.4521, loss: 1.4521, grad_norm: 8.9330 2021-03-17 03:05:08,114 - mmaction - INFO - Epoch [37][400/1345] lr: 1.000e-03, eta: 2:46:21, time: 0.536, data_time: 0.000, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8500, loss_cls: 1.5076, loss: 1.5076, grad_norm: 9.3371 2021-03-17 03:05:18,983 - mmaction - INFO - Epoch [37][420/1345] lr: 1.000e-03, eta: 2:46:10, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8297, loss_cls: 1.5821, loss: 1.5821, grad_norm: 9.2963 2021-03-17 03:05:29,984 - mmaction - INFO - Epoch [37][440/1345] lr: 1.000e-03, eta: 2:45:59, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8313, loss_cls: 1.5395, loss: 1.5395, grad_norm: 9.1909 2021-03-17 03:05:40,834 - mmaction - INFO - Epoch [37][460/1345] lr: 1.000e-03, eta: 2:45:49, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8219, loss_cls: 1.5666, loss: 1.5666, grad_norm: 9.0940 2021-03-17 03:05:51,739 - mmaction - INFO - Epoch [37][480/1345] lr: 1.000e-03, eta: 2:45:38, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8523, loss_cls: 1.4791, loss: 1.4791, grad_norm: 8.8747 2021-03-17 03:06:02,519 - mmaction - INFO - Epoch [37][500/1345] lr: 1.000e-03, eta: 2:45:27, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8391, loss_cls: 1.5134, loss: 1.5134, grad_norm: 8.8963 2021-03-17 03:06:13,439 - mmaction - INFO - Epoch [37][520/1345] lr: 1.000e-03, eta: 2:45:16, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8352, loss_cls: 1.5270, loss: 1.5270, grad_norm: 8.8354 2021-03-17 03:06:24,396 - mmaction - INFO - Epoch [37][540/1345] lr: 1.000e-03, eta: 2:45:05, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8461, loss_cls: 1.5166, loss: 1.5166, grad_norm: 9.1333 2021-03-17 03:06:35,248 - mmaction - INFO - Epoch [37][560/1345] lr: 1.000e-03, eta: 2:44:54, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8430, loss_cls: 1.4886, loss: 1.4886, grad_norm: 9.1490 2021-03-17 03:06:46,125 - mmaction - INFO - Epoch [37][580/1345] lr: 1.000e-03, eta: 2:44:44, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8305, loss_cls: 1.5236, loss: 1.5236, grad_norm: 9.0880 2021-03-17 03:06:56,948 - mmaction - INFO - Epoch [37][600/1345] lr: 1.000e-03, eta: 2:44:33, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8477, loss_cls: 1.5196, loss: 1.5196, grad_norm: 9.1866 2021-03-17 03:07:07,977 - mmaction - INFO - Epoch [37][620/1345] lr: 1.000e-03, eta: 2:44:22, time: 0.552, data_time: 0.002, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8406, loss_cls: 1.5141, loss: 1.5141, grad_norm: 8.8803 2021-03-17 03:07:18,897 - mmaction - INFO - Epoch [37][640/1345] lr: 1.000e-03, eta: 2:44:11, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8414, loss_cls: 1.5075, loss: 1.5075, grad_norm: 8.7989 2021-03-17 03:07:29,760 - mmaction - INFO - Epoch [37][660/1345] lr: 1.000e-03, eta: 2:44:00, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8414, loss_cls: 1.5115, loss: 1.5115, grad_norm: 9.1210 2021-03-17 03:07:40,606 - mmaction - INFO - Epoch [37][680/1345] lr: 1.000e-03, eta: 2:43:50, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8383, loss_cls: 1.5067, loss: 1.5067, grad_norm: 8.9707 2021-03-17 03:07:51,559 - mmaction - INFO - Epoch [37][700/1345] lr: 1.000e-03, eta: 2:43:39, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8406, loss_cls: 1.5276, loss: 1.5276, grad_norm: 8.7547 2021-03-17 03:08:02,562 - mmaction - INFO - Epoch [37][720/1345] lr: 1.000e-03, eta: 2:43:28, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8375, loss_cls: 1.5156, loss: 1.5156, grad_norm: 8.9978 2021-03-17 03:08:13,489 - mmaction - INFO - Epoch [37][740/1345] lr: 1.000e-03, eta: 2:43:17, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8352, loss_cls: 1.4952, loss: 1.4952, grad_norm: 8.8593 2021-03-17 03:08:24,466 - mmaction - INFO - Epoch [37][760/1345] lr: 1.000e-03, eta: 2:43:06, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.5977, top5_acc: 0.8328, loss_cls: 1.5531, loss: 1.5531, grad_norm: 8.9485 2021-03-17 03:08:35,245 - mmaction - INFO - Epoch [37][780/1345] lr: 1.000e-03, eta: 2:42:56, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.5992, top5_acc: 0.8336, loss_cls: 1.5675, loss: 1.5675, grad_norm: 9.3129 2021-03-17 03:08:46,269 - mmaction - INFO - Epoch [37][800/1345] lr: 1.000e-03, eta: 2:42:45, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8406, loss_cls: 1.5340, loss: 1.5340, grad_norm: 8.8645 2021-03-17 03:08:57,365 - mmaction - INFO - Epoch [37][820/1345] lr: 1.000e-03, eta: 2:42:34, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8375, loss_cls: 1.5177, loss: 1.5177, grad_norm: 8.6971 2021-03-17 03:09:08,331 - mmaction - INFO - Epoch [37][840/1345] lr: 1.000e-03, eta: 2:42:23, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8148, loss_cls: 1.6128, loss: 1.6128, grad_norm: 9.0981 2021-03-17 03:09:19,354 - mmaction - INFO - Epoch [37][860/1345] lr: 1.000e-03, eta: 2:42:13, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8453, loss_cls: 1.4937, loss: 1.4937, grad_norm: 8.9695 2021-03-17 03:09:30,342 - mmaction - INFO - Epoch [37][880/1345] lr: 1.000e-03, eta: 2:42:02, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8500, loss_cls: 1.4533, loss: 1.4533, grad_norm: 8.9912 2021-03-17 03:09:41,218 - mmaction - INFO - Epoch [37][900/1345] lr: 1.000e-03, eta: 2:41:51, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8484, loss_cls: 1.5146, loss: 1.5146, grad_norm: 9.1722 2021-03-17 03:09:52,111 - mmaction - INFO - Epoch [37][920/1345] lr: 1.000e-03, eta: 2:41:40, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8359, loss_cls: 1.5401, loss: 1.5401, grad_norm: 9.0778 2021-03-17 03:10:02,954 - mmaction - INFO - Epoch [37][940/1345] lr: 1.000e-03, eta: 2:41:29, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8391, loss_cls: 1.4960, loss: 1.4960, grad_norm: 9.3991 2021-03-17 03:10:13,864 - mmaction - INFO - Epoch [37][960/1345] lr: 1.000e-03, eta: 2:41:19, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8211, loss_cls: 1.5693, loss: 1.5693, grad_norm: 9.2096 2021-03-17 03:10:24,753 - mmaction - INFO - Epoch [37][980/1345] lr: 1.000e-03, eta: 2:41:08, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8289, loss_cls: 1.6003, loss: 1.6003, grad_norm: 9.0665 2021-03-17 03:10:35,561 - mmaction - INFO - Epoch [37][1000/1345] lr: 1.000e-03, eta: 2:40:57, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8391, loss_cls: 1.5388, loss: 1.5388, grad_norm: 8.8379 2021-03-17 03:10:46,398 - mmaction - INFO - Epoch [37][1020/1345] lr: 1.000e-03, eta: 2:40:46, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8375, loss_cls: 1.5791, loss: 1.5791, grad_norm: 9.3224 2021-03-17 03:10:57,374 - mmaction - INFO - Epoch [37][1040/1345] lr: 1.000e-03, eta: 2:40:35, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8313, loss_cls: 1.5264, loss: 1.5264, grad_norm: 8.9918 2021-03-17 03:11:08,295 - mmaction - INFO - Epoch [37][1060/1345] lr: 1.000e-03, eta: 2:40:24, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8359, loss_cls: 1.5448, loss: 1.5448, grad_norm: 9.1082 2021-03-17 03:11:19,356 - mmaction - INFO - Epoch [37][1080/1345] lr: 1.000e-03, eta: 2:40:14, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8359, loss_cls: 1.5688, loss: 1.5688, grad_norm: 9.0106 2021-03-17 03:11:30,275 - mmaction - INFO - Epoch [37][1100/1345] lr: 1.000e-03, eta: 2:40:03, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8688, loss_cls: 1.4508, loss: 1.4508, grad_norm: 8.9934 2021-03-17 03:11:41,010 - mmaction - INFO - Epoch [37][1120/1345] lr: 1.000e-03, eta: 2:39:52, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.6141, top5_acc: 0.8445, loss_cls: 1.5391, loss: 1.5391, grad_norm: 9.0966 2021-03-17 03:11:51,718 - mmaction - INFO - Epoch [37][1140/1345] lr: 1.000e-03, eta: 2:39:41, time: 0.535, data_time: 0.000, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8227, loss_cls: 1.5678, loss: 1.5678, grad_norm: 9.3600 2021-03-17 03:12:02,507 - mmaction - INFO - Epoch [37][1160/1345] lr: 1.000e-03, eta: 2:39:30, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8508, loss_cls: 1.4549, loss: 1.4549, grad_norm: 8.8093 2021-03-17 03:12:13,566 - mmaction - INFO - Epoch [37][1180/1345] lr: 1.000e-03, eta: 2:39:20, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8641, loss_cls: 1.4457, loss: 1.4457, grad_norm: 8.9778 2021-03-17 03:12:24,461 - mmaction - INFO - Epoch [37][1200/1345] lr: 1.000e-03, eta: 2:39:09, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8422, loss_cls: 1.5212, loss: 1.5212, grad_norm: 8.9229 2021-03-17 03:12:35,206 - mmaction - INFO - Epoch [37][1220/1345] lr: 1.000e-03, eta: 2:38:58, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8328, loss_cls: 1.5261, loss: 1.5261, grad_norm: 8.8645 2021-03-17 03:12:46,034 - mmaction - INFO - Epoch [37][1240/1345] lr: 1.000e-03, eta: 2:38:47, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8250, loss_cls: 1.5762, loss: 1.5762, grad_norm: 9.0100 2021-03-17 03:12:56,773 - mmaction - INFO - Epoch [37][1260/1345] lr: 1.000e-03, eta: 2:38:36, time: 0.537, data_time: 0.000, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8555, loss_cls: 1.4580, loss: 1.4580, grad_norm: 8.8511 2021-03-17 03:13:07,735 - mmaction - INFO - Epoch [37][1280/1345] lr: 1.000e-03, eta: 2:38:25, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8281, loss_cls: 1.5457, loss: 1.5457, grad_norm: 9.1840 2021-03-17 03:13:18,558 - mmaction - INFO - Epoch [37][1300/1345] lr: 1.000e-03, eta: 2:38:15, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8586, loss_cls: 1.4037, loss: 1.4037, grad_norm: 8.7528 2021-03-17 03:13:29,472 - mmaction - INFO - Epoch [37][1320/1345] lr: 1.000e-03, eta: 2:38:04, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8375, loss_cls: 1.4805, loss: 1.4805, grad_norm: 8.9302 2021-03-17 03:13:40,432 - mmaction - INFO - Epoch [37][1340/1345] lr: 1.000e-03, eta: 2:37:53, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8516, loss_cls: 1.4798, loss: 1.4798, grad_norm: 9.0521 2021-03-17 03:13:43,442 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-03-17 03:14:06,280 - mmaction - INFO - Epoch [38][20/1345] lr: 1.000e-03, eta: 2:37:43, time: 1.125, data_time: 0.566, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8383, loss_cls: 1.5077, loss: 1.5077, grad_norm: 9.0939 2021-03-17 03:14:16,970 - mmaction - INFO - Epoch [38][40/1345] lr: 1.000e-03, eta: 2:37:32, time: 0.534, data_time: 0.000, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8336, loss_cls: 1.5492, loss: 1.5492, grad_norm: 9.1207 2021-03-17 03:14:27,884 - mmaction - INFO - Epoch [38][60/1345] lr: 1.000e-03, eta: 2:37:21, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8578, loss_cls: 1.4878, loss: 1.4878, grad_norm: 8.7939 2021-03-17 03:14:38,895 - mmaction - INFO - Epoch [38][80/1345] lr: 1.000e-03, eta: 2:37:10, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8336, loss_cls: 1.5094, loss: 1.5094, grad_norm: 8.8864 2021-03-17 03:14:49,901 - mmaction - INFO - Epoch [38][100/1345] lr: 1.000e-03, eta: 2:36:59, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8352, loss_cls: 1.5622, loss: 1.5622, grad_norm: 9.1830 2021-03-17 03:15:00,946 - mmaction - INFO - Epoch [38][120/1345] lr: 1.000e-03, eta: 2:36:49, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8594, loss_cls: 1.4476, loss: 1.4476, grad_norm: 8.6717 2021-03-17 03:15:11,798 - mmaction - INFO - Epoch [38][140/1345] lr: 1.000e-03, eta: 2:36:38, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8539, loss_cls: 1.4161, loss: 1.4161, grad_norm: 8.5713 2021-03-17 03:15:22,945 - mmaction - INFO - Epoch [38][160/1345] lr: 1.000e-03, eta: 2:36:27, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8398, loss_cls: 1.5274, loss: 1.5274, grad_norm: 9.1323 2021-03-17 03:15:33,726 - mmaction - INFO - Epoch [38][180/1345] lr: 1.000e-03, eta: 2:36:16, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8516, loss_cls: 1.4497, loss: 1.4497, grad_norm: 8.9694 2021-03-17 03:15:44,715 - mmaction - INFO - Epoch [38][200/1345] lr: 1.000e-03, eta: 2:36:05, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6086, top5_acc: 0.8484, loss_cls: 1.5008, loss: 1.5008, grad_norm: 9.2945 2021-03-17 03:15:55,716 - mmaction - INFO - Epoch [38][220/1345] lr: 1.000e-03, eta: 2:35:55, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8500, loss_cls: 1.4583, loss: 1.4583, grad_norm: 9.0746 2021-03-17 03:16:06,656 - mmaction - INFO - Epoch [38][240/1345] lr: 1.000e-03, eta: 2:35:44, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8477, loss_cls: 1.4927, loss: 1.4927, grad_norm: 9.1271 2021-03-17 03:16:17,464 - mmaction - INFO - Epoch [38][260/1345] lr: 1.000e-03, eta: 2:35:33, time: 0.540, data_time: 0.000, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8391, loss_cls: 1.5599, loss: 1.5599, grad_norm: 9.3978 2021-03-17 03:16:28,550 - mmaction - INFO - Epoch [38][280/1345] lr: 1.000e-03, eta: 2:35:22, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8531, loss_cls: 1.4754, loss: 1.4754, grad_norm: 8.7609 2021-03-17 03:16:35,625 - mmaction - INFO - Epoch [38][300/1345] lr: 1.000e-03, eta: 2:35:10, time: 0.352, data_time: 0.001, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8445, loss_cls: 1.4888, loss: 1.4888, grad_norm: 8.9852 2021-03-17 03:16:43,862 - mmaction - INFO - Epoch [38][320/1345] lr: 1.000e-03, eta: 2:34:58, time: 0.413, data_time: 0.003, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8406, loss_cls: 1.5170, loss: 1.5170, grad_norm: 9.2300 2021-03-17 03:16:52,802 - mmaction - INFO - Epoch [38][340/1345] lr: 1.000e-03, eta: 2:34:47, time: 0.447, data_time: 0.001, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8438, loss_cls: 1.5176, loss: 1.5176, grad_norm: 9.2521 2021-03-17 03:17:03,401 - mmaction - INFO - Epoch [38][360/1345] lr: 1.000e-03, eta: 2:34:36, time: 0.530, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8352, loss_cls: 1.5297, loss: 1.5297, grad_norm: 9.0904 2021-03-17 03:17:14,299 - mmaction - INFO - Epoch [38][380/1345] lr: 1.000e-03, eta: 2:34:25, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8539, loss_cls: 1.4536, loss: 1.4536, grad_norm: 9.2561 2021-03-17 03:17:25,099 - mmaction - INFO - Epoch [38][400/1345] lr: 1.000e-03, eta: 2:34:14, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8398, loss_cls: 1.5297, loss: 1.5297, grad_norm: 9.2007 2021-03-17 03:17:36,087 - mmaction - INFO - Epoch [38][420/1345] lr: 1.000e-03, eta: 2:34:03, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8430, loss_cls: 1.4685, loss: 1.4685, grad_norm: 8.9874 2021-03-17 03:17:47,115 - mmaction - INFO - Epoch [38][440/1345] lr: 1.000e-03, eta: 2:33:53, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8445, loss_cls: 1.5181, loss: 1.5181, grad_norm: 9.1923 2021-03-17 03:17:58,249 - mmaction - INFO - Epoch [38][460/1345] lr: 1.000e-03, eta: 2:33:42, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8273, loss_cls: 1.5722, loss: 1.5722, grad_norm: 9.1015 2021-03-17 03:18:09,193 - mmaction - INFO - Epoch [38][480/1345] lr: 1.000e-03, eta: 2:33:31, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6008, top5_acc: 0.8273, loss_cls: 1.5419, loss: 1.5419, grad_norm: 9.1786 2021-03-17 03:18:20,206 - mmaction - INFO - Epoch [38][500/1345] lr: 1.000e-03, eta: 2:33:20, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8469, loss_cls: 1.4759, loss: 1.4759, grad_norm: 8.8351 2021-03-17 03:18:30,838 - mmaction - INFO - Epoch [38][520/1345] lr: 1.000e-03, eta: 2:33:10, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8414, loss_cls: 1.4944, loss: 1.4944, grad_norm: 9.1364 2021-03-17 03:18:41,929 - mmaction - INFO - Epoch [38][540/1345] lr: 1.000e-03, eta: 2:32:59, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8523, loss_cls: 1.4574, loss: 1.4574, grad_norm: 9.0100 2021-03-17 03:18:52,799 - mmaction - INFO - Epoch [38][560/1345] lr: 1.000e-03, eta: 2:32:48, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8383, loss_cls: 1.5086, loss: 1.5086, grad_norm: 9.1204 2021-03-17 03:19:03,721 - mmaction - INFO - Epoch [38][580/1345] lr: 1.000e-03, eta: 2:32:37, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.5859, top5_acc: 0.8391, loss_cls: 1.5805, loss: 1.5805, grad_norm: 9.3459 2021-03-17 03:19:14,751 - mmaction - INFO - Epoch [38][600/1345] lr: 1.000e-03, eta: 2:32:26, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8422, loss_cls: 1.5090, loss: 1.5090, grad_norm: 9.0205 2021-03-17 03:19:25,782 - mmaction - INFO - Epoch [38][620/1345] lr: 1.000e-03, eta: 2:32:16, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8445, loss_cls: 1.4545, loss: 1.4545, grad_norm: 8.8741 2021-03-17 03:19:36,551 - mmaction - INFO - Epoch [38][640/1345] lr: 1.000e-03, eta: 2:32:05, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8438, loss_cls: 1.5022, loss: 1.5022, grad_norm: 8.8531 2021-03-17 03:19:47,360 - mmaction - INFO - Epoch [38][660/1345] lr: 1.000e-03, eta: 2:31:54, time: 0.540, data_time: 0.000, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8344, loss_cls: 1.5356, loss: 1.5356, grad_norm: 9.0126 2021-03-17 03:19:58,169 - mmaction - INFO - Epoch [38][680/1345] lr: 1.000e-03, eta: 2:31:43, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8484, loss_cls: 1.4536, loss: 1.4536, grad_norm: 8.8101 2021-03-17 03:20:08,937 - mmaction - INFO - Epoch [38][700/1345] lr: 1.000e-03, eta: 2:31:32, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8289, loss_cls: 1.5481, loss: 1.5481, grad_norm: 9.1306 2021-03-17 03:20:19,760 - mmaction - INFO - Epoch [38][720/1345] lr: 1.000e-03, eta: 2:31:21, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8383, loss_cls: 1.4670, loss: 1.4670, grad_norm: 9.0862 2021-03-17 03:20:30,635 - mmaction - INFO - Epoch [38][740/1345] lr: 1.000e-03, eta: 2:31:11, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8359, loss_cls: 1.5289, loss: 1.5289, grad_norm: 9.0210 2021-03-17 03:20:41,681 - mmaction - INFO - Epoch [38][760/1345] lr: 1.000e-03, eta: 2:31:00, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8398, loss_cls: 1.5522, loss: 1.5522, grad_norm: 9.1979 2021-03-17 03:20:52,708 - mmaction - INFO - Epoch [38][780/1345] lr: 1.000e-03, eta: 2:30:49, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8633, loss_cls: 1.4509, loss: 1.4509, grad_norm: 9.1291 2021-03-17 03:21:03,504 - mmaction - INFO - Epoch [38][800/1345] lr: 1.000e-03, eta: 2:30:38, time: 0.541, data_time: 0.002, memory: 7066, top1_acc: 0.5820, top5_acc: 0.8305, loss_cls: 1.5784, loss: 1.5784, grad_norm: 9.4602 2021-03-17 03:21:14,502 - mmaction - INFO - Epoch [38][820/1345] lr: 1.000e-03, eta: 2:30:27, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8492, loss_cls: 1.4226, loss: 1.4226, grad_norm: 8.8803 2021-03-17 03:21:25,481 - mmaction - INFO - Epoch [38][840/1345] lr: 1.000e-03, eta: 2:30:17, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6031, top5_acc: 0.8359, loss_cls: 1.5456, loss: 1.5456, grad_norm: 8.9393 2021-03-17 03:21:36,450 - mmaction - INFO - Epoch [38][860/1345] lr: 1.000e-03, eta: 2:30:06, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8328, loss_cls: 1.5693, loss: 1.5693, grad_norm: 9.4784 2021-03-17 03:21:47,258 - mmaction - INFO - Epoch [38][880/1345] lr: 1.000e-03, eta: 2:29:55, time: 0.540, data_time: 0.000, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8422, loss_cls: 1.5014, loss: 1.5014, grad_norm: 9.0811 2021-03-17 03:21:58,148 - mmaction - INFO - Epoch [38][900/1345] lr: 1.000e-03, eta: 2:29:44, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8594, loss_cls: 1.4453, loss: 1.4453, grad_norm: 9.2195 2021-03-17 03:22:09,075 - mmaction - INFO - Epoch [38][920/1345] lr: 1.000e-03, eta: 2:29:33, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8195, loss_cls: 1.5608, loss: 1.5608, grad_norm: 9.2308 2021-03-17 03:22:19,958 - mmaction - INFO - Epoch [38][940/1345] lr: 1.000e-03, eta: 2:29:23, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8398, loss_cls: 1.5278, loss: 1.5278, grad_norm: 9.2224 2021-03-17 03:22:30,937 - mmaction - INFO - Epoch [38][960/1345] lr: 1.000e-03, eta: 2:29:12, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8539, loss_cls: 1.5164, loss: 1.5164, grad_norm: 9.2204 2021-03-17 03:22:41,895 - mmaction - INFO - Epoch [38][980/1345] lr: 1.000e-03, eta: 2:29:01, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8398, loss_cls: 1.5433, loss: 1.5433, grad_norm: 9.3894 2021-03-17 03:22:53,021 - mmaction - INFO - Epoch [38][1000/1345] lr: 1.000e-03, eta: 2:28:50, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8539, loss_cls: 1.4978, loss: 1.4978, grad_norm: 9.4398 2021-03-17 03:23:03,921 - mmaction - INFO - Epoch [38][1020/1345] lr: 1.000e-03, eta: 2:28:39, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8445, loss_cls: 1.4537, loss: 1.4537, grad_norm: 9.4493 2021-03-17 03:23:15,001 - mmaction - INFO - Epoch [38][1040/1345] lr: 1.000e-03, eta: 2:28:29, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8352, loss_cls: 1.5299, loss: 1.5299, grad_norm: 9.4710 2021-03-17 03:23:25,893 - mmaction - INFO - Epoch [38][1060/1345] lr: 1.000e-03, eta: 2:28:18, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.5883, top5_acc: 0.8422, loss_cls: 1.5648, loss: 1.5648, grad_norm: 9.4107 2021-03-17 03:23:36,892 - mmaction - INFO - Epoch [38][1080/1345] lr: 1.000e-03, eta: 2:28:07, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.5953, top5_acc: 0.8242, loss_cls: 1.5839, loss: 1.5839, grad_norm: 9.5433 2021-03-17 03:23:47,883 - mmaction - INFO - Epoch [38][1100/1345] lr: 1.000e-03, eta: 2:27:56, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8430, loss_cls: 1.4908, loss: 1.4908, grad_norm: 9.1820 2021-03-17 03:23:58,769 - mmaction - INFO - Epoch [38][1120/1345] lr: 1.000e-03, eta: 2:27:45, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8453, loss_cls: 1.4490, loss: 1.4490, grad_norm: 9.0696 2021-03-17 03:24:09,349 - mmaction - INFO - Epoch [38][1140/1345] lr: 1.000e-03, eta: 2:27:34, time: 0.529, data_time: 0.001, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8516, loss_cls: 1.4685, loss: 1.4685, grad_norm: 9.0208 2021-03-17 03:24:20,005 - mmaction - INFO - Epoch [38][1160/1345] lr: 1.000e-03, eta: 2:27:24, time: 0.532, data_time: 0.001, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8500, loss_cls: 1.4709, loss: 1.4709, grad_norm: 9.4124 2021-03-17 03:24:31,065 - mmaction - INFO - Epoch [38][1180/1345] lr: 1.000e-03, eta: 2:27:13, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8375, loss_cls: 1.5205, loss: 1.5205, grad_norm: 9.4188 2021-03-17 03:24:41,787 - mmaction - INFO - Epoch [38][1200/1345] lr: 1.000e-03, eta: 2:27:02, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8281, loss_cls: 1.5765, loss: 1.5765, grad_norm: 9.3157 2021-03-17 03:24:52,860 - mmaction - INFO - Epoch [38][1220/1345] lr: 1.000e-03, eta: 2:26:51, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8359, loss_cls: 1.4859, loss: 1.4859, grad_norm: 9.1953 2021-03-17 03:25:04,015 - mmaction - INFO - Epoch [38][1240/1345] lr: 1.000e-03, eta: 2:26:40, time: 0.558, data_time: 0.000, memory: 7066, top1_acc: 0.6055, top5_acc: 0.8328, loss_cls: 1.5331, loss: 1.5331, grad_norm: 9.3044 2021-03-17 03:25:14,958 - mmaction - INFO - Epoch [38][1260/1345] lr: 1.000e-03, eta: 2:26:30, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8492, loss_cls: 1.5053, loss: 1.5053, grad_norm: 9.1784 2021-03-17 03:25:25,846 - mmaction - INFO - Epoch [38][1280/1345] lr: 1.000e-03, eta: 2:26:19, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8414, loss_cls: 1.4790, loss: 1.4790, grad_norm: 9.0970 2021-03-17 03:25:36,612 - mmaction - INFO - Epoch [38][1300/1345] lr: 1.000e-03, eta: 2:26:08, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8453, loss_cls: 1.5372, loss: 1.5372, grad_norm: 9.5686 2021-03-17 03:25:47,536 - mmaction - INFO - Epoch [38][1320/1345] lr: 1.000e-03, eta: 2:25:57, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8539, loss_cls: 1.5065, loss: 1.5065, grad_norm: 9.4613 2021-03-17 03:25:58,322 - mmaction - INFO - Epoch [38][1340/1345] lr: 1.000e-03, eta: 2:25:46, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8383, loss_cls: 1.5279, loss: 1.5279, grad_norm: 9.1333 2021-03-17 03:26:01,471 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-03-17 03:27:05,213 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-17 03:27:05,423 - mmaction - INFO - top1_acc 0.4503 top5_acc 0.7421 2021-03-17 03:27:05,423 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-17 03:27:05,431 - mmaction - INFO - mean_acc 0.4091 2021-03-17 03:27:05,433 - mmaction - INFO - Epoch(val) [38][1345] top1_acc: 0.4503, top5_acc: 0.7421, mean_class_accuracy: 0.4091 2021-03-17 03:27:27,948 - mmaction - INFO - Epoch [39][20/1345] lr: 1.000e-03, eta: 2:25:36, time: 1.125, data_time: 0.552, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8469, loss_cls: 1.4871, loss: 1.4871, grad_norm: 8.9414 2021-03-17 03:27:38,990 - mmaction - INFO - Epoch [39][40/1345] lr: 1.000e-03, eta: 