2021-03-23 15:33:18,440 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.9 (default, Aug 31 2020, 12:42:55) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: Tesla V100-PCIE-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: 1.6.0 PyTorch compiling details: PyTorch built with: - GCC 7.3 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.2 Product Build 20200624 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v1.5.0 (Git Hash e2ac1fac44c5078ca927cb9b90e1b3066a0b2ed0) - OpenMP 201511 (a.k.a. OpenMP 4.5) - NNPACK is enabled - CPU capability usage: AVX2 - CUDA Runtime 10.1 - 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_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_37,code=compute_37 - CuDNN 7.6.3 - 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-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, USE_STATIC_DISPATCH=OFF, TorchVision: 0.7.0 OpenCV: 4.5.1 MMCV: 1.2.7 MMCV Compiler: GCC 7.3 MMCV CUDA Compiler: 10.1 MMAction2: 0.12.0+80aa4c8 ------------------------------------------------------------ 2021-03-23 15:33:18,441 - mmaction - INFO - Distributed training: True 2021-03-23 15:33:18,441 - mmaction - INFO - Config: /ssd01/zhangyiyang/mmaction2_github/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')) /ssd01/zhangyiyang/mmaction2_github/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 /ssd01/zhangyiyang/mmaction2_github/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)] /ssd01/zhangyiyang/mmaction2_github/configs/recognition/tsm/tsm_r50_flip_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' sthv1_flip_label_map = {2: 4, 4: 2, 30: 41, 41: 30, 52: 66, 66: 52} 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='Flip', flip_ratio=0.5, flip_label_map=sthv1_flip_label_map), 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_flip_1x1x8_50e_sthv1_rgb/' 2021-03-23 15:33:23,850 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2021-03-23 15:33:24,920 - mmaction - INFO - Start running, host: ubuntu@localhost, work_dir: /ssd01/zhangyiyang/mmaction2_github/work_dirs/tsm_r50_flip_1x1x8_50e_sthv1_rgb 2021-03-23 15:33:24,920 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2021-03-23 15:33:55,821 - mmaction - INFO - Epoch [1][20/1345] lr: 1.000e-02, eta: 1 day, 4:50:01, time: 1.544, data_time: 0.780, memory: 7067, top1_acc: 0.0086, top5_acc: 0.0383, loss_cls: 5.6857, loss: 5.6857, grad_norm: 3.9909 2021-03-23 15:34:08,600 - mmaction - INFO - Epoch [1][40/1345] lr: 1.000e-02, eta: 20:21:28, time: 0.637, data_time: 0.002, memory: 7067, top1_acc: 0.0125, top5_acc: 0.0461, loss_cls: 5.6169, loss: 5.6169, grad_norm: 3.1131 2021-03-23 15:34:21,662 - mmaction - INFO - Epoch [1][60/1345] lr: 1.000e-02, eta: 17:38:36, time: 0.655, data_time: 0.007, memory: 7067, top1_acc: 0.0063, top5_acc: 0.0352, loss_cls: 5.2556, loss: 5.2556, grad_norm: 1.5668 2021-03-23 15:34:34,313 - mmaction - INFO - Epoch [1][80/1345] lr: 1.000e-02, eta: 16:09:54, time: 0.630, data_time: 0.001, memory: 7067, top1_acc: 0.0063, top5_acc: 0.0406, loss_cls: 5.1501, loss: 5.1501, grad_norm: 0.9813 2021-03-23 15:34:47,187 - mmaction - INFO - Epoch [1][100/1345] lr: 1.000e-02, eta: 15:20:15, time: 0.646, data_time: 0.004, memory: 7067, top1_acc: 0.0094, top5_acc: 0.0461, loss_cls: 5.1249, loss: 5.1249, grad_norm: 0.8212 2021-03-23 15:35:00,195 - mmaction - INFO - Epoch [1][120/1345] lr: 1.000e-02, eta: 14:47:56, time: 0.650, data_time: 0.005, memory: 7067, top1_acc: 0.0117, top5_acc: 0.0484, loss_cls: 5.1147, loss: 5.1147, grad_norm: 0.6772 2021-03-23 15:35:12,826 - mmaction - INFO - Epoch [1][140/1345] lr: 1.000e-02, eta: 14:22:03, time: 0.633, data_time: 0.006, memory: 7067, top1_acc: 0.0070, top5_acc: 0.0437, loss_cls: 5.0957, loss: 5.0957, grad_norm: 0.7658 2021-03-23 15:35:26,375 - mmaction - INFO - Epoch [1][160/1345] lr: 1.000e-02, eta: 14:08:41, time: 0.677, data_time: 0.002, memory: 7067, top1_acc: 0.0109, top5_acc: 0.0406, loss_cls: 5.1334, loss: 5.1334, grad_norm: 0.7668 2021-03-23 15:35:38,371 - mmaction - INFO - Epoch [1][180/1345] lr: 1.000e-02, eta: 13:48:41, time: 0.600, data_time: 0.002, memory: 7067, top1_acc: 0.0070, top5_acc: 0.0375, loss_cls: 5.1148, loss: 5.1148, grad_norm: 0.6494 2021-03-23 15:35:51,523 - mmaction - INFO - Epoch [1][200/1345] lr: 1.000e-02, eta: 13:39:03, time: 0.657, data_time: 0.001, memory: 7067, top1_acc: 0.0133, top5_acc: 0.0352, loss_cls: 5.1055, loss: 5.1055, grad_norm: 0.6520 2021-03-23 15:36:04,225 - mmaction - INFO - Epoch [1][220/1345] lr: 1.000e-02, eta: 13:28:44, time: 0.634, data_time: 0.001, memory: 7067, top1_acc: 0.0055, top5_acc: 0.0477, loss_cls: 5.0998, loss: 5.0998, grad_norm: 0.7748 2021-03-23 15:36:17,199 - mmaction - INFO - Epoch [1][240/1345] lr: 1.000e-02, eta: 13:21:18, time: 0.647, data_time: 0.002, memory: 7067, top1_acc: 0.0102, top5_acc: 0.0406, loss_cls: 5.1157, loss: 5.1157, grad_norm: 0.7805 2021-03-23 15:36:30,047 - mmaction - INFO - Epoch [1][260/1345] lr: 1.000e-02, eta: 13:14:19, time: 0.639, data_time: 0.005, memory: 7067, top1_acc: 0.0125, top5_acc: 0.0492, loss_cls: 5.1084, loss: 5.1084, grad_norm: 0.6570 2021-03-23 15:36:42,843 - mmaction - INFO - Epoch [1][280/1345] lr: 1.000e-02, eta: 13:08:51, time: 0.646, data_time: 0.008, memory: 7067, top1_acc: 0.0133, top5_acc: 0.0492, loss_cls: 5.0691, loss: 5.0691, grad_norm: 0.7610 2021-03-23 15:36:55,843 - mmaction - INFO - Epoch [1][300/1345] lr: 1.000e-02, eta: 13:04:18, time: 0.649, data_time: 0.002, memory: 7067, top1_acc: 0.0063, top5_acc: 0.0453, loss_cls: 5.0890, loss: 5.0890, grad_norm: 0.8272 2021-03-23 15:37:08,631 - mmaction - INFO - Epoch [1][320/1345] lr: 1.000e-02, eta: 12:59:07, time: 0.632, data_time: 0.003, memory: 7067, top1_acc: 0.0078, top5_acc: 0.0508, loss_cls: 5.1032, loss: 5.1032, grad_norm: 0.8116 2021-03-23 15:37:21,326 - mmaction - INFO - Epoch [1][340/1345] lr: 1.000e-02, eta: 12:55:06, time: 0.641, data_time: 0.011, memory: 7067, top1_acc: 0.0156, top5_acc: 0.0539, loss_cls: 5.0702, loss: 5.0702, grad_norm: 1.0512 2021-03-23 15:37:34,192 - mmaction - INFO - Epoch [1][360/1345] lr: 1.000e-02, eta: 12:51:45, time: 0.645, data_time: 0.005, memory: 7067, top1_acc: 0.0125, top5_acc: 0.0469, loss_cls: 5.0695, loss: 5.0695, grad_norm: 1.0615 2021-03-23 15:37:47,117 - mmaction - INFO - Epoch [1][380/1345] lr: 1.000e-02, eta: 12:48:57, time: 0.648, data_time: 0.004, memory: 7067, top1_acc: 0.0133, top5_acc: 0.0555, loss_cls: 5.0772, loss: 5.0772, grad_norm: 1.2747 2021-03-23 15:37:59,859 - mmaction - INFO - Epoch [1][400/1345] lr: 1.000e-02, eta: 12:45:47, time: 0.637, data_time: 0.001, memory: 7067, top1_acc: 0.0125, top5_acc: 0.0523, loss_cls: 5.0727, loss: 5.0727, grad_norm: 1.0444 2021-03-23 15:38:13,638 - mmaction - INFO - Epoch [1][420/1345] lr: 1.000e-02, eta: 12:45:34, time: 0.687, data_time: 0.001, memory: 7067, top1_acc: 0.0195, top5_acc: 0.0617, loss_cls: 5.0690, loss: 5.0690, grad_norm: 0.9912 2021-03-23 15:38:26,744 - mmaction - INFO - Epoch [1][440/1345] lr: 1.000e-02, eta: 12:43:47, time: 0.657, data_time: 0.002, memory: 7067, top1_acc: 0.0117, top5_acc: 0.0695, loss_cls: 5.0347, loss: 5.0347, grad_norm: 1.2050 2021-03-23 15:38:39,784 - mmaction - INFO - Epoch [1][460/1345] lr: 1.000e-02, eta: 12:41:49, time: 0.650, data_time: 0.003, memory: 7067, top1_acc: 0.0148, top5_acc: 0.0555, loss_cls: 5.0393, loss: 5.0393, grad_norm: 1.1562 2021-03-23 15:38:52,322 - mmaction - INFO - Epoch [1][480/1345] lr: 1.000e-02, eta: 12:38:50, time: 0.625, data_time: 0.003, memory: 7067, top1_acc: 0.0125, top5_acc: 0.0648, loss_cls: 5.0189, loss: 5.0189, grad_norm: 1.2202 2021-03-23 15:39:05,402 - mmaction - INFO - Epoch [1][500/1345] lr: 1.000e-02, eta: 12:37:30, time: 0.657, data_time: 0.005, memory: 7067, top1_acc: 0.0156, top5_acc: 0.0688, loss_cls: 5.0010, loss: 5.0010, grad_norm: 1.4549 2021-03-23 15:39:18,070 - mmaction - INFO - Epoch [1][520/1345] lr: 1.000e-02, eta: 12:35:15, time: 0.634, data_time: 0.002, memory: 7067, top1_acc: 0.0195, top5_acc: 0.0586, loss_cls: 5.0127, loss: 5.0127, grad_norm: 1.7308 2021-03-23 15:39:30,868 - mmaction - INFO - Epoch [1][540/1345] lr: 1.000e-02, eta: 12:33:26, time: 0.640, data_time: 0.002, memory: 7067, top1_acc: 0.0219, top5_acc: 0.0664, loss_cls: 5.0456, loss: 5.0456, grad_norm: 1.2474 2021-03-23 15:39:43,541 - mmaction - INFO - Epoch [1][560/1345] lr: 1.000e-02, eta: 12:31:18, time: 0.630, data_time: 0.001, memory: 7067, top1_acc: 0.0102, top5_acc: 0.0484, loss_cls: 5.0315, loss: 5.0315, grad_norm: 1.3643 2021-03-23 15:39:56,179 - mmaction - INFO - Epoch [1][580/1345] lr: 1.000e-02, eta: 12:29:33, time: 0.636, data_time: 0.010, memory: 7067, top1_acc: 0.0156, top5_acc: 0.0625, loss_cls: 5.0290, loss: 5.0290, grad_norm: 1.3553 2021-03-23 15:40:09,044 - mmaction - INFO - Epoch [1][600/1345] lr: 1.000e-02, eta: 12:27:43, time: 0.631, data_time: 0.001, memory: 7067, top1_acc: 0.0211, top5_acc: 0.0742, loss_cls: 5.0222, loss: 5.0222, grad_norm: 1.0694 2021-03-23 15:40:21,744 - mmaction - INFO - Epoch [1][620/1345] lr: 1.000e-02, eta: 12:26:28, time: 0.645, data_time: 0.013, memory: 7067, top1_acc: 0.0141, top5_acc: 0.0570, loss_cls: 5.0140, loss: 5.0140, grad_norm: 1.1441 2021-03-23 15:40:34,977 - mmaction - INFO - Epoch [1][640/1345] lr: 1.000e-02, eta: 12:25:56, time: 0.663, data_time: 0.003, memory: 7067, top1_acc: 0.0180, top5_acc: 0.0563, loss_cls: 5.0130, loss: 5.0130, grad_norm: 1.4205 2021-03-23 15:40:47,434 - mmaction - INFO - Epoch [1][660/1345] lr: 1.000e-02, eta: 12:24:00, time: 0.621, data_time: 0.002, memory: 7067, top1_acc: 0.0164, top5_acc: 0.0656, loss_cls: 5.0034, loss: 5.0034, grad_norm: 1.2610 2021-03-23 15:41:00,377 - mmaction - INFO - Epoch [1][680/1345] lr: 1.000e-02, eta: 12:23:06, time: 0.650, data_time: 0.011, memory: 7067, top1_acc: 0.0172, top5_acc: 0.0781, loss_cls: 4.9758, loss: 4.9758, grad_norm: 1.3246 2021-03-23 15:41:13,147 - mmaction - INFO - Epoch [1][700/1345] lr: 1.000e-02, eta: 12:21:35, time: 0.629, data_time: 0.001, memory: 7067, top1_acc: 0.0109, top5_acc: 0.0602, loss_cls: 5.0322, loss: 5.0322, grad_norm: 1.3729 2021-03-23 15:41:26,310 - mmaction - INFO - Epoch [1][720/1345] lr: 1.000e-02, eta: 12:21:18, time: 0.667, data_time: 0.011, memory: 7067, top1_acc: 0.0164, top5_acc: 0.0852, loss_cls: 5.0043, loss: 5.0043, grad_norm: 1.2763 2021-03-23 15:41:38,492 - mmaction - INFO - Epoch [1][740/1345] lr: 1.000e-02, eta: 12:19:15, time: 0.608, data_time: 0.002, memory: 7067, top1_acc: 0.0109, top5_acc: 0.0656, loss_cls: 4.9834, loss: 4.9834, grad_norm: 1.4284 2021-03-23 15:41:51,029 - mmaction - INFO - Epoch [1][760/1345] lr: 1.000e-02, eta: 12:17:51, time: 0.626, data_time: 0.007, memory: 7067, top1_acc: 0.0195, top5_acc: 0.0711, loss_cls: 4.9747, loss: 4.9747, grad_norm: 1.3088 2021-03-23 15:42:03,923 - mmaction - INFO - Epoch [1][780/1345] lr: 1.000e-02, eta: 12:16:50, time: 0.638, data_time: 0.004, memory: 7067, top1_acc: 0.0187, top5_acc: 0.0805, loss_cls: 4.9851, loss: 4.9851, grad_norm: 1.7305 2021-03-23 15:42:17,071 - mmaction - INFO - Epoch [1][800/1345] lr: 1.000e-02, eta: 12:16:19, time: 0.655, data_time: 0.013, memory: 7067, top1_acc: 0.0172, top5_acc: 0.0750, loss_cls: 4.9874, loss: 4.9874, grad_norm: 1.3990 2021-03-23 15:42:30,184 - mmaction - INFO - Epoch [1][820/1345] lr: 1.000e-02, eta: 12:16:00, time: 0.661, data_time: 0.013, memory: 7067, top1_acc: 0.0203, top5_acc: 0.0711, loss_cls: 4.9840, loss: 4.9840, grad_norm: 1.3945 2021-03-23 15:42:42,475 - mmaction - INFO - Epoch [1][840/1345] lr: 1.000e-02, eta: 12:14:31, time: 0.617, data_time: 0.013, memory: 7067, top1_acc: 0.0242, top5_acc: 0.0836, loss_cls: 4.9472, loss: 4.9472, grad_norm: 1.6298 2021-03-23 15:42:55,246 - mmaction - INFO - Epoch [1][860/1345] lr: 1.000e-02, eta: 12:13:41, time: 0.640, data_time: 0.012, memory: 7067, top1_acc: 0.0211, top5_acc: 0.0883, loss_cls: 4.9395, loss: 4.9395, grad_norm: 1.6780 2021-03-23 15:43:08,157 - mmaction - INFO - Epoch [1][880/1345] lr: 1.000e-02, eta: 12:13:05, time: 0.648, data_time: 0.004, memory: 7067, top1_acc: 0.0266, top5_acc: 0.1000, loss_cls: 4.9291, loss: 4.9291, grad_norm: 1.7858 2021-03-23 15:43:21,511 - mmaction - INFO - Epoch [1][900/1345] lr: 1.000e-02, eta: 12:12:57, time: 0.666, data_time: 0.001, memory: 7067, top1_acc: 0.0164, top5_acc: 0.0930, loss_cls: 4.9333, loss: 4.9333, grad_norm: 1.5629 2021-03-23 15:43:34,507 - mmaction - INFO - Epoch [1][920/1345] lr: 1.000e-02, eta: 12:12:28, time: 0.652, data_time: 0.004, memory: 7067, top1_acc: 0.0242, top5_acc: 0.0961, loss_cls: 4.9464, loss: 4.9464, grad_norm: 1.6946 2021-03-23 15:43:47,521 - mmaction - INFO - Epoch [1][940/1345] lr: 1.000e-02, eta: 12:11:58, time: 0.651, data_time: 0.002, memory: 7067, top1_acc: 0.0211, top5_acc: 0.0938, loss_cls: 4.9110, loss: 4.9110, grad_norm: 1.7796 2021-03-23 15:44:00,368 - mmaction - INFO - Epoch [1][960/1345] lr: 1.000e-02, eta: 12:11:11, time: 0.638, data_time: 0.001, memory: 7067, top1_acc: 0.0258, top5_acc: 0.1000, loss_cls: 4.9009, loss: 4.9009, grad_norm: 1.7694 2021-03-23 15:44:13,608 - mmaction - INFO - Epoch [1][980/1345] lr: 1.000e-02, eta: 12:11:02, time: 0.665, data_time: 0.005, memory: 7067, top1_acc: 0.0242, top5_acc: 0.0969, loss_cls: 4.9356, loss: 4.9356, grad_norm: 1.8025 2021-03-23 15:44:27,172 - mmaction - INFO - Epoch [1][1000/1345] lr: 1.000e-02, eta: 12:11:06, time: 0.675, data_time: 0.002, memory: 7067, top1_acc: 0.0219, top5_acc: 0.1008, loss_cls: 4.9016, loss: 4.9016, grad_norm: 1.8764 2021-03-23 15:44:40,407 - mmaction - INFO - Epoch [1][1020/1345] lr: 1.000e-02, eta: 12:10:43, time: 0.655, data_time: 0.009, memory: 7067, top1_acc: 0.0234, top5_acc: 0.0930, loss_cls: 4.9468, loss: 4.9468, grad_norm: 2.0378 2021-03-23 15:44:53,095 - mmaction - INFO - Epoch [1][1040/1345] lr: 1.000e-02, eta: 12:10:09, time: 0.646, data_time: 0.012, memory: 7067, top1_acc: 0.0234, top5_acc: 0.0945, loss_cls: 4.9196, loss: 4.9196, grad_norm: 1.9636 2021-03-23 15:45:05,507 - mmaction - INFO - Epoch [1][1060/1345] lr: 1.000e-02, eta: 12:08:58, time: 0.615, data_time: 0.001, memory: 7067, top1_acc: 0.0258, top5_acc: 0.0938, loss_cls: 4.9019, loss: 4.9019, grad_norm: 1.9353 2021-03-23 15:45:18,058 - mmaction - INFO - Epoch [1][1080/1345] lr: 1.000e-02, eta: 12:08:10, time: 0.632, data_time: 0.007, memory: 7067, top1_acc: 0.0172, top5_acc: 0.0859, loss_cls: 4.9037, loss: 4.9037, grad_norm: 2.0071 2021-03-23 15:45:31,130 - mmaction - INFO - Epoch [1][1100/1345] lr: 1.000e-02, eta: 12:07:47, time: 0.652, data_time: 0.001, memory: 7067, top1_acc: 0.0250, top5_acc: 0.0961, loss_cls: 4.9060, loss: 4.9060, grad_norm: 1.7784 2021-03-23 15:45:44,275 - mmaction - INFO - Epoch [1][1120/1345] lr: 1.000e-02, eta: 12:07:31, time: 0.658, data_time: 0.013, memory: 7067, top1_acc: 0.0273, top5_acc: 0.1062, loss_cls: 4.8662, loss: 4.8662, grad_norm: 1.9364 2021-03-23 15:45:57,425 - mmaction - INFO - Epoch [1][1140/1345] lr: 1.000e-02, eta: 12:07:13, time: 0.656, data_time: 0.002, memory: 7067, top1_acc: 0.0352, top5_acc: 0.1281, loss_cls: 4.8428, loss: 4.8428, grad_norm: 1.9471 2021-03-23 15:46:10,224 - mmaction - INFO - Epoch [1][1160/1345] lr: 1.000e-02, eta: 12:06:34, time: 0.637, data_time: 0.003, memory: 7067, top1_acc: 0.0250, top5_acc: 0.1141, loss_cls: 4.8614, loss: 4.8614, grad_norm: 2.0177 2021-03-23 15:46:23,252 - mmaction - INFO - Epoch [1][1180/1345] lr: 1.000e-02, eta: 12:06:17, time: 0.656, data_time: 0.007, memory: 7067, top1_acc: 0.0336, top5_acc: 0.1266, loss_cls: 4.8165, loss: 4.8165, grad_norm: 1.9801 2021-03-23 15:46:36,364 - mmaction - INFO - Epoch [1][1200/1345] lr: 1.000e-02, eta: 12:05:58, time: 0.654, data_time: 0.004, memory: 7067, top1_acc: 0.0312, top5_acc: 0.1148, loss_cls: 4.8327, loss: 4.8327, grad_norm: 2.1796 2021-03-23 15:46:49,289 - mmaction - INFO - Epoch [1][1220/1345] lr: 1.000e-02, eta: 12:05:32, time: 0.647, data_time: 0.003, memory: 7067, top1_acc: 0.0328, top5_acc: 0.1117, loss_cls: 4.8358, loss: 4.8358, grad_norm: 2.4355 2021-03-23 15:47:02,124 - mmaction - INFO - Epoch [1][1240/1345] lr: 1.000e-02, eta: 12:05:01, time: 0.643, data_time: 0.004, memory: 7067, top1_acc: 0.0312, top5_acc: 0.1125, loss_cls: 4.8298, loss: 4.8298, grad_norm: 1.9498 2021-03-23 15:47:15,347 - mmaction - INFO - Epoch [1][1260/1345] lr: 1.000e-02, eta: 12:04:49, time: 0.661, data_time: 0.002, memory: 7067, top1_acc: 0.0430, top5_acc: 0.1297, loss_cls: 4.8040, loss: 4.8040, grad_norm: 2.1369 2021-03-23 15:47:28,221 - mmaction - INFO - Epoch [1][1280/1345] lr: 1.000e-02, eta: 12:04:03, time: 0.627, data_time: 0.001, memory: 7067, top1_acc: 0.0367, top5_acc: 0.1352, loss_cls: 4.8071, loss: 4.8071, grad_norm: 2.2464 2021-03-23 15:47:40,960 - mmaction - INFO - Epoch [1][1300/1345] lr: 1.000e-02, eta: 12:03:45, time: 0.653, data_time: 0.017, memory: 7067, top1_acc: 0.0336, top5_acc: 0.1336, loss_cls: 4.7890, loss: 4.7890, grad_norm: 2.1283 2021-03-23 15:47:53,896 - mmaction - INFO - Epoch [1][1320/1345] lr: 1.000e-02, eta: 12:03:19, time: 0.646, data_time: 0.002, memory: 7067, top1_acc: 0.0375, top5_acc: 0.1461, loss_cls: 4.7730, loss: 4.7730, grad_norm: 2.3130 2021-03-23 15:48:05,761 - mmaction - INFO - Epoch [1][1340/1345] lr: 1.000e-02, eta: 12:02:03, time: 0.595, data_time: 0.002, memory: 7067, top1_acc: 0.0344, top5_acc: 0.1297, loss_cls: 4.8034, loss: 4.8034, grad_norm: 2.2602 2021-03-23 15:48:08,182 - mmaction - INFO - Saving checkpoint at 1 epochs 2021-03-23 15:48:37,882 - mmaction - INFO - Epoch [2][20/1345] lr: 1.000e-02, eta: 12:12:05, time: 1.462, data_time: 0.729, memory: 7067, top1_acc: 0.0305, top5_acc: 0.1164, loss_cls: 4.8268, loss: 4.8268, grad_norm: 2.1023 2021-03-23 15:48:51,056 - mmaction - INFO - Epoch [2][40/1345] lr: 1.000e-02, eta: 12:11:42, time: 0.657, data_time: 0.001, memory: 7067, top1_acc: 0.0289, top5_acc: 0.1297, loss_cls: 4.7635, loss: 4.7635, grad_norm: 2.3958 2021-03-23 15:49:03,661 - mmaction - INFO - Epoch [2][60/1345] lr: 1.000e-02, eta: 12:10:57, time: 0.633, data_time: 0.003, memory: 7067, top1_acc: 0.0383, top5_acc: 0.1516, loss_cls: 4.7170, loss: 4.7170, grad_norm: 2.5293 2021-03-23 15:49:16,318 - mmaction - INFO - Epoch [2][80/1345] lr: 1.000e-02, eta: 12:10:07, time: 0.627, data_time: 0.000, memory: 7067, top1_acc: 0.0437, top5_acc: 0.1508, loss_cls: 4.7406, loss: 4.7406, grad_norm: 2.6083 2021-03-23 15:49:29,662 - mmaction - INFO - Epoch [2][100/1345] lr: 1.000e-02, eta: 12:10:01, time: 0.674, data_time: 0.007, memory: 7067, top1_acc: 0.0461, top5_acc: 0.1508, loss_cls: 4.7430, loss: 4.7430, grad_norm: 2.5153 2021-03-23 15:49:42,620 - mmaction - INFO - Epoch [2][120/1345] lr: 1.000e-02, eta: 12:09:30, time: 0.646, data_time: 0.008, memory: 7067, top1_acc: 0.0445, top5_acc: 0.1641, loss_cls: 4.7273, loss: 4.7273, grad_norm: 2.5849 2021-03-23 15:49:56,036 - mmaction - INFO - Epoch [2][140/1345] lr: 1.000e-02, eta: 12:09:20, time: 0.670, data_time: 0.003, memory: 7067, top1_acc: 0.0375, top5_acc: 0.1547, loss_cls: 4.7087, loss: 4.7087, grad_norm: 2.6403 2021-03-23 15:50:09,088 - mmaction - INFO - Epoch [2][160/1345] lr: 1.000e-02, eta: 12:08:58, time: 0.656, data_time: 0.003, memory: 7067, top1_acc: 0.0375, top5_acc: 0.1453, loss_cls: 4.7257, loss: 4.7257, grad_norm: 2.7433 2021-03-23 15:50:21,779 - mmaction - INFO - Epoch [2][180/1345] lr: 1.000e-02, eta: 12:08:16, time: 0.632, data_time: 0.002, memory: 7067, top1_acc: 0.0461, top5_acc: 0.1508, loss_cls: 4.7300, loss: 4.7300, grad_norm: 2.5963 2021-03-23 15:50:34,642 - mmaction - INFO - Epoch [2][200/1345] lr: 1.000e-02, eta: 12:07:47, time: 0.646, data_time: 0.005, memory: 7067, top1_acc: 0.0469, top5_acc: 0.1617, loss_cls: 4.6814, loss: 4.6814, grad_norm: 2.6751 2021-03-23 15:50:47,178 - mmaction - INFO - Epoch [2][220/1345] lr: 1.000e-02, eta: 12:06:58, time: 0.622, data_time: 0.000, memory: 7067, top1_acc: 0.0469, top5_acc: 0.1617, loss_cls: 4.7230, loss: 4.7230, grad_norm: 2.8117 2021-03-23 15:51:00,141 - mmaction - INFO - Epoch [2][240/1345] lr: 1.000e-02, eta: 12:06:28, time: 0.644, data_time: 0.007, memory: 7067, top1_acc: 0.0539, top5_acc: 0.1859, loss_cls: 4.6635, loss: 4.6635, grad_norm: 2.6790 2021-03-23 15:51:13,141 - mmaction - INFO - Epoch [2][260/1345] lr: 1.000e-02, eta: 12:06:05, time: 0.652, data_time: 0.010, memory: 7067, top1_acc: 0.0539, top5_acc: 0.1586, loss_cls: 4.7035, loss: 4.7035, grad_norm: 2.7012 2021-03-23 15:51:26,286 - mmaction - INFO - Epoch [2][280/1345] lr: 1.000e-02, eta: 12:05:52, time: 0.663, data_time: 0.016, memory: 7067, top1_acc: 0.0437, top5_acc: 0.1617, loss_cls: 4.6542, loss: 4.6542, grad_norm: 2.8974 2021-03-23 15:51:39,456 - mmaction - INFO - Epoch [2][300/1345] lr: 1.000e-02, eta: 12:05:32, time: 0.656, data_time: 0.004, memory: 7067, top1_acc: 0.0641, top5_acc: 0.1797, loss_cls: 4.6480, loss: 4.6480, grad_norm: 2.8501 2021-03-23 15:51:52,214 - mmaction - INFO - Epoch [2][320/1345] lr: 1.000e-02, eta: 12:05:00, time: 0.640, data_time: 0.004, memory: 7067, top1_acc: 0.0469, top5_acc: 0.1906, loss_cls: 4.6336, loss: 4.6336, grad_norm: 2.8740 2021-03-23 15:52:04,836 - mmaction - INFO - Epoch [2][340/1345] lr: 1.000e-02, eta: 12:04:21, time: 0.630, data_time: 0.002, memory: 7067, top1_acc: 0.0531, top5_acc: 0.1703, loss_cls: 4.6116, loss: 4.6116, grad_norm: 2.9122 2021-03-23 15:52:17,559 - mmaction - INFO - Epoch [2][360/1345] lr: 1.000e-02, eta: 12:03:48, time: 0.637, data_time: 0.004, memory: 7067, top1_acc: 0.0500, top5_acc: 0.1742, loss_cls: 4.6033, loss: 4.6033, grad_norm: 3.0526 2021-03-23 15:52:30,416 - mmaction - INFO - Epoch [2][380/1345] lr: 1.000e-02, eta: 12:03:19, time: 0.643, data_time: 0.002, memory: 7067, top1_acc: 0.0445, top5_acc: 0.1555, loss_cls: 4.6762, loss: 4.6762, grad_norm: 2.8610 2021-03-23 15:52:43,552 - mmaction - INFO - Epoch [2][400/1345] lr: 1.000e-02, eta: 12:02:59, time: 0.653, data_time: 0.002, memory: 7067, top1_acc: 0.0523, top5_acc: 0.1914, loss_cls: 4.5867, loss: 4.5867, grad_norm: 3.1520 2021-03-23 15:52:57,153 - mmaction - INFO - Epoch [2][420/1345] lr: 1.000e-02, eta: 12:03:01, time: 0.683, data_time: 0.007, memory: 7067, top1_acc: 0.0469, top5_acc: 0.1719, loss_cls: 4.6591, loss: 4.6591, grad_norm: 2.8370 2021-03-23 15:53:10,469 - mmaction - INFO - Epoch [2][440/1345] lr: 1.000e-02, eta: 12:02:49, time: 0.665, data_time: 0.005, memory: 7067, top1_acc: 0.0500, top5_acc: 0.1930, loss_cls: 4.5924, loss: 4.5924, grad_norm: 3.2400 2021-03-23 15:53:23,451 - mmaction - INFO - Epoch [2][460/1345] lr: 1.000e-02, eta: 12:02:29, time: 0.653, data_time: 0.004, memory: 7067, top1_acc: 0.0539, top5_acc: 0.1984, loss_cls: 4.5708, loss: 4.5708, grad_norm: 3.0137 2021-03-23 15:53:35,992 - mmaction - INFO - Epoch [2][480/1345] lr: 1.000e-02, eta: 12:01:50, time: 0.627, data_time: 0.001, memory: 7067, top1_acc: 0.0602, top5_acc: 0.2047, loss_cls: 4.5514, loss: 4.5514, grad_norm: 3.3779 2021-03-23 15:53:48,579 - mmaction - INFO - Epoch [2][500/1345] lr: 1.000e-02, eta: 12:01:14, time: 0.629, data_time: 0.001, memory: 7067, top1_acc: 0.0609, top5_acc: 0.1930, loss_cls: 4.5753, loss: 4.5753, grad_norm: 3.2017 2021-03-23 15:54:01,777 - mmaction - INFO - Epoch [2][520/1345] lr: 1.000e-02, eta: 12:00:59, time: 0.659, data_time: 0.002, memory: 7067, top1_acc: 0.0641, top5_acc: 0.2289, loss_cls: 4.4936, loss: 4.4936, grad_norm: 3.3441 2021-03-23 15:54:14,639 - mmaction - INFO - Epoch [2][540/1345] lr: 1.000e-02, eta: 12:00:33, time: 0.643, data_time: 0.003, memory: 7067, top1_acc: 0.0688, top5_acc: 0.1953, loss_cls: 4.5363, loss: 4.5363, grad_norm: 3.2682 2021-03-23 15:54:27,011 - mmaction - INFO - Epoch [2][560/1345] lr: 1.000e-02, eta: 11:59:50, time: 0.618, data_time: 0.003, memory: 7067, top1_acc: 0.0602, top5_acc: 0.2008, loss_cls: 4.5201, loss: 4.5201, grad_norm: 3.4412 2021-03-23 15:54:40,012 - mmaction - INFO - Epoch [2][580/1345] lr: 1.000e-02, eta: 11:59:30, time: 0.651, data_time: 0.005, memory: 7067, top1_acc: 0.0516, top5_acc: 0.2164, loss_cls: 4.5466, loss: 4.5466, grad_norm: 2.9898 2021-03-23 15:54:53,084 - mmaction - INFO - Epoch [2][600/1345] lr: 1.000e-02, eta: 11:59:10, time: 0.651, data_time: 0.002, memory: 7067, top1_acc: 0.0781, top5_acc: 0.2141, loss_cls: 4.5070, loss: 4.5070, grad_norm: 3.3141 2021-03-23 15:55:05,924 - mmaction - INFO - Epoch [2][620/1345] lr: 1.000e-02, eta: 11:58:46, time: 0.645, data_time: 0.004, memory: 7067, top1_acc: 0.0750, top5_acc: 0.2289, loss_cls: 4.4440, loss: 4.4440, grad_norm: 3.4160 2021-03-23 15:55:19,270 - mmaction - INFO - Epoch [2][640/1345] lr: 1.000e-02, eta: 11:58:37, time: 0.667, data_time: 0.001, memory: 7067, top1_acc: 0.0664, top5_acc: 0.2156, loss_cls: 4.4857, loss: 4.4857, grad_norm: 3.2977 2021-03-23 15:55:31,994 - mmaction - INFO - Epoch [2][660/1345] lr: 1.000e-02, eta: 11:58:09, time: 0.637, data_time: 0.001, memory: 7067, top1_acc: 0.0820, top5_acc: 0.2172, loss_cls: 4.5040, loss: 4.5040, grad_norm: 3.3893 2021-03-23 15:55:44,862 - mmaction - INFO - Epoch [2][680/1345] lr: 1.000e-02, eta: 11:57:44, time: 0.643, data_time: 0.001, memory: 7067, top1_acc: 0.0781, top5_acc: 0.2250, loss_cls: 4.4533, loss: 4.4533, grad_norm: 3.3980 2021-03-23 15:55:57,659 - mmaction - INFO - Epoch [2][700/1345] lr: 1.000e-02, eta: 11:57:18, time: 0.639, data_time: 0.008, memory: 7067, top1_acc: 0.0625, top5_acc: 0.2109, loss_cls: 4.4636, loss: 4.4636, grad_norm: 3.5062 2021-03-23 15:56:10,666 - mmaction - INFO - Epoch [2][720/1345] lr: 1.000e-02, eta: 11:56:58, time: 0.650, data_time: 0.002, memory: 7067, top1_acc: 0.0813, top5_acc: 0.2250, loss_cls: 4.4033, loss: 4.4033, grad_norm: 3.5275 2021-03-23 15:56:23,805 - mmaction - INFO - Epoch [2][740/1345] lr: 1.000e-02, eta: 11:56:44, time: 0.658, data_time: 0.002, memory: 7067, top1_acc: 0.0688, top5_acc: 0.2313, loss_cls: 4.4467, loss: 4.4467, grad_norm: 3.4723 2021-03-23 15:56:36,740 - mmaction - INFO - Epoch [2][760/1345] lr: 1.000e-02, eta: 11:56:20, time: 0.643, data_time: 0.005, memory: 7067, top1_acc: 0.0656, top5_acc: 0.2156, loss_cls: 4.4367, loss: 4.4367, grad_norm: 3.3493 2021-03-23 15:56:50,142 - mmaction - INFO - Epoch [2][780/1345] lr: 1.000e-02, eta: 11:56:16, time: 0.674, data_time: 0.005, memory: 7067, top1_acc: 0.0758, top5_acc: 0.2336, loss_cls: 4.4407, loss: 4.4407, grad_norm: 3.4642 2021-03-23 15:57:03,233 - mmaction - INFO - Epoch [2][800/1345] lr: 1.000e-02, eta: 11:55:59, time: 0.654, data_time: 0.003, memory: 7067, top1_acc: 0.0727, top5_acc: 0.2375, loss_cls: 4.4417, loss: 4.4417, grad_norm: 3.3569 2021-03-23 15:57:16,687 - mmaction - INFO - Epoch [2][820/1345] lr: 1.000e-02, eta: 11:55:53, time: 0.673, data_time: 0.001, memory: 7067, top1_acc: 0.0727, top5_acc: 0.2406, loss_cls: 4.4200, loss: 4.4200, grad_norm: 3.5137 2021-03-23 15:57:29,399 - mmaction - INFO - Epoch [2][840/1345] lr: 1.000e-02, eta: 11:55:23, time: 0.632, data_time: 0.007, memory: 7067, top1_acc: 0.0672, top5_acc: 0.2562, loss_cls: 4.4309, loss: 4.4309, grad_norm: 3.4715 2021-03-23 15:57:42,188 - mmaction - INFO - Epoch [2][860/1345] lr: 1.000e-02, eta: 11:55:00, time: 0.642, data_time: 0.005, memory: 7067, top1_acc: 0.0844, top5_acc: 0.2570, loss_cls: 4.3606, loss: 4.3606, grad_norm: 3.6141 2021-03-23 15:57:54,955 - mmaction - INFO - Epoch [2][880/1345] lr: 1.000e-02, eta: 11:54:33, time: 0.636, data_time: 0.002, memory: 7067, top1_acc: 0.0781, top5_acc: 0.2414, loss_cls: 4.3237, loss: 4.3237, grad_norm: 3.6824 2021-03-23 15:58:08,721 - mmaction - INFO - Epoch [2][900/1345] lr: 1.000e-02, eta: 11:54:31, time: 0.680, data_time: 0.004, memory: 7067, top1_acc: 0.0836, top5_acc: 0.2398, loss_cls: 4.3897, loss: 4.3897, grad_norm: 3.6408 2021-03-23 15:58:21,202 - mmaction - INFO - Epoch [2][920/1345] lr: 1.000e-02, eta: 11:54:04, time: 0.634, data_time: 0.015, memory: 7067, top1_acc: 0.0953, top5_acc: 0.2602, loss_cls: 4.3056, loss: 4.3056, grad_norm: 3.7146 2021-03-23 15:58:34,026 - mmaction - INFO - Epoch [2][940/1345] lr: 1.000e-02, eta: 11:53:38, time: 0.638, data_time: 0.004, memory: 7067, top1_acc: 0.0938, top5_acc: 0.2875, loss_cls: 4.2648, loss: 4.2648, grad_norm: 3.9354 2021-03-23 15:58:46,574 - mmaction - INFO - Epoch [2][960/1345] lr: 1.000e-02, eta: 11:53:10, time: 0.633, data_time: 0.007, memory: 7067, top1_acc: 0.0883, top5_acc: 0.2383, loss_cls: 4.3432, loss: 4.3432, grad_norm: 3.7223 2021-03-23 15:58:59,618 - mmaction - INFO - Epoch [2][980/1345] lr: 1.000e-02, eta: 11:52:53, time: 0.651, data_time: 0.001, memory: 7067, top1_acc: 0.0742, top5_acc: 0.2469, loss_cls: 4.3439, loss: 4.3439, grad_norm: 3.6255 2021-03-23 15:59:12,913 - mmaction - INFO - Epoch [2][1000/1345] lr: 1.000e-02, eta: 11:52:42, time: 0.663, data_time: 0.002, memory: 7067, top1_acc: 0.0820, top5_acc: 0.2672, loss_cls: 4.2715, loss: 4.2715, grad_norm: 3.6604 2021-03-23 15:59:25,886 - mmaction - INFO - Epoch [2][1020/1345] lr: 1.000e-02, eta: 11:52:25, time: 0.652, data_time: 0.004, memory: 7067, top1_acc: 0.0922, top5_acc: 0.2625, loss_cls: 4.3427, loss: 4.3427, grad_norm: 3.9083 2021-03-23 15:59:38,720 - mmaction - INFO - Epoch [2][1040/1345] lr: 1.000e-02, eta: 11:52:01, time: 0.641, data_time: 0.001, memory: 7067, top1_acc: 0.0805, top5_acc: 0.2602, loss_cls: 4.3657, loss: 4.3657, grad_norm: 3.6936 2021-03-23 15:59:51,545 - mmaction - INFO - Epoch [2][1060/1345] lr: 1.000e-02, eta: 11:51:40, time: 0.643, data_time: 0.002, memory: 7067, top1_acc: 0.0859, top5_acc: 0.2594, loss_cls: 4.3133, loss: 4.3133, grad_norm: 3.7960 2021-03-23 16:00:05,332 - mmaction - INFO - Epoch [2][1080/1345] lr: 1.000e-02, eta: 11:51:43, time: 0.690, data_time: 0.004, memory: 7067, top1_acc: 0.0875, top5_acc: 0.2766, loss_cls: 4.3229, loss: 4.3229, grad_norm: 3.6882 2021-03-23 16:00:18,386 - mmaction - INFO - Epoch [2][1100/1345] lr: 1.000e-02, eta: 11:51:27, time: 0.653, data_time: 0.000, memory: 7067, top1_acc: 0.0820, top5_acc: 0.2859, loss_cls: 4.2783, loss: 4.2783, grad_norm: 3.8732 2021-03-23 16:00:31,145 - mmaction - INFO - Epoch [2][1120/1345] lr: 1.000e-02, eta: 11:50:59, time: 0.632, data_time: 0.001, memory: 7067, top1_acc: 0.0852, top5_acc: 0.2508, loss_cls: 4.3168, loss: 4.3168, grad_norm: 3.9094 2021-03-23 16:00:44,281 - mmaction - INFO - Epoch [2][1140/1345] lr: 1.000e-02, eta: 11:50:48, time: 0.661, data_time: 0.006, memory: 7067, top1_acc: 0.0891, top5_acc: 0.2734, loss_cls: 4.2976, loss: 4.2976, grad_norm: 3.9095 2021-03-23 16:00:57,382 - mmaction - INFO - Epoch [2][1160/1345] lr: 1.000e-02, eta: 11:50:33, time: 0.655, data_time: 0.003, memory: 7067, top1_acc: 0.0750, top5_acc: 0.2633, loss_cls: 4.3488, loss: 4.3488, grad_norm: 3.7578 2021-03-23 16:01:10,557 - mmaction - INFO - Epoch [2][1180/1345] lr: 1.000e-02, eta: 11:50:20, time: 0.660, data_time: 0.003, memory: 7067, top1_acc: 0.0891, top5_acc: 0.3000, loss_cls: 4.1870, loss: 4.1870, grad_norm: 3.7715 2021-03-23 16:01:23,881 - mmaction - INFO - Epoch [2][1200/1345] lr: 1.000e-02, eta: 11:50:10, time: 0.665, data_time: 0.007, memory: 7067, top1_acc: 0.0930, top5_acc: 0.2680, loss_cls: 4.2445, loss: 4.2445, grad_norm: 4.0461 2021-03-23 16:01:36,948 - mmaction - INFO - Epoch [2][1220/1345] lr: 1.000e-02, eta: 11:49:55, time: 0.654, data_time: 0.003, memory: 7067, top1_acc: 0.1172, top5_acc: 0.3055, loss_cls: 4.1390, loss: 4.1390, grad_norm: 3.9582 2021-03-23 16:01:50,488 - mmaction - INFO - Epoch [2][1240/1345] lr: 1.000e-02, eta: 11:49:51, time: 0.677, data_time: 0.002, memory: 7067, top1_acc: 0.1047, top5_acc: 0.2977, loss_cls: 4.2041, loss: 4.2041, grad_norm: 3.9205 2021-03-23 16:02:03,585 - mmaction - INFO - Epoch [2][1260/1345] lr: 1.000e-02, eta: 11:49:35, time: 0.654, data_time: 0.001, memory: 7067, top1_acc: 0.0977, top5_acc: 0.3031, loss_cls: 4.1689, loss: 4.1689, grad_norm: 4.1761 2021-03-23 16:02:16,310 - mmaction - INFO - Epoch [2][1280/1345] lr: 1.000e-02, eta: 11:49:12, time: 0.637, data_time: 0.010, memory: 7067, top1_acc: 0.1047, top5_acc: 0.2961, loss_cls: 4.2301, loss: 4.2301, grad_norm: 4.0402 2021-03-23 16:02:29,699 - mmaction - INFO - Epoch [2][1300/1345] lr: 1.000e-02, eta: 11:49:01, time: 0.663, data_time: 0.002, memory: 7067, top1_acc: 0.0977, top5_acc: 0.3000, loss_cls: 4.1736, loss: 4.1736, grad_norm: 4.0586 2021-03-23 16:02:42,266 - mmaction - INFO - Epoch [2][1320/1345] lr: 1.000e-02, eta: 11:48:34, time: 0.630, data_time: 0.010, memory: 7067, top1_acc: 0.1023, top5_acc: 0.2914, loss_cls: 4.2460, loss: 4.2460, grad_norm: 3.8816 2021-03-23 16:02:53,912 - mmaction - INFO - Epoch [2][1340/1345] lr: 1.000e-02, eta: 11:47:47, time: 0.588, data_time: 0.006, memory: 7067, top1_acc: 0.1055, top5_acc: 0.2977, loss_cls: 4.1731, loss: 4.1731, grad_norm: 4.1129 2021-03-23 16:02:56,224 - mmaction - INFO - Saving checkpoint at 2 epochs 2021-03-23 16:04:29,893 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-23 16:04:30,091 - mmaction - INFO - top1_acc 0.0914 top5_acc 0.2884 2021-03-23 16:04:30,091 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-23 16:04:30,103 - mmaction - INFO - mean_acc 0.0775 2021-03-23 16:04:30,501 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_2.pth. 2021-03-23 16:04:30,501 - mmaction - INFO - Best top1_acc is 0.0914 at 2 epoch. 2021-03-23 16:04:30,518 - mmaction - INFO - Epoch(val) [2][1345] top1_acc: 0.0914, top5_acc: 0.2884, mean_class_accuracy: 0.0775 2021-03-23 16:05:00,707 - mmaction - INFO - Epoch [3][20/1345] lr: 1.000e-02, eta: 11:52:55, time: 1.504, data_time: 0.802, memory: 7067, top1_acc: 0.1031, top5_acc: 0.2859, loss_cls: 4.2199, loss: 4.2199, grad_norm: 4.0046 2021-03-23 16:05:13,590 - mmaction - INFO - Epoch [3][40/1345] lr: 1.000e-02, eta: 11:52:34, time: 0.646, data_time: 0.008, memory: 7067, top1_acc: 0.1141, top5_acc: 0.3211, loss_cls: 4.1331, loss: 4.1331, grad_norm: 4.0946 2021-03-23 16:05:26,627 - mmaction - INFO - Epoch [3][60/1345] lr: 1.000e-02, eta: 11:52:16, time: 0.653, data_time: 0.005, memory: 7067, top1_acc: 0.1070, top5_acc: 0.3180, loss_cls: 4.1012, loss: 4.1012, grad_norm: 4.1991 2021-03-23 16:05:39,720 - mmaction - INFO - Epoch [3][80/1345] lr: 1.000e-02, eta: 11:51:59, time: 0.656, data_time: 0.003, memory: 7067, top1_acc: 0.1156, top5_acc: 0.3070, loss_cls: 4.1254, loss: 4.1254, grad_norm: 4.3347 2021-03-23 16:05:52,631 - mmaction - INFO - Epoch [3][100/1345] lr: 1.000e-02, eta: 11:51:36, time: 0.641, data_time: 0.009, memory: 7067, top1_acc: 0.1328, top5_acc: 0.3219, loss_cls: 4.0282, loss: 4.0282, grad_norm: 4.4125 2021-03-23 16:06:05,661 - mmaction - INFO - Epoch [3][120/1345] lr: 1.000e-02, eta: 11:51:19, time: 0.653, data_time: 0.008, memory: 7067, top1_acc: 0.1062, top5_acc: 0.3359, loss_cls: 4.1111, loss: 4.1111, grad_norm: 4.1397 2021-03-23 16:06:19,046 - mmaction - INFO - Epoch [3][140/1345] lr: 1.000e-02, eta: 11:51:10, time: 0.673, data_time: 0.005, memory: 7067, top1_acc: 0.1047, top5_acc: 0.2977, loss_cls: 4.1895, loss: 4.1895, grad_norm: 4.2317 2021-03-23 16:06:31,927 - mmaction - INFO - Epoch [3][160/1345] lr: 1.000e-02, eta: 11:50:49, time: 0.644, data_time: 0.001, memory: 7067, top1_acc: 0.1219, top5_acc: 0.3195, loss_cls: 4.1447, loss: 4.1447, grad_norm: 4.1071 2021-03-23 16:06:45,314 - mmaction - INFO - Epoch [3][180/1345] lr: 1.000e-02, eta: 11:50:38, time: 0.669, data_time: 0.001, memory: 7067, top1_acc: 0.1141, top5_acc: 0.3070, loss_cls: 4.0783, loss: 4.0783, grad_norm: 4.2697 2021-03-23 16:06:58,817 - mmaction - INFO - Epoch [3][200/1345] lr: 1.000e-02, eta: 11:50:31, time: 0.676, data_time: 0.002, memory: 7067, top1_acc: 0.1109, top5_acc: 0.3070, loss_cls: 4.1216, loss: 4.1216, grad_norm: 4.1893 2021-03-23 16:07:12,077 - mmaction - INFO - Epoch [3][220/1345] lr: 1.000e-02, eta: 11:50:16, time: 0.657, data_time: 0.002, memory: 7067, top1_acc: 0.1180, top5_acc: 0.3164, loss_cls: 4.1071, loss: 4.1071, grad_norm: 4.1529 2021-03-23 16:07:24,928 - mmaction - INFO - Epoch [3][240/1345] lr: 1.000e-02, eta: 11:49:56, time: 0.647, data_time: 0.007, memory: 7067, top1_acc: 0.1117, top5_acc: 0.3203, loss_cls: 4.0884, loss: 4.0884, grad_norm: 4.2251 2021-03-23 16:07:38,664 - mmaction - INFO - Epoch [3][260/1345] lr: 1.000e-02, eta: 11:49:53, time: 0.685, data_time: 0.004, memory: 7067, top1_acc: 0.1281, top5_acc: 0.3172, loss_cls: 4.0696, loss: 4.0696, grad_norm: 4.3041 2021-03-23 16:07:51,110 - mmaction - INFO - Epoch [3][280/1345] lr: 1.000e-02, eta: 11:49:22, time: 0.623, data_time: 0.007, memory: 7067, top1_acc: 0.1203, top5_acc: 0.3352, loss_cls: 4.0948, loss: 4.0948, grad_norm: 4.2977 2021-03-23 16:08:04,513 - mmaction - INFO - Epoch [3][300/1345] lr: 1.000e-02, eta: 11:49:11, time: 0.668, data_time: 0.011, memory: 7067, top1_acc: 0.1422, top5_acc: 0.3563, loss_cls: 3.9810, loss: 3.9810, grad_norm: 4.4494 2021-03-23 16:08:17,367 - mmaction - INFO - Epoch [3][320/1345] lr: 1.000e-02, eta: 11:48:51, time: 0.645, data_time: 0.005, memory: 7067, top1_acc: 0.1281, top5_acc: 0.3258, loss_cls: 4.0655, loss: 4.0655, grad_norm: 4.3082 2021-03-23 16:08:30,652 - mmaction - INFO - Epoch [3][340/1345] lr: 1.000e-02, eta: 11:48:36, time: 0.659, data_time: 0.003, memory: 7067, top1_acc: 0.1133, top5_acc: 0.3164, loss_cls: 4.1015, loss: 4.1015, grad_norm: 4.1225 2021-03-23 16:08:43,847 - mmaction - INFO - Epoch [3][360/1345] lr: 1.000e-02, eta: 11:48:24, time: 0.665, data_time: 0.009, memory: 7067, top1_acc: 0.1414, top5_acc: 0.3406, loss_cls: 4.0110, loss: 4.0110, grad_norm: 4.2350 2021-03-23 16:08:56,526 - mmaction - INFO - Epoch [3][380/1345] lr: 1.000e-02, eta: 11:48:00, time: 0.636, data_time: 0.007, memory: 7067, top1_acc: 0.1250, top5_acc: 0.3328, loss_cls: 4.0468, loss: 4.0468, grad_norm: 4.4223 2021-03-23 16:09:09,315 - mmaction - INFO - Epoch [3][400/1345] lr: 1.000e-02, eta: 11:47:38, time: 0.639, data_time: 0.000, memory: 7067, top1_acc: 0.1484, top5_acc: 0.3547, loss_cls: 3.9677, loss: 3.9677, grad_norm: 4.6531 2021-03-23 16:09:22,485 - mmaction - INFO - Epoch [3][420/1345] lr: 1.000e-02, eta: 11:47:23, time: 0.658, data_time: 0.001, memory: 7067, top1_acc: 0.1273, top5_acc: 0.3258, loss_cls: 4.0606, loss: 4.0606, grad_norm: 4.3059 2021-03-23 16:09:35,516 - mmaction - INFO - Epoch [3][440/1345] lr: 1.000e-02, eta: 11:47:06, time: 0.652, data_time: 0.004, memory: 7067, top1_acc: 0.1539, top5_acc: 0.3602, loss_cls: 3.9814, loss: 3.9814, grad_norm: 4.4169 2021-03-23 16:09:48,439 - mmaction - INFO - Epoch [3][460/1345] lr: 1.000e-02, eta: 11:46:46, time: 0.646, data_time: 0.000, memory: 7067, top1_acc: 0.1367, top5_acc: 0.3547, loss_cls: 3.9715, loss: 3.9715, grad_norm: 4.5148 2021-03-23 16:10:01,417 - mmaction - INFO - Epoch [3][480/1345] lr: 1.000e-02, eta: 11:46:27, time: 0.648, data_time: 0.001, memory: 7067, top1_acc: 0.1266, top5_acc: 0.3344, loss_cls: 4.0396, loss: 4.0396, grad_norm: 4.4217 2021-03-23 16:10:14,213 - mmaction - INFO - Epoch [3][500/1345] lr: 1.000e-02, eta: 11:46:05, time: 0.640, data_time: 0.002, memory: 7067, top1_acc: 0.1422, top5_acc: 0.3539, loss_cls: 3.9607, loss: 3.9607, grad_norm: 4.4069 2021-03-23 16:10:26,954 - mmaction - INFO - Epoch [3][520/1345] lr: 1.000e-02, eta: 11:45:42, time: 0.635, data_time: 0.003, memory: 7067, top1_acc: 0.1375, top5_acc: 0.3602, loss_cls: 3.9267, loss: 3.9267, grad_norm: 4.5336 2021-03-23 16:10:39,800 - mmaction - INFO - Epoch [3][540/1345] lr: 1.000e-02, eta: 11:45:20, time: 0.640, data_time: 0.004, memory: 7067, top1_acc: 0.1336, top5_acc: 0.3570, loss_cls: 3.9904, loss: 3.9904, grad_norm: 4.4973 2021-03-23 16:10:52,596 - mmaction - INFO - Epoch [3][560/1345] lr: 1.000e-02, eta: 11:45:00, time: 0.644, data_time: 0.010, memory: 7067, top1_acc: 0.1313, top5_acc: 0.3500, loss_cls: 3.9751, loss: 3.9751, grad_norm: 4.4122 2021-03-23 16:11:05,906 - mmaction - INFO - Epoch [3][580/1345] lr: 1.000e-02, eta: 11:44:49, time: 0.665, data_time: 0.002, memory: 7067, top1_acc: 0.1383, top5_acc: 0.3289, loss_cls: 3.9816, loss: 3.9816, grad_norm: 4.3981 2021-03-23 16:11:18,821 - mmaction - INFO - Epoch [3][600/1345] lr: 1.000e-02, eta: 11:44:29, time: 0.645, data_time: 0.002, memory: 7067, top1_acc: 0.1336, top5_acc: 0.3477, loss_cls: 3.9798, loss: 3.9798, grad_norm: 4.4817 2021-03-23 16:11:32,242 - mmaction - INFO - Epoch [3][620/1345] lr: 1.000e-02, eta: 11:44:20, time: 0.672, data_time: 0.003, memory: 7067, top1_acc: 0.1656, top5_acc: 0.3820, loss_cls: 3.8564, loss: 3.8564, grad_norm: 4.6526 2021-03-23 16:11:45,054 - mmaction - INFO - Epoch [3][640/1345] lr: 1.000e-02, eta: 11:43:59, time: 0.640, data_time: 0.002, memory: 7067, top1_acc: 0.1305, top5_acc: 0.3500, loss_cls: 3.9945, loss: 3.9945, grad_norm: 4.3859 2021-03-23 16:11:58,171 - mmaction - INFO - Epoch [3][660/1345] lr: 1.000e-02, eta: 11:43:43, time: 0.654, data_time: 0.002, memory: 7067, top1_acc: 0.1375, top5_acc: 0.3617, loss_cls: 3.9556, loss: 3.9556, grad_norm: 4.5904 2021-03-23 16:12:11,492 - mmaction - INFO - Epoch [3][680/1345] lr: 1.000e-02, eta: 11:43:32, time: 0.667, data_time: 0.004, memory: 7067, top1_acc: 0.1281, top5_acc: 0.3719, loss_cls: 3.9237, loss: 3.9237, grad_norm: 4.4580 2021-03-23 16:12:25,112 - mmaction - INFO - Epoch [3][700/1345] lr: 1.000e-02, eta: 11:43:28, time: 0.684, data_time: 0.005, memory: 7067, top1_acc: 0.1422, top5_acc: 0.3680, loss_cls: 3.8844, loss: 3.8844, grad_norm: 4.5240 2021-03-23 16:12:38,153 - mmaction - INFO - Epoch [3][720/1345] lr: 1.000e-02, eta: 11:43:11, time: 0.652, data_time: 0.001, memory: 7067, top1_acc: 0.1531, top5_acc: 0.3680, loss_cls: 3.9119, loss: 3.9119, grad_norm: 4.5602 2021-03-23 16:12:51,193 - mmaction - INFO - Epoch [3][740/1345] lr: 1.000e-02, eta: 11:42:54, time: 0.650, data_time: 0.001, memory: 7067, top1_acc: 0.1578, top5_acc: 0.3820, loss_cls: 3.8721, loss: 3.8721, grad_norm: 4.3670 2021-03-23 16:13:04,424 - mmaction - INFO - Epoch [3][760/1345] lr: 1.000e-02, eta: 11:42:41, time: 0.660, data_time: 0.004, memory: 7067, top1_acc: 0.1328, top5_acc: 0.3656, loss_cls: 3.9514, loss: 3.9514, grad_norm: 4.7709 2021-03-23 16:13:17,005 - mmaction - INFO - Epoch [3][780/1345] lr: 1.000e-02, eta: 11:42:16, time: 0.630, data_time: 0.007, memory: 7067, top1_acc: 0.1555, top5_acc: 0.3758, loss_cls: 3.8740, loss: 3.8740, grad_norm: 4.3537 2021-03-23 16:13:30,075 - mmaction - INFO - Epoch [3][800/1345] lr: 1.000e-02, eta: 11:41:59, time: 0.651, data_time: 0.003, memory: 7067, top1_acc: 0.1523, top5_acc: 0.3766, loss_cls: 3.8724, loss: 3.8724, grad_norm: 4.6511 2021-03-23 16:13:42,927 - mmaction - INFO - Epoch [3][820/1345] lr: 1.000e-02, eta: 11:41:40, time: 0.645, data_time: 0.006, memory: 7067, top1_acc: 0.1375, top5_acc: 0.3680, loss_cls: 3.8915, loss: 3.8915, grad_norm: 4.6883 2021-03-23 16:13:56,417 - mmaction - INFO - Epoch [3][840/1345] lr: 1.000e-02, eta: 11:41:32, time: 0.673, data_time: 0.003, memory: 7067, top1_acc: 0.1742, top5_acc: 0.4062, loss_cls: 3.8309, loss: 3.8309, grad_norm: 4.6222 2021-03-23 16:14:09,537 - mmaction - INFO - Epoch [3][860/1345] lr: 1.000e-02, eta: 11:41:15, time: 0.652, data_time: 0.004, memory: 7067, top1_acc: 0.1562, top5_acc: 0.3680, loss_cls: 3.8912, loss: 3.8912, grad_norm: 4.4656 2021-03-23 16:14:22,654 - mmaction - INFO - Epoch [3][880/1345] lr: 1.000e-02, eta: 11:41:03, time: 0.663, data_time: 0.010, memory: 7067, top1_acc: 0.1398, top5_acc: 0.3297, loss_cls: 4.0381, loss: 4.0381, grad_norm: 4.3133 2021-03-23 16:14:35,588 - mmaction - INFO - Epoch [3][900/1345] lr: 1.000e-02, eta: 11:40:43, time: 0.643, data_time: 0.003, memory: 7067, top1_acc: 0.1531, top5_acc: 0.4156, loss_cls: 3.7750, loss: 3.7750, grad_norm: 4.5742 2021-03-23 16:14:49,039 - mmaction - INFO - Epoch [3][920/1345] lr: 1.000e-02, eta: 11:40:32, time: 0.667, data_time: 0.006, memory: 7067, top1_acc: 0.1562, top5_acc: 0.3828, loss_cls: 3.8668, loss: 3.8668, grad_norm: 4.4157 2021-03-23 16:15:01,709 - mmaction - INFO - Epoch [3][940/1345] lr: 1.000e-02, eta: 11:40:12, time: 0.641, data_time: 0.011, memory: 7067, top1_acc: 0.1641, top5_acc: 0.3977, loss_cls: 3.7771, loss: 3.7771, grad_norm: 4.6576 2021-03-23 16:15:15,396 - mmaction - INFO - Epoch [3][960/1345] lr: 1.000e-02, eta: 11:40:08, time: 0.685, data_time: 0.004, memory: 7067, top1_acc: 0.1500, top5_acc: 0.3656, loss_cls: 3.8812, loss: 3.8812, grad_norm: 4.7014 2021-03-23 16:15:28,562 - mmaction - INFO - Epoch [3][980/1345] lr: 1.000e-02, eta: 11:39:54, time: 0.660, data_time: 0.003, memory: 7067, top1_acc: 0.1703, top5_acc: 0.3711, loss_cls: 3.8570, loss: 3.8570, grad_norm: 4.6024 2021-03-23 16:15:41,436 - mmaction - INFO - Epoch [3][1000/1345] lr: 1.000e-02, eta: 11:39:35, time: 0.643, data_time: 0.002, memory: 7067, top1_acc: 0.1758, top5_acc: 0.4188, loss_cls: 3.7690, loss: 3.7690, grad_norm: 4.6560 2021-03-23 16:15:54,535 - mmaction - INFO - Epoch [3][1020/1345] lr: 1.000e-02, eta: 11:39:20, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.1547, top5_acc: 0.3898, loss_cls: 3.8232, loss: 3.8232, grad_norm: 4.8754 2021-03-23 16:16:07,424 - mmaction - INFO - Epoch [3][1040/1345] lr: 1.000e-02, eta: 11:39:00, time: 0.641, data_time: 0.002, memory: 7067, top1_acc: 0.1508, top5_acc: 0.3875, loss_cls: 3.8142, loss: 3.8142, grad_norm: 4.7235 2021-03-23 16:16:20,413 - mmaction - INFO - Epoch [3][1060/1345] lr: 1.000e-02, eta: 11:38:44, time: 0.651, data_time: 0.006, memory: 7067, top1_acc: 0.1633, top5_acc: 0.4008, loss_cls: 3.7933, loss: 3.7933, grad_norm: 4.4059 2021-03-23 16:16:33,236 - mmaction - INFO - Epoch [3][1080/1345] lr: 1.000e-02, eta: 11:38:25, time: 0.644, data_time: 0.006, memory: 7067, top1_acc: 0.1695, top5_acc: 0.3875, loss_cls: 3.7985, loss: 3.7985, grad_norm: 4.7341 2021-03-23 16:16:46,519 - mmaction - INFO - Epoch [3][1100/1345] lr: 1.000e-02, eta: 11:38:13, time: 0.665, data_time: 0.003, memory: 7067, top1_acc: 0.1742, top5_acc: 0.3906, loss_cls: 3.7958, loss: 3.7958, grad_norm: 4.9955 2021-03-23 16:16:59,738 - mmaction - INFO - Epoch [3][1120/1345] lr: 1.000e-02, eta: 11:38:01, time: 0.661, data_time: 0.001, memory: 7067, top1_acc: 0.1695, top5_acc: 0.4062, loss_cls: 3.7560, loss: 3.7560, grad_norm: 4.7144 2021-03-23 16:17:13,107 - mmaction - INFO - Epoch [3][1140/1345] lr: 1.000e-02, eta: 11:37:50, time: 0.668, data_time: 0.001, memory: 7067, top1_acc: 0.1555, top5_acc: 0.3742, loss_cls: 3.8484, loss: 3.8484, grad_norm: 4.6334 2021-03-23 16:17:26,038 - mmaction - INFO - Epoch [3][1160/1345] lr: 1.000e-02, eta: 11:37:32, time: 0.647, data_time: 0.001, memory: 7067, top1_acc: 0.1750, top5_acc: 0.4039, loss_cls: 3.8306, loss: 3.8306, grad_norm: 4.8096 2021-03-23 16:17:39,206 - mmaction - INFO - Epoch [3][1180/1345] lr: 1.000e-02, eta: 11:37:18, time: 0.656, data_time: 0.002, memory: 7067, top1_acc: 0.1711, top5_acc: 0.4172, loss_cls: 3.7488, loss: 3.7488, grad_norm: 4.6437 2021-03-23 16:17:52,254 - mmaction - INFO - Epoch [3][1200/1345] lr: 1.000e-02, eta: 11:37:03, time: 0.655, data_time: 0.004, memory: 7067, top1_acc: 0.1719, top5_acc: 0.3945, loss_cls: 3.7948, loss: 3.7948, grad_norm: 4.7030 2021-03-23 16:18:05,173 - mmaction - INFO - Epoch [3][1220/1345] lr: 1.000e-02, eta: 11:36:45, time: 0.646, data_time: 0.001, memory: 7067, top1_acc: 0.1703, top5_acc: 0.4203, loss_cls: 3.7135, loss: 3.7135, grad_norm: 4.6587 2021-03-23 16:18:18,197 - mmaction - INFO - Epoch [3][1240/1345] lr: 1.000e-02, eta: 11:36:28, time: 0.650, data_time: 0.002, memory: 7067, top1_acc: 0.1750, top5_acc: 0.3914, loss_cls: 3.8006, loss: 3.8006, grad_norm: 4.6457 2021-03-23 16:18:31,361 - mmaction - INFO - Epoch [3][1260/1345] lr: 1.000e-02, eta: 11:36:11, time: 0.647, data_time: 0.002, memory: 7067, top1_acc: 0.1672, top5_acc: 0.3922, loss_cls: 3.8213, loss: 3.8213, grad_norm: 4.5848 2021-03-23 16:18:44,362 - mmaction - INFO - Epoch [3][1280/1345] lr: 1.000e-02, eta: 11:35:56, time: 0.654, data_time: 0.007, memory: 7067, top1_acc: 0.1719, top5_acc: 0.4000, loss_cls: 3.7538, loss: 3.7538, grad_norm: 4.6209 2021-03-23 16:18:57,639 - mmaction - INFO - Epoch [3][1300/1345] lr: 1.000e-02, eta: 11:35:43, time: 0.661, data_time: 0.003, memory: 7067, top1_acc: 0.1633, top5_acc: 0.4148, loss_cls: 3.7895, loss: 3.7895, grad_norm: 4.6386 2021-03-23 16:19:10,910 - mmaction - INFO - Epoch [3][1320/1345] lr: 1.000e-02, eta: 11:35:30, time: 0.658, data_time: 0.006, memory: 7067, top1_acc: 0.1625, top5_acc: 0.3789, loss_cls: 3.8477, loss: 3.8477, grad_norm: 4.7358 2021-03-23 16:19:22,732 - mmaction - INFO - Epoch [3][1340/1345] lr: 1.000e-02, eta: 11:34:58, time: 0.601, data_time: 0.012, memory: 7067, top1_acc: 0.1859, top5_acc: 0.3922, loss_cls: 3.7813, loss: 3.7813, grad_norm: 4.8082 2021-03-23 16:19:25,153 - mmaction - INFO - Saving checkpoint at 3 epochs 2021-03-23 16:19:54,940 - mmaction - INFO - Epoch [4][20/1345] lr: 1.000e-02, eta: 11:38:01, time: 1.466, data_time: 0.745, memory: 7067, top1_acc: 0.1586, top5_acc: 0.3766, loss_cls: 3.8859, loss: 3.8859, grad_norm: 4.8002 2021-03-23 16:20:08,158 - mmaction - INFO - Epoch [4][40/1345] lr: 1.000e-02, eta: 11:37:48, time: 0.663, data_time: 0.003, memory: 7067, top1_acc: 0.1680, top5_acc: 0.4078, loss_cls: 3.7137, loss: 3.7137, grad_norm: 4.8387 2021-03-23 16:20:21,136 - mmaction - INFO - Epoch [4][60/1345] lr: 1.000e-02, eta: 11:37:30, time: 0.647, data_time: 0.001, memory: 7067, top1_acc: 0.1859, top5_acc: 0.4328, loss_cls: 3.6870, loss: 3.6870, grad_norm: 4.8134 2021-03-23 16:20:34,513 - mmaction - INFO - Epoch [4][80/1345] lr: 1.000e-02, eta: 11:37:18, time: 0.667, data_time: 0.008, memory: 7067, top1_acc: 0.1812, top5_acc: 0.4313, loss_cls: 3.6926, loss: 3.6926, grad_norm: 4.7158 2021-03-23 16:20:47,476 - mmaction - INFO - Epoch [4][100/1345] lr: 1.000e-02, eta: 11:37:01, time: 0.651, data_time: 0.010, memory: 7067, top1_acc: 0.1930, top5_acc: 0.4055, loss_cls: 3.7237, loss: 3.7237, grad_norm: 4.8505 2021-03-23 16:21:00,959 - mmaction - INFO - Epoch [4][120/1345] lr: 1.000e-02, eta: 11:36:50, time: 0.669, data_time: 0.002, memory: 7067, top1_acc: 0.1930, top5_acc: 0.4500, loss_cls: 3.6545, loss: 3.6545, grad_norm: 5.1145 2021-03-23 16:21:14,218 - mmaction - INFO - Epoch [4][140/1345] lr: 1.000e-02, eta: 11:36:38, time: 0.668, data_time: 0.007, memory: 7067, top1_acc: 0.1891, top5_acc: 0.4125, loss_cls: 3.6722, loss: 3.6722, grad_norm: 4.9488 2021-03-23 16:21:27,011 - mmaction - INFO - Epoch [4][160/1345] lr: 1.000e-02, eta: 11:36:19, time: 0.641, data_time: 0.002, memory: 7067, top1_acc: 0.1992, top5_acc: 0.4523, loss_cls: 3.6362, loss: 3.6362, grad_norm: 4.9950 2021-03-23 16:21:40,518 - mmaction - INFO - Epoch [4][180/1345] lr: 1.000e-02, eta: 11:36:07, time: 0.668, data_time: 0.002, memory: 7067, top1_acc: 0.1992, top5_acc: 0.4367, loss_cls: 3.6331, loss: 3.6331, grad_norm: 4.8665 2021-03-23 16:21:53,256 - mmaction - INFO - Epoch [4][200/1345] lr: 1.000e-02, eta: 11:35:48, time: 0.643, data_time: 0.013, memory: 7067, top1_acc: 0.1719, top5_acc: 0.4070, loss_cls: 3.7427, loss: 3.7427, grad_norm: 4.7121 2021-03-23 16:22:06,340 - mmaction - INFO - Epoch [4][220/1345] lr: 1.000e-02, eta: 11:35:32, time: 0.654, data_time: 0.004, memory: 7067, top1_acc: 0.1828, top5_acc: 0.4219, loss_cls: 3.7095, loss: 3.7095, grad_norm: 5.0010 2021-03-23 16:22:19,802 - mmaction - INFO - Epoch [4][240/1345] lr: 1.000e-02, eta: 11:35:22, time: 0.674, data_time: 0.002, memory: 7067, top1_acc: 0.2156, top5_acc: 0.4445, loss_cls: 3.6138, loss: 3.6138, grad_norm: 4.8394 2021-03-23 16:22:32,703 - mmaction - INFO - Epoch [4][260/1345] lr: 1.000e-02, eta: 11:35:03, time: 0.643, data_time: 0.001, memory: 7067, top1_acc: 0.1852, top5_acc: 0.4313, loss_cls: 3.6731, loss: 3.6731, grad_norm: 4.9875 2021-03-23 16:22:45,241 - mmaction - INFO - Epoch [4][280/1345] lr: 1.000e-02, eta: 11:34:39, time: 0.626, data_time: 0.003, memory: 7067, top1_acc: 0.1898, top5_acc: 0.4258, loss_cls: 3.6244, loss: 3.6244, grad_norm: 4.7031 2021-03-23 16:22:58,707 - mmaction - INFO - Epoch [4][300/1345] lr: 1.000e-02, eta: 11:34:30, time: 0.676, data_time: 0.007, memory: 7067, top1_acc: 0.2094, top5_acc: 0.4523, loss_cls: 3.5951, loss: 3.5951, grad_norm: 4.8857 2021-03-23 16:23:12,015 - mmaction - INFO - Epoch [4][320/1345] lr: 1.000e-02, eta: 11:34:17, time: 0.664, data_time: 0.010, memory: 7067, top1_acc: 0.2078, top5_acc: 0.4406, loss_cls: 3.6365, loss: 3.6365, grad_norm: 5.0455 2021-03-23 16:23:25,127 - mmaction - INFO - Epoch [4][340/1345] lr: 1.000e-02, eta: 11:34:02, time: 0.656, data_time: 0.002, memory: 7067, top1_acc: 0.2016, top5_acc: 0.4492, loss_cls: 3.6183, loss: 3.6183, grad_norm: 5.0167 2021-03-23 16:23:38,163 - mmaction - INFO - Epoch [4][360/1345] lr: 1.000e-02, eta: 11:33:46, time: 0.652, data_time: 0.001, memory: 7067, top1_acc: 0.1953, top5_acc: 0.4414, loss_cls: 3.6776, loss: 3.6776, grad_norm: 4.9189 2021-03-23 16:23:51,289 - mmaction - INFO - Epoch [4][380/1345] lr: 1.000e-02, eta: 11:33:31, time: 0.656, data_time: 0.001, memory: 7067, top1_acc: 0.1758, top5_acc: 0.4375, loss_cls: 3.6773, loss: 3.6773, grad_norm: 4.9903 2021-03-23 16:24:04,779 - mmaction - INFO - Epoch [4][400/1345] lr: 1.000e-02, eta: 11:33:21, time: 0.672, data_time: 0.002, memory: 7067, top1_acc: 0.2141, top5_acc: 0.4586, loss_cls: 3.6193, loss: 3.6193, grad_norm: 5.0012 2021-03-23 16:24:18,181 - mmaction - INFO - Epoch [4][420/1345] lr: 1.000e-02, eta: 11:33:10, time: 0.672, data_time: 0.006, memory: 7067, top1_acc: 0.1797, top5_acc: 0.4242, loss_cls: 3.7100, loss: 3.7100, grad_norm: 4.9684 2021-03-23 16:24:31,031 - mmaction - INFO - Epoch [4][440/1345] lr: 1.000e-02, eta: 11:32:52, time: 0.644, data_time: 0.003, memory: 7067, top1_acc: 0.1852, top5_acc: 0.4219, loss_cls: 3.6768, loss: 3.6768, grad_norm: 4.9490 2021-03-23 16:24:43,785 - mmaction - INFO - Epoch [4][460/1345] lr: 1.000e-02, eta: 11:32:31, time: 0.636, data_time: 0.000, memory: 7067, top1_acc: 0.1875, top5_acc: 0.4445, loss_cls: 3.6290, loss: 3.6290, grad_norm: 4.9723 2021-03-23 16:24:57,380 - mmaction - INFO - Epoch [4][480/1345] lr: 1.000e-02, eta: 11:32:23, time: 0.679, data_time: 0.004, memory: 7067, top1_acc: 0.2047, top5_acc: 0.4437, loss_cls: 3.6323, loss: 3.6323, grad_norm: 4.9146 2021-03-23 16:25:11,197 - mmaction - INFO - Epoch [4][500/1345] lr: 1.000e-02, eta: 11:32:18, time: 0.692, data_time: 0.003, memory: 7067, top1_acc: 0.1875, top5_acc: 0.4289, loss_cls: 3.6198, loss: 3.6198, grad_norm: 4.8936 2021-03-23 16:25:23,661 - mmaction - INFO - Epoch [4][520/1345] lr: 1.000e-02, eta: 11:31:53, time: 0.622, data_time: 0.002, memory: 7067, top1_acc: 0.1898, top5_acc: 0.4352, loss_cls: 3.6384, loss: 3.6384, grad_norm: 4.8365 2021-03-23 16:25:36,975 - mmaction - INFO - Epoch [4][540/1345] lr: 1.000e-02, eta: 11:31:42, time: 0.667, data_time: 0.003, memory: 7067, top1_acc: 0.1984, top5_acc: 0.4648, loss_cls: 3.5452, loss: 3.5452, grad_norm: 4.9838 2021-03-23 16:25:50,009 - mmaction - INFO - Epoch [4][560/1345] lr: 1.000e-02, eta: 11:31:26, time: 0.652, data_time: 0.001, memory: 7067, top1_acc: 0.1961, top5_acc: 0.4437, loss_cls: 3.6021, loss: 3.6021, grad_norm: 4.9216 2021-03-23 16:26:02,952 - mmaction - INFO - Epoch [4][580/1345] lr: 1.000e-02, eta: 11:31:08, time: 0.645, data_time: 0.002, memory: 7067, top1_acc: 0.2094, top5_acc: 0.4867, loss_cls: 3.4834, loss: 3.4834, grad_norm: 5.1775 2021-03-23 16:26:16,181 - mmaction - INFO - Epoch [4][600/1345] lr: 1.000e-02, eta: 11:30:54, time: 0.659, data_time: 0.003, memory: 7067, top1_acc: 0.1930, top5_acc: 0.4313, loss_cls: 3.6430, loss: 3.6430, grad_norm: 4.8612 2021-03-23 16:26:29,544 - mmaction - INFO - Epoch [4][620/1345] lr: 1.000e-02, eta: 11:30:43, time: 0.673, data_time: 0.007, memory: 7067, top1_acc: 0.2062, top5_acc: 0.4586, loss_cls: 3.5366, loss: 3.5366, grad_norm: 5.0733 2021-03-23 16:26:43,182 - mmaction - INFO - Epoch [4][640/1345] lr: 1.000e-02, eta: 11:30:35, time: 0.680, data_time: 0.001, memory: 7067, top1_acc: 0.1797, top5_acc: 0.4250, loss_cls: 3.6942, loss: 3.6942, grad_norm: 4.8863 2021-03-23 16:26:56,734 - mmaction - INFO - Epoch [4][660/1345] lr: 1.000e-02, eta: 11:30:26, time: 0.679, data_time: 0.002, memory: 7067, top1_acc: 0.2180, top5_acc: 0.4359, loss_cls: 3.6398, loss: 3.6398, grad_norm: 4.9476 2021-03-23 16:27:09,760 - mmaction - INFO - Epoch [4][680/1345] lr: 1.000e-02, eta: 11:30:08, time: 0.642, data_time: 0.001, memory: 7067, top1_acc: 0.2164, top5_acc: 0.4727, loss_cls: 3.5550, loss: 3.5550, grad_norm: 5.0259 2021-03-23 16:27:23,346 - mmaction - INFO - Epoch [4][700/1345] lr: 1.000e-02, eta: 11:30:00, time: 0.684, data_time: 0.010, memory: 7067, top1_acc: 0.1867, top5_acc: 0.4344, loss_cls: 3.6281, loss: 3.6281, grad_norm: 4.9627 2021-03-23 16:27:36,814 - mmaction - INFO - Epoch [4][720/1345] lr: 1.000e-02, eta: 11:29:51, time: 0.678, data_time: 0.008, memory: 7067, top1_acc: 0.1906, top5_acc: 0.4477, loss_cls: 3.6134, loss: 3.6134, grad_norm: 4.9904 2021-03-23 16:27:50,077 - mmaction - INFO - Epoch [4][740/1345] lr: 1.000e-02, eta: 11:29:36, time: 0.656, data_time: 0.001, memory: 7067, top1_acc: 0.2242, top5_acc: 0.4422, loss_cls: 3.6040, loss: 3.6040, grad_norm: 4.9107 2021-03-23 16:28:02,899 - mmaction - INFO - Epoch [4][760/1345] lr: 1.000e-02, eta: 11:29:19, time: 0.647, data_time: 0.008, memory: 7067, top1_acc: 0.2125, top5_acc: 0.4523, loss_cls: 3.5176, loss: 3.5176, grad_norm: 5.0404 2021-03-23 16:28:16,281 - mmaction - INFO - Epoch [4][780/1345] lr: 1.000e-02, eta: 11:29:08, time: 0.671, data_time: 0.007, memory: 7067, top1_acc: 0.2125, top5_acc: 0.4625, loss_cls: 3.5515, loss: 3.5515, grad_norm: 5.1593 2021-03-23 16:28:29,565 - mmaction - INFO - Epoch [4][800/1345] lr: 1.000e-02, eta: 11:28:55, time: 0.663, data_time: 0.002, memory: 7067, top1_acc: 0.2180, top5_acc: 0.4633, loss_cls: 3.5115, loss: 3.5115, grad_norm: 5.2396 2021-03-23 16:28:42,810 - mmaction - INFO - Epoch [4][820/1345] lr: 1.000e-02, eta: 11:28:41, time: 0.659, data_time: 0.002, memory: 7067, top1_acc: 0.2156, top5_acc: 0.4359, loss_cls: 3.6440, loss: 3.6440, grad_norm: 5.2094 2021-03-23 16:28:55,910 - mmaction - INFO - Epoch [4][840/1345] lr: 1.000e-02, eta: 11:28:26, time: 0.659, data_time: 0.005, memory: 7067, top1_acc: 0.2016, top5_acc: 0.4484, loss_cls: 3.5877, loss: 3.5877, grad_norm: 4.9940 2021-03-23 16:29:09,303 - mmaction - INFO - Epoch [4][860/1345] lr: 1.000e-02, eta: 11:28:14, time: 0.664, data_time: 0.004, memory: 7067, top1_acc: 0.2062, top5_acc: 0.4359, loss_cls: 3.6259, loss: 3.6259, grad_norm: 5.0495 2021-03-23 16:29:22,573 - mmaction - INFO - Epoch [4][880/1345] lr: 1.000e-02, eta: 11:28:01, time: 0.665, data_time: 0.009, memory: 7067, top1_acc: 0.2305, top5_acc: 0.4836, loss_cls: 3.4956, loss: 3.4956, grad_norm: 4.9625 2021-03-23 16:29:35,292 - mmaction - INFO - Epoch [4][900/1345] lr: 1.000e-02, eta: 11:27:42, time: 0.641, data_time: 0.008, memory: 7067, top1_acc: 0.2109, top5_acc: 0.4562, loss_cls: 3.5673, loss: 3.5673, grad_norm: 4.8790 2021-03-23 16:29:48,151 - mmaction - INFO - Epoch [4][920/1345] lr: 1.000e-02, eta: 11:27:24, time: 0.642, data_time: 0.000, memory: 7067, top1_acc: 0.2242, top5_acc: 0.4680, loss_cls: 3.4779, loss: 3.4779, grad_norm: 5.1471 2021-03-23 16:30:01,813 - mmaction - INFO - Epoch [4][940/1345] lr: 1.000e-02, eta: 11:27:16, time: 0.684, data_time: 0.004, memory: 7067, top1_acc: 0.2250, top5_acc: 0.4766, loss_cls: 3.4713, loss: 3.4713, grad_norm: 5.0120 2021-03-23 16:30:14,744 - mmaction - INFO - Epoch [4][960/1345] lr: 1.000e-02, eta: 11:26:59, time: 0.646, data_time: 0.000, memory: 7067, top1_acc: 0.2008, top5_acc: 0.4719, loss_cls: 3.5061, loss: 3.5061, grad_norm: 5.1229 2021-03-23 16:30:27,864 - mmaction - INFO - Epoch [4][980/1345] lr: 1.000e-02, eta: 11:26:44, time: 0.656, data_time: 0.002, memory: 7067, top1_acc: 0.2422, top5_acc: 0.4836, loss_cls: 3.4268, loss: 3.4268, grad_norm: 5.0620 2021-03-23 16:30:41,025 - mmaction - INFO - Epoch [4][1000/1345] lr: 1.000e-02, eta: 11:26:30, time: 0.659, data_time: 0.003, memory: 7067, top1_acc: 0.2086, top5_acc: 0.4547, loss_cls: 3.5489, loss: 3.5489, grad_norm: 5.0388 2021-03-23 16:30:55,025 - mmaction - INFO - Epoch [4][1020/1345] lr: 1.000e-02, eta: 11:26:26, time: 0.700, data_time: 0.001, memory: 7067, top1_acc: 0.2297, top5_acc: 0.4578, loss_cls: 3.5013, loss: 3.5013, grad_norm: 5.1584 2021-03-23 16:31:08,498 - mmaction - INFO - Epoch [4][1040/1345] lr: 1.000e-02, eta: 11:26:15, time: 0.672, data_time: 0.002, memory: 7067, top1_acc: 0.2211, top5_acc: 0.4656, loss_cls: 3.5023, loss: 3.5023, grad_norm: 5.0393 2021-03-23 16:31:21,334 - mmaction - INFO - Epoch [4][1060/1345] lr: 1.000e-02, eta: 11:25:58, time: 0.643, data_time: 0.004, memory: 7067, top1_acc: 0.2305, top5_acc: 0.4898, loss_cls: 3.4141, loss: 3.4141, grad_norm: 5.1693 2021-03-23 16:31:34,393 - mmaction - INFO - Epoch [4][1080/1345] lr: 1.000e-02, eta: 11:25:42, time: 0.652, data_time: 0.001, memory: 7067, top1_acc: 0.1992, top5_acc: 0.4523, loss_cls: 3.5780, loss: 3.5780, grad_norm: 5.2084 2021-03-23 16:31:47,833 - mmaction - INFO - Epoch [4][1100/1345] lr: 1.000e-02, eta: 11:25:31, time: 0.672, data_time: 0.005, memory: 7067, top1_acc: 0.2227, top5_acc: 0.4547, loss_cls: 3.5164, loss: 3.5164, grad_norm: 4.9020 2021-03-23 16:32:00,581 - mmaction - INFO - Epoch [4][1120/1345] lr: 1.000e-02, eta: 11:25:12, time: 0.638, data_time: 0.002, memory: 7067, top1_acc: 0.2250, top5_acc: 0.4898, loss_cls: 3.4562, loss: 3.4562, grad_norm: 5.2841 2021-03-23 16:32:14,157 - mmaction - INFO - Epoch [4][1140/1345] lr: 1.000e-02, eta: 11:25:03, time: 0.678, data_time: 0.001, memory: 7067, top1_acc: 0.2078, top5_acc: 0.4648, loss_cls: 3.5049, loss: 3.5049, grad_norm: 5.0215 2021-03-23 16:32:27,640 - mmaction - INFO - Epoch [4][1160/1345] lr: 1.000e-02, eta: 11:24:52, time: 0.675, data_time: 0.007, memory: 7067, top1_acc: 0.2273, top5_acc: 0.4805, loss_cls: 3.4577, loss: 3.4577, grad_norm: 5.1874 2021-03-23 16:32:40,723 - mmaction - INFO - Epoch [4][1180/1345] lr: 1.000e-02, eta: 11:24:35, time: 0.646, data_time: 0.000, memory: 7067, top1_acc: 0.2211, top5_acc: 0.4633, loss_cls: 3.4932, loss: 3.4932, grad_norm: 5.1035 2021-03-23 16:32:53,913 - mmaction - INFO - Epoch [4][1200/1345] lr: 1.000e-02, eta: 11:24:20, time: 0.652, data_time: 0.008, memory: 7067, top1_acc: 0.2328, top5_acc: 0.4766, loss_cls: 3.4678, loss: 3.4678, grad_norm: 5.1428 2021-03-23 16:33:07,311 - mmaction - INFO - Epoch [4][1220/1345] lr: 1.000e-02, eta: 11:24:12, time: 0.684, data_time: 0.016, memory: 7067, top1_acc: 0.2398, top5_acc: 0.4820, loss_cls: 3.4135, loss: 3.4135, grad_norm: 5.2875 2021-03-23 16:33:20,105 - mmaction - INFO - Epoch [4][1240/1345] lr: 1.000e-02, eta: 11:23:53, time: 0.639, data_time: 0.001, memory: 7067, top1_acc: 0.2227, top5_acc: 0.4578, loss_cls: 3.4929, loss: 3.4929, grad_norm: 5.0486 2021-03-23 16:33:33,684 - mmaction - INFO - Epoch [4][1260/1345] lr: 1.000e-02, eta: 11:23:43, time: 0.676, data_time: 0.003, memory: 7067, top1_acc: 0.2289, top5_acc: 0.4938, loss_cls: 3.4097, loss: 3.4097, grad_norm: 5.0948 2021-03-23 16:33:46,931 - mmaction - INFO - Epoch [4][1280/1345] lr: 1.000e-02, eta: 11:23:31, time: 0.665, data_time: 0.010, memory: 7067, top1_acc: 0.2016, top5_acc: 0.4617, loss_cls: 3.5247, loss: 3.5247, grad_norm: 5.1406 2021-03-23 16:34:00,039 - mmaction - INFO - Epoch [4][1300/1345] lr: 1.000e-02, eta: 11:23:16, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.2461, top5_acc: 0.4922, loss_cls: 3.4280, loss: 3.4280, grad_norm: 5.1681 2021-03-23 16:34:13,432 - mmaction - INFO - Epoch [4][1320/1345] lr: 1.000e-02, eta: 11:23:02, time: 0.658, data_time: 0.006, memory: 7067, top1_acc: 0.2289, top5_acc: 0.4820, loss_cls: 3.4345, loss: 3.4345, grad_norm: 5.2151 2021-03-23 16:34:24,950 - mmaction - INFO - Epoch [4][1340/1345] lr: 1.000e-02, eta: 11:22:31, time: 0.589, data_time: 0.015, memory: 7067, top1_acc: 0.2437, top5_acc: 0.4836, loss_cls: 3.3867, loss: 3.3867, grad_norm: 5.0819 2021-03-23 16:34:27,353 - mmaction - INFO - Saving checkpoint at 4 epochs 2021-03-23 16:35:54,486 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-23 16:35:54,676 - mmaction - INFO - top1_acc 0.2080 top5_acc 0.4729 2021-03-23 16:35:54,677 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-23 16:35:54,688 - mmaction - INFO - mean_acc 0.1835 2021-03-23 16:35:55,079 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_4.pth. 2021-03-23 16:35:55,079 - mmaction - INFO - Best top1_acc is 0.2080 at 4 epoch. 