2:25:25, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8562, loss_cls: 1.4753, loss: 1.4753, grad_norm: 9.0525 2021-03-17 03:27:50,138 - mmaction - INFO - Epoch [39][60/1345] lr: 1.000e-03, eta: 2:25:14, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8313, loss_cls: 1.5469, loss: 1.5469, grad_norm: 9.3088 2021-03-17 03:28:01,235 - mmaction - INFO - Epoch [39][80/1345] lr: 1.000e-03, eta: 2:25:03, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8430, loss_cls: 1.5009, loss: 1.5009, grad_norm: 8.9861 2021-03-17 03:28:11,904 - mmaction - INFO - Epoch [39][100/1345] lr: 1.000e-03, eta: 2:24:52, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.5961, top5_acc: 0.8305, loss_cls: 1.5525, loss: 1.5525, grad_norm: 9.6344 2021-03-17 03:28:22,680 - mmaction - INFO - Epoch [39][120/1345] lr: 1.000e-03, eta: 2:24:42, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8398, loss_cls: 1.5421, loss: 1.5421, grad_norm: 9.1604 2021-03-17 03:28:33,861 - mmaction - INFO - Epoch [39][140/1345] lr: 1.000e-03, eta: 2:24:31, time: 0.558, data_time: 0.000, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8375, loss_cls: 1.5314, loss: 1.5314, grad_norm: 9.2928 2021-03-17 03:28:44,818 - mmaction - INFO - Epoch [39][160/1345] lr: 1.000e-03, eta: 2:24:20, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8555, loss_cls: 1.4299, loss: 1.4299, grad_norm: 8.8815 2021-03-17 03:28:55,770 - mmaction - INFO - Epoch [39][180/1345] lr: 1.000e-03, eta: 2:24:09, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8695, loss_cls: 1.3836, loss: 1.3836, grad_norm: 8.7107 2021-03-17 03:29:06,630 - mmaction - INFO - Epoch [39][200/1345] lr: 1.000e-03, eta: 2:23:58, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8469, loss_cls: 1.4832, loss: 1.4832, grad_norm: 9.1215 2021-03-17 03:29:17,713 - mmaction - INFO - Epoch [39][220/1345] lr: 1.000e-03, eta: 2:23:48, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8477, loss_cls: 1.4991, loss: 1.4991, grad_norm: 9.2944 2021-03-17 03:29:28,524 - mmaction - INFO - Epoch [39][240/1345] lr: 1.000e-03, eta: 2:23:37, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8508, loss_cls: 1.4683, loss: 1.4683, grad_norm: 9.3020 2021-03-17 03:29:39,559 - mmaction - INFO - Epoch [39][260/1345] lr: 1.000e-03, eta: 2:23:26, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8383, loss_cls: 1.4908, loss: 1.4908, grad_norm: 9.3080 2021-03-17 03:29:50,579 - mmaction - INFO - Epoch [39][280/1345] lr: 1.000e-03, eta: 2:23:15, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8523, loss_cls: 1.4439, loss: 1.4439, grad_norm: 9.2626 2021-03-17 03:29:58,057 - mmaction - INFO - Epoch [39][300/1345] lr: 1.000e-03, eta: 2:23:03, time: 0.373, data_time: 0.002, memory: 7066, top1_acc: 0.5930, top5_acc: 0.8492, loss_cls: 1.4970, loss: 1.4970, grad_norm: 9.2972 2021-03-17 03:30:05,463 - mmaction - INFO - Epoch [39][320/1345] lr: 1.000e-03, eta: 2:22:51, time: 0.371, data_time: 0.001, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8344, loss_cls: 1.5379, loss: 1.5379, grad_norm: 9.4822 2021-03-17 03:30:12,924 - mmaction - INFO - Epoch [39][340/1345] lr: 1.000e-03, eta: 2:22:40, time: 0.373, data_time: 0.022, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8594, loss_cls: 1.4408, loss: 1.4408, grad_norm: 9.1589 2021-03-17 03:30:23,890 - mmaction - INFO - Epoch [39][360/1345] lr: 1.000e-03, eta: 2:22:29, time: 0.549, data_time: 0.012, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8422, loss_cls: 1.4777, loss: 1.4777, grad_norm: 9.2458 2021-03-17 03:30:34,804 - mmaction - INFO - Epoch [39][380/1345] lr: 1.000e-03, eta: 2:22:18, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8500, loss_cls: 1.5003, loss: 1.5003, grad_norm: 9.5314 2021-03-17 03:30:45,785 - mmaction - INFO - Epoch [39][400/1345] lr: 1.000e-03, eta: 2:22:07, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8539, loss_cls: 1.4848, loss: 1.4848, grad_norm: 9.3977 2021-03-17 03:30:56,569 - mmaction - INFO - Epoch [39][420/1345] lr: 1.000e-03, eta: 2:21:56, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8484, loss_cls: 1.4622, loss: 1.4622, grad_norm: 9.0145 2021-03-17 03:31:07,562 - mmaction - INFO - Epoch [39][440/1345] lr: 1.000e-03, eta: 2:21:46, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8641, loss_cls: 1.3962, loss: 1.3962, grad_norm: 9.1363 2021-03-17 03:31:18,523 - mmaction - INFO - Epoch [39][460/1345] lr: 1.000e-03, eta: 2:21:35, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8445, loss_cls: 1.4745, loss: 1.4745, grad_norm: 9.5069 2021-03-17 03:31:29,659 - mmaction - INFO - Epoch [39][480/1345] lr: 1.000e-03, eta: 2:21:24, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8414, loss_cls: 1.4929, loss: 1.4929, grad_norm: 9.2433 2021-03-17 03:31:40,534 - mmaction - INFO - Epoch [39][500/1345] lr: 1.000e-03, eta: 2:21:13, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6000, top5_acc: 0.8422, loss_cls: 1.5392, loss: 1.5392, grad_norm: 9.4292 2021-03-17 03:31:51,422 - mmaction - INFO - Epoch [39][520/1345] lr: 1.000e-03, eta: 2:21:02, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6047, top5_acc: 0.8273, loss_cls: 1.6060, loss: 1.6060, grad_norm: 9.5608 2021-03-17 03:32:02,421 - mmaction - INFO - Epoch [39][540/1345] lr: 1.000e-03, eta: 2:20:52, time: 0.551, data_time: 0.002, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8484, loss_cls: 1.4885, loss: 1.4885, grad_norm: 9.5022 2021-03-17 03:32:13,285 - mmaction - INFO - Epoch [39][560/1345] lr: 1.000e-03, eta: 2:20:41, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8414, loss_cls: 1.4844, loss: 1.4844, grad_norm: 9.5030 2021-03-17 03:32:24,046 - mmaction - INFO - Epoch [39][580/1345] lr: 1.000e-03, eta: 2:20:30, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8367, loss_cls: 1.5098, loss: 1.5098, grad_norm: 9.2585 2021-03-17 03:32:35,168 - mmaction - INFO - Epoch [39][600/1345] lr: 1.000e-03, eta: 2:20:19, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8234, loss_cls: 1.5541, loss: 1.5541, grad_norm: 9.5665 2021-03-17 03:32:46,128 - mmaction - INFO - Epoch [39][620/1345] lr: 1.000e-03, eta: 2:20:08, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8430, loss_cls: 1.4353, loss: 1.4353, grad_norm: 8.9179 2021-03-17 03:32:57,029 - mmaction - INFO - Epoch [39][640/1345] lr: 1.000e-03, eta: 2:19:58, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8375, loss_cls: 1.5267, loss: 1.5267, grad_norm: 9.1925 2021-03-17 03:33:08,046 - mmaction - INFO - Epoch [39][660/1345] lr: 1.000e-03, eta: 2:19:47, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8281, loss_cls: 1.5479, loss: 1.5479, grad_norm: 9.4505 2021-03-17 03:33:19,009 - mmaction - INFO - Epoch [39][680/1345] lr: 1.000e-03, eta: 2:19:36, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.5969, top5_acc: 0.8383, loss_cls: 1.5434, loss: 1.5434, grad_norm: 9.3483 2021-03-17 03:33:30,137 - mmaction - INFO - Epoch [39][700/1345] lr: 1.000e-03, eta: 2:19:25, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8328, loss_cls: 1.5686, loss: 1.5686, grad_norm: 9.3614 2021-03-17 03:33:40,918 - mmaction - INFO - Epoch [39][720/1345] lr: 1.000e-03, eta: 2:19:14, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8484, loss_cls: 1.5053, loss: 1.5053, grad_norm: 9.5423 2021-03-17 03:33:52,161 - mmaction - INFO - Epoch [39][740/1345] lr: 1.000e-03, eta: 2:19:04, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8453, loss_cls: 1.5031, loss: 1.5031, grad_norm: 9.5937 2021-03-17 03:34:03,216 - mmaction - INFO - Epoch [39][760/1345] lr: 1.000e-03, eta: 2:18:53, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8359, loss_cls: 1.5043, loss: 1.5043, grad_norm: 9.3285 2021-03-17 03:34:14,222 - mmaction - INFO - Epoch [39][780/1345] lr: 1.000e-03, eta: 2:18:42, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8547, loss_cls: 1.4697, loss: 1.4697, grad_norm: 9.2426 2021-03-17 03:34:25,333 - mmaction - INFO - Epoch [39][800/1345] lr: 1.000e-03, eta: 2:18:31, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8398, loss_cls: 1.4936, loss: 1.4936, grad_norm: 9.5188 2021-03-17 03:34:36,297 - mmaction - INFO - Epoch [39][820/1345] lr: 1.000e-03, eta: 2:18:21, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8523, loss_cls: 1.4568, loss: 1.4568, grad_norm: 9.5855 2021-03-17 03:34:47,188 - mmaction - INFO - Epoch [39][840/1345] lr: 1.000e-03, eta: 2:18:10, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8555, loss_cls: 1.4324, loss: 1.4324, grad_norm: 9.1378 2021-03-17 03:34:58,221 - mmaction - INFO - Epoch [39][860/1345] lr: 1.000e-03, eta: 2:17:59, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8422, loss_cls: 1.5109, loss: 1.5109, grad_norm: 9.4394 2021-03-17 03:35:09,019 - mmaction - INFO - Epoch [39][880/1345] lr: 1.000e-03, eta: 2:17:48, time: 0.540, data_time: 0.000, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8352, loss_cls: 1.5423, loss: 1.5423, grad_norm: 9.6555 2021-03-17 03:35:19,673 - mmaction - INFO - Epoch [39][900/1345] lr: 1.000e-03, eta: 2:17:37, time: 0.533, data_time: 0.000, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8398, loss_cls: 1.4928, loss: 1.4928, grad_norm: 9.1914 2021-03-17 03:35:30,437 - mmaction - INFO - Epoch [39][920/1345] lr: 1.000e-03, eta: 2:17:26, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8398, loss_cls: 1.5276, loss: 1.5276, grad_norm: 9.2397 2021-03-17 03:35:41,263 - mmaction - INFO - Epoch [39][940/1345] lr: 1.000e-03, eta: 2:17:15, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8516, loss_cls: 1.4878, loss: 1.4878, grad_norm: 9.3912 2021-03-17 03:35:52,299 - mmaction - INFO - Epoch [39][960/1345] lr: 1.000e-03, eta: 2:17:05, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8391, loss_cls: 1.4959, loss: 1.4959, grad_norm: 9.3547 2021-03-17 03:36:02,906 - mmaction - INFO - Epoch [39][980/1345] lr: 1.000e-03, eta: 2:16:54, time: 0.530, data_time: 0.000, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8375, loss_cls: 1.4848, loss: 1.4848, grad_norm: 9.2398 2021-03-17 03:36:13,353 - mmaction - INFO - Epoch [39][1000/1345] lr: 1.000e-03, eta: 2:16:43, time: 0.522, data_time: 0.000, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8578, loss_cls: 1.4605, loss: 1.4605, grad_norm: 9.2819 2021-03-17 03:36:24,104 - mmaction - INFO - Epoch [39][1020/1345] lr: 1.000e-03, eta: 2:16:32, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8398, loss_cls: 1.4987, loss: 1.4987, grad_norm: 9.2653 2021-03-17 03:36:34,981 - mmaction - INFO - Epoch [39][1040/1345] lr: 1.000e-03, eta: 2:16:21, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8375, loss_cls: 1.4824, loss: 1.4824, grad_norm: 9.1584 2021-03-17 03:36:45,645 - mmaction - INFO - Epoch [39][1060/1345] lr: 1.000e-03, eta: 2:16:10, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8414, loss_cls: 1.5010, loss: 1.5010, grad_norm: 9.6367 2021-03-17 03:36:56,700 - mmaction - INFO - Epoch [39][1080/1345] lr: 1.000e-03, eta: 2:16:00, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8391, loss_cls: 1.5022, loss: 1.5022, grad_norm: 9.4329 2021-03-17 03:37:07,818 - mmaction - INFO - Epoch [39][1100/1345] lr: 1.000e-03, eta: 2:15:49, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8562, loss_cls: 1.4190, loss: 1.4190, grad_norm: 9.0858 2021-03-17 03:37:18,570 - mmaction - INFO - Epoch [39][1120/1345] lr: 1.000e-03, eta: 2:15:38, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8414, loss_cls: 1.5136, loss: 1.5136, grad_norm: 9.6596 2021-03-17 03:37:29,484 - mmaction - INFO - Epoch [39][1140/1345] lr: 1.000e-03, eta: 2:15:27, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8539, loss_cls: 1.4566, loss: 1.4566, grad_norm: 9.5155 2021-03-17 03:37:40,175 - mmaction - INFO - Epoch [39][1160/1345] lr: 1.000e-03, eta: 2:15:16, time: 0.534, data_time: 0.000, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8336, loss_cls: 1.5066, loss: 1.5066, grad_norm: 9.4627 2021-03-17 03:37:51,126 - mmaction - INFO - Epoch [39][1180/1345] lr: 1.000e-03, eta: 2:15:05, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8500, loss_cls: 1.5075, loss: 1.5075, grad_norm: 9.5391 2021-03-17 03:38:01,795 - mmaction - INFO - Epoch [39][1200/1345] lr: 1.000e-03, eta: 2:14:55, time: 0.533, data_time: 0.000, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8469, loss_cls: 1.5053, loss: 1.5053, grad_norm: 9.3423 2021-03-17 03:38:12,586 - mmaction - INFO - Epoch [39][1220/1345] lr: 1.000e-03, eta: 2:14:44, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8391, loss_cls: 1.4876, loss: 1.4876, grad_norm: 9.0870 2021-03-17 03:38:23,571 - mmaction - INFO - Epoch [39][1240/1345] lr: 1.000e-03, eta: 2:14:33, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8266, loss_cls: 1.5524, loss: 1.5524, grad_norm: 9.2247 2021-03-17 03:38:34,529 - mmaction - INFO - Epoch [39][1260/1345] lr: 1.000e-03, eta: 2:14:22, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8531, loss_cls: 1.4464, loss: 1.4464, grad_norm: 9.4282 2021-03-17 03:38:45,382 - mmaction - INFO - Epoch [39][1280/1345] lr: 1.000e-03, eta: 2:14:11, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8297, loss_cls: 1.5519, loss: 1.5519, grad_norm: 9.4100 2021-03-17 03:38:56,275 - mmaction - INFO - Epoch [39][1300/1345] lr: 1.000e-03, eta: 2:14:00, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.5898, top5_acc: 0.8203, loss_cls: 1.5986, loss: 1.5986, grad_norm: 9.5899 2021-03-17 03:39:07,028 - mmaction - INFO - Epoch [39][1320/1345] lr: 1.000e-03, eta: 2:13:50, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.5922, top5_acc: 0.8383, loss_cls: 1.5798, loss: 1.5798, grad_norm: 9.5578 2021-03-17 03:39:17,833 - mmaction - INFO - Epoch [39][1340/1345] lr: 1.000e-03, eta: 2:13:39, time: 0.540, data_time: 0.000, memory: 7066, top1_acc: 0.6203, top5_acc: 0.8422, loss_cls: 1.4631, loss: 1.4631, grad_norm: 9.2326 2021-03-17 03:39:20,642 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-03-17 03:39:44,145 - mmaction - INFO - Epoch [40][20/1345] lr: 1.000e-03, eta: 2:13:28, time: 1.159, data_time: 0.600, memory: 7066, top1_acc: 0.6062, top5_acc: 0.8523, loss_cls: 1.4876, loss: 1.4876, grad_norm: 9.4713 2021-03-17 03:39:55,188 - mmaction - INFO - Epoch [40][40/1345] lr: 1.000e-03, eta: 2:13:17, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8289, loss_cls: 1.5309, loss: 1.5309, grad_norm: 9.7451 2021-03-17 03:40:06,139 - mmaction - INFO - Epoch [40][60/1345] lr: 1.000e-03, eta: 2:13:06, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8500, loss_cls: 1.4654, loss: 1.4654, grad_norm: 9.2757 2021-03-17 03:40:17,190 - mmaction - INFO - Epoch [40][80/1345] lr: 1.000e-03, eta: 2:12:56, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8328, loss_cls: 1.5468, loss: 1.5468, grad_norm: 9.6436 2021-03-17 03:40:28,064 - mmaction - INFO - Epoch [40][100/1345] lr: 1.000e-03, eta: 2:12:45, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8336, loss_cls: 1.5292, loss: 1.5292, grad_norm: 9.7005 2021-03-17 03:40:38,844 - mmaction - INFO - Epoch [40][120/1345] lr: 1.000e-03, eta: 2:12:34, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8719, loss_cls: 1.4249, loss: 1.4249, grad_norm: 9.2664 2021-03-17 03:40:49,759 - mmaction - INFO - Epoch [40][140/1345] lr: 1.000e-03, eta: 2:12:23, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8516, loss_cls: 1.4714, loss: 1.4714, grad_norm: 9.0818 2021-03-17 03:41:00,659 - mmaction - INFO - Epoch [40][160/1345] lr: 1.000e-03, eta: 2:12:12, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6117, top5_acc: 0.8508, loss_cls: 1.4970, loss: 1.4970, grad_norm: 9.4306 2021-03-17 03:41:11,380 - mmaction - INFO - Epoch [40][180/1345] lr: 1.000e-03, eta: 2:12:01, time: 0.538, data_time: 0.002, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8313, loss_cls: 1.5266, loss: 1.5266, grad_norm: 9.8436 2021-03-17 03:41:22,290 - mmaction - INFO - Epoch [40][200/1345] lr: 1.000e-03, eta: 2:11:50, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.6094, top5_acc: 0.8469, loss_cls: 1.5159, loss: 1.5159, grad_norm: 9.3613 2021-03-17 03:41:33,234 - mmaction - INFO - Epoch [40][220/1345] lr: 1.000e-03, eta: 2:11:40, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8469, loss_cls: 1.4721, loss: 1.4721, grad_norm: 9.2946 2021-03-17 03:41:44,004 - mmaction - INFO - Epoch [40][240/1345] lr: 1.000e-03, eta: 2:11:29, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8445, loss_cls: 1.4551, loss: 1.4551, grad_norm: 9.1794 2021-03-17 03:41:54,633 - mmaction - INFO - Epoch [40][260/1345] lr: 1.000e-03, eta: 2:11:18, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8477, loss_cls: 1.4881, loss: 1.4881, grad_norm: 9.4930 2021-03-17 03:42:05,631 - mmaction - INFO - Epoch [40][280/1345] lr: 1.000e-03, eta: 2:11:07, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6102, top5_acc: 0.8250, loss_cls: 1.5525, loss: 1.5525, grad_norm: 9.4976 2021-03-17 03:42:16,495 - mmaction - INFO - Epoch [40][300/1345] lr: 1.000e-03, eta: 2:10:56, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8453, loss_cls: 1.4881, loss: 1.4881, grad_norm: 9.3032 2021-03-17 03:42:27,450 - mmaction - INFO - Epoch [40][320/1345] lr: 1.000e-03, eta: 2:10:45, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8664, loss_cls: 1.3817, loss: 1.3817, grad_norm: 9.0200 2021-03-17 03:42:38,555 - mmaction - INFO - Epoch [40][340/1345] lr: 1.000e-03, eta: 2:10:35, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8336, loss_cls: 1.5319, loss: 1.5319, grad_norm: 9.6607 2021-03-17 03:42:49,343 - mmaction - INFO - Epoch [40][360/1345] lr: 1.000e-03, eta: 2:10:24, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8461, loss_cls: 1.4567, loss: 1.4567, grad_norm: 9.3907 2021-03-17 03:43:00,210 - mmaction - INFO - Epoch [40][380/1345] lr: 1.000e-03, eta: 2:10:13, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8430, loss_cls: 1.5023, loss: 1.5023, grad_norm: 10.0491 2021-03-17 03:43:11,156 - mmaction - INFO - Epoch [40][400/1345] lr: 1.000e-03, eta: 2:10:02, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8648, loss_cls: 1.4293, loss: 1.4293, grad_norm: 9.4883 2021-03-17 03:43:22,222 - mmaction - INFO - Epoch [40][420/1345] lr: 1.000e-03, eta: 2:09:51, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8422, loss_cls: 1.5207, loss: 1.5207, grad_norm: 9.5353 2021-03-17 03:43:33,064 - mmaction - INFO - Epoch [40][440/1345] lr: 1.000e-03, eta: 2:09:41, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8430, loss_cls: 1.4620, loss: 1.4620, grad_norm: 9.5222 2021-03-17 03:43:44,033 - mmaction - INFO - Epoch [40][460/1345] lr: 1.000e-03, eta: 2:09:30, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8523, loss_cls: 1.4429, loss: 1.4429, grad_norm: 9.3545 2021-03-17 03:43:53,599 - mmaction - INFO - Epoch [40][480/1345] lr: 1.000e-03, eta: 2:09:19, time: 0.478, data_time: 0.001, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8688, loss_cls: 1.3989, loss: 1.3989, grad_norm: 9.6517 2021-03-17 03:44:02,694 - mmaction - INFO - Epoch [40][500/1345] lr: 1.000e-03, eta: 2:09:07, time: 0.455, data_time: 0.001, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8219, loss_cls: 1.5572, loss: 1.5572, grad_norm: 9.4030 2021-03-17 03:44:11,670 - mmaction - INFO - Epoch [40][520/1345] lr: 1.000e-03, eta: 2:08:56, time: 0.450, data_time: 0.001, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8578, loss_cls: 1.4627, loss: 1.4627, grad_norm: 9.7363 2021-03-17 03:44:20,564 - mmaction - INFO - Epoch [40][540/1345] lr: 1.000e-03, eta: 2:08:45, time: 0.445, data_time: 0.000, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8484, loss_cls: 1.4962, loss: 1.4962, grad_norm: 9.8957 2021-03-17 03:44:29,620 - mmaction - INFO - Epoch [40][560/1345] lr: 1.000e-03, eta: 2:08:33, time: 0.453, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8531, loss_cls: 1.4424, loss: 1.4424, grad_norm: 9.4755 2021-03-17 03:44:38,663 - mmaction - INFO - Epoch [40][580/1345] lr: 1.000e-03, eta: 2:08:22, time: 0.452, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8445, loss_cls: 1.4647, loss: 1.4647, grad_norm: 9.5669 2021-03-17 03:44:47,657 - mmaction - INFO - Epoch [40][600/1345] lr: 1.000e-03, eta: 2:08:11, time: 0.449, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8555, loss_cls: 1.4148, loss: 1.4148, grad_norm: 9.2843 2021-03-17 03:44:56,630 - mmaction - INFO - Epoch [40][620/1345] lr: 1.000e-03, eta: 2:07:59, time: 0.449, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8469, loss_cls: 1.4938, loss: 1.4938, grad_norm: 9.3759 2021-03-17 03:45:05,724 - mmaction - INFO - Epoch [40][640/1345] lr: 1.000e-03, eta: 2:07:48, time: 0.455, data_time: 0.001, memory: 7066, top1_acc: 0.5984, top5_acc: 0.8461, loss_cls: 1.5225, loss: 1.5225, grad_norm: 9.3932 2021-03-17 03:45:14,859 - mmaction - INFO - Epoch [40][660/1345] lr: 1.000e-03, eta: 2:07:37, time: 0.456, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8719, loss_cls: 1.3618, loss: 1.3618, grad_norm: 8.9323 2021-03-17 03:45:23,907 - mmaction - INFO - Epoch [40][680/1345] lr: 1.000e-03, eta: 2:07:25, time: 0.453, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8516, loss_cls: 1.4696, loss: 1.4696, grad_norm: 9.4929 2021-03-17 03:45:32,921 - mmaction - INFO - Epoch [40][700/1345] lr: 1.000e-03, eta: 2:07:14, time: 0.450, data_time: 0.000, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8609, loss_cls: 1.4259, loss: 1.4259, grad_norm: 9.4421 2021-03-17 03:45:41,923 - mmaction - INFO - Epoch [40][720/1345] lr: 1.000e-03, eta: 2:07:03, time: 0.450, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8461, loss_cls: 1.5026, loss: 1.5026, grad_norm: 9.6556 2021-03-17 03:45:50,845 - mmaction - INFO - Epoch [40][740/1345] lr: 1.000e-03, eta: 2:06:51, time: 0.446, data_time: 0.001, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8258, loss_cls: 1.5333, loss: 1.5333, grad_norm: 9.6696 2021-03-17 03:45:59,877 - mmaction - INFO - Epoch [40][760/1345] lr: 1.000e-03, eta: 2:06:40, time: 0.451, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8656, loss_cls: 1.3854, loss: 1.3854, grad_norm: 9.4402 2021-03-17 03:46:08,853 - mmaction - INFO - Epoch [40][780/1345] lr: 1.000e-03, eta: 2:06:29, time: 0.448, data_time: 0.001, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8547, loss_cls: 1.4761, loss: 1.4761, grad_norm: 9.4845 2021-03-17 03:46:17,923 - mmaction - INFO - Epoch [40][800/1345] lr: 1.000e-03, eta: 2:06:17, time: 0.454, data_time: 0.001, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8375, loss_cls: 1.4993, loss: 1.4993, grad_norm: 9.7228 2021-03-17 03:46:26,896 - mmaction - INFO - Epoch [40][820/1345] lr: 1.000e-03, eta: 2:06:06, time: 0.448, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8664, loss_cls: 1.4075, loss: 1.4075, grad_norm: 9.3379 2021-03-17 03:46:35,923 - mmaction - INFO - Epoch [40][840/1345] lr: 1.000e-03, eta: 2:05:55, time: 0.452, data_time: 0.002, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8461, loss_cls: 1.4523, loss: 1.4523, grad_norm: 9.2505 2021-03-17 03:46:44,881 - mmaction - INFO - Epoch [40][860/1345] lr: 1.000e-03, eta: 2:05:44, time: 0.448, data_time: 0.000, memory: 7066, top1_acc: 0.6078, top5_acc: 0.8352, loss_cls: 1.5656, loss: 1.5656, grad_norm: 9.8104 2021-03-17 03:46:54,005 - mmaction - INFO - Epoch [40][880/1345] lr: 1.000e-03, eta: 2:05:32, time: 0.456, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8508, loss_cls: 1.4650, loss: 1.4650, grad_norm: 9.2623 2021-03-17 03:47:02,935 - mmaction - INFO - Epoch [40][900/1345] lr: 1.000e-03, eta: 2:05:21, time: 0.447, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8656, loss_cls: 1.4188, loss: 1.4188, grad_norm: 9.3120 2021-03-17 03:47:11,897 - mmaction - INFO - Epoch [40][920/1345] lr: 1.000e-03, eta: 2:05:10, time: 0.448, data_time: 0.000, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8664, loss_cls: 1.4072, loss: 1.4072, grad_norm: 9.5805 2021-03-17 03:47:20,822 - mmaction - INFO - Epoch [40][940/1345] lr: 1.000e-03, eta: 2:04:58, time: 0.445, data_time: 0.000, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8531, loss_cls: 1.4845, loss: 1.4845, grad_norm: 9.7421 2021-03-17 03:47:28,121 - mmaction - INFO - Epoch [40][960/1345] lr: 1.000e-03, eta: 2:04:47, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.6180, top5_acc: 0.8305, loss_cls: 1.5145, loss: 1.5145, grad_norm: 9.7580 2021-03-17 03:47:35,963 - mmaction - INFO - Epoch [40][980/1345] lr: 1.000e-03, eta: 2:04:35, time: 0.392, data_time: 0.001, memory: 7066, top1_acc: 0.6195, top5_acc: 0.8438, loss_cls: 1.5353, loss: 1.5353, grad_norm: 9.6565 2021-03-17 03:47:43,429 - mmaction - INFO - Epoch [40][1000/1345] lr: 1.000e-03, eta: 2:04:23, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8375, loss_cls: 1.5080, loss: 1.5080, grad_norm: 9.7316 2021-03-17 03:47:50,731 - mmaction - INFO - Epoch [40][1020/1345] lr: 1.000e-03, eta: 2:04:12, time: 0.365, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8656, loss_cls: 1.3642, loss: 1.3642, grad_norm: 9.1229 2021-03-17 03:47:58,114 - mmaction - INFO - Epoch [40][1040/1345] lr: 