2021-03-23 16:35:55,091 - mmaction - INFO - Epoch(val) [4][1345] top1_acc: 0.2080, top5_acc: 0.4729, mean_class_accuracy: 0.1835 2021-03-23 16:36:25,561 - mmaction - INFO - Epoch [5][20/1345] lr: 1.000e-02, eta: 11:24:54, time: 1.523, data_time: 0.814, memory: 7067, top1_acc: 0.2219, top5_acc: 0.4719, loss_cls: 3.4539, loss: 3.4539, grad_norm: 5.0806 2021-03-23 16:36:38,970 - mmaction - INFO - Epoch [5][40/1345] lr: 1.000e-02, eta: 11:24:42, time: 0.671, data_time: 0.001, memory: 7067, top1_acc: 0.2281, top5_acc: 0.4828, loss_cls: 3.4312, loss: 3.4312, grad_norm: 5.1438 2021-03-23 16:36:51,971 - mmaction - INFO - Epoch [5][60/1345] lr: 1.000e-02, eta: 11:24:25, time: 0.647, data_time: 0.006, memory: 7067, top1_acc: 0.2344, top5_acc: 0.4844, loss_cls: 3.4420, loss: 3.4420, grad_norm: 5.3859 2021-03-23 16:37:05,149 - mmaction - INFO - Epoch [5][80/1345] lr: 1.000e-02, eta: 11:24:11, time: 0.660, data_time: 0.004, memory: 7067, top1_acc: 0.2539, top5_acc: 0.5023, loss_cls: 3.3448, loss: 3.3448, grad_norm: 5.1527 2021-03-23 16:37:18,225 - mmaction - INFO - Epoch [5][100/1345] lr: 1.000e-02, eta: 11:23:55, time: 0.654, data_time: 0.005, memory: 7067, top1_acc: 0.2484, top5_acc: 0.5016, loss_cls: 3.4001, loss: 3.4001, grad_norm: 5.2868 2021-03-23 16:37:31,297 - mmaction - INFO - Epoch [5][120/1345] lr: 1.000e-02, eta: 11:23:40, time: 0.654, data_time: 0.006, memory: 7067, top1_acc: 0.2477, top5_acc: 0.4984, loss_cls: 3.3061, loss: 3.3061, grad_norm: 5.1709 2021-03-23 16:37:44,567 - mmaction - INFO - Epoch [5][140/1345] lr: 1.000e-02, eta: 11:23:26, time: 0.664, data_time: 0.004, memory: 7067, top1_acc: 0.2188, top5_acc: 0.4945, loss_cls: 3.4005, loss: 3.4005, grad_norm: 4.9800 2021-03-23 16:37:57,539 - mmaction - INFO - Epoch [5][160/1345] lr: 1.000e-02, eta: 11:23:08, time: 0.644, data_time: 0.003, memory: 7067, top1_acc: 0.2172, top5_acc: 0.4656, loss_cls: 3.5215, loss: 3.5215, grad_norm: 5.0931 2021-03-23 16:38:10,755 - mmaction - INFO - Epoch [5][180/1345] lr: 1.000e-02, eta: 11:22:55, time: 0.662, data_time: 0.016, memory: 7067, top1_acc: 0.2406, top5_acc: 0.5094, loss_cls: 3.3867, loss: 3.3867, grad_norm: 5.4078 2021-03-23 16:38:23,783 - mmaction - INFO - Epoch [5][200/1345] lr: 1.000e-02, eta: 11:22:39, time: 0.653, data_time: 0.010, memory: 7067, top1_acc: 0.2555, top5_acc: 0.5023, loss_cls: 3.2955, loss: 3.2955, grad_norm: 5.1823 2021-03-23 16:38:36,891 - mmaction - INFO - Epoch [5][220/1345] lr: 1.000e-02, eta: 11:22:24, time: 0.658, data_time: 0.004, memory: 7067, top1_acc: 0.2336, top5_acc: 0.4852, loss_cls: 3.4446, loss: 3.4446, grad_norm: 5.1805 2021-03-23 16:38:50,379 - mmaction - INFO - Epoch [5][240/1345] lr: 1.000e-02, eta: 11:22:13, time: 0.673, data_time: 0.007, memory: 7067, top1_acc: 0.2375, top5_acc: 0.4992, loss_cls: 3.3888, loss: 3.3888, grad_norm: 5.2813 2021-03-23 16:39:03,823 - mmaction - INFO - Epoch [5][260/1345] lr: 1.000e-02, eta: 11:22:02, time: 0.673, data_time: 0.002, memory: 7067, top1_acc: 0.2445, top5_acc: 0.5062, loss_cls: 3.3787, loss: 3.3787, grad_norm: 5.1134 2021-03-23 16:39:17,340 - mmaction - INFO - Epoch [5][280/1345] lr: 1.000e-02, eta: 11:21:51, time: 0.675, data_time: 0.002, memory: 7067, top1_acc: 0.2313, top5_acc: 0.4859, loss_cls: 3.3982, loss: 3.3982, grad_norm: 5.2941 2021-03-23 16:39:31,192 - mmaction - INFO - Epoch [5][300/1345] lr: 1.000e-02, eta: 11:21:44, time: 0.693, data_time: 0.009, memory: 7067, top1_acc: 0.2422, top5_acc: 0.4969, loss_cls: 3.4028, loss: 3.4028, grad_norm: 5.1331 2021-03-23 16:39:44,605 - mmaction - INFO - Epoch [5][320/1345] lr: 1.000e-02, eta: 11:21:31, time: 0.670, data_time: 0.002, memory: 7067, top1_acc: 0.2359, top5_acc: 0.4922, loss_cls: 3.3691, loss: 3.3691, grad_norm: 5.2459 2021-03-23 16:39:58,150 - mmaction - INFO - Epoch [5][340/1345] lr: 1.000e-02, eta: 11:21:21, time: 0.677, data_time: 0.003, memory: 7067, top1_acc: 0.2516, top5_acc: 0.5008, loss_cls: 3.3750, loss: 3.3750, grad_norm: 5.2658 2021-03-23 16:40:11,581 - mmaction - INFO - Epoch [5][360/1345] lr: 1.000e-02, eta: 11:21:07, time: 0.664, data_time: 0.006, memory: 7067, top1_acc: 0.2172, top5_acc: 0.4656, loss_cls: 3.4772, loss: 3.4772, grad_norm: 5.4037 2021-03-23 16:40:25,046 - mmaction - INFO - Epoch [5][380/1345] lr: 1.000e-02, eta: 11:20:57, time: 0.677, data_time: 0.011, memory: 7067, top1_acc: 0.2508, top5_acc: 0.5008, loss_cls: 3.3889, loss: 3.3889, grad_norm: 5.2179 2021-03-23 16:40:38,160 - mmaction - INFO - Epoch [5][400/1345] lr: 1.000e-02, eta: 11:20:41, time: 0.653, data_time: 0.007, memory: 7067, top1_acc: 0.2359, top5_acc: 0.4969, loss_cls: 3.3775, loss: 3.3775, grad_norm: 5.0134 2021-03-23 16:40:51,460 - mmaction - INFO - Epoch [5][420/1345] lr: 1.000e-02, eta: 11:20:29, time: 0.669, data_time: 0.012, memory: 7067, top1_acc: 0.2359, top5_acc: 0.5117, loss_cls: 3.3489, loss: 3.3489, grad_norm: 5.4065 2021-03-23 16:41:04,793 - mmaction - INFO - Epoch [5][440/1345] lr: 1.000e-02, eta: 11:20:17, time: 0.672, data_time: 0.006, memory: 7067, top1_acc: 0.2281, top5_acc: 0.4852, loss_cls: 3.3989, loss: 3.3989, grad_norm: 5.1123 2021-03-23 16:41:18,365 - mmaction - INFO - Epoch [5][460/1345] lr: 1.000e-02, eta: 11:20:07, time: 0.678, data_time: 0.001, memory: 7067, top1_acc: 0.2469, top5_acc: 0.5000, loss_cls: 3.3534, loss: 3.3534, grad_norm: 5.1399 2021-03-23 16:41:31,756 - mmaction - INFO - Epoch [5][480/1345] lr: 1.000e-02, eta: 11:19:54, time: 0.669, data_time: 0.001, memory: 7067, top1_acc: 0.2492, top5_acc: 0.4844, loss_cls: 3.3796, loss: 3.3796, grad_norm: 5.3573 2021-03-23 16:41:44,389 - mmaction - INFO - Epoch [5][500/1345] lr: 1.000e-02, eta: 11:19:34, time: 0.630, data_time: 0.002, memory: 7067, top1_acc: 0.2266, top5_acc: 0.4945, loss_cls: 3.3894, loss: 3.3894, grad_norm: 5.3714 2021-03-23 16:41:57,618 - mmaction - INFO - Epoch [5][520/1345] lr: 1.000e-02, eta: 11:19:20, time: 0.663, data_time: 0.004, memory: 7067, top1_acc: 0.2281, top5_acc: 0.5062, loss_cls: 3.4009, loss: 3.4009, grad_norm: 5.2799 2021-03-23 16:42:10,981 - mmaction - INFO - Epoch [5][540/1345] lr: 1.000e-02, eta: 11:19:08, time: 0.668, data_time: 0.004, memory: 7067, top1_acc: 0.2375, top5_acc: 0.4930, loss_cls: 3.3938, loss: 3.3938, grad_norm: 5.4049 2021-03-23 16:42:24,184 - mmaction - INFO - Epoch [5][560/1345] lr: 1.000e-02, eta: 11:18:54, time: 0.661, data_time: 0.002, memory: 7067, top1_acc: 0.2383, top5_acc: 0.5039, loss_cls: 3.3816, loss: 3.3816, grad_norm: 5.2578 2021-03-23 16:42:37,248 - mmaction - INFO - Epoch [5][580/1345] lr: 1.000e-02, eta: 11:18:38, time: 0.653, data_time: 0.003, memory: 7067, top1_acc: 0.2484, top5_acc: 0.4836, loss_cls: 3.3657, loss: 3.3657, grad_norm: 5.2707 2021-03-23 16:42:50,859 - mmaction - INFO - Epoch [5][600/1345] lr: 1.000e-02, eta: 11:18:27, time: 0.675, data_time: 0.002, memory: 7067, top1_acc: 0.2703, top5_acc: 0.5227, loss_cls: 3.2434, loss: 3.2434, grad_norm: 5.0726 2021-03-23 16:43:03,969 - mmaction - INFO - Epoch [5][620/1345] lr: 1.000e-02, eta: 11:18:13, time: 0.659, data_time: 0.006, memory: 7067, top1_acc: 0.2477, top5_acc: 0.4977, loss_cls: 3.4072, loss: 3.4072, grad_norm: 5.4142 2021-03-23 16:43:17,227 - mmaction - INFO - Epoch [5][640/1345] lr: 1.000e-02, eta: 11:17:59, time: 0.665, data_time: 0.003, memory: 7067, top1_acc: 0.2547, top5_acc: 0.5023, loss_cls: 3.3557, loss: 3.3557, grad_norm: 5.2823 2021-03-23 16:43:30,716 - mmaction - INFO - Epoch [5][660/1345] lr: 1.000e-02, eta: 11:17:48, time: 0.673, data_time: 0.004, memory: 7067, top1_acc: 0.2500, top5_acc: 0.5117, loss_cls: 3.2792, loss: 3.2792, grad_norm: 5.0711 2021-03-23 16:43:44,381 - mmaction - INFO - Epoch [5][680/1345] lr: 1.000e-02, eta: 11:17:38, time: 0.680, data_time: 0.005, memory: 7067, top1_acc: 0.2516, top5_acc: 0.5094, loss_cls: 3.3187, loss: 3.3187, grad_norm: 5.3075 2021-03-23 16:43:58,059 - mmaction - INFO - Epoch [5][700/1345] lr: 1.000e-02, eta: 11:17:29, time: 0.684, data_time: 0.005, memory: 7067, top1_acc: 0.2453, top5_acc: 0.5031, loss_cls: 3.3669, loss: 3.3669, grad_norm: 5.3001 2021-03-23 16:44:12,007 - mmaction - INFO - Epoch [5][720/1345] lr: 1.000e-02, eta: 11:17:22, time: 0.697, data_time: 0.005, memory: 7067, top1_acc: 0.2398, top5_acc: 0.4984, loss_cls: 3.3208, loss: 3.3208, grad_norm: 5.2827 2021-03-23 16:44:24,897 - mmaction - INFO - Epoch [5][740/1345] lr: 1.000e-02, eta: 11:17:05, time: 0.649, data_time: 0.006, memory: 7067, top1_acc: 0.2562, top5_acc: 0.5258, loss_cls: 3.2644, loss: 3.2644, grad_norm: 5.4775 2021-03-23 16:44:37,770 - mmaction - INFO - Epoch [5][760/1345] lr: 1.000e-02, eta: 11:16:48, time: 0.642, data_time: 0.000, memory: 7067, top1_acc: 0.2320, top5_acc: 0.4898, loss_cls: 3.3783, loss: 3.3783, grad_norm: 5.3716 2021-03-23 16:44:51,026 - mmaction - INFO - Epoch [5][780/1345] lr: 1.000e-02, eta: 11:16:34, time: 0.663, data_time: 0.002, memory: 7067, top1_acc: 0.2562, top5_acc: 0.5312, loss_cls: 3.2670, loss: 3.2670, grad_norm: 5.5077 2021-03-23 16:45:04,015 - mmaction - INFO - Epoch [5][800/1345] lr: 1.000e-02, eta: 11:16:17, time: 0.649, data_time: 0.003, memory: 7067, top1_acc: 0.2352, top5_acc: 0.5172, loss_cls: 3.3068, loss: 3.3068, grad_norm: 5.2244 2021-03-23 16:45:17,305 - mmaction - INFO - Epoch [5][820/1345] lr: 1.000e-02, eta: 11:16:03, time: 0.657, data_time: 0.004, memory: 7067, top1_acc: 0.2664, top5_acc: 0.5172, loss_cls: 3.2779, loss: 3.2779, grad_norm: 5.2097 2021-03-23 16:45:30,362 - mmaction - INFO - Epoch [5][840/1345] lr: 1.000e-02, eta: 11:15:48, time: 0.656, data_time: 0.011, memory: 7067, top1_acc: 0.2633, top5_acc: 0.5219, loss_cls: 3.3152, loss: 3.3152, grad_norm: 5.2439 2021-03-23 16:45:44,054 - mmaction - INFO - Epoch [5][860/1345] lr: 1.000e-02, eta: 11:15:39, time: 0.690, data_time: 0.008, memory: 7067, top1_acc: 0.2445, top5_acc: 0.4914, loss_cls: 3.3895, loss: 3.3895, grad_norm: 5.1922 2021-03-23 16:45:57,172 - mmaction - INFO - Epoch [5][880/1345] lr: 1.000e-02, eta: 11:15:24, time: 0.656, data_time: 0.003, memory: 7067, top1_acc: 0.2687, top5_acc: 0.5289, loss_cls: 3.2188, loss: 3.2188, grad_norm: 5.5020 2021-03-23 16:46:10,675 - mmaction - INFO - Epoch [5][900/1345] lr: 1.000e-02, eta: 11:15:13, time: 0.676, data_time: 0.003, memory: 7067, top1_acc: 0.2414, top5_acc: 0.5070, loss_cls: 3.3622, loss: 3.3622, grad_norm: 5.0592 2021-03-23 16:46:23,711 - mmaction - INFO - Epoch [5][920/1345] lr: 1.000e-02, eta: 11:14:58, time: 0.651, data_time: 0.002, memory: 7067, top1_acc: 0.2352, top5_acc: 0.5047, loss_cls: 3.3746, loss: 3.3746, grad_norm: 5.3629 2021-03-23 16:46:37,093 - mmaction - INFO - Epoch [5][940/1345] lr: 1.000e-02, eta: 11:14:45, time: 0.671, data_time: 0.008, memory: 7067, top1_acc: 0.2539, top5_acc: 0.5211, loss_cls: 3.2596, loss: 3.2596, grad_norm: 5.2101 2021-03-23 16:46:50,337 - mmaction - INFO - Epoch [5][960/1345] lr: 1.000e-02, eta: 11:14:31, time: 0.660, data_time: 0.001, memory: 7067, top1_acc: 0.2523, top5_acc: 0.4953, loss_cls: 3.3078, loss: 3.3078, grad_norm: 5.3743 2021-03-23 16:47:03,346 - mmaction - INFO - Epoch [5][980/1345] lr: 1.000e-02, eta: 11:14:16, time: 0.652, data_time: 0.003, memory: 7067, top1_acc: 0.2562, top5_acc: 0.5211, loss_cls: 3.3386, loss: 3.3386, grad_norm: 5.0932 2021-03-23 16:47:16,320 - mmaction - INFO - Epoch [5][1000/1345] lr: 1.000e-02, eta: 11:13:59, time: 0.647, data_time: 0.003, memory: 7067, top1_acc: 0.2664, top5_acc: 0.5195, loss_cls: 3.2778, loss: 3.2778, grad_norm: 5.5508 2021-03-23 16:47:29,587 - mmaction - INFO - Epoch [5][1020/1345] lr: 1.000e-02, eta: 11:13:46, time: 0.666, data_time: 0.003, memory: 7067, top1_acc: 0.2398, top5_acc: 0.5133, loss_cls: 3.3121, loss: 3.3121, grad_norm: 5.5269 2021-03-23 16:47:42,972 - mmaction - INFO - Epoch [5][1040/1345] lr: 1.000e-02, eta: 11:13:32, time: 0.663, data_time: 0.001, memory: 7067, top1_acc: 0.2391, top5_acc: 0.5469, loss_cls: 3.2114, loss: 3.2114, grad_norm: 5.3790 2021-03-23 16:47:56,557 - mmaction - INFO - Epoch [5][1060/1345] lr: 1.000e-02, eta: 11:13:23, time: 0.684, data_time: 0.007, memory: 7067, top1_acc: 0.2539, top5_acc: 0.5109, loss_cls: 3.3392, loss: 3.3392, grad_norm: 5.3651 2021-03-23 16:48:09,325 - mmaction - INFO - Epoch [5][1080/1345] lr: 1.000e-02, eta: 11:13:05, time: 0.640, data_time: 0.003, memory: 7067, top1_acc: 0.2352, top5_acc: 0.4992, loss_cls: 3.3299, loss: 3.3299, grad_norm: 5.5453 2021-03-23 16:48:22,402 - mmaction - INFO - Epoch [5][1100/1345] lr: 1.000e-02, eta: 11:12:49, time: 0.650, data_time: 0.004, memory: 7067, top1_acc: 0.2523, top5_acc: 0.5234, loss_cls: 3.2929, loss: 3.2929, grad_norm: 5.4265 2021-03-23 16:48:35,330 - mmaction - INFO - Epoch [5][1120/1345] lr: 1.000e-02, eta: 11:12:33, time: 0.650, data_time: 0.004, memory: 7067, top1_acc: 0.2539, top5_acc: 0.5094, loss_cls: 3.2699, loss: 3.2699, grad_norm: 5.1068 2021-03-23 16:48:48,368 - mmaction - INFO - Epoch [5][1140/1345] lr: 1.000e-02, eta: 11:12:17, time: 0.650, data_time: 0.006, memory: 7067, top1_acc: 0.2313, top5_acc: 0.5086, loss_cls: 3.3423, loss: 3.3423, grad_norm: 5.4672 2021-03-23 16:49:01,537 - mmaction - INFO - Epoch [5][1160/1345] lr: 1.000e-02, eta: 11:12:02, time: 0.658, data_time: 0.001, memory: 7067, top1_acc: 0.2500, top5_acc: 0.5086, loss_cls: 3.3531, loss: 3.3531, grad_norm: 5.1412 2021-03-23 16:49:14,737 - mmaction - INFO - Epoch [5][1180/1345] lr: 1.000e-02, eta: 11:11:48, time: 0.658, data_time: 0.003, memory: 7067, top1_acc: 0.2484, top5_acc: 0.4953, loss_cls: 3.3846, loss: 3.3846, grad_norm: 5.3540 2021-03-23 16:49:28,356 - mmaction - INFO - Epoch [5][1200/1345] lr: 1.000e-02, eta: 11:11:38, time: 0.679, data_time: 0.007, memory: 7067, top1_acc: 0.2453, top5_acc: 0.5047, loss_cls: 3.3286, loss: 3.3286, grad_norm: 5.3131 2021-03-23 16:49:41,678 - mmaction - INFO - Epoch [5][1220/1345] lr: 1.000e-02, eta: 11:11:25, time: 0.670, data_time: 0.010, memory: 7067, top1_acc: 0.2461, top5_acc: 0.5234, loss_cls: 3.3039, loss: 3.3039, grad_norm: 5.4357 2021-03-23 16:49:54,718 - mmaction - INFO - Epoch [5][1240/1345] lr: 1.000e-02, eta: 11:11:09, time: 0.650, data_time: 0.001, memory: 7067, top1_acc: 0.2508, top5_acc: 0.5164, loss_cls: 3.2735, loss: 3.2735, grad_norm: 5.2900 2021-03-23 16:50:07,687 - mmaction - INFO - Epoch [5][1260/1345] lr: 1.000e-02, eta: 11:10:53, time: 0.646, data_time: 0.003, memory: 7067, top1_acc: 0.2492, top5_acc: 0.5273, loss_cls: 3.2563, loss: 3.2563, grad_norm: 5.2698 2021-03-23 16:50:20,900 - mmaction - INFO - Epoch [5][1280/1345] lr: 1.000e-02, eta: 11:10:40, time: 0.666, data_time: 0.006, memory: 7067, top1_acc: 0.2617, top5_acc: 0.5328, loss_cls: 3.1938, loss: 3.1938, grad_norm: 5.4332 2021-03-23 16:50:34,556 - mmaction - INFO - Epoch [5][1300/1345] lr: 1.000e-02, eta: 11:10:28, time: 0.675, data_time: 0.000, memory: 7067, top1_acc: 0.2445, top5_acc: 0.5016, loss_cls: 3.3162, loss: 3.3162, grad_norm: 5.3704 2021-03-23 16:50:48,221 - mmaction - INFO - Epoch [5][1320/1345] lr: 1.000e-02, eta: 11:10:19, time: 0.685, data_time: 0.009, memory: 7067, top1_acc: 0.2258, top5_acc: 0.4938, loss_cls: 3.3649, loss: 3.3649, grad_norm: 5.1807 2021-03-23 16:51:00,411 - mmaction - INFO - Epoch [5][1340/1345] lr: 1.000e-02, eta: 11:09:57, time: 0.616, data_time: 0.007, memory: 7067, top1_acc: 0.2836, top5_acc: 0.5445, loss_cls: 3.1635, loss: 3.1635, grad_norm: 5.4061 2021-03-23 16:51:02,914 - mmaction - INFO - Saving checkpoint at 5 epochs 2021-03-23 16:51:33,688 - mmaction - INFO - Epoch [6][20/1345] lr: 1.000e-02, eta: 11:11:43, time: 1.513, data_time: 0.820, memory: 7067, top1_acc: 0.2570, top5_acc: 0.5180, loss_cls: 3.2690, loss: 3.2690, grad_norm: 5.7937 2021-03-23 16:51:46,976 - mmaction - INFO - Epoch [6][40/1345] lr: 1.000e-02, eta: 11:11:29, time: 0.664, data_time: 0.003, memory: 7067, top1_acc: 0.2641, top5_acc: 0.5156, loss_cls: 3.1983, loss: 3.1983, grad_norm: 5.4595 2021-03-23 16:52:00,692 - mmaction - INFO - Epoch [6][60/1345] lr: 1.000e-02, eta: 11:11:20, time: 0.688, data_time: 0.003, memory: 7067, top1_acc: 0.2555, top5_acc: 0.5000, loss_cls: 3.3432, loss: 3.3432, grad_norm: 5.2522 2021-03-23 16:52:14,457 - mmaction - INFO - Epoch [6][80/1345] lr: 1.000e-02, eta: 11:11:10, time: 0.688, data_time: 0.001, memory: 7067, top1_acc: 0.2805, top5_acc: 0.5375, loss_cls: 3.1615, loss: 3.1615, grad_norm: 5.4702 2021-03-23 16:52:27,774 - mmaction - INFO - Epoch [6][100/1345] lr: 1.000e-02, eta: 11:10:55, time: 0.655, data_time: 0.001, memory: 7067, top1_acc: 0.2492, top5_acc: 0.5000, loss_cls: 3.3393, loss: 3.3393, grad_norm: 5.3881 2021-03-23 16:52:40,870 - mmaction - INFO - Epoch [6][120/1345] lr: 1.000e-02, eta: 11:10:42, time: 0.666, data_time: 0.012, memory: 7067, top1_acc: 0.2648, top5_acc: 0.5148, loss_cls: 3.2278, loss: 3.2278, grad_norm: 5.5962 2021-03-23 16:52:54,147 - mmaction - INFO - Epoch [6][140/1345] lr: 1.000e-02, eta: 11:10:27, time: 0.661, data_time: 0.001, memory: 7067, top1_acc: 0.2625, top5_acc: 0.5352, loss_cls: 3.2032, loss: 3.2032, grad_norm: 5.6063 2021-03-23 16:53:07,466 - mmaction - INFO - Epoch [6][160/1345] lr: 1.000e-02, eta: 11:10:14, time: 0.667, data_time: 0.003, memory: 7067, top1_acc: 0.2523, top5_acc: 0.5117, loss_cls: 3.2856, loss: 3.2856, grad_norm: 5.4622 2021-03-23 16:53:20,401 - mmaction - INFO - Epoch [6][180/1345] lr: 1.000e-02, eta: 11:09:57, time: 0.647, data_time: 0.002, memory: 7067, top1_acc: 0.2664, top5_acc: 0.5305, loss_cls: 3.2062, loss: 3.2062, grad_norm: 5.4095 2021-03-23 16:53:33,679 - mmaction - INFO - Epoch [6][200/1345] lr: 1.000e-02, eta: 11:09:44, time: 0.666, data_time: 0.003, memory: 7067, top1_acc: 0.2664, top5_acc: 0.5344, loss_cls: 3.2104, loss: 3.2104, grad_norm: 5.2752 2021-03-23 16:53:47,011 - mmaction - INFO - Epoch [6][220/1345] lr: 1.000e-02, eta: 11:09:31, time: 0.665, data_time: 0.001, memory: 7067, top1_acc: 0.2516, top5_acc: 0.5305, loss_cls: 3.2063, loss: 3.2063, grad_norm: 5.4605 2021-03-23 16:54:00,511 - mmaction - INFO - Epoch [6][240/1345] lr: 1.000e-02, eta: 11:09:19, time: 0.676, data_time: 0.004, memory: 7067, top1_acc: 0.2477, top5_acc: 0.5109, loss_cls: 3.2588, loss: 3.2588, grad_norm: 5.3491 2021-03-23 16:54:13,803 - mmaction - INFO - Epoch [6][260/1345] lr: 1.000e-02, eta: 11:09:05, time: 0.664, data_time: 0.001, memory: 7067, top1_acc: 0.2562, top5_acc: 0.5195, loss_cls: 3.2245, loss: 3.2245, grad_norm: 5.3379 2021-03-23 16:54:27,259 - mmaction - INFO - Epoch [6][280/1345] lr: 1.000e-02, eta: 11:08:53, time: 0.672, data_time: 0.003, memory: 7067, top1_acc: 0.2750, top5_acc: 0.5383, loss_cls: 3.1750, loss: 3.1750, grad_norm: 5.1745 2021-03-23 16:54:40,438 - mmaction - INFO - Epoch [6][300/1345] lr: 1.000e-02, eta: 11:08:38, time: 0.660, data_time: 0.003, memory: 7067, top1_acc: 0.2820, top5_acc: 0.5500, loss_cls: 3.1882, loss: 3.1882, grad_norm: 5.5294 2021-03-23 16:54:53,207 - mmaction - INFO - Epoch [6][320/1345] lr: 1.000e-02, eta: 11:08:21, time: 0.639, data_time: 0.010, memory: 7067, top1_acc: 0.3008, top5_acc: 0.5445, loss_cls: 3.1724, loss: 3.1724, grad_norm: 5.3518 2021-03-23 16:55:06,476 - mmaction - INFO - Epoch [6][340/1345] lr: 1.000e-02, eta: 11:08:07, time: 0.663, data_time: 0.001, memory: 7067, top1_acc: 0.2594, top5_acc: 0.5305, loss_cls: 3.2224, loss: 3.2224, grad_norm: 5.2489 2021-03-23 16:55:19,164 - mmaction - INFO - Epoch [6][360/1345] lr: 1.000e-02, eta: 11:07:48, time: 0.634, data_time: 0.001, memory: 7067, top1_acc: 0.2406, top5_acc: 0.5273, loss_cls: 3.2910, loss: 3.2910, grad_norm: 5.7634 2021-03-23 16:55:32,558 - mmaction - INFO - Epoch [6][380/1345] lr: 1.000e-02, eta: 11:07:35, time: 0.670, data_time: 0.001, memory: 7067, top1_acc: 0.2547, top5_acc: 0.5211, loss_cls: 3.2994, loss: 3.2994, grad_norm: 5.2143 2021-03-23 16:55:45,924 - mmaction - INFO - Epoch [6][400/1345] lr: 1.000e-02, eta: 11:07:22, time: 0.665, data_time: 0.002, memory: 7067, top1_acc: 0.2555, top5_acc: 0.5242, loss_cls: 3.1991, loss: 3.1991, grad_norm: 5.3999 2021-03-23 16:55:58,936 - mmaction - INFO - Epoch [6][420/1345] lr: 1.000e-02, eta: 11:07:07, time: 0.653, data_time: 0.005, memory: 7067, top1_acc: 0.2375, top5_acc: 0.5039, loss_cls: 3.3143, loss: 3.3143, grad_norm: 5.2920 2021-03-23 16:56:12,359 - mmaction - INFO - Epoch [6][440/1345] lr: 1.000e-02, eta: 11:06:54, time: 0.671, data_time: 0.001, memory: 7067, top1_acc: 0.2828, top5_acc: 0.5547, loss_cls: 3.1676, loss: 3.1676, grad_norm: 5.4816 2021-03-23 16:56:25,977 - mmaction - INFO - Epoch [6][460/1345] lr: 1.000e-02, eta: 11:06:43, time: 0.679, data_time: 0.001, memory: 7067, top1_acc: 0.2734, top5_acc: 0.5391, loss_cls: 3.1652, loss: 3.1652, grad_norm: 5.3729 2021-03-23 16:56:39,061 - mmaction - INFO - Epoch [6][480/1345] lr: 1.000e-02, eta: 11:06:28, time: 0.654, data_time: 0.003, memory: 7067, top1_acc: 0.2664, top5_acc: 0.5125, loss_cls: 3.2366, loss: 3.2366, grad_norm: 5.3583 2021-03-23 16:56:52,207 - mmaction - INFO - Epoch [6][500/1345] lr: 1.000e-02, eta: 11:06:13, time: 0.655, data_time: 0.004, memory: 7067, top1_acc: 0.2859, top5_acc: 0.5500, loss_cls: 3.1353, loss: 3.1353, grad_norm: 5.4319 2021-03-23 16:57:05,613 - mmaction - INFO - Epoch [6][520/1345] lr: 1.000e-02, eta: 11:06:00, time: 0.669, data_time: 0.005, memory: 7067, top1_acc: 0.2656, top5_acc: 0.5375, loss_cls: 3.1873, loss: 3.1873, grad_norm: 5.3502 2021-03-23 16:57:18,570 - mmaction - INFO - Epoch [6][540/1345] lr: 1.000e-02, eta: 11:05:44, time: 0.651, data_time: 0.012, memory: 7067, top1_acc: 0.2711, top5_acc: 0.5344, loss_cls: 3.1559, loss: 3.1559, grad_norm: 5.3779 2021-03-23 16:57:31,941 - mmaction - INFO - Epoch [6][560/1345] lr: 1.000e-02, eta: 11:05:30, time: 0.662, data_time: 0.016, memory: 7067, top1_acc: 0.3023, top5_acc: 0.5586, loss_cls: 3.1142, loss: 3.1142, grad_norm: 5.5581 2021-03-23 16:57:45,150 - mmaction - INFO - Epoch [6][580/1345] lr: 1.000e-02, eta: 11:05:17, time: 0.668, data_time: 0.014, memory: 7067, top1_acc: 0.2617, top5_acc: 0.5508, loss_cls: 3.1506, loss: 3.1506, grad_norm: 5.4980 2021-03-23 16:57:58,042 - mmaction - INFO - Epoch [6][600/1345] lr: 1.000e-02, eta: 11:05:00, time: 0.645, data_time: 0.003, memory: 7067, top1_acc: 0.2875, top5_acc: 0.5539, loss_cls: 3.1480, loss: 3.1480, grad_norm: 5.3679 2021-03-23 16:58:11,078 - mmaction - INFO - Epoch [6][620/1345] lr: 1.000e-02, eta: 11:04:45, time: 0.651, data_time: 0.002, memory: 7067, top1_acc: 0.2648, top5_acc: 0.5281, loss_cls: 3.1682, loss: 3.1682, grad_norm: 5.3739 2021-03-23 16:58:24,157 - mmaction - INFO - Epoch [6][640/1345] lr: 1.000e-02, eta: 11:04:28, time: 0.646, data_time: 0.002, memory: 7067, top1_acc: 0.2734, top5_acc: 0.5398, loss_cls: 3.1684, loss: 3.1684, grad_norm: 5.4790 2021-03-23 16:58:37,695 - mmaction - INFO - Epoch [6][660/1345] lr: 1.000e-02, eta: 11:04:18, time: 0.685, data_time: 0.011, memory: 7067, top1_acc: 0.2820, top5_acc: 0.5453, loss_cls: 3.1657, loss: 3.1657, grad_norm: 5.4024 2021-03-23 16:58:50,850 - mmaction - INFO - Epoch [6][680/1345] lr: 1.000e-02, eta: 11:04:03, time: 0.657, data_time: 0.003, memory: 7067, top1_acc: 0.2773, top5_acc: 0.5703, loss_cls: 3.0987, loss: 3.0987, grad_norm: 5.5278 2021-03-23 16:59:04,296 - mmaction - INFO - Epoch [6][700/1345] lr: 1.000e-02, eta: 11:03:51, time: 0.674, data_time: 0.009, memory: 7067, top1_acc: 0.2680, top5_acc: 0.5469, loss_cls: 3.1964, loss: 3.1964, grad_norm: 5.3572 2021-03-23 16:59:17,240 - mmaction - INFO - Epoch [6][720/1345] lr: 1.000e-02, eta: 11:03:35, time: 0.646, data_time: 0.001, memory: 7067, top1_acc: 0.2742, top5_acc: 0.5570, loss_cls: 3.0704, loss: 3.0704, grad_norm: 5.4069 2021-03-23 16:59:30,812 - mmaction - INFO - Epoch [6][740/1345] lr: 1.000e-02, eta: 11:03:23, time: 0.675, data_time: 0.003, memory: 7067, top1_acc: 0.2805, top5_acc: 0.5211, loss_cls: 3.2531, loss: 3.2531, grad_norm: 5.4162 2021-03-23 16:59:43,515 - mmaction - INFO - Epoch [6][760/1345] lr: 1.000e-02, eta: 11:03:05, time: 0.637, data_time: 0.010, memory: 7067, top1_acc: 0.2836, top5_acc: 0.5508, loss_cls: 3.1292, loss: 3.1292, grad_norm: 5.4095 2021-03-23 16:59:56,939 - mmaction - INFO - Epoch [6][780/1345] lr: 1.000e-02, eta: 11:02:53, time: 0.673, data_time: 0.006, memory: 7067, top1_acc: 0.2797, top5_acc: 0.5555, loss_cls: 3.0874, loss: 3.0874, grad_norm: 5.4129 2021-03-23 17:00:10,553 - mmaction - INFO - Epoch [6][800/1345] lr: 1.000e-02, eta: 11:02:42, time: 0.678, data_time: 0.002, memory: 7067, top1_acc: 0.2883, top5_acc: 0.5617, loss_cls: 3.1129, loss: 3.1129, grad_norm: 5.4432 2021-03-23 17:00:23,657 - mmaction - INFO - Epoch [6][820/1345] lr: 1.000e-02, eta: 11:02:27, time: 0.657, data_time: 0.004, memory: 7067, top1_acc: 0.2781, top5_acc: 0.5563, loss_cls: 3.1112, loss: 3.1112, grad_norm: 5.6882 2021-03-23 17:00:36,369 - mmaction - INFO - Epoch [6][840/1345] lr: 1.000e-02, eta: 11:02:08, time: 0.632, data_time: 0.001, memory: 7067, top1_acc: 0.2602, top5_acc: 0.5359, loss_cls: 3.1730, loss: 3.1730, grad_norm: 5.6221 2021-03-23 17:00:50,517 - mmaction - INFO - Epoch [6][860/1345] lr: 1.000e-02, eta: 11:02:02, time: 0.709, data_time: 0.011, memory: 7067, top1_acc: 0.2602, top5_acc: 0.5195, loss_cls: 3.2017, loss: 3.2017, grad_norm: 5.5320 2021-03-23 17:01:04,046 - mmaction - INFO - Epoch [6][880/1345] lr: 1.000e-02, eta: 11:01:50, time: 0.676, data_time: 0.003, memory: 7067, top1_acc: 0.2664, top5_acc: 0.5289, loss_cls: 3.2394, loss: 3.2394, grad_norm: 5.3621 2021-03-23 17:01:17,252 - mmaction - INFO - Epoch [6][900/1345] lr: 1.000e-02, eta: 11:01:36, time: 0.663, data_time: 0.004, memory: 7067, top1_acc: 0.3023, top5_acc: 0.5687, loss_cls: 3.0742, loss: 3.0742, grad_norm: 5.6049 2021-03-23 17:01:30,083 - mmaction - INFO - Epoch [6][920/1345] lr: 1.000e-02, eta: 11:01:19, time: 0.643, data_time: 0.002, memory: 7067, top1_acc: 0.2922, top5_acc: 0.5602, loss_cls: 3.0854, loss: 3.0854, grad_norm: 5.3482 2021-03-23 17:01:42,899 - mmaction - INFO - Epoch [6][940/1345] lr: 1.000e-02, eta: 11:01:02, time: 0.640, data_time: 0.001, memory: 7067, top1_acc: 0.2961, top5_acc: 0.5492, loss_cls: 3.1383, loss: 3.1383, grad_norm: 5.4859 2021-03-23 17:01:55,809 - mmaction - INFO - Epoch [6][960/1345] lr: 1.000e-02, eta: 11:00:46, time: 0.645, data_time: 0.007, memory: 7067, top1_acc: 0.2781, top5_acc: 0.5406, loss_cls: 3.1696, loss: 3.1696, grad_norm: 5.3501 2021-03-23 17:02:08,801 - mmaction - INFO - Epoch [6][980/1345] lr: 1.000e-02, eta: 11:00:30, time: 0.648, data_time: 0.004, memory: 7067, top1_acc: 0.2906, top5_acc: 0.5352, loss_cls: 3.1998, loss: 3.1998, grad_norm: 5.3439 2021-03-23 17:02:21,393 - mmaction - INFO - Epoch [6][1000/1345] lr: 1.000e-02, eta: 11:00:11, time: 0.628, data_time: 0.003, memory: 7067, top1_acc: 0.2945, top5_acc: 0.5484, loss_cls: 3.0963, loss: 3.0963, grad_norm: 5.5422 2021-03-23 17:02:34,990 - mmaction - INFO - Epoch [6][1020/1345] lr: 1.000e-02, eta: 11:00:00, time: 0.683, data_time: 0.005, memory: 7067, top1_acc: 0.2836, top5_acc: 0.5375, loss_cls: 3.1921, loss: 3.1921, grad_norm: 5.3664 2021-03-23 17:02:48,175 - mmaction - INFO - Epoch [6][1040/1345] lr: 1.000e-02, eta: 10:59:46, time: 0.659, data_time: 0.001, memory: 7067, top1_acc: 0.2734, top5_acc: 0.5563, loss_cls: 3.1380, loss: 3.1380, grad_norm: 5.3502 2021-03-23 17:03:00,923 - mmaction - INFO - Epoch [6][1060/1345] lr: 1.000e-02, eta: 10:59:28, time: 0.638, data_time: 0.001, memory: 7067, top1_acc: 0.2953, top5_acc: 0.5453, loss_cls: 3.2377, loss: 3.2377, grad_norm: 5.3851 2021-03-23 17:03:14,271 - mmaction - INFO - Epoch [6][1080/1345] lr: 1.000e-02, eta: 10:59:14, time: 0.662, data_time: 0.001, memory: 7067, top1_acc: 0.2727, top5_acc: 0.5563, loss_cls: 3.1152, loss: 3.1152, grad_norm: 5.4900 2021-03-23 17:03:27,393 - mmaction - INFO - Epoch [6][1100/1345] lr: 1.000e-02, eta: 10:59:00, time: 0.661, data_time: 0.006, memory: 7067, top1_acc: 0.2969, top5_acc: 0.5727, loss_cls: 3.0993, loss: 3.0993, grad_norm: 5.5102 2021-03-23 17:03:40,668 - mmaction - INFO - Epoch [6][1120/1345] lr: 1.000e-02, eta: 10:58:47, time: 0.664, data_time: 0.001, memory: 7067, top1_acc: 0.2836, top5_acc: 0.5773, loss_cls: 3.0150, loss: 3.0150, grad_norm: 5.4411 2021-03-23 17:03:53,878 - mmaction - INFO - Epoch [6][1140/1345] lr: 1.000e-02, eta: 10:58:32, time: 0.659, data_time: 0.001, memory: 7067, top1_acc: 0.3000, top5_acc: 0.5578, loss_cls: 3.0673, loss: 3.0673, grad_norm: 5.3881 2021-03-23 17:04:06,693 - mmaction - INFO - Epoch [6][1160/1345] lr: 1.000e-02, eta: 10:58:15, time: 0.639, data_time: 0.004, memory: 7067, top1_acc: 0.2617, top5_acc: 0.5266, loss_cls: 3.2277, loss: 3.2277, grad_norm: 5.4294 2021-03-23 17:04:20,278 - mmaction - INFO - Epoch [6][1180/1345] lr: 1.000e-02, eta: 10:58:04, time: 0.682, data_time: 0.005, memory: 7067, top1_acc: 0.3094, top5_acc: 0.5992, loss_cls: 2.9271, loss: 2.9271, grad_norm: 5.4393 2021-03-23 17:04:33,509 - mmaction - INFO - Epoch [6][1200/1345] lr: 1.000e-02, eta: 10:57:50, time: 0.661, data_time: 0.002, memory: 7067, top1_acc: 0.2602, top5_acc: 0.5352, loss_cls: 3.2377, loss: 3.2377, grad_norm: 5.4288 2021-03-23 17:04:46,439 - mmaction - INFO - Epoch [6][1220/1345] lr: 1.000e-02, eta: 10:57:34, time: 0.644, data_time: 0.003, memory: 7067, top1_acc: 0.2828, top5_acc: 0.5656, loss_cls: 3.0630, loss: 3.0630, grad_norm: 5.3115 2021-03-23 17:04:59,521 - mmaction - INFO - Epoch [6][1240/1345] lr: 1.000e-02, eta: 10:57:20, time: 0.658, data_time: 0.005, memory: 7067, top1_acc: 0.2859, top5_acc: 0.5703, loss_cls: 3.0741, loss: 3.0741, grad_norm: 5.7126 2021-03-23 17:05:12,576 - mmaction - INFO - Epoch [6][1260/1345] lr: 1.000e-02, eta: 10:57:03, time: 0.647, data_time: 0.000, memory: 7067, top1_acc: 0.2961, top5_acc: 0.5789, loss_cls: 3.0566, loss: 3.0566, grad_norm: 5.6081 2021-03-23 17:05:25,576 - mmaction - INFO - Epoch [6][1280/1345] lr: 1.000e-02, eta: 10:56:49, time: 0.656, data_time: 0.007, memory: 7067, top1_acc: 0.2977, top5_acc: 0.5703, loss_cls: 3.0834, loss: 3.0834, grad_norm: 5.6355 2021-03-23 17:05:38,829 - mmaction - INFO - Epoch [6][1300/1345] lr: 1.000e-02, eta: 10:56:32, time: 0.642, data_time: 0.002, memory: 7067, top1_acc: 0.3141, top5_acc: 0.5719, loss_cls: 3.0617, loss: 3.0617, grad_norm: 5.5679 2021-03-23 17:05:51,496 - mmaction - INFO - Epoch [6][1320/1345] lr: 1.000e-02, eta: 10:56:17, time: 0.651, data_time: 0.024, memory: 7067, top1_acc: 0.2930, top5_acc: 0.5602, loss_cls: 3.1457, loss: 3.1457, grad_norm: 5.2669 2021-03-23 17:06:03,688 - mmaction - INFO - Epoch [6][1340/1345] lr: 1.000e-02, eta: 10:55:56, time: 0.613, data_time: 0.007, memory: 7067, top1_acc: 0.2930, top5_acc: 0.5633, loss_cls: 3.0643, loss: 3.0643, grad_norm: 5.4477 2021-03-23 17:06:06,298 - mmaction - INFO - Saving checkpoint at 6 epochs 2021-03-23 17:07:34,082 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-23 17:07:34,276 - mmaction - INFO - top1_acc 0.2529 top5_acc 0.5404 2021-03-23 17:07:34,276 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-23 17:07:34,287 - mmaction - INFO - mean_acc 0.2252 2021-03-23 17:07:34,685 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_6.pth. 2021-03-23 17:07:34,686 - mmaction - INFO - Best top1_acc is 0.2529 at 6 epoch. 2021-03-23 17:07:34,699 - mmaction - INFO - Epoch(val) [6][1345] top1_acc: 0.2529, top5_acc: 0.5404, mean_class_accuracy: 0.2252 2021-03-23 17:08:04,614 - mmaction - INFO - Epoch [7][20/1345] lr: 1.000e-02, eta: 10:57:16, time: 1.494, data_time: 0.827, memory: 7067, top1_acc: 0.2883, top5_acc: 0.5539, loss_cls: 3.1072, loss: 3.1072, grad_norm: 5.8621 2021-03-23 17:08:18,022 - mmaction - INFO - Epoch [7][40/1345] lr: 1.000e-02, eta: 10:57:03, time: 0.670, data_time: 0.003, memory: 7067, top1_acc: 0.2539, top5_acc: 0.5492, loss_cls: 3.1763, loss: 3.1763, grad_norm: 5.5845 2021-03-23 17:08:31,411 - mmaction - INFO - Epoch [7][60/1345] lr: 1.000e-02, eta: 10:56:50, time: 0.669, data_time: 0.002, memory: 7067, top1_acc: 0.2883, top5_acc: 0.5492, loss_cls: 3.0676, loss: 3.0676, grad_norm: 5.5808 2021-03-23 17:08:45,041 - mmaction - INFO - Epoch [7][80/1345] lr: 1.000e-02, eta: 10:56:39, time: 0.680, data_time: 0.004, memory: 7067, top1_acc: 0.2938, top5_acc: 0.5414, loss_cls: 3.0974, loss: 3.0974, grad_norm: 5.3349 2021-03-23 17:08:58,382 - mmaction - INFO - Epoch [7][100/1345] lr: 1.000e-02, eta: 10:56:26, time: 0.667, data_time: 0.004, memory: 7067, top1_acc: 0.2914, top5_acc: 0.5531, loss_cls: 3.0845, loss: 3.0845, grad_norm: 5.4673 2021-03-23 17:09:11,257 - mmaction - INFO - Epoch [7][120/1345] lr: 1.000e-02, eta: 10:56:09, time: 0.642, data_time: 0.010, memory: 7067, top1_acc: 0.2953, top5_acc: 0.5477, loss_cls: 3.0813, loss: 3.0813, grad_norm: 5.4278 2021-03-23 17:09:25,033 - mmaction - INFO - Epoch [7][140/1345] lr: 1.000e-02, eta: 10:55:58, time: 0.686, data_time: 0.004, memory: 7067, top1_acc: 0.2930, top5_acc: 0.5469, loss_cls: 3.1491, loss: 3.1491, grad_norm: 5.4192 2021-03-23 17:09:38,427 - mmaction - INFO - Epoch [7][160/1345] lr: 1.000e-02, eta: 10:55:45, time: 0.668, data_time: 0.007, memory: 7067, top1_acc: 0.2812, top5_acc: 0.5422, loss_cls: 3.1375, loss: 3.1375, grad_norm: 5.3509 2021-03-23 17:09:52,266 - mmaction - INFO - Epoch [7][180/1345] lr: 1.000e-02, eta: 10:55:36, time: 0.699, data_time: 0.011, memory: 7067, top1_acc: 0.2891, top5_acc: 0.5305, loss_cls: 3.1044, loss: 3.1044, grad_norm: 5.4818 2021-03-23 17:10:05,773 - mmaction - INFO - Epoch [7][200/1345] lr: 1.000e-02, eta: 10:55:24, time: 0.676, data_time: 0.002, memory: 7067, top1_acc: 0.3016, top5_acc: 0.5844, loss_cls: 2.9858, loss: 2.9858, grad_norm: 5.5890 2021-03-23 17:10:19,369 - mmaction - INFO - Epoch [7][220/1345] lr: 1.000e-02, eta: 10:55:13, time: 0.679, data_time: 0.001, memory: 7067, top1_acc: 0.2836, top5_acc: 0.5500, loss_cls: 3.1324, loss: 3.1324, grad_norm: 5.3519 2021-03-23 17:10:33,091 - mmaction - INFO - Epoch [7][240/1345] lr: 1.000e-02, eta: 10:55:02, time: 0.686, data_time: 0.001, memory: 7067, top1_acc: 0.3023, top5_acc: 0.5656, loss_cls: 3.0585, loss: 3.0585, grad_norm: 5.6971 2021-03-23 17:10:46,979 - mmaction - INFO - Epoch [7][260/1345] lr: 1.000e-02, eta: 10:54:53, time: 0.695, data_time: 0.002, memory: 7067, top1_acc: 0.2844, top5_acc: 0.5367, loss_cls: 3.1572, loss: 3.1572, grad_norm: 5.2683 2021-03-23 17:11:00,423 - mmaction - INFO - Epoch [7][280/1345] lr: 1.000e-02, eta: 10:54:40, time: 0.669, data_time: 0.001, memory: 7067, top1_acc: 0.2945, top5_acc: 0.5680, loss_cls: 3.0691, loss: 3.0691, grad_norm: 5.3278 2021-03-23 17:11:13,545 - mmaction - INFO - Epoch [7][300/1345] lr: 1.000e-02, eta: 10:54:24, time: 0.650, data_time: 0.006, memory: 7067, top1_acc: 0.2945, top5_acc: 0.5625, loss_cls: 3.1071, loss: 3.1071, grad_norm: 5.5084 2021-03-23 17:11:27,081 - mmaction - INFO - Epoch [7][320/1345] lr: 1.000e-02, eta: 10:54:13, time: 0.686, data_time: 0.013, memory: 7067, top1_acc: 0.2844, top5_acc: 0.5484, loss_cls: 3.1415, loss: 3.1415, grad_norm: 5.6499 2021-03-23 17:11:40,143 - mmaction - INFO - Epoch [7][340/1345] lr: 1.000e-02, eta: 10:53:58, time: 0.654, data_time: 0.009, memory: 7067, top1_acc: 0.2680, top5_acc: 0.5461, loss_cls: 3.1542, loss: 3.1542, grad_norm: 5.3824 2021-03-23 17:11:53,213 - mmaction - INFO - Epoch [7][360/1345] lr: 1.000e-02, eta: 10:53:43, time: 0.653, data_time: 0.000, memory: 7067, top1_acc: 0.2953, top5_acc: 0.5828, loss_cls: 2.9901, loss: 2.9901, grad_norm: 5.4819 2021-03-23 17:12:06,437 - mmaction - INFO - Epoch [7][380/1345] lr: 1.000e-02, eta: 10:53:28, time: 0.658, data_time: 0.002, memory: 7067, top1_acc: 0.3000, top5_acc: 0.5945, loss_cls: 3.0203, loss: 3.0203, grad_norm: 5.6705 2021-03-23 17:12:19,933 - mmaction - INFO - Epoch [7][400/1345] lr: 1.000e-02, eta: 10:53:15, time: 0.669, data_time: 0.005, memory: 7067, top1_acc: 0.2805, top5_acc: 0.5656, loss_cls: 3.0352, loss: 3.0352, grad_norm: 5.5244 2021-03-23 17:12:32,940 - mmaction - INFO - Epoch [7][420/1345] lr: 1.000e-02, eta: 10:53:01, time: 0.660, data_time: 0.012, memory: 7067, top1_acc: 0.2883, top5_acc: 0.5609, loss_cls: 3.0560, loss: 3.0560, grad_norm: 5.5268 2021-03-23 17:12:46,497 - mmaction - INFO - Epoch [7][440/1345] lr: 1.000e-02, eta: 10:52:49, time: 0.677, data_time: 0.001, memory: 7067, top1_acc: 0.2961, top5_acc: 0.5883, loss_cls: 3.0334, loss: 3.0334, grad_norm: 5.5490 2021-03-23 17:13:00,525 - mmaction - INFO - Epoch [7][460/1345] lr: 1.000e-02, eta: 10:52:41, time: 0.703, data_time: 0.002, memory: 7067, top1_acc: 0.2742, top5_acc: 0.5508, loss_cls: 3.1248, loss: 3.1248, grad_norm: 5.6711 2021-03-23 17:13:13,713 - mmaction - INFO - Epoch [7][480/1345] lr: 1.000e-02, eta: 10:52:26, time: 0.659, data_time: 0.000, memory: 7067, top1_acc: 0.2875, top5_acc: 0.5633, loss_cls: 3.0643, loss: 3.0643, grad_norm: 5.4348 2021-03-23 17:13:26,764 - mmaction - INFO - Epoch [7][500/1345] lr: 1.000e-02, eta: 10:52:11, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.2648, top5_acc: 0.5406, loss_cls: 3.1970, loss: 3.1970, grad_norm: 5.3694 2021-03-23 17:13:40,563 - mmaction - INFO - Epoch [7][520/1345] lr: 1.000e-02, eta: 10:52:01, time: 0.688, data_time: 0.002, memory: 7067, top1_acc: 0.3117, top5_acc: 0.5727, loss_cls: 3.0481, loss: 3.0481, grad_norm: 5.5166 2021-03-23 17:13:54,313 - mmaction - INFO - Epoch [7][540/1345] lr: 1.000e-02, eta: 10:51:49, time: 0.681, data_time: 0.004, memory: 7067, top1_acc: 0.2836, top5_acc: 0.5656, loss_cls: 3.0597, loss: 3.0597, grad_norm: 5.3958 2021-03-23 17:14:07,773 - mmaction - INFO - Epoch [7][560/1345] lr: 1.000e-02, eta: 10:51:38, time: 0.680, data_time: 0.013, memory: 7067, top1_acc: 0.2648, top5_acc: 0.5508, loss_cls: 3.1152, loss: 3.1152, grad_norm: 5.5257 2021-03-23 17:14:20,852 - mmaction - INFO - Epoch [7][580/1345] lr: 1.000e-02, eta: 10:51:23, time: 0.656, data_time: 0.003, memory: 7067, top1_acc: 0.3094, top5_acc: 0.5641, loss_cls: 3.0538, loss: 3.0538, grad_norm: 5.6292 2021-03-23 17:14:34,464 - mmaction - INFO - Epoch [7][600/1345] lr: 1.000e-02, eta: 10:51:11, time: 0.680, data_time: 0.001, memory: 7067, top1_acc: 0.2852, top5_acc: 0.5617, loss_cls: 3.1092, loss: 3.1092, grad_norm: 5.4508 2021-03-23 17:14:47,515 - mmaction - INFO - Epoch [7][620/1345] lr: 1.000e-02, eta: 10:50:56, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.3031, top5_acc: 0.5820, loss_cls: 3.0355, loss: 3.0355, grad_norm: 5.5609 2021-03-23 17:15:01,051 - mmaction - INFO - Epoch [7][640/1345] lr: 1.000e-02, eta: 10:50:44, time: 0.676, data_time: 0.002, memory: 7067, top1_acc: 0.2742, top5_acc: 0.5641, loss_cls: 3.1346, loss: 3.1346, grad_norm: 5.3502 2021-03-23 17:15:14,537 - mmaction - INFO - Epoch [7][660/1345] lr: 1.000e-02, eta: 10:50:32, time: 0.676, data_time: 0.003, memory: 7067, top1_acc: 0.3148, top5_acc: 0.6008, loss_cls: 2.9049, loss: 2.9049, grad_norm: 5.5377 2021-03-23 17:15:27,847 - mmaction - INFO - Epoch [7][680/1345] lr: 1.000e-02, eta: 10:50:17, time: 0.659, data_time: 0.002, memory: 7067, top1_acc: 0.2977, top5_acc: 0.5594, loss_cls: 3.0796, loss: 3.0796, grad_norm: 5.5638 2021-03-23 17:15:40,975 - mmaction - INFO - Epoch [7][700/1345] lr: 1.000e-02, eta: 10:50:03, time: 0.659, data_time: 0.007, memory: 7067, top1_acc: 0.3008, top5_acc: 0.5609, loss_cls: 3.0917, loss: 3.0917, grad_norm: 5.5009 2021-03-23 17:15:54,627 - mmaction - INFO - Epoch [7][720/1345] lr: 1.000e-02, eta: 10:49:52, time: 