1.000e-03, eta: 2:04:00, time: 0.368, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8578, loss_cls: 1.4478, loss: 1.4478, grad_norm: 9.4234 2021-03-17 03:48:05,827 - mmaction - INFO - Epoch [40][1060/1345] lr: 1.000e-03, eta: 2:03:48, time: 0.386, data_time: 0.002, memory: 7066, top1_acc: 0.6133, top5_acc: 0.8492, loss_cls: 1.4904, loss: 1.4904, grad_norm: 9.5584 2021-03-17 03:48:13,216 - mmaction - INFO - Epoch [40][1080/1345] lr: 1.000e-03, eta: 2:03:37, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8539, loss_cls: 1.4751, loss: 1.4751, grad_norm: 9.5765 2021-03-17 03:48:21,299 - mmaction - INFO - Epoch [40][1100/1345] lr: 1.000e-03, eta: 2:03:25, time: 0.405, data_time: 0.003, memory: 7066, top1_acc: 0.6070, top5_acc: 0.8328, loss_cls: 1.5131, loss: 1.5131, grad_norm: 9.3746 2021-03-17 03:48:29,307 - mmaction - INFO - Epoch [40][1120/1345] lr: 1.000e-03, eta: 2:03:14, time: 0.400, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8430, loss_cls: 1.5066, loss: 1.5066, grad_norm: 9.5631 2021-03-17 03:48:40,299 - mmaction - INFO - Epoch [40][1140/1345] lr: 1.000e-03, eta: 2:03:03, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8422, loss_cls: 1.5074, loss: 1.5074, grad_norm: 9.4415 2021-03-17 03:48:51,211 - mmaction - INFO - Epoch [40][1160/1345] lr: 1.000e-03, eta: 2:02:52, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8648, loss_cls: 1.4161, loss: 1.4161, grad_norm: 9.4973 2021-03-17 03:49:02,147 - mmaction - INFO - Epoch [40][1180/1345] lr: 1.000e-03, eta: 2:02:41, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6023, top5_acc: 0.8414, loss_cls: 1.5157, loss: 1.5157, grad_norm: 9.7662 2021-03-17 03:49:13,094 - mmaction - INFO - Epoch [40][1200/1345] lr: 1.000e-03, eta: 2:02:30, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8508, loss_cls: 1.4696, loss: 1.4696, grad_norm: 9.7101 2021-03-17 03:49:23,979 - mmaction - INFO - Epoch [40][1220/1345] lr: 1.000e-03, eta: 2:02:20, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6016, top5_acc: 0.8492, loss_cls: 1.4875, loss: 1.4875, grad_norm: 9.5020 2021-03-17 03:49:34,740 - mmaction - INFO - Epoch [40][1240/1345] lr: 1.000e-03, eta: 2:02:09, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8688, loss_cls: 1.4192, loss: 1.4192, grad_norm: 9.4496 2021-03-17 03:49:45,534 - mmaction - INFO - Epoch [40][1260/1345] lr: 1.000e-03, eta: 2:01:58, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8453, loss_cls: 1.4704, loss: 1.4704, grad_norm: 9.4653 2021-03-17 03:49:56,417 - mmaction - INFO - Epoch [40][1280/1345] lr: 1.000e-03, eta: 2:01:47, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6039, top5_acc: 0.8383, loss_cls: 1.4995, loss: 1.4995, grad_norm: 9.6892 2021-03-17 03:50:07,231 - mmaction - INFO - Epoch [40][1300/1345] lr: 1.000e-03, eta: 2:01:36, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8594, loss_cls: 1.4440, loss: 1.4440, grad_norm: 9.4489 2021-03-17 03:50:17,954 - mmaction - INFO - Epoch [40][1320/1345] lr: 1.000e-03, eta: 2:01:25, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8461, loss_cls: 1.4780, loss: 1.4780, grad_norm: 9.5906 2021-03-17 03:50:28,945 - mmaction - INFO - Epoch [40][1340/1345] lr: 1.000e-03, eta: 2:01:15, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8477, loss_cls: 1.5030, loss: 1.5030, grad_norm: 9.5447 2021-03-17 03:50:31,704 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-03-17 03:51:35,015 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-17 03:51:35,225 - mmaction - INFO - top1_acc 0.4569 top5_acc 0.7463 2021-03-17 03:51:35,226 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-17 03:51:35,234 - mmaction - INFO - mean_acc 0.4147 2021-03-17 03:51:35,556 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_40.pth. 2021-03-17 03:51:35,556 - mmaction - INFO - Best top1_acc is 0.4569 at 40 epoch. 2021-03-17 03:51:35,559 - mmaction - INFO - Epoch(val) [40][1345] top1_acc: 0.4569, top5_acc: 0.7463, mean_class_accuracy: 0.4147 2021-03-17 03:51:57,922 - mmaction - INFO - Epoch [41][20/1345] lr: 1.000e-04, eta: 2:01:03, time: 1.118, data_time: 0.507, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8641, loss_cls: 1.3537, loss: 1.3537, grad_norm: 9.3431 2021-03-17 03:52:09,079 - mmaction - INFO - Epoch [41][40/1345] lr: 1.000e-04, eta: 2:00:53, time: 0.558, data_time: 0.000, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8508, loss_cls: 1.4559, loss: 1.4559, grad_norm: 9.2725 2021-03-17 03:52:20,066 - mmaction - INFO - Epoch [41][60/1345] lr: 1.000e-04, eta: 2:00:42, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8570, loss_cls: 1.4255, loss: 1.4255, grad_norm: 9.2988 2021-03-17 03:52:31,022 - mmaction - INFO - Epoch [41][80/1345] lr: 1.000e-04, eta: 2:00:31, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8586, loss_cls: 1.3702, loss: 1.3702, grad_norm: 9.1465 2021-03-17 03:52:41,873 - mmaction - INFO - Epoch [41][100/1345] lr: 1.000e-04, eta: 2:00:20, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8625, loss_cls: 1.3912, loss: 1.3912, grad_norm: 9.3406 2021-03-17 03:52:52,726 - mmaction - INFO - Epoch [41][120/1345] lr: 1.000e-04, eta: 2:00:10, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8641, loss_cls: 1.3659, loss: 1.3659, grad_norm: 9.2530 2021-03-17 03:53:03,761 - mmaction - INFO - Epoch [41][140/1345] lr: 1.000e-04, eta: 1:59:59, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8609, loss_cls: 1.3876, loss: 1.3876, grad_norm: 9.3695 2021-03-17 03:53:14,697 - mmaction - INFO - Epoch [41][160/1345] lr: 1.000e-04, eta: 1:59:48, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8539, loss_cls: 1.4193, loss: 1.4193, grad_norm: 9.1836 2021-03-17 03:53:25,580 - mmaction - INFO - Epoch [41][180/1345] lr: 1.000e-04, eta: 1:59:37, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8594, loss_cls: 1.3775, loss: 1.3775, grad_norm: 9.3055 2021-03-17 03:53:36,573 - mmaction - INFO - Epoch [41][200/1345] lr: 1.000e-04, eta: 1:59:26, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8492, loss_cls: 1.4395, loss: 1.4395, grad_norm: 9.3077 2021-03-17 03:53:47,224 - mmaction - INFO - Epoch [41][220/1345] lr: 1.000e-04, eta: 1:59:16, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8672, loss_cls: 1.4234, loss: 1.4234, grad_norm: 9.5125 2021-03-17 03:53:58,217 - mmaction - INFO - Epoch [41][240/1345] lr: 1.000e-04, eta: 1:59:05, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8398, loss_cls: 1.4466, loss: 1.4466, grad_norm: 9.3704 2021-03-17 03:54:09,176 - mmaction - INFO - Epoch [41][260/1345] lr: 1.000e-04, eta: 1:58:54, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8523, loss_cls: 1.4259, loss: 1.4259, grad_norm: 9.5529 2021-03-17 03:54:20,125 - mmaction - INFO - Epoch [41][280/1345] lr: 1.000e-04, eta: 1:58:43, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8523, loss_cls: 1.3991, loss: 1.3991, grad_norm: 9.3366 2021-03-17 03:54:30,977 - mmaction - INFO - Epoch [41][300/1345] lr: 1.000e-04, eta: 1:58:32, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8414, loss_cls: 1.4483, loss: 1.4483, grad_norm: 9.3821 2021-03-17 03:54:42,018 - mmaction - INFO - Epoch [41][320/1345] lr: 1.000e-04, eta: 1:58:22, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8766, loss_cls: 1.3192, loss: 1.3192, grad_norm: 9.1079 2021-03-17 03:54:53,028 - mmaction - INFO - Epoch [41][340/1345] lr: 1.000e-04, eta: 1:58:11, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8594, loss_cls: 1.4466, loss: 1.4466, grad_norm: 9.4729 2021-03-17 03:55:04,082 - mmaction - INFO - Epoch [41][360/1345] lr: 1.000e-04, eta: 1:58:00, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8508, loss_cls: 1.4556, loss: 1.4556, grad_norm: 9.3504 2021-03-17 03:55:14,950 - mmaction - INFO - Epoch [41][380/1345] lr: 1.000e-04, eta: 1:57:49, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8508, loss_cls: 1.4211, loss: 1.4211, grad_norm: 9.3216 2021-03-17 03:55:25,845 - mmaction - INFO - Epoch [41][400/1345] lr: 1.000e-04, eta: 1:57:38, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8461, loss_cls: 1.4545, loss: 1.4545, grad_norm: 9.1859 2021-03-17 03:55:36,726 - mmaction - INFO - Epoch [41][420/1345] lr: 1.000e-04, eta: 1:57:28, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8672, loss_cls: 1.4105, loss: 1.4105, grad_norm: 9.3889 2021-03-17 03:55:47,546 - mmaction - INFO - Epoch [41][440/1345] lr: 1.000e-04, eta: 1:57:17, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8531, loss_cls: 1.4360, loss: 1.4360, grad_norm: 9.3473 2021-03-17 03:55:58,307 - mmaction - INFO - Epoch [41][460/1345] lr: 1.000e-04, eta: 1:57:06, time: 0.539, data_time: 0.002, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8484, loss_cls: 1.4008, loss: 1.4008, grad_norm: 9.1281 2021-03-17 03:56:09,280 - mmaction - INFO - Epoch [41][480/1345] lr: 1.000e-04, eta: 1:56:55, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8328, loss_cls: 1.4747, loss: 1.4747, grad_norm: 9.5056 2021-03-17 03:56:20,276 - mmaction - INFO - Epoch [41][500/1345] lr: 1.000e-04, eta: 1:56:44, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8438, loss_cls: 1.4541, loss: 1.4541, grad_norm: 9.5522 2021-03-17 03:56:31,126 - mmaction - INFO - Epoch [41][520/1345] lr: 1.000e-04, eta: 1:56:34, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8602, loss_cls: 1.3431, loss: 1.3431, grad_norm: 9.2693 2021-03-17 03:56:42,014 - mmaction - INFO - Epoch [41][540/1345] lr: 1.000e-04, eta: 1:56:23, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8609, loss_cls: 1.3854, loss: 1.3854, grad_norm: 9.3085 2021-03-17 03:56:52,939 - mmaction - INFO - Epoch [41][560/1345] lr: 1.000e-04, eta: 1:56:12, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8508, loss_cls: 1.4082, loss: 1.4082, grad_norm: 9.3382 2021-03-17 03:57:03,662 - mmaction - INFO - Epoch [41][580/1345] lr: 1.000e-04, eta: 1:56:01, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8453, loss_cls: 1.4003, loss: 1.4003, grad_norm: 9.1652 2021-03-17 03:57:14,702 - mmaction - INFO - Epoch [41][600/1345] lr: 1.000e-04, eta: 1:55:50, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8547, loss_cls: 1.4205, loss: 1.4205, grad_norm: 9.7841 2021-03-17 03:57:25,584 - mmaction - INFO - Epoch [41][620/1345] lr: 1.000e-04, eta: 1:55:40, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6156, top5_acc: 0.8484, loss_cls: 1.4651, loss: 1.4651, grad_norm: 9.8609 2021-03-17 03:57:36,431 - mmaction - INFO - Epoch [41][640/1345] lr: 1.000e-04, eta: 1:55:29, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8664, loss_cls: 1.3280, loss: 1.3280, grad_norm: 9.0647 2021-03-17 03:57:47,214 - mmaction - INFO - Epoch [41][660/1345] lr: 1.000e-04, eta: 1:55:18, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8500, loss_cls: 1.4320, loss: 1.4320, grad_norm: 9.2787 2021-03-17 03:57:58,163 - mmaction - INFO - Epoch [41][680/1345] lr: 1.000e-04, eta: 1:55:07, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8578, loss_cls: 1.3891, loss: 1.3891, grad_norm: 9.1975 2021-03-17 03:58:09,063 - mmaction - INFO - Epoch [41][700/1345] lr: 1.000e-04, eta: 1:54:56, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8641, loss_cls: 1.3511, loss: 1.3511, grad_norm: 9.2185 2021-03-17 03:58:19,890 - mmaction - INFO - Epoch [41][720/1345] lr: 1.000e-04, eta: 1:54:46, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8430, loss_cls: 1.4542, loss: 1.4542, grad_norm: 9.5300 2021-03-17 03:58:30,858 - mmaction - INFO - Epoch [41][740/1345] lr: 1.000e-04, eta: 1:54:35, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8727, loss_cls: 1.3327, loss: 1.3327, grad_norm: 9.3616 2021-03-17 03:58:41,836 - mmaction - INFO - Epoch [41][760/1345] lr: 1.000e-04, eta: 1:54:24, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6125, top5_acc: 0.8484, loss_cls: 1.4947, loss: 1.4947, grad_norm: 9.6710 2021-03-17 03:58:52,797 - mmaction - INFO - Epoch [41][780/1345] lr: 1.000e-04, eta: 1:54:13, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8422, loss_cls: 1.4865, loss: 1.4865, grad_norm: 9.6273 2021-03-17 03:59:03,574 - mmaction - INFO - Epoch [41][800/1345] lr: 1.000e-04, eta: 1:54:02, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8570, loss_cls: 1.4032, loss: 1.4032, grad_norm: 9.4587 2021-03-17 03:59:14,704 - mmaction - INFO - Epoch [41][820/1345] lr: 1.000e-04, eta: 1:53:52, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8648, loss_cls: 1.3529, loss: 1.3529, grad_norm: 9.1549 2021-03-17 03:59:25,758 - mmaction - INFO - Epoch [41][840/1345] lr: 1.000e-04, eta: 1:53:41, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8500, loss_cls: 1.4173, loss: 1.4173, grad_norm: 9.5210 2021-03-17 03:59:36,588 - mmaction - INFO - Epoch [41][860/1345] lr: 1.000e-04, eta: 1:53:30, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8672, loss_cls: 1.3653, loss: 1.3653, grad_norm: 9.2700 2021-03-17 03:59:47,240 - mmaction - INFO - Epoch [41][880/1345] lr: 1.000e-04, eta: 1:53:19, time: 0.532, data_time: 0.000, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8547, loss_cls: 1.3945, loss: 1.3945, grad_norm: 9.2515 2021-03-17 03:59:57,920 - mmaction - INFO - Epoch [41][900/1345] lr: 1.000e-04, eta: 1:53:08, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8391, loss_cls: 1.4586, loss: 1.4586, grad_norm: 9.3801 2021-03-17 04:00:08,967 - mmaction - INFO - Epoch [41][920/1345] lr: 1.000e-04, eta: 1:52:58, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8477, loss_cls: 1.4530, loss: 1.4530, grad_norm: 9.5224 2021-03-17 04:00:19,785 - mmaction - INFO - Epoch [41][940/1345] lr: 1.000e-04, eta: 1:52:47, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8688, loss_cls: 1.3322, loss: 1.3322, grad_norm: 9.2022 2021-03-17 04:00:30,690 - mmaction - INFO - Epoch [41][960/1345] lr: 1.000e-04, eta: 1:52:36, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8531, loss_cls: 1.3931, loss: 1.3931, grad_norm: 9.3740 2021-03-17 04:00:41,498 - mmaction - INFO - Epoch [41][980/1345] lr: 1.000e-04, eta: 1:52:25, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8656, loss_cls: 1.3200, loss: 1.3200, grad_norm: 9.1676 2021-03-17 04:00:52,336 - mmaction - INFO - Epoch [41][1000/1345] lr: 1.000e-04, eta: 1:52:14, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8414, loss_cls: 1.4177, loss: 1.4177, grad_norm: 9.4120 2021-03-17 04:01:03,360 - mmaction - INFO - Epoch [41][1020/1345] lr: 1.000e-04, eta: 1:52:04, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8594, loss_cls: 1.3858, loss: 1.3858, grad_norm: 9.6678 2021-03-17 04:01:14,269 - mmaction - INFO - Epoch [41][1040/1345] lr: 1.000e-04, eta: 1:51:53, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8484, loss_cls: 1.4368, loss: 1.4368, grad_norm: 9.6541 2021-03-17 04:01:23,982 - mmaction - INFO - Epoch [41][1060/1345] lr: 1.000e-04, eta: 1:51:42, time: 0.486, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8539, loss_cls: 1.4487, loss: 1.4487, grad_norm: 9.8224 2021-03-17 04:01:31,595 - mmaction - INFO - Epoch [41][1080/1345] lr: 1.000e-04, eta: 1:51:30, time: 0.381, data_time: 0.000, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8555, loss_cls: 1.3679, loss: 1.3679, grad_norm: 9.4216 2021-03-17 04:01:38,852 - mmaction - INFO - Epoch [41][1100/1345] lr: 1.000e-04, eta: 1:51:19, time: 0.362, data_time: 0.000, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8734, loss_cls: 1.3377, loss: 1.3377, grad_norm: 9.2395 2021-03-17 04:01:47,192 - mmaction - INFO - Epoch [41][1120/1345] lr: 1.000e-04, eta: 1:51:07, time: 0.417, data_time: 0.001, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8531, loss_cls: 1.3939, loss: 1.3939, grad_norm: 9.4536 2021-03-17 04:01:58,274 - mmaction - INFO - Epoch [41][1140/1345] lr: 1.000e-04, eta: 1:50:56, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8555, loss_cls: 1.4070, loss: 1.4070, grad_norm: 9.6940 2021-03-17 04:02:09,080 - mmaction - INFO - Epoch [41][1160/1345] lr: 1.000e-04, eta: 1:50:46, time: 0.540, data_time: 0.000, memory: 7066, top1_acc: 0.6258, top5_acc: 0.8625, loss_cls: 1.4493, loss: 1.4493, grad_norm: 9.6444 2021-03-17 04:02:19,835 - mmaction - INFO - Epoch [41][1180/1345] lr: 1.000e-04, eta: 1:50:35, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8641, loss_cls: 1.3955, loss: 1.3955, grad_norm: 9.4343 2021-03-17 04:02:30,671 - mmaction - INFO - Epoch [41][1200/1345] lr: 1.000e-04, eta: 1:50:24, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8586, loss_cls: 1.4023, loss: 1.4023, grad_norm: 9.3574 2021-03-17 04:02:41,421 - mmaction - INFO - Epoch [41][1220/1345] lr: 1.000e-04, eta: 1:50:13, time: 0.537, data_time: 0.000, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8578, loss_cls: 1.3739, loss: 1.3739, grad_norm: 9.4576 2021-03-17 04:02:52,416 - mmaction - INFO - Epoch [41][1240/1345] lr: 1.000e-04, eta: 1:50:02, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8484, loss_cls: 1.4266, loss: 1.4266, grad_norm: 9.7692 2021-03-17 04:03:03,267 - mmaction - INFO - Epoch [41][1260/1345] lr: 1.000e-04, eta: 1:49:52, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8664, loss_cls: 1.3550, loss: 1.3550, grad_norm: 9.6941 2021-03-17 04:03:14,218 - mmaction - INFO - Epoch [41][1280/1345] lr: 1.000e-04, eta: 1:49:41, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8664, loss_cls: 1.4057, loss: 1.4057, grad_norm: 9.8045 2021-03-17 04:03:25,256 - mmaction - INFO - Epoch [41][1300/1345] lr: 1.000e-04, eta: 1:49:30, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8680, loss_cls: 1.3970, loss: 1.3970, grad_norm: 9.6285 2021-03-17 04:03:36,024 - mmaction - INFO - Epoch [41][1320/1345] lr: 1.000e-04, eta: 1:49:19, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8594, loss_cls: 1.3904, loss: 1.3904, grad_norm: 9.3834 2021-03-17 04:03:46,744 - mmaction - INFO - Epoch [41][1340/1345] lr: 1.000e-04, eta: 1:49:08, time: 0.536, data_time: 0.000, memory: 7066, top1_acc: 0.6273, top5_acc: 0.8469, loss_cls: 1.4335, loss: 1.4335, grad_norm: 9.6885 2021-03-17 04:03:49,582 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-03-17 04:04:12,741 - mmaction - INFO - Epoch [42][20/1345] lr: 1.000e-04, eta: 1:48:57, time: 1.141, data_time: 0.492, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8562, loss_cls: 1.4134, loss: 1.4134, grad_norm: 9.6180 2021-03-17 04:04:24,152 - mmaction - INFO - Epoch [42][40/1345] lr: 1.000e-04, eta: 1:48:46, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8609, loss_cls: 1.4086, loss: 1.4086, grad_norm: 9.6709 2021-03-17 04:04:35,096 - mmaction - INFO - Epoch [42][60/1345] lr: 1.000e-04, eta: 1:48:35, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8781, loss_cls: 1.3006, loss: 1.3006, grad_norm: 9.0305 2021-03-17 04:04:46,122 - mmaction - INFO - Epoch [42][80/1345] lr: 1.000e-04, eta: 1:48:25, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8734, loss_cls: 1.3390, loss: 1.3390, grad_norm: 9.3351 2021-03-17 04:04:57,023 - mmaction - INFO - Epoch [42][100/1345] lr: 1.000e-04, eta: 1:48:14, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.6164, top5_acc: 0.8547, loss_cls: 1.4691, loss: 1.4691, grad_norm: 9.8268 2021-03-17 04:05:07,747 - mmaction - INFO - Epoch [42][120/1345] lr: 1.000e-04, eta: 1:48:03, time: 0.536, data_time: 0.000, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8609, loss_cls: 1.3912, loss: 1.3912, grad_norm: 9.4289 2021-03-17 04:05:18,821 - mmaction - INFO - Epoch [42][140/1345] lr: 1.000e-04, eta: 1:47:52, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8547, loss_cls: 1.4350, loss: 1.4350, grad_norm: 9.3881 2021-03-17 04:05:29,607 - mmaction - INFO - Epoch [42][160/1345] lr: 1.000e-04, eta: 1:47:41, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8477, loss_cls: 1.4679, loss: 1.4679, grad_norm: 9.6736 2021-03-17 04:05:40,256 - mmaction - INFO - Epoch [42][180/1345] lr: 1.000e-04, eta: 1:47:31, time: 0.532, data_time: 0.000, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8773, loss_cls: 1.3052, loss: 1.3052, grad_norm: 9.3922 2021-03-17 04:05:51,076 - mmaction - INFO - Epoch [42][200/1345] lr: 1.000e-04, eta: 1:47:20, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8500, loss_cls: 1.3973, loss: 1.3973, grad_norm: 9.7919 2021-03-17 04:06:02,161 - mmaction - INFO - Epoch [42][220/1345] lr: 1.000e-04, eta: 1:47:09, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8742, loss_cls: 1.3506, loss: 1.3506, grad_norm: 9.4295 2021-03-17 04:06:12,942 - mmaction - INFO - Epoch [42][240/1345] lr: 1.000e-04, eta: 1:46:58, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8539, loss_cls: 1.4325, loss: 1.4325, grad_norm: 9.3935 2021-03-17 04:06:24,008 - mmaction - INFO - Epoch [42][260/1345] lr: 1.000e-04, eta: 1:46:47, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6219, top5_acc: 0.8406, loss_cls: 1.5092, loss: 1.5092, grad_norm: 10.0497 2021-03-17 04:06:34,876 - mmaction - INFO - Epoch [42][280/1345] lr: 1.000e-04, eta: 1:46:37, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8656, loss_cls: 1.3427, loss: 1.3427, grad_norm: 9.3657 2021-03-17 04:06:45,848 - mmaction - INFO - Epoch [42][300/1345] lr: 1.000e-04, eta: 1:46:26, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8719, loss_cls: 1.2396, loss: 1.2396, grad_norm: 8.9753 2021-03-17 04:06:56,930 - mmaction - INFO - Epoch [42][320/1345] lr: 1.000e-04, eta: 1:46:15, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8680, loss_cls: 1.3199, loss: 1.3199, grad_norm: 9.2197 2021-03-17 04:07:07,814 - mmaction - INFO - Epoch [42][340/1345] lr: 1.000e-04, eta: 1:46:04, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8633, loss_cls: 1.3524, loss: 1.3524, grad_norm: 9.4851 2021-03-17 04:07:18,823 - mmaction - INFO - Epoch [42][360/1345] lr: 1.000e-04, eta: 1:45:53, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8594, loss_cls: 1.3520, loss: 1.3520, grad_norm: 9.4058 2021-03-17 04:07:29,699 - mmaction - INFO - Epoch [42][380/1345] lr: 1.000e-04, eta: 1:45:43, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8547, loss_cls: 1.3860, loss: 1.3860, grad_norm: 9.5337 2021-03-17 04:07:40,725 - mmaction - INFO - Epoch [42][400/1345] lr: 1.000e-04, eta: 1:45:32, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8602, loss_cls: 1.4145, loss: 1.4145, grad_norm: 9.7208 2021-03-17 04:07:51,593 - mmaction - INFO - Epoch [42][420/1345] lr: 1.000e-04, eta: 1:45:21, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8672, loss_cls: 1.3635, loss: 1.3635, grad_norm: 9.2017 2021-03-17 04:08:02,596 - mmaction - INFO - Epoch [42][440/1345] lr: 1.000e-04, eta: 1:45:10, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8469, loss_cls: 1.4260, loss: 1.4260, grad_norm: 9.7227 2021-03-17 04:08:13,578 - mmaction - INFO - Epoch [42][460/1345] lr: 1.000e-04, eta: 1:44:59, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8703, loss_cls: 1.3242, loss: 1.3242, grad_norm: 9.4646 2021-03-17 04:08:24,540 - mmaction - INFO - Epoch [42][480/1345] lr: 1.000e-04, eta: 1:44:49, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8484, loss_cls: 1.4049, loss: 1.4049, grad_norm: 9.6133 2021-03-17 04:08:35,191 - mmaction - INFO - Epoch [42][500/1345] lr: 1.000e-04, eta: 1:44:38, time: 0.533, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8578, loss_cls: 1.4043, loss: 1.4043, grad_norm: 9.7922 2021-03-17 04:08:46,096 - mmaction - INFO - Epoch [42][520/1345] lr: 1.000e-04, eta: 1:44:27, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8609, loss_cls: 1.3896, loss: 1.3896, grad_norm: 9.4769 2021-03-17 04:08:57,083 - mmaction - INFO - Epoch [42][540/1345] lr: 1.000e-04, eta: 1:44:16, time: 0.550, data_time: 0.002, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8562, loss_cls: 1.3846, loss: 1.3846, grad_norm: 9.6677 2021-03-17 04:09:07,892 - mmaction - INFO - Epoch [42][560/1345] lr: 1.000e-04, eta: 1:44:05, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6773, top5_acc: 0.8781, loss_cls: 1.3124, loss: 1.3124, grad_norm: 9.4319 2021-03-17 04:09:18,705 - mmaction - INFO - Epoch [42][580/1345] lr: 1.000e-04, eta: 1:43:55, time: 0.540, data_time: 0.000, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8547, loss_cls: 1.3954, loss: 1.3954, grad_norm: 9.6461 2021-03-17 04:09:29,618 - mmaction - INFO - Epoch [42][600/1345] lr: 1.000e-04, eta: 1:43:44, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8508, loss_cls: 1.4208, loss: 1.4208, grad_norm: 9.8065 2021-03-17 04:09:40,534 - mmaction - INFO - Epoch [42][620/1345] lr: 1.000e-04, eta: 1:43:33, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8461, loss_cls: 1.4357, loss: 1.4357, grad_norm: 9.8086 2021-03-17 04:09:51,267 - mmaction - INFO - Epoch [42][640/1345] lr: 1.000e-04, eta: 1:43:22, time: 0.536, data_time: 0.000, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8609, loss_cls: 1.4178, loss: 1.4178, grad_norm: 9.9745 2021-03-17 04:10:02,231 - mmaction - INFO - Epoch [42][660/1345] lr: 1.000e-04, eta: 1:43:11, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8641, loss_cls: 1.3500, loss: 1.3500, grad_norm: 9.5734 2021-03-17 04:10:13,070 - mmaction - INFO - Epoch [42][680/1345] lr: 1.000e-04, eta: 1:43:01, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8719, loss_cls: 1.3421, loss: 1.3421, grad_norm: 9.2036 2021-03-17 04:10:24,030 - mmaction - INFO - Epoch [42][700/1345] lr: 1.000e-04, eta: 1:42:50, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8734, loss_cls: 1.3297, loss: 1.3297, grad_norm: 9.3713 2021-03-17 04:10:34,911 - mmaction - INFO - Epoch [42][720/1345] lr: 1.000e-04, eta: 1:42:39, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8648, loss_cls: 1.3566, loss: 1.3566, grad_norm: 9.4244 2021-03-17 04:10:45,913 - mmaction - INFO - Epoch [42][740/1345] lr: 1.000e-04, eta: 1:42:28, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8477, loss_cls: 1.4180, loss: 1.4180, grad_norm: 9.7286 2021-03-17 04:10:57,180 - mmaction - INFO - Epoch [42][760/1345] lr: 1.000e-04, eta: 1:42:17, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8695, loss_cls: 1.3669, loss: 1.3669, grad_norm: 9.5989 2021-03-17 04:11:08,235 - mmaction - INFO - Epoch [42][780/1345] lr: 1.000e-04, eta: 1:42:07, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8492, loss_cls: 1.4361, loss: 1.4361, grad_norm: 9.5954 2021-03-17 04:11:19,223 - mmaction - INFO - Epoch [42][800/1345] lr: 1.000e-04, eta: 1:41:56, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6109, top5_acc: 0.8344, loss_cls: 1.5235, loss: 1.5235, grad_norm: 10.0516 2021-03-17 04:11:30,201 - mmaction - INFO - Epoch [42][820/1345] lr: 1.000e-04, eta: 1:41:45, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8695, loss_cls: 1.3570, loss: 1.3570, grad_norm: 9.3564 2021-03-17 04:11:41,079 - mmaction - INFO - Epoch [42][840/1345] lr: 1.000e-04, eta: 1:41:34, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8633, loss_cls: 1.3849, loss: 1.3849, grad_norm: 9.6749 2021-03-17 04:11:51,936 - mmaction - INFO - Epoch [42][860/1345] lr: 1.000e-04, eta: 1:41:23, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8797, loss_cls: 1.3115, loss: 1.3115, grad_norm: 9.3942 2021-03-17 04:12:02,869 - mmaction - INFO - Epoch [42][880/1345] lr: 1.000e-04, eta: 1:41:13, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8633, loss_cls: 1.4195, loss: 1.4195, grad_norm: 9.9037 2021-03-17 04:12:13,769 - mmaction - INFO - Epoch [42][900/1345] lr: 1.000e-04, eta: 1:41:02, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8633, loss_cls: 1.3106, loss: 1.3106, grad_norm: 9.2582 2021-03-17 04:12:24,680 - mmaction - INFO - Epoch [42][920/1345] lr: 1.000e-04, eta: 1:40:51, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8484, loss_cls: 1.3492, loss: 1.3492, grad_norm: 9.4032 2021-03-17 04:12:35,611 - mmaction - INFO - Epoch [42][940/1345] lr: 1.000e-04, eta: 1:40:40, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8625, loss_cls: 1.3414, loss: 1.3414, grad_norm: 9.6414 2021-03-17 04:12:46,547 - mmaction - INFO - Epoch [42][960/1345] lr: 1.000e-04, eta: 1:40:29, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8609, loss_cls: 1.3614, loss: 1.3614, grad_norm: 9.4433 2021-03-17 04:12:57,710 - mmaction - INFO - Epoch [42][980/1345] lr: 1.000e-04, eta: 1:40:19, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8680, loss_cls: 1.3824, loss: 1.3824, grad_norm: 9.4547 2021-03-17 04:13:08,700 - mmaction - INFO - Epoch [42][1000/1345] lr: 1.000e-04, eta: 1:40:08, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8602, loss_cls: 1.3506, loss: 1.3506, grad_norm: 9.3869 2021-03-17 04:13:19,644 - mmaction - INFO - Epoch [42][1020/1345] lr: 1.000e-04, eta: 1:39:57, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8719, loss_cls: 1.3607, loss: 1.3607, grad_norm: 9.5104 2021-03-17 04:13:30,522 - mmaction - INFO - Epoch [42][1040/1345] lr: 1.000e-04, eta: 1:39:46, time: 0.544, data_time: 0.002, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8602, loss_cls: 1.3419, loss: 1.3419, grad_norm: 9.5073 2021-03-17 04:13:41,271 - mmaction - INFO - Epoch [42][1060/1345] lr: 1.000e-04, eta: 1:39:35, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8477, loss_cls: 1.3847, loss: 1.3847, grad_norm: 9.4460 2021-03-17 04:13:52,054 - mmaction - INFO - Epoch [42][1080/1345] lr: 1.000e-04, eta: 1:39:25, time: 0.539, data_time: 0.000, memory: 7066, top1_acc: 0.6289, top5_acc: 0.8609, loss_cls: 1.3994, loss: 1.3994, grad_norm: 9.6288 2021-03-17 04:14:03,015 - mmaction - INFO - Epoch [42][1100/1345] lr: 1.000e-04, eta: 1:39:14, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8820, loss_cls: 1.2790, loss: 1.2790, grad_norm: 9.0701 2021-03-17 04:14:13,914 - mmaction - INFO - Epoch [42][1120/1345] lr: 1.000e-04, eta: 1:39:03, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8602, loss_cls: 1.3478, loss: 1.3478, grad_norm: 9.4488 2021-03-17 04:14:24,872 - mmaction - INFO - Epoch [42][1140/1345] lr: 1.000e-04, eta: 1:38:52, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8820, loss_cls: 1.3112, loss: 1.3112, grad_norm: 9.4127 2021-03-17 04:14:35,807 - mmaction - INFO - Epoch [42][1160/1345] lr: 1.000e-04, eta: 1:38:41, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8578, loss_cls: 1.3423, loss: 1.3423, grad_norm: 9.5720 2021-03-17 04:14:46,858 - mmaction - INFO - Epoch [42][1180/1345] lr: 1.000e-04, eta: 1:38:31, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8578, loss_cls: 1.3542, loss: 1.3542, grad_norm: 9.3258 2021-03-17 04:14:57,675 - mmaction - INFO - Epoch [42][1200/1345] lr: 1.000e-04, eta: 1:38:20, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8727, loss_cls: 1.2921, loss: 1.2921, grad_norm: 9.0893 2021-03-17 04:15:08,824 - mmaction - INFO - Epoch [42][1220/1345] lr: 1.000e-04, eta: 1:38:09, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8500, loss_cls: 1.4722, loss: 1.4722, grad_norm: 9.7973 2021-03-17 04:15:18,977 - mmaction - INFO - Epoch [42][1240/1345] lr: 1.000e-04, eta: 1:37:58, time: 0.507, data_time: 0.002, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8477, loss_cls: 1.4504, loss: 1.4504, grad_norm: 9.7895 2021-03-17 04:15:26,540 - mmaction - INFO - Epoch [42][1260/1345] lr: 1.000e-04, eta: 1:37:47, time: 0.378, data_time: 0.001, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8734, loss_cls: 1.3249, loss: 1.3249, grad_norm: 9.3528 2021-03-17 04:15:34,007 - mmaction - INFO - Epoch [42][1280/1345] lr: 1.000e-04, eta: 1:37:35, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8711, loss_cls: 1.3106, loss: 1.3106, grad_norm: 9.5253 2021-03-17 04:15:42,931 - mmaction - INFO - Epoch [42][1300/1345] lr: 1.000e-04, eta: 1:37:24, time: 0.446, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8609, loss_cls: 1.3906, loss: 1.3906, grad_norm: 9.7264 2021-03-17 04:15:53,947 - mmaction - INFO - Epoch [42][1320/1345] lr: 1.000e-04, eta: 1:37:13, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8703, loss_cls: 1.3123, loss: 1.3123, grad_norm: 9.6408 2021-03-17 04:16:04,650 - mmaction - INFO - Epoch [42][1340/1345] lr: 1.000e-04, eta: 1:37:02, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8594, loss_cls: 1.4014, loss: 1.4014, grad_norm: 9.8228 2021-03-17 04:16:07,667 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-03-17 04:17:11,920 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-17 04:17:12,060 - mmaction - INFO - top1_acc 0.4700 top5_acc 0.7581 2021-03-17 04:17:12,060 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-17 04:17:12,069 - mmaction - INFO - mean_acc 0.4242 2021-03-17 04:17:12,396 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. 2021-03-17 04:17:12,396 - mmaction - INFO - Best top1_acc is 0.4700 at 42 epoch. 2021-03-17 04:17:12,399 - mmaction - INFO - Epoch(val) [42][1345] top1_acc: 0.4700, top5_acc: 0.7581, mean_class_accuracy: 0.4242 2021-03-17 04:17:34,847 - mmaction - INFO - Epoch [43][20/1345] lr: 1.000e-04, eta: 1:36:51, time: 1.122, data_time: 0.553, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8547, loss_cls: 1.4279, loss: 1.4279, grad_norm: 10.0608 2021-03-17 04:17:45,762 - mmaction - INFO - Epoch [43][40/1345] lr: 1.000e-04, eta: 1:36:40, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8594, loss_cls: 1.4086, loss: 1.4086, grad_norm: 9.5804 2021-03-17 04:17:56,832 - mmaction - INFO - Epoch [43][60/1345] lr: 1.000e-04, eta: 1:36:29, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8680, loss_cls: 1.3716, loss: 1.3716, grad_norm: 9.6850 2021-03-17 04:18:07,748 - mmaction - INFO - Epoch [43][80/1345] lr: 1.000e-04, eta: 1:36:18, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8422, loss_cls: 1.4456, loss: 1.4456, grad_norm: 9.6057 2021-03-17 04:18:18,853 - mmaction - INFO - Epoch [43][100/1345] lr: 1.000e-04, eta: 1:36:07, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8758, loss_cls: 1.3084, loss: 1.3084, grad_norm: 9.3921 2021-03-17 04:18:29,796 - mmaction - INFO - Epoch [43][120/1345] lr: 1.000e-04, eta: 1:35:57, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8492, loss_cls: 1.4401, loss: 1.4401, grad_norm: 9.6094 2021-03-17 04:18:40,668 - mmaction - INFO - Epoch [43][140/1345] lr: 1.000e-04, eta: 1:35:46, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8562, loss_cls: 1.3659, loss: 1.3659, grad_norm: 9.4465 2021-03-17 04:18:51,317 - mmaction - INFO - Epoch [43][160/1345] lr: 1.000e-04, eta: 1:35:35, time: 0.532, data_time: 0.000, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8570, loss_cls: 1.3734, loss: 1.3734, grad_norm: 9.7442 2021-03-17 04:19:02,017 - mmaction - INFO - Epoch [43][180/1345] lr: 1.000e-04, eta: 1:35:24, time: 0.535, data_time: 0.000, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8578, loss_cls: 1.4110, loss: 1.4110, grad_norm: 9.8685 2021-03-17 04:19:12,783 - mmaction - INFO - Epoch [43][200/1345] lr: 1.000e-04, eta: 1:35:13, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8516, loss_cls: 1.4319, loss: 1.4319, grad_norm: 9.5812 2021-03-17 04:19:23,791 - mmaction - INFO - Epoch [43][220/1345] lr: 1.000e-04, eta: 1:35:02, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8469, loss_cls: 1.4870, loss: 1.4870, grad_norm: 9.5915 2021-03-17 04:19:34,742 - mmaction - INFO - Epoch [43][240/1345] lr: 1.000e-04, eta: 1:34:52, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8766, loss_cls: 1.3057, loss: 1.3057, grad_norm: 9.2723 2021-03-17 04:19:45,473 - mmaction - INFO - Epoch [43][260/1345] lr: 1.000e-04, eta: 1:34:41, time: 0.537, data_time: 0.000, memory: 7066, top1_acc: 0.6906, top5_acc: 0.8797, loss_cls: 1.2597, loss: 1.2597, grad_norm: 9.3555 2021-03-17 04:19:56,410 - mmaction - INFO - Epoch [43][280/1345] lr: 1.000e-04, eta: 1:34:30, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8586, loss_cls: 1.3693, loss: 1.3693, grad_norm: 9.6268 2021-03-17 04:20:07,316 - mmaction - INFO - Epoch [43][300/1345] lr: 1.000e-04, eta: 1:34:19, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8414, loss_cls: 1.4205, loss: 1.4205, grad_norm: 9.5498 2021-03-17 04:20:18,297 - mmaction - INFO - Epoch [43][320/1345] lr: 1.000e-04, eta: 1:34:08, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8680, loss_cls: 1.3682, loss: 1.3682, grad_norm: 9.5074 2021-03-17 04:20:29,130 - mmaction - INFO - Epoch [43][340/1345] lr: 1.000e-04, eta: 1:33:58, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8578, loss_cls: 1.3540, loss: 1.3540, grad_norm: 9.5522 2021-03-17 04:20:40,086 - mmaction - INFO - Epoch [43][360/1345] lr: 1.000e-04, eta: 1:33:47, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8547, loss_cls: 1.4135, loss: 1.4135, grad_norm: 9.6909 2021-03-17 04:20:51,088 - mmaction - INFO - Epoch [43][380/1345] lr: 1.000e-04, eta: 1:33:36, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8641, loss_cls: 1.3585, loss: 1.3585, grad_norm: 9.6192 2021-03-17 04:21:02,225 - mmaction - INFO - Epoch [43][400/1345] lr: 1.000e-04, eta: 1:33:25, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8602, loss_cls: 1.3975, loss: 1.3975, grad_norm: 9.7602 2021-03-17 04:21:13,161 - mmaction - INFO - Epoch [43][420/1345] lr: 1.000e-04, eta: 1:33:14, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8805, loss_cls: 1.2755, loss: 1.2755, grad_norm: 9.1087 2021-03-17 04:21:24,094 - mmaction - INFO - Epoch [43][440/1345] lr: 1.000e-04, eta: 1:33:04, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8367, loss_cls: 1.4740, loss: 1.4740, grad_norm: 9.5980 2021-03-17 04:21:34,899 - mmaction - INFO - Epoch [43][460/1345] lr: 1.000e-04, eta: 1:32:53, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8672, loss_cls: 1.3233, loss: 1.3233, grad_norm: 9.2308 2021-03-17 04:21:45,842 - mmaction - INFO - Epoch [43][480/1345] lr: 1.000e-04, eta: 1:32:42, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8688, loss_cls: 1.3100, loss: 1.3100, grad_norm: 9.1981 2021-03-17 04:21:56,957 - mmaction - INFO - Epoch [43][500/1345] lr: 1.000e-04, eta: 1:32:31, time: 0.557, data_time: 0.002, memory: 7066, top1_acc: 0.5891, top5_acc: 0.8438, loss_cls: 1.5070, loss: 1.5070, grad_norm: 9.7136 2021-03-17 04:22:07,746 - mmaction - INFO - Epoch [43][520/1345] lr: 1.000e-04, eta: 1:32:20, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8656, loss_cls: 1.3484, loss: 1.3484, grad_norm: 9.6168 2021-03-17 04:22:18,463 - mmaction - INFO - Epoch [43][540/1345] lr: 1.000e-04, eta: 1:32:10, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8602, loss_cls: 1.3318, loss: 1.3318, grad_norm: 9.5119 2021-03-17 04:22:29,410 - mmaction - INFO - Epoch [43][560/1345] lr: 1.000e-04, eta: 1:31:59, time: 0.548, data_time: 0.002, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8641, loss_cls: 1.3935, loss: 1.3935, grad_norm: 9.6712 2021-03-17 04:22:40,266 - mmaction - INFO - Epoch [43][580/1345] lr: 1.000e-04, eta: 1:31:48, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8539, loss_cls: 1.4299, loss: 1.4299, grad_norm: 9.9046 2021-03-17 04:22:51,105 - mmaction - INFO - Epoch [43][600/1345] lr: 1.000e-04, eta: 1:31:37, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8484, loss_cls: 1.4246, loss: 1.4246, grad_norm: 9.7215 2021-03-17 04:23:01,735 - mmaction - INFO - Epoch [43][620/1345] lr: 1.000e-04, eta: 1:31:26, time: 0.531, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8625, loss_cls: 1.3333, loss: 1.3333, grad_norm: 9.2047 2021-03-17 04:23:12,624 - mmaction - INFO - Epoch [43][640/1345] lr: 1.000e-04, eta: 1:31:16, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8734, loss_cls: 1.2956, loss: 1.2956, grad_norm: 9.5885 2021-03-17 04:23:23,608 - mmaction - INFO - Epoch [43][660/1345] lr: 1.000e-04, eta: 1:31:05, time: 0.549, data_time: 0.002, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8578, loss_cls: 1.3600, loss: 1.3600, grad_norm: 9.3774 2021-03-17 04:23:34,643 - mmaction - INFO - Epoch [43][680/1345] lr: 1.000e-04, eta: 1:30:54, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8656, loss_cls: 1.3565, loss: 1.3565, grad_norm: 9.5909 2021-03-17 04:23:45,604 - mmaction - INFO - Epoch [43][700/1345] lr: 1.000e-04, eta: 1:30:43, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8562, loss_cls: 1.4043, loss: 1.4043, grad_norm: 9.6652 2021-03-17 04:23:56,522 - mmaction - INFO - Epoch [43][720/1345] lr: 1.000e-04, eta: 1:30:32, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8742, loss_cls: 1.3164, loss: 1.3164, grad_norm: 9.2468 2021-03-17 04:24:07,481 - mmaction - INFO - Epoch [43][740/1345] lr: 1.000e-04, eta: 1:30:22, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8688, loss_cls: 1.2825, loss: 1.2825, grad_norm: 9.2931 2021-03-17 04:24:18,350 - mmaction - INFO - Epoch [43][760/1345] lr: 1.000e-04, eta: 1:30:11, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8633, loss_cls: 1.3642, loss: 1.3642, grad_norm: 9.6975 2021-03-17 04:24:29,406 - mmaction - INFO - Epoch [43][780/1345] lr: 1.000e-04, eta: 1:30:00, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8688, loss_cls: 1.3505, loss: 1.3505, grad_norm: 9.5675 2021-03-17 04:24:40,098 - mmaction - INFO - Epoch [43][800/1345] lr: 1.000e-04, eta: 1:29:49, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8703, loss_cls: 1.3084, loss: 1.3084, grad_norm: 9.4497 2021-03-17 04:24:51,309 - mmaction - INFO - Epoch [43][820/1345] lr: 1.000e-04, eta: 1:29:38, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8570, loss_cls: 1.3532, loss: 1.3532, grad_norm: 9.3460 2021-03-17 04:25:02,185 - mmaction - INFO - Epoch [43][840/1345] lr: 1.000e-04, eta: 1:29:28, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8422, loss_cls: 1.4712, loss: 1.4712, grad_norm: 9.9403 2021-03-17 04:25:13,041 - mmaction - INFO - Epoch [43][860/1345] lr: 1.000e-04, eta: 1:29:17, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8641, loss_cls: 1.3608, loss: 1.3608, grad_norm: 9.4453 2021-03-17 04:25:23,799 - mmaction - INFO - Epoch [43][880/1345] lr: 1.000e-04, eta: 1:29:06, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8766, loss_cls: 1.2862, loss: 1.2862, grad_norm: 9.5915 2021-03-17 04:25:34,663 - mmaction - INFO - Epoch [43][900/1345] lr: 1.000e-04, eta: 1:28:55, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8484, loss_cls: 1.4240, loss: 1.4240, grad_norm: 9.7604 2021-03-17 04:25:45,292 - mmaction - INFO - Epoch [43][920/1345] lr: 1.000e-04, eta: 1:28:44, time: 0.532, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8703, loss_cls: 1.3532, loss: 1.3532, grad_norm: 9.7233 2021-03-17 04:25:56,324 - mmaction - INFO - Epoch [43][940/1345] lr: 1.000e-04, eta: 1:28:33, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8727, loss_cls: 1.3300, loss: 1.3300, grad_norm: 9.5207 2021-03-17 04:26:07,275 - mmaction - INFO - Epoch [43][960/1345] lr: 1.000e-04, eta: 1:28:23, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8562, loss_cls: 1.4166, loss: 1.4166, grad_norm: 9.8833 2021-03-17 04:26:18,185 - mmaction - INFO - Epoch [43][980/1345] lr: 1.000e-04, eta: 1:28:12, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8805, loss_cls: 1.2888, loss: 1.2888, grad_norm: 9.3808 2021-03-17 04:26:28,832 - mmaction - INFO - Epoch [43][1000/1345] lr: 1.000e-04, eta: 1:28:01, time: 0.532, data_time: 0.001, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8641, loss_cls: 1.3655, loss: 1.3655, grad_norm: 9.5528 2021-03-17 04:26:39,647 - mmaction - INFO - Epoch [43][1020/1345] lr: 1.000e-04, eta: 1:27:50, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8773, loss_cls: 1.2813, loss: 1.2813, grad_norm: 9.3435 2021-03-17 04:26:50,648 - mmaction - INFO - Epoch [43][1040/1345] lr: 1.000e-04, eta: 1:27:39, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6188, top5_acc: 0.8602, loss_cls: 1.4059, loss: 1.4059, grad_norm: 9.9002 2021-03-17 04:27:01,447 - mmaction - INFO - Epoch [43][1060/1345] lr: 1.000e-04, eta: 1:27:29, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8531, loss_cls: 1.4257, loss: 1.4257, grad_norm: 9.4363 2021-03-17 04:27:12,635 - mmaction - INFO - Epoch [43][1080/1345] lr: 1.000e-04, eta: 1:27:18, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8594, loss_cls: 1.3864, loss: 1.3864, grad_norm: 9.7116 2021-03-17 04:27:23,436 - mmaction - INFO - Epoch [43][1100/1345] lr: 1.000e-04, eta: 1:27:07, time: 0.540, data_time: 0.000, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8727, loss_cls: 1.3203, loss: 1.3203, grad_norm: 9.3779 2021-03-17 04:27:34,462 - mmaction - INFO - Epoch [43][1120/1345] lr: 1.000e-04, eta: 1:26:56, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8578, loss_cls: 1.3982, loss: 1.3982, grad_norm: 9.9389 2021-03-17 04:27:45,485 - mmaction - INFO - Epoch [43][1140/1345] lr: 1.000e-04, eta: 1:26:45, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8656, loss_cls: 1.3198, loss: 1.3198, grad_norm: 9.2804 2021-03-17 04:27:56,417 - mmaction - INFO - Epoch [43][1160/1345] lr: 1.000e-04, eta: 1:26:35, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8750, loss_cls: 1.3187, loss: 1.3187, grad_norm: 9.3944 2021-03-17 04:28:07,193 - mmaction - INFO - Epoch [43][1180/1345] lr: 1.000e-04, eta: 1:26:24, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8727, loss_cls: 1.3268, loss: 1.3268, grad_norm: 9.5386 2021-03-17 04:28:18,013 - mmaction - INFO - Epoch [43][1200/1345] lr: 1.000e-04, eta: 1:26:13, time: 0.540, data_time: 0.000, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8641, loss_cls: 1.3016, loss: 1.3016, grad_norm: 9.3097 2021-03-17 04:28:29,065 - mmaction - INFO - Epoch [43][1220/1345] lr: 1.000e-04, eta: 1:26:02, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8703, loss_cls: 1.3898, loss: 1.3898, grad_norm: 9.5255 2021-03-17 04:28:36,952 - mmaction - INFO - Epoch [43][1240/1345] lr: 1.000e-04, eta: 1:25:51, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8680, loss_cls: 1.3767, loss: 1.3767, grad_norm: 9.7469 2021-03-17 04:28:44,424 - mmaction - INFO - Epoch [43][1260/1345] lr: 1.000e-04, eta: 1:25:39, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8633, loss_cls: 1.3833, loss: 1.3833, grad_norm: 9.7327 2021-03-17 04:28:51,939 - mmaction - INFO - Epoch [43][1280/1345] lr: 1.000e-04, eta: 1:25:28, time: 0.375, data_time: 0.000, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8641, loss_cls: 1.3569, loss: 1.3569, grad_norm: 9.8984 2021-03-17 04:29:02,319 - mmaction - INFO - Epoch [43][1300/1345] lr: 1.000e-04, eta: 1:25:17, time: 0.520, data_time: 0.001, memory: 7066, top1_acc: 0.6805, top5_acc: 0.8734, loss_cls: 1.2785, loss: 1.2785, grad_norm: 9.2954 2021-03-17 04:29:13,235 - mmaction - INFO - Epoch [43][1320/1345] lr: 1.000e-04, eta: 1:25:06, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8750, loss_cls: 1.2800, loss: 1.2800, grad_norm: 9.4074 2021-03-17 04:29:24,192 - mmaction - INFO - Epoch [43][1340/1345] lr: 1.000e-04, eta: 1:24:56, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8664, loss_cls: 1.3264, loss: 1.3264, grad_norm: 9.7020 2021-03-17 04:29:26,970 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-03-17 04:29:50,356 - mmaction - INFO - Epoch [44][20/1345] lr: 1.000e-04, eta: 1:24:44, time: 1.153, data_time: 0.571, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8539, loss_cls: 1.3566, loss: 1.3566, grad_norm: 9.4014 2021-03-17 04:30:01,460 - mmaction - INFO - Epoch [44][40/1345] lr: 1.000e-04, eta: 1:24:33, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8625, loss_cls: 1.4000, loss: 1.4000, grad_norm: 9.8778 2021-03-17 04:30:12,776 - mmaction - INFO - Epoch [44][60/1345] lr: 1.000e-04, eta: 1:24:22, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8680, loss_cls: 1.3405, loss: 1.3405, grad_norm: 9.4408 2021-03-17 04:30:24,029 - mmaction - INFO - Epoch [44][80/1345] lr: 1.000e-04, eta: 1:24:11, time: 0.562, data_time: 0.000, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8766, loss_cls: 1.2687, loss: 1.2687, grad_norm: 9.1934 2021-03-17 04:30:34,876 - mmaction - INFO - Epoch [44][100/1345] lr: 1.000e-04, eta: 1:24:00, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8508, loss_cls: 1.4030, loss: 1.4030, grad_norm: 10.0447 2021-03-17 04:30:45,962 - mmaction - INFO - Epoch [44][120/1345] lr: 1.000e-04, eta: 1:23:50, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8617, loss_cls: 1.3722, loss: 1.3722, grad_norm: 9.6465 2021-03-17 04:30:57,132 - mmaction - INFO - Epoch [44][140/1345] lr: 1.000e-04, eta: 1:23:39, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.6391, top5_acc: 0.8570, loss_cls: 1.3873, loss: 1.3873, grad_norm: 9.8354 2021-03-17 04:31:08,093 - mmaction - INFO - Epoch [44][160/1345] lr: 1.000e-04, eta: 1:23:28, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8516, loss_cls: 1.4459, loss: 1.4459, grad_norm: 9.6439 2021-03-17 04:31:19,080 - mmaction - INFO - Epoch [44][180/1345] lr: 1.000e-04, eta: 1:23:17, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8672, loss_cls: 1.3745, loss: 1.3745, grad_norm: 9.7623 2021-03-17 04:31:30,246 - mmaction - INFO - Epoch [44][200/1345] lr: 1.000e-04, eta: 1:23:07, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8531, loss_cls: 1.4332, loss: 1.4332, grad_norm: 9.8357 2021-03-17 04:31:41,272 - mmaction - INFO - Epoch [44][220/1345] lr: 1.000e-04, eta: 1:22:56, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8617, loss_cls: 1.3870, loss: 1.3870, grad_norm: 9.7633 2021-03-17 04:31:52,623 - mmaction - INFO - Epoch [44][240/1345] lr: 1.000e-04, eta: 1:22:45, time: 0.568, data_time: 0.001, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8562, loss_cls: 1.4084, loss: 1.4084, grad_norm: 9.6817 2021-03-17 04:32:03,811 - mmaction - INFO - Epoch [44][260/1345] lr: 1.000e-04, eta: 1:22:34, time: 0.559, data_time: 0.000, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8508, loss_cls: 1.4192, loss: 1.4192, grad_norm: 9.8316 2021-03-17 04:32:14,923 - mmaction - INFO - Epoch [44][280/1345] lr: 1.000e-04, eta: 1:22:23, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.6789, top5_acc: 0.8719, loss_cls: 1.3062, loss: 1.3062, grad_norm: 9.2974 2021-03-17 04:32:26,186 - mmaction - INFO - Epoch [44][300/1345] lr: 1.000e-04, eta: 1:22:13, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8602, loss_cls: 1.3799, loss: 1.3799, grad_norm: 9.5406 2021-03-17 04:32:37,292 - mmaction - INFO - Epoch [44][320/1345] lr: 1.000e-04, eta: 1:22:02, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8359, loss_cls: 1.5063, loss: 1.5063, grad_norm: 9.8651 2021-03-17 04:32:48,467 - mmaction - INFO - Epoch [44][340/1345] lr: 1.000e-04, eta: 1:21:51, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8531, loss_cls: 1.3973, loss: 1.3973, grad_norm: 9.7181 2021-03-17 04:32:59,684 - mmaction - INFO - Epoch [44][360/1345] lr: 1.000e-04, eta: 1:21:40, time: 0.561, data_time: 0.000, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8812, loss_cls: 1.2368, loss: 1.2368, grad_norm: 9.4570 2021-03-17 04:33:10,890 - mmaction - INFO - Epoch [44][380/1345] lr: 1.000e-04, eta: 1:21:30, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8195, loss_cls: 1.5152, loss: 1.5152, grad_norm: 9.9714 2021-03-17 04:33:22,052 - mmaction - INFO - Epoch [44][400/1345] lr: 1.000e-04, eta: 1:21:19, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.6281, top5_acc: 0.8609, loss_cls: 1.4234, loss: 1.4234, grad_norm: 9.7939 2021-03-17 04:33:33,160 - mmaction - INFO - Epoch [44][420/1345] lr: 1.000e-04, eta: 1:21:08, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8602, loss_cls: 1.3845, loss: 1.3845, grad_norm: 9.5968 2021-03-17 04:33:44,424 - mmaction - INFO - Epoch [44][440/1345] lr: 1.000e-04, eta: 1:20:57, time: 0.563, data_time: 0.000, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8742, loss_cls: 1.2886, loss: 1.2886, grad_norm: 9.5817 2021-03-17 04:33:55,185 - mmaction - INFO - Epoch [44][460/1345] lr: 1.000e-04, eta: 1:20:47, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8555, loss_cls: 1.4369, loss: 1.4369, grad_norm: 9.8891 2021-03-17 04:34:06,451 - mmaction - INFO - Epoch [44][480/1345] lr: 1.000e-04, eta: 1:20:36, time: 0.563, data_time: 0.002, memory: 7066, top1_acc: 0.6820, top5_acc: 0.8859, loss_cls: 1.2411, loss: 1.2411, grad_norm: 9.4998 2021-03-17 04:34:17,491 - mmaction - INFO - Epoch [44][500/1345] lr: 1.000e-04, eta: 1:20:25, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8734, loss_cls: 1.3157, loss: 1.3157, grad_norm: 9.5136 2021-03-17 04:34:28,539 - mmaction - INFO - Epoch [44][520/1345] lr: 1.000e-04, eta: 1:20:14, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8688, loss_cls: 1.3744, loss: 1.3744, grad_norm: 9.6706 2021-03-17 04:34:39,770 - mmaction - INFO - Epoch [44][540/1345] lr: 1.000e-04, eta: 1:20:03, time: 0.562, data_time: 0.000, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8852, loss_cls: 1.2731, loss: 1.2731, grad_norm: 9.3041 2021-03-17 04:34:50,894 - mmaction - INFO - Epoch [44][560/1345] lr: 1.000e-04, eta: 1:19:53, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8633, loss_cls: 1.3518, loss: 1.3518, grad_norm: 9.5789 2021-03-17 04:35:02,048 - mmaction - INFO - Epoch [44][580/1345] lr: 1.000e-04, eta: 1:19:42, time: 0.558, data_time: 0.000, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8750, loss_cls: 1.3684, loss: 1.3684, grad_norm: 9.5981 2021-03-17 04:35:13,299 - mmaction - INFO - Epoch [44][600/1345] lr: 1.000e-04, eta: 1:19:31, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8555, loss_cls: 1.3664, loss: 1.3664, grad_norm: 9.9431 2021-03-17 04:35:24,611 - mmaction - INFO - Epoch [44][620/1345] lr: 1.000e-04, eta: 1:19:20, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.6312, top5_acc: 0.8672, loss_cls: 1.3665, loss: 1.3665, grad_norm: 9.7090 2021-03-17 04:35:35,577 - mmaction - INFO - Epoch [44][640/1345] lr: 1.000e-04, eta: 1:19:10, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8391, loss_cls: 1.4348, loss: 1.4348, grad_norm: 9.9350 2021-03-17 04:35:46,978 - mmaction - INFO - Epoch [44][660/1345] lr: 1.000e-04, eta: 1:18:59, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8578, loss_cls: 1.4060, loss: 1.4060, grad_norm: 9.8022 2021-03-17 04:35:57,952 - mmaction - INFO - Epoch [44][680/1345] lr: 1.000e-04, eta: 1:18:48, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8828, loss_cls: 1.3249, loss: 1.3249, grad_norm: 9.5517 2021-03-17 04:36:09,154 - mmaction - INFO - Epoch [44][700/1345] lr: 1.000e-04, eta: 1:18:37, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8547, loss_cls: 1.3864, loss: 1.3864, grad_norm: 9.5337 2021-03-17 04:36:20,283 - mmaction - INFO - Epoch [44][720/1345] lr: 1.000e-04, eta: 1:18:26, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8469, loss_cls: 1.4295, loss: 1.4295, grad_norm: 9.7633 2021-03-17 04:36:31,577 - mmaction - INFO - Epoch [44][740/1345] lr: 1.000e-04, eta: 1:18:16, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8734, loss_cls: 1.3528, loss: 1.3528, grad_norm: 9.7081 2021-03-17 04:36:42,603 - mmaction - INFO - Epoch [44][760/1345] lr: 1.000e-04, eta: 1:18:05, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8547, loss_cls: 1.3784, loss: 1.3784, grad_norm: 9.8440 2021-03-17 04:36:53,697 - mmaction - INFO - Epoch [44][780/1345] lr: 1.000e-04, eta: 1:17:54, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8758, loss_cls: 1.3401, loss: 1.3401, grad_norm: 9.6277 2021-03-17 04:37:05,063 - mmaction - INFO - Epoch [44][800/1345] lr: 1.000e-04, eta: 1:17:43, time: 0.568, data_time: 0.000, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8602, loss_cls: 1.3874, loss: 1.3874, grad_norm: 9.5013 2021-03-17 04:37:16,102 - mmaction - INFO - Epoch [44][820/1345] lr: 1.000e-04, eta: 1:17:33, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8664, loss_cls: 1.3410, loss: 1.3410, grad_norm: 9.7326 2021-03-17 04:37:27,209 - mmaction - INFO - Epoch [44][840/1345] lr: 1.000e-04, eta: 1:17:22, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8758, loss_cls: 1.2999, loss: 1.2999, grad_norm: 9.5610 2021-03-17 04:37:38,131 - mmaction - INFO - Epoch [44][860/1345] lr: 1.000e-04, eta: 1:17:11, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8547, loss_cls: 1.4289, loss: 1.4289, grad_norm: 9.6621 2021-03-17 04:37:49,563 - mmaction - INFO - Epoch [44][880/1345] lr: 1.000e-04, eta: 1:17:00, time: 0.571, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8633, loss_cls: 1.3629, loss: 1.3629, grad_norm: 9.6185 2021-03-17 04:38:00,642 - mmaction - INFO - Epoch [44][900/1345] lr: 1.000e-04, eta: 1:16:49, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8609, loss_cls: 1.3560, loss: 1.3560, grad_norm: 9.7167 2021-03-17 04:38:11,978 - mmaction - INFO - Epoch [44][920/1345] lr: 1.000e-04, eta: 1:16:39, time: 0.567, data_time: 0.000, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8664, loss_cls: 1.3328, loss: 1.3328, grad_norm: 9.6147 2021-03-17 04:38:23,053 - mmaction - INFO - Epoch [44][940/1345] lr: 1.000e-04, eta: 1:16:28, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6773, top5_acc: 0.8781, loss_cls: 1.2762, loss: 1.2762, grad_norm: 9.6452 2021-03-17 04:38:34,250 - mmaction - INFO - Epoch [44][960/1345] lr: 1.000e-04, eta: 1:16:17, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8719, loss_cls: 1.3171, loss: 1.3171, grad_norm: 9.4849 2021-03-17 04:38:45,222 - mmaction - INFO - Epoch [44][980/1345] lr: 1.000e-04, eta: 1:16:06, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8672, loss_cls: 1.3524, loss: 1.3524, grad_norm: 9.6794 2021-03-17 04:38:56,687 - mmaction - INFO - Epoch [44][1000/1345] lr: 1.000e-04, eta: 1:15:56, time: 0.573, data_time: 0.001, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8758, loss_cls: 1.3042, loss: 1.3042, grad_norm: 9.3433 2021-03-17 04:39:07,697 - mmaction - INFO - Epoch [44][1020/1345] lr: 1.000e-04, eta: 1:15:45, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8594, loss_cls: 1.3262, loss: 1.3262, grad_norm: 9.3734 2021-03-17 04:39:18,804 - mmaction - INFO - Epoch [44][1040/1345] lr: 1.000e-04, eta: 1:15:34, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8758, loss_cls: 1.3389, loss: 1.3389, grad_norm: 9.5592 2021-03-17 04:39:29,963 - mmaction - INFO - Epoch [44][1060/1345] lr: 1.000e-04, eta: 1:15:23, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8750, loss_cls: 1.3408, loss: 1.3408, grad_norm: 9.5246 2021-03-17 04:39:41,050 - mmaction - INFO - Epoch [44][1080/1345] lr: 1.000e-04, eta: 1:15:12, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6320, top5_acc: 0.8461, loss_cls: 1.4346, loss: 1.4346, grad_norm: 9.7711 2021-03-17 04:39:52,312 - mmaction - INFO - Epoch [44][1100/1345] lr: 1.000e-04, eta: 1:15:02, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8641, loss_cls: 1.3503, loss: 1.3503, grad_norm: 9.4911 2021-03-17 04:40:03,514 - mmaction - INFO - Epoch [44][1120/1345] lr: 1.000e-04, eta: 1:14:51, time: 0.559, data_time: 0.000, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8648, loss_cls: 1.3469, loss: 1.3469, grad_norm: 9.5425 2021-03-17 04:40:14,815 - mmaction - INFO - Epoch [44][1140/1345] lr: 1.000e-04, eta: 1:14:40, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8797, loss_cls: 1.3039, loss: 1.3039, grad_norm: 9.6600 2021-03-17 04:40:25,965 - mmaction - INFO - Epoch [44][1160/1345] lr: 1.000e-04, eta: 1:14:29, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8484, loss_cls: 1.4343, loss: 1.4343, grad_norm: 9.9982 2021-03-17 04:40:37,179 - mmaction - INFO - Epoch [44][1180/1345] lr: 1.000e-04, eta: 1:14:19, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8680, loss_cls: 1.3075, loss: 1.3075, grad_norm: 9.5959 2021-03-17 04:40:48,252 - mmaction - INFO - Epoch [44][1200/1345] lr: 1.000e-04, eta: 1:14:08, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8766, loss_cls: 1.3112, loss: 1.3112, grad_norm: 9.7011 2021-03-17 04:40:59,703 - mmaction - INFO - Epoch [44][1220/1345] lr: 1.000e-04, eta: 1:13:57, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8617, loss_cls: 1.3723, loss: 1.3723, grad_norm: 9.8740 2021-03-17 04:41:10,756 - mmaction - INFO - Epoch [44][1240/1345] lr: 1.000e-04, eta: 1:13:46, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8680, loss_cls: 1.4241, loss: 1.4241, grad_norm: 9.8897 2021-03-17 04:41:22,195 - mmaction - INFO - Epoch [44][1260/1345] lr: 1.000e-04, eta: 1:13:35, time: 0.572, data_time: 0.001, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8586, loss_cls: 1.3683, loss: 1.3683, grad_norm: 9.6397 2021-03-17 04:41:33,379 - mmaction - INFO - Epoch [44][1280/1345] lr: 1.000e-04, eta: 1:13:25, time: 0.559, data_time: 0.000, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8578, loss_cls: 1.3763, loss: 1.3763, grad_norm: 9.6735 2021-03-17 04:41:44,450 - mmaction - INFO - Epoch [44][1300/1345] lr: 1.000e-04, eta: 1:13:14, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8680, loss_cls: 1.2938, loss: 1.2938, grad_norm: 9.4315 2021-03-17 04:41:55,825 - mmaction - INFO - Epoch [44][1320/1345] lr: 1.000e-04, eta: 1:13:03, time: 0.569, data_time: 0.001, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8594, loss_cls: 1.3783, loss: 1.3783, grad_norm: 9.5802 2021-03-17 04:42:05,331 - mmaction - INFO - Epoch [44][1340/1345] lr: 1.000e-04, eta: 1:12:52, time: 0.476, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8516, loss_cls: 1.4067, loss: 1.4067, grad_norm: 10.1341 2021-03-17 04:42:07,278 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-03-17 04:43:11,554 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-17 04:43:11,701 - mmaction - INFO - top1_acc 0.4700 top5_acc 0.7599 2021-03-17 04:43:11,701 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-17 04:43:11,710 - mmaction - INFO - mean_acc 0.4267 2021-03-17 04:43:11,711 - mmaction - INFO - Epoch(val) [44][1345] top1_acc: 0.4700, top5_acc: 0.7599, mean_class_accuracy: 0.4267 2021-03-17 04:43:35,491 - mmaction - INFO - Epoch [45][20/1345] lr: 1.000e-04, eta: 1:12:40, time: 1.189, data_time: 0.548, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8445, loss_cls: 1.4540, loss: 1.4540, grad_norm: 9.8696 2021-03-17 04:43:46,638 - mmaction - INFO - Epoch [45][40/1345] lr: 1.000e-04, eta: 1:12:29, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6773, top5_acc: 0.9023, loss_cls: 1.2196, loss: 1.2196, grad_norm: 9.3595 2021-03-17 04:43:57,878 - mmaction - INFO - Epoch [45][60/1345] lr: 1.000e-04, eta: 1:12:18, time: 0.562, data_time: 0.000, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8711, loss_cls: 1.3354, loss: 1.3354, grad_norm: 9.5382 2021-03-17 04:44:08,698 - mmaction - INFO - Epoch [45][80/1345] lr: 1.000e-04, eta: 1:12:08, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8547, loss_cls: 1.3436, loss: 1.3436, grad_norm: 9.5805 2021-03-17 04:44:19,624 - mmaction - INFO - Epoch [45][100/1345] lr: 1.000e-04, eta: 1:11:57, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8484, loss_cls: 1.3916, loss: 1.3916, grad_norm: 9.7759 2021-03-17 04:44:30,671 - mmaction - INFO - Epoch [45][120/1345] lr: 1.000e-04, eta: 1:11:46, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8656, loss_cls: 1.3237, loss: 1.3237, grad_norm: 9.5232 2021-03-17 04:44:41,885 - mmaction - INFO - Epoch [45][140/1345] lr: 1.000e-04, eta: 1:11:35, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8625, loss_cls: 1.3689, loss: 1.3689, grad_norm: 9.6353 2021-03-17 04:44:52,486 - mmaction - INFO - Epoch [45][160/1345] lr: 1.000e-04, eta: 1:11:24, time: 0.530, data_time: 0.000, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8656, loss_cls: 1.3267, loss: 1.3267, grad_norm: 9.2290 2021-03-17 04:45:03,575 - mmaction - INFO - Epoch [45][180/1345] lr: 1.000e-04, eta: 1:11:13, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8633, loss_cls: 1.3441, loss: 1.3441, grad_norm: 9.4190 2021-03-17 04:45:14,841 - mmaction - INFO - Epoch [45][200/1345] lr: 1.000e-04, eta: 1:11:03, time: 0.563, data_time: 0.000, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8594, loss_cls: 1.3993, loss: 1.3993, grad_norm: 9.9513 2021-03-17 04:45:25,914 - mmaction - INFO - Epoch [45][220/1345] lr: 1.000e-04, eta: 1:10:52, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8719, loss_cls: 1.3198, loss: 1.3198, grad_norm: 9.7031 2021-03-17 04:45:37,288 - mmaction - INFO - Epoch [45][240/1345] lr: 1.000e-04, eta: 1:10:41, time: 0.570, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8703, loss_cls: 1.3706, loss: 1.3706, grad_norm: 9.7999 2021-03-17 04:45:48,497 - mmaction - INFO - Epoch [45][260/1345] lr: 1.000e-04, eta: 1:10:30, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8664, loss_cls: 1.3047, loss: 1.3047, grad_norm: 9.5807 2021-03-17 04:45:59,551 - mmaction - INFO - Epoch [45][280/1345] lr: 1.000e-04, eta: 1:10:20, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8516, loss_cls: 1.3815, loss: 1.3815, grad_norm: 9.4987 2021-03-17 04:46:10,467 - mmaction - INFO - Epoch [45][300/1345] lr: 1.000e-04, eta: 1:10:09, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8781, loss_cls: 1.2914, loss: 1.2914, grad_norm: 9.6316 2021-03-17 04:46:21,562 - mmaction - INFO - Epoch [45][320/1345] lr: 1.000e-04, eta: 1:09:58, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8789, loss_cls: 1.2734, loss: 1.2734, grad_norm: 9.3520 2021-03-17 04:46:32,780 - mmaction - INFO - Epoch [45][340/1345] lr: 1.000e-04, eta: 1:09:47, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8773, loss_cls: 1.2874, loss: 1.2874, grad_norm: 9.4829 2021-03-17 04:46:43,875 - mmaction - INFO - Epoch [45][360/1345] lr: 1.000e-04, eta: 1:09:36, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8555, loss_cls: 1.4295, loss: 1.4295, grad_norm: 9.9187 2021-03-17 04:46:54,833 - mmaction - INFO - Epoch [45][380/1345] lr: 1.000e-04, eta: 1:09:26, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8516, loss_cls: 1.3984, loss: 1.3984, grad_norm: 9.8381 2021-03-17 04:47:05,809 - mmaction - INFO - Epoch [45][400/1345] lr: 1.000e-04, eta: 1:09:15, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8703, loss_cls: 1.3326, loss: 1.3326, grad_norm: 9.9162 2021-03-17 04:47:16,928 - mmaction - INFO - Epoch [45][420/1345] lr: 1.000e-04, eta: 1:09:04, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8586, loss_cls: 1.4014, loss: 1.4014, grad_norm: 9.6957 2021-03-17 04:47:27,921 - mmaction - INFO - Epoch [45][440/1345] lr: 1.000e-04, eta: 1:08:53, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8594, loss_cls: 1.3697, loss: 1.3697, grad_norm: 9.4282 2021-03-17 04:47:39,150 - mmaction - INFO - Epoch [45][460/1345] lr: 1.000e-04, eta: 1:08:42, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8664, loss_cls: 1.3726, loss: 1.3726, grad_norm: 9.7275 2021-03-17 04:47:50,143 - mmaction - INFO - Epoch [45][480/1345] lr: 1.000e-04, eta: 1:08:31, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8719, loss_cls: 1.3264, loss: 1.3264, grad_norm: 9.5720 2021-03-17 04:48:01,165 - mmaction - INFO - Epoch [45][500/1345] lr: 1.000e-04, eta: 1:08:21, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8602, loss_cls: 1.3370, loss: 1.3370, grad_norm: 9.6202 2021-03-17 04:48:12,153 - mmaction - INFO - Epoch [45][520/1345] lr: 1.000e-04, eta: 1:08:10, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8539, loss_cls: 1.3920, loss: 1.3920, grad_norm: 9.6011 2021-03-17 04:48:23,517 - mmaction - INFO - Epoch [45][540/1345] lr: 1.000e-04, eta: 1:07:59, time: 0.568, data_time: 0.000, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8719, loss_cls: 1.3519, loss: 1.3519, grad_norm: 9.7300 2021-03-17 04:48:34,701 - mmaction - INFO - Epoch [45][560/1345] lr: 1.000e-04, eta: 1:07:48, time: 0.559, data_time: 0.000, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8719, loss_cls: 1.3353, loss: 1.3353, grad_norm: 9.7308 2021-03-17 04:48:45,702 - mmaction - INFO - Epoch [45][580/1345] lr: 1.000e-04, eta: 1:07:37, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8750, loss_cls: 1.3198, loss: 1.3198, grad_norm: 9.7326 2021-03-17 04:48:56,737 - mmaction - INFO - Epoch [45][600/1345] lr: 1.000e-04, eta: 1:07:27, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8578, loss_cls: 1.3505, loss: 1.3505, grad_norm: 9.9162 2021-03-17 04:49:07,842 - mmaction - INFO - Epoch [45][620/1345] lr: 1.000e-04, eta: 1:07:16, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8633, loss_cls: 1.3861, loss: 1.3861, grad_norm: 9.9968 2021-03-17 04:49:18,869 - mmaction - INFO - Epoch [45][640/1345] lr: 1.000e-04, eta: 1:07:05, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8484, loss_cls: 1.4032, loss: 1.4032, grad_norm: 9.6767 2021-03-17 04:49:30,086 - mmaction - INFO - Epoch [45][660/1345] lr: 1.000e-04, eta: 1:06:54, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8852, loss_cls: 1.2329, loss: 1.2329, grad_norm: 9.2215 2021-03-17 04:49:40,929 - mmaction - INFO - Epoch [45][680/1345] lr: 1.000e-04, eta: 1:06:43, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8398, loss_cls: 1.4028, loss: 1.4028, grad_norm: 9.9316 2021-03-17 04:49:51,966 - mmaction - INFO - Epoch [45][700/1345] lr: 1.000e-04, eta: 1:06:33, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8703, loss_cls: 1.3253, loss: 1.3253, grad_norm: 9.5215 2021-03-17 04:50:03,072 - mmaction - INFO - Epoch [45][720/1345] lr: 1.000e-04, eta: 1:06:22, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8805, loss_cls: 1.3072, loss: 1.3072, grad_norm: 9.4696 2021-03-17 04:50:14,171 - mmaction - INFO - Epoch [45][740/1345] lr: 1.000e-04, eta: 1:06:11, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8672, loss_cls: 1.3330, loss: 1.3330, grad_norm: 9.5349 2021-03-17 04:50:25,234 - mmaction - INFO - Epoch [45][760/1345] lr: 1.000e-04, eta: 1:06:00, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8492, loss_cls: 1.3847, loss: 1.3847, grad_norm: 9.6701 2021-03-17 04:50:36,084 - mmaction - INFO - Epoch [45][780/1345] lr: 1.000e-04, eta: 1:05:49, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8602, loss_cls: 1.3771, loss: 1.3771, grad_norm: 9.8761 2021-03-17 04:50:47,242 - mmaction - INFO - Epoch [45][800/1345] lr: 1.000e-04, eta: 1:05:39, time: 0.558, data_time: 0.000, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8594, loss_cls: 1.4022, loss: 1.4022, grad_norm: 9.8582 2021-03-17 04:50:58,153 - mmaction - INFO - Epoch [45][820/1345] lr: 1.000e-04, eta: 1:05:28, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8844, loss_cls: 1.3101, loss: 1.3101, grad_norm: 9.6150 2021-03-17 04:51:09,325 - mmaction - INFO - Epoch [45][840/1345] lr: 1.000e-04, eta: 1:05:17, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8672, loss_cls: 1.3381, loss: 1.3381, grad_norm: 9.6969 2021-03-17 04:51:20,501 - mmaction - INFO - Epoch [45][860/1345] lr: 1.000e-04, eta: 1:05:06, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8492, loss_cls: 1.4077, loss: 1.4077, grad_norm: 9.9830 2021-03-17 04:51:31,633 - mmaction - INFO - Epoch [45][880/1345] lr: 1.000e-04, eta: 1:04:55, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8656, loss_cls: 1.3685, loss: 1.3685, grad_norm: 9.5511 2021-03-17 04:51:42,548 - mmaction - INFO - Epoch [45][900/1345] lr: 1.000e-04, eta: 1:04:45, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8516, loss_cls: 1.4114, loss: 1.4114, grad_norm: 9.6939 2021-03-17 04:51:53,809 - mmaction - INFO - Epoch [45][920/1345] lr: 1.000e-04, eta: 1:04:34, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.6148, top5_acc: 0.8508, loss_cls: 1.4621, loss: 1.4621, grad_norm: 10.0141 2021-03-17 04:52:04,782 - mmaction - INFO - Epoch [45][940/1345] lr: 1.000e-04, eta: 1:04:23, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8656, loss_cls: 1.3422, loss: 1.3422, grad_norm: 9.5901 2021-03-17 04:52:15,668 - mmaction - INFO - Epoch [45][960/1345] lr: 1.000e-04, eta: 1:04:12, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8867, loss_cls: 1.2530, loss: 1.2530, grad_norm: 9.3570 2021-03-17 04:52:26,692 - mmaction - INFO - Epoch [45][980/1345] lr: 1.000e-04, eta: 1:04:01, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8664, loss_cls: 1.3694, loss: 1.3694, grad_norm: 9.9255 2021-03-17 04:52:37,641 - mmaction - INFO - Epoch [45][1000/1345] lr: 1.000e-04, eta: 1:03:50, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8469, loss_cls: 1.4554, loss: 1.4554, grad_norm: 10.1125 2021-03-17 04:52:48,629 - mmaction - INFO - Epoch [45][1020/1345] lr: 1.000e-04, eta: 1:03:40, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8578, loss_cls: 1.3702, loss: 1.3702, grad_norm: 9.8113 2021-03-17 04:52:59,796 - mmaction - INFO - Epoch [45][1040/1345] lr: 1.000e-04, eta: 1:03:29, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8695, loss_cls: 1.3141, loss: 1.3141, grad_norm: 9.6212 2021-03-17 04:53:10,847 - mmaction - INFO - Epoch [45][1060/1345] lr: 1.000e-04, eta: 1:03:18, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8602, loss_cls: 1.3532, loss: 1.3532, grad_norm: 9.9231 2021-03-17 04:53:21,867 - mmaction - INFO - Epoch [45][1080/1345] lr: 1.000e-04, eta: 1:03:07, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8742, loss_cls: 1.3013, loss: 1.3013, grad_norm: 9.4783 2021-03-17 04:53:32,843 - mmaction - INFO - Epoch [45][1100/1345] lr: 1.000e-04, eta: 1:02:56, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8570, loss_cls: 1.3587, loss: 1.3587, grad_norm: 9.8809 2021-03-17 04:53:43,706 - mmaction - INFO - Epoch [45][1120/1345] lr: 1.000e-04, eta: 1:02:46, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8812, loss_cls: 1.3038, loss: 1.3038, grad_norm: 9.7112 2021-03-17 04:53:54,837 - mmaction - INFO - Epoch [45][1140/1345] lr: 1.000e-04, eta: 1:02:35, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8594, loss_cls: 1.3458, loss: 1.3458, grad_norm: 9.8543 2021-03-17 04:54:06,034 - mmaction - INFO - Epoch [45][1160/1345] lr: 1.000e-04, eta: 1:02:24, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8812, loss_cls: 1.2677, loss: 1.2677, grad_norm: 9.6247 2021-03-17 04:54:17,006 - mmaction - INFO - Epoch [45][1180/1345] lr: 1.000e-04, eta: 1:02:13, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8727, loss_cls: 1.3324, loss: 1.3324, grad_norm: 9.8020 2021-03-17 04:54:28,271 - mmaction - INFO - Epoch [45][1200/1345] lr: 1.000e-04, eta: 1:02:02, time: 0.563, data_time: 0.000, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8555, loss_cls: 1.3644, loss: 1.3644, grad_norm: 9.9781 2021-03-17 04:54:39,525 - mmaction - INFO - Epoch [45][1220/1345] lr: 1.000e-04, eta: 1:01:52, time: 0.563, data_time: 0.000, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8617, loss_cls: 1.3669, loss: 1.3669, grad_norm: 9.7209 2021-03-17 04:54:50,538 - mmaction - INFO - Epoch [45][1240/1345] lr: 1.000e-04, eta: 1:01:41, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8609, loss_cls: 1.3552, loss: 1.3552, grad_norm: 9.8739 2021-03-17 04:55:01,604 - mmaction - INFO - Epoch [45][1260/1345] lr: 1.000e-04, eta: 1:01:30, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8578, loss_cls: 1.3920, loss: 1.3920, grad_norm: 10.0011 2021-03-17 04:55:12,552 - mmaction - INFO - Epoch [45][1280/1345] lr: 1.000e-04, eta: 1:01:19, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8555, loss_cls: 1.3782, loss: 1.3782, grad_norm: 9.9091 2021-03-17 04:55:21,295 - mmaction - INFO - Epoch [45][1300/1345] lr: 1.000e-04, eta: 1:01:08, time: 0.437, data_time: 