0.686, data_time: 0.005, memory: 7067, top1_acc: 0.3086, top5_acc: 0.5828, loss_cls: 3.0126, loss: 3.0126, grad_norm: 5.5617 2021-03-23 17:16:07,846 - mmaction - INFO - Epoch [7][740/1345] lr: 1.000e-02, eta: 10:49:38, time: 0.661, data_time: 0.001, memory: 7067, top1_acc: 0.3164, top5_acc: 0.5797, loss_cls: 2.9726, loss: 2.9726, grad_norm: 5.5237 2021-03-23 17:16:21,044 - mmaction - INFO - Epoch [7][760/1345] lr: 1.000e-02, eta: 10:49:24, time: 0.660, data_time: 0.000, memory: 7067, top1_acc: 0.2961, top5_acc: 0.5789, loss_cls: 3.0497, loss: 3.0497, grad_norm: 5.4639 2021-03-23 17:16:34,400 - mmaction - INFO - Epoch [7][780/1345] lr: 1.000e-02, eta: 10:49:10, time: 0.665, data_time: 0.001, memory: 7067, top1_acc: 0.2969, top5_acc: 0.5641, loss_cls: 3.0824, loss: 3.0824, grad_norm: 5.6105 2021-03-23 17:16:47,716 - mmaction - INFO - Epoch [7][800/1345] lr: 1.000e-02, eta: 10:48:57, time: 0.669, data_time: 0.003, memory: 7067, top1_acc: 0.2922, top5_acc: 0.5789, loss_cls: 3.0229, loss: 3.0229, grad_norm: 5.7148 2021-03-23 17:17:01,213 - mmaction - INFO - Epoch [7][820/1345] lr: 1.000e-02, eta: 10:48:44, time: 0.673, data_time: 0.001, memory: 7067, top1_acc: 0.3031, top5_acc: 0.5891, loss_cls: 3.0194, loss: 3.0194, grad_norm: 5.6731 2021-03-23 17:17:14,672 - mmaction - INFO - Epoch [7][840/1345] lr: 1.000e-02, eta: 10:48:31, time: 0.670, data_time: 0.008, memory: 7067, top1_acc: 0.2758, top5_acc: 0.5648, loss_cls: 3.0773, loss: 3.0773, grad_norm: 5.6826 2021-03-23 17:17:28,027 - mmaction - INFO - Epoch [7][860/1345] lr: 1.000e-02, eta: 10:48:18, time: 0.666, data_time: 0.009, memory: 7067, top1_acc: 0.3242, top5_acc: 0.5828, loss_cls: 2.9424, loss: 2.9424, grad_norm: 5.5981 2021-03-23 17:17:42,159 - mmaction - INFO - Epoch [7][880/1345] lr: 1.000e-02, eta: 10:48:10, time: 0.711, data_time: 0.022, memory: 7067, top1_acc: 0.2773, top5_acc: 0.5500, loss_cls: 3.1295, loss: 3.1295, grad_norm: 5.5611 2021-03-23 17:17:56,151 - mmaction - INFO - Epoch [7][900/1345] lr: 1.000e-02, eta: 10:48:00, time: 0.694, data_time: 0.004, memory: 7067, top1_acc: 0.2961, top5_acc: 0.5570, loss_cls: 3.0548, loss: 3.0548, grad_norm: 5.7184 2021-03-23 17:18:09,671 - mmaction - INFO - Epoch [7][920/1345] lr: 1.000e-02, eta: 10:47:49, time: 0.684, data_time: 0.009, memory: 7067, top1_acc: 0.3023, top5_acc: 0.5750, loss_cls: 3.0105, loss: 3.0105, grad_norm: 5.6008 2021-03-23 17:18:22,927 - mmaction - INFO - Epoch [7][940/1345] lr: 1.000e-02, eta: 10:47:35, time: 0.663, data_time: 0.007, memory: 7067, top1_acc: 0.2906, top5_acc: 0.5633, loss_cls: 3.0985, loss: 3.0985, grad_norm: 5.8222 2021-03-23 17:18:36,238 - mmaction - INFO - Epoch [7][960/1345] lr: 1.000e-02, eta: 10:47:22, time: 0.665, data_time: 0.001, memory: 7067, top1_acc: 0.3086, top5_acc: 0.5758, loss_cls: 2.9958, loss: 2.9958, grad_norm: 5.5700 2021-03-23 17:18:49,107 - mmaction - INFO - Epoch [7][980/1345] lr: 1.000e-02, eta: 10:47:05, time: 0.645, data_time: 0.002, memory: 7067, top1_acc: 0.3187, top5_acc: 0.5586, loss_cls: 3.0530, loss: 3.0530, grad_norm: 5.4081 2021-03-23 17:19:02,279 - mmaction - INFO - Epoch [7][1000/1345] lr: 1.000e-02, eta: 10:46:51, time: 0.656, data_time: 0.001, memory: 7067, top1_acc: 0.2852, top5_acc: 0.5672, loss_cls: 3.0786, loss: 3.0786, grad_norm: 5.5576 2021-03-23 17:19:15,201 - mmaction - INFO - Epoch [7][1020/1345] lr: 1.000e-02, eta: 10:46:35, time: 0.648, data_time: 0.007, memory: 7067, top1_acc: 0.2852, top5_acc: 0.5617, loss_cls: 3.1210, loss: 3.1210, grad_norm: 5.4030 2021-03-23 17:19:28,818 - mmaction - INFO - Epoch [7][1040/1345] lr: 1.000e-02, eta: 10:46:23, time: 0.678, data_time: 0.011, memory: 7067, top1_acc: 0.2906, top5_acc: 0.5789, loss_cls: 3.0508, loss: 3.0508, grad_norm: 5.7641 2021-03-23 17:19:42,658 - mmaction - INFO - Epoch [7][1060/1345] lr: 1.000e-02, eta: 10:46:13, time: 0.694, data_time: 0.009, memory: 7067, top1_acc: 0.3141, top5_acc: 0.5641, loss_cls: 3.0395, loss: 3.0395, grad_norm: 5.5050 2021-03-23 17:19:59,153 - mmaction - INFO - Epoch [7][1080/1345] lr: 1.000e-02, eta: 10:46:19, time: 0.820, data_time: 0.003, memory: 7067, top1_acc: 0.3055, top5_acc: 0.5742, loss_cls: 3.0365, loss: 3.0365, grad_norm: 5.3267 2021-03-23 17:20:12,697 - mmaction - INFO - Epoch [7][1100/1345] lr: 1.000e-02, eta: 10:46:07, time: 0.679, data_time: 0.007, memory: 7067, top1_acc: 0.2969, top5_acc: 0.5648, loss_cls: 3.0484, loss: 3.0484, grad_norm: 5.4818 2021-03-23 17:20:26,163 - mmaction - INFO - Epoch [7][1120/1345] lr: 1.000e-02, eta: 10:45:55, time: 0.673, data_time: 0.006, memory: 7067, top1_acc: 0.3156, top5_acc: 0.5891, loss_cls: 2.9388, loss: 2.9388, grad_norm: 5.7313 2021-03-23 17:20:39,342 - mmaction - INFO - Epoch [7][1140/1345] lr: 1.000e-02, eta: 10:45:40, time: 0.662, data_time: 0.005, memory: 7067, top1_acc: 0.3039, top5_acc: 0.5672, loss_cls: 3.0415, loss: 3.0415, grad_norm: 5.6814 2021-03-23 17:20:52,303 - mmaction - INFO - Epoch [7][1160/1345] lr: 1.000e-02, eta: 10:45:25, time: 0.648, data_time: 0.004, memory: 7067, top1_acc: 0.3133, top5_acc: 0.6031, loss_cls: 2.9348, loss: 2.9348, grad_norm: 5.6286 2021-03-23 17:21:05,432 - mmaction - INFO - Epoch [7][1180/1345] lr: 1.000e-02, eta: 10:45:10, time: 0.655, data_time: 0.003, memory: 7067, top1_acc: 0.3141, top5_acc: 0.5781, loss_cls: 2.9542, loss: 2.9542, grad_norm: 5.4011 2021-03-23 17:21:18,743 - mmaction - INFO - Epoch [7][1200/1345] lr: 1.000e-02, eta: 10:44:56, time: 0.668, data_time: 0.004, memory: 7067, top1_acc: 0.3211, top5_acc: 0.6047, loss_cls: 2.9325, loss: 2.9325, grad_norm: 5.6297 2021-03-23 17:21:31,716 - mmaction - INFO - Epoch [7][1220/1345] lr: 1.000e-02, eta: 10:44:41, time: 0.649, data_time: 0.003, memory: 7067, top1_acc: 0.3141, top5_acc: 0.5797, loss_cls: 2.9989, loss: 2.9989, grad_norm: 5.4325 2021-03-23 17:21:45,006 - mmaction - INFO - Epoch [7][1240/1345] lr: 1.000e-02, eta: 10:44:27, time: 0.662, data_time: 0.001, memory: 7067, top1_acc: 0.2828, top5_acc: 0.5680, loss_cls: 3.0522, loss: 3.0522, grad_norm: 5.6564 2021-03-23 17:21:57,587 - mmaction - INFO - Epoch [7][1260/1345] lr: 1.000e-02, eta: 10:44:08, time: 0.628, data_time: 0.004, memory: 7067, top1_acc: 0.2945, top5_acc: 0.5492, loss_cls: 3.0900, loss: 3.0900, grad_norm: 5.3118 2021-03-23 17:22:10,613 - mmaction - INFO - Epoch [7][1280/1345] lr: 1.000e-02, eta: 10:43:54, time: 0.655, data_time: 0.005, memory: 7067, top1_acc: 0.3141, top5_acc: 0.5922, loss_cls: 2.9581, loss: 2.9581, grad_norm: 5.6455 2021-03-23 17:22:23,588 - mmaction - INFO - Epoch [7][1300/1345] lr: 1.000e-02, eta: 10:43:38, time: 0.645, data_time: 0.001, memory: 7067, top1_acc: 0.3055, top5_acc: 0.5867, loss_cls: 2.9704, loss: 2.9704, grad_norm: 5.5251 2021-03-23 17:22:36,448 - mmaction - INFO - Epoch [7][1320/1345] lr: 1.000e-02, eta: 10:43:22, time: 0.647, data_time: 0.008, memory: 7067, top1_acc: 0.3164, top5_acc: 0.5852, loss_cls: 2.9773, loss: 2.9773, grad_norm: 5.5783 2021-03-23 17:22:48,173 - mmaction - INFO - Epoch [7][1340/1345] lr: 1.000e-02, eta: 10:42:58, time: 0.587, data_time: 0.002, memory: 7067, top1_acc: 0.2859, top5_acc: 0.5758, loss_cls: 3.0280, loss: 3.0280, grad_norm: 5.4974 2021-03-23 17:22:50,734 - mmaction - INFO - Saving checkpoint at 7 epochs 2021-03-23 17:23:21,696 - mmaction - INFO - Epoch [8][20/1345] lr: 1.000e-02, eta: 10:44:06, time: 1.523, data_time: 0.829, memory: 7067, top1_acc: 0.2969, top5_acc: 0.5945, loss_cls: 2.9386, loss: 2.9386, grad_norm: 5.4106 2021-03-23 17:23:35,643 - mmaction - INFO - Epoch [8][40/1345] lr: 1.000e-02, eta: 10:43:56, time: 0.690, data_time: 0.010, memory: 7067, top1_acc: 0.3297, top5_acc: 0.6148, loss_cls: 2.8320, loss: 2.8320, grad_norm: 5.6243 2021-03-23 17:23:51,366 - mmaction - INFO - Epoch [8][60/1345] lr: 1.000e-02, eta: 10:43:57, time: 0.786, data_time: 0.010, memory: 7067, top1_acc: 0.3102, top5_acc: 0.5820, loss_cls: 3.0051, loss: 3.0051, grad_norm: 5.7692 2021-03-23 17:24:07,089 - mmaction - INFO - Epoch [8][80/1345] lr: 1.000e-02, eta: 10:43:58, time: 0.791, data_time: 0.010, memory: 7067, top1_acc: 0.3055, top5_acc: 0.5906, loss_cls: 2.9550, loss: 2.9550, grad_norm: 5.4935 2021-03-23 17:24:22,382 - mmaction - INFO - Epoch [8][100/1345] lr: 1.000e-02, eta: 10:43:57, time: 0.768, data_time: 0.009, memory: 7067, top1_acc: 0.3258, top5_acc: 0.6000, loss_cls: 2.9269, loss: 2.9269, grad_norm: 5.6654 2021-03-23 17:24:36,074 - mmaction - INFO - Epoch [8][120/1345] lr: 1.000e-02, eta: 10:43:45, time: 0.684, data_time: 0.001, memory: 7067, top1_acc: 0.3047, top5_acc: 0.5633, loss_cls: 3.0283, loss: 3.0283, grad_norm: 5.7792 2021-03-23 17:24:49,172 - mmaction - INFO - Epoch [8][140/1345] lr: 1.000e-02, eta: 10:43:30, time: 0.655, data_time: 0.007, memory: 7067, top1_acc: 0.3156, top5_acc: 0.5867, loss_cls: 3.0280, loss: 3.0280, grad_norm: 5.6923 2021-03-23 17:25:02,589 - mmaction - INFO - Epoch [8][160/1345] lr: 1.000e-02, eta: 10:43:17, time: 0.671, data_time: 0.003, memory: 7067, top1_acc: 0.3156, top5_acc: 0.5859, loss_cls: 2.9798, loss: 2.9798, grad_norm: 5.6405 2021-03-23 17:25:16,415 - mmaction - INFO - Epoch [8][180/1345] lr: 1.000e-02, eta: 10:43:06, time: 0.692, data_time: 0.003, memory: 7067, top1_acc: 0.3148, top5_acc: 0.5977, loss_cls: 2.9286, loss: 2.9286, grad_norm: 5.5878 2021-03-23 17:25:29,783 - mmaction - INFO - Epoch [8][200/1345] lr: 1.000e-02, eta: 10:42:52, time: 0.660, data_time: 0.002, memory: 7067, top1_acc: 0.2867, top5_acc: 0.5633, loss_cls: 3.0222, loss: 3.0222, grad_norm: 5.7498 2021-03-23 17:25:42,890 - mmaction - INFO - Epoch [8][220/1345] lr: 1.000e-02, eta: 10:42:38, time: 0.664, data_time: 0.010, memory: 7067, top1_acc: 0.3172, top5_acc: 0.5836, loss_cls: 2.9676, loss: 2.9676, grad_norm: 5.5763 2021-03-23 17:25:56,280 - mmaction - INFO - Epoch [8][240/1345] lr: 1.000e-02, eta: 10:42:24, time: 0.669, data_time: 0.000, memory: 7067, top1_acc: 0.3234, top5_acc: 0.6078, loss_cls: 2.9101, loss: 2.9101, grad_norm: 5.5734 2021-03-23 17:26:09,698 - mmaction - INFO - Epoch [8][260/1345] lr: 1.000e-02, eta: 10:42:11, time: 0.670, data_time: 0.001, memory: 7067, top1_acc: 0.3109, top5_acc: 0.5883, loss_cls: 2.9825, loss: 2.9825, grad_norm: 5.6320 2021-03-23 17:26:23,279 - mmaction - INFO - Epoch [8][280/1345] lr: 1.000e-02, eta: 10:41:59, time: 0.680, data_time: 0.002, memory: 7067, top1_acc: 0.2898, top5_acc: 0.5852, loss_cls: 3.0053, loss: 3.0053, grad_norm: 5.6908 2021-03-23 17:26:36,533 - mmaction - INFO - Epoch [8][300/1345] lr: 1.000e-02, eta: 10:41:44, time: 0.656, data_time: 0.001, memory: 7067, top1_acc: 0.3164, top5_acc: 0.5781, loss_cls: 2.9949, loss: 2.9949, grad_norm: 5.5549 2021-03-23 17:26:50,237 - mmaction - INFO - Epoch [8][320/1345] lr: 1.000e-02, eta: 10:41:33, time: 0.688, data_time: 0.008, memory: 7067, top1_acc: 0.3219, top5_acc: 0.5766, loss_cls: 2.9485, loss: 2.9485, grad_norm: 5.5624 2021-03-23 17:27:03,315 - mmaction - INFO - Epoch [8][340/1345] lr: 1.000e-02, eta: 10:41:18, time: 0.658, data_time: 0.005, memory: 7067, top1_acc: 0.3078, top5_acc: 0.5781, loss_cls: 3.0103, loss: 3.0103, grad_norm: 5.8142 2021-03-23 17:27:16,036 - mmaction - INFO - Epoch [8][360/1345] lr: 1.000e-02, eta: 10:41:01, time: 0.636, data_time: 0.001, memory: 7067, top1_acc: 0.3367, top5_acc: 0.6031, loss_cls: 2.8659, loss: 2.8659, grad_norm: 5.7045 2021-03-23 17:27:29,561 - mmaction - INFO - Epoch [8][380/1345] lr: 1.000e-02, eta: 10:40:48, time: 0.672, data_time: 0.002, memory: 7067, top1_acc: 0.3172, top5_acc: 0.5859, loss_cls: 2.9761, loss: 2.9761, grad_norm: 5.6138 2021-03-23 17:27:43,026 - mmaction - INFO - Epoch [8][400/1345] lr: 1.000e-02, eta: 10:40:35, time: 0.671, data_time: 0.005, memory: 7067, top1_acc: 0.3367, top5_acc: 0.6148, loss_cls: 2.8365, loss: 2.8365, grad_norm: 5.7614 2021-03-23 17:27:56,718 - mmaction - INFO - Epoch [8][420/1345] lr: 1.000e-02, eta: 10:40:23, time: 0.687, data_time: 0.007, memory: 7067, top1_acc: 0.2844, top5_acc: 0.5500, loss_cls: 3.0536, loss: 3.0536, grad_norm: 5.4963 2021-03-23 17:28:09,853 - mmaction - INFO - Epoch [8][440/1345] lr: 1.000e-02, eta: 10:40:09, time: 0.659, data_time: 0.006, memory: 7067, top1_acc: 0.2938, top5_acc: 0.5594, loss_cls: 3.0743, loss: 3.0743, grad_norm: 5.4591 2021-03-23 17:28:23,332 - mmaction - INFO - Epoch [8][460/1345] lr: 1.000e-02, eta: 10:39:56, time: 0.674, data_time: 0.004, memory: 7067, top1_acc: 0.3141, top5_acc: 0.5953, loss_cls: 2.9885, loss: 2.9885, grad_norm: 5.5294 2021-03-23 17:28:36,583 - mmaction - INFO - Epoch [8][480/1345] lr: 1.000e-02, eta: 10:39:41, time: 0.659, data_time: 0.002, memory: 7067, top1_acc: 0.3336, top5_acc: 0.6031, loss_cls: 2.8632, loss: 2.8632, grad_norm: 5.5572 2021-03-23 17:28:49,232 - mmaction - INFO - Epoch [8][500/1345] lr: 1.000e-02, eta: 10:39:24, time: 0.635, data_time: 0.005, memory: 7067, top1_acc: 0.3133, top5_acc: 0.5758, loss_cls: 2.9976, loss: 2.9976, grad_norm: 5.6566 2021-03-23 17:29:02,274 - mmaction - INFO - Epoch [8][520/1345] lr: 1.000e-02, eta: 10:39:08, time: 0.648, data_time: 0.003, memory: 7067, top1_acc: 0.2914, top5_acc: 0.5859, loss_cls: 2.9914, loss: 2.9914, grad_norm: 5.7073 2021-03-23 17:29:15,857 - mmaction - INFO - Epoch [8][540/1345] lr: 1.000e-02, eta: 10:38:56, time: 0.683, data_time: 0.007, memory: 7067, top1_acc: 0.3055, top5_acc: 0.6039, loss_cls: 2.8752, loss: 2.8752, grad_norm: 5.6072 2021-03-23 17:29:29,323 - mmaction - INFO - Epoch [8][560/1345] lr: 1.000e-02, eta: 10:38:44, time: 0.676, data_time: 0.003, memory: 7067, top1_acc: 0.3211, top5_acc: 0.5875, loss_cls: 2.9591, loss: 2.9591, grad_norm: 5.5728 2021-03-23 17:29:42,502 - mmaction - INFO - Epoch [8][580/1345] lr: 1.000e-02, eta: 10:38:29, time: 0.655, data_time: 0.007, memory: 7067, top1_acc: 0.3125, top5_acc: 0.5938, loss_cls: 2.9403, loss: 2.9403, grad_norm: 5.8585 2021-03-23 17:29:55,554 - mmaction - INFO - Epoch [8][600/1345] lr: 1.000e-02, eta: 10:38:14, time: 0.657, data_time: 0.005, memory: 7067, top1_acc: 0.3281, top5_acc: 0.6023, loss_cls: 2.8909, loss: 2.8909, grad_norm: 5.7997 2021-03-23 17:30:08,652 - mmaction - INFO - Epoch [8][620/1345] lr: 1.000e-02, eta: 10:37:59, time: 0.655, data_time: 0.001, memory: 7067, top1_acc: 0.3195, top5_acc: 0.5922, loss_cls: 2.9365, loss: 2.9365, grad_norm: 5.7180 2021-03-23 17:30:21,856 - mmaction - INFO - Epoch [8][640/1345] lr: 1.000e-02, eta: 10:37:44, time: 0.659, data_time: 0.001, memory: 7067, top1_acc: 0.2891, top5_acc: 0.5570, loss_cls: 3.0778, loss: 3.0778, grad_norm: 5.5139 2021-03-23 17:30:35,197 - mmaction - INFO - Epoch [8][660/1345] lr: 1.000e-02, eta: 10:37:31, time: 0.665, data_time: 0.001, memory: 7067, top1_acc: 0.3258, top5_acc: 0.5906, loss_cls: 2.8927, loss: 2.8927, grad_norm: 5.5088 2021-03-23 17:30:48,777 - mmaction - INFO - Epoch [8][680/1345] lr: 1.000e-02, eta: 10:37:18, time: 0.679, data_time: 0.003, memory: 7067, top1_acc: 0.3203, top5_acc: 0.5922, loss_cls: 2.9567, loss: 2.9567, grad_norm: 5.5046 2021-03-23 17:31:02,037 - mmaction - INFO - Epoch [8][700/1345] lr: 1.000e-02, eta: 10:37:05, time: 0.665, data_time: 0.003, memory: 7067, top1_acc: 0.3328, top5_acc: 0.6062, loss_cls: 2.8613, loss: 2.8613, grad_norm: 6.0972 2021-03-23 17:31:15,803 - mmaction - INFO - Epoch [8][720/1345] lr: 1.000e-02, eta: 10:36:53, time: 0.685, data_time: 0.001, memory: 7067, top1_acc: 0.3047, top5_acc: 0.5867, loss_cls: 2.9661, loss: 2.9661, grad_norm: 5.7167 2021-03-23 17:31:29,046 - mmaction - INFO - Epoch [8][740/1345] lr: 1.000e-02, eta: 10:36:39, time: 0.661, data_time: 0.020, memory: 7067, top1_acc: 0.3094, top5_acc: 0.5867, loss_cls: 2.9747, loss: 2.9747, grad_norm: 5.6218 2021-03-23 17:31:42,729 - mmaction - INFO - Epoch [8][760/1345] lr: 1.000e-02, eta: 10:36:27, time: 0.688, data_time: 0.006, memory: 7067, top1_acc: 0.3180, top5_acc: 0.5664, loss_cls: 2.9984, loss: 2.9984, grad_norm: 5.5968 2021-03-23 17:31:56,237 - mmaction - INFO - Epoch [8][780/1345] lr: 1.000e-02, eta: 10:36:15, time: 0.674, data_time: 0.003, memory: 7067, top1_acc: 0.3406, top5_acc: 0.6094, loss_cls: 2.8169, loss: 2.8169, grad_norm: 5.7206 2021-03-23 17:32:09,719 - mmaction - INFO - Epoch [8][800/1345] lr: 1.000e-02, eta: 10:36:02, time: 0.676, data_time: 0.004, memory: 7067, top1_acc: 0.3125, top5_acc: 0.5828, loss_cls: 2.9571, loss: 2.9571, grad_norm: 5.4169 2021-03-23 17:32:23,781 - mmaction - INFO - Epoch [8][820/1345] lr: 1.000e-02, eta: 10:35:52, time: 0.702, data_time: 0.003, memory: 7067, top1_acc: 0.3133, top5_acc: 0.5773, loss_cls: 3.0028, loss: 3.0028, grad_norm: 5.5084 2021-03-23 17:32:36,752 - mmaction - INFO - Epoch [8][840/1345] lr: 1.000e-02, eta: 10:35:37, time: 0.650, data_time: 0.002, memory: 7067, top1_acc: 0.3047, top5_acc: 0.5789, loss_cls: 2.9851, loss: 2.9851, grad_norm: 5.4915 2021-03-23 17:32:50,360 - mmaction - INFO - Epoch [8][860/1345] lr: 1.000e-02, eta: 10:35:25, time: 0.680, data_time: 0.001, memory: 7067, top1_acc: 0.3266, top5_acc: 0.6016, loss_cls: 2.8879, loss: 2.8879, grad_norm: 5.8192 2021-03-23 17:33:05,036 - mmaction - INFO - Epoch [8][880/1345] lr: 1.000e-02, eta: 10:35:18, time: 0.730, data_time: 0.001, memory: 7067, top1_acc: 0.3148, top5_acc: 0.5914, loss_cls: 2.9110, loss: 2.9110, grad_norm: 5.2773 2021-03-23 17:33:18,672 - mmaction - INFO - Epoch [8][900/1345] lr: 1.000e-02, eta: 10:35:06, time: 0.685, data_time: 0.005, memory: 7067, top1_acc: 0.3242, top5_acc: 0.5852, loss_cls: 2.9172, loss: 2.9172, grad_norm: 5.7072 2021-03-23 17:33:31,749 - mmaction - INFO - Epoch [8][920/1345] lr: 1.000e-02, eta: 10:34:51, time: 0.655, data_time: 0.004, memory: 7067, top1_acc: 0.3328, top5_acc: 0.6062, loss_cls: 2.8624, loss: 2.8624, grad_norm: 5.8025 2021-03-23 17:33:44,926 - mmaction - INFO - Epoch [8][940/1345] lr: 1.000e-02, eta: 10:34:37, time: 0.659, data_time: 0.008, memory: 7067, top1_acc: 0.3312, top5_acc: 0.6133, loss_cls: 2.8588, loss: 2.8588, grad_norm: 5.5575 2021-03-23 17:33:57,859 - mmaction - INFO - Epoch [8][960/1345] lr: 1.000e-02, eta: 10:34:21, time: 0.644, data_time: 0.003, memory: 7067, top1_acc: 0.3141, top5_acc: 0.5797, loss_cls: 2.9482, loss: 2.9482, grad_norm: 5.5310 2021-03-23 17:34:11,348 - mmaction - INFO - Epoch [8][980/1345] lr: 1.000e-02, eta: 10:34:08, time: 0.674, data_time: 0.006, memory: 7067, top1_acc: 0.3109, top5_acc: 0.5859, loss_cls: 2.9425, loss: 2.9425, grad_norm: 5.7305 2021-03-23 17:34:24,478 - mmaction - INFO - Epoch [8][1000/1345] lr: 1.000e-02, eta: 10:33:53, time: 0.658, data_time: 0.011, memory: 7067, top1_acc: 0.3266, top5_acc: 0.5805, loss_cls: 2.9839, loss: 2.9839, grad_norm: 5.4503 2021-03-23 17:34:37,580 - mmaction - INFO - Epoch [8][1020/1345] lr: 1.000e-02, eta: 10:33:38, time: 0.657, data_time: 0.004, memory: 7067, top1_acc: 0.3195, top5_acc: 0.5852, loss_cls: 2.9130, loss: 2.9130, grad_norm: 5.5406 2021-03-23 17:34:51,001 - mmaction - INFO - Epoch [8][1040/1345] lr: 1.000e-02, eta: 10:33:25, time: 0.665, data_time: 0.001, memory: 7067, top1_acc: 0.3078, top5_acc: 0.5836, loss_cls: 3.0000, loss: 3.0000, grad_norm: 5.5337 2021-03-23 17:35:04,215 - mmaction - INFO - Epoch [8][1060/1345] lr: 1.000e-02, eta: 10:33:11, time: 0.664, data_time: 0.007, memory: 7067, top1_acc: 0.3141, top5_acc: 0.5883, loss_cls: 2.9320, loss: 2.9320, grad_norm: 5.2920 2021-03-23 17:35:17,589 - mmaction - INFO - Epoch [8][1080/1345] lr: 1.000e-02, eta: 10:32:57, time: 0.672, data_time: 0.005, memory: 7067, top1_acc: 0.2961, top5_acc: 0.5570, loss_cls: 3.0337, loss: 3.0337, grad_norm: 5.7191 2021-03-23 17:35:30,992 - mmaction - INFO - Epoch [8][1100/1345] lr: 1.000e-02, eta: 10:32:44, time: 0.671, data_time: 0.001, memory: 7067, top1_acc: 0.3109, top5_acc: 0.5914, loss_cls: 2.9282, loss: 2.9282, grad_norm: 5.5506 2021-03-23 17:35:44,081 - mmaction - INFO - Epoch [8][1120/1345] lr: 1.000e-02, eta: 10:32:28, time: 0.647, data_time: 0.007, memory: 7067, top1_acc: 0.3242, top5_acc: 0.5961, loss_cls: 2.9306, loss: 2.9306, grad_norm: 5.8336 2021-03-23 17:35:57,024 - mmaction - INFO - Epoch [8][1140/1345] lr: 1.000e-02, eta: 10:32:13, time: 0.654, data_time: 0.009, memory: 7067, top1_acc: 0.3148, top5_acc: 0.5938, loss_cls: 2.9477, loss: 2.9477, grad_norm: 5.6825 2021-03-23 17:36:10,152 - mmaction - INFO - Epoch [8][1160/1345] lr: 1.000e-02, eta: 10:31:59, time: 0.656, data_time: 0.002, memory: 7067, top1_acc: 0.3297, top5_acc: 0.5906, loss_cls: 2.9118, loss: 2.9118, grad_norm: 5.5615 2021-03-23 17:36:23,283 - mmaction - INFO - Epoch [8][1180/1345] lr: 1.000e-02, eta: 10:31:44, time: 0.655, data_time: 0.001, memory: 7067, top1_acc: 0.3094, top5_acc: 0.5828, loss_cls: 2.9682, loss: 2.9682, grad_norm: 5.5066 2021-03-23 17:36:36,414 - mmaction - INFO - Epoch [8][1200/1345] lr: 1.000e-02, eta: 10:31:29, time: 0.657, data_time: 0.003, memory: 7067, top1_acc: 0.3219, top5_acc: 0.5820, loss_cls: 2.9705, loss: 2.9705, grad_norm: 5.4665 2021-03-23 17:36:49,628 - mmaction - INFO - Epoch [8][1220/1345] lr: 1.000e-02, eta: 10:31:15, time: 0.661, data_time: 0.003, memory: 7067, top1_acc: 0.3250, top5_acc: 0.5977, loss_cls: 2.9208, loss: 2.9208, grad_norm: 5.3676 2021-03-23 17:37:02,327 - mmaction - INFO - Epoch [8][1240/1345] lr: 1.000e-02, eta: 10:30:58, time: 0.635, data_time: 0.002, memory: 7067, top1_acc: 0.3047, top5_acc: 0.5805, loss_cls: 2.9858, loss: 2.9858, grad_norm: 5.5823 2021-03-23 17:37:15,568 - mmaction - INFO - Epoch [8][1260/1345] lr: 1.000e-02, eta: 10:30:44, time: 0.660, data_time: 0.002, memory: 7067, top1_acc: 0.3141, top5_acc: 0.6031, loss_cls: 2.9293, loss: 2.9293, grad_norm: 5.8318 2021-03-23 17:37:28,510 - mmaction - INFO - Epoch [8][1280/1345] lr: 1.000e-02, eta: 10:30:28, time: 0.649, data_time: 0.006, memory: 7067, top1_acc: 0.3055, top5_acc: 0.5766, loss_cls: 2.9813, loss: 2.9813, grad_norm: 5.3980 2021-03-23 17:37:41,510 - mmaction - INFO - Epoch [8][1300/1345] lr: 1.000e-02, eta: 10:30:12, time: 0.646, data_time: 0.011, memory: 7067, top1_acc: 0.3211, top5_acc: 0.5883, loss_cls: 2.9248, loss: 2.9248, grad_norm: 5.6908 2021-03-23 17:37:54,672 - mmaction - INFO - Epoch [8][1320/1345] lr: 1.000e-02, eta: 10:29:58, time: 0.661, data_time: 0.007, memory: 7067, top1_acc: 0.3305, top5_acc: 0.5828, loss_cls: 2.9249, loss: 2.9249, grad_norm: 5.7522 2021-03-23 17:38:06,703 - mmaction - INFO - Epoch [8][1340/1345] lr: 1.000e-02, eta: 10:29:38, time: 0.603, data_time: 0.002, memory: 7067, top1_acc: 0.2875, top5_acc: 0.5773, loss_cls: 3.0344, loss: 3.0344, grad_norm: 5.5959 2021-03-23 17:38:09,037 - mmaction - INFO - Saving checkpoint at 8 epochs 2021-03-23 17:39:39,024 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-23 17:39:39,218 - mmaction - INFO - top1_acc 0.2774 top5_acc 0.5741 2021-03-23 17:39:39,218 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-23 17:39:39,230 - mmaction - INFO - mean_acc 0.2474 2021-03-23 17:39:39,621 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_8.pth. 2021-03-23 17:39:39,621 - mmaction - INFO - Best top1_acc is 0.2774 at 8 epoch. 2021-03-23 17:39:39,633 - mmaction - INFO - Epoch(val) [8][1345] top1_acc: 0.2774, top5_acc: 0.5741, mean_class_accuracy: 0.2474 2021-03-23 17:40:13,158 - mmaction - INFO - Epoch [9][20/1345] lr: 1.000e-02, eta: 10:30:49, time: 1.676, data_time: 0.814, memory: 7067, top1_acc: 0.3234, top5_acc: 0.6094, loss_cls: 2.8914, loss: 2.8914, grad_norm: 5.2109 2021-03-23 17:40:29,556 - mmaction - INFO - Epoch [9][40/1345] lr: 1.000e-02, eta: 10:30:51, time: 0.820, data_time: 0.003, memory: 7067, top1_acc: 0.3281, top5_acc: 0.6047, loss_cls: 2.8546, loss: 2.8546, grad_norm: 5.7241 2021-03-23 17:40:44,314 - mmaction - INFO - Epoch [9][60/1345] lr: 1.000e-02, eta: 10:30:43, time: 0.714, data_time: 0.005, memory: 7067, top1_acc: 0.3227, top5_acc: 0.5969, loss_cls: 2.8734, loss: 2.8734, grad_norm: 5.6764 2021-03-23 17:41:00,890 - mmaction - INFO - Epoch [9][80/1345] lr: 1.000e-02, eta: 10:30:48, time: 0.851, data_time: 0.025, memory: 7067, top1_acc: 0.3109, top5_acc: 0.5930, loss_cls: 2.9385, loss: 2.9385, grad_norm: 5.5379 2021-03-23 17:41:17,657 - mmaction - INFO - Epoch [9][100/1345] lr: 1.000e-02, eta: 10:30:52, time: 0.836, data_time: 0.004, memory: 7067, top1_acc: 0.3305, top5_acc: 0.6172, loss_cls: 2.8072, loss: 2.8072, grad_norm: 5.8645 2021-03-23 17:41:34,562 - mmaction - INFO - Epoch [9][120/1345] lr: 1.000e-02, eta: 10:30:56, time: 0.847, data_time: 0.006, memory: 7067, top1_acc: 0.3180, top5_acc: 0.6039, loss_cls: 2.9075, loss: 2.9075, grad_norm: 5.8169 2021-03-23 17:41:49,623 - mmaction - INFO - Epoch [9][140/1345] lr: 1.000e-02, eta: 10:30:51, time: 0.754, data_time: 0.003, memory: 7067, top1_acc: 0.3102, top5_acc: 0.6125, loss_cls: 2.8600, loss: 2.8600, grad_norm: 5.5379 2021-03-23 17:42:02,892 - mmaction - INFO - Epoch [9][160/1345] lr: 1.000e-02, eta: 10:30:37, time: 0.665, data_time: 0.008, memory: 7067, top1_acc: 0.3078, top5_acc: 0.5891, loss_cls: 2.9676, loss: 2.9676, grad_norm: 5.5961 2021-03-23 17:42:16,348 - mmaction - INFO - Epoch [9][180/1345] lr: 1.000e-02, eta: 10:30:24, time: 0.672, data_time: 0.001, memory: 7067, top1_acc: 0.3273, top5_acc: 0.6008, loss_cls: 2.8717, loss: 2.8717, grad_norm: 5.7385 2021-03-23 17:42:29,352 - mmaction - INFO - Epoch [9][200/1345] lr: 1.000e-02, eta: 10:30:08, time: 0.648, data_time: 0.002, memory: 7067, top1_acc: 0.3031, top5_acc: 0.5656, loss_cls: 3.0155, loss: 3.0155, grad_norm: 5.7822 2021-03-23 17:42:42,757 - mmaction - INFO - Epoch [9][220/1345] lr: 1.000e-02, eta: 10:29:53, time: 0.659, data_time: 0.003, memory: 7067, top1_acc: 0.3375, top5_acc: 0.5961, loss_cls: 2.8697, loss: 2.8697, grad_norm: 5.6264 2021-03-23 17:42:55,902 - mmaction - INFO - Epoch [9][240/1345] lr: 1.000e-02, eta: 10:29:40, time: 0.672, data_time: 0.021, memory: 7067, top1_acc: 0.3297, top5_acc: 0.6062, loss_cls: 2.8681, loss: 2.8681, grad_norm: 5.7685 2021-03-23 17:43:09,300 - mmaction - INFO - Epoch [9][260/1345] lr: 1.000e-02, eta: 10:29:26, time: 0.668, data_time: 0.000, memory: 7067, top1_acc: 0.3438, top5_acc: 0.6273, loss_cls: 2.7917, loss: 2.7917, grad_norm: 5.7306 2021-03-23 17:43:22,736 - mmaction - INFO - Epoch [9][280/1345] lr: 1.000e-02, eta: 10:29:13, time: 0.670, data_time: 0.003, memory: 7067, top1_acc: 0.3141, top5_acc: 0.6141, loss_cls: 2.8769, loss: 2.8769, grad_norm: 5.9686 2021-03-23 17:43:35,456 - mmaction - INFO - Epoch [9][300/1345] lr: 1.000e-02, eta: 10:28:56, time: 0.637, data_time: 0.005, memory: 7067, top1_acc: 0.3172, top5_acc: 0.5914, loss_cls: 2.9634, loss: 2.9634, grad_norm: 6.0085 2021-03-23 17:43:48,597 - mmaction - INFO - Epoch [9][320/1345] lr: 1.000e-02, eta: 10:28:41, time: 0.655, data_time: 0.004, memory: 7067, top1_acc: 0.3227, top5_acc: 0.5930, loss_cls: 2.9054, loss: 2.9054, grad_norm: 5.8356 2021-03-23 17:44:01,484 - mmaction - INFO - Epoch [9][340/1345] lr: 1.000e-02, eta: 10:28:24, time: 0.646, data_time: 0.004, memory: 7067, top1_acc: 0.3219, top5_acc: 0.5883, loss_cls: 2.9686, loss: 2.9686, grad_norm: 5.8814 2021-03-23 17:44:14,427 - mmaction - INFO - Epoch [9][360/1345] lr: 1.000e-02, eta: 10:28:09, time: 0.649, data_time: 0.005, memory: 7067, top1_acc: 0.3344, top5_acc: 0.6039, loss_cls: 2.8561, loss: 2.8561, grad_norm: 6.0395 2021-03-23 17:44:27,333 - mmaction - INFO - Epoch [9][380/1345] lr: 1.000e-02, eta: 10:27:53, time: 0.645, data_time: 0.008, memory: 7067, top1_acc: 0.3133, top5_acc: 0.5961, loss_cls: 2.9269, loss: 2.9269, grad_norm: 5.9639 2021-03-23 17:44:40,430 - mmaction - INFO - Epoch [9][400/1345] lr: 1.000e-02, eta: 10:27:37, time: 0.654, data_time: 0.004, memory: 7067, top1_acc: 0.3227, top5_acc: 0.6242, loss_cls: 2.8766, loss: 2.8766, grad_norm: 5.6693 2021-03-23 17:44:53,430 - mmaction - INFO - Epoch [9][420/1345] lr: 1.000e-02, eta: 10:27:22, time: 0.651, data_time: 0.003, memory: 7067, top1_acc: 0.3109, top5_acc: 0.5938, loss_cls: 2.9698, loss: 2.9698, grad_norm: 5.8468 2021-03-23 17:45:06,442 - mmaction - INFO - Epoch [9][440/1345] lr: 1.000e-02, eta: 10:27:06, time: 0.649, data_time: 0.003, memory: 7067, top1_acc: 0.3484, top5_acc: 0.6242, loss_cls: 2.7985, loss: 2.7985, grad_norm: 5.8174 2021-03-23 17:45:19,438 - mmaction - INFO - Epoch [9][460/1345] lr: 1.000e-02, eta: 10:26:51, time: 0.649, data_time: 0.003, memory: 7067, top1_acc: 0.3148, top5_acc: 0.5820, loss_cls: 2.9801, loss: 2.9801, grad_norm: 5.6242 2021-03-23 17:45:32,497 - mmaction - INFO - Epoch [9][480/1345] lr: 1.000e-02, eta: 10:26:36, time: 0.654, data_time: 0.004, memory: 7067, top1_acc: 0.3414, top5_acc: 0.6336, loss_cls: 2.8140, loss: 2.8140, grad_norm: 5.7857 2021-03-23 17:45:45,243 - mmaction - INFO - Epoch [9][500/1345] lr: 1.000e-02, eta: 10:26:19, time: 0.635, data_time: 0.003, memory: 7067, top1_acc: 0.3227, top5_acc: 0.6031, loss_cls: 2.8756, loss: 2.8756, grad_norm: 5.9976 2021-03-23 17:45:58,304 - mmaction - INFO - Epoch [9][520/1345] lr: 1.000e-02, eta: 10:26:04, time: 0.656, data_time: 0.005, memory: 7067, top1_acc: 0.3258, top5_acc: 0.6062, loss_cls: 2.9218, loss: 2.9218, grad_norm: 5.5375 2021-03-23 17:46:11,482 - mmaction - INFO - Epoch [9][540/1345] lr: 1.000e-02, eta: 10:25:49, time: 0.660, data_time: 0.002, memory: 7067, top1_acc: 0.3211, top5_acc: 0.6055, loss_cls: 2.8736, loss: 2.8736, grad_norm: 5.6898 2021-03-23 17:46:24,981 - mmaction - INFO - Epoch [9][560/1345] lr: 1.000e-02, eta: 10:25:35, time: 0.665, data_time: 0.004, memory: 7067, top1_acc: 0.3242, top5_acc: 0.6062, loss_cls: 2.8549, loss: 2.8549, grad_norm: 5.7830 2021-03-23 17:46:37,680 - mmaction - INFO - Epoch [9][580/1345] lr: 1.000e-02, eta: 10:25:19, time: 0.644, data_time: 0.010, memory: 7067, top1_acc: 0.3336, top5_acc: 0.5906, loss_cls: 2.9438, loss: 2.9438, grad_norm: 5.7927 2021-03-23 17:46:51,212 - mmaction - INFO - Epoch [9][600/1345] lr: 1.000e-02, eta: 10:25:06, time: 0.674, data_time: 0.001, memory: 7067, top1_acc: 0.3023, top5_acc: 0.5961, loss_cls: 2.9401, loss: 2.9401, grad_norm: 5.7620 2021-03-23 17:47:04,623 - mmaction - INFO - Epoch [9][620/1345] lr: 1.000e-02, eta: 10:24:52, time: 0.668, data_time: 0.003, memory: 7067, top1_acc: 0.3039, top5_acc: 0.5711, loss_cls: 2.9682, loss: 2.9682, grad_norm: 5.6033 2021-03-23 17:47:17,980 - mmaction - INFO - Epoch [9][640/1345] lr: 1.000e-02, eta: 10:24:39, time: 0.672, data_time: 0.006, memory: 7067, top1_acc: 0.3281, top5_acc: 0.5938, loss_cls: 2.8848, loss: 2.8848, grad_norm: 5.7139 2021-03-23 17:47:31,169 - mmaction - INFO - Epoch [9][660/1345] lr: 1.000e-02, eta: 10:24:24, time: 0.657, data_time: 0.001, memory: 7067, top1_acc: 0.3281, top5_acc: 0.6203, loss_cls: 2.8383, loss: 2.8383, grad_norm: 5.6946 2021-03-23 17:47:44,398 - mmaction - INFO - Epoch [9][680/1345] lr: 1.000e-02, eta: 10:24:10, time: 0.661, data_time: 0.003, memory: 7067, top1_acc: 0.3469, top5_acc: 0.6016, loss_cls: 2.8914, loss: 2.8914, grad_norm: 5.7518 2021-03-23 17:47:58,008 - mmaction - INFO - Epoch [9][700/1345] lr: 1.000e-02, eta: 10:23:57, time: 0.681, data_time: 0.004, memory: 7067, top1_acc: 0.2805, top5_acc: 0.5516, loss_cls: 3.0503, loss: 3.0503, grad_norm: 5.7319 2021-03-23 17:48:11,268 - mmaction - INFO - Epoch [9][720/1345] lr: 1.000e-02, eta: 10:23:43, time: 0.662, data_time: 0.008, memory: 7067, top1_acc: 0.2992, top5_acc: 0.5555, loss_cls: 3.0615, loss: 3.0615, grad_norm: 5.5438 2021-03-23 17:48:24,424 - mmaction - INFO - Epoch [9][740/1345] lr: 1.000e-02, eta: 10:23:29, time: 0.662, data_time: 0.006, memory: 7067, top1_acc: 0.3352, top5_acc: 0.5977, loss_cls: 2.8712, loss: 2.8712, grad_norm: 5.6776 2021-03-23 17:48:37,331 - mmaction - INFO - Epoch [9][760/1345] lr: 1.000e-02, eta: 10:23:12, time: 0.643, data_time: 0.001, memory: 7067, top1_acc: 0.3172, top5_acc: 0.5977, loss_cls: 2.9245, loss: 2.9245, grad_norm: 5.5986 2021-03-23 17:48:50,431 - mmaction - INFO - Epoch [9][780/1345] lr: 1.000e-02, eta: 10:22:58, time: 0.655, data_time: 0.008, memory: 7067, top1_acc: 0.3180, top5_acc: 0.6000, loss_cls: 2.9068, loss: 2.9068, grad_norm: 5.7630 2021-03-23 17:49:03,921 - mmaction - INFO - Epoch [9][800/1345] lr: 1.000e-02, eta: 10:22:45, time: 0.677, data_time: 0.003, memory: 7067, top1_acc: 0.3367, top5_acc: 0.6219, loss_cls: 2.8431, loss: 2.8431, grad_norm: 5.5334 2021-03-23 17:49:16,664 - mmaction - INFO - Epoch [9][820/1345] lr: 1.000e-02, eta: 10:22:28, time: 0.632, data_time: 0.000, memory: 7067, top1_acc: 0.3109, top5_acc: 0.5836, loss_cls: 2.9350, loss: 2.9350, grad_norm: 5.9057 2021-03-23 17:49:29,842 - mmaction - INFO - Epoch [9][840/1345] lr: 1.000e-02, eta: 10:22:13, time: 0.664, data_time: 0.010, memory: 7067, top1_acc: 0.3320, top5_acc: 0.6172, loss_cls: 2.8132, loss: 2.8132, grad_norm: 5.8122 2021-03-23 17:49:43,142 - mmaction - INFO - Epoch [9][860/1345] lr: 1.000e-02, eta: 10:21:59, time: 0.665, data_time: 0.000, memory: 7067, top1_acc: 0.3320, top5_acc: 0.6312, loss_cls: 2.8287, loss: 2.8287, grad_norm: 5.6242 2021-03-23 17:49:57,125 - mmaction - INFO - Epoch [9][880/1345] lr: 1.000e-02, eta: 10:21:48, time: 0.697, data_time: 0.001, memory: 7067, top1_acc: 0.3398, top5_acc: 0.6094, loss_cls: 2.8534, loss: 2.8534, grad_norm: 5.6970 2021-03-23 17:50:11,171 - mmaction - INFO - Epoch [9][900/1345] lr: 1.000e-02, eta: 10:21:38, time: 0.697, data_time: 0.004, memory: 7067, top1_acc: 0.3320, top5_acc: 0.6141, loss_cls: 2.8205, loss: 2.8205, grad_norm: 5.9587 2021-03-23 17:50:24,033 - mmaction - INFO - Epoch [9][920/1345] lr: 1.000e-02, eta: 10:21:22, time: 0.647, data_time: 0.012, memory: 7067, top1_acc: 0.3391, top5_acc: 0.6062, loss_cls: 2.8423, loss: 2.8423, grad_norm: 5.8016 2021-03-23 17:50:36,595 - mmaction - INFO - Epoch [9][940/1345] lr: 1.000e-02, eta: 10:21:05, time: 0.631, data_time: 0.005, memory: 7067, top1_acc: 0.3141, top5_acc: 0.6047, loss_cls: 2.9149, loss: 2.9149, grad_norm: 5.9504 2021-03-23 17:50:50,102 - mmaction - INFO - Epoch [9][960/1345] lr: 1.000e-02, eta: 10:20:52, time: 0.676, data_time: 0.001, memory: 7067, top1_acc: 0.3328, top5_acc: 0.6141, loss_cls: 2.8246, loss: 2.8246, grad_norm: 5.8190 2021-03-23 17:51:03,095 - mmaction - INFO - Epoch [9][980/1345] lr: 1.000e-02, eta: 10:20:36, time: 0.644, data_time: 0.001, memory: 7067, top1_acc: 0.3250, top5_acc: 0.6008, loss_cls: 2.8934, loss: 2.8934, grad_norm: 5.4130 2021-03-23 17:51:16,693 - mmaction - INFO - Epoch [9][1000/1345] lr: 1.000e-02, eta: 10:20:24, time: 0.685, data_time: 0.006, memory: 7067, top1_acc: 0.3297, top5_acc: 0.6234, loss_cls: 2.8421, loss: 2.8421, grad_norm: 5.6868 2021-03-23 17:51:30,021 - mmaction - INFO - Epoch [9][1020/1345] lr: 1.000e-02, eta: 10:20:10, time: 0.666, data_time: 0.001, memory: 7067, top1_acc: 0.3305, top5_acc: 0.5961, loss_cls: 2.9035, loss: 2.9035, grad_norm: 5.8352 2021-03-23 17:51:43,406 - mmaction - INFO - Epoch [9][1040/1345] lr: 1.000e-02, eta: 10:19:56, time: 0.669, data_time: 0.009, memory: 7067, top1_acc: 0.3289, top5_acc: 0.6031, loss_cls: 2.8903, loss: 2.8903, grad_norm: 5.5570 2021-03-23 17:51:56,540 - mmaction - INFO - Epoch [9][1060/1345] lr: 1.000e-02, eta: 10:19:41, time: 0.654, data_time: 0.006, memory: 7067, top1_acc: 0.3336, top5_acc: 0.6219, loss_cls: 2.8297, loss: 2.8297, grad_norm: 5.8105 2021-03-23 17:52:09,583 - mmaction - INFO - Epoch [9][1080/1345] lr: 1.000e-02, eta: 10:19:26, time: 0.655, data_time: 0.004, memory: 7067, top1_acc: 0.3367, top5_acc: 0.6070, loss_cls: 2.8339, loss: 2.8339, grad_norm: 5.6124 2021-03-23 17:52:22,852 - mmaction - INFO - Epoch [9][1100/1345] lr: 1.000e-02, eta: 10:19:12, time: 0.662, data_time: 0.001, memory: 7067, top1_acc: 0.3359, top5_acc: 0.6164, loss_cls: 2.8269, loss: 2.8269, grad_norm: 5.7601 2021-03-23 17:52:36,051 - mmaction - INFO - Epoch [9][1120/1345] lr: 1.000e-02, eta: 10:18:58, time: 0.658, data_time: 0.002, memory: 7067, top1_acc: 0.3312, top5_acc: 0.5945, loss_cls: 2.8574, loss: 2.8574, grad_norm: 5.6639 2021-03-23 17:52:48,855 - mmaction - INFO - Epoch [9][1140/1345] lr: 1.000e-02, eta: 10:18:41, time: 0.640, data_time: 0.004, memory: 7067, top1_acc: 0.3273, top5_acc: 0.5984, loss_cls: 2.8598, loss: 2.8598, grad_norm: 5.8646 2021-03-23 17:53:01,951 - mmaction - INFO - Epoch [9][1160/1345] lr: 1.000e-02, eta: 10:18:27, time: 0.657, data_time: 0.004, memory: 7067, top1_acc: 0.3094, top5_acc: 0.5938, loss_cls: 2.9605, loss: 2.9605, grad_norm: 5.7762 2021-03-23 17:53:14,851 - mmaction - INFO - Epoch [9][1180/1345] lr: 1.000e-02, eta: 10:18:11, time: 0.644, data_time: 0.004, memory: 7067, top1_acc: 0.3344, top5_acc: 0.6172, loss_cls: 2.8318, loss: 2.8318, grad_norm: 5.6326 2021-03-23 17:53:28,225 - mmaction - INFO - Epoch [9][1200/1345] lr: 1.000e-02, eta: 10:17:57, time: 0.667, data_time: 0.004, memory: 7067, top1_acc: 0.3328, top5_acc: 0.6031, loss_cls: 2.8709, loss: 2.8709, grad_norm: 5.9522 2021-03-23 17:53:41,338 - mmaction - INFO - Epoch [9][1220/1345] lr: 1.000e-02, eta: 10:17:43, time: 0.660, data_time: 0.006, memory: 7067, top1_acc: 0.3156, top5_acc: 0.6000, loss_cls: 2.8744, loss: 2.8744, grad_norm: 5.7755 2021-03-23 17:53:54,125 - mmaction - INFO - Epoch [9][1240/1345] lr: 1.000e-02, eta: 10:17:26, time: 0.637, data_time: 0.001, memory: 7067, top1_acc: 0.3563, top5_acc: 0.6250, loss_cls: 2.7710, loss: 2.7710, grad_norm: 5.7378 2021-03-23 17:54:07,490 - mmaction - INFO - Epoch [9][1260/1345] lr: 1.000e-02, eta: 10:17:12, time: 0.667, data_time: 0.006, memory: 7067, top1_acc: 0.3414, top5_acc: 0.6266, loss_cls: 2.8317, loss: 2.8317, grad_norm: 5.8769 2021-03-23 17:54:20,652 - mmaction - INFO - Epoch [9][1280/1345] lr: 1.000e-02, eta: 10:16:58, time: 0.660, data_time: 0.007, memory: 7067, top1_acc: 0.3312, top5_acc: 0.6141, loss_cls: 2.8510, loss: 2.8510, grad_norm: 5.8491 2021-03-23 17:54:34,133 - mmaction - INFO - Epoch [9][1300/1345] lr: 1.000e-02, eta: 10:16:45, time: 0.675, data_time: 0.002, memory: 7067, top1_acc: 0.3078, top5_acc: 0.6016, loss_cls: 2.8608, loss: 2.8608, grad_norm: 5.8951 2021-03-23 17:54:46,825 - mmaction - INFO - Epoch [9][1320/1345] lr: 1.000e-02, eta: 10:16:28, time: 0.628, data_time: 0.004, memory: 7067, top1_acc: 0.3375, top5_acc: 0.6039, loss_cls: 2.8163, loss: 2.8163, grad_norm: 5.6876 2021-03-23 17:54:58,552 - mmaction - INFO - Epoch [9][1340/1345] lr: 1.000e-02, eta: 10:16:07, time: 0.593, data_time: 0.008, memory: 7067, top1_acc: 0.3461, top5_acc: 0.6281, loss_cls: 2.7894, loss: 2.7894, grad_norm: 5.8058 2021-03-23 17:55:00,899 - mmaction - INFO - Saving checkpoint at 9 epochs 2021-03-23 17:55:31,681 - mmaction - INFO - Epoch [10][20/1345] lr: 1.000e-02, eta: 10:16:52, time: 1.510, data_time: 0.817, memory: 7067, top1_acc: 0.3289, top5_acc: 0.6078, loss_cls: 2.8245, loss: 2.8245, grad_norm: 5.6220 2021-03-23 17:55:44,995 - mmaction - INFO - Epoch [10][40/1345] lr: 1.000e-02, eta: 10:16:38, time: 0.669, data_time: 0.010, memory: 7067, top1_acc: 0.3305, top5_acc: 0.5969, loss_cls: 2.8743, loss: 2.8743, grad_norm: 5.9127 2021-03-23 17:55:58,662 - mmaction - INFO - Epoch [10][60/1345] lr: 1.000e-02, eta: 10:16:26, time: 0.685, data_time: 0.012, memory: 7067, top1_acc: 0.3164, top5_acc: 0.6023, loss_cls: 2.8919, loss: 2.8919, grad_norm: 5.6711 2021-03-23 17:56:11,891 - mmaction - INFO - Epoch [10][80/1345] lr: 1.000e-02, eta: 10:16:12, time: 0.661, data_time: 0.009, memory: 7067, top1_acc: 0.3242, top5_acc: 0.6008, loss_cls: 2.8932, loss: 2.8932, grad_norm: 5.7506 2021-03-23 17:56:25,080 - mmaction - INFO - Epoch [10][100/1345] lr: 1.000e-02, eta: 10:15:57, time: 0.661, data_time: 0.003, memory: 7067, top1_acc: 0.3406, top5_acc: 0.6203, loss_cls: 2.8253, loss: 2.8253, grad_norm: 5.6596 2021-03-23 17:56:37,936 - mmaction - INFO - Epoch [10][120/1345] lr: 1.000e-02, eta: 10:15:41, time: 0.638, data_time: 0.001, memory: 7067, top1_acc: 0.3609, top5_acc: 0.6117, loss_cls: 2.7701, loss: 2.7701, grad_norm: 5.7497 2021-03-23 17:56:51,378 - mmaction - INFO - Epoch [10][140/1345] lr: 1.000e-02, eta: 10:15:27, time: 0.673, data_time: 0.009, memory: 7067, top1_acc: 0.3406, top5_acc: 0.5938, loss_cls: 2.8762, loss: 2.8762, grad_norm: 5.6505 2021-03-23 17:57:04,958 - mmaction - INFO - Epoch [10][160/1345] lr: 1.000e-02, eta: 10:15:15, time: 0.682, data_time: 0.005, memory: 7067, top1_acc: 0.3469, top5_acc: 0.6094, loss_cls: 2.8549, loss: 2.8549, grad_norm: 5.5829 2021-03-23 17:57:17,990 - mmaction - INFO - Epoch [10][180/1345] lr: 1.000e-02, eta: 10:15:00, time: 0.653, data_time: 0.003, memory: 7067, top1_acc: 0.3578, top5_acc: 0.6203, loss_cls: 2.7871, loss: 2.7871, grad_norm: 5.5584 2021-03-23 17:57:31,576 - mmaction - INFO - Epoch [10][200/1345] lr: 1.000e-02, eta: 10:14:47, time: 0.679, data_time: 0.000, memory: 7067, top1_acc: 0.3609, top5_acc: 0.6211, loss_cls: 2.7358, loss: 2.7358, grad_norm: 5.8095 2021-03-23 17:57:45,210 - mmaction - INFO - Epoch [10][220/1345] lr: 1.000e-02, eta: 10:14:35, time: 0.682, data_time: 0.008, memory: 7067, top1_acc: 0.3500, top5_acc: 0.6406, loss_cls: 2.7731, loss: 2.7731, grad_norm: 5.8378 2021-03-23 17:57:58,573 - mmaction - INFO - Epoch [10][240/1345] lr: 1.000e-02, eta: 10:14:20, time: 0.663, data_time: 0.001, memory: 7067, top1_acc: 0.3516, top5_acc: 0.6234, loss_cls: 2.7655, loss: 2.7655, grad_norm: 5.8828 2021-03-23 17:58:12,026 - mmaction - INFO - Epoch [10][260/1345] lr: 1.000e-02, eta: 10:14:08, time: 0.677, data_time: 0.007, memory: 7067, top1_acc: 0.3273, top5_acc: 0.6102, loss_cls: 2.8575, loss: 2.8575, grad_norm: 5.7531 2021-03-23 17:58:25,283 - mmaction - INFO - Epoch [10][280/1345] lr: 1.000e-02, eta: 10:13:53, time: 0.658, data_time: 0.001, memory: 7067, top1_acc: 0.3414, top5_acc: 0.6133, loss_cls: 2.8775, loss: 2.8775, grad_norm: 5.7082 2021-03-23 17:58:38,285 - mmaction - INFO - Epoch [10][300/1345] lr: 1.000e-02, eta: 10:13:38, time: 0.655, data_time: 0.008, memory: 7067, top1_acc: 0.3141, top5_acc: 0.5914, loss_cls: 2.9406, loss: 2.9406, grad_norm: 5.5320 2021-03-23 17:58:51,436 - mmaction - INFO - Epoch [10][320/1345] lr: 1.000e-02, eta: 10:13:23, time: 0.657, data_time: 0.002, memory: 7067, top1_acc: 0.3430, top5_acc: 0.6234, loss_cls: 2.7142, loss: 2.7142, grad_norm: 5.6889 2021-03-23 17:59:04,843 - mmaction - INFO - Epoch [10][340/1345] lr: 1.000e-02, eta: 10:13:10, time: 0.670, data_time: 0.003, memory: 7067, top1_acc: 0.3617, top5_acc: 0.6320, loss_cls: 2.7626, loss: 2.7626, grad_norm: 5.7084 2021-03-23 17:59:17,860 - mmaction - INFO - Epoch [10][360/1345] lr: 1.000e-02, eta: 10:12:55, time: 0.650, data_time: 0.001, memory: 7067, top1_acc: 0.3406, top5_acc: 0.6258, loss_cls: 2.7632, loss: 2.7632, grad_norm: 5.6518 2021-03-23 17:59:31,089 - mmaction - INFO - Epoch [10][380/1345] lr: 1.000e-02, eta: 10:12:40, time: 0.658, data_time: 0.004, memory: 7067, top1_acc: 0.3266, top5_acc: 0.6062, loss_cls: 2.8674, loss: 2.8674, grad_norm: 5.9015 2021-03-23 17:59:43,635 - mmaction - INFO - Epoch [10][400/1345] lr: 1.000e-02, eta: 10:12:22, time: 0.624, data_time: 0.006, memory: 7067, top1_acc: 0.3344, top5_acc: 0.6258, loss_cls: 2.7829, loss: 2.7829, grad_norm: 5.6822 2021-03-23 17:59:56,697 - mmaction - INFO - Epoch [10][420/1345] lr: 1.000e-02, eta: 10:12:08, time: 0.658, data_time: 0.012, memory: 7067, top1_acc: 0.3367, top5_acc: 0.6148, loss_cls: 2.8484, loss: 2.8484, grad_norm: 5.8172 2021-03-23 18:00:10,254 - mmaction - INFO - Epoch [10][440/1345] lr: 1.000e-02, eta: 10:11:55, time: 0.681, data_time: 0.009, memory: 7067, top1_acc: 0.3367, top5_acc: 0.6117, loss_cls: 2.8176, loss: 2.8176, grad_norm: 5.5461 2021-03-23 18:00:23,443 - mmaction - INFO - Epoch [10][460/1345] lr: 1.000e-02, eta: 10:11:41, time: 0.659, data_time: 0.004, memory: 7067, top1_acc: 0.3359, top5_acc: 0.6086, loss_cls: 2.8247, loss: 2.8247, grad_norm: 5.8528 2021-03-23 18:00:36,708 - mmaction - INFO - Epoch [10][480/1345] lr: 1.000e-02, eta: 10:11:26, time: 0.660, data_time: 0.001, memory: 7067, top1_acc: 0.3445, top5_acc: 0.6141, loss_cls: 2.8458, loss: 2.8458, grad_norm: 5.6344 2021-03-23 18:00:49,775 - mmaction - INFO - Epoch [10][500/1345] lr: 1.000e-02, eta: 10:11:11, time: 0.652, data_time: 0.005, memory: 7067, top1_acc: 0.3492, top5_acc: 0.6281, loss_cls: 2.7477, loss: 2.7477, grad_norm: 5.7467 2021-03-23 18:01:03,040 - mmaction - INFO - Epoch [10][520/1345] lr: 1.000e-02, eta: 10:10:58, time: 0.667, data_time: 0.007, memory: 7067, top1_acc: 0.3047, top5_acc: 0.5945, loss_cls: 2.9460, loss: 2.9460, grad_norm: 6.1089 2021-03-23 18:01:16,154 - mmaction - INFO - Epoch [10][540/1345] lr: 1.000e-02, eta: 10:10:43, time: 0.657, data_time: 0.002, memory: 7067, top1_acc: 0.3352, top5_acc: 0.6094, loss_cls: 2.8304, loss: 2.8304, grad_norm: 5.7797 2021-03-23 18:01:29,143 - mmaction - INFO - Epoch [10][560/1345] lr: 1.000e-02, eta: 10:10:28, time: 0.649, data_time: 0.001, memory: 7067, top1_acc: 0.3289, top5_acc: 0.6289, loss_cls: 2.8260, loss: 2.8260, grad_norm: 5.7149 2021-03-23 18:01:42,385 - mmaction - INFO - Epoch [10][580/1345] lr: 1.000e-02, eta: 10:10:13, time: 0.662, data_time: 0.007, memory: 7067, top1_acc: 0.3516, top5_acc: 0.6320, loss_cls: 2.8082, loss: 2.8082, grad_norm: 5.6194 2021-03-23 18:01:55,654 - mmaction - INFO - Epoch [10][600/1345] lr: 1.000e-02, eta: 10:09:59, time: 0.660, data_time: 0.001, memory: 7067, top1_acc: 0.3547, top5_acc: 0.6203, loss_cls: 2.8031, loss: 2.8031, grad_norm: 5.6855 2021-03-23 18:02:08,820 - mmaction - INFO - Epoch [10][620/1345] lr: 1.000e-02, eta: 10:09:45, time: 0.661, data_time: 0.003, memory: 7067, top1_acc: 0.3453, top5_acc: 0.6109, loss_cls: 2.7895, loss: 2.7895, grad_norm: 5.7334 2021-03-23 18:02:22,089 - mmaction - INFO - Epoch [10][640/1345] lr: 1.000e-02, eta: 10:09:31, time: 0.660, data_time: 0.001, memory: 7067, top1_acc: 0.3367, top5_acc: 0.6141, loss_cls: 2.8534, loss: 2.8534, grad_norm: 5.7006 2021-03-23 18:02:35,316 - mmaction - INFO - Epoch [10][660/1345] lr: 1.000e-02, eta: 10:09:17, time: 0.664, data_time: 0.004, memory: 7067, top1_acc: 0.3289, top5_acc: 0.6180, loss_cls: 2.8548, loss: 2.8548, grad_norm: 5.7875 2021-03-23 18:02:48,409 - mmaction - INFO - Epoch [10][680/1345] lr: 1.000e-02, eta: 10:09:01, time: 0.651, data_time: 0.002, memory: 7067, top1_acc: 0.3367, top5_acc: 0.6008, loss_cls: 2.8509, loss: 2.8509, grad_norm: 5.7959 2021-03-23 18:03:01,604 - mmaction - INFO - Epoch [10][700/1345] lr: 1.000e-02, eta: 10:08:47, time: 0.664, data_time: 0.006, memory: 7067, top1_acc: 0.3602, top5_acc: 0.6289, loss_cls: 2.7747, loss: 2.7747, grad_norm: 5.8408 2021-03-23 18:03:14,938 - mmaction - INFO - Epoch [10][720/1345] lr: 1.000e-02, eta: 10:08:33, time: 0.665, data_time: 0.026, memory: 7067, top1_acc: 0.3195, top5_acc: 0.6102, loss_cls: 2.8995, loss: 2.8995, grad_norm: 5.8184 2021-03-23 18:03:27,759 - mmaction - INFO - Epoch [10][740/1345] lr: 1.000e-02, eta: 10:08:17, time: 0.641, data_time: 0.004, memory: 7067, top1_acc: 0.3484, top5_acc: 0.6203, loss_cls: 2.7683, loss: 2.7683, grad_norm: 5.7021 2021-03-23 18:03:40,902 - mmaction - INFO - Epoch [10][760/1345] lr: 1.000e-02, eta: 10:08:03, time: 0.660, data_time: 0.005, memory: 7067, top1_acc: 0.3352, top5_acc: 0.6008, loss_cls: 2.8858, loss: 2.8858, grad_norm: 5.7766 2021-03-23 18:03:54,132 - mmaction - INFO - Epoch [10][780/1345] lr: 1.000e-02, eta: 10:07:49, time: 0.661, data_time: 0.003, memory: 7067, top1_acc: 0.3461, top5_acc: 0.6102, loss_cls: 2.8196, loss: 2.8196, grad_norm: 5.6738 2021-03-23 18:04:07,121 - mmaction - INFO - Epoch [10][800/1345] lr: 1.000e-02, eta: 10:07:34, time: 0.650, data_time: 0.005, memory: 7067, top1_acc: 0.3609, top5_acc: 0.6195, loss_cls: 2.7731, loss: 2.7731, grad_norm: 5.5689 2021-03-23 18:04:19,758 - mmaction - INFO - Epoch [10][820/1345] lr: 1.000e-02, eta: 10:07:17, time: 0.632, data_time: 0.004, memory: 7067, top1_acc: 0.3492, top5_acc: 0.6070, loss_cls: 2.8371, loss: 2.8371, grad_norm: 5.8219 2021-03-23 18:04:32,713 - mmaction - INFO - Epoch [10][840/1345] lr: 1.000e-02, eta: 10:07:02, time: 0.649, data_time: 0.004, memory: 7067, top1_acc: 0.3469, top5_acc: 0.6422, loss_cls: 2.7473, loss: 2.7473, grad_norm: 5.8389 2021-03-23 18:04:45,603 - mmaction - INFO - Epoch [10][860/1345] lr: 1.000e-02, eta: 10:06:46, time: 0.645, data_time: 0.000, memory: 7067, top1_acc: 0.3422, top5_acc: 0.6344, loss_cls: 2.8003, loss: 2.8003, grad_norm: 6.0307 2021-03-23 18:04:58,833 - mmaction - INFO - Epoch [10][880/1345] lr: 1.000e-02, eta: 10:06:32, time: 0.661, data_time: 0.003, memory: 7067, top1_acc: 0.3484, top5_acc: 0.6211, loss_cls: 2.8389, loss: 2.8389, grad_norm: 5.6508 2021-03-23 18:05:11,820 - mmaction - INFO - Epoch [10][900/1345] lr: 1.000e-02, eta: 10:06:17, time: 0.650, data_time: 0.001, memory: 7067, top1_acc: 0.3414, top5_acc: 0.6195, loss_cls: 2.7723, loss: 2.7723, grad_norm: 5.7045 2021-03-23 18:05:24,721 - mmaction - INFO - Epoch [10][920/1345] lr: 1.000e-02, eta: 10:06:01, time: 0.642, data_time: 0.000, memory: 7067, top1_acc: 0.3469, top5_acc: 0.6289, loss_cls: 2.7640, loss: 2.7640, grad_norm: 5.7740 2021-03-23 18:05:37,571 - mmaction - INFO - Epoch [10][940/1345] lr: 1.000e-02, eta: 10:05:45, time: 0.636, data_time: 0.004, memory: 7067, top1_acc: 0.3391, top5_acc: 0.6078, loss_cls: 2.8215, loss: 2.8215, grad_norm: 5.7196 2021-03-23 18:05:50,800 - mmaction - INFO - Epoch [10][960/1345] lr: 1.000e-02, eta: 10:05:31, time: 0.664, data_time: 0.011, memory: 7067, top1_acc: 0.3461, top5_acc: 0.6156, loss_cls: 2.8001, loss: 2.8001, grad_norm: 5.7137 2021-03-23 18:06:04,300 - mmaction - INFO - Epoch [10][980/1345] lr: 1.000e-02, eta: 10:05:18, time: 0.682, data_time: 0.011, memory: 7067, top1_acc: 0.3375, top5_acc: 0.6359, loss_cls: 2.7577, loss: 2.7577, grad_norm: 5.6163 2021-03-23 18:06:17,227 - mmaction - INFO - Epoch [10][1000/1345] lr: 1.000e-02, eta: 10:05:03, time: 0.644, data_time: 0.002, memory: 7067, top1_acc: 0.3453, top5_acc: 0.6242, loss_cls: 2.8002, loss: 2.8002, grad_norm: 5.8544 2021-03-23 18:06:30,598 - mmaction - INFO - Epoch [10][1020/1345] lr: 1.000e-02, eta: 10:04:49, time: 0.669, data_time: 0.003, memory: 7067, top1_acc: 0.3359, top5_acc: 0.6141, loss_cls: 2.8737, loss: 2.8737, grad_norm: 5.7619 2021-03-23 18:06:43,375 - mmaction - INFO - Epoch [10][1040/1345] lr: 1.000e-02, eta: 10:04:33, time: 0.640, data_time: 0.002, memory: 7067, top1_acc: 0.3555, top5_acc: 0.6438, loss_cls: 2.7205, loss: 2.7205, grad_norm: 5.6192 2021-03-23 18:06:56,356 - mmaction - INFO - Epoch [10][1060/1345] lr: 1.000e-02, eta: 10:04:18, time: 0.648, data_time: 0.004, memory: 7067, top1_acc: 0.3555, top5_acc: 0.6195, loss_cls: 2.8229, loss: 2.8229, grad_norm: 5.8318 2021-03-23 18:07:09,187 - mmaction - INFO - Epoch [10][1080/1345] lr: 1.000e-02, eta: 10:04:02, time: 0.640, data_time: 0.002, memory: 7067, top1_acc: 0.3453, top5_acc: 0.6062, loss_cls: 2.8292, loss: 2.8292, grad_norm: 5.4739 2021-03-23 18:07:22,340 - mmaction - INFO - Epoch [10][1100/1345] lr: 1.000e-02, eta: 10:03:48, time: 0.661, data_time: 0.004, memory: 7067, top1_acc: 0.3445, top5_acc: 0.6203, loss_cls: 2.8323, loss: 2.8323, grad_norm: 5.7208 2021-03-23 18:07:35,724 - mmaction - INFO - Epoch [10][1120/1345] lr: 1.000e-02, eta: 10:03:34, time: 0.665, data_time: 0.001, memory: 7067, top1_acc: 0.3625, top5_acc: 0.6266, loss_cls: 2.7769, loss: 2.7769, grad_norm: 5.7136 2021-03-23 18:07:48,382 - mmaction - INFO - Epoch [10][1140/1345] lr: 1.000e-02, eta: 10:03:18, time: 0.635, data_time: 0.006, memory: 7067, top1_acc: 0.3391, top5_acc: 0.6266, loss_cls: 2.8119, loss: 2.8119, grad_norm: 5.6418 2021-03-23 18:08:01,499 - mmaction - INFO - Epoch [10][1160/1345] lr: 1.000e-02, eta: 10:03:03, time: 0.657, data_time: 0.015, memory: 7067, top1_acc: 0.3273, top5_acc: 0.6141, loss_cls: 2.8710, loss: 2.8710, grad_norm: 5.9203 2021-03-23 18:08:14,295 - mmaction - INFO - Epoch [10][1180/1345] lr: 1.000e-02, eta: 10:02:47, time: 0.639, data_time: 0.006, memory: 7067, top1_acc: 0.3602, top5_acc: 0.6352, loss_cls: 2.7479, loss: 2.7479, grad_norm: 5.7867 2021-03-23 18:08:27,409 - mmaction - INFO - Epoch [10][1200/1345] lr: 1.000e-02, eta: 10:02:33, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.3070, top5_acc: 0.5922, loss_cls: 2.9302, loss: 2.9302, grad_norm: 5.5296 2021-03-23 18:08:40,944 - mmaction - INFO - Epoch [10][1220/1345] lr: 1.000e-02, eta: 10:02:20, time: 0.677, data_time: 0.003, memory: 7067, top1_acc: 0.3469, top5_acc: 0.6352, loss_cls: 2.7653, loss: 2.7653, grad_norm: 6.0137 2021-03-23 18:08:53,647 - mmaction - INFO - Epoch [10][1240/1345] lr: 1.000e-02, eta: 10:02:04, time: 0.636, data_time: 0.002, memory: 7067, top1_acc: 0.3523, top5_acc: 0.6180, loss_cls: 2.7785, loss: 2.7785, grad_norm: 6.1131 2021-03-23 18:09:07,074 - mmaction - INFO - Epoch [10][1260/1345] lr: 1.000e-02, eta: 10:01:50, time: 0.673, data_time: 0.002, memory: 7067, top1_acc: 0.3375, top5_acc: 0.6211, loss_cls: 2.8332, loss: 2.8332, grad_norm: 5.9074 2021-03-23 18:09:20,508 - mmaction - INFO - Epoch [10][1280/1345] lr: 1.000e-02, eta: 10:01:37, time: 0.671, data_time: 0.003, memory: 7067, top1_acc: 0.3258, top5_acc: 0.6375, loss_cls: 2.7674, loss: 2.7674, grad_norm: 5.8662 2021-03-23 18:09:33,558 - mmaction - INFO - Epoch [10][1300/1345] lr: 1.000e-02, eta: 10:01:22, time: 0.653, data_time: 0.001, memory: 7067, top1_acc: 0.3242, top5_acc: 0.6156, loss_cls: 2.8613, loss: 2.8613, grad_norm: 5.7274 2021-03-23 18:09:46,528 - mmaction - INFO - Epoch [10][1320/1345] lr: 1.000e-02, eta: 10:01:07, time: 0.649, data_time: 0.006, memory: 7067, top1_acc: 0.3414, top5_acc: 0.6328, loss_cls: 2.7549, loss: 2.7549, grad_norm: 5.9310 2021-03-23 18:09:58,763 - mmaction - INFO - Epoch [10][1340/1345] lr: 1.000e-02, eta: 10:00:49, time: 0.612, data_time: 0.002, memory: 7067, top1_acc: 0.3406, top5_acc: 0.6320, loss_cls: 2.7943, loss: 2.7943, grad_norm: 5.8155 2021-03-23 18:10:01,202 - mmaction - INFO - Saving checkpoint at 10 epochs 2021-03-23 18:11:28,425 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-23 18:11:28,617 - mmaction - INFO - top1_acc 0.3058 top5_acc 0.5987 2021-03-23 18:11:28,617 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-23 18:11:28,629 - mmaction - INFO - mean_acc 0.2769 2021-03-23 18:11:29,019 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_10.pth. 2021-03-23 18:11:29,019 - mmaction - INFO - Best top1_acc is 0.3058 at 10 epoch. 2021-03-23 18:11:29,031 - mmaction - INFO - Epoch(val) [10][1345] top1_acc: 0.3058, top5_acc: 0.5987, mean_class_accuracy: 0.2769 2021-03-23 18:11:59,709 - mmaction - INFO - Epoch [11][20/1345] lr: 1.000e-02, eta: 10:01:28, time: 1.534, data_time: 0.793, memory: 7067, top1_acc: 0.3531, top5_acc: 0.6320, loss_cls: 2.7624, loss: 2.7624, grad_norm: 5.7647 2021-03-23 18:12:13,024 - mmaction - INFO - Epoch [11][40/1345] lr: 1.000e-02, eta: 10:01:14, time: 0.664, data_time: 0.001, memory: 7067, top1_acc: 0.3648, top5_acc: 0.6344, loss_cls: 2.7109, loss: 2.7109, grad_norm: 5.8350 2021-03-23 18:12:26,393 - mmaction - INFO - Epoch [11][60/1345] lr: 1.000e-02, eta: 10:01:00, time: 0.669, data_time: 0.004, memory: 7067, top1_acc: 0.3602, top5_acc: 0.6188, loss_cls: 2.7528, loss: 2.7528, grad_norm: 5.8987 2021-03-23 18:12:39,369 - mmaction - INFO - Epoch [11][80/1345] lr: 1.000e-02, eta: 10:00:45, time: 0.650, data_time: 0.003, memory: 7067, top1_acc: 0.3656, top5_acc: 0.6203, loss_cls: 2.7470, loss: 2.7470, grad_norm: 6.0756 2021-03-23 18:12:52,603 - mmaction - INFO - Epoch [11][100/1345] lr: 1.000e-02, eta: 10:00:31, time: 0.661, data_time: 0.008, memory: 7067, top1_acc: 0.3492, top5_acc: 0.6258, loss_cls: 2.7674, loss: 2.7674, grad_norm: 5.7729 2021-03-23 18:13:06,041 - mmaction - INFO - Epoch [11][120/1345] lr: 1.000e-02, eta: 10:00:18, time: 0.673, data_time: 0.005, memory: 7067, top1_acc: 0.3492, top5_acc: 0.6273, loss_cls: 2.7741, loss: 2.7741, grad_norm: 5.9539 2021-03-23 18:13:19,101 - mmaction - INFO - Epoch [11][140/1345] lr: 1.000e-02, eta: 10:00:03, time: 0.653, data_time: 0.002, memory: 7067, top1_acc: 0.3805, top5_acc: 0.6438, loss_cls: 2.6459, loss: 2.6459, grad_norm: 5.9792 2021-03-23 18:13:32,399 - mmaction - INFO - Epoch [11][160/1345] lr: 1.000e-02, eta: 9:59:49, time: 0.666, data_time: 0.002, memory: 7067, top1_acc: 0.3438, top5_acc: 0.6242, loss_cls: 2.7753, loss: 2.7753, grad_norm: 5.9447 2021-03-23 18:13:45,676 - mmaction - INFO - Epoch [11][180/1345] lr: 1.000e-02, eta: 9:59:35, time: 0.664, data_time: 0.001, memory: 7067, top1_acc: 0.3492, top5_acc: 0.6195, loss_cls: 2.7658, loss: 2.7658, grad_norm: 5.7749 2021-03-23 18:13:58,865 - mmaction - INFO - Epoch [11][200/1345] lr: 1.000e-02, eta: 9:59:20, time: 0.656, data_time: 0.002, memory: 7067, top1_acc: 0.3414, top5_acc: 0.6227, loss_cls: 2.8431, loss: 2.8431, grad_norm: 5.7164 2021-03-23 18:14:12,022 - mmaction - INFO - Epoch [11][220/1345] lr: 1.000e-02, eta: 9:59:06, time: 0.656, data_time: 0.004, memory: 7067, top1_acc: 0.3461, top5_acc: 0.6172, loss_cls: 2.8094, loss: 2.8094, grad_norm: 5.7356 2021-03-23 18:14:25,612 - mmaction - INFO - Epoch [11][240/1345] lr: 1.000e-02, eta: 9:58:54, time: 0.684, data_time: 0.006, memory: 7067, top1_acc: 0.3500, top5_acc: 0.6297, loss_cls: 2.7284, loss: 2.7284, grad_norm: 5.8605 2021-03-23 18:14:39,004 - mmaction - INFO - Epoch [11][260/1345] lr: 1.000e-02, eta: 9:58:40, time: 0.666, data_time: 0.000, memory: 7067, top1_acc: 0.3633, top5_acc: 0.6469, loss_cls: 2.6759, loss: 2.6759, grad_norm: 6.0567 2021-03-23 18:14:52,503 - mmaction - INFO - Epoch [11][280/1345] lr: 1.000e-02, eta: 9:58:27, time: 0.678, data_time: 0.004, memory: 7067, top1_acc: 0.3320, top5_acc: 0.5992, loss_cls: 2.8521, loss: 2.8521, grad_norm: 5.7403 2021-03-23 18:15:05,387 - mmaction - INFO - Epoch [11][300/1345] lr: 1.000e-02, eta: 9:58:11, time: 0.644, data_time: 0.003, memory: 7067, top1_acc: 0.3586, top5_acc: 0.6117, loss_cls: 2.7947, loss: 2.7947, grad_norm: 5.7665 2021-03-23 18:15:18,553 - mmaction - INFO - Epoch [11][320/1345] lr: 1.000e-02, eta: 9:57:57, time: 0.653, data_time: 0.001, memory: 7067, top1_acc: 0.3633, top5_acc: 0.6430, loss_cls: 2.6938, loss: 2.6938, grad_norm: 5.6388 2021-03-23 18:15:31,556 - mmaction - INFO - Epoch [11][340/1345] lr: 1.000e-02, eta: 9:57:42, time: 0.655, data_time: 0.007, memory: 7067, top1_acc: 0.3523, top5_acc: 0.6172, loss_cls: 2.8102, loss: 2.8102, grad_norm: 5.8290 2021-03-23 18:15:44,886 - mmaction - INFO - Epoch [11][360/1345] lr: 1.000e-02, eta: 9:57:28, time: 0.667, data_time: 0.003, memory: 7067, top1_acc: 0.3508, top5_acc: 0.6266, loss_cls: 2.8124, loss: 2.8124, grad_norm: 5.9033 2021-03-23 18:15:58,264 - mmaction - INFO - Epoch [11][380/1345] lr: 1.000e-02, eta: 9:57:15, time: 0.668, data_time: 0.000, memory: 7067, top1_acc: 0.3422, top5_acc: 0.6258, loss_cls: 2.8017, loss: 2.8017, grad_norm: 5.8692 2021-03-23 18:16:11,463 - mmaction - INFO - Epoch [11][400/1345] lr: 1.000e-02, eta: 9:57:00, time: 0.659, data_time: 0.001, memory: 7067, top1_acc: 0.3555, top5_acc: 0.6438, loss_cls: 2.7412, loss: 2.7412, grad_norm: 5.6535 2021-03-23 18:16:24,760 - mmaction - INFO - Epoch [11][420/1345] lr: 1.000e-02, eta: 9:56:46, time: 0.664, data_time: 0.003, memory: 7067, top1_acc: 0.3461, top5_acc: 0.6125, loss_cls: 2.7892, loss: 2.7892, grad_norm: 5.8902 2021-03-23 18:16:37,457 - mmaction - INFO - Epoch [11][440/1345] lr: 1.000e-02, eta: 9:56:30, time: 0.635, data_time: 0.007, memory: 7067, top1_acc: 0.3367, top5_acc: 0.6227, loss_cls: 2.7973, loss: 2.7973, grad_norm: 5.7830 2021-03-23 18:16:50,796 - mmaction - INFO - Epoch [11][460/1345] lr: 1.000e-02, eta: 9:56:17, time: 0.669, data_time: 0.003, memory: 7067, top1_acc: 0.3352, top5_acc: 0.6125, loss_cls: 2.8390, loss: 2.8390, grad_norm: 5.5888 2021-03-23 18:17:04,038 - mmaction - INFO - Epoch [11][480/1345] lr: 1.000e-02, eta: 9:56:02, time: 0.655, data_time: 0.001, memory: 7067, top1_acc: 0.3266, top5_acc: 0.6102, loss_cls: 2.8221, loss: 2.8221, grad_norm: 5.6898 2021-03-23 18:17:16,890 - mmaction - INFO - Epoch [11][500/1345] lr: 1.000e-02, eta: 9:55:47, time: 0.649, data_time: 0.009, memory: 7067, top1_acc: 0.3375, top5_acc: 0.6211, loss_cls: 2.8152, loss: 2.8152, grad_norm: 5.5630 2021-03-23 18:17:30,448 - mmaction - INFO - Epoch [11][520/1345] lr: 1.000e-02, eta: 9:55:34, time: 0.674, data_time: 0.002, memory: 7067, top1_acc: 0.3469, top5_acc: 0.6406, loss_cls: 2.7751, loss: 2.7751, grad_norm: 5.9446 2021-03-23 18:17:43,360 - mmaction - INFO - Epoch [11][540/1345] lr: 1.000e-02, eta: 9:55:19, time: 0.651, data_time: 0.006, memory: 7067, top1_acc: 0.3547, top5_acc: 0.6297, loss_cls: 2.7624, loss: 2.7624, grad_norm: 5.7464 2021-03-23 18:17:56,802 - mmaction - INFO - Epoch [11][560/1345] lr: 1.000e-02, eta: 9:55:05, time: 0.672, data_time: 0.000, memory: 7067, top1_acc: 0.3461, top5_acc: 0.6227, loss_cls: 2.7713, loss: 2.7713, grad_norm: 5.6227 2021-03-23 18:18:10,302 - mmaction - INFO - Epoch [11][580/1345] lr: 1.000e-02, eta: 9:54:52, time: 0.675, data_time: 0.002, memory: 7067, top1_acc: 0.3211, top5_acc: 0.6086, loss_cls: 2.8792, loss: 2.8792, grad_norm: 6.0222 2021-03-23 18:18:23,329 - mmaction - INFO - Epoch [11][600/1345] lr: 1.000e-02, eta: 9:54:37, time: 0.646, data_time: 0.003, memory: 7067, top1_acc: 0.3508, top5_acc: 0.6312, loss_cls: 2.7243, loss: 2.7243, grad_norm: 5.6422 2021-03-23 18:18:36,477 - mmaction - INFO - Epoch [11][620/1345] lr: 1.000e-02, eta: 9:54:23, time: 0.662, data_time: 0.006, memory: 7067, top1_acc: 0.3492, top5_acc: 0.6438, loss_cls: 2.7262, loss: 2.7262, grad_norm: 5.7482 2021-03-23 18:18:49,268 - mmaction - INFO - Epoch [11][640/1345] lr: 1.000e-02, eta: 9:54:07, time: 0.635, data_time: 0.001, memory: 7067, top1_acc: 0.3656, top5_acc: 0.6297, loss_cls: 2.7267, loss: 2.7267, grad_norm: 5.9925 2021-03-23 18:19:02,487 - mmaction - INFO - Epoch [11][660/1345] lr: 1.000e-02, eta: 9:53:53, time: 0.665, data_time: 0.006, memory: 7067, top1_acc: 0.3516, top5_acc: 0.6453, loss_cls: 2.7124, loss: 2.7124, grad_norm: 5.9449 2021-03-23 18:19:16,074 - mmaction - INFO - Epoch [11][680/1345] lr: 1.000e-02, eta: 9:53:40, time: 0.674, data_time: 0.001, memory: 7067, top1_acc: 0.3391, top5_acc: 0.6445, loss_cls: 2.7656, loss: 2.7656, grad_norm: 5.7598 2021-03-23 18:19:28,290 - mmaction - INFO - Epoch [11][700/1345] lr: 1.000e-02, eta: 9:53:23, time: 0.616, data_time: 0.008, memory: 7067, top1_acc: 0.3477, top5_acc: 0.6430, loss_cls: 2.7619, loss: 2.7619, grad_norm: 5.6404 2021-03-23 18:19:42,262 - mmaction - INFO - Epoch [11][720/1345] lr: 1.000e-02, eta: 9:53:11, time: 0.697, data_time: 0.001, memory: 7067, top1_acc: 0.3508, top5_acc: 0.6555, loss_cls: 2.6787, loss: 2.6787, grad_norm: 5.6055 2021-03-23 18:19:54,997 - mmaction - INFO - Epoch [11][740/1345] lr: 1.000e-02, eta: 9:52:55, time: 0.637, data_time: 0.006, memory: 7067, top1_acc: 0.3586, top5_acc: 0.6266, loss_cls: 2.7553, loss: 2.7553, grad_norm: 5.9011 2021-03-23 18:20:08,321 - mmaction - INFO - Epoch [11][760/1345] lr: 1.000e-02, eta: 9:52:42, time: 0.667, data_time: 0.004, memory: 7067, top1_acc: 0.3492, top5_acc: 0.6188, loss_cls: 2.7835, loss: 2.7835, grad_norm: 5.8591 2021-03-23 18:20:21,082 - mmaction - INFO - Epoch [11][780/1345] lr: 1.000e-02, eta: 9:52:25, time: 0.635, data_time: 0.002, memory: 7067, top1_acc: 0.3359, top5_acc: 0.6156, loss_cls: 2.8449, loss: 2.8449, grad_norm: 5.7504 2021-03-23 18:20:34,402 - mmaction - INFO - Epoch [11][800/1345] lr: 1.000e-02, eta: 9:52:12, time: 0.669, data_time: 0.004, memory: 7067, top1_acc: 0.3609, top5_acc: 0.6242, loss_cls: 2.7334, loss: 2.7334, grad_norm: 5.7057 2021-03-23 18:20:47,499 - mmaction - INFO - Epoch [11][820/1345] lr: 1.000e-02, eta: 9:51:57, time: 0.655, data_time: 0.001, memory: 7067, top1_acc: 0.3633, top5_acc: 0.6172, loss_cls: 2.7436, loss: 2.7436, grad_norm: 5.8048 2021-03-23 18:21:00,767 - mmaction - INFO - Epoch [11][840/1345] lr: 1.000e-02, eta: 9:51:43, time: 0.659, data_time: 0.001, memory: 7067, top1_acc: 0.3477, top5_acc: 0.6312, loss_cls: 2.7628, loss: 2.7628, grad_norm: 5.7937 2021-03-23 18:21:13,693 - mmaction - INFO - Epoch [11][860/1345] lr: 1.000e-02, eta: 9:51:28, time: 0.649, data_time: 0.008, memory: 7067, top1_acc: 0.3430, top5_acc: 0.6109, loss_cls: 2.8739, loss: 2.8739, grad_norm: 5.4965 2021-03-23 18:21:26,644 - mmaction - INFO - Epoch [11][880/1345] lr: 1.000e-02, eta: 9:51:13, time: 0.649, data_time: 0.006, memory: 7067, top1_acc: 0.3406, top5_acc: 0.6320, loss_cls: 2.7827, loss: 2.7827, grad_norm: 5.6360 2021-03-23 18:21:39,653 - mmaction - INFO - Epoch [11][900/1345] lr: 1.000e-02, eta: 9:50:58, time: 0.650, data_time: 0.003, memory: 7067, top1_acc: 0.3320, top5_acc: 0.6078, loss_cls: 2.8336, loss: 2.8336, grad_norm: 5.7070 2021-03-23 18:21:52,773 - mmaction - INFO - Epoch [11][920/1345] lr: 1.000e-02, eta: 9:50:44, time: 0.655, data_time: 0.004, memory: 7067, top1_acc: 0.3656, top5_acc: 0.6352, loss_cls: 2.6841, loss: 2.6841, grad_norm: 5.6838 2021-03-23 18:22:05,536 - mmaction - INFO - Epoch [11][940/1345] lr: 1.000e-02, eta: 9:50:28, time: 0.639, data_time: 0.004, memory: 7067, top1_acc: 0.3438, top5_acc: 0.6219, loss_cls: 2.7419, loss: 2.7419, grad_norm: 5.7845 2021-03-23 18:22:18,626 - mmaction - INFO - Epoch [11][960/1345] lr: 1.000e-02, eta: 9:50:13, time: 0.654, data_time: 0.002, memory: 7067, top1_acc: 0.3289, top5_acc: 0.6172, loss_cls: 2.8411, loss: 2.8411, grad_norm: 5.8244 2021-03-23 18:22:31,960 - mmaction - INFO - Epoch [11][980/1345] lr: 1.000e-02, eta: 9:50:00, time: 0.667, data_time: 0.002, memory: 7067, top1_acc: 0.3516, top5_acc: 0.6398, loss_cls: 2.7578, loss: 2.7578, grad_norm: 5.7711 2021-03-23 18:22:45,113 - mmaction - INFO - Epoch [11][1000/1345] lr: 1.000e-02, eta: 9:49:46, time: 0.657, data_time: 0.003, memory: 7067, top1_acc: 0.3555, top5_acc: 0.6258, loss_cls: 2.7523, loss: 2.7523, grad_norm: 5.6564 2021-03-23 18:22:58,362 - mmaction - INFO - Epoch [11][1020/1345] lr: 1.000e-02, eta: 9:49:31, time: 0.659, data_time: 0.002, memory: 7067, top1_acc: 0.3492, top5_acc: 0.6359, loss_cls: 2.7426, loss: 2.7426, grad_norm: 5.7616 2021-03-23 18:23:11,365 - mmaction - INFO - Epoch [11][1040/1345] lr: 1.000e-02, eta: 9:49:17, time: 0.655, data_time: 0.008, memory: 7067, top1_acc: 0.3625, top5_acc: 0.6266, loss_cls: 2.7300, loss: 2.7300, grad_norm: 5.6612 2021-03-23 18:23:24,315 - mmaction - INFO - Epoch [11][1060/1345] lr: 1.000e-02, eta: 9:49:02, time: 0.646, data_time: 0.002, memory: 7067, top1_acc: 0.3484, top5_acc: 0.6266, loss_cls: 2.7699, loss: 2.7699, grad_norm: 5.7153 2021-03-23 18:23:37,878 - mmaction - INFO - Epoch [11][1080/1345] lr: 1.000e-02, eta: 9:48:49, time: 0.678, data_time: 0.003, memory: 7067, top1_acc: 0.3516, top5_acc: 0.6258, loss_cls: 2.7349, loss: 2.7349, grad_norm: 5.8850 2021-03-23 18:23:51,194 - mmaction - INFO - Epoch [11][1100/1345] lr: 1.000e-02, eta: 9:48:35, time: 0.667, data_time: 0.009, memory: 7067, top1_acc: 0.3281, top5_acc: 0.6086, loss_cls: 2.8454, loss: 2.8454, grad_norm: 5.8393 2021-03-23 18:24:04,221 - mmaction - INFO - Epoch [11][1120/1345] lr: 1.000e-02, eta: 9:48:20, time: 0.652, data_time: 0.018, memory: 7067, top1_acc: 0.3641, top5_acc: 0.6547, loss_cls: 2.6189, loss: 2.6189, grad_norm: 6.2219 2021-03-23 18:24:16,979 - mmaction - INFO - Epoch [11][1140/1345] lr: 1.000e-02, eta: 9:48:05, time: 0.637, data_time: 0.001, memory: 7067, top1_acc: 0.3586, top5_acc: 0.6484, loss_cls: 2.7260, loss: 2.7260, grad_norm: 5.8755 2021-03-23 18:24:30,768 - mmaction - INFO - Epoch [11][1160/1345] lr: 1.000e-02, eta: 9:47:53, time: 0.690, data_time: 0.001, memory: 7067, top1_acc: 0.3672, top5_acc: 0.6234, loss_cls: 2.7690, loss: 2.7690, grad_norm: 5.9017 2021-03-23 18:24:43,608 - mmaction - INFO - Epoch [11][1180/1345] lr: 1.000e-02, eta: 9:47:37, time: 0.637, data_time: 0.000, memory: 7067, top1_acc: 0.3531, top5_acc: 0.6492, loss_cls: 2.7091, loss: 2.7091, grad_norm: 5.8687 2021-03-23 18:24:57,108 - mmaction - INFO - Epoch [11][1200/1345] lr: 1.000e-02, eta: 9:47:24, time: 0.679, data_time: 0.007, memory: 7067, top1_acc: 0.3391, top5_acc: 0.6227, loss_cls: 2.7916, loss: 2.7916, grad_norm: 5.8831 2021-03-23 18:25:10,578 - mmaction - INFO - Epoch [11][1220/1345] lr: 1.000e-02, eta: 9:47:10, time: 0.667, data_time: 0.003, memory: 7067, top1_acc: 0.3602, top5_acc: 0.6266, loss_cls: 2.7575, loss: 2.7575, grad_norm: 5.7371 2021-03-23 18:25:23,948 - mmaction - INFO - Epoch [11][1240/1345] lr: 1.000e-02, eta: 9:46:57, time: 0.673, data_time: 0.019, memory: 7067, top1_acc: 0.3609, top5_acc: 0.6375, loss_cls: 2.7187, loss: 2.7187, grad_norm: 5.6576 2021-03-23 18:25:37,116 - mmaction - INFO - Epoch [11][1260/1345] lr: 1.000e-02, eta: 9:46:43, time: 0.661, data_time: 0.004, memory: 7067, top1_acc: 0.3469, top5_acc: 0.6312, loss_cls: 2.7019, loss: 2.7019, grad_norm: 5.9467 2021-03-23 18:25:50,216 - mmaction - INFO - Epoch [11][1280/1345] lr: 1.000e-02, eta: 9:46:29, time: 0.656, data_time: 0.002, memory: 7067, top1_acc: 0.3445, top5_acc: 0.6234, loss_cls: 2.7412, loss: 2.7412, grad_norm: 5.8308 2021-03-23 18:26:03,661 - mmaction - INFO - Epoch [11][1300/1345] lr: 1.000e-02, eta: 9:46:16, time: 0.672, data_time: 0.001, memory: 7067, top1_acc: 0.3602, top5_acc: 0.6352, loss_cls: 2.7344, loss: 2.7344, grad_norm: 6.1025 2021-03-23 