0.003, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8617, loss_cls: 1.3588, loss: 1.3588, grad_norm: 9.3620 2021-03-17 04:55:30,257 - mmaction - INFO - Epoch [45][1320/1345] lr: 1.000e-04, eta: 1:00:57, time: 0.448, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8594, loss_cls: 1.3896, loss: 1.3896, grad_norm: 9.7964 2021-03-17 04:55:39,249 - mmaction - INFO - Epoch [45][1340/1345] lr: 1.000e-04, eta: 1:00:46, time: 0.450, data_time: 0.000, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8781, loss_cls: 1.2790, loss: 1.2790, grad_norm: 9.7285 2021-03-17 04:55:41,644 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-03-17 04:56:02,628 - mmaction - INFO - Epoch [46][20/1345] lr: 1.000e-04, eta: 1:00:33, time: 1.031, data_time: 0.525, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8617, loss_cls: 1.3545, loss: 1.3545, grad_norm: 9.7327 2021-03-17 04:56:11,675 - mmaction - INFO - Epoch [46][40/1345] lr: 1.000e-04, eta: 1:00:22, time: 0.453, data_time: 0.002, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8461, loss_cls: 1.3982, loss: 1.3982, grad_norm: 9.6718 2021-03-17 04:56:20,681 - mmaction - INFO - Epoch [46][60/1345] lr: 1.000e-04, eta: 1:00:11, time: 0.450, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8562, loss_cls: 1.4582, loss: 1.4582, grad_norm: 10.1117 2021-03-17 04:56:29,730 - mmaction - INFO - Epoch [46][80/1345] lr: 1.000e-04, eta: 1:00:00, time: 0.453, data_time: 0.001, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8625, loss_cls: 1.3655, loss: 1.3655, grad_norm: 9.8041 2021-03-17 04:56:38,730 - mmaction - INFO - Epoch [46][100/1345] lr: 1.000e-04, eta: 0:59:49, time: 0.450, data_time: 0.001, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8711, loss_cls: 1.3425, loss: 1.3425, grad_norm: 9.6648 2021-03-17 04:56:47,689 - mmaction - INFO - Epoch [46][120/1345] lr: 1.000e-04, eta: 0:59:38, time: 0.447, data_time: 0.000, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8688, loss_cls: 1.3248, loss: 1.3248, grad_norm: 9.5120 2021-03-17 04:56:56,732 - mmaction - INFO - Epoch [46][140/1345] lr: 1.000e-04, eta: 0:59:27, time: 0.453, data_time: 0.001, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8820, loss_cls: 1.2955, loss: 1.2955, grad_norm: 9.6342 2021-03-17 04:57:05,808 - mmaction - INFO - Epoch [46][160/1345] lr: 1.000e-04, eta: 0:59:16, time: 0.454, data_time: 0.000, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8555, loss_cls: 1.3569, loss: 1.3569, grad_norm: 9.8766 2021-03-17 04:57:14,732 - mmaction - INFO - Epoch [46][180/1345] lr: 1.000e-04, eta: 0:59:05, time: 0.446, data_time: 0.000, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8625, loss_cls: 1.3447, loss: 1.3447, grad_norm: 9.5884 2021-03-17 04:57:23,783 - mmaction - INFO - Epoch [46][200/1345] lr: 1.000e-04, eta: 0:58:54, time: 0.452, data_time: 0.001, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8680, loss_cls: 1.3119, loss: 1.3119, grad_norm: 9.7649 2021-03-17 04:57:32,734 - mmaction - INFO - Epoch [46][220/1345] lr: 1.000e-04, eta: 0:58:43, time: 0.447, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8484, loss_cls: 1.4179, loss: 1.4179, grad_norm: 9.9610 2021-03-17 04:57:41,618 - mmaction - INFO - Epoch [46][240/1345] lr: 1.000e-04, eta: 0:58:32, time: 0.445, data_time: 0.002, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8812, loss_cls: 1.2722, loss: 1.2722, grad_norm: 9.4875 2021-03-17 04:57:50,534 - mmaction - INFO - Epoch [46][260/1345] lr: 1.000e-04, eta: 0:58:21, time: 0.446, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8469, loss_cls: 1.4162, loss: 1.4162, grad_norm: 10.0316 2021-03-17 04:57:59,616 - mmaction - INFO - Epoch [46][280/1345] lr: 1.000e-04, eta: 0:58:10, time: 0.454, data_time: 0.000, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8672, loss_cls: 1.3180, loss: 1.3180, grad_norm: 9.6701 2021-03-17 04:58:08,509 - mmaction - INFO - Epoch [46][300/1345] lr: 1.000e-04, eta: 0:57:59, time: 0.444, data_time: 0.001, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8664, loss_cls: 1.3168, loss: 1.3168, grad_norm: 9.5971 2021-03-17 04:58:17,480 - mmaction - INFO - Epoch [46][320/1345] lr: 1.000e-04, eta: 0:57:48, time: 0.449, data_time: 0.001, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8742, loss_cls: 1.3808, loss: 1.3808, grad_norm: 9.7820 2021-03-17 04:58:25,604 - mmaction - INFO - Epoch [46][340/1345] lr: 1.000e-04, eta: 0:57:37, time: 0.404, data_time: 0.000, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8797, loss_cls: 1.2874, loss: 1.2874, grad_norm: 9.6815 2021-03-17 04:58:33,258 - mmaction - INFO - Epoch [46][360/1345] lr: 1.000e-04, eta: 0:57:25, time: 0.384, data_time: 0.002, memory: 7066, top1_acc: 0.6328, top5_acc: 0.8633, loss_cls: 1.3643, loss: 1.3643, grad_norm: 9.8610 2021-03-17 04:58:40,792 - mmaction - INFO - Epoch [46][380/1345] lr: 1.000e-04, eta: 0:57:14, time: 0.376, data_time: 0.000, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8695, loss_cls: 1.3142, loss: 1.3142, grad_norm: 9.8028 2021-03-17 04:58:48,134 - mmaction - INFO - Epoch [46][400/1345] lr: 1.000e-04, eta: 0:57:03, time: 0.367, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8742, loss_cls: 1.3487, loss: 1.3487, grad_norm: 9.8864 2021-03-17 04:58:55,617 - mmaction - INFO - Epoch [46][420/1345] lr: 1.000e-04, eta: 0:56:52, time: 0.375, data_time: 0.002, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8633, loss_cls: 1.3584, loss: 1.3584, grad_norm: 9.8029 2021-03-17 04:59:03,245 - mmaction - INFO - Epoch [46][440/1345] lr: 1.000e-04, eta: 0:56:41, time: 0.381, data_time: 0.001, memory: 7066, top1_acc: 0.6266, top5_acc: 0.8500, loss_cls: 1.4472, loss: 1.4472, grad_norm: 10.0718 2021-03-17 04:59:10,608 - mmaction - INFO - Epoch [46][460/1345] lr: 1.000e-04, eta: 0:56:30, time: 0.368, data_time: 0.002, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8711, loss_cls: 1.2976, loss: 1.2976, grad_norm: 9.6432 2021-03-17 04:59:18,189 - mmaction - INFO - Epoch [46][480/1345] lr: 1.000e-04, eta: 0:56:18, time: 0.379, data_time: 0.001, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8664, loss_cls: 1.3434, loss: 1.3434, grad_norm: 9.9138 2021-03-17 04:59:25,614 - mmaction - INFO - Epoch [46][500/1345] lr: 1.000e-04, eta: 0:56:07, time: 0.372, data_time: 0.002, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8602, loss_cls: 1.3835, loss: 1.3835, grad_norm: 10.0498 2021-03-17 04:59:34,767 - mmaction - INFO - Epoch [46][520/1345] lr: 1.000e-04, eta: 0:55:56, time: 0.459, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8500, loss_cls: 1.3973, loss: 1.3973, grad_norm: 9.9680 2021-03-17 04:59:45,928 - mmaction - INFO - Epoch [46][540/1345] lr: 1.000e-04, eta: 0:55:45, time: 0.558, data_time: 0.000, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8602, loss_cls: 1.3899, loss: 1.3899, grad_norm: 9.9834 2021-03-17 04:59:56,889 - mmaction - INFO - Epoch [46][560/1345] lr: 1.000e-04, eta: 0:55:35, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8773, loss_cls: 1.3048, loss: 1.3048, grad_norm: 9.6436 2021-03-17 05:00:07,930 - mmaction - INFO - Epoch [46][580/1345] lr: 1.000e-04, eta: 0:55:24, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8469, loss_cls: 1.3884, loss: 1.3884, grad_norm: 9.9952 2021-03-17 05:00:19,277 - mmaction - INFO - Epoch [46][600/1345] lr: 1.000e-04, eta: 0:55:13, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8477, loss_cls: 1.3846, loss: 1.3846, grad_norm: 9.9377 2021-03-17 05:00:30,404 - mmaction - INFO - Epoch [46][620/1345] lr: 1.000e-04, eta: 0:55:02, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8766, loss_cls: 1.3058, loss: 1.3058, grad_norm: 9.9619 2021-03-17 05:00:41,383 - mmaction - INFO - Epoch [46][640/1345] lr: 1.000e-04, eta: 0:54:51, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8648, loss_cls: 1.3108, loss: 1.3108, grad_norm: 9.6007 2021-03-17 05:00:52,425 - mmaction - INFO - Epoch [46][660/1345] lr: 1.000e-04, eta: 0:54:41, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8633, loss_cls: 1.3642, loss: 1.3642, grad_norm: 9.8432 2021-03-17 05:01:03,557 - mmaction - INFO - Epoch [46][680/1345] lr: 1.000e-04, eta: 0:54:30, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8766, loss_cls: 1.2884, loss: 1.2884, grad_norm: 9.5586 2021-03-17 05:01:14,249 - mmaction - INFO - Epoch [46][700/1345] lr: 1.000e-04, eta: 0:54:19, time: 0.535, data_time: 0.000, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8773, loss_cls: 1.3256, loss: 1.3256, grad_norm: 9.5830 2021-03-17 05:01:25,231 - mmaction - INFO - Epoch [46][720/1345] lr: 1.000e-04, eta: 0:54:08, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6250, top5_acc: 0.8492, loss_cls: 1.4294, loss: 1.4294, grad_norm: 10.0635 2021-03-17 05:01:36,353 - mmaction - INFO - Epoch [46][740/1345] lr: 1.000e-04, eta: 0:53:57, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8586, loss_cls: 1.3312, loss: 1.3312, grad_norm: 9.8525 2021-03-17 05:01:47,184 - mmaction - INFO - Epoch [46][760/1345] lr: 1.000e-04, eta: 0:53:47, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.6352, top5_acc: 0.8539, loss_cls: 1.4041, loss: 1.4041, grad_norm: 10.1923 2021-03-17 05:01:58,157 - mmaction - INFO - Epoch [46][780/1345] lr: 1.000e-04, eta: 0:53:36, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8664, loss_cls: 1.3219, loss: 1.3219, grad_norm: 9.7059 2021-03-17 05:02:09,258 - mmaction - INFO - Epoch [46][800/1345] lr: 1.000e-04, eta: 0:53:25, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8633, loss_cls: 1.3293, loss: 1.3293, grad_norm: 9.6685 2021-03-17 05:02:20,453 - mmaction - INFO - Epoch [46][820/1345] lr: 1.000e-04, eta: 0:53:14, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8734, loss_cls: 1.2890, loss: 1.2890, grad_norm: 9.3833 2021-03-17 05:02:31,353 - mmaction - INFO - Epoch [46][840/1345] lr: 1.000e-04, eta: 0:53:03, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8516, loss_cls: 1.3654, loss: 1.3654, grad_norm: 9.8269 2021-03-17 05:02:42,411 - mmaction - INFO - Epoch [46][860/1345] lr: 1.000e-04, eta: 0:52:53, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8562, loss_cls: 1.3821, loss: 1.3821, grad_norm: 9.7152 2021-03-17 05:02:53,605 - mmaction - INFO - Epoch [46][880/1345] lr: 1.000e-04, eta: 0:52:42, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8672, loss_cls: 1.3132, loss: 1.3132, grad_norm: 9.5047 2021-03-17 05:03:04,411 - mmaction - INFO - Epoch [46][900/1345] lr: 1.000e-04, eta: 0:52:31, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8562, loss_cls: 1.3558, loss: 1.3558, grad_norm: 9.9636 2021-03-17 05:03:15,540 - mmaction - INFO - Epoch [46][920/1345] lr: 1.000e-04, eta: 0:52:20, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8547, loss_cls: 1.4128, loss: 1.4128, grad_norm: 10.1635 2021-03-17 05:03:26,592 - mmaction - INFO - Epoch [46][940/1345] lr: 1.000e-04, eta: 0:52:09, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8789, loss_cls: 1.3012, loss: 1.3012, grad_norm: 9.5777 2021-03-17 05:03:37,682 - mmaction - INFO - Epoch [46][960/1345] lr: 1.000e-04, eta: 0:51:59, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8680, loss_cls: 1.3363, loss: 1.3363, grad_norm: 9.7329 2021-03-17 05:03:48,972 - mmaction - INFO - Epoch [46][980/1345] lr: 1.000e-04, eta: 0:51:48, time: 0.564, data_time: 0.000, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8492, loss_cls: 1.4026, loss: 1.4026, grad_norm: 10.0189 2021-03-17 05:03:59,913 - mmaction - INFO - Epoch [46][1000/1345] lr: 1.000e-04, eta: 0:51:37, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8688, loss_cls: 1.3520, loss: 1.3520, grad_norm: 9.8304 2021-03-17 05:04:11,034 - mmaction - INFO - Epoch [46][1020/1345] lr: 1.000e-04, eta: 0:51:26, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8641, loss_cls: 1.3921, loss: 1.3921, grad_norm: 10.1558 2021-03-17 05:04:22,118 - mmaction - INFO - Epoch [46][1040/1345] lr: 1.000e-04, eta: 0:51:15, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6773, top5_acc: 0.8742, loss_cls: 1.2731, loss: 1.2731, grad_norm: 9.7460 2021-03-17 05:04:33,229 - mmaction - INFO - Epoch [46][1060/1345] lr: 1.000e-04, eta: 0:51:05, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.6344, top5_acc: 0.8594, loss_cls: 1.3845, loss: 1.3845, grad_norm: 9.8733 2021-03-17 05:04:43,989 - mmaction - INFO - Epoch [46][1080/1345] lr: 1.000e-04, eta: 0:50:54, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8625, loss_cls: 1.3487, loss: 1.3487, grad_norm: 9.8860 2021-03-17 05:04:55,158 - mmaction - INFO - Epoch [46][1100/1345] lr: 1.000e-04, eta: 0:50:43, time: 0.558, data_time: 0.000, memory: 7066, top1_acc: 0.6922, top5_acc: 0.8867, loss_cls: 1.2180, loss: 1.2180, grad_norm: 9.2813 2021-03-17 05:05:06,192 - mmaction - INFO - Epoch [46][1120/1345] lr: 1.000e-04, eta: 0:50:32, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8719, loss_cls: 1.2897, loss: 1.2897, grad_norm: 9.7188 2021-03-17 05:05:17,254 - mmaction - INFO - Epoch [46][1140/1345] lr: 1.000e-04, eta: 0:50:21, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8562, loss_cls: 1.3497, loss: 1.3497, grad_norm: 9.6677 2021-03-17 05:05:28,175 - mmaction - INFO - Epoch [46][1160/1345] lr: 1.000e-04, eta: 0:50:11, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8617, loss_cls: 1.3400, loss: 1.3400, grad_norm: 9.9225 2021-03-17 05:05:39,318 - mmaction - INFO - Epoch [46][1180/1345] lr: 1.000e-04, eta: 0:50:00, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8625, loss_cls: 1.3744, loss: 1.3744, grad_norm: 9.9021 2021-03-17 05:05:50,349 - mmaction - INFO - Epoch [46][1200/1345] lr: 1.000e-04, eta: 0:49:49, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8812, loss_cls: 1.2536, loss: 1.2536, grad_norm: 9.6251 2021-03-17 05:06:01,510 - mmaction - INFO - Epoch [46][1220/1345] lr: 1.000e-04, eta: 0:49:38, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8531, loss_cls: 1.4163, loss: 1.4163, grad_norm: 10.0104 2021-03-17 05:06:12,259 - mmaction - INFO - Epoch [46][1240/1345] lr: 1.000e-04, eta: 0:49:27, time: 0.538, data_time: 0.002, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8672, loss_cls: 1.3587, loss: 1.3587, grad_norm: 9.8317 2021-03-17 05:06:23,333 - mmaction - INFO - Epoch [46][1260/1345] lr: 1.000e-04, eta: 0:49:17, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8539, loss_cls: 1.4150, loss: 1.4150, grad_norm: 10.3262 2021-03-17 05:06:34,558 - mmaction - INFO - Epoch [46][1280/1345] lr: 1.000e-04, eta: 0:49:06, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8633, loss_cls: 1.3360, loss: 1.3360, grad_norm: 9.8484 2021-03-17 05:06:45,696 - mmaction - INFO - Epoch [46][1300/1345] lr: 1.000e-04, eta: 0:48:55, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8633, loss_cls: 1.3182, loss: 1.3182, grad_norm: 9.5548 2021-03-17 05:06:56,602 - mmaction - INFO - Epoch [46][1320/1345] lr: 1.000e-04, eta: 0:48:44, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8672, loss_cls: 1.2904, loss: 1.2904, grad_norm: 9.7304 2021-03-17 05:07:07,621 - mmaction - INFO - Epoch [46][1340/1345] lr: 1.000e-04, eta: 0:48:33, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8602, loss_cls: 1.3480, loss: 1.3480, grad_norm: 9.7731 2021-03-17 05:07:10,640 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-03-17 05:08:14,973 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-17 05:08:15,120 - mmaction - INFO - top1_acc 0.4705 top5_acc 0.7576 2021-03-17 05:08:15,121 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-17 05:08:15,129 - mmaction - INFO - mean_acc 0.4265 2021-03-17 05:08:15,451 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_46.pth. 2021-03-17 05:08:15,451 - mmaction - INFO - Best top1_acc is 0.4705 at 46 epoch. 2021-03-17 05:08:15,454 - mmaction - INFO - Epoch(val) [46][1345] top1_acc: 0.4705, top5_acc: 0.7576, mean_class_accuracy: 0.4265 2021-03-17 05:08:38,452 - mmaction - INFO - Epoch [47][20/1345] lr: 1.000e-04, eta: 0:48:21, time: 1.149, data_time: 0.585, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8617, loss_cls: 1.3437, loss: 1.3437, grad_norm: 9.7140 2021-03-17 05:08:49,807 - mmaction - INFO - Epoch [47][40/1345] lr: 1.000e-04, eta: 0:48:10, time: 0.567, data_time: 0.001, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8766, loss_cls: 1.3209, loss: 1.3209, grad_norm: 9.8413 2021-03-17 05:09:00,797 - mmaction - INFO - Epoch [47][60/1345] lr: 1.000e-04, eta: 0:47:59, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8812, loss_cls: 1.3159, loss: 1.3159, grad_norm: 9.7051 2021-03-17 05:09:12,157 - mmaction - INFO - Epoch [47][80/1345] lr: 1.000e-04, eta: 0:47:48, time: 0.568, data_time: 0.000, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8648, loss_cls: 1.3460, loss: 1.3460, grad_norm: 9.6929 2021-03-17 05:09:23,163 - mmaction - INFO - Epoch [47][100/1345] lr: 1.000e-04, eta: 0:47:38, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8727, loss_cls: 1.2926, loss: 1.2926, grad_norm: 9.9295 2021-03-17 05:09:34,291 - mmaction - INFO - Epoch [47][120/1345] lr: 1.000e-04, eta: 0:47:27, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8711, loss_cls: 1.2856, loss: 1.2856, grad_norm: 9.5161 2021-03-17 05:09:45,499 - mmaction - INFO - Epoch [47][140/1345] lr: 1.000e-04, eta: 0:47:16, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8500, loss_cls: 1.3772, loss: 1.3772, grad_norm: 9.9284 2021-03-17 05:09:56,597 - mmaction - INFO - Epoch [47][160/1345] lr: 1.000e-04, eta: 0:47:05, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8695, loss_cls: 1.3370, loss: 1.3370, grad_norm: 9.6519 2021-03-17 05:10:07,484 - mmaction - INFO - Epoch [47][180/1345] lr: 1.000e-04, eta: 0:46:54, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8734, loss_cls: 1.3021, loss: 1.3021, grad_norm: 9.8722 2021-03-17 05:10:18,733 - mmaction - INFO - Epoch [47][200/1345] lr: 1.000e-04, eta: 0:46:44, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8547, loss_cls: 1.3308, loss: 1.3308, grad_norm: 9.8899 2021-03-17 05:10:29,788 - mmaction - INFO - Epoch [47][220/1345] lr: 1.000e-04, eta: 0:46:33, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8609, loss_cls: 1.3655, loss: 1.3655, grad_norm: 9.8519 2021-03-17 05:10:40,800 - mmaction - INFO - Epoch [47][240/1345] lr: 1.000e-04, eta: 0:46:22, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8680, loss_cls: 1.3650, loss: 1.3650, grad_norm: 9.8112 2021-03-17 05:10:51,677 - mmaction - INFO - Epoch [47][260/1345] lr: 1.000e-04, eta: 0:46:11, time: 0.545, data_time: 0.002, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8805, loss_cls: 1.2497, loss: 1.2497, grad_norm: 9.3208 2021-03-17 05:11:02,919 - mmaction - INFO - Epoch [47][280/1345] lr: 1.000e-04, eta: 0:46:00, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8586, loss_cls: 1.3469, loss: 1.3469, grad_norm: 10.0389 2021-03-17 05:11:13,994 - mmaction - INFO - Epoch [47][300/1345] lr: 1.000e-04, eta: 0:45:49, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8523, loss_cls: 1.4231, loss: 1.4231, grad_norm: 9.8787 2021-03-17 05:11:25,223 - mmaction - INFO - Epoch [47][320/1345] lr: 1.000e-04, eta: 0:45:39, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8703, loss_cls: 1.2962, loss: 1.2962, grad_norm: 9.9396 2021-03-17 05:11:36,425 - mmaction - INFO - Epoch [47][340/1345] lr: 1.000e-04, eta: 0:45:28, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8797, loss_cls: 1.3135, loss: 1.3135, grad_norm: 9.9613 2021-03-17 05:11:47,335 - mmaction - INFO - Epoch [47][360/1345] lr: 1.000e-04, eta: 0:45:17, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8656, loss_cls: 1.3101, loss: 1.3101, grad_norm: 9.8469 2021-03-17 05:11:58,379 - mmaction - INFO - Epoch [47][380/1345] lr: 1.000e-04, eta: 0:45:06, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8562, loss_cls: 1.3892, loss: 1.3892, grad_norm: 10.1051 2021-03-17 05:12:09,317 - mmaction - INFO - Epoch [47][400/1345] lr: 1.000e-04, eta: 0:44:55, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8633, loss_cls: 1.3982, loss: 1.3982, grad_norm: 10.1351 2021-03-17 05:12:16,911 - mmaction - INFO - Epoch [47][420/1345] lr: 1.000e-04, eta: 0:44:44, time: 0.378, data_time: 0.002, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8750, loss_cls: 1.3092, loss: 1.3092, grad_norm: 9.5749 2021-03-17 05:12:24,731 - mmaction - INFO - Epoch [47][440/1345] lr: 1.000e-04, eta: 0:44:33, time: 0.393, data_time: 0.004, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8531, loss_cls: 1.3815, loss: 1.3815, grad_norm: 10.0444 2021-03-17 05:12:32,849 - mmaction - INFO - Epoch [47][460/1345] lr: 1.000e-04, eta: 0:44:22, time: 0.405, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8648, loss_cls: 1.3683, loss: 1.3683, grad_norm: 9.6832 2021-03-17 05:12:43,913 - mmaction - INFO - Epoch [47][480/1345] lr: 1.000e-04, eta: 0:44:11, time: 0.554, data_time: 0.002, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8633, loss_cls: 1.3544, loss: 1.3544, grad_norm: 9.7152 2021-03-17 05:12:54,762 - mmaction - INFO - Epoch [47][500/1345] lr: 1.000e-04, eta: 0:44:01, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8711, loss_cls: 1.2918, loss: 1.2918, grad_norm: 9.6698 2021-03-17 05:13:05,811 - mmaction - INFO - Epoch [47][520/1345] lr: 1.000e-04, eta: 0:43:50, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8508, loss_cls: 1.3025, loss: 1.3025, grad_norm: 9.6439 2021-03-17 05:13:16,623 - mmaction - INFO - Epoch [47][540/1345] lr: 1.000e-04, eta: 0:43:39, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8656, loss_cls: 1.3563, loss: 1.3563, grad_norm: 9.8711 2021-03-17 05:13:27,585 - mmaction - INFO - Epoch [47][560/1345] lr: 1.000e-04, eta: 0:43:28, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8711, loss_cls: 1.3118, loss: 1.3118, grad_norm: 9.8428 2021-03-17 05:13:38,701 - mmaction - INFO - Epoch [47][580/1345] lr: 1.000e-04, eta: 0:43:17, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8602, loss_cls: 1.3667, loss: 1.3667, grad_norm: 9.9640 2021-03-17 05:13:49,730 - mmaction - INFO - Epoch [47][600/1345] lr: 1.000e-04, eta: 0:43:07, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8742, loss_cls: 1.3159, loss: 1.3159, grad_norm: 9.8843 2021-03-17 05:14:00,923 - mmaction - INFO - Epoch [47][620/1345] lr: 1.000e-04, eta: 0:42:56, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8531, loss_cls: 1.3974, loss: 1.3974, grad_norm: 9.9804 2021-03-17 05:14:11,732 - mmaction - INFO - Epoch [47][640/1345] lr: 1.000e-04, eta: 0:42:45, time: 0.540, data_time: 0.000, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8570, loss_cls: 1.3918, loss: 1.3918, grad_norm: 9.9372 2021-03-17 05:14:22,951 - mmaction - INFO - Epoch [47][660/1345] lr: 1.000e-04, eta: 0:42:34, time: 0.561, data_time: 0.001, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8859, loss_cls: 1.2952, loss: 1.2952, grad_norm: 9.9456 2021-03-17 05:14:34,095 - mmaction - INFO - Epoch [47][680/1345] lr: 1.000e-04, eta: 0:42:23, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8586, loss_cls: 1.3719, loss: 1.3719, grad_norm: 9.8646 2021-03-17 05:14:45,127 - mmaction - INFO - Epoch [47][700/1345] lr: 1.000e-04, eta: 0:42:13, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6305, top5_acc: 0.8469, loss_cls: 1.4124, loss: 1.4124, grad_norm: 10.1283 2021-03-17 05:14:56,383 - mmaction - INFO - Epoch [47][720/1345] lr: 1.000e-04, eta: 0:42:02, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.6383, top5_acc: 0.8555, loss_cls: 1.3889, loss: 1.3889, grad_norm: 9.8915 2021-03-17 05:15:07,202 - mmaction - INFO - Epoch [47][740/1345] lr: 1.000e-04, eta: 0:41:51, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8570, loss_cls: 1.3586, loss: 1.3586, grad_norm: 9.7538 2021-03-17 05:15:18,398 - mmaction - INFO - Epoch [47][760/1345] lr: 1.000e-04, eta: 0:41:40, time: 0.560, data_time: 0.000, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8664, loss_cls: 1.3149, loss: 1.3149, grad_norm: 9.7085 2021-03-17 05:15:29,334 - mmaction - INFO - Epoch [47][780/1345] lr: 1.000e-04, eta: 0:41:29, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8547, loss_cls: 1.3916, loss: 1.3916, grad_norm: 9.9047 2021-03-17 05:15:40,579 - mmaction - INFO - Epoch [47][800/1345] lr: 1.000e-04, eta: 0:41:19, time: 0.562, data_time: 0.001, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8672, loss_cls: 1.3447, loss: 1.3447, grad_norm: 10.0035 2021-03-17 05:15:51,573 - mmaction - INFO - Epoch [47][820/1345] lr: 1.000e-04, eta: 0:41:08, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8586, loss_cls: 1.3733, loss: 1.3733, grad_norm: 10.0230 2021-03-17 05:16:02,790 - mmaction - INFO - Epoch [47][840/1345] lr: 1.000e-04, eta: 0:40:57, time: 0.561, data_time: 0.000, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8703, loss_cls: 1.3667, loss: 1.3667, grad_norm: 9.8015 2021-03-17 05:16:13,700 - mmaction - INFO - Epoch [47][860/1345] lr: 1.000e-04, eta: 0:40:46, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8641, loss_cls: 1.3423, loss: 1.3423, grad_norm: 9.7305 2021-03-17 05:16:24,900 - mmaction - INFO - Epoch [47][880/1345] lr: 1.000e-04, eta: 0:40:35, time: 0.560, data_time: 0.001, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8578, loss_cls: 1.3720, loss: 1.3720, grad_norm: 9.9672 2021-03-17 05:16:35,907 - mmaction - INFO - Epoch [47][900/1345] lr: 1.000e-04, eta: 0:40:24, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8758, loss_cls: 1.3488, loss: 1.3488, grad_norm: 9.8795 2021-03-17 05:16:47,079 - mmaction - INFO - Epoch [47][920/1345] lr: 1.000e-04, eta: 0:40:14, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8703, loss_cls: 1.3944, loss: 1.3944, grad_norm: 10.1623 2021-03-17 05:16:58,231 - mmaction - INFO - Epoch [47][940/1345] lr: 1.000e-04, eta: 0:40:03, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8867, loss_cls: 1.2513, loss: 1.2513, grad_norm: 9.4641 2021-03-17 05:17:09,416 - mmaction - INFO - Epoch [47][960/1345] lr: 1.000e-04, eta: 0:39:52, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8727, loss_cls: 1.3265, loss: 1.3265, grad_norm: 9.7708 2021-03-17 05:17:20,285 - mmaction - INFO - Epoch [47][980/1345] lr: 1.000e-04, eta: 0:39:41, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8680, loss_cls: 1.3711, loss: 1.3711, grad_norm: 9.8211 2021-03-17 05:17:31,356 - mmaction - INFO - Epoch [47][1000/1345] lr: 1.000e-04, eta: 0:39:30, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8602, loss_cls: 1.3409, loss: 1.3409, grad_norm: 9.6579 2021-03-17 05:17:42,636 - mmaction - INFO - Epoch [47][1020/1345] lr: 1.000e-04, eta: 0:39:20, time: 0.564, data_time: 0.001, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8516, loss_cls: 1.3811, loss: 1.3811, grad_norm: 9.9084 2021-03-17 05:17:53,896 - mmaction - INFO - Epoch [47][1040/1345] lr: 1.000e-04, eta: 0:39:09, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8734, loss_cls: 1.2760, loss: 1.2760, grad_norm: 9.6428 2021-03-17 05:18:04,838 - mmaction - INFO - Epoch [47][1060/1345] lr: 1.000e-04, eta: 0:38:58, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8664, loss_cls: 1.3515, loss: 1.3515, grad_norm: 9.8596 2021-03-17 05:18:16,022 - mmaction - INFO - Epoch [47][1080/1345] lr: 1.000e-04, eta: 0:38:47, time: 0.559, data_time: 0.000, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8734, loss_cls: 1.3176, loss: 1.3176, grad_norm: 9.7952 2021-03-17 05:18:27,004 - mmaction - INFO - Epoch [47][1100/1345] lr: 1.000e-04, eta: 0:38:36, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6367, top5_acc: 0.8625, loss_cls: 1.3914, loss: 1.3914, grad_norm: 10.1192 2021-03-17 05:18:37,847 - mmaction - INFO - Epoch [47][1120/1345] lr: 1.000e-04, eta: 0:38:26, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8602, loss_cls: 1.3980, loss: 1.3980, grad_norm: 9.9917 2021-03-17 05:18:49,165 - mmaction - INFO - Epoch [47][1140/1345] lr: 1.000e-04, eta: 0:38:15, time: 0.566, data_time: 0.001, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8547, loss_cls: 1.4122, loss: 1.4122, grad_norm: 9.9000 2021-03-17 05:19:00,160 - mmaction - INFO - Epoch [47][1160/1345] lr: 1.000e-04, eta: 0:38:04, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8703, loss_cls: 1.3465, loss: 1.3465, grad_norm: 9.8009 2021-03-17 05:19:11,033 - mmaction - INFO - Epoch [47][1180/1345] lr: 1.000e-04, eta: 0:37:53, time: 0.545, data_time: 0.002, memory: 7066, top1_acc: 0.6422, top5_acc: 0.8578, loss_cls: 1.3667, loss: 1.3667, grad_norm: 9.9323 2021-03-17 05:19:22,100 - mmaction - INFO - Epoch [47][1200/1345] lr: 1.000e-04, eta: 0:37:42, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.6211, top5_acc: 0.8438, loss_cls: 1.4519, loss: 1.4519, grad_norm: 10.3466 2021-03-17 05:19:33,211 - mmaction - INFO - Epoch [47][1220/1345] lr: 1.000e-04, eta: 0:37:32, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8586, loss_cls: 1.3823, loss: 1.3823, grad_norm: 9.9015 2021-03-17 05:19:44,011 - mmaction - INFO - Epoch [47][1240/1345] lr: 1.000e-04, eta: 0:37:21, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8703, loss_cls: 1.3251, loss: 1.3251, grad_norm: 9.8711 2021-03-17 05:19:55,149 - mmaction - INFO - Epoch [47][1260/1345] lr: 1.000e-04, eta: 0:37:10, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8516, loss_cls: 1.3988, loss: 1.3988, grad_norm: 10.1804 2021-03-17 05:20:06,402 - mmaction - INFO - Epoch [47][1280/1345] lr: 1.000e-04, eta: 0:36:59, time: 0.563, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8703, loss_cls: 1.3226, loss: 1.3226, grad_norm: 9.8456 2021-03-17 05:20:17,458 - mmaction - INFO - Epoch [47][1300/1345] lr: 1.000e-04, eta: 0:36:48, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.6773, top5_acc: 0.8727, loss_cls: 1.2538, loss: 1.2538, grad_norm: 9.5527 2021-03-17 05:20:28,372 - mmaction - INFO - Epoch [47][1320/1345] lr: 1.000e-04, eta: 0:36:37, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6398, top5_acc: 0.8836, loss_cls: 1.3344, loss: 1.3344, grad_norm: 9.8867 2021-03-17 05:20:39,335 - mmaction - INFO - Epoch [47][1340/1345] lr: 1.000e-04, eta: 0:36:27, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8977, loss_cls: 1.2362, loss: 1.2362, grad_norm: 9.6029 2021-03-17 05:20:42,348 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-03-17 05:21:05,570 - mmaction - INFO - Epoch [48][20/1345] lr: 1.000e-04, eta: 0:36:14, time: 1.144, data_time: 0.580, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8734, loss_cls: 1.3198, loss: 1.3198, grad_norm: 9.8061 2021-03-17 05:21:16,686 - mmaction - INFO - Epoch [48][40/1345] lr: 1.000e-04, eta: 0:36:03, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8609, loss_cls: 1.3173, loss: 1.3173, grad_norm: 9.4336 2021-03-17 05:21:27,803 - mmaction - INFO - Epoch [48][60/1345] lr: 1.000e-04, eta: 0:35:52, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8656, loss_cls: 1.3934, loss: 1.3934, grad_norm: 9.9766 2021-03-17 05:21:38,892 - mmaction - INFO - Epoch [48][80/1345] lr: 1.000e-04, eta: 0:35:41, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8742, loss_cls: 1.3519, loss: 1.3519, grad_norm: 10.0424 2021-03-17 05:21:49,861 - mmaction - INFO - Epoch [48][100/1345] lr: 1.000e-04, eta: 0:35:30, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8609, loss_cls: 1.3232, loss: 1.3232, grad_norm: 9.9433 2021-03-17 05:22:01,156 - mmaction - INFO - Epoch [48][120/1345] lr: 1.000e-04, eta: 0:35:20, time: 0.565, data_time: 0.000, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8625, loss_cls: 1.3364, loss: 1.3364, grad_norm: 10.0645 2021-03-17 05:22:12,274 - mmaction - INFO - Epoch [48][140/1345] lr: 1.000e-04, eta: 0:35:09, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8672, loss_cls: 1.3310, loss: 1.3310, grad_norm: 9.8202 2021-03-17 05:22:23,178 - mmaction - INFO - Epoch [48][160/1345] lr: 1.000e-04, eta: 0:34:58, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8766, loss_cls: 1.2573, loss: 1.2573, grad_norm: 9.6250 2021-03-17 05:22:34,291 - mmaction - INFO - Epoch [48][180/1345] lr: 1.000e-04, eta: 0:34:47, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8805, loss_cls: 1.2538, loss: 1.2538, grad_norm: 9.2231 2021-03-17 05:22:45,132 - mmaction - INFO - Epoch [48][200/1345] lr: 1.000e-04, eta: 0:34:36, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8773, loss_cls: 1.2861, loss: 1.2861, grad_norm: 9.9883 2021-03-17 05:22:56,416 - mmaction - INFO - Epoch [48][220/1345] lr: 1.000e-04, eta: 0:34:26, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8766, loss_cls: 1.2698, loss: 1.2698, grad_norm: 9.6404 2021-03-17 05:23:07,362 - mmaction - INFO - Epoch [48][240/1345] lr: 1.000e-04, eta: 0:34:15, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8570, loss_cls: 1.3931, loss: 1.3931, grad_norm: 10.1084 2021-03-17 05:23:18,315 - mmaction - INFO - Epoch [48][260/1345] lr: 1.000e-04, eta: 0:34:04, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8500, loss_cls: 1.3704, loss: 1.3704, grad_norm: 9.8440 2021-03-17 05:23:29,469 - mmaction - INFO - Epoch [48][280/1345] lr: 1.000e-04, eta: 0:33:53, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8664, loss_cls: 1.3408, loss: 1.3408, grad_norm: 9.9946 2021-03-17 05:23:40,513 - mmaction - INFO - Epoch [48][300/1345] lr: 1.000e-04, eta: 0:33:42, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8594, loss_cls: 1.3883, loss: 1.3883, grad_norm: 10.0630 2021-03-17 05:23:51,355 - mmaction - INFO - Epoch [48][320/1345] lr: 1.000e-04, eta: 0:33:31, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8781, loss_cls: 1.3311, loss: 1.3311, grad_norm: 9.7879 2021-03-17 05:24:02,300 - mmaction - INFO - Epoch [48][340/1345] lr: 1.000e-04, eta: 0:33:21, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8742, loss_cls: 1.2801, loss: 1.2801, grad_norm: 10.0051 2021-03-17 05:24:13,594 - mmaction - INFO - Epoch [48][360/1345] lr: 1.000e-04, eta: 0:33:10, time: 0.565, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8633, loss_cls: 1.3639, loss: 1.3639, grad_norm: 9.9454 2021-03-17 05:24:24,842 - mmaction - INFO - Epoch [48][380/1345] lr: 1.000e-04, eta: 0:32:59, time: 0.562, data_time: 0.000, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8578, loss_cls: 1.3359, loss: 1.3359, grad_norm: 9.7936 2021-03-17 05:24:35,970 - mmaction - INFO - Epoch [48][400/1345] lr: 1.000e-04, eta: 0:32:48, time: 0.556, data_time: 0.000, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8617, loss_cls: 1.3262, loss: 1.3262, grad_norm: 9.9389 2021-03-17 05:24:47,159 - mmaction - INFO - Epoch [48][420/1345] lr: 1.000e-04, eta: 0:32:37, time: 0.559, data_time: 0.001, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8484, loss_cls: 1.4284, loss: 1.4284, grad_norm: 10.1595 2021-03-17 05:24:58,226 - mmaction - INFO - Epoch [48][440/1345] lr: 1.000e-04, eta: 0:32:27, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8680, loss_cls: 1.3376, loss: 1.3376, grad_norm: 9.7116 2021-03-17 05:25:09,454 - mmaction - INFO - Epoch [48][460/1345] lr: 1.000e-04, eta: 0:32:16, time: 0.561, data_time: 0.000, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8688, loss_cls: 1.3460, loss: 1.3460, grad_norm: 10.2559 2021-03-17 05:25:20,309 - mmaction - INFO - Epoch [48][480/1345] lr: 1.000e-04, eta: 0:32:05, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8695, loss_cls: 1.3362, loss: 1.3362, grad_norm: 10.0474 2021-03-17 05:25:31,219 - mmaction - INFO - Epoch [48][500/1345] lr: 1.000e-04, eta: 0:31:54, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8758, loss_cls: 1.3007, loss: 1.3007, grad_norm: 9.8253 2021-03-17 05:25:42,002 - mmaction - INFO - Epoch [48][520/1345] lr: 1.000e-04, eta: 0:31:43, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8656, loss_cls: 1.4065, loss: 1.4065, grad_norm: 10.1914 2021-03-17 05:25:49,368 - mmaction - INFO - Epoch [48][540/1345] lr: 1.000e-04, eta: 0:31:32, time: 0.369, data_time: 0.001, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8742, loss_cls: 1.2919, loss: 1.2919, grad_norm: 9.7906 2021-03-17 05:25:56,712 - mmaction - INFO - Epoch [48][560/1345] lr: 1.000e-04, eta: 0:31:21, time: 0.365, data_time: 0.000, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8625, loss_cls: 1.3785, loss: 1.3785, grad_norm: 9.9484 2021-03-17 05:26:04,828 - mmaction - INFO - Epoch [48][580/1345] lr: 1.000e-04, eta: 0:31:10, time: 0.407, data_time: 0.003, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8625, loss_cls: 1.3365, loss: 1.3365, grad_norm: 9.7081 2021-03-17 05:26:15,307 - mmaction - INFO - Epoch [48][600/1345] lr: 1.000e-04, eta: 0:30:59, time: 0.525, data_time: 0.001, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8594, loss_cls: 1.3523, loss: 1.3523, grad_norm: 10.2352 2021-03-17 05:26:26,480 - mmaction - INFO - Epoch [48][620/1345] lr: 1.000e-04, eta: 0:30:49, time: 0.558, data_time: 0.000, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8828, loss_cls: 1.3104, loss: 1.3104, grad_norm: 10.0422 2021-03-17 05:26:37,317 - mmaction - INFO - Epoch [48][640/1345] lr: 1.000e-04, eta: 0:30:38, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8633, loss_cls: 1.3744, loss: 1.3744, grad_norm: 9.9010 2021-03-17 05:26:48,324 - mmaction - INFO - Epoch [48][660/1345] lr: 1.000e-04, eta: 0:30:27, time: 0.551, data_time: 0.002, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8672, loss_cls: 1.3568, loss: 1.3568, grad_norm: 9.9563 2021-03-17 05:26:59,266 - mmaction - INFO - Epoch [48][680/1345] lr: 1.000e-04, eta: 0:30:16, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8703, loss_cls: 1.3084, loss: 1.3084, grad_norm: 10.0940 2021-03-17 05:27:10,262 - mmaction - INFO - Epoch [48][700/1345] lr: 1.000e-04, eta: 0:30:05, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8664, loss_cls: 1.3089, loss: 1.3089, grad_norm: 10.0188 2021-03-17 05:27:21,342 - mmaction - INFO - Epoch [48][720/1345] lr: 1.000e-04, eta: 0:29:54, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6813, top5_acc: 0.8633, loss_cls: 1.2974, loss: 1.2974, grad_norm: 9.8784 2021-03-17 05:27:32,104 - mmaction - INFO - Epoch [48][740/1345] lr: 1.000e-04, eta: 0:29:44, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8523, loss_cls: 1.4110, loss: 1.4110, grad_norm: 9.9967 2021-03-17 05:27:42,851 - mmaction - INFO - Epoch [48][760/1345] lr: 1.000e-04, eta: 0:29:33, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8719, loss_cls: 1.3180, loss: 1.3180, grad_norm: 9.8948 2021-03-17 05:27:53,766 - mmaction - INFO - Epoch [48][780/1345] lr: 1.000e-04, eta: 0:29:22, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8547, loss_cls: 1.3579, loss: 1.3579, grad_norm: 9.9439 2021-03-17 05:28:04,695 - mmaction - INFO - Epoch [48][800/1345] lr: 1.000e-04, eta: 0:29:11, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8750, loss_cls: 1.3028, loss: 1.3028, grad_norm: 9.9207 2021-03-17 05:28:15,562 - mmaction - INFO - Epoch [48][820/1345] lr: 1.000e-04, eta: 0:29:00, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8484, loss_cls: 1.3930, loss: 1.3930, grad_norm: 9.8254 2021-03-17 05:28:26,388 - mmaction - INFO - Epoch [48][840/1345] lr: 1.000e-04, eta: 0:28:49, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8719, loss_cls: 1.3530, loss: 1.3530, grad_norm: 10.0121 2021-03-17 05:28:37,289 - mmaction - INFO - Epoch [48][860/1345] lr: 1.000e-04, eta: 0:28:39, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8641, loss_cls: 1.3375, loss: 1.3375, grad_norm: 9.8394 2021-03-17 05:28:47,995 - mmaction - INFO - Epoch [48][880/1345] lr: 1.000e-04, eta: 0:28:28, time: 0.535, data_time: 0.000, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8703, loss_cls: 1.3102, loss: 1.3102, grad_norm: 10.1375 2021-03-17 05:28:58,738 - mmaction - INFO - Epoch [48][900/1345] lr: 1.000e-04, eta: 0:28:17, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.6789, top5_acc: 0.8750, loss_cls: 1.2696, loss: 1.2696, grad_norm: 9.4609 2021-03-17 05:29:09,710 - mmaction - INFO - Epoch [48][920/1345] lr: 1.000e-04, eta: 0:28:06, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8711, loss_cls: 1.3088, loss: 1.3088, grad_norm: 9.6543 2021-03-17 05:29:20,698 - mmaction - INFO - Epoch [48][940/1345] lr: 1.000e-04, eta: 0:27:55, time: 0.549, data_time: 0.000, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8609, loss_cls: 1.4135, loss: 1.4135, grad_norm: 9.9488 2021-03-17 05:29:31,367 - mmaction - INFO - Epoch [48][960/1345] lr: 1.000e-04, eta: 0:27:45, time: 0.534, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8688, loss_cls: 1.3174, loss: 1.3174, grad_norm: 9.8035 2021-03-17 05:29:42,366 - mmaction - INFO - Epoch [48][980/1345] lr: 1.000e-04, eta: 0:27:34, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8547, loss_cls: 1.3478, loss: 1.3478, grad_norm: 9.9176 2021-03-17 05:29:53,244 - mmaction - INFO - Epoch [48][1000/1345] lr: 1.000e-04, eta: 0:27:23, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8469, loss_cls: 1.3953, loss: 1.3953, grad_norm: 9.9398 2021-03-17 05:30:04,086 - mmaction - INFO - Epoch [48][1020/1345] lr: 1.000e-04, eta: 0:27:12, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8711, loss_cls: 1.3429, loss: 1.3429, grad_norm: 9.8113 2021-03-17 05:30:15,123 - mmaction - INFO - Epoch [48][1040/1345] lr: 1.000e-04, eta: 0:27:01, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.6758, top5_acc: 0.8727, loss_cls: 1.3314, loss: 1.3314, grad_norm: 9.8482 2021-03-17 05:30:26,149 - mmaction - INFO - Epoch [48][1060/1345] lr: 1.000e-04, eta: 0:26:50, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8516, loss_cls: 1.4130, loss: 1.4130, grad_norm: 9.9443 2021-03-17 05:30:36,943 - mmaction - INFO - Epoch [48][1080/1345] lr: 1.000e-04, eta: 0:26:40, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6898, top5_acc: 0.8781, loss_cls: 1.2493, loss: 1.2493, grad_norm: 9.5092 2021-03-17 05:30:47,898 - mmaction - INFO - Epoch [48][1100/1345] lr: 1.000e-04, eta: 0:26:29, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8594, loss_cls: 1.3894, loss: 1.3894, grad_norm: 10.1523 2021-03-17 05:30:58,950 - mmaction - INFO - Epoch [48][1120/1345] lr: 1.000e-04, eta: 0:26:18, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6875, top5_acc: 0.8812, loss_cls: 1.1962, loss: 1.1962, grad_norm: 9.7238 2021-03-17 05:31:09,833 - mmaction - INFO - Epoch [48][1140/1345] lr: 1.000e-04, eta: 0:26:07, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6227, top5_acc: 0.8555, loss_cls: 1.4457, loss: 1.4457, grad_norm: 10.2643 2021-03-17 05:31:20,526 - mmaction - INFO - Epoch [48][1160/1345] lr: 1.000e-04, eta: 0:25:56, time: 0.535, data_time: 0.001, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8609, loss_cls: 1.3505, loss: 1.3505, grad_norm: 10.0156 2021-03-17 05:31:31,344 - mmaction - INFO - Epoch [48][1180/1345] lr: 1.000e-04, eta: 0:25:45, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6883, top5_acc: 0.8727, loss_cls: 1.2666, loss: 1.2666, grad_norm: 9.6096 2021-03-17 05:31:42,444 - mmaction - INFO - Epoch [48][1200/1345] lr: 1.000e-04, eta: 0:25:35, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8719, loss_cls: 1.3281, loss: 1.3281, grad_norm: 9.8854 2021-03-17 05:31:53,521 - mmaction - INFO - Epoch [48][1220/1345] lr: 1.000e-04, eta: 0:25:24, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8703, loss_cls: 1.3205, loss: 1.3205, grad_norm: 9.9413 2021-03-17 05:32:04,369 - mmaction - INFO - Epoch [48][1240/1345] lr: 1.000e-04, eta: 0:25:13, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8664, loss_cls: 1.3757, loss: 1.3757, grad_norm: 9.9720 2021-03-17 05:32:15,312 - mmaction - INFO - Epoch [48][1260/1345] lr: 1.000e-04, eta: 0:25:02, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8594, loss_cls: 1.3969, loss: 1.3969, grad_norm: 10.3386 2021-03-17 05:32:26,100 - mmaction - INFO - Epoch [48][1280/1345] lr: 1.000e-04, eta: 0:24:51, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6734, top5_acc: 0.8680, loss_cls: 1.3412, loss: 1.3412, grad_norm: 10.0566 2021-03-17 05:32:36,937 - mmaction - INFO - Epoch [48][1300/1345] lr: 1.000e-04, eta: 0:24:40, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.6930, top5_acc: 0.8797, loss_cls: 1.2315, loss: 1.2315, grad_norm: 9.5429 2021-03-17 05:32:47,829 - mmaction - INFO - Epoch [48][1320/1345] lr: 1.000e-04, eta: 0:24:30, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8727, loss_cls: 1.3255, loss: 1.3255, grad_norm: 9.6962 2021-03-17 05:32:58,877 - mmaction - INFO - Epoch [48][1340/1345] lr: 1.000e-04, eta: 0:24:19, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8633, loss_cls: 1.3458, loss: 1.3458, grad_norm: 9.7088 2021-03-17 05:33:01,848 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-03-17 05:34:05,867 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-17 05:34:06,105 - mmaction - INFO - top1_acc 0.4655 top5_acc 0.7592 2021-03-17 05:34:06,105 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-17 05:34:06,113 - mmaction - INFO - mean_acc 0.4184 2021-03-17 05:34:06,114 - mmaction - INFO - Epoch(val) [48][1345] top1_acc: 0.4655, top5_acc: 0.7592, mean_class_accuracy: 0.4184 2021-03-17 05:34:28,729 - mmaction - INFO - Epoch [49][20/1345] lr: 1.000e-04, eta: 0:24:06, time: 1.130, data_time: 0.589, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8531, loss_cls: 1.3478, loss: 1.3478, grad_norm: 9.9438 2021-03-17 05:34:39,765 - mmaction - INFO - Epoch [49][40/1345] lr: 1.000e-04, eta: 0:23:55, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8641, loss_cls: 1.3701, loss: 1.3701, grad_norm: 10.0879 2021-03-17 05:34:50,857 - mmaction - INFO - Epoch [49][60/1345] lr: 1.000e-04, eta: 0:23:44, time: 0.555, data_time: 0.000, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8727, loss_cls: 1.2891, loss: 1.2891, grad_norm: 9.4690 2021-03-17 05:35:01,691 - mmaction - INFO - Epoch [49][80/1345] lr: 1.000e-04, eta: 0:23:33, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8586, loss_cls: 1.3956, loss: 1.3956, grad_norm: 10.4613 2021-03-17 05:35:12,584 - mmaction - INFO - Epoch [49][100/1345] lr: 1.000e-04, eta: 0:23:22, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8766, loss_cls: 1.2816, loss: 1.2816, grad_norm: 9.7569 2021-03-17 05:35:23,603 - mmaction - INFO - Epoch [49][120/1345] lr: 1.000e-04, eta: 0:23:12, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8617, loss_cls: 1.3301, loss: 1.3301, grad_norm: 10.0308 2021-03-17 05:35:34,740 - mmaction - INFO - Epoch [49][140/1345] lr: 1.000e-04, eta: 0:23:01, time: 0.557, data_time: 0.001, memory: 7066, top1_acc: 0.6781, top5_acc: 0.8836, loss_cls: 1.2573, loss: 1.2573, grad_norm: 9.5445 2021-03-17 05:35:45,675 - mmaction - INFO - Epoch [49][160/1345] lr: 1.000e-04, eta: 0:22:50, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8781, loss_cls: 1.2863, loss: 1.2863, grad_norm: 9.7347 2021-03-17 05:35:56,731 - mmaction - INFO - Epoch [49][180/1345] lr: 1.000e-04, eta: 0:22:39, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6750, top5_acc: 0.8711, loss_cls: 1.2677, loss: 1.2677, grad_norm: 9.7429 2021-03-17 05:36:07,865 - mmaction - INFO - Epoch [49][200/1345] lr: 1.000e-04, eta: 0:22:28, time: 0.557, data_time: 0.000, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8719, loss_cls: 1.3208, loss: 1.3208, grad_norm: 10.1251 2021-03-17 05:36:18,795 - mmaction - INFO - Epoch [49][220/1345] lr: 1.000e-04, eta: 0:22:17, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8727, loss_cls: 1.3277, loss: 1.3277, grad_norm: 9.9563 2021-03-17 05:36:29,767 - mmaction - INFO - Epoch [49][240/1345] lr: 1.000e-04, eta: 0:22:07, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6461, top5_acc: 0.8625, loss_cls: 1.3884, loss: 1.3884, grad_norm: 10.0671 2021-03-17 05:36:40,552 - mmaction - INFO - Epoch [49][260/1345] lr: 1.000e-04, eta: 0:21:56, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6492, top5_acc: 0.8695, loss_cls: 1.3441, loss: 1.3441, grad_norm: 9.8782 2021-03-17 05:36:51,476 - mmaction - INFO - Epoch [49][280/1345] lr: 1.000e-04, eta: 0:21:45, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6813, top5_acc: 0.8672, loss_cls: 1.3112, loss: 1.3112, grad_norm: 9.8249 2021-03-17 05:37:02,431 - mmaction - INFO - Epoch [49][300/1345] lr: 1.000e-04, eta: 0:21:34, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8719, loss_cls: 1.2784, loss: 1.2784, grad_norm: 9.8049 2021-03-17 05:37:13,264 - mmaction - INFO - Epoch [49][320/1345] lr: 1.000e-04, eta: 0:21:23, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8766, loss_cls: 1.2914, loss: 1.2914, grad_norm: 9.8478 2021-03-17 05:37:24,020 - mmaction - INFO - Epoch [49][340/1345] lr: 1.000e-04, eta: 0:21:12, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8688, loss_cls: 1.3651, loss: 1.3651, grad_norm: 10.2777 2021-03-17 05:37:35,146 - mmaction - INFO - Epoch [49][360/1345] lr: 1.000e-04, eta: 0:21:02, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8578, loss_cls: 1.4150, loss: 1.4150, grad_norm: 10.3142 2021-03-17 05:37:46,189 - mmaction - INFO - Epoch [49][380/1345] lr: 1.000e-04, eta: 0:20:51, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8703, loss_cls: 1.3477, loss: 1.3477, grad_norm: 10.0835 2021-03-17 05:37:56,897 - mmaction - INFO - Epoch [49][400/1345] lr: 1.000e-04, eta: 0:20:40, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8695, loss_cls: 1.2719, loss: 1.2719, grad_norm: 9.7584 2021-03-17 05:38:07,697 - mmaction - INFO - Epoch [49][420/1345] lr: 1.000e-04, eta: 0:20:29, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8680, loss_cls: 1.3609, loss: 1.3609, grad_norm: 9.9547 2021-03-17 05:38:18,642 - mmaction - INFO - Epoch [49][440/1345] lr: 1.000e-04, eta: 0:20:18, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8688, loss_cls: 1.3501, loss: 1.3501, grad_norm: 10.2517 2021-03-17 05:38:29,429 - mmaction - INFO - Epoch [49][460/1345] lr: 1.000e-04, eta: 0:20:07, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8562, loss_cls: 1.3844, loss: 1.3844, grad_norm: 10.1020 2021-03-17 05:38:40,193 - mmaction - INFO - Epoch [49][480/1345] lr: 1.000e-04, eta: 0:19:57, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8750, loss_cls: 1.2615, loss: 1.2615, grad_norm: 9.6378 2021-03-17 05:38:51,103 - mmaction - INFO - Epoch [49][500/1345] lr: 1.000e-04, eta: 0:19:46, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8664, loss_cls: 1.3508, loss: 1.3508, grad_norm: 9.7154 2021-03-17 05:39:01,528 - mmaction - INFO - Epoch [49][520/1345] lr: 1.000e-04, eta: 0:19:35, time: 0.512, data_time: 0.001, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8703, loss_cls: 1.2861, loss: 1.2861, grad_norm: 9.5448 2021-03-17 05:39:08,796 - mmaction - INFO - Epoch [49][540/1345] lr: 1.000e-04, eta: 0:19:24, time: 0.372, data_time: 0.010, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8609, loss_cls: 1.3822, loss: 1.3822, grad_norm: 10.3443 2021-03-17 05:39:16,271 - mmaction - INFO - Epoch [49][560/1345] lr: 1.000e-04, eta: 0:19:13, time: 0.374, data_time: 0.001, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8664, loss_cls: 1.3359, loss: 1.3359, grad_norm: 10.1450 2021-03-17 05:39:25,262 - mmaction - INFO - Epoch [49][580/1345] lr: 1.000e-04, eta: 0:19:02, time: 0.449, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8719, loss_cls: 1.3093, loss: 1.3093, grad_norm: 9.8284 2021-03-17 05:39:36,100 - mmaction - INFO - Epoch [49][600/1345] lr: 1.000e-04, eta: 0:18:51, time: 0.543, data_time: 0.002, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8695, loss_cls: 1.3397, loss: 1.3397, grad_norm: 9.9579 2021-03-17 05:39:47,177 - mmaction - INFO - Epoch [49][620/1345] lr: 1.000e-04, eta: 0:18:40, time: 0.554, data_time: 0.000, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8453, loss_cls: 1.4169, loss: 1.4169, grad_norm: 10.0085 2021-03-17 05:39:58,088 - mmaction - INFO - Epoch [49][640/1345] lr: 1.000e-04, eta: 0:18:30, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8578, loss_cls: 1.3818, loss: 1.3818, grad_norm: 10.1862 2021-03-17 05:40:09,109 - mmaction - INFO - Epoch [49][660/1345] lr: 1.000e-04, eta: 0:18:19, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8891, loss_cls: 1.2545, loss: 1.2545, grad_norm: 9.8206 2021-03-17 05:40:20,004 - mmaction - INFO - Epoch [49][680/1345] lr: 1.000e-04, eta: 0:18:08, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8539, loss_cls: 1.3227, loss: 1.3227, grad_norm: 9.8100 2021-03-17 05:40:30,894 - mmaction - INFO - Epoch [49][700/1345] lr: 1.000e-04, eta: 0:17:57, time: 0.545, data_time: 0.002, memory: 7066, top1_acc: 0.6672, top5_acc: 0.8672, loss_cls: 1.3203, loss: 1.3203, grad_norm: 10.0368 2021-03-17 05:40:41,915 - mmaction - INFO - Epoch [49][720/1345] lr: 1.000e-04, eta: 0:17:46, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6172, top5_acc: 0.8609, loss_cls: 1.4206, loss: 1.4206, grad_norm: 10.1124 2021-03-17 05:40:52,802 - mmaction - INFO - Epoch [49][740/1345] lr: 1.000e-04, eta: 0:17:36, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8578, loss_cls: 1.3895, loss: 1.3895, grad_norm: 9.7751 2021-03-17 05:41:03,826 - mmaction - INFO - Epoch [49][760/1345] lr: 1.000e-04, eta: 0:17:25, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8734, loss_cls: 1.3099, loss: 1.3099, grad_norm: 9.8601 2021-03-17 05:41:14,655 - mmaction - INFO - Epoch [49][780/1345] lr: 1.000e-04, eta: 0:17:14, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8734, loss_cls: 1.3135, loss: 1.3135, grad_norm: 9.8366 2021-03-17 05:41:25,500 - mmaction - INFO - Epoch [49][800/1345] lr: 1.000e-04, eta: 0:17:03, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8555, loss_cls: 1.3708, loss: 1.3708, grad_norm: 10.1913 2021-03-17 05:41:36,539 - mmaction - INFO - Epoch [49][820/1345] lr: 1.000e-04, eta: 0:16:52, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8773, loss_cls: 1.3569, loss: 1.3569, grad_norm: 10.0397 2021-03-17 05:41:47,487 - mmaction - INFO - Epoch [49][840/1345] lr: 1.000e-04, eta: 0:16:41, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8625, loss_cls: 1.3476, loss: 1.3476, grad_norm: 9.9243 2021-03-17 05:41:58,101 - mmaction - INFO - Epoch [49][860/1345] lr: 1.000e-04, eta: 0:16:31, time: 0.531, data_time: 0.002, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8672, loss_cls: 1.3688, loss: 1.3688, grad_norm: 9.9526 2021-03-17 05:42:08,810 - mmaction - INFO - Epoch [49][880/1345] lr: 1.000e-04, eta: 0:16:20, time: 0.535, data_time: 0.000, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8648, loss_cls: 1.3136, loss: 1.3136, grad_norm: 10.2404 2021-03-17 05:42:19,678 - mmaction - INFO - Epoch [49][900/1345] lr: 1.000e-04, eta: 0:16:09, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8750, loss_cls: 1.3045, loss: 1.3045, grad_norm: 10.0089 2021-03-17 05:42:30,673 - mmaction - INFO - Epoch [49][920/1345] lr: 1.000e-04, eta: 0:15:58, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6539, top5_acc: 0.8570, loss_cls: 1.3628, loss: 1.3628, grad_norm: 10.0468 2021-03-17 05:42:41,549 - mmaction - INFO - Epoch [49][940/1345] lr: 1.000e-04, eta: 0:15:47, time: 0.544, data_time: 0.000, memory: 7066, top1_acc: 0.6445, top5_acc: 0.8562, loss_cls: 1.3956, loss: 1.3956, grad_norm: 10.3795 2021-03-17 05:42:52,182 - mmaction - INFO - Epoch [49][960/1345] lr: 1.000e-04, eta: 0:15:36, time: 0.530, data_time: 0.000, memory: 7066, top1_acc: 0.6234, top5_acc: 0.8734, loss_cls: 1.4065, loss: 1.4065, grad_norm: 10.1728 2021-03-17 05:43:02,975 - mmaction - INFO - Epoch [49][980/1345] lr: 1.000e-04, eta: 0:15:26, time: 0.541, data_time: 0.002, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8625, loss_cls: 1.3226, loss: 1.3226, grad_norm: 9.9063 2021-03-17 05:43:13,974 - mmaction - INFO - Epoch [49][1000/1345] lr: 1.000e-04, eta: 0:15:15, time: 0.549, data_time: 0.001, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8758, loss_cls: 1.2821, loss: 1.2821, grad_norm: 9.9077 2021-03-17 05:43:25,002 - mmaction - INFO - Epoch [49][1020/1345] lr: 1.000e-04, eta: 0:15:04, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6766, top5_acc: 0.8836, loss_cls: 1.2686, loss: 1.2686, grad_norm: 9.6185 2021-03-17 05:43:35,792 - mmaction - INFO - Epoch [49][1040/1345] lr: 1.000e-04, eta: 0:14:53, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8656, loss_cls: 1.3102, loss: 1.3102, grad_norm: 10.0439 2021-03-17 05:43:46,714 - mmaction - INFO - Epoch [49][1060/1345] lr: 1.000e-04, eta: 0:14:42, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6742, top5_acc: 0.8672, loss_cls: 1.2781, loss: 1.2781, grad_norm: 9.7955 2021-03-17 05:43:57,564 - mmaction - INFO - Epoch [49][1080/1345] lr: 1.000e-04, eta: 0:14:31, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8688, loss_cls: 1.3417, loss: 1.3417, grad_norm: 10.1751 2021-03-17 05:44:08,418 - mmaction - INFO - Epoch [49][1100/1345] lr: 1.000e-04, eta: 0:14:21, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8758, loss_cls: 1.3128, loss: 1.3128, grad_norm: 10.1554 2021-03-17 05:44:19,340 - mmaction - INFO - Epoch [49][1120/1345] lr: 1.000e-04, eta: 0:14:10, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6625, top5_acc: 0.8867, loss_cls: 1.2572, loss: 1.2572, grad_norm: 9.6647 2021-03-17 05:44:30,488 - mmaction - INFO - Epoch [49][1140/1345] lr: 1.000e-04, eta: 0:13:59, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8594, loss_cls: 1.3685, loss: 1.3685, grad_norm: 10.1251 2021-03-17 05:44:41,140 - mmaction - INFO - Epoch [49][1160/1345] lr: 1.000e-04, eta: 0:13:48, time: 0.533, data_time: 0.000, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8609, loss_cls: 1.3380, loss: 1.3380, grad_norm: 9.7749 2021-03-17 05:44:52,223 - mmaction - INFO - Epoch [49][1180/1345] lr: 1.000e-04, eta: 0:13:37, time: 0.553, data_time: 0.000, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8688, loss_cls: 1.3231, loss: 1.3231, grad_norm: 10.0369 2021-03-17 05:45:02,949 - mmaction - INFO - Epoch [49][1200/1345] lr: 1.000e-04, eta: 0:13:26, time: 0.537, data_time: 0.001, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8625, loss_cls: 1.3242, loss: 1.3242, grad_norm: 9.9994 2021-03-17 05:45:13,783 - mmaction - INFO - Epoch [49][1220/1345] lr: 1.000e-04, eta: 0:13:16, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8625, loss_cls: 1.3378, loss: 1.3378, grad_norm: 9.8619 2021-03-17 05:45:24,411 - mmaction - INFO - Epoch [49][1240/1345] lr: 1.000e-04, eta: 0:13:05, time: 0.532, data_time: 0.001, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8633, loss_cls: 1.3615, loss: 1.3615, grad_norm: 10.0446 2021-03-17 05:45:35,461 - mmaction - INFO - Epoch [49][1260/1345] lr: 1.000e-04, eta: 0:12:54, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8664, loss_cls: 1.3467, loss: 1.3467, grad_norm: 10.1104 2021-03-17 05:45:46,526 - mmaction - INFO - Epoch [49][1280/1345] lr: 1.000e-04, eta: 0:12:43, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6359, top5_acc: 0.8570, loss_cls: 1.4100, loss: 1.4100, grad_norm: 10.1385 2021-03-17 05:45:57,300 - mmaction - INFO - Epoch [49][1300/1345] lr: 1.000e-04, eta: 0:12:32, time: 0.539, data_time: 0.001, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8547, loss_cls: 1.3347, loss: 1.3347, grad_norm: 9.8425 2021-03-17 05:46:08,215 - mmaction - INFO - Epoch [49][1320/1345] lr: 1.000e-04, eta: 0:12:21, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8602, loss_cls: 1.3743, loss: 1.3743, grad_norm: 10.0556 2021-03-17 05:46:19,238 - mmaction - INFO - Epoch [49][1340/1345] lr: 1.000e-04, eta: 0:12:11, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8664, loss_cls: 1.3394, loss: 1.3394, grad_norm: 10.1130 2021-03-17 05:46:22,311 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-03-17 05:46:45,071 - mmaction - INFO - Epoch [50][20/1345] lr: 1.000e-04, eta: 0:11:57, time: 1.120, data_time: 0.560, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8617, loss_cls: 1.3588, loss: 1.3588, grad_norm: 10.1167 2021-03-17 05:46:56,177 - mmaction - INFO - Epoch [50][40/1345] lr: 1.000e-04, eta: 0:11:46, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.6648, top5_acc: 0.8766, loss_cls: 1.2953, loss: 1.2953, grad_norm: 9.8986 2021-03-17 05:47:06,904 - mmaction - INFO - Epoch [50][60/1345] lr: 1.000e-04, eta: 0:11:36, time: 0.536, data_time: 0.001, memory: 7066, top1_acc: 0.6687, top5_acc: 0.8711, loss_cls: 1.3019, loss: 1.3019, grad_norm: 9.6294 2021-03-17 05:47:17,704 - mmaction - INFO - Epoch [50][80/1345] lr: 1.000e-04, eta: 0:11:25, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8758, loss_cls: 1.3020, loss: 1.3020, grad_norm: 10.1091 2021-03-17 05:47:28,631 - mmaction - INFO - Epoch [50][100/1345] lr: 1.000e-04, eta: 0:11:14, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6695, top5_acc: 0.8734, loss_cls: 1.2796, loss: 1.2796, grad_norm: 10.0098 2021-03-17 05:47:39,605 - mmaction - INFO - Epoch [50][120/1345] lr: 1.000e-04, eta: 0:11:03, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8820, loss_cls: 1.2893, loss: 1.2893, grad_norm: 10.1173 2021-03-17 05:47:50,671 - mmaction - INFO - Epoch [50][140/1345] lr: 1.000e-04, eta: 0:10:52, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6609, top5_acc: 0.8695, loss_cls: 1.3235, loss: 1.3235, grad_norm: 9.9966 2021-03-17 05:48:01,703 - mmaction - INFO - Epoch [50][160/1345] lr: 1.000e-04, eta: 0:10:41, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8688, loss_cls: 1.3266, loss: 1.3266, grad_norm: 9.8811 2021-03-17 05:48:12,654 - mmaction - INFO - Epoch [50][180/1345] lr: 1.000e-04, eta: 0:10:31, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8797, loss_cls: 1.2878, loss: 1.2878, grad_norm: 9.9654 2021-03-17 05:48:23,643 - mmaction - INFO - Epoch [50][200/1345] lr: 1.000e-04, eta: 0:10:20, time: 0.550, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8617, loss_cls: 1.3862, loss: 1.3862, grad_norm: 10.3117 2021-03-17 05:48:34,601 - mmaction - INFO - Epoch [50][220/1345] lr: 1.000e-04, eta: 0:10:09, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6664, top5_acc: 0.8711, loss_cls: 1.2771, loss: 1.2771, grad_norm: 9.9247 2021-03-17 05:48:45,540 - mmaction - INFO - Epoch [50][240/1345] lr: 1.000e-04, eta: 0:09:58, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6414, top5_acc: 0.8578, loss_cls: 1.3829, loss: 1.3829, grad_norm: 10.0570 2021-03-17 05:48:56,594 - mmaction - INFO - Epoch [50][260/1345] lr: 1.000e-04, eta: 0:09:47, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6242, top5_acc: 0.8578, loss_cls: 1.3831, loss: 1.3831, grad_norm: 10.2847 2021-03-17 05:49:07,517 - mmaction - INFO - Epoch [50][280/1345] lr: 1.000e-04, eta: 0:09:36, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8773, loss_cls: 1.2838, loss: 1.2838, grad_norm: 9.5683 2021-03-17 05:49:18,644 - mmaction - INFO - Epoch [50][300/1345] lr: 1.000e-04, eta: 0:09:26, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8703, loss_cls: 1.2706, loss: 1.2706, grad_norm: 9.6074 2021-03-17 05:49:29,424 - mmaction - INFO - Epoch [50][320/1345] lr: 1.000e-04, eta: 0:09:15, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8742, loss_cls: 1.3031, loss: 1.3031, grad_norm: 9.8196 2021-03-17 05:49:40,303 - mmaction - INFO - Epoch [50][340/1345] lr: 1.000e-04, eta: 0:09:04, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.6477, top5_acc: 0.8672, loss_cls: 1.3470, loss: 1.3470, grad_norm: 9.9432 2021-03-17 05:49:51,405 - mmaction - INFO - Epoch [50][360/1345] lr: 1.000e-04, eta: 0:08:53, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8594, loss_cls: 1.3433, loss: 1.3433, grad_norm: 10.0422 2021-03-17 05:50:02,250 - mmaction - INFO - Epoch [50][380/1345] lr: 1.000e-04, eta: 0:08:42, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6633, top5_acc: 0.8656, loss_cls: 1.3352, loss: 1.3352, grad_norm: 10.0885 2021-03-17 05:50:13,180 - mmaction - INFO - Epoch [50][400/1345] lr: 1.000e-04, eta: 0:08:31, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6797, top5_acc: 0.8656, loss_cls: 1.3141, loss: 1.3141, grad_norm: 9.7703 2021-03-17 05:50:24,062 - mmaction - INFO - Epoch [50][420/1345] lr: 1.000e-04, eta: 0:08:21, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8852, loss_cls: 1.2961, loss: 1.2961, grad_norm: 9.6779 2021-03-17 05:50:34,825 - mmaction - INFO - Epoch [50][440/1345] lr: 1.000e-04, eta: 0:08:10, time: 0.538, data_time: 0.000, memory: 7066, top1_acc: 0.6586, top5_acc: 0.8586, loss_cls: 1.3509, loss: 1.3509, grad_norm: 9.9729 2021-03-17 05:50:45,920 - mmaction - INFO - Epoch [50][460/1345] lr: 1.000e-04, eta: 0:07:59, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8602, loss_cls: 1.3342, loss: 1.3342, grad_norm: 10.1163 2021-03-17 05:50:56,901 - mmaction - INFO - Epoch [50][480/1345] lr: 1.000e-04, eta: 0:07:48, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.6453, top5_acc: 0.8547, loss_cls: 1.3722, loss: 1.3722, grad_norm: 10.0687 2021-03-17 05:51:07,936 - mmaction - INFO - Epoch [50][500/1345] lr: 1.000e-04, eta: 0:07:37, time: 0.552, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8672, loss_cls: 1.3552, loss: 1.3552, grad_norm: 10.2303 2021-03-17 05:51:18,987 - mmaction - INFO - Epoch [50][520/1345] lr: 1.000e-04, eta: 0:07:26, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8562, loss_cls: 1.3743, loss: 1.3743, grad_norm: 9.8739 2021-03-17 05:51:29,859 - mmaction - INFO - Epoch [50][540/1345] lr: 1.000e-04, eta: 0:07:16, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8688, loss_cls: 1.3266, loss: 1.3266, grad_norm: 10.1248 2021-03-17 05:51:40,871 - mmaction - INFO - Epoch [50][560/1345] lr: 1.000e-04, eta: 0:07:05, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.6703, top5_acc: 0.8734, loss_cls: 1.3078, loss: 1.3078, grad_norm: 10.0211 2021-03-17 05:51:51,689 - mmaction - INFO - Epoch [50][580/1345] lr: 1.000e-04, eta: 0:06:54, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8539, loss_cls: 1.3529, loss: 1.3529, grad_norm: 9.9875 2021-03-17 05:52:02,811 - mmaction - INFO - Epoch [50][600/1345] lr: 1.000e-04, eta: 0:06:43, time: 0.556, data_time: 0.001, memory: 7066, top1_acc: 0.6555, top5_acc: 0.8781, loss_cls: 1.3000, loss: 1.3000, grad_norm: 9.9381 2021-03-17 05:52:13,963 - mmaction - INFO - Epoch [50][620/1345] lr: 1.000e-04, eta: 0:06:32, time: 0.558, data_time: 0.001, memory: 7066, top1_acc: 0.6711, top5_acc: 0.8633, loss_cls: 1.3151, loss: 1.3151, grad_norm: 9.8982 2021-03-17 05:52:24,901 - mmaction - INFO - Epoch [50][640/1345] lr: 1.000e-04, eta: 0:06:21, time: 0.548, data_time: 0.001, memory: 7066, top1_acc: 0.6547, top5_acc: 0.8555, loss_cls: 1.3731, loss: 1.3731, grad_norm: 9.9461 2021-03-17 05:52:35,766 - mmaction - INFO - Epoch [50][660/1345] lr: 1.000e-04, eta: 0:06:11, time: 0.543, data_time: 0.000, memory: 7066, top1_acc: 0.6602, top5_acc: 0.8516, loss_cls: 1.3393, loss: 1.3393, grad_norm: 9.8568 2021-03-17 05:52:46,663 - mmaction - INFO - Epoch [50][680/1345] lr: 1.000e-04, eta: 0:06:00, time: 0.545, data_time: 0.000, memory: 7066, top1_acc: 0.6484, top5_acc: 0.8633, loss_cls: 1.3565, loss: 1.3565, grad_norm: 10.0788 2021-03-17 05:52:56,739 - mmaction - INFO - Epoch [50][700/1345] lr: 1.000e-04, eta: 0:05:49, time: 0.503, data_time: 0.001, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8680, loss_cls: 1.3355, loss: 1.3355, grad_norm: 10.3269 2021-03-17 05:53:04,642 - mmaction - INFO - Epoch [50][720/1345] lr: 1.000e-04, eta: 0:05:38, time: 0.394, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8586, loss_cls: 1.3321, loss: 1.3321, grad_norm: 10.0898 2021-03-17 05:53:12,520 - mmaction - INFO - Epoch [50][740/1345] lr: 1.000e-04, eta: 0:05:27, time: 0.395, data_time: 0.002, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8531, loss_cls: 1.4048, loss: 1.4048, grad_norm: 10.2767 2021-03-17 05:53:21,039 - mmaction - INFO - Epoch [50][760/1345] lr: 1.000e-04, eta: 0:05:16, time: 0.425, data_time: 0.000, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8578, loss_cls: 1.3500, loss: 1.3500, grad_norm: 9.9050 2021-03-17 05:53:32,048 - mmaction - INFO - Epoch [50][780/1345] lr: 1.000e-04, eta: 0:05:06, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6641, top5_acc: 0.8664, loss_cls: 1.3190, loss: 1.3190, grad_norm: 9.8137 2021-03-17 05:53:42,866 - mmaction - INFO - Epoch [50][800/1345] lr: 1.000e-04, eta: 0:04:55, time: 0.541, data_time: 0.001, memory: 7066, top1_acc: 0.6562, top5_acc: 0.8852, loss_cls: 1.2870, loss: 1.2870, grad_norm: 10.0802 2021-03-17 05:53:53,933 - mmaction - INFO - Epoch [50][820/1345] lr: 1.000e-04, eta: 0:04:44, time: 0.553, data_time: 0.001, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8680, loss_cls: 1.3152, loss: 1.3152, grad_norm: 10.2082 2021-03-17 05:54:05,011 - mmaction - INFO - Epoch [50][840/1345] lr: 1.000e-04, eta: 0:04:33, time: 0.554, data_time: 0.001, memory: 7066, top1_acc: 0.6430, top5_acc: 0.8672, loss_cls: 1.3514, loss: 1.3514, grad_norm: 10.2930 2021-03-17 05:54:15,839 - mmaction - INFO - Epoch [50][860/1345] lr: 1.000e-04, eta: 0:04:22, time: 0.541, data_time: 0.000, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8508, loss_cls: 1.3612, loss: 1.3612, grad_norm: 10.0693 2021-03-17 05:54:26,627 - mmaction - INFO - Epoch [50][880/1345] lr: 1.000e-04, eta: 0:04:11, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6805, top5_acc: 0.8750, loss_cls: 1.2791, loss: 1.2791, grad_norm: 10.0509 2021-03-17 05:54:37,543 - mmaction - INFO - Epoch [50][900/1345] lr: 1.000e-04, eta: 0:04:01, time: 0.546, data_time: 0.000, memory: 7066, top1_acc: 0.6719, top5_acc: 0.8688, loss_cls: 1.2714, loss: 1.2714, grad_norm: 9.8287 2021-03-17 05:54:48,550 - mmaction - INFO - Epoch [50][920/1345] lr: 1.000e-04, eta: 0:03:50, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.6375, top5_acc: 0.8578, loss_cls: 1.4253, loss: 1.4253, grad_norm: 10.3776 2021-03-17 05:54:59,429 - mmaction - INFO - Epoch [50][940/1345] lr: 1.000e-04, eta: 0:03:39, time: 0.545, data_time: 0.001, memory: 7066, top1_acc: 0.6727, top5_acc: 0.8727, loss_cls: 1.2785, loss: 1.2785, grad_norm: 9.7152 2021-03-17 05:55:10,394 - mmaction - INFO - Epoch [50][960/1345] lr: 1.000e-04, eta: 0:03:28, time: 0.548, data_time: 0.000, memory: 7066, top1_acc: 0.6617, top5_acc: 0.8719, loss_cls: 1.3123, loss: 1.3123, grad_norm: 9.8807 2021-03-17 05:55:21,387 - mmaction - INFO - Epoch [50][980/1345] lr: 1.000e-04, eta: 0:03:17, time: 0.550, data_time: 0.000, memory: 7066, top1_acc: 0.6891, top5_acc: 0.8867, loss_cls: 1.2408, loss: 1.2408, grad_norm: 9.5931 2021-03-17 05:55:32,404 - mmaction - INFO - Epoch [50][1000/1345] lr: 1.000e-04, eta: 0:03:06, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6469, top5_acc: 0.8719, loss_cls: 1.3382, loss: 1.3382, grad_norm: 10.1921 2021-03-17 05:55:43,233 - mmaction - INFO - Epoch [50][1020/1345] lr: 1.000e-04, eta: 0:02:56, time: 0.542, data_time: 0.000, memory: 7066, top1_acc: 0.6570, top5_acc: 0.8695, loss_cls: 1.3238, loss: 1.3238, grad_norm: 9.9626 2021-03-17 05:55:54,290 - mmaction - INFO - Epoch [50][1040/1345] lr: 1.000e-04, eta: 0:02:45, time: 0.552, data_time: 0.000, memory: 7066, top1_acc: 0.6852, top5_acc: 0.8828, loss_cls: 1.2694, loss: 1.2694, grad_norm: 9.7038 2021-03-17 05:56:04,926 - mmaction - INFO - Epoch [50][1060/1345] lr: 1.000e-04, eta: 0:02:34, time: 0.532, data_time: 0.001, memory: 7066, top1_acc: 0.6523, top5_acc: 0.8695, loss_cls: 1.3203, loss: 1.3203, grad_norm: 10.1256 2021-03-17 05:56:15,739 - mmaction - INFO - Epoch [50][1080/1345] lr: 1.000e-04, eta: 0:02:23, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6500, top5_acc: 0.8625, loss_cls: 1.3277, loss: 1.3277, grad_norm: 10.0707 2021-03-17 05:56:26,757 - mmaction - INFO - Epoch [50][1100/1345] lr: 1.000e-04, eta: 0:02:12, time: 0.551, data_time: 0.001, memory: 7066, top1_acc: 0.6406, top5_acc: 0.8664, loss_cls: 1.3969, loss: 1.3969, grad_norm: 10.4906 2021-03-17 05:56:37,563 - mmaction - INFO - Epoch [50][1120/1345] lr: 1.000e-04, eta: 0:02:01, time: 0.540, data_time: 0.001, memory: 7066, top1_acc: 0.6773, top5_acc: 0.8703, loss_cls: 1.3448, loss: 1.3448, grad_norm: 10.1017 2021-03-17 05:56:48,477 - mmaction - INFO - Epoch [50][1140/1345] lr: 1.000e-04, eta: 0:01:51, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6984, top5_acc: 0.8797, loss_cls: 1.2008, loss: 1.2008, grad_norm: 9.5276 2021-03-17 05:56:59,238 - mmaction - INFO - Epoch [50][1160/1345] lr: 1.000e-04, eta: 0:01:40, time: 0.538, data_time: 0.001, memory: 7066, top1_acc: 0.6578, top5_acc: 0.8664, loss_cls: 1.3314, loss: 1.3314, grad_norm: 10.1465 2021-03-17 05:57:10,187 - mmaction - INFO - Epoch [50][1180/1345] lr: 1.000e-04, eta: 0:01:29, time: 0.547, data_time: 0.000, memory: 7066, top1_acc: 0.6656, top5_acc: 0.8633, loss_cls: 1.3011, loss: 1.3011, grad_norm: 9.7265 2021-03-17 05:57:21,216 - mmaction - INFO - Epoch [50][1200/1345] lr: 1.000e-04, eta: 0:01:18, time: 0.551, data_time: 0.000, memory: 7066, top1_acc: 0.6680, top5_acc: 0.8734, loss_cls: 1.3285, loss: 1.3285, grad_norm: 9.9207 2021-03-17 05:57:32,318 - mmaction - INFO - Epoch [50][1220/1345] lr: 1.000e-04, eta: 0:01:07, time: 0.555, data_time: 0.001, memory: 7066, top1_acc: 0.6297, top5_acc: 0.8648, loss_cls: 1.3789, loss: 1.3789, grad_norm: 10.4406 2021-03-17 05:57:43,267 - mmaction - INFO - Epoch [50][1240/1345] lr: 1.000e-04, eta: 0:00:56, time: 0.547, data_time: 0.001, memory: 7066, top1_acc: 0.6508, top5_acc: 0.8688, loss_cls: 1.3436, loss: 1.3436, grad_norm: 10.0362 2021-03-17 05:57:54,110 - mmaction - INFO - Epoch [50][1260/1345] lr: 1.000e-04, eta: 0:00:46, time: 0.543, data_time: 0.001, memory: 7066, top1_acc: 0.6438, top5_acc: 0.8688, loss_cls: 1.3434, loss: 1.3434, grad_norm: 9.9122 2021-03-17 05:58:04,959 - mmaction - INFO - Epoch [50][1280/1345] lr: 1.000e-04, eta: 0:00:35, time: 0.542, data_time: 0.001, memory: 7066, top1_acc: 0.6516, top5_acc: 0.8750, loss_cls: 1.3067, loss: 1.3067, grad_norm: 10.1204 2021-03-17 05:58:15,830 - mmaction - INFO - Epoch [50][1300/1345] lr: 1.000e-04, eta: 0:00:24, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6531, top5_acc: 0.8648, loss_cls: 1.3743, loss: 1.3743, grad_norm: 10.0676 2021-03-17 05:58:26,709 - mmaction - INFO - Epoch [50][1320/1345] lr: 1.000e-04, eta: 0:00:13, time: 0.544, data_time: 0.001, memory: 7066, top1_acc: 0.6594, top5_acc: 0.8812, loss_cls: 1.3218, loss: 1.3218, grad_norm: 10.0917 2021-03-17 05:58:37,620 - mmaction - INFO - Epoch [50][1340/1345] lr: 1.000e-04, eta: 0:00:02, time: 0.546, data_time: 0.001, memory: 7066, top1_acc: 0.6336, top5_acc: 0.8641, loss_cls: 1.4326, loss: 1.4326, grad_norm: 10.4479 2021-03-17 05:58:40,563 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-03-17 05:59:45,173 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-17 05:59:45,414 - mmaction - INFO - top1_acc 0.4716 top5_acc 0.7607 2021-03-17 05:59:45,415 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-17 05:59:45,425 - mmaction - INFO - mean_acc 0.4294 2021-03-17 05:59:45,748 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_50.pth. 2021-03-17 05:59:45,748 - mmaction - INFO - Best top1_acc is 0.4716 at 50 epoch. 2021-03-17 05:59:45,751 - mmaction - INFO - Epoch(val) [50][1345] top1_acc: 0.4716, top5_acc: 0.7607, mean_class_accuracy: 0.4294