18:26:16,473 - mmaction - INFO - Epoch [11][1320/1345] lr: 1.000e-02, eta: 9:46:00, time: 0.636, data_time: 0.001, memory: 7067, top1_acc: 0.3445, top5_acc: 0.6250, loss_cls: 2.7676, loss: 2.7676, grad_norm: 5.7985 2021-03-23 18:26:28,477 - mmaction - INFO - Epoch [11][1340/1345] lr: 1.000e-02, eta: 9:45:42, time: 0.605, data_time: 0.008, memory: 7067, top1_acc: 0.3453, top5_acc: 0.6289, loss_cls: 2.7857, loss: 2.7857, grad_norm: 5.6983 2021-03-23 18:26:30,922 - mmaction - INFO - Saving checkpoint at 11 epochs 2021-03-23 18:27:01,346 - mmaction - INFO - Epoch [12][20/1345] lr: 1.000e-02, eta: 9:46:12, time: 1.494, data_time: 0.809, memory: 7067, top1_acc: 0.3641, top5_acc: 0.6461, loss_cls: 2.6360, loss: 2.6360, grad_norm: 5.8571 2021-03-23 18:27:14,385 - mmaction - INFO - Epoch [12][40/1345] lr: 1.000e-02, eta: 9:45:57, time: 0.657, data_time: 0.010, memory: 7067, top1_acc: 0.3281, top5_acc: 0.6047, loss_cls: 2.8611, loss: 2.8611, grad_norm: 6.0333 2021-03-23 18:27:27,936 - mmaction - INFO - Epoch [12][60/1345] lr: 1.000e-02, eta: 9:45:44, time: 0.675, data_time: 0.010, memory: 7067, top1_acc: 0.3547, top5_acc: 0.6430, loss_cls: 2.7577, loss: 2.7577, grad_norm: 5.9584 2021-03-23 18:27:41,048 - mmaction - INFO - Epoch [12][80/1345] lr: 1.000e-02, eta: 9:45:30, time: 0.657, data_time: 0.005, memory: 7067, top1_acc: 0.3617, top5_acc: 0.6398, loss_cls: 2.7134, loss: 2.7134, grad_norm: 5.6625 2021-03-23 18:27:54,230 - mmaction - INFO - Epoch [12][100/1345] lr: 1.000e-02, eta: 9:45:16, time: 0.661, data_time: 0.003, memory: 7067, top1_acc: 0.3445, top5_acc: 0.6258, loss_cls: 2.7281, loss: 2.7281, grad_norm: 6.0508 2021-03-23 18:28:07,606 - mmaction - INFO - Epoch [12][120/1345] lr: 1.000e-02, eta: 9:45:02, time: 0.669, data_time: 0.001, memory: 7067, top1_acc: 0.3609, top5_acc: 0.6547, loss_cls: 2.6878, loss: 2.6878, grad_norm: 5.9282 2021-03-23 18:28:20,953 - mmaction - INFO - Epoch [12][140/1345] lr: 1.000e-02, eta: 9:44:48, time: 0.666, data_time: 0.002, memory: 7067, top1_acc: 0.3406, top5_acc: 0.5977, loss_cls: 2.8449, loss: 2.8449, grad_norm: 5.8312 2021-03-23 18:28:33,862 - mmaction - INFO - Epoch [12][160/1345] lr: 1.000e-02, eta: 9:44:33, time: 0.645, data_time: 0.002, memory: 7067, top1_acc: 0.3305, top5_acc: 0.6047, loss_cls: 2.8487, loss: 2.8487, grad_norm: 5.7055 2021-03-23 18:28:47,144 - mmaction - INFO - Epoch [12][180/1345] lr: 1.000e-02, eta: 9:44:19, time: 0.663, data_time: 0.005, memory: 7067, top1_acc: 0.3680, top5_acc: 0.6336, loss_cls: 2.7330, loss: 2.7330, grad_norm: 5.5684 2021-03-23 18:29:00,062 - mmaction - INFO - Epoch [12][200/1345] lr: 1.000e-02, eta: 9:44:04, time: 0.647, data_time: 0.003, memory: 7067, top1_acc: 0.3688, top5_acc: 0.6602, loss_cls: 2.6598, loss: 2.6598, grad_norm: 5.9227 2021-03-23 18:29:12,756 - mmaction - INFO - Epoch [12][220/1345] lr: 1.000e-02, eta: 9:43:48, time: 0.634, data_time: 0.003, memory: 7067, top1_acc: 0.3344, top5_acc: 0.6297, loss_cls: 2.7613, loss: 2.7613, grad_norm: 5.6764 2021-03-23 18:29:26,151 - mmaction - INFO - Epoch [12][240/1345] lr: 1.000e-02, eta: 9:43:34, time: 0.666, data_time: 0.006, memory: 7067, top1_acc: 0.3750, top5_acc: 0.6438, loss_cls: 2.6569, loss: 2.6569, grad_norm: 5.7909 2021-03-23 18:29:39,375 - mmaction - INFO - Epoch [12][260/1345] lr: 1.000e-02, eta: 9:43:20, time: 0.656, data_time: 0.008, memory: 7067, top1_acc: 0.3484, top5_acc: 0.6289, loss_cls: 2.7573, loss: 2.7573, grad_norm: 5.7545 2021-03-23 18:29:51,977 - mmaction - INFO - Epoch [12][280/1345] lr: 1.000e-02, eta: 9:43:04, time: 0.637, data_time: 0.011, memory: 7067, top1_acc: 0.3469, top5_acc: 0.6359, loss_cls: 2.7732, loss: 2.7732, grad_norm: 5.8106 2021-03-23 18:30:04,825 - mmaction - INFO - Epoch [12][300/1345] lr: 1.000e-02, eta: 9:42:49, time: 0.646, data_time: 0.005, memory: 7067, top1_acc: 0.3617, top5_acc: 0.6641, loss_cls: 2.6004, loss: 2.6004, grad_norm: 6.1792 2021-03-23 18:30:18,167 - mmaction - INFO - Epoch [12][320/1345] lr: 1.000e-02, eta: 9:42:35, time: 0.666, data_time: 0.003, memory: 7067, top1_acc: 0.3602, top5_acc: 0.6367, loss_cls: 2.6696, loss: 2.6696, grad_norm: 5.8101 2021-03-23 18:30:31,099 - mmaction - INFO - Epoch [12][340/1345] lr: 1.000e-02, eta: 9:42:20, time: 0.645, data_time: 0.002, memory: 7067, top1_acc: 0.3422, top5_acc: 0.6445, loss_cls: 2.7960, loss: 2.7960, grad_norm: 5.6883 2021-03-23 18:30:44,236 - mmaction - INFO - Epoch [12][360/1345] lr: 1.000e-02, eta: 9:42:06, time: 0.658, data_time: 0.004, memory: 7067, top1_acc: 0.3633, top5_acc: 0.6312, loss_cls: 2.7299, loss: 2.7299, grad_norm: 5.9124 2021-03-23 18:30:56,890 - mmaction - INFO - Epoch [12][380/1345] lr: 1.000e-02, eta: 9:41:50, time: 0.633, data_time: 0.005, memory: 7067, top1_acc: 0.3391, top5_acc: 0.6523, loss_cls: 2.6823, loss: 2.6823, grad_norm: 6.0453 2021-03-23 18:31:09,801 - mmaction - INFO - Epoch [12][400/1345] lr: 1.000e-02, eta: 9:41:34, time: 0.633, data_time: 0.003, memory: 7067, top1_acc: 0.3453, top5_acc: 0.6234, loss_cls: 2.7640, loss: 2.7640, grad_norm: 5.7535 2021-03-23 18:31:23,231 - mmaction - INFO - Epoch [12][420/1345] lr: 1.000e-02, eta: 9:41:22, time: 0.685, data_time: 0.016, memory: 7067, top1_acc: 0.3336, top5_acc: 0.6227, loss_cls: 2.7882, loss: 2.7882, grad_norm: 5.8519 2021-03-23 18:31:36,301 - mmaction - INFO - Epoch [12][440/1345] lr: 1.000e-02, eta: 9:41:07, time: 0.648, data_time: 0.001, memory: 7067, top1_acc: 0.3461, top5_acc: 0.6336, loss_cls: 2.7816, loss: 2.7816, grad_norm: 5.7056 2021-03-23 18:31:49,573 - mmaction - INFO - Epoch [12][460/1345] lr: 1.000e-02, eta: 9:40:53, time: 0.665, data_time: 0.007, memory: 7067, top1_acc: 0.3648, top5_acc: 0.6328, loss_cls: 2.6664, loss: 2.6664, grad_norm: 5.7546 2021-03-23 18:32:02,926 - mmaction - INFO - Epoch [12][480/1345] lr: 1.000e-02, eta: 9:40:39, time: 0.669, data_time: 0.005, memory: 7067, top1_acc: 0.3633, top5_acc: 0.6250, loss_cls: 2.7631, loss: 2.7631, grad_norm: 5.6700 2021-03-23 18:32:15,937 - mmaction - INFO - Epoch [12][500/1345] lr: 1.000e-02, eta: 9:40:25, time: 0.652, data_time: 0.003, memory: 7067, top1_acc: 0.3602, top5_acc: 0.6305, loss_cls: 2.7721, loss: 2.7721, grad_norm: 5.7035 2021-03-23 18:32:29,275 - mmaction - INFO - Epoch [12][520/1345] lr: 1.000e-02, eta: 9:40:11, time: 0.668, data_time: 0.003, memory: 7067, top1_acc: 0.3516, top5_acc: 0.6383, loss_cls: 2.7223, loss: 2.7223, grad_norm: 5.9357 2021-03-23 18:32:42,094 - mmaction - INFO - Epoch [12][540/1345] lr: 1.000e-02, eta: 9:39:56, time: 0.639, data_time: 0.004, memory: 7067, top1_acc: 0.3797, top5_acc: 0.6430, loss_cls: 2.6133, loss: 2.6133, grad_norm: 5.9103 2021-03-23 18:32:55,277 - mmaction - INFO - Epoch [12][560/1345] lr: 1.000e-02, eta: 9:39:42, time: 0.660, data_time: 0.002, memory: 7067, top1_acc: 0.3484, top5_acc: 0.6242, loss_cls: 2.7622, loss: 2.7622, grad_norm: 5.9216 2021-03-23 18:33:08,441 - mmaction - INFO - Epoch [12][580/1345] lr: 1.000e-02, eta: 9:39:27, time: 0.659, data_time: 0.001, memory: 7067, top1_acc: 0.3375, top5_acc: 0.6484, loss_cls: 2.7337, loss: 2.7337, grad_norm: 5.9221 2021-03-23 18:33:21,337 - mmaction - INFO - Epoch [12][600/1345] lr: 1.000e-02, eta: 9:39:12, time: 0.645, data_time: 0.001, memory: 7067, top1_acc: 0.3625, top5_acc: 0.6406, loss_cls: 2.7316, loss: 2.7316, grad_norm: 5.8658 2021-03-23 18:33:34,634 - mmaction - INFO - Epoch [12][620/1345] lr: 1.000e-02, eta: 9:38:58, time: 0.663, data_time: 0.001, memory: 7067, top1_acc: 0.3203, top5_acc: 0.6000, loss_cls: 2.8726, loss: 2.8726, grad_norm: 5.6914 2021-03-23 18:33:47,644 - mmaction - INFO - Epoch [12][640/1345] lr: 1.000e-02, eta: 9:38:43, time: 0.638, data_time: 0.002, memory: 7067, top1_acc: 0.3531, top5_acc: 0.6203, loss_cls: 2.7408, loss: 2.7408, grad_norm: 5.9155 2021-03-23 18:34:00,656 - mmaction - INFO - Epoch [12][660/1345] lr: 1.000e-02, eta: 9:38:29, time: 0.664, data_time: 0.016, memory: 7067, top1_acc: 0.3484, top5_acc: 0.6062, loss_cls: 2.8309, loss: 2.8309, grad_norm: 5.6887 2021-03-23 18:34:13,755 - mmaction - INFO - Epoch [12][680/1345] lr: 1.000e-02, eta: 9:38:15, time: 0.655, data_time: 0.001, memory: 7067, top1_acc: 0.3719, top5_acc: 0.6312, loss_cls: 2.6891, loss: 2.6891, grad_norm: 5.5850 2021-03-23 18:34:27,002 - mmaction - INFO - Epoch [12][700/1345] lr: 1.000e-02, eta: 9:38:00, time: 0.656, data_time: 0.002, memory: 7067, top1_acc: 0.3766, top5_acc: 0.6320, loss_cls: 2.6737, loss: 2.6737, grad_norm: 5.6539 2021-03-23 18:34:40,200 - mmaction - INFO - Epoch [12][720/1345] lr: 1.000e-02, eta: 9:37:46, time: 0.664, data_time: 0.011, memory: 7067, top1_acc: 0.3773, top5_acc: 0.6469, loss_cls: 2.6605, loss: 2.6605, grad_norm: 5.7091 2021-03-23 18:34:53,290 - mmaction - INFO - Epoch [12][740/1345] lr: 1.000e-02, eta: 9:37:32, time: 0.656, data_time: 0.005, memory: 7067, top1_acc: 0.3695, top5_acc: 0.6445, loss_cls: 2.6547, loss: 2.6547, grad_norm: 5.7029 2021-03-23 18:35:06,203 - mmaction - INFO - Epoch [12][760/1345] lr: 1.000e-02, eta: 9:37:17, time: 0.646, data_time: 0.005, memory: 7067, top1_acc: 0.3531, top5_acc: 0.6367, loss_cls: 2.7054, loss: 2.7054, grad_norm: 5.7848 2021-03-23 18:35:19,366 - mmaction - INFO - Epoch [12][780/1345] lr: 1.000e-02, eta: 9:37:03, time: 0.658, data_time: 0.004, memory: 7067, top1_acc: 0.3844, top5_acc: 0.6625, loss_cls: 2.6170, loss: 2.6170, grad_norm: 5.8503 2021-03-23 18:35:32,193 - mmaction - INFO - Epoch [12][800/1345] lr: 1.000e-02, eta: 9:36:48, time: 0.642, data_time: 0.007, memory: 7067, top1_acc: 0.3867, top5_acc: 0.6453, loss_cls: 2.6702, loss: 2.6702, grad_norm: 5.9082 2021-03-23 18:35:45,440 - mmaction - INFO - Epoch [12][820/1345] lr: 1.000e-02, eta: 9:36:33, time: 0.657, data_time: 0.001, memory: 7067, top1_acc: 0.3750, top5_acc: 0.6469, loss_cls: 2.6394, loss: 2.6394, grad_norm: 5.8416 2021-03-23 18:35:58,511 - mmaction - INFO - Epoch [12][840/1345] lr: 1.000e-02, eta: 9:36:19, time: 0.656, data_time: 0.007, memory: 7067, top1_acc: 0.3617, top5_acc: 0.6375, loss_cls: 2.7385, loss: 2.7385, grad_norm: 6.1779 2021-03-23 18:36:11,811 - mmaction - INFO - Epoch [12][860/1345] lr: 1.000e-02, eta: 9:36:06, time: 0.667, data_time: 0.005, memory: 7067, top1_acc: 0.3344, top5_acc: 0.6359, loss_cls: 2.7522, loss: 2.7522, grad_norm: 5.7866 2021-03-23 18:36:24,701 - mmaction - INFO - Epoch [12][880/1345] lr: 1.000e-02, eta: 9:35:50, time: 0.644, data_time: 0.003, memory: 7067, top1_acc: 0.3336, top5_acc: 0.6461, loss_cls: 2.7750, loss: 2.7750, grad_norm: 5.8039 2021-03-23 18:36:37,932 - mmaction - INFO - Epoch [12][900/1345] lr: 1.000e-02, eta: 9:35:36, time: 0.661, data_time: 0.015, memory: 7067, top1_acc: 0.3328, top5_acc: 0.6398, loss_cls: 2.7565, loss: 2.7565, grad_norm: 5.8850 2021-03-23 18:36:50,920 - mmaction - INFO - Epoch [12][920/1345] lr: 1.000e-02, eta: 9:35:22, time: 0.650, data_time: 0.003, memory: 7067, top1_acc: 0.3430, top5_acc: 0.6344, loss_cls: 2.7250, loss: 2.7250, grad_norm: 5.5946 2021-03-23 18:37:04,367 - mmaction - INFO - Epoch [12][940/1345] lr: 1.000e-02, eta: 9:35:09, time: 0.673, data_time: 0.002, memory: 7067, top1_acc: 0.3555, top5_acc: 0.6398, loss_cls: 2.6688, loss: 2.6688, grad_norm: 5.8631 2021-03-23 18:37:17,628 - mmaction - INFO - Epoch [12][960/1345] lr: 1.000e-02, eta: 9:34:55, time: 0.663, data_time: 0.002, memory: 7067, top1_acc: 0.3438, top5_acc: 0.6195, loss_cls: 2.7916, loss: 2.7916, grad_norm: 5.6842 2021-03-23 18:37:30,062 - mmaction - INFO - Epoch [12][980/1345] lr: 1.000e-02, eta: 9:34:38, time: 0.622, data_time: 0.002, memory: 7067, top1_acc: 0.3492, top5_acc: 0.6453, loss_cls: 2.7667, loss: 2.7667, grad_norm: 5.8824 2021-03-23 18:37:43,082 - mmaction - INFO - Epoch [12][1000/1345] lr: 1.000e-02, eta: 9:34:24, time: 0.651, data_time: 0.001, memory: 7067, top1_acc: 0.3836, top5_acc: 0.6367, loss_cls: 2.6948, loss: 2.6948, grad_norm: 5.7363 2021-03-23 18:37:55,910 - mmaction - INFO - Epoch [12][1020/1345] lr: 1.000e-02, eta: 9:34:08, time: 0.640, data_time: 0.001, memory: 7067, top1_acc: 0.3359, top5_acc: 0.6203, loss_cls: 2.7847, loss: 2.7847, grad_norm: 5.7106 2021-03-23 18:38:09,147 - mmaction - INFO - Epoch [12][1040/1345] lr: 1.000e-02, eta: 9:33:54, time: 0.658, data_time: 0.008, memory: 7067, top1_acc: 0.3461, top5_acc: 0.6164, loss_cls: 2.8019, loss: 2.8019, grad_norm: 5.6676 2021-03-23 18:38:21,942 - mmaction - INFO - Epoch [12][1060/1345] lr: 1.000e-02, eta: 9:33:39, time: 0.641, data_time: 0.006, memory: 7067, top1_acc: 0.3656, top5_acc: 0.6500, loss_cls: 2.6694, loss: 2.6694, grad_norm: 5.5406 2021-03-23 18:38:35,068 - mmaction - INFO - Epoch [12][1080/1345] lr: 1.000e-02, eta: 9:33:25, time: 0.657, data_time: 0.005, memory: 7067, top1_acc: 0.3586, top5_acc: 0.6406, loss_cls: 2.7170, loss: 2.7170, grad_norm: 5.8257 2021-03-23 18:38:48,150 - mmaction - INFO - Epoch [12][1100/1345] lr: 1.000e-02, eta: 9:33:10, time: 0.650, data_time: 0.004, memory: 7067, top1_acc: 0.3758, top5_acc: 0.6547, loss_cls: 2.6411, loss: 2.6411, grad_norm: 5.8886 2021-03-23 18:39:00,977 - mmaction - INFO - Epoch [12][1120/1345] lr: 1.000e-02, eta: 9:32:55, time: 0.644, data_time: 0.010, memory: 7067, top1_acc: 0.3727, top5_acc: 0.6594, loss_cls: 2.6507, loss: 2.6507, grad_norm: 5.8654 2021-03-23 18:39:14,159 - mmaction - INFO - Epoch [12][1140/1345] lr: 1.000e-02, eta: 9:32:41, time: 0.661, data_time: 0.004, memory: 7067, top1_acc: 0.3609, top5_acc: 0.6484, loss_cls: 2.7018, loss: 2.7018, grad_norm: 5.8079 2021-03-23 18:39:27,594 - mmaction - INFO - Epoch [12][1160/1345] lr: 1.000e-02, eta: 9:32:28, time: 0.672, data_time: 0.002, memory: 7067, top1_acc: 0.3461, top5_acc: 0.6391, loss_cls: 2.7734, loss: 2.7734, grad_norm: 5.7071 2021-03-23 18:39:41,132 - mmaction - INFO - Epoch [12][1180/1345] lr: 1.000e-02, eta: 9:32:15, time: 0.678, data_time: 0.002, memory: 7067, top1_acc: 0.3820, top5_acc: 0.6336, loss_cls: 2.6943, loss: 2.6943, grad_norm: 5.7921 2021-03-23 18:39:54,291 - mmaction - INFO - Epoch [12][1200/1345] lr: 1.000e-02, eta: 9:32:01, time: 0.658, data_time: 0.005, memory: 7067, top1_acc: 0.3391, top5_acc: 0.6398, loss_cls: 2.7366, loss: 2.7366, grad_norm: 5.9135 2021-03-23 18:40:07,107 - mmaction - INFO - Epoch [12][1220/1345] lr: 1.000e-02, eta: 9:31:46, time: 0.641, data_time: 0.001, memory: 7067, top1_acc: 0.3703, top5_acc: 0.6844, loss_cls: 2.5706, loss: 2.5706, grad_norm: 5.8692 2021-03-23 18:40:20,364 - mmaction - INFO - Epoch [12][1240/1345] lr: 1.000e-02, eta: 9:31:31, time: 0.650, data_time: 0.001, memory: 7067, top1_acc: 0.3531, top5_acc: 0.6445, loss_cls: 2.7081, loss: 2.7081, grad_norm: 5.8581 2021-03-23 18:40:33,395 - mmaction - INFO - Epoch [12][1260/1345] lr: 1.000e-02, eta: 9:31:17, time: 0.663, data_time: 0.014, memory: 7067, top1_acc: 0.3633, top5_acc: 0.6359, loss_cls: 2.7218, loss: 2.7218, grad_norm: 5.4945 2021-03-23 18:40:46,372 - mmaction - INFO - Epoch [12][1280/1345] lr: 1.000e-02, eta: 9:31:02, time: 0.646, data_time: 0.003, memory: 7067, top1_acc: 0.3547, top5_acc: 0.6477, loss_cls: 2.6785, loss: 2.6785, grad_norm: 5.7853 2021-03-23 18:40:59,603 - mmaction - INFO - Epoch [12][1300/1345] lr: 1.000e-02, eta: 9:30:49, time: 0.666, data_time: 0.006, memory: 7067, top1_acc: 0.3758, top5_acc: 0.6422, loss_cls: 2.6806, loss: 2.6806, grad_norm: 5.7611 2021-03-23 18:41:12,356 - mmaction - INFO - Epoch [12][1320/1345] lr: 1.000e-02, eta: 9:30:33, time: 0.632, data_time: 0.000, memory: 7067, top1_acc: 0.3695, top5_acc: 0.6336, loss_cls: 2.7106, loss: 2.7106, grad_norm: 5.9210 2021-03-23 18:41:24,493 - mmaction - INFO - Epoch [12][1340/1345] lr: 1.000e-02, eta: 9:30:16, time: 0.613, data_time: 0.007, memory: 7067, top1_acc: 0.3531, top5_acc: 0.6391, loss_cls: 2.7151, loss: 2.7151, grad_norm: 5.9941 2021-03-23 18:41:27,130 - mmaction - INFO - Saving checkpoint at 12 epochs 2021-03-23 18:42:53,546 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-23 18:42:53,739 - mmaction - INFO - top1_acc 0.3108 top5_acc 0.6001 2021-03-23 18:42:53,739 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-23 18:42:53,751 - mmaction - INFO - mean_acc 0.2835 2021-03-23 18:42:54,143 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_12.pth. 2021-03-23 18:42:54,144 - mmaction - INFO - Best top1_acc is 0.3108 at 12 epoch. 2021-03-23 18:42:54,155 - mmaction - INFO - Epoch(val) [12][1345] top1_acc: 0.3108, top5_acc: 0.6001, mean_class_accuracy: 0.2835 2021-03-23 18:43:24,801 - mmaction - INFO - Epoch [13][20/1345] lr: 1.000e-02, eta: 9:30:43, time: 1.531, data_time: 0.826, memory: 7067, top1_acc: 0.3672, top5_acc: 0.6516, loss_cls: 2.6807, loss: 2.6807, grad_norm: 5.8531 2021-03-23 18:43:38,067 - mmaction - INFO - Epoch [13][40/1345] lr: 1.000e-02, eta: 9:30:29, time: 0.656, data_time: 0.001, memory: 7067, top1_acc: 0.3750, top5_acc: 0.6703, loss_cls: 2.5912, loss: 2.5912, grad_norm: 5.6302 2021-03-23 18:43:51,314 - mmaction - INFO - Epoch [13][60/1345] lr: 1.000e-02, eta: 9:30:15, time: 0.669, data_time: 0.012, memory: 7067, top1_acc: 0.3742, top5_acc: 0.6453, loss_cls: 2.6417, loss: 2.6417, grad_norm: 5.9104 2021-03-23 18:44:04,257 - mmaction - INFO - Epoch [13][80/1345] lr: 1.000e-02, eta: 9:30:00, time: 0.647, data_time: 0.003, memory: 7067, top1_acc: 0.3680, top5_acc: 0.6539, loss_cls: 2.6586, loss: 2.6586, grad_norm: 5.9001 2021-03-23 18:44:17,880 - mmaction - INFO - Epoch [13][100/1345] lr: 1.000e-02, eta: 9:29:48, time: 0.680, data_time: 0.003, memory: 7067, top1_acc: 0.3828, top5_acc: 0.6617, loss_cls: 2.6687, loss: 2.6687, grad_norm: 5.7057 2021-03-23 18:44:30,473 - mmaction - INFO - Epoch [13][120/1345] lr: 1.000e-02, eta: 9:29:32, time: 0.633, data_time: 0.005, memory: 7067, top1_acc: 0.3812, top5_acc: 0.6727, loss_cls: 2.5379, loss: 2.5379, grad_norm: 5.8526 2021-03-23 18:44:43,520 - mmaction - INFO - Epoch [13][140/1345] lr: 1.000e-02, eta: 9:29:17, time: 0.653, data_time: 0.001, memory: 7067, top1_acc: 0.3641, top5_acc: 0.6523, loss_cls: 2.6697, loss: 2.6697, grad_norm: 5.8418 2021-03-23 18:44:56,667 - mmaction - INFO - Epoch [13][160/1345] lr: 1.000e-02, eta: 9:29:03, time: 0.657, data_time: 0.007, memory: 7067, top1_acc: 0.3672, top5_acc: 0.6531, loss_cls: 2.7006, loss: 2.7006, grad_norm: 6.1717 2021-03-23 18:45:09,557 - mmaction - INFO - Epoch [13][180/1345] lr: 1.000e-02, eta: 9:28:48, time: 0.636, data_time: 0.004, memory: 7067, top1_acc: 0.3844, top5_acc: 0.6742, loss_cls: 2.6075, loss: 2.6075, grad_norm: 5.8451 2021-03-23 18:45:22,574 - mmaction - INFO - Epoch [13][200/1345] lr: 1.000e-02, eta: 9:28:33, time: 0.659, data_time: 0.009, memory: 7067, top1_acc: 0.3781, top5_acc: 0.6453, loss_cls: 2.6341, loss: 2.6341, grad_norm: 5.8302 2021-03-23 18:45:35,263 - mmaction - INFO - Epoch [13][220/1345] lr: 1.000e-02, eta: 9:28:18, time: 0.634, data_time: 0.003, memory: 7067, top1_acc: 0.3586, top5_acc: 0.6250, loss_cls: 2.7657, loss: 2.7657, grad_norm: 5.6561 2021-03-23 18:45:48,433 - mmaction - INFO - Epoch [13][240/1345] lr: 1.000e-02, eta: 9:28:04, time: 0.657, data_time: 0.002, memory: 7067, top1_acc: 0.3602, top5_acc: 0.6516, loss_cls: 2.6629, loss: 2.6629, grad_norm: 5.6724 2021-03-23 18:46:01,517 - mmaction - INFO - Epoch [13][260/1345] lr: 1.000e-02, eta: 9:27:49, time: 0.656, data_time: 0.003, memory: 7067, top1_acc: 0.3570, top5_acc: 0.6523, loss_cls: 2.6446, loss: 2.6446, grad_norm: 5.9082 2021-03-23 18:46:14,345 - mmaction - INFO - Epoch [13][280/1345] lr: 1.000e-02, eta: 9:27:34, time: 0.641, data_time: 0.001, memory: 7067, top1_acc: 0.3367, top5_acc: 0.6359, loss_cls: 2.7215, loss: 2.7215, grad_norm: 6.1400 2021-03-23 18:46:27,621 - mmaction - INFO - Epoch [13][300/1345] lr: 1.000e-02, eta: 9:27:20, time: 0.664, data_time: 0.002, memory: 7067, top1_acc: 0.3836, top5_acc: 0.6445, loss_cls: 2.6349, loss: 2.6349, grad_norm: 5.9985 2021-03-23 18:46:40,397 - mmaction - INFO - Epoch [13][320/1345] lr: 1.000e-02, eta: 9:27:05, time: 0.635, data_time: 0.005, memory: 7067, top1_acc: 0.3789, top5_acc: 0.6742, loss_cls: 2.6123, loss: 2.6123, grad_norm: 5.8217 2021-03-23 18:46:53,480 - mmaction - INFO - Epoch [13][340/1345] lr: 1.000e-02, eta: 9:26:51, time: 0.657, data_time: 0.005, memory: 7067, top1_acc: 0.3812, top5_acc: 0.6453, loss_cls: 2.6322, loss: 2.6322, grad_norm: 5.8702 2021-03-23 18:47:05,514 - mmaction - INFO - Epoch [13][360/1345] lr: 1.000e-02, eta: 9:26:33, time: 0.603, data_time: 0.001, memory: 7067, top1_acc: 0.3555, top5_acc: 0.6320, loss_cls: 2.7109, loss: 2.7109, grad_norm: 5.8166 2021-03-23 18:47:18,907 - mmaction - INFO - Epoch [13][380/1345] lr: 1.000e-02, eta: 9:26:20, time: 0.666, data_time: 0.000, memory: 7067, top1_acc: 0.3563, top5_acc: 0.6359, loss_cls: 2.6900, loss: 2.6900, grad_norm: 6.0545 2021-03-23 18:47:32,223 - mmaction - INFO - Epoch [13][400/1345] lr: 1.000e-02, eta: 9:26:06, time: 0.669, data_time: 0.005, memory: 7067, top1_acc: 0.3828, top5_acc: 0.6555, loss_cls: 2.6189, loss: 2.6189, grad_norm: 5.9346 2021-03-23 18:47:45,062 - mmaction - INFO - Epoch [13][420/1345] lr: 1.000e-02, eta: 9:25:51, time: 0.641, data_time: 0.000, memory: 7067, top1_acc: 0.3688, top5_acc: 0.6531, loss_cls: 2.6325, loss: 2.6325, grad_norm: 5.8922 2021-03-23 18:47:58,374 - mmaction - INFO - Epoch [13][440/1345] lr: 1.000e-02, eta: 9:25:37, time: 0.663, data_time: 0.002, memory: 7067, top1_acc: 0.3766, top5_acc: 0.6289, loss_cls: 2.7277, loss: 2.7277, grad_norm: 5.7424 2021-03-23 18:48:11,728 - mmaction - INFO - Epoch [13][460/1345] lr: 1.000e-02, eta: 9:25:24, time: 0.669, data_time: 0.003, memory: 7067, top1_acc: 0.3859, top5_acc: 0.6555, loss_cls: 2.6344, loss: 2.6344, grad_norm: 5.6613 2021-03-23 18:48:24,619 - mmaction - INFO - Epoch [13][480/1345] lr: 1.000e-02, eta: 9:25:09, time: 0.646, data_time: 0.002, memory: 7067, top1_acc: 0.3734, top5_acc: 0.6492, loss_cls: 2.6703, loss: 2.6703, grad_norm: 6.0407 2021-03-23 18:48:37,831 - mmaction - INFO - Epoch [13][500/1345] lr: 1.000e-02, eta: 9:24:55, time: 0.659, data_time: 0.000, memory: 7067, top1_acc: 0.3727, top5_acc: 0.6477, loss_cls: 2.6746, loss: 2.6746, grad_norm: 5.9044 2021-03-23 18:48:50,947 - mmaction - INFO - Epoch [13][520/1345] lr: 1.000e-02, eta: 9:24:41, time: 0.655, data_time: 0.003, memory: 7067, top1_acc: 0.3563, top5_acc: 0.6414, loss_cls: 2.6862, loss: 2.6862, grad_norm: 5.8825 2021-03-23 18:49:03,693 - mmaction - INFO - Epoch [13][540/1345] lr: 1.000e-02, eta: 9:24:25, time: 0.638, data_time: 0.003, memory: 7067, top1_acc: 0.3875, top5_acc: 0.6289, loss_cls: 2.6535, loss: 2.6535, grad_norm: 5.8214 2021-03-23 18:49:17,202 - mmaction - INFO - Epoch [13][560/1345] lr: 1.000e-02, eta: 9:24:12, time: 0.673, data_time: 0.003, memory: 7067, top1_acc: 0.3820, top5_acc: 0.6555, loss_cls: 2.6061, loss: 2.6061, grad_norm: 5.8017 2021-03-23 18:49:30,177 - mmaction - INFO - Epoch [13][580/1345] lr: 1.000e-02, eta: 9:23:58, time: 0.653, data_time: 0.006, memory: 7067, top1_acc: 0.3453, top5_acc: 0.6148, loss_cls: 2.7803, loss: 2.7803, grad_norm: 5.9472 2021-03-23 18:49:43,405 - mmaction - INFO - Epoch [13][600/1345] lr: 1.000e-02, eta: 9:23:43, time: 0.654, data_time: 0.009, memory: 7067, top1_acc: 0.3828, top5_acc: 0.6617, loss_cls: 2.6157, loss: 2.6157, grad_norm: 5.8669 2021-03-23 18:49:55,601 - mmaction - INFO - Epoch [13][620/1345] lr: 1.000e-02, eta: 9:23:27, time: 0.614, data_time: 0.009, memory: 7067, top1_acc: 0.3859, top5_acc: 0.6562, loss_cls: 2.6151, loss: 2.6151, grad_norm: 5.8591 2021-03-23 18:50:08,945 - mmaction - INFO - Epoch [13][640/1345] lr: 1.000e-02, eta: 9:23:13, time: 0.670, data_time: 0.004, memory: 7067, top1_acc: 0.3617, top5_acc: 0.6367, loss_cls: 2.7338, loss: 2.7338, grad_norm: 5.6406 2021-03-23 18:50:22,016 - mmaction - INFO - Epoch [13][660/1345] lr: 1.000e-02, eta: 9:22:59, time: 0.648, data_time: 0.002, memory: 7067, top1_acc: 0.3602, top5_acc: 0.6414, loss_cls: 2.7181, loss: 2.7181, grad_norm: 5.7673 2021-03-23 18:50:35,036 - mmaction - INFO - Epoch [13][680/1345] lr: 1.000e-02, eta: 9:22:44, time: 0.654, data_time: 0.006, memory: 7067, top1_acc: 0.3664, top5_acc: 0.6539, loss_cls: 2.6298, loss: 2.6298, grad_norm: 5.9950 2021-03-23 18:50:48,134 - mmaction - INFO - Epoch [13][700/1345] lr: 1.000e-02, eta: 9:22:30, time: 0.656, data_time: 0.003, memory: 7067, top1_acc: 0.3734, top5_acc: 0.6687, loss_cls: 2.5688, loss: 2.5688, grad_norm: 5.9733 2021-03-23 18:51:01,364 - mmaction - INFO - Epoch [13][720/1345] lr: 1.000e-02, eta: 9:22:16, time: 0.661, data_time: 0.001, memory: 7067, top1_acc: 0.3789, top5_acc: 0.6539, loss_cls: 2.6455, loss: 2.6455, grad_norm: 5.8105 2021-03-23 18:51:14,129 - mmaction - INFO - Epoch [13][740/1345] lr: 1.000e-02, eta: 9:22:01, time: 0.638, data_time: 0.001, memory: 7067, top1_acc: 0.3438, top5_acc: 0.6461, loss_cls: 2.7320, loss: 2.7320, grad_norm: 5.8973 2021-03-23 18:51:27,271 - mmaction - INFO - Epoch [13][760/1345] lr: 1.000e-02, eta: 9:21:47, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.3539, top5_acc: 0.6430, loss_cls: 2.6972, loss: 2.6972, grad_norm: 5.8605 2021-03-23 18:51:40,468 - mmaction - INFO - Epoch [13][780/1345] lr: 1.000e-02, eta: 9:21:33, time: 0.662, data_time: 0.003, memory: 7067, top1_acc: 0.3609, top5_acc: 0.6602, loss_cls: 2.6790, loss: 2.6790, grad_norm: 5.8026 2021-03-23 18:51:53,009 - mmaction - INFO - Epoch [13][800/1345] lr: 1.000e-02, eta: 9:21:17, time: 0.625, data_time: 0.001, memory: 7067, top1_acc: 0.3703, top5_acc: 0.6359, loss_cls: 2.7172, loss: 2.7172, grad_norm: 5.6527 2021-03-23 18:52:06,164 - mmaction - INFO - Epoch [13][820/1345] lr: 1.000e-02, eta: 9:21:03, time: 0.659, data_time: 0.003, memory: 7067, top1_acc: 0.3570, top5_acc: 0.6602, loss_cls: 2.6413, loss: 2.6413, grad_norm: 5.7100 2021-03-23 18:52:18,915 - mmaction - INFO - Epoch [13][840/1345] lr: 1.000e-02, eta: 9:20:47, time: 0.638, data_time: 0.002, memory: 7067, top1_acc: 0.3570, top5_acc: 0.6148, loss_cls: 2.7741, loss: 2.7741, grad_norm: 5.8109 2021-03-23 18:52:32,160 - mmaction - INFO - Epoch [13][860/1345] lr: 1.000e-02, eta: 9:20:34, time: 0.662, data_time: 0.006, memory: 7067, top1_acc: 0.3523, top5_acc: 0.6289, loss_cls: 2.7388, loss: 2.7388, grad_norm: 5.9081 2021-03-23 18:52:45,599 - mmaction - INFO - Epoch [13][880/1345] lr: 1.000e-02, eta: 9:20:20, time: 0.672, data_time: 0.013, memory: 7067, top1_acc: 0.3891, top5_acc: 0.6711, loss_cls: 2.5897, loss: 2.5897, grad_norm: 5.8474 2021-03-23 18:52:58,782 - mmaction - INFO - Epoch [13][900/1345] lr: 1.000e-02, eta: 9:20:07, time: 0.660, data_time: 0.001, memory: 7067, top1_acc: 0.3688, top5_acc: 0.6562, loss_cls: 2.6341, loss: 2.6341, grad_norm: 6.0297 2021-03-23 18:53:11,594 - mmaction - INFO - Epoch [13][920/1345] lr: 1.000e-02, eta: 9:19:51, time: 0.640, data_time: 0.000, memory: 7067, top1_acc: 0.3664, top5_acc: 0.6570, loss_cls: 2.6029, loss: 2.6029, grad_norm: 5.8604 2021-03-23 18:53:24,739 - mmaction - INFO - Epoch [13][940/1345] lr: 1.000e-02, eta: 9:19:37, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.3258, top5_acc: 0.6141, loss_cls: 2.8274, loss: 2.8274, grad_norm: 5.8833 2021-03-23 18:53:38,041 - mmaction - INFO - Epoch [13][960/1345] lr: 1.000e-02, eta: 9:19:24, time: 0.666, data_time: 0.004, memory: 7067, top1_acc: 0.3688, top5_acc: 0.6359, loss_cls: 2.7183, loss: 2.7183, grad_norm: 5.8995 2021-03-23 18:53:50,651 - mmaction - INFO - Epoch [13][980/1345] lr: 1.000e-02, eta: 9:19:08, time: 0.631, data_time: 0.011, memory: 7067, top1_acc: 0.3906, top5_acc: 0.6578, loss_cls: 2.6182, loss: 2.6182, grad_norm: 6.0198 2021-03-23 18:54:03,386 - mmaction - INFO - Epoch [13][1000/1345] lr: 1.000e-02, eta: 9:18:52, time: 0.634, data_time: 0.004, memory: 7067, top1_acc: 0.3812, top5_acc: 0.6695, loss_cls: 2.5715, loss: 2.5715, grad_norm: 5.6337 2021-03-23 18:54:16,581 - mmaction - INFO - Epoch [13][1020/1345] lr: 1.000e-02, eta: 9:18:39, time: 0.660, data_time: 0.007, memory: 7067, top1_acc: 0.3430, top5_acc: 0.6492, loss_cls: 2.7032, loss: 2.7032, grad_norm: 6.1786 2021-03-23 18:54:30,006 - mmaction - INFO - Epoch [13][1040/1345] lr: 1.000e-02, eta: 9:18:26, time: 0.675, data_time: 0.006, memory: 7067, top1_acc: 0.3789, top5_acc: 0.6492, loss_cls: 2.6621, loss: 2.6621, grad_norm: 5.7441 2021-03-23 18:54:42,831 - mmaction - INFO - Epoch [13][1060/1345] lr: 1.000e-02, eta: 9:18:11, time: 0.642, data_time: 0.006, memory: 7067, top1_acc: 0.3914, top5_acc: 0.6531, loss_cls: 2.6346, loss: 2.6346, grad_norm: 5.7167 2021-03-23 18:54:55,807 - mmaction - INFO - Epoch [13][1080/1345] lr: 1.000e-02, eta: 9:17:56, time: 0.648, data_time: 0.002, memory: 7067, top1_acc: 0.3578, top5_acc: 0.6445, loss_cls: 2.6480, loss: 2.6480, grad_norm: 5.6412 2021-03-23 18:55:08,914 - mmaction - INFO - Epoch [13][1100/1345] lr: 1.000e-02, eta: 9:17:42, time: 0.656, data_time: 0.003, memory: 7067, top1_acc: 0.3891, top5_acc: 0.6625, loss_cls: 2.5849, loss: 2.5849, grad_norm: 5.8050 2021-03-23 18:55:21,897 - mmaction - INFO - Epoch [13][1120/1345] lr: 1.000e-02, eta: 9:17:27, time: 0.647, data_time: 0.002, memory: 7067, top1_acc: 0.3672, top5_acc: 0.6516, loss_cls: 2.6878, loss: 2.6878, grad_norm: 5.5887 2021-03-23 18:55:35,240 - mmaction - INFO - Epoch [13][1140/1345] lr: 1.000e-02, eta: 9:17:14, time: 0.670, data_time: 0.004, memory: 7067, top1_acc: 0.3445, top5_acc: 0.6430, loss_cls: 2.6695, loss: 2.6695, grad_norm: 5.8902 2021-03-23 18:55:48,423 - mmaction - INFO - Epoch [13][1160/1345] lr: 1.000e-02, eta: 9:17:00, time: 0.658, data_time: 0.000, memory: 7067, top1_acc: 0.3797, top5_acc: 0.6500, loss_cls: 2.6443, loss: 2.6443, grad_norm: 5.6924 2021-03-23 18:56:01,765 - mmaction - INFO - Epoch [13][1180/1345] lr: 1.000e-02, eta: 9:16:46, time: 0.668, data_time: 0.001, memory: 7067, top1_acc: 0.3750, top5_acc: 0.6617, loss_cls: 2.5861, loss: 2.5861, grad_norm: 5.8914 2021-03-23 18:56:14,545 - mmaction - INFO - Epoch [13][1200/1345] lr: 1.000e-02, eta: 9:16:31, time: 0.634, data_time: 0.001, memory: 7067, top1_acc: 0.3836, top5_acc: 0.6750, loss_cls: 2.5581, loss: 2.5581, grad_norm: 5.9074 2021-03-23 18:56:27,344 - mmaction - INFO - Epoch [13][1220/1345] lr: 1.000e-02, eta: 9:16:16, time: 0.644, data_time: 0.009, memory: 7067, top1_acc: 0.3469, top5_acc: 0.6445, loss_cls: 2.7167, loss: 2.7167, grad_norm: 5.9204 2021-03-23 18:56:39,884 - mmaction - INFO - Epoch [13][1240/1345] lr: 1.000e-02, eta: 9:16:00, time: 0.621, data_time: 0.001, memory: 7067, top1_acc: 0.3859, top5_acc: 0.6508, loss_cls: 2.6188, loss: 2.6188, grad_norm: 5.8417 2021-03-23 18:56:52,868 - mmaction - INFO - Epoch [13][1260/1345] lr: 1.000e-02, eta: 9:15:46, time: 0.654, data_time: 0.015, memory: 7067, top1_acc: 0.3484, top5_acc: 0.6133, loss_cls: 2.8042, loss: 2.8042, grad_norm: 5.6091 2021-03-23 18:57:05,900 - mmaction - INFO - Epoch [13][1280/1345] lr: 1.000e-02, eta: 9:15:31, time: 0.650, data_time: 0.007, memory: 7067, top1_acc: 0.3680, top5_acc: 0.6562, loss_cls: 2.6322, loss: 2.6322, grad_norm: 5.9736 2021-03-23 18:57:19,133 - mmaction - INFO - Epoch [13][1300/1345] lr: 1.000e-02, eta: 9:15:18, time: 0.663, data_time: 0.005, memory: 7067, top1_acc: 0.3953, top5_acc: 0.6508, loss_cls: 2.5933, loss: 2.5933, grad_norm: 5.7252 2021-03-23 18:57:32,543 - mmaction - INFO - Epoch [13][1320/1345] lr: 1.000e-02, eta: 9:15:04, time: 0.668, data_time: 0.003, memory: 7067, top1_acc: 0.3898, top5_acc: 0.6406, loss_cls: 2.6215, loss: 2.6215, grad_norm: 5.9992 2021-03-23 18:57:44,221 - mmaction - INFO - Epoch [13][1340/1345] lr: 1.000e-02, eta: 9:14:46, time: 0.588, data_time: 0.006, memory: 7067, top1_acc: 0.3641, top5_acc: 0.6484, loss_cls: 2.7095, loss: 2.7095, grad_norm: 5.8200 2021-03-23 18:57:46,833 - mmaction - INFO - Saving checkpoint at 13 epochs 2021-03-23 18:58:16,935 - mmaction - INFO - Epoch [14][20/1345] lr: 1.000e-02, eta: 9:15:06, time: 1.485, data_time: 0.790, memory: 7067, top1_acc: 0.3727, top5_acc: 0.6680, loss_cls: 2.6155, loss: 2.6155, grad_norm: 5.8480 2021-03-23 18:58:30,031 - mmaction - INFO - Epoch [14][40/1345] lr: 1.000e-02, eta: 9:14:52, time: 0.649, data_time: 0.001, memory: 7067, top1_acc: 0.3609, top5_acc: 0.6547, loss_cls: 2.6640, loss: 2.6640, grad_norm: 5.9854 2021-03-23 18:58:43,029 - mmaction - INFO - Epoch [14][60/1345] lr: 1.000e-02, eta: 9:14:37, time: 0.649, data_time: 0.006, memory: 7067, top1_acc: 0.3852, top5_acc: 0.6414, loss_cls: 2.5755, loss: 2.5755, grad_norm: 5.8642 2021-03-23 18:58:56,325 - mmaction - INFO - Epoch [14][80/1345] lr: 1.000e-02, eta: 9:14:24, time: 0.671, data_time: 0.008, memory: 7067, top1_acc: 0.3937, top5_acc: 0.6586, loss_cls: 2.5616, loss: 2.5616, grad_norm: 5.9327 2021-03-23 18:59:09,893 - mmaction - INFO - Epoch [14][100/1345] lr: 1.000e-02, eta: 9:14:11, time: 0.679, data_time: 0.002, memory: 7067, top1_acc: 0.3969, top5_acc: 0.6695, loss_cls: 2.5640, loss: 2.5640, grad_norm: 5.8787 2021-03-23 18:59:23,114 - mmaction - INFO - Epoch [14][120/1345] lr: 1.000e-02, eta: 9:13:57, time: 0.661, data_time: 0.001, memory: 7067, top1_acc: 0.3828, top5_acc: 0.6508, loss_cls: 2.5821, loss: 2.5821, grad_norm: 5.7141 2021-03-23 18:59:35,960 - mmaction - INFO - Epoch [14][140/1345] lr: 1.000e-02, eta: 9:13:42, time: 0.641, data_time: 0.001, memory: 7067, top1_acc: 0.3703, top5_acc: 0.6508, loss_cls: 2.6480, loss: 2.6480, grad_norm: 5.7966 2021-03-23 18:59:49,130 - mmaction - INFO - Epoch [14][160/1345] lr: 1.000e-02, eta: 9:13:28, time: 0.657, data_time: 0.008, memory: 7067, top1_acc: 0.3570, top5_acc: 0.6555, loss_cls: 2.6007, loss: 2.6007, grad_norm: 5.6993 2021-03-23 19:00:02,142 - mmaction - INFO - Epoch [14][180/1345] lr: 1.000e-02, eta: 9:13:14, time: 0.653, data_time: 0.004, memory: 7067, top1_acc: 0.3906, top5_acc: 0.6594, loss_cls: 2.6127, loss: 2.6127, grad_norm: 6.0037 2021-03-23 19:00:15,580 - mmaction - INFO - Epoch [14][200/1345] lr: 1.000e-02, eta: 9:13:00, time: 0.665, data_time: 0.002, memory: 7067, top1_acc: 0.3969, top5_acc: 0.6562, loss_cls: 2.6414, loss: 2.6414, grad_norm: 5.7799 2021-03-23 19:00:28,433 - mmaction - INFO - Epoch [14][220/1345] lr: 1.000e-02, eta: 9:12:46, time: 0.651, data_time: 0.009, memory: 7067, top1_acc: 0.3828, top5_acc: 0.6531, loss_cls: 2.6182, loss: 2.6182, grad_norm: 5.9925 2021-03-23 19:00:41,517 - mmaction - INFO - Epoch [14][240/1345] lr: 1.000e-02, eta: 9:12:31, time: 0.647, data_time: 0.000, memory: 7067, top1_acc: 0.3750, top5_acc: 0.6555, loss_cls: 2.5944, loss: 2.5944, grad_norm: 5.9904 2021-03-23 19:00:54,613 - mmaction - INFO - Epoch [14][260/1345] lr: 1.000e-02, eta: 9:12:17, time: 0.650, data_time: 0.008, memory: 7067, top1_acc: 0.3773, top5_acc: 0.6555, loss_cls: 2.6484, loss: 2.6484, grad_norm: 6.0471 2021-03-23 19:01:07,445 - mmaction - INFO - Epoch [14][280/1345] lr: 1.000e-02, eta: 9:12:02, time: 0.652, data_time: 0.013, memory: 7067, top1_acc: 0.3664, top5_acc: 0.6344, loss_cls: 2.6820, loss: 2.6820, grad_norm: 6.0033 2021-03-23 19:01:20,922 - mmaction - INFO - Epoch [14][300/1345] lr: 1.000e-02, eta: 9:11:49, time: 0.675, data_time: 0.002, memory: 7067, top1_acc: 0.3688, top5_acc: 0.6539, loss_cls: 2.6856, loss: 2.6856, grad_norm: 5.8475 2021-03-23 19:01:34,340 - mmaction - INFO - Epoch [14][320/1345] lr: 1.000e-02, eta: 9:11:36, time: 0.667, data_time: 0.000, memory: 7067, top1_acc: 0.3773, top5_acc: 0.6531, loss_cls: 2.6158, loss: 2.6158, grad_norm: 5.7719 2021-03-23 19:01:47,144 - mmaction - INFO - Epoch [14][340/1345] lr: 1.000e-02, eta: 9:11:21, time: 0.643, data_time: 0.010, memory: 7067, top1_acc: 0.3812, top5_acc: 0.6664, loss_cls: 2.5840, loss: 2.5840, grad_norm: 6.1098 2021-03-23 19:01:59,944 - mmaction - INFO - Epoch [14][360/1345] lr: 1.000e-02, eta: 9:11:06, time: 0.641, data_time: 0.005, memory: 7067, top1_acc: 0.3688, top5_acc: 0.6383, loss_cls: 2.7250, loss: 2.7250, grad_norm: 5.7721 2021-03-23 19:02:13,017 - mmaction - INFO - Epoch [14][380/1345] lr: 1.000e-02, eta: 9:10:51, time: 0.650, data_time: 0.000, memory: 7067, top1_acc: 0.3844, top5_acc: 0.6633, loss_cls: 2.5854, loss: 2.5854, grad_norm: 6.0003 2021-03-23 19:02:25,786 - mmaction - INFO - Epoch [14][400/1345] lr: 1.000e-02, eta: 9:10:36, time: 0.641, data_time: 0.005, memory: 7067, top1_acc: 0.3867, top5_acc: 0.6484, loss_cls: 2.6403, loss: 2.6403, grad_norm: 5.6174 2021-03-23 19:02:38,742 - mmaction - INFO - Epoch [14][420/1345] lr: 1.000e-02, eta: 9:10:22, time: 0.646, data_time: 0.002, memory: 7067, top1_acc: 0.3836, top5_acc: 0.6570, loss_cls: 2.5750, loss: 2.5750, grad_norm: 6.0334 2021-03-23 19:02:51,713 - mmaction - INFO - Epoch [14][440/1345] lr: 1.000e-02, eta: 9:10:07, time: 0.652, data_time: 0.004, memory: 7067, top1_acc: 0.3664, top5_acc: 0.6594, loss_cls: 2.6334, loss: 2.6334, grad_norm: 5.9627 2021-03-23 19:03:04,999 - mmaction - INFO - Epoch [14][460/1345] lr: 1.000e-02, eta: 9:09:54, time: 0.663, data_time: 0.001, memory: 7067, top1_acc: 0.3812, top5_acc: 0.6398, loss_cls: 2.7068, loss: 2.7068, grad_norm: 5.7447 2021-03-23 19:03:17,197 - mmaction - INFO - Epoch [14][480/1345] lr: 1.000e-02, eta: 9:09:37, time: 0.612, data_time: 0.003, memory: 7067, top1_acc: 0.3797, top5_acc: 0.6438, loss_cls: 2.5960, loss: 2.5960, grad_norm: 5.8809 2021-03-23 19:03:30,569 - mmaction - INFO - Epoch [14][500/1345] lr: 1.000e-02, eta: 9:09:24, time: 0.667, data_time: 0.003, memory: 7067, top1_acc: 0.3742, top5_acc: 0.6438, loss_cls: 2.6514, loss: 2.6514, grad_norm: 6.0314 2021-03-23 19:03:43,657 - mmaction - INFO - Epoch [14][520/1345] lr: 1.000e-02, eta: 9:09:09, time: 0.656, data_time: 0.003, memory: 7067, top1_acc: 0.3781, top5_acc: 0.6523, loss_cls: 2.6213, loss: 2.6213, grad_norm: 5.8212 2021-03-23 19:03:56,969 - mmaction - INFO - Epoch [14][540/1345] lr: 1.000e-02, eta: 9:08:56, time: 0.665, data_time: 0.000, memory: 7067, top1_acc: 0.3711, top5_acc: 0.6680, loss_cls: 2.6139, loss: 2.6139, grad_norm: 5.9873 2021-03-23 19:04:09,764 - mmaction - INFO - Epoch [14][560/1345] lr: 1.000e-02, eta: 9:08:41, time: 0.634, data_time: 0.004, memory: 7067, top1_acc: 0.3742, top5_acc: 0.6555, loss_cls: 2.6201, loss: 2.6201, grad_norm: 5.8691 2021-03-23 19:04:23,200 - mmaction - INFO - Epoch [14][580/1345] lr: 1.000e-02, eta: 9:08:28, time: 0.676, data_time: 0.006, memory: 7067, top1_acc: 0.3688, top5_acc: 0.6531, loss_cls: 2.6241, loss: 2.6241, grad_norm: 5.7549 2021-03-23 19:04:36,202 - mmaction - INFO - Epoch [14][600/1345] lr: 1.000e-02, eta: 9:08:13, time: 0.650, data_time: 0.001, memory: 7067, top1_acc: 0.3867, top5_acc: 0.6578, loss_cls: 2.6345, loss: 2.6345, grad_norm: 5.8095 2021-03-23 19:04:49,082 - mmaction - INFO - Epoch [14][620/1345] lr: 1.000e-02, eta: 9:07:58, time: 0.640, data_time: 0.007, memory: 7067, top1_acc: 0.3633, top5_acc: 0.6562, loss_cls: 2.6225, loss: 2.6225, grad_norm: 5.9902 2021-03-23 19:05:01,791 - mmaction - INFO - Epoch [14][640/1345] lr: 1.000e-02, eta: 9:07:43, time: 0.639, data_time: 0.006, memory: 7067, top1_acc: 0.3609, top5_acc: 0.6414, loss_cls: 2.6933, loss: 2.6933, grad_norm: 5.7193 2021-03-23 19:05:14,902 - mmaction - INFO - Epoch [14][660/1345] lr: 1.000e-02, eta: 9:07:29, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.3648, top5_acc: 0.6453, loss_cls: 2.7155, loss: 2.7155, grad_norm: 5.9429 2021-03-23 19:05:28,191 - mmaction - INFO - Epoch [14][680/1345] lr: 1.000e-02, eta: 9:07:15, time: 0.664, data_time: 0.012, memory: 7067, top1_acc: 0.3766, top5_acc: 0.6617, loss_cls: 2.6068, loss: 2.6068, grad_norm: 5.7892 2021-03-23 19:05:41,364 - mmaction - INFO - Epoch [14][700/1345] lr: 1.000e-02, eta: 9:07:02, time: 0.661, data_time: 0.004, memory: 7067, top1_acc: 0.4016, top5_acc: 0.6633, loss_cls: 2.5070, loss: 2.5070, grad_norm: 5.8066 2021-03-23 19:05:54,685 - mmaction - INFO - Epoch [14][720/1345] lr: 1.000e-02, eta: 9:06:48, time: 0.665, data_time: 0.001, memory: 7067, top1_acc: 0.3914, top5_acc: 0.6852, loss_cls: 2.4996, loss: 2.4996, grad_norm: 6.1209 2021-03-23 19:06:08,109 - mmaction - INFO - Epoch [14][740/1345] lr: 1.000e-02, eta: 9:06:35, time: 0.668, data_time: 0.001, memory: 7067, top1_acc: 0.3953, top5_acc: 0.6758, loss_cls: 2.6005, loss: 2.6005, grad_norm: 6.0429 2021-03-23 19:06:21,209 - mmaction - INFO - Epoch [14][760/1345] lr: 1.000e-02, eta: 9:06:21, time: 0.657, data_time: 0.004, memory: 7067, top1_acc: 0.3875, top5_acc: 0.6578, loss_cls: 2.6109, loss: 2.6109, grad_norm: 5.8103 2021-03-23 19:06:34,750 - mmaction - INFO - Epoch [14][780/1345] lr: 1.000e-02, eta: 9:06:08, time: 0.676, data_time: 0.002, memory: 7067, top1_acc: 0.3672, top5_acc: 0.6477, loss_cls: 2.6141, loss: 2.6141, grad_norm: 5.9391 2021-03-23 19:06:48,152 - mmaction - INFO - Epoch [14][800/1345] lr: 1.000e-02, eta: 9:05:54, time: 0.673, data_time: 0.004, memory: 7067, top1_acc: 0.3688, top5_acc: 0.6539, loss_cls: 2.6485, loss: 2.6485, grad_norm: 5.9105 2021-03-23 19:07:00,854 - mmaction - INFO - Epoch [14][820/1345] lr: 1.000e-02, eta: 9:05:39, time: 0.633, data_time: 0.001, memory: 7067, top1_acc: 0.3695, top5_acc: 0.6406, loss_cls: 2.6610, loss: 2.6610, grad_norm: 6.0145 2021-03-23 19:07:14,178 - mmaction - INFO - Epoch [14][840/1345] lr: 1.000e-02, eta: 9:05:26, time: 0.669, data_time: 0.005, memory: 7067, top1_acc: 0.3586, top5_acc: 0.6531, loss_cls: 2.6428, loss: 2.6428, grad_norm: 5.9162 2021-03-23 19:07:27,278 - mmaction - INFO - Epoch [14][860/1345] lr: 1.000e-02, eta: 9:05:11, time: 0.648, data_time: 0.000, memory: 7067, top1_acc: 0.3797, top5_acc: 0.6609, loss_cls: 2.6036, loss: 2.6036, grad_norm: 5.9931 2021-03-23 19:07:40,139 - mmaction - INFO - Epoch [14][880/1345] lr: 1.000e-02, eta: 9:04:57, time: 0.649, data_time: 0.007, memory: 7067, top1_acc: 0.3727, top5_acc: 0.6570, loss_cls: 2.6458, loss: 2.6458, grad_norm: 5.9101 2021-03-23 19:07:53,312 - mmaction - INFO - Epoch [14][900/1345] lr: 1.000e-02, eta: 9:04:43, time: 0.658, data_time: 0.001, memory: 7067, top1_acc: 0.3742, top5_acc: 0.6648, loss_cls: 2.5816, loss: 2.5816, grad_norm: 5.8224 2021-03-23 19:08:06,303 - mmaction - INFO - Epoch [14][920/1345] lr: 1.000e-02, eta: 9:04:29, time: 0.651, data_time: 0.003, memory: 7067, top1_acc: 0.3773, top5_acc: 0.6445, loss_cls: 2.6249, loss: 2.6249, grad_norm: 5.9907 2021-03-23 19:08:19,702 - mmaction - INFO - Epoch [14][940/1345] lr: 1.000e-02, eta: 9:04:15, time: 0.667, data_time: 0.009, memory: 7067, top1_acc: 0.3656, top5_acc: 0.6344, loss_cls: 2.6811, loss: 2.6811, grad_norm: 6.0108 2021-03-23 19:08:33,323 - mmaction - INFO - Epoch [14][960/1345] lr: 1.000e-02, eta: 9:04:02, time: 0.684, data_time: 0.005, memory: 7067, top1_acc: 0.3609, top5_acc: 0.6391, loss_cls: 2.6582, loss: 2.6582, grad_norm: 5.8621 2021-03-23 19:08:46,076 - mmaction - INFO - Epoch [14][980/1345] lr: 1.000e-02, eta: 9:03:47, time: 0.628, data_time: 0.006, memory: 7067, top1_acc: 0.3961, top5_acc: 0.6867, loss_cls: 2.4986, loss: 2.4986, grad_norm: 5.9816 2021-03-23 19:08:58,836 - mmaction - INFO - Epoch [14][1000/1345] lr: 1.000e-02, eta: 9:03:32, time: 0.645, data_time: 0.011, memory: 7067, top1_acc: 0.3867, top5_acc: 0.6664, loss_cls: 2.5975, loss: 2.5975, grad_norm: 5.9897 2021-03-23 19:09:11,873 - mmaction - INFO - Epoch [14][1020/1345] lr: 1.000e-02, eta: 9:03:18, time: 0.653, data_time: 0.003, memory: 7067, top1_acc: 0.3766, top5_acc: 0.6305, loss_cls: 2.6611, loss: 2.6611, grad_norm: 5.8929 2021-03-23 19:09:25,042 - mmaction - INFO - Epoch [14][1040/1345] lr: 1.000e-02, eta: 9:03:04, time: 0.648, data_time: 0.009, memory: 7067, top1_acc: 0.3820, top5_acc: 0.6570, loss_cls: 2.5997, loss: 2.5997, grad_norm: 5.9651 2021-03-23 19:09:38,431 - mmaction - INFO - Epoch [14][1060/1345] lr: 1.000e-02, eta: 9:02:51, time: 0.674, data_time: 0.015, memory: 7067, top1_acc: 0.3789, top5_acc: 0.6492, loss_cls: 2.6302, loss: 2.6302, grad_norm: 6.0712 2021-03-23 19:09:51,208 - mmaction - INFO - Epoch [14][1080/1345] lr: 1.000e-02, eta: 9:02:36, time: 0.646, data_time: 0.009, memory: 7067, top1_acc: 0.3867, top5_acc: 0.6508, loss_cls: 2.6524, loss: 2.6524, grad_norm: 5.8649 2021-03-23 19:10:04,432 - mmaction - INFO - Epoch [14][1100/1345] lr: 1.000e-02, eta: 9:02:22, time: 0.661, data_time: 0.001, memory: 7067, top1_acc: 0.3797, top5_acc: 0.6695, loss_cls: 2.5913, loss: 2.5913, grad_norm: 6.0216 2021-03-23 19:10:17,573 - mmaction - INFO - Epoch [14][1120/1345] lr: 1.000e-02, eta: 9:02:08, time: 0.657, data_time: 0.001, memory: 7067, top1_acc: 0.3898, top5_acc: 0.6500, loss_cls: 2.5685, loss: 2.5685, grad_norm: 5.9744 2021-03-23 19:10:30,357 - mmaction - INFO - Epoch [14][1140/1345] lr: 1.000e-02, eta: 9:01:53, time: 0.640, data_time: 0.001, memory: 7067, top1_acc: 0.3984, top5_acc: 0.6500, loss_cls: 2.6016, loss: 2.6016, grad_norm: 6.0161 2021-03-23 19:10:43,082 - mmaction - INFO - Epoch [14][1160/1345] lr: 1.000e-02, eta: 9:01:38, time: 0.635, data_time: 0.002, memory: 7067, top1_acc: 0.3742, top5_acc: 0.6672, loss_cls: 2.5805, loss: 2.5805, grad_norm: 5.8795 2021-03-23 19:10:56,002 - mmaction - INFO - Epoch [14][1180/1345] lr: 1.000e-02, eta: 9:01:23, time: 0.640, data_time: 0.005, memory: 7067, top1_acc: 0.3945, top5_acc: 0.6602, loss_cls: 2.5837, loss: 2.5837, grad_norm: 5.9401 2021-03-23 19:11:08,453 - mmaction - INFO - Epoch [14][1200/1345] lr: 1.000e-02, eta: 9:01:08, time: 0.630, data_time: 0.013, memory: 7067, top1_acc: 0.3875, top5_acc: 0.6391, loss_cls: 2.6183, loss: 2.6183, grad_norm: 5.8327 2021-03-23 19:11:21,687 - mmaction - INFO - Epoch [14][1220/1345] lr: 1.000e-02, eta: 9:00:54, time: 0.661, data_time: 0.002, memory: 7067, top1_acc: 0.3719, top5_acc: 0.6773, loss_cls: 2.5640, loss: 2.5640, grad_norm: 6.0339 2021-03-23 19:11:34,637 - mmaction - INFO - Epoch [14][1240/1345] lr: 1.000e-02, eta: 9:00:40, time: 0.648, data_time: 0.002, memory: 7067, top1_acc: 0.3648, top5_acc: 0.6570, loss_cls: 2.6708, loss: 2.6708, grad_norm: 5.7538 2021-03-23 19:11:47,697 - mmaction - INFO - Epoch [14][1260/1345] lr: 1.000e-02, eta: 9:00:26, time: 0.652, data_time: 0.003, memory: 7067, top1_acc: 0.3570, top5_acc: 0.6414, loss_cls: 2.6327, loss: 2.6327, grad_norm: 6.0595 2021-03-23 19:12:00,551 - mmaction - INFO - Epoch [14][1280/1345] lr: 1.000e-02, eta: 9:00:11, time: 0.642, data_time: 0.002, memory: 7067, top1_acc: 0.3633, top5_acc: 0.6687, loss_cls: 2.6258, loss: 2.6258, grad_norm: 5.7942 2021-03-23 19:12:13,964 - mmaction - INFO - Epoch [14][1300/1345] lr: 1.000e-02, eta: 8:59:58, time: 0.672, data_time: 0.003, memory: 7067, top1_acc: 0.3711, top5_acc: 0.6594, loss_cls: 2.6512, loss: 2.6512, grad_norm: 5.9591 2021-03-23 19:12:27,058 - mmaction - INFO - Epoch [14][1320/1345] lr: 1.000e-02, eta: 8:59:43, time: 0.654, data_time: 0.001, memory: 7067, top1_acc: 0.3977, top5_acc: 0.6781, loss_cls: 2.5257, loss: 2.5257, grad_norm: 5.9160 2021-03-23 19:12:39,250 - mmaction - INFO - Epoch [14][1340/1345] lr: 1.000e-02, eta: 8:59:27, time: 0.611, data_time: 0.002, memory: 7067, top1_acc: 0.3773, top5_acc: 0.6562, loss_cls: 2.5984, loss: 2.5984, grad_norm: 5.8895 2021-03-23 19:12:41,700 - mmaction - INFO - Saving checkpoint at 14 epochs 2021-03-23 19:14:08,707 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-23 19:14:08,897 - mmaction - INFO - top1_acc 0.3322 top5_acc 0.6174 2021-03-23 19:14:08,897 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-23 19:14:08,908 - mmaction - INFO - mean_acc 0.3034 2021-03-23 19:14:09,300 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_14.pth. 2021-03-23 19:14:09,300 - mmaction - INFO - Best top1_acc is 0.3322 at 14 epoch. 2021-03-23 19:14:09,312 - mmaction - INFO - Epoch(val) [14][1345] top1_acc: 0.3322, top5_acc: 0.6174, mean_class_accuracy: 0.3034 2021-03-23 19:14:39,572 - mmaction - INFO - Epoch [15][20/1345] lr: 1.000e-02, eta: 8:59:45, time: 1.512, data_time: 0.733, memory: 7067, top1_acc: 0.3953, top5_acc: 0.6813, loss_cls: 2.5022, loss: 2.5022, grad_norm: 5.7939 2021-03-23 19:14:52,421 - mmaction - INFO - Epoch [15][40/1345] lr: 1.000e-02, eta: 8:59:30, time: 0.638, data_time: 0.001, memory: 7067, top1_acc: 0.3688, top5_acc: 0.6617, loss_cls: 2.6175, loss: 2.6175, grad_norm: 6.1652 2021-03-23 19:15:05,786 - mmaction - INFO - Epoch [15][60/1345] lr: 1.000e-02, eta: 8:59:17, time: 0.671, data_time: 0.005, memory: 7067, top1_acc: 0.3719, top5_acc: 0.6594, loss_cls: 2.6252, loss: 2.6252, grad_norm: 5.7983 2021-03-23 19:15:19,386 - mmaction - INFO - Epoch [15][80/1345] lr: 1.000e-02, eta: 8:59:04, time: 0.675, data_time: 0.004, memory: 7067, top1_acc: 0.3836, top5_acc: 0.6641, loss_cls: 2.5804, loss: 2.5804, grad_norm: 6.3263 2021-03-23 19:15:31,978 - mmaction - INFO - Epoch [15][100/1345] lr: 1.000e-02, eta: 8:58:49, time: 0.633, data_time: 0.008, memory: 7067, top1_acc: 0.3719, top5_acc: 0.6477, loss_cls: 2.6470, loss: 2.6470, grad_norm: 6.0298 2021-03-23 19:15:45,645 - mmaction - INFO - Epoch [15][120/1345] lr: 1.000e-02, eta: 8:58:36, time: 0.681, data_time: 0.004, memory: 7067, top1_acc: 0.3781, top5_acc: 0.6648, loss_cls: 2.5967, loss: 2.5967, grad_norm: 6.0974 2021-03-23 19:15:59,149 - mmaction - INFO - Epoch [15][140/1345] lr: 1.000e-02, eta: 8:58:23, time: 0.676, data_time: 0.006, memory: 7067, top1_acc: 0.3984, top5_acc: 0.6711, loss_cls: 2.5493, loss: 2.5493, grad_norm: 6.0718 2021-03-23 19:16:12,183 - mmaction - INFO - Epoch [15][160/1345] lr: 1.000e-02, eta: 8:58:09, time: 0.655, data_time: 0.005, memory: 7067, top1_acc: 0.3641, top5_acc: 0.6594, loss_cls: 2.5957, loss: 2.5957, grad_norm: 5.9892 2021-03-23 19:16:25,441 - mmaction - INFO - Epoch [15][180/1345] lr: 1.000e-02, eta: 8:57:55, time: 0.660, data_time: 0.001, memory: 7067, top1_acc: 0.3891, top5_acc: 0.6547, loss_cls: 2.5867, loss: 2.5867, grad_norm: 5.8665 2021-03-23 19:16:38,346 - mmaction - INFO - Epoch [15][200/1345] lr: 1.000e-02, eta: 8:57:41, time: 0.648, data_time: 0.011, memory: 7067, top1_acc: 0.3680, top5_acc: 0.6453, loss_cls: 2.6408, loss: 2.6408, grad_norm: 5.8383 2021-03-23 19:16:51,007 - mmaction - INFO - Epoch [15][220/1345] lr: 1.000e-02, eta: 8:57:25, time: 0.633, data_time: 0.005, memory: 7067, top1_acc: 0.3766, top5_acc: 0.6539, loss_cls: 2.6179, loss: 2.6179, grad_norm: 5.9245 2021-03-23 19:17:03,999 - mmaction - INFO - Epoch [15][240/1345] lr: 1.000e-02, eta: 8:57:11, time: 0.647, data_time: 0.004, memory: 7067, top1_acc: 0.3930, top5_acc: 0.6727, loss_cls: 2.5274, loss: 2.5274, grad_norm: 5.7194 2021-03-23 19:17:17,218 - mmaction - INFO - Epoch [15][260/1345] lr: 1.000e-02, eta: 8:56:57, time: 0.662, data_time: 0.005, memory: 7067, top1_acc: 0.3914, top5_acc: 0.6719, loss_cls: 2.5530, loss: 2.5530, grad_norm: 6.0395 2021-03-23 19:17:30,125 - mmaction - INFO - Epoch [15][280/1345] lr: 1.000e-02, eta: 8:56:43, time: 0.645, data_time: 0.003, memory: 7067, top1_acc: 0.3859, top5_acc: 0.6633, loss_cls: 2.5791, loss: 2.5791, grad_norm: 5.6632 2021-03-23 19:17:43,527 - mmaction - INFO - Epoch [15][300/1345] lr: 1.000e-02, eta: 8:56:29, time: 0.672, data_time: 0.003, memory: 7067, top1_acc: 0.3781, top5_acc: 0.6523, loss_cls: 2.6273, loss: 2.6273, grad_norm: 5.9925 2021-03-23 19:17:56,379 - mmaction - INFO - Epoch [15][320/1345] lr: 1.000e-02, eta: 8:56:14, time: 0.639, data_time: 0.001, memory: 7067, top1_acc: 0.3891, top5_acc: 0.6844, loss_cls: 2.5199, loss: 2.5199, grad_norm: 5.9410 2021-03-23 19:18:09,264 - mmaction - INFO - Epoch [15][340/1345] lr: 1.000e-02, eta: 8:56:00, time: 0.647, data_time: 0.004, memory: 7067, top1_acc: 0.3789, top5_acc: 0.6516, loss_cls: 2.6247, loss: 2.6247, grad_norm: 5.9259 2021-03-23 19:18:22,353 - mmaction - INFO - Epoch [15][360/1345] lr: 1.000e-02, eta: 8:55:46, time: 0.654, data_time: 0.001, memory: 7067, top1_acc: 0.3867, top5_acc: 0.6852, loss_cls: 2.5072, loss: 2.5072, grad_norm: 5.9491 2021-03-23 19:18:35,401 - mmaction - INFO - Epoch [15][380/1345] lr: 1.000e-02, eta: 8:55:32, time: 0.652, data_time: 0.001, memory: 7067, top1_acc: 0.3922, top5_acc: 0.6828, loss_cls: 2.5264, loss: 2.5264, grad_norm: 5.8965 2021-03-23 19:18:48,416 - mmaction - INFO - Epoch [15][400/1345] lr: 1.000e-02, eta: 8:55:17, time: 0.651, data_time: 0.002, memory: 7067, top1_acc: 0.3820, top5_acc: 0.6641, loss_cls: 2.5975, loss: 2.5975, grad_norm: 6.0669 2021-03-23 19:19:01,514 - mmaction - INFO - Epoch [15][420/1345] lr: 1.000e-02, eta: 8:55:03, time: 0.653, data_time: 0.001, memory: 7067, top1_acc: 0.3852, top5_acc: 0.6734, loss_cls: 2.5659, loss: 2.5659, grad_norm: 6.1424 2021-03-23 19:19:14,357 - mmaction - INFO - Epoch [15][440/1345] lr: 1.000e-02, eta: 8:54:49, time: 0.642, data_time: 0.002, memory: 7067, top1_acc: 0.3648, top5_acc: 0.6477, loss_cls: 2.6484, loss: 2.6484, grad_norm: 5.7329 2021-03-23 19:19:27,451 - mmaction - INFO - Epoch [15][460/1345] lr: 1.000e-02, eta: 8:54:35, time: 0.656, data_time: 0.002, memory: 7067, top1_acc: 0.3906, top5_acc: 0.6687, loss_cls: 2.5407, loss: 2.5407, grad_norm: 5.7856 2021-03-23 19:19:40,641 - mmaction - INFO - Epoch [15][480/1345] lr: 1.000e-02, eta: 8:54:20, time: 0.649, data_time: 0.001, memory: 7067, top1_acc: 0.3906, top5_acc: 0.6695, loss_cls: 2.5389, loss: 2.5389, grad_norm: 5.7580 2021-03-23 19:19:53,821 - mmaction - INFO - Epoch [15][500/1345] lr: 1.000e-02, eta: 8:54:07, time: 0.668, data_time: 0.011, memory: 7067, top1_acc: 0.3789, top5_acc: 0.6805, loss_cls: 2.5397, loss: 2.5397, grad_norm: 5.9710 2021-03-23 19:20:06,610 - mmaction - INFO - Epoch [15][520/1345] lr: 1.000e-02, eta: 8:53:52, time: 0.641, data_time: 0.004, memory: 7067, top1_acc: 0.3742, top5_acc: 0.6617, loss_cls: 2.5972, loss: 2.5972, grad_norm: 5.8222 2021-03-23 19:20:19,854 - mmaction - INFO - Epoch [15][540/1345] lr: 1.000e-02, eta: 8:53:38, time: 0.663, data_time: 0.002, memory: 7067, top1_acc: 0.3688, top5_acc: 0.6531, loss_cls: 2.6114, loss: 2.6114, grad_norm: 6.0268 2021-03-23 19:20:33,251 - mmaction - INFO - Epoch [15][560/1345] lr: 1.000e-02, eta: 8:53:25, time: 0.668, data_time: 0.001, memory: 7067, top1_acc: 0.3641, top5_acc: 0.6508, loss_cls: 2.6556, loss: 2.6556, grad_norm: 6.0003 2021-03-23 19:20:46,385 - mmaction - INFO - Epoch [15][580/1345] lr: 1.000e-02, eta: 8:53:11, time: 0.653, data_time: 0.006, memory: 7067, top1_acc: 0.3727, top5_acc: 0.6570, loss_cls: 2.6065, loss: 2.6065, grad_norm: 5.9520 2021-03-23 19:20:59,343 - mmaction - INFO - Epoch [15][600/1345] lr: 1.000e-02, eta: 8:52:57, time: 0.650, data_time: 0.007, memory: 7067, top1_acc: 0.3805, top5_acc: 0.6469, loss_cls: 2.6027, loss: 2.6027, grad_norm: 5.7125 2021-03-23 19:21:11,810 - mmaction - INFO - Epoch [15][620/1345] lr: 1.000e-02, eta: 8:52:41, time: 0.626, data_time: 0.003, memory: 7067, top1_acc: 0.3945, top5_acc: 0.6945, loss_cls: 2.4939, loss: 2.4939, grad_norm: 5.8681 2021-03-23 19:21:24,673 - mmaction - INFO - Epoch [15][640/1345] lr: 1.000e-02, eta: 8:52:26, time: 0.642, data_time: 0.006, memory: 7067, top1_acc: 0.4031, top5_acc: 0.6805, loss_cls: 2.4831, loss: 2.4831, grad_norm: 6.0127 2021-03-23 19:21:38,089 - mmaction - INFO - Epoch [15][660/1345] lr: 1.000e-02, eta: 8:52:13, time: 0.671, data_time: 0.002, memory: 7067, top1_acc: 0.4039, top5_acc: 0.6773, loss_cls: 2.4935, loss: 2.4935, grad_norm: 5.8886 2021-03-23 19:21:50,937 - mmaction - INFO - Epoch [15][680/1345] lr: 1.000e-02, eta: 8:51:58, time: 0.643, data_time: 0.003, memory: 7067, top1_acc: 0.3695, top5_acc: 0.6680, loss_cls: 2.6059, loss: 2.6059, grad_norm: 6.0194 2021-03-23 19:22:03,968 - mmaction - INFO - Epoch [15][700/1345] lr: 1.000e-02, eta: 8:51:44, time: 0.647, data_time: 0.000, memory: 7067, top1_acc: 0.3867, top5_acc: 0.6508, loss_cls: 2.6328, loss: 2.6328, grad_norm: 5.8646 2021-03-23 19:22:16,963 - mmaction - INFO - Epoch [15][720/1345] lr: 1.000e-02, eta: 8:51:30, time: 0.652, data_time: 0.006, memory: 7067, top1_acc: 0.3742, top5_acc: 0.6336, loss_cls: 2.6841, loss: 2.6841, grad_norm: 5.6944 2021-03-23 19:22:29,801 - mmaction - INFO - Epoch [15][740/1345] lr: 1.000e-02, eta: 8:51:15, time: 0.644, data_time: 0.003, memory: 7067, top1_acc: 0.3789, top5_acc: 0.6570, loss_cls: 2.5959, loss: 2.5959, grad_norm: 5.9605 2021-03-23 19:22:43,264 - mmaction - INFO - Epoch [15][760/1345] lr: 1.000e-02, eta: 8:51:02, time: 0.670, data_time: 0.001, memory: 7067, top1_acc: 0.3984, top5_acc: 0.6844, loss_cls: 2.4803, loss: 2.4803, grad_norm: 5.5960 2021-03-23 19:22:56,116 - mmaction - INFO - Epoch [15][780/1345] lr: 1.000e-02, eta: 8:50:47, time: 0.644, data_time: 0.008, memory: 7067, top1_acc: 0.4055, top5_acc: 0.6703, loss_cls: 2.5023, loss: 2.5023, grad_norm: 5.8417 2021-03-23 19:23:09,349 - mmaction - INFO - Epoch [15][800/1345] lr: 1.000e-02, eta: 8:50:34, time: 0.661, data_time: 0.004, memory: 7067, top1_acc: 0.3648, top5_acc: 0.6531, loss_cls: 2.6158, loss: 2.6158, grad_norm: 5.9102 2021-03-23 19:23:22,407 - mmaction - INFO - Epoch [15][820/1345] lr: 1.000e-02, eta: 8:50:20, time: 0.654, data_time: 0.003, memory: 7067, top1_acc: 0.3867, top5_acc: 0.6477, loss_cls: 2.6336, loss: 2.6336, grad_norm: 5.7841 2021-03-23 19:23:35,432 - mmaction - INFO - Epoch [15][840/1345] lr: 1.000e-02, eta: 8:50:05, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.3906, top5_acc: 0.6687, loss_cls: 2.5662, loss: 2.5662, grad_norm: 6.0035 2021-03-23 19:23:48,794 - mmaction - INFO - Epoch [15][860/1345] lr: 1.000e-02, eta: 8:49:52, time: 0.667, data_time: 0.002, memory: 7067, top1_acc: 0.4078, top5_acc: 0.6945, loss_cls: 2.5034, loss: 2.5034, grad_norm: 5.8738 2021-03-23 19:24:01,595 - mmaction - INFO - Epoch [15][880/1345] lr: 1.000e-02, eta: 8:49:37, time: 0.642, data_time: 0.002, memory: 7067, top1_acc: 0.4039, top5_acc: 0.6641, loss_cls: 2.5774, loss: 2.5774, grad_norm: 5.7665 2021-03-23 19:24:14,341 - mmaction - INFO - Epoch [15][900/1345] lr: 1.000e-02, eta: 8:49:22, time: 0.634, data_time: 0.007, memory: 7067, top1_acc: 0.3578, top5_acc: 0.6531, loss_cls: 2.6108, loss: 2.6108, grad_norm: 6.0036 2021-03-23 19:24:27,469 - mmaction - INFO - Epoch [15][920/1345] lr: 1.000e-02, eta: 8:49:09, time: 0.659, data_time: 0.004, memory: 7067, top1_acc: 0.3836, top5_acc: 0.6578, loss_cls: 2.5735, loss: 2.5735, grad_norm: 5.9962 2021-03-23 19:24:40,402 - mmaction - INFO - Epoch [15][940/1345] lr: 1.000e-02, eta: 8:48:54, time: 0.644, data_time: 0.001, memory: 7067, top1_acc: 0.3781, top5_acc: 0.6500, loss_cls: 2.6140, loss: 2.6140, grad_norm: 5.9760 2021-03-23 19:24:53,860 - mmaction - INFO - Epoch [15][960/1345] lr: 1.000e-02, eta: 8:48:41, time: 0.676, data_time: 0.004, memory: 7067, top1_acc: 0.4023, top5_acc: 0.6727, loss_cls: 2.5295, loss: 2.5295, grad_norm: 5.6165 2021-03-23 19:25:06,788 - mmaction - INFO - Epoch [15][980/1345] lr: 1.000e-02, eta: 8:48:27, time: 0.647, data_time: 0.005, memory: 7067, top1_acc: 0.4016, top5_acc: 0.6570, loss_cls: 2.5880, loss: 2.5880, grad_norm: 5.9188 2021-03-23 19:25:19,725 - mmaction - INFO - Epoch [15][1000/1345] lr: 1.000e-02, eta: 8:48:12, time: 0.646, data_time: 0.001, memory: 7067, top1_acc: 0.3742, top5_acc: 0.6680, loss_cls: 2.6678, loss: 2.6678, grad_norm: 5.9409 2021-03-23 19:25:32,915 - mmaction - INFO - Epoch [15][1020/1345] lr: 1.000e-02, eta: 8:47:58, time: 0.659, data_time: 0.001, memory: 7067, top1_acc: 0.3828, top5_acc: 0.6586, loss_cls: 2.6089, loss: 2.6089, grad_norm: 5.8287 2021-03-23 19:25:46,100 - mmaction - INFO - Epoch [15][1040/1345] lr: 1.000e-02, eta: 8:47:44, time: 0.656, data_time: 0.002, memory: 7067, top1_acc: 0.3859, top5_acc: 0.6641, loss_cls: 2.5856, loss: 2.5856, grad_norm: 5.9196 2021-03-23 19:25:59,405 - mmaction - INFO - Epoch [15][1060/1345] lr: 1.000e-02, eta: 8:47:31, time: 0.667, data_time: 0.005, memory: 7067, top1_acc: 0.3844, top5_acc: 0.6594, loss_cls: 2.6291, loss: 2.6291, grad_norm: 5.7528 2021-03-23 19:26:12,352 - mmaction - INFO - Epoch [15][1080/1345] lr: 1.000e-02, eta: 8:47:17, time: 0.650, data_time: 0.004, memory: 7067, top1_acc: 0.3852, top5_acc: 0.6625, loss_cls: 2.5388, loss: 2.5388, grad_norm: 5.7767 2021-03-23 19:26:25,579 - mmaction - INFO - Epoch [15][1100/1345] lr: 1.000e-02, eta: 8:47:03, time: 0.661, data_time: 0.000, memory: 7067, top1_acc: 0.3867, top5_acc: 0.6711, loss_cls: 2.5195, loss: 2.5195, grad_norm: 5.9219 2021-03-23 19:26:38,716 - mmaction - INFO - Epoch [15][1120/1345] lr: 1.000e-02, eta: 8:46:49, time: 0.654, data_time: 0.000, memory: 7067, top1_acc: 0.3906, top5_acc: 0.6695, loss_cls: 2.5488, loss: 2.5488, grad_norm: 5.9406 2021-03-23 19:26:51,608 - mmaction - INFO - Epoch [15][1140/1345] lr: 1.000e-02, eta: 8:46:35, time: 0.647, data_time: 0.005, memory: 7067, top1_acc: 0.3867, top5_acc: 0.6758, loss_cls: 2.5880, loss: 2.5880, grad_norm: 6.0030 2021-03-23 19:27:04,249 - mmaction - INFO - Epoch [15][1160/1345] lr: 1.000e-02, eta: 8:46:19, time: 0.624, data_time: 0.000, memory: 7067, top1_acc: 0.4062, top5_acc: 0.6766, loss_cls: 2.4778, loss: 2.4778, grad_norm: 5.8302 2021-03-23 19:27:17,037 - mmaction - INFO - Epoch [15][1180/1345] lr: 1.000e-02, eta: 8:46:05, time: 0.646, data_time: 0.008, memory: 7067, top1_acc: 0.4008, top5_acc: 0.6844, loss_cls: 2.4995, loss: 2.4995, grad_norm: 5.7368 2021-03-23 19:27:29,961 - mmaction - INFO - Epoch [15][1200/1345] lr: 1.000e-02, eta: 8:45:50, time: 0.646, data_time: 0.003, memory: 7067, top1_acc: 0.3852, top5_acc: 0.6734, loss_cls: 2.5334, loss: 2.5334, grad_norm: 5.9727 2021-03-23 19:27:43,419 - mmaction - INFO - Epoch [15][1220/1345] lr: 1.000e-02, eta: 8:45:37, time: 0.674, data_time: 0.003, memory: 7067, top1_acc: 0.3883, top5_acc: 0.6758, loss_cls: 2.5029, loss: 2.5029, grad_norm: 5.8508 2021-03-23 19:27:56,392 - mmaction - INFO - Epoch [15][1240/1345] lr: 1.000e-02, eta: 8:45:23, time: 0.645, data_time: 0.001, memory: 7067, top1_acc: 0.3742, top5_acc: 0.6477, loss_cls: 2.6718, loss: 2.6718, grad_norm: 5.9673 2021-03-23 19:28:09,190 - mmaction - INFO - Epoch [15][1260/1345] lr: 1.000e-02, eta: 8:45:08, time: 0.642, data_time: 0.004, memory: 7067, top1_acc: 0.3680, top5_acc: 0.6586, loss_cls: 2.6462, loss: 2.6462, grad_norm: 5.9606 2021-03-23 19:28:21,925 - mmaction - INFO - Epoch [15][1280/1345] lr: 1.000e-02, eta: 8:44:53, time: 0.634, data_time: 0.011, memory: 7067, top1_acc: 0.3750, top5_acc: 0.6656, loss_cls: 2.6038, loss: 2.6038, grad_norm: 5.7859 2021-03-23 19:28:35,365 - mmaction - INFO - Epoch [15][1300/1345] lr: 1.000e-02, eta: 8:44:40, time: 0.675, data_time: 0.004, memory: 7067, top1_acc: 0.3750, top5_acc: 0.6594, loss_cls: 2.6545, loss: 2.6545, grad_norm: 5.9096 2021-03-23 19:28:48,338 - mmaction - INFO - Epoch [15][1320/1345] lr: 1.000e-02, eta: 8:44:26, time: 0.649, data_time: 0.013, memory: 7067, top1_acc: 0.3867, top5_acc: 0.6523, loss_cls: 2.6116, loss: 2.6116, grad_norm: 6.0511 2021-03-23 19:29:00,332 - mmaction - INFO - Epoch [15][1340/1345] lr: 1.000e-02, eta: 8:44:09, time: 0.600, data_time: 0.001, memory: 7067, top1_acc: 0.3828, top5_acc: 0.6805, loss_cls: 2.5309, loss: 2.5309, grad_norm: 5.8553 2021-03-23 19:29:02,684 - mmaction - INFO - Saving checkpoint at 15 epochs 2021-03-23 19:29:33,317 - mmaction - INFO - Epoch [16][20/1345] lr: 1.000e-02, eta: 8:44:24, time: 1.508, data_time: 0.841, memory: 7067, top1_acc: 0.4016, top5_acc: 0.6773, loss_cls: 2.5187, loss: 2.5187, grad_norm: 5.8197 2021-03-23 19:29:46,665 - mmaction - INFO - Epoch [16][40/1345] lr: 1.000e-02, eta: 8:44:11, time: 0.670, data_time: 0.003, memory: 7067, top1_acc: 0.4039, top5_acc: 0.6813, loss_cls: 2.5069, loss: 2.5069, grad_norm: 6.0417 2021-03-23 19:29:59,956 - mmaction - INFO - Epoch [16][60/1345] lr: 1.000e-02, eta: 8:43:57, time: 0.661, data_time: 0.000, memory: 7067, top1_acc: 0.3773, top5_acc: 0.6477, loss_cls: 2.6323, loss: 2.6323, grad_norm: 6.0259 2021-03-23 19:30:13,393 - mmaction - INFO - Epoch [16][80/1345] lr: 1.000e-02, eta: 8:43:44, time: 0.674, data_time: 0.003, memory: 7067, top1_acc: 0.3727, top5_acc: 0.6719, loss_cls: 2.5865, loss: 2.5865, grad_norm: 6.0152 2021-03-23 19:30:26,761 - mmaction - INFO - Epoch [16][100/1345] lr: 1.000e-02, eta: 8:43:30, time: 0.666, data_time: 0.002, memory: 7067, top1_acc: 0.3695, top5_acc: 0.6695, loss_cls: 2.5692, loss: 2.5692, grad_norm: 5.9155 2021-03-23 19:30:39,622 - mmaction - INFO - Epoch [16][120/1345] lr: 1.000e-02, eta: 8:43:16, time: 0.645, data_time: 0.004, memory: 7067, top1_acc: 0.3891, top5_acc: 0.6734, loss_cls: 2.5400, loss: 2.5400, grad_norm: 6.0615 2021-03-23 19:30:52,904 - mmaction - INFO - Epoch [16][140/1345] lr: 1.000e-02, eta: 8:43:02, time: 0.648, data_time: 0.001, memory: 7067, top1_acc: 0.3648, top5_acc: 0.6648, loss_cls: 2.5800, loss: 2.5800, grad_norm: 5.9517 2021-03-23 19:31:06,226 - mmaction - INFO - Epoch [16][160/1345] lr: 1.000e-02, eta: 8:42:49, time: 0.676, data_time: 0.017, memory: 7067, top1_acc: 0.3953, top5_acc: 0.6711, loss_cls: 2.5545, loss: 2.5545, grad_norm: 6.1824 2021-03-23 19:31:19,500 - mmaction - INFO - Epoch [16][180/1345] lr: 1.000e-02, eta: 8:42:35, time: 0.668, data_time: 0.007, memory: 7067, top1_acc: 0.3922, top5_acc: 0.6703, loss_cls: 2.5701, loss: 2.5701, grad_norm: 6.0487 2021-03-23 19:31:32,894 - mmaction - INFO - Epoch [16][200/1345] lr: 1.000e-02, eta: 8:42:22, time: 0.671, data_time: 0.003, memory: 7067, top1_acc: 0.3945, top5_acc: 0.6719, loss_cls: 2.5416, loss: 2.5416, grad_norm: 6.0323 2021-03-23 19:31:45,626 - mmaction - INFO - Epoch [16][220/1345] lr: 1.000e-02, eta: 8:42:07, time: 0.630, data_time: 0.003, memory: 7067, top1_acc: 0.3984, top5_acc: 0.6602, loss_cls: 2.5285, loss: 2.5285, grad_norm: 5.9299 2021-03-23 19:31:58,666 - mmaction - INFO - Epoch [16][240/1345] lr: 1.000e-02, eta: 8:41:53, time: 0.659, data_time: 0.008, memory: 7067, top1_acc: 0.3844, top5_acc: 0.6398, loss_cls: 2.6676, loss: 2.6676, grad_norm: 5.9367 2021-03-23 19:32:12,049 - mmaction - INFO - Epoch [16][260/1345] lr: 1.000e-02, eta: 8:41:40, time: 0.667, data_time: 0.001, memory: 7067, top1_acc: 0.3883, top5_acc: 0.6680, loss_cls: 2.5344, loss: 2.5344, grad_norm: 5.8966 2021-03-23 19:32:25,373 - mmaction - INFO - Epoch [16][280/1345] lr: 1.000e-02, eta: 8:41:26, time: 0.665, data_time: 0.003, memory: 7067, top1_acc: 0.3859, top5_acc: 0.6773, loss_cls: 2.5372, loss: 2.5372, grad_norm: 6.2129 2021-03-23 19:32:38,314 - mmaction - INFO - Epoch [16][300/1345] lr: 1.000e-02, eta: 8:41:11, time: 0.639, data_time: 0.004, memory: 7067, top1_acc: 0.3828, top5_acc: 0.6617, loss_cls: 2.6023, loss: 2.6023, grad_norm: 6.0676 2021-03-23 19:32:50,944 - mmaction - INFO - Epoch [16][320/1345] lr: 1.000e-02, eta: 8:40:57, time: 0.640, data_time: 0.013, memory: 7067, top1_acc: 0.4102, top5_acc: 0.6719, loss_cls: 2.5083, loss: 2.5083, grad_norm: 5.9501 2021-03-23 19:33:04,135 - mmaction - INFO - Epoch [16][340/1345] lr: 1.000e-02, eta: 8:40:43, time: 0.662, data_time: 0.004, memory: 7067, top1_acc: 0.3664, top5_acc: 0.6531, loss_cls: 2.6704, loss: 2.6704, grad_norm: 6.1418 2021-03-23 19:33:17,077 - mmaction - INFO - Epoch [16][360/1345] lr: 1.000e-02, eta: 8:40:29, time: 0.646, data_time: 0.001, memory: 7067, top1_acc: 0.4094, top5_acc: 0.6664, loss_cls: 2.5293, loss: 2.5293, grad_norm: 5.8177 2021-03-23 19:33:29,998 - mmaction - INFO - Epoch [16][380/1345] lr: 1.000e-02, eta: 8:40:14, time: 0.646, data_time: 0.002, memory: 7067, top1_acc: 0.4062, top5_acc: 0.6734, loss_cls: 2.5162, loss: 2.5162, grad_norm: 6.0689 2021-03-23 19:33:43,449 - mmaction - INFO - Epoch [16][400/1345] lr: 1.000e-02, eta: 8:40:01, time: 0.673, data_time: 0.002, memory: 7067, top1_acc: 0.4156, top5_acc: 0.6742, loss_cls: 2.5495, loss: 2.5495, grad_norm: 6.2124 2021-03-23 19:33:56,810 - mmaction - INFO - Epoch [16][420/1345] lr: 1.000e-02, eta: 8:39:48, time: 0.668, data_time: 0.001, memory: 7067, top1_acc: 0.3984, top5_acc: 0.6719, loss_cls: 2.4815, loss: 2.4815, grad_norm: 5.9777 2021-03-23 19:34:09,493 - mmaction - INFO - Epoch [16][440/1345] lr: 1.000e-02, eta: 8:39:33, time: 0.633, data_time: 0.002, memory: 7067, top1_acc: 0.3648, top5_acc: 0.6570, loss_cls: 2.6178, loss: 2.6178, grad_norm: 5.9225 2021-03-23 19:34:22,759 - mmaction - INFO - Epoch [16][460/1345] lr: 1.000e-02, eta: 8:39:19, time: 0.665, data_time: 0.003, memory: 7067, top1_acc: 0.4109, top5_acc: 0.6750, loss_cls: 2.5315, loss: 2.5315, grad_norm: 6.0211 2021-03-23 19:34:35,911 - mmaction - INFO - Epoch [16][480/1345] lr: 1.000e-02, eta: 8:39:05, time: 0.658, data_time: 0.000, memory: 7067, top1_acc: 0.3750, top5_acc: 0.6586, loss_cls: 2.6080, loss: 2.6080, grad_norm: 5.8763 2021-03-23 19:34:48,779 - mmaction - INFO - Epoch [16][500/1345] lr: 1.000e-02, eta: 8:38:51, time: 0.643, data_time: 0.000, memory: 7067, top1_acc: 0.3898, top5_acc: 0.6734, loss_cls: 2.5409, loss: 2.5409, grad_norm: 5.6679 2021-03-23 19:35:01,938 - mmaction - INFO - Epoch [16][520/1345] lr: 1.000e-02, eta: 8:38:37, time: 0.656, data_time: 0.002, memory: 7067, top1_acc: 0.3930, top5_acc: 0.6891, loss_cls: 2.5270, loss: 2.5270, grad_norm: 5.8647 2021-03-23 19:35:15,602 - mmaction - INFO - Epoch [16][540/1345] lr: 1.000e-02, eta: 8:38:24, time: 0.685, data_time: 0.003, memory: 7067, top1_acc: 0.3937, top5_acc: 0.6984, loss_cls: 2.4428, loss: 2.4428, grad_norm: 5.9481 2021-03-23 19:35:28,629 - mmaction - INFO - Epoch [16][560/1345] lr: 1.000e-02, eta: 8:38:10, time: 0.652, data_time: 0.001, memory: 7067, top1_acc: 0.3812, top5_acc: 0.6695, loss_cls: 2.5610, loss: 2.5610, grad_norm: 6.1018 2021-03-23 19:35:42,049 - mmaction - INFO - Epoch [16][580/1345] lr: 1.000e-02, eta: 8:37:57, time: 0.669, data_time: 0.001, memory: 7067, top1_acc: 0.3914, top5_acc: 0.6672, loss_cls: 2.5187, loss: 2.5187, grad_norm: 6.0617 2021-03-23 19:35:55,357 - mmaction - INFO - Epoch [16][600/1345] lr: 1.000e-02, eta: 8:37:43, time: 0.666, data_time: 0.003, memory: 7067, top1_acc: 0.4039, top5_acc: 0.6797, loss_cls: 2.4791, loss: 2.4791, grad_norm: 5.9896 2021-03-23 19:36:08,576 - mmaction - INFO - Epoch [16][620/1345] lr: 1.000e-02, eta: 8:37:30, time: 0.661, data_time: 0.002, memory: 7067, top1_acc: 0.3781, top5_acc: 0.6641, loss_cls: 2.5910, loss: 2.5910, grad_norm: 6.1502 2021-03-23 19:36:21,875 - mmaction - INFO - Epoch [16][640/1345] lr: 1.000e-02, eta: 8:37:16, time: 0.663, data_time: 0.002, memory: 7067, top1_acc: 0.3977, top5_acc: 0.6758, loss_cls: 2.5426, loss: 2.5426, grad_norm: 5.8622 2021-03-23 19:36:35,194 - mmaction - INFO - Epoch [16][660/1345] lr: 1.000e-02, eta: 8:37:03, time: 0.669, data_time: 0.004, memory: 7067, top1_acc: 0.4156, top5_acc: 0.6844, loss_cls: 2.5390, loss: 2.5390, grad_norm: 5.8092 2021-03-23 19:36:47,980 - mmaction - INFO - Epoch [16][680/1345] lr: 1.000e-02, eta: 8:36:48, time: 0.638, data_time: 0.001, memory: 7067, top1_acc: 0.3867, top5_acc: 0.6672, loss_cls: 2.5941, loss: 2.5941, grad_norm: 5.9050 2021-03-23 19:37:01,088 - mmaction - INFO - Epoch [16][700/1345] lr: 1.000e-02, eta: 8:36:34, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.3750, top5_acc: 0.6633, loss_cls: 2.5924, loss: 2.5924, grad_norm: 6.0531 2021-03-23 19:37:13,838 - mmaction - INFO - Epoch [16][720/1345] lr: 1.000e-02, eta: 8:36:19, time: 0.639, data_time: 0.003, memory: 7067, top1_acc: 0.3930, top5_acc: 0.6891, loss_cls: 2.4918, loss: 2.4918, grad_norm: 5.9720 2021-03-23 19:37:26,923 - mmaction - INFO - Epoch [16][740/1345] lr: 1.000e-02, eta: 8:36:05, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.3609, top5_acc: 0.6570, loss_cls: 2.6514, loss: 2.6514, grad_norm: 6.0198 2021-03-23 19:37:39,639 - mmaction - INFO - Epoch [16][760/1345] lr: 1.000e-02, eta: 8:35:50, time: 0.637, data_time: 0.005, memory: 7067, top1_acc: 0.4000, top5_acc: 0.6687, loss_cls: 2.5433, loss: 2.5433, grad_norm: 5.9740 2021-03-23 19:37:52,922 - mmaction - INFO - Epoch [16][780/1345] lr: 1.000e-02, eta: 8:35:37, time: 0.666, data_time: 0.003, memory: 7067, top1_acc: 0.3930, top5_acc: 0.6711, loss_cls: 2.5368, loss: 2.5368, grad_norm: 5.7642 2021-03-23 19:38:05,293 - mmaction - INFO - Epoch [16][800/1345] lr: 1.000e-02, eta: 8:35:21, time: 0.617, data_time: 0.001, memory: 7067, top1_acc: 0.3961, top5_acc: 0.6844, loss_cls: 2.5279, loss: 2.5279, grad_norm: 5.8615 2021-03-23 19:38:18,677 - mmaction - INFO - Epoch [16][820/1345] lr: 1.000e-02, eta: 8:35:08, time: 0.670, data_time: 0.003, memory: 7067, top1_acc: 0.4031, top5_acc: 0.6820, loss_cls: 2.5105, loss: 2.5105, grad_norm: 6.1289 2021-03-23 19:38:31,812 - mmaction - INFO - Epoch [16][840/1345] lr: 1.000e-02, eta: 8:34:54, time: 0.658, data_time: 0.002, memory: 7067, top1_acc: 0.3633, top5_acc: 0.6484, loss_cls: 2.6749, loss: 2.6749, grad_norm: 6.2310 2021-03-23 19:38:45,431 - mmaction - INFO - Epoch [16][860/1345] lr: 1.000e-02, eta: 8:34:41, time: 0.680, data_time: 0.000, memory: 7067, top1_acc: 0.4102, top5_acc: 0.6883, loss_cls: 2.4519, loss: 2.4519, grad_norm: 5.8794 2021-03-23 19:38:58,565 - mmaction - INFO - Epoch [16][880/1345] lr: 1.000e-02, eta: 8:34:27, time: 0.653, data_time: 0.007, memory: 7067, top1_acc: 0.3766, top5_acc: 0.6727, loss_cls: 2.5893, loss: 2.5893, grad_norm: 5.8693 2021-03-23 19:39:11,647 - mmaction - INFO - Epoch [16][900/1345] lr: 1.000e-02, eta: 8:34:13, time: 0.657, data_time: 0.004, memory: 7067, top1_acc: 0.3852, top5_acc: 0.6742, loss_cls: 2.5719, loss: 2.5719, grad_norm: 6.0736 2021-03-23 19:39:24,399 - mmaction - INFO - Epoch [16][920/1345] lr: 1.000e-02, eta: 8:33:59, time: 0.639, data_time: 0.002, memory: 7067, top1_acc: 0.4102, top5_acc: 0.6852, loss_cls: 2.4643, loss: 2.4643, grad_norm: 5.9819 2021-03-23 19:39:37,658 - mmaction - INFO - Epoch [16][940/1345] lr: 1.000e-02, eta: 8:33:45, time: 0.662, data_time: 0.002, memory: 7067, top1_acc: 0.3656, top5_acc: 0.6258, loss_cls: 2.6710, loss: 2.6710, grad_norm: 6.1681 2021-03-23 19:39:50,350 - mmaction - INFO - Epoch [16][960/1345] lr: 1.000e-02, eta: 8:33:30, time: 0.625, data_time: 0.001, memory: 7067, top1_acc: 0.4023, top5_acc: 0.6703, loss_cls: 2.5680, loss: 2.5680, grad_norm: 6.0267 2021-03-23 19:40:03,334 - mmaction - INFO - Epoch [16][980/1345] lr: 1.000e-02, eta: 8:33:16, time: 0.657, data_time: 0.012, memory: 7067, top1_acc: 0.3734, top5_acc: 0.6734, loss_cls: 2.5556, loss: 2.5556, grad_norm: 6.0310 2021-03-23 19:40:16,209 - mmaction - INFO - Epoch [16][1000/1345] lr: 1.000e-02, eta: 8:33:02, time: 0.647, data_time: 0.004, memory: 7067, top1_acc: 0.4039, top5_acc: 0.6961, loss_cls: 2.4658, loss: 2.4658, grad_norm: 6.1103 2021-03-23 19:40:29,697 - mmaction - INFO - Epoch [16][1020/1345] lr: 1.000e-02, eta: 8:32:49, time: 0.673, data_time: 0.001, memory: 7067, top1_acc: 0.3875, top5_acc: 0.6594, loss_cls: 2.5874, loss: 2.5874, grad_norm: 6.1260 2021-03-23 19:40:42,713 - mmaction - INFO - Epoch [16][1040/1345] lr: 1.000e-02, eta: 8:32:35, time: 0.651, data_time: 0.003, memory: 7067, top1_acc: 0.3836, top5_acc: 0.6852, loss_cls: 2.4959, loss: 2.4959, grad_norm: 6.0004 2021-03-23 19:40:55,651 - mmaction - INFO - Epoch [16][1060/1345] lr: 1.000e-02, eta: 8:32:20, time: 0.637, data_time: 0.002, memory: 7067, top1_acc: 0.3797, top5_acc: 0.6500, loss_cls: 2.6196, loss: 2.6196, grad_norm: 5.9358 2021-03-23 19:41:08,894 - mmaction - INFO - Epoch [16][1080/1345] lr: 1.000e-02, eta: 8:32:07, time: 0.673, data_time: 0.020, memory: 7067, top1_acc: 0.3805, top5_acc: 0.6445, loss_cls: 2.6397, loss: 2.6397, grad_norm: 6.4937 2021-03-23 19:41:22,441 - mmaction - INFO - Epoch [16][1100/1345] lr: 1.000e-02, eta: 8:31:54, time: 0.677, data_time: 0.002, memory: 7067, top1_acc: 0.3945, top5_acc: 0.6570, loss_cls: 2.5934, loss: 2.5934, grad_norm: 5.9652 2021-03-23 19:41:36,084 - mmaction - INFO - Epoch [16][1120/1345] lr: 1.000e-02, eta: 8:31:41, time: 0.683, data_time: 0.001, memory: 7067, top1_acc: 0.4023, top5_acc: 0.6742, loss_cls: 2.5062, loss: 2.5062, grad_norm: 6.0943 2021-03-23 19:41:49,304 - mmaction - INFO - Epoch [16][1140/1345] lr: 1.000e-02, eta: 8:31:27, time: 0.660, data_time: 0.001, memory: 7067, top1_acc: 0.3758, top5_acc: 0.6656, loss_cls: 2.5864, loss: 2.5864, grad_norm: 5.8727 2021-03-23 19:42:01,476 - mmaction - INFO - Epoch [16][1160/1345] lr: 1.000e-02, eta: 8:31:11, time: 0.607, data_time: 0.001, memory: 7067, top1_acc: 0.3781, top5_acc: 0.6758, loss_cls: 2.6074, loss: 2.6074, grad_norm: 5.7366 2021-03-23 19:42:14,417 - mmaction - INFO - Epoch [16][1180/1345] lr: 1.000e-02, eta: 8:30:57, time: 0.649, data_time: 0.004, memory: 7067, top1_acc: 0.3867, top5_acc: 0.6820, loss_cls: 2.5437, loss: 2.5437, grad_norm: 5.9581 2021-03-23 19:42:27,367 - mmaction - INFO - Epoch [16][1200/1345] lr: 1.000e-02, eta: 8:30:43, time: 0.647, data_time: 0.001, memory: 7067, top1_acc: 0.3625, top5_acc: 0.6703, loss_cls: 2.5686, loss: 2.5686, grad_norm: 6.0295 2021-03-23 19:42:40,342 - mmaction - INFO - Epoch [16][1220/1345] lr: 1.000e-02, eta: 8:30:28, time: 0.645, data_time: 0.003, memory: 7067, top1_acc: 0.3781, top5_acc: 0.6430, loss_cls: 2.6084, loss: 2.6084, grad_norm: 5.7892 2021-03-23 19:42:53,605 - mmaction - INFO - Epoch [16][1240/1345] lr: 1.000e-02, eta: 8:30:15, time: 0.665, data_time: 0.005, memory: 7067, top1_acc: 0.3961, top5_acc: 0.6750, loss_cls: 2.5500, loss: 2.5500, grad_norm: 5.9289 2021-03-23 19:43:06,336 - mmaction - INFO - Epoch [16][1260/1345] lr: 1.000e-02, eta: 8:30:00, time: 0.638, data_time: 0.007, memory: 7067, top1_acc: 0.3898, top5_acc: 0.6648, loss_cls: 2.5961, loss: 2.5961, grad_norm: 5.9396 2021-03-23 19:43:19,414 - mmaction - INFO - Epoch [16][1280/1345] lr: 1.000e-02, eta: 8:29:46, time: 0.655, data_time: 0.003, memory: 7067, top1_acc: 0.3820, top5_acc: 0.6398, loss_cls: 2.6366, loss: 2.6366, grad_norm: 5.8720 2021-03-23 19:43:32,955 - mmaction - INFO - Epoch [16][1300/1345] lr: 1.000e-02, eta: 8:29:33, time: 0.665, data_time: 0.001, memory: 7067, top1_acc: 0.3664, top5_acc: 0.6641, loss_cls: 2.6170, loss: 2.6170, grad_norm: 6.1401 2021-03-23 19:43:45,728 - mmaction - INFO - Epoch [16][1320/1345] lr: 1.000e-02, eta: 8:29:19, time: 0.648, data_time: 0.013, memory: 7067, top1_acc: 0.4047, top5_acc: 0.6797, loss_cls: 2.5040, loss: 2.5040, grad_norm: 5.8671 2021-03-23 19:43:57,689 - mmaction - INFO - Epoch [16][1340/1345] lr: 1.000e-02, eta: 8:29:03, time: 0.601, data_time: 0.003, memory: 7067, top1_acc: 0.3992, top5_acc: 0.6703, loss_cls: 2.5051, loss: 2.5051, grad_norm: 6.0548 2021-03-23 19:44:00,024 - mmaction - INFO - Saving checkpoint at 16 epochs 2021-03-23 19:45:26,979 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-23 19:45:27,173 - mmaction - INFO - top1_acc 0.3178 top5_acc 0.6039 2021-03-23 19:45:27,173 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-23 19:45:27,184 - mmaction - INFO - mean_acc 0.2844 2021-03-23 19:45:27,188 - mmaction - INFO - Epoch(val) [16][1345] top1_acc: 0.3178, top5_acc: 0.6039, mean_class_accuracy: 0.2844 2021-03-23 19:45:56,752 - mmaction - INFO - Epoch [17][20/1345] lr: 1.000e-02, eta: 8:29:13, time: 1.478, data_time: 0.768, memory: 7067, top1_acc: 0.3891, top5_acc: 0.6992, loss_cls: 2.4350, loss: 2.4350, grad_norm: 5.7773 2021-03-23 19:46:10,717 - mmaction - INFO - Epoch [17][40/1345] lr: 1.000e-02, eta: 8:29:00, time: 0.684, data_time: 0.001, memory: 7067, top1_acc: 0.3859, top5_acc: 0.6875, loss_cls: 2.5236, loss: 2.5236, grad_norm: 6.1939 2021-03-23 19:46:24,255 - mmaction - INFO - Epoch [17][60/1345] lr: 1.000e-02, eta: 8:28:48, time: 0.690, data_time: 0.015, memory: 7067, top1_acc: 0.3953, top5_acc: 0.6867, loss_cls: 2.4695, loss: 2.4695, grad_norm: 6.1419 2021-03-23 19:46:37,448 - mmaction - INFO - Epoch [17][80/1345] lr: 1.000e-02, eta: 8:28:34, time: 0.658, data_time: 0.002, memory: 7067, top1_acc: 0.4164, top5_acc: 0.6648, loss_cls: 2.5463, loss: 2.5463, grad_norm: 6.0104 2021-03-23 19:46:50,571 - mmaction - INFO - Epoch [17][100/1345] lr: 1.000e-02, eta: 8:28:20, time: 0.658, data_time: 0.003, memory: 7067, top1_acc: 0.3812, top5_acc: 0.6664, loss_cls: 2.5781, loss: 2.5781, grad_norm: 5.9393 2021-03-23 19:47:04,068 - mmaction - INFO - Epoch [17][120/1345] lr: 1.000e-02, eta: 8:28:07, time: 0.675, data_time: 0.006, memory: 7067, top1_acc: 0.3922, top5_acc: 0.6641, loss_cls: 2.5382, loss: 2.5382, grad_norm: 5.9939 2021-03-23 19:47:17,184 - mmaction - INFO - Epoch [17][140/1345] lr: 1.000e-02, eta: 8:27:53, time: 0.651, data_time: 0.001, memory: 7067, top1_acc: 0.4055, top5_acc: 0.6742, loss_cls: 2.5575, loss: 2.5575, grad_norm: 5.9223 2021-03-23 19:47:30,594 - mmaction - INFO - Epoch [17][160/1345] lr: 1.000e-02, eta: 8:27:40, time: 0.669, data_time: 0.008, memory: 7067, top1_acc: 0.4133, top5_acc: 0.7039, loss_cls: 2.4153, loss: 2.4153, grad_norm: 5.9430 2021-03-23 19:47:43,460 - mmaction - INFO - Epoch [17][180/1345] lr: 1.000e-02, eta: 8:27:26, time: 0.649, data_time: 0.009, memory: 7067, top1_acc: 0.3797, top5_acc: 0.6727, loss_cls: 2.5613, loss: 2.5613, grad_norm: 6.0916 2021-03-23 19:47:56,447 - mmaction - INFO - Epoch [17][200/1345] lr: 1.000e-02, eta: 8:27:12, time: 0.650, data_time: 0.002, memory: 7067, top1_acc: 0.4234, top5_acc: 0.7070, loss_cls: 2.3750, loss: 2.3750, grad_norm: 5.8660 2021-03-23 19:48:09,415 - mmaction - INFO - Epoch [17][220/1345] lr: 1.000e-02, eta: 8:26:57, time: 0.645, data_time: 0.007, memory: 7067, top1_acc: 0.3781, top5_acc: 0.6758, loss_cls: 2.5879, loss: 2.5879, grad_norm: 5.9643 2021-03-23 19:48:22,212 - mmaction - INFO - Epoch [17][240/1345] lr: 1.000e-02, eta: 8:26:43, time: 0.642, data_time: 0.007, memory: 7067, top1_acc: 0.3898, top5_acc: 0.6617, loss_cls: 2.5995, loss: 2.5995, grad_norm: 5.8674 2021-03-23 19:48:35,046 - mmaction - INFO - Epoch [17][260/1345] lr: 1.000e-02, eta: 8:26:28, time: 0.642, data_time: 0.002, memory: 7067, top1_acc: 0.4117, top5_acc: 0.6625, loss_cls: 2.5574, loss: 2.5574, grad_norm: 6.0013 2021-03-23 19:48:48,445 - mmaction - INFO - Epoch [17][280/1345] lr: 1.000e-02, eta: 8:26:15, time: 0.669, data_time: 0.001, memory: 7067, top1_acc: 0.3953, top5_acc: 0.6758, loss_cls: 2.5145, loss: 2.5145, grad_norm: 5.9572 2021-03-23 19:49:01,587 - mmaction - INFO - Epoch [17][300/1345] lr: 1.000e-02, eta: 8:26:01, time: 0.659, data_time: 0.003, memory: 7067, top1_acc: 0.4086, top5_acc: 0.6789, loss_cls: 2.4804, loss: 2.4804, grad_norm: 6.0450 2021-03-23 19:49:14,677 - mmaction - INFO - Epoch [17][320/1345] lr: 1.000e-02, eta: 8:25:47, time: 0.654, data_time: 0.001, memory: 7067, top1_acc: 0.4008, top5_acc: 0.6836, loss_cls: 2.5069, loss: 2.5069, grad_norm: 5.9184 2021-03-23 19:49:27,909 - mmaction - INFO - Epoch [17][340/1345] lr: 1.000e-02, eta: 8:25:34, time: 0.662, data_time: 0.002, memory: 7067, top1_acc: 0.4055, top5_acc: 0.6758, loss_cls: 2.4998, loss: 2.4998, grad_norm: 6.1058 2021-03-23 19:49:41,157 - mmaction - INFO - Epoch [17][360/1345] lr: 1.000e-02, eta: 8:25:20, time: 0.662, data_time: 0.001, memory: 7067, top1_acc: 0.4266, top5_acc: 0.6789, loss_cls: 2.4549, loss: 2.4549, grad_norm: 6.1461 2021-03-23 19:49:54,402 - mmaction - INFO - Epoch [17][380/1345] lr: 1.000e-02, eta: 8:25:06, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.3945, top5_acc: 0.6781, loss_cls: 2.5105, loss: 2.5105, grad_norm: 5.9180 2021-03-23 19:50:07,129 - mmaction - INFO - Epoch [17][400/1345] lr: 1.000e-02, eta: 8:24:52, time: 0.644, data_time: 0.011, memory: 7067, top1_acc: 0.4156, top5_acc: 0.6828, loss_cls: 2.4767, loss: 2.4767, grad_norm: 6.2049 2021-03-23 19:50:20,661 - mmaction - INFO - Epoch [17][420/1345] lr: 1.000e-02, eta: 8:24:39, time: 0.676, data_time: 0.002, memory: 7067, top1_acc: 0.4086, top5_acc: 0.6945, loss_cls: 2.4500, loss: 2.4500, grad_norm: 6.4001 2021-03-23 19:50:33,306 - mmaction - INFO - Epoch [17][440/1345] lr: 1.000e-02, eta: 8:24:24, time: 0.633, data_time: 0.002, memory: 7067, top1_acc: 0.3719, top5_acc: 0.6633, loss_cls: 2.6135, loss: 2.6135, grad_norm: 6.1168 2021-03-23 19:50:46,369 - mmaction - INFO - Epoch [17][460/1345] lr: 1.000e-02, eta: 8:24:10, time: 0.652, data_time: 0.001, memory: 7067, top1_acc: 0.3648, top5_acc: 0.6617, loss_cls: 2.6001, loss: 2.6001, grad_norm: 5.9314 2021-03-23 19:50:59,369 - mmaction - INFO - Epoch [17][480/1345] lr: 1.000e-02, eta: 8:23:56, time: 0.648, data_time: 0.002, memory: 7067, top1_acc: 0.3812, top5_acc: 0.6703, loss_cls: 2.5599, loss: 2.5599, grad_norm: 5.9633 2021-03-23 19:51:12,309 - mmaction - INFO - Epoch [17][500/1345] lr: 1.000e-02, eta: 8:23:41, time: 0.650, data_time: 0.004, memory: 7067, top1_acc: 0.3891, top5_acc: 0.6578, loss_cls: 2.5674, loss: 2.5674, grad_norm: 6.0824 2021-03-23 19:51:25,226 - mmaction - INFO - Epoch [17][520/1345] lr: 1.000e-02, eta: 8:23:27, time: 0.645, data_time: 0.001, memory: 7067, top1_acc: 0.3961, top5_acc: 0.6758, loss_cls: 2.5179, loss: 2.5179, grad_norm: 6.1843 2021-03-23 19:51:38,496 - mmaction - INFO - Epoch [17][540/1345] lr: 1.000e-02, eta: 8:23:13, time: 0.662, data_time: 0.001, memory: 7067, top1_acc: 0.4000, top5_acc: 0.6687, loss_cls: 2.5637, loss: 2.5637, grad_norm: 5.8510 2021-03-23 19:51:51,193 - mmaction - INFO - Epoch [17][560/1345] lr: 1.000e-02, eta: 8:22:58, time: 0.628, data_time: 0.002, memory: 7067, top1_acc: 0.4023, top5_acc: 0.6766, loss_cls: 2.5362, loss: 2.5362, grad_norm: 6.0625 2021-03-23 19:52:04,468 - mmaction - INFO - Epoch [17][580/1345] lr: 1.000e-02, eta: 8:22:45, time: 0.672, data_time: 0.010, memory: 7067, top1_acc: 0.4211, top5_acc: 0.6859, loss_cls: 2.4591, loss: 2.4591, grad_norm: 6.0606 2021-03-23 19:52:18,327 - mmaction - INFO - Epoch [17][600/1345] lr: 1.000e-02, eta: 8:22:33, time: 0.693, data_time: 0.004, memory: 7067, top1_acc: 0.3828, top5_acc: 0.6695, loss_cls: 2.5914, loss: 2.5914, grad_norm: 5.8639 2021-03-23 19:52:30,636 - mmaction - INFO - Epoch [17][620/1345] lr: 1.000e-02, eta: 8:22:17, time: 0.613, data_time: 0.000, memory: 7067, top1_acc: 0.4055, top5_acc: 0.6695, loss_cls: 2.5378, loss: 2.5378, grad_norm: 5.9563 2021-03-23 19:52:43,919 - mmaction - INFO - Epoch [17][640/1345] lr: 1.000e-02, eta: 8:22:04, time: 0.665, data_time: 0.003, memory: 7067, top1_acc: 0.3898, top5_acc: 0.6977, loss_cls: 2.4651, loss: 2.4651, grad_norm: 5.8393 2021-03-23 19:52:57,246 - mmaction - INFO - Epoch [17][660/1345] lr: 1.000e-02, eta: 8:21:50, time: 0.666, data_time: 0.002, memory: 7067, top1_acc: 0.3969, top5_acc: 0.6844, loss_cls: 2.4836, loss: 2.4836, grad_norm: 5.8581 2021-03-23 19:53:10,500 - mmaction - INFO - Epoch [17][680/1345] lr: 1.000e-02, eta: 8:21:37, time: 0.661, data_time: 0.008, memory: 7067, top1_acc: 0.3789, top5_acc: 0.6570, loss_cls: 2.6032, loss: 2.6032, grad_norm: 6.1931 2021-03-23 19:53:23,324 - mmaction - INFO - Epoch [17][700/1345] lr: 1.000e-02, eta: 8:21:22, time: 0.642, data_time: 0.003, memory: 7067, top1_acc: 0.3875, top5_acc: 0.6750, loss_cls: 2.5342, loss: 2.5342, grad_norm: 5.9939 2021-03-23 19:53:36,940 - mmaction - INFO - Epoch [17][720/1345] lr: 1.000e-02, eta: 8:21:10, time: 0.682, data_time: 0.003, memory: 7067, top1_acc: 0.4016, top5_acc: 0.6680, loss_cls: 2.5448, loss: 2.5448, grad_norm: 5.8683 2021-03-23 19:53:49,633 - mmaction - INFO - Epoch [17][740/1345] lr: 1.000e-02, eta: 8:20:55, time: 0.634, data_time: 0.002, memory: 7067, top1_acc: 0.3688, top5_acc: 0.6492, loss_cls: 2.6286, loss: 2.6286, grad_norm: 6.0267 2021-03-23 19:54:02,203 - mmaction - INFO - Epoch [17][760/1345] lr: 1.000e-02, eta: 8:20:40, time: 0.627, data_time: 0.002, memory: 7067, top1_acc: 0.3945, top5_acc: 0.6664, loss_cls: 2.5699, loss: 2.5699, grad_norm: 6.1105 2021-03-23 19:54:15,153 - mmaction - INFO - Epoch [17][780/1345] lr: 1.000e-02, eta: 8:20:25, time: 0.642, data_time: 0.004, memory: 7067, top1_acc: 0.3984, top5_acc: 0.6836, loss_cls: 2.5204, loss: 2.5204, grad_norm: 6.1500 2021-03-23 19:54:28,343 - mmaction - INFO - Epoch [17][800/1345] lr: 1.000e-02, eta: 8:20:12, time: 0.665, data_time: 0.008, memory: 7067, top1_acc: 0.4039, top5_acc: 0.6836, loss_cls: 2.4822, loss: 2.4822, grad_norm: 5.9192 2021-03-23 19:54:41,554 - mmaction - INFO - Epoch [17][820/1345] lr: 1.000e-02, eta: 8:19:58, time: 0.660, data_time: 0.002, memory: 7067, top1_acc: 0.4141, top5_acc: 0.6781, loss_cls: 2.4811, loss: 2.4811, grad_norm: 6.1130 2021-03-23 19:54:54,574 - mmaction - INFO - Epoch [17][840/1345] lr: 1.000e-02, eta: 8:19:44, time: 0.651, data_time: 0.003, memory: 7067, top1_acc: 0.3953, top5_acc: 0.6781, loss_cls: 2.4888, loss: 2.4888, grad_norm: 5.9096 2021-03-23 19:55:07,546 - mmaction - INFO - Epoch [17][860/1345] lr: 1.000e-02, eta: 8:19:30, time: 0.645, data_time: 0.003, memory: 7067, top1_acc: 0.4039, top5_acc: 0.6656, loss_cls: 2.5153, loss: 2.5153, grad_norm: 5.8693 2021-03-23 19:55:20,531 - mmaction - INFO - Epoch [17][880/1345] lr: 1.000e-02, eta: 8:19:16, time: 0.654, data_time: 0.008, memory: 7067, top1_acc: 0.4055, top5_acc: 0.6820, loss_cls: 2.4805, loss: 2.4805, grad_norm: 5.9633 2021-03-23 19:55:33,850 - mmaction - INFO - Epoch [17][900/1345] lr: 1.000e-02, eta: 8:19:03, time: 0.663, data_time: 0.002, memory: 7067, top1_acc: 0.4125, top5_acc: 0.6891, loss_cls: 2.4887, loss: 2.4887, grad_norm: 5.9925 2021-03-23 19:55:46,660 - mmaction - INFO - Epoch [17][920/1345] lr: 1.000e-02, eta: 8:18:48, time: 0.642, data_time: 0.004, memory: 7067, top1_acc: 0.3961, top5_acc: 0.6773, loss_cls: 2.5128, loss: 2.5128, grad_norm: 5.9505 2021-03-23 19:55:59,535 - mmaction - INFO - Epoch [17][940/1345] lr: 1.000e-02, eta: 8:18:34, time: 0.645, data_time: 0.002, memory: 7067, top1_acc: 0.3914, top5_acc: 0.6656, loss_cls: 2.5949, loss: 2.5949, grad_norm: 5.8852 2021-03-23 19:56:12,173 - mmaction - INFO - Epoch [17][960/1345] lr: 1.000e-02, eta: 8:18:19, time: 0.632, data_time: 0.002, memory: 7067, top1_acc: 0.3945, top5_acc: 0.6703, loss_cls: 2.5454, loss: 2.5454, grad_norm: 5.9899 2021-03-23 19:56:25,272 - mmaction - INFO - Epoch [17][980/1345] lr: 1.000e-02, eta: 8:18:05, time: 0.654, data_time: 0.001, memory: 7067, top1_acc: 0.4078, top5_acc: 0.6813, loss_cls: 2.4757, loss: 2.4757, grad_norm: 5.8566 2021-03-23 19:56:38,198 - mmaction - INFO - Epoch [17][1000/1345] lr: 1.000e-02, eta: 8:17:51, time: 0.641, data_time: 0.003, memory: 7067, top1_acc: 0.4188, top5_acc: 0.6836, loss_cls: 2.4175, loss: 2.4175, grad_norm: 5.9609 2021-03-23 19:56:51,274 - mmaction - INFO - Epoch [17][1020/1345] lr: 1.000e-02, eta: 8:17:37, time: 0.659, data_time: 0.007, memory: 7067, top1_acc: 0.3719, top5_acc: 0.6711, loss_cls: 2.5652, loss: 2.5652, grad_norm: 6.0952 2021-03-23 19:57:04,303 - mmaction - INFO - Epoch [17][1040/1345] lr: 1.000e-02, eta: 8:17:23, time: 0.650, data_time: 0.002, memory: 7067, top1_acc: 0.4250, top5_acc: 0.6773, loss_cls: 2.4864, loss: 2.4864, grad_norm: 5.9275 2021-03-23 19:57:17,068 - mmaction - INFO - Epoch [17][1060/1345] lr: 1.000e-02, eta: 8:17:08, time: 0.637, data_time: 0.005, memory: 7067, top1_acc: 0.3875, top5_acc: 0.6695, loss_cls: 2.5581, loss: 2.5581, grad_norm: 5.9202 2021-03-23 19:57:29,805 - mmaction - INFO - Epoch [17][1080/1345] lr: 1.000e-02, eta: 8:16:54, time: 0.639, data_time: 0.005, memory: 7067, top1_acc: 0.3789, top5_acc: 0.6531, loss_cls: 2.6274, loss: 2.6274, grad_norm: 6.0474 2021-03-23 19:57:43,540 - mmaction - INFO - Epoch [17][1100/1345] lr: 1.000e-02, eta: 8:16:41, time: 0.683, data_time: 0.003, memory: 7067, top1_acc: 0.3984, top5_acc: 0.6820, loss_cls: 2.4973, loss: 2.4973, grad_norm: 5.8820 2021-03-23 19:57:56,478 - mmaction - INFO - Epoch [17][1120/1345] lr: 1.000e-02, eta: 8:16:27, time: 0.651, data_time: 0.006, memory: 7067, top1_acc: 0.3750, top5_acc: 0.6695, loss_cls: 2.6044, loss: 2.6044, grad_norm: 6.1427 2021-03-23 19:58:10,098 - mmaction - INFO - Epoch [17][1140/1345] lr: 1.000e-02, eta: 8:16:14, time: 0.682, data_time: 0.002, memory: 7067, top1_acc: 0.3961, top5_acc: 0.6672, loss_cls: 2.5161, loss: 2.5161, grad_norm: 5.9804 2021-03-23 19:58:22,923 - mmaction - INFO - Epoch [17][1160/1345] lr: 1.000e-02, eta: 8:16:00, time: 0.642, data_time: 0.001, memory: 7067, top1_acc: 0.4172, top5_acc: 0.6891, loss_cls: 2.4199, loss: 2.4199, grad_norm: 6.0171 2021-03-23 19:58:35,951 - mmaction - INFO - Epoch [17][1180/1345] lr: 1.000e-02, eta: 8:15:46, time: 0.651, data_time: 0.000, memory: 7067, top1_acc: 0.4078, top5_acc: 0.6773, loss_cls: 2.4379, loss: 2.4379, grad_norm: 6.0312 2021-03-23 19:58:49,031 - mmaction - INFO - Epoch [17][1200/1345] lr: 1.000e-02, eta: 8:15:32, time: 0.654, data_time: 0.001, memory: 7067, top1_acc: 0.4125, top5_acc: 0.6828, loss_cls: 2.4948, loss: 2.4948, grad_norm: 5.9811 2021-03-23 19:59:02,066 - mmaction - INFO - Epoch [17][1220/1345] lr: 1.000e-02, eta: 8:15:18, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.3883, top5_acc: 0.6680, loss_cls: 2.5686, loss: 2.5686, grad_norm: 6.1373 2021-03-23 19:59:15,543 - mmaction - INFO - Epoch [17][1240/1345] lr: 1.000e-02, eta: 8:15:05, time: 0.671, data_time: 0.002, memory: 7067, top1_acc: 0.4094, top5_acc: 0.6883, loss_cls: 2.4983, loss: 2.4983, grad_norm: 5.9509 2021-03-23 19:59:28,673 - mmaction - INFO - Epoch [17][1260/1345] lr: 1.000e-02, eta: 8:14:51, time: 0.658, data_time: 0.004, memory: 7067, top1_acc: 0.3992, top5_acc: 0.6859, loss_cls: 2.5081, loss: 2.5081, grad_norm: 5.8735 2021-03-23 19:59:41,489 - mmaction - INFO - Epoch [17][1280/1345] lr: 1.000e-02, eta: 8:14:37, time: 0.640, data_time: 0.003, memory: 7067, top1_acc: 0.3898, top5_acc: 0.6875, loss_cls: 2.4833, loss: 2.4833, grad_norm: 6.2128 2021-03-23 19:59:54,112 - mmaction - INFO - Epoch [17][1300/1345] lr: 1.000e-02, eta: 8:14:22, time: 0.632, data_time: 0.005, memory: 7067, top1_acc: 0.4188, top5_acc: 0.6719, loss_cls: 2.5045, loss: 2.5045, grad_norm: 6.0383 2021-03-23 20:00:07,159 - mmaction - INFO - Epoch [17][1320/1345] lr: 1.000e-02, eta: 8:14:08, time: 0.648, data_time: 0.002, memory: 7067, top1_acc: 0.4047, top5_acc: 0.6773, loss_cls: 2.4717, loss: 2.4717, grad_norm: 6.0846 2021-03-23 20:00:18,889 - mmaction - INFO - Epoch [17][1340/1345] lr: 1.000e-02, eta: 8:13:52, time: 0.592, data_time: 0.006, memory: 7067, top1_acc: 0.3977, top5_acc: 0.6641, loss_cls: 2.5845, loss: 2.5845, grad_norm: 5.9621 2021-03-23 20:00:21,393 - mmaction - INFO - Saving checkpoint at 17 epochs 2021-03-23 20:00:51,851 - mmaction - INFO - Epoch [18][20/1345] lr: 1.000e-02, eta: 8:14:01, time: 1.498, data_time: 0.774, memory: 7067, top1_acc: 0.3914, top5_acc: 0.6781, loss_cls: 2.5202, loss: 2.5202, grad_norm: 6.0530 2021-03-23 20:01:05,628 - mmaction - INFO - Epoch [18][40/1345] lr: 1.000e-02, eta: 8:13:48, time: 0.680, data_time: 0.005, memory: 7067, top1_acc: 0.3992, top5_acc: 0.6773, loss_cls: 2.5429, loss: 2.5429, grad_norm: 6.1073 2021-03-23 20:01:19,014 - mmaction - INFO - Epoch [18][60/1345] lr: 1.000e-02, eta: 8:13:35, time: 0.682, data_time: 0.017, memory: 7067, top1_acc: 0.3836, top5_acc: 0.6656, loss_cls: 2.5715, loss: 2.5715, grad_norm: 6.0176 2021-03-23 20:01:32,062 - mmaction - INFO - Epoch [18][80/1345] lr: 1.000e-02, eta: 8:13:21, time: 0.650, data_time: 0.002, memory: 7067, top1_acc: 0.4023, top5_acc: 0.6758, loss_cls: 2.4859, loss: 2.4859, grad_norm: 6.0360 2021-03-23 20:01:45,716 - mmaction - INFO - Epoch [18][100/1345] lr: 1.000e-02, eta: 8:13:08, time: 0.684, data_time: 0.003, memory: 7067, top1_acc: 0.4062, top5_acc: 0.6781, loss_cls: 2.4621, loss: 2.4621, grad_norm: 6.1334 2021-03-23 20:01:59,209 - mmaction - INFO - Epoch [18][120/1345] lr: 1.000e-02, eta: 8:12:55, time: 0.675, data_time: 0.002, memory: 7067, top1_acc: 0.3883, top5_acc: 0.6656, loss_cls: 2.5249, loss: 2.5249, grad_norm: 6.0054 2021-03-23 20:02:12,419 - mmaction - INFO - Epoch [18][140/1345] lr: 1.000e-02, eta: 8:12:41, time: 0.660, data_time: 0.002, memory: 7067, top1_acc: 0.4008, top5_acc: 0.6719, loss_cls: 2.4956, loss: 2.4956, grad_norm: 5.8580 2021-03-23 20:02:25,619 - mmaction - INFO - Epoch [18][160/1345] lr: 1.000e-02, eta: 8:12:28, time: 0.660, data_time: 0.002, memory: 7067, top1_acc: 0.3914, top5_acc: 0.6805, loss_cls: 2.4757, loss: 2.4757, grad_norm: 5.7896 2021-03-23 20:02:38,830 - mmaction - INFO - Epoch [18][180/1345] lr: 1.000e-02, eta: 8:12:14, time: 0.661, data_time: 0.002, memory: 7067, top1_acc: 0.4094, top5_acc: 0.6828, loss_cls: 2.4344, loss: 2.4344, grad_norm: 6.1100 2021-03-23 20:02:52,223 - mmaction - INFO - Epoch [18][200/1345] lr: 1.000e-02, eta: 8:12:01, time: 0.666, data_time: 0.005, memory: 7067, top1_acc: 0.4102, top5_acc: 0.6906, loss_cls: 2.4374, loss: 2.4374, grad_norm: 5.9548 2021-03-23 20:03:05,802 - mmaction - INFO - Epoch [18][220/1345] lr: 1.000e-02, eta: 8:11:47, time: 0.674, data_time: 0.004, memory: 7067, top1_acc: 0.4234, top5_acc: 0.6891, loss_cls: 2.4516, loss: 2.4516, grad_norm: 6.2305 2021-03-23 20:03:18,919 - mmaction - INFO - Epoch [18][240/1345] lr: 1.000e-02, eta: 8:11:34, time: 0.664, data_time: 0.009, memory: 7067, top1_acc: 0.3867, top5_acc: 0.6734, loss_cls: 2.5218, loss: 2.5218, grad_norm: 5.8886 2021-03-23 20:03:31,695 - mmaction - INFO - Epoch [18][260/1345] lr: 1.000e-02, eta: 8:11:19, time: 0.632, data_time: 0.001, memory: 7067, top1_acc: 0.4031, top5_acc: 0.6813, loss_cls: 2.5057, loss: 2.5057, grad_norm: 5.7869 2021-03-23 20:03:44,635 - mmaction - INFO - Epoch [18][280/1345] lr: 1.000e-02, eta: 8:11:05, time: 0.653, data_time: 0.008, memory: 7067, top1_acc: 0.4172, top5_acc: 0.7016, loss_cls: 2.4464, loss: 2.4464, grad_norm: 5.9693 2021-03-23 20:03:57,492 - mmaction - INFO - Epoch [18][300/1345] lr: 1.000e-02, eta: 8:10:51, time: 0.643, data_time: 0.002, memory: 7067, top1_acc: 0.4359, top5_acc: 0.6859, loss_cls: 2.4084, loss: 2.4084, grad_norm: 5.9104 2021-03-23 20:04:10,770 - mmaction - INFO - Epoch [18][320/1345] lr: 1.000e-02, eta: 8:10:37, time: 0.663, data_time: 0.001, memory: 7067, top1_acc: 0.3969, top5_acc: 0.6828, loss_cls: 2.5180, loss: 2.5180, grad_norm: 6.0512 2021-03-23 20:04:23,801 - mmaction - INFO - Epoch [18][340/1345] lr: 1.000e-02, eta: 8:10:23, time: 0.653, data_time: 0.003, memory: 7067, top1_acc: 0.4297, top5_acc: 0.6922, loss_cls: 2.4291, loss: 2.4291, grad_norm: 6.2386 2021-03-23 20:04:36,717 - mmaction - INFO - Epoch [18][360/1345] lr: 1.000e-02, eta: 8:10:09, time: 0.642, data_time: 0.002, memory: 7067, top1_acc: 0.3742, top5_acc: 0.6664, loss_cls: 2.5658, loss: 2.5658, grad_norm: 6.0822 2021-03-23 20:04:49,634 - mmaction - INFO - Epoch [18][380/1345] lr: 1.000e-02, eta: 8:09:55, time: 0.650, data_time: 0.006, memory: 7067, top1_acc: 0.4086, top5_acc: 0.6836, loss_cls: 2.4800, loss: 2.4800, grad_norm: 5.9015 2021-03-23 20:05:02,471 - mmaction - INFO - Epoch [18][400/1345] lr: 1.000e-02, eta: 8:09:41, time: 0.637, data_time: 0.001, memory: 7067, top1_acc: 0.3992, top5_acc: 0.6813, loss_cls: 2.4632, loss: 2.4632, grad_norm: 6.2516 2021-03-23 20:05:15,723 - mmaction - INFO - Epoch [18][420/1345] lr: 1.000e-02, eta: 8:09:27, time: 0.667, data_time: 0.005, memory: 7067, top1_acc: 0.3672, top5_acc: 0.6758, loss_cls: 2.5814, loss: 2.5814, grad_norm: 6.1625 2021-03-23 20:05:29,097 - mmaction - INFO - Epoch [18][440/1345] lr: 1.000e-02, eta: 8:09:14, time: 0.669, data_time: 0.001, memory: 7067, top1_acc: 0.3945, top5_acc: 0.6727, loss_cls: 2.5742, loss: 2.5742, grad_norm: 5.9644 2021-03-23 20:05:41,959 - mmaction - INFO - Epoch [18][460/1345] lr: 1.000e-02, eta: 8:08:59, time: 0.635, data_time: 0.002, memory: 7067, top1_acc: 0.3914, top5_acc: 0.6656, loss_cls: 2.5214, loss: 2.5214, grad_norm: 6.0337 2021-03-23 20:05:55,439 - mmaction - INFO - Epoch [18][480/1345] lr: 1.000e-02, eta: 8:08:46, time: 0.676, data_time: 0.008, memory: 7067, top1_acc: 0.3953, top5_acc: 0.6672, loss_cls: 2.5304, loss: 2.5304, grad_norm: 6.0025 2021-03-23 20:06:08,353 - mmaction - INFO - Epoch [18][500/1345] lr: 1.000e-02, eta: 8:08:32, time: 0.650, data_time: 0.007, memory: 7067, top1_acc: 0.3898, top5_acc: 0.6914, loss_cls: 2.4931, loss: 2.4931, grad_norm: 5.9740 2021-03-23 20:06:21,265 - mmaction - INFO - Epoch [18][520/1345] lr: 1.000e-02, eta: 8:08:18, time: 0.644, data_time: 0.002, memory: 7067, top1_acc: 0.4039, top5_acc: 0.6906, loss_cls: 2.4797, loss: 2.4797, grad_norm: 5.9297 2021-03-23 20:06:34,106 - mmaction - INFO - Epoch [18][540/1345] lr: 1.000e-02, eta: 8:08:04, time: 0.642, data_time: 0.004, memory: 7067, top1_acc: 0.3781, top5_acc: 0.6625, loss_cls: 2.5733, loss: 2.5733, grad_norm: 5.7717 2021-03-23 20:06:47,155 - mmaction - INFO - Epoch [18][560/1345] lr: 1.000e-02, eta: 8:07:50, time: 0.651, data_time: 0.003, memory: 7067, top1_acc: 0.4172, top5_acc: 0.7047, loss_cls: 2.3780, loss: 2.3780, grad_norm: 6.1430 2021-03-23 20:07:00,428 - mmaction - INFO - Epoch [18][580/1345] lr: 1.000e-02, eta: 8:07:36, time: 0.666, data_time: 0.006, memory: 7067, top1_acc: 0.3992, top5_acc: 0.6883, loss_cls: 2.5369, loss: 2.5369, grad_norm: 6.0429 2021-03-23 20:07:13,396 - mmaction - INFO - Epoch [18][600/1345] lr: 1.000e-02, eta: 8:07:22, time: 0.649, data_time: 0.001, memory: 7067, top1_acc: 0.3953, top5_acc: 0.6664, loss_cls: 2.5657, loss: 2.5657, grad_norm: 6.1358 2021-03-23 20:07:26,513 - mmaction - INFO - Epoch [18][620/1345] lr: 1.000e-02, eta: 8:07:08, time: 0.652, data_time: 0.010, memory: 7067, top1_acc: 0.3656, top5_acc: 0.6633, loss_cls: 2.6162, loss: 2.6162, grad_norm: 6.0759 2021-03-23 20:07:39,569 - mmaction - INFO - Epoch [18][640/1345] lr: 1.000e-02, eta: 8:06:54, time: 0.655, data_time: 0.004, memory: 7067, top1_acc: 0.3906, top5_acc: 0.6664, loss_cls: 2.5235, loss: 2.5235, grad_norm: 6.0407 2021-03-23 20:07:52,336 - mmaction - INFO - Epoch [18][660/1345] lr: 1.000e-02, eta: 8:06:40, time: 0.637, data_time: 0.001, memory: 7067, top1_acc: 0.3891, top5_acc: 0.6672, loss_cls: 2.5911, loss: 2.5911, grad_norm: 6.0949 2021-03-23 20:08:05,247 - mmaction - INFO - Epoch [18][680/1345] lr: 1.000e-02, eta: 8:06:26, time: 0.646, data_time: 0.003, memory: 7067, top1_acc: 0.4000, top5_acc: 0.6555, loss_cls: 2.6030, loss: 2.6030, grad_norm: 6.2255 2021-03-23 20:08:18,283 - mmaction - INFO - Epoch [18][700/1345] lr: 1.000e-02, eta: 8:06:12, time: 0.653, data_time: 0.005, memory: 7067, top1_acc: 0.4016, top5_acc: 0.6680, loss_cls: 2.5352, loss: 2.5352, grad_norm: 6.0369 2021-03-23 20:08:30,905 - mmaction - INFO - Epoch [18][720/1345] lr: 1.000e-02, eta: 8:05:57, time: 0.632, data_time: 0.001, memory: 7067, top1_acc: 0.4117, top5_acc: 0.6852, loss_cls: 2.5007, loss: 2.5007, grad_norm: 5.9433 2021-03-23 20:08:44,401 - mmaction - INFO - Epoch [18][740/1345] lr: 1.000e-02, eta: 8:05:44, time: 0.672, data_time: 0.007, memory: 7067, top1_acc: 0.4039, top5_acc: 0.6789, loss_cls: 2.4296, loss: 2.4296, grad_norm: 5.9798 2021-03-23 20:08:57,496 - mmaction - INFO - Epoch [18][760/1345] lr: 1.000e-02, eta: 8:05:30, time: 0.657, data_time: 0.004, memory: 7067, top1_acc: 0.3859, top5_acc: 0.6672, loss_cls: 2.5396, loss: 2.5396, grad_norm: 5.9556 2021-03-23 20:09:10,235 - mmaction - INFO - Epoch [18][780/1345] lr: 1.000e-02, eta: 8:05:16, time: 0.636, data_time: 0.001, memory: 7067, top1_acc: 0.4031, top5_acc: 0.6875, loss_cls: 2.5369, loss: 2.5369, grad_norm: 6.2242 2021-03-23 20:09:23,578 - mmaction - INFO - Epoch [18][800/1345] lr: 1.000e-02, eta: 8:05:02, time: 0.666, data_time: 0.002, memory: 7067, top1_acc: 0.4117, top5_acc: 0.6891, loss_cls: 2.4590, loss: 2.4590, grad_norm: 6.0057 2021-03-23 20:09:36,661 - mmaction - INFO - Epoch [18][820/1345] lr: 1.000e-02, eta: 8:04:48, time: 0.652, data_time: 0.003, memory: 7067, top1_acc: 0.4016, top5_acc: 0.6711, loss_cls: 2.5626, loss: 2.5626, grad_norm: 5.9721 2021-03-23 20:09:49,581 - mmaction - INFO - Epoch [18][840/1345] lr: 1.000e-02, eta: 8:04:34, time: 0.647, data_time: 0.004, memory: 7067, top1_acc: 0.4062, top5_acc: 0.6672, loss_cls: 2.5384, loss: 2.5384, grad_norm: 6.0782 2021-03-23 20:10:02,521 - mmaction - INFO - Epoch [18][860/1345] lr: 1.000e-02, eta: 8:04:20, time: 0.646, data_time: 0.003, memory: 7067, top1_acc: 0.3930, top5_acc: 0.6633, loss_cls: 2.5731, loss: 2.5731, grad_norm: 5.8411 2021-03-23 20:10:15,849 - mmaction - INFO - Epoch [18][880/1345] lr: 1.000e-02, eta: 8:04:07, time: 0.664, data_time: 0.004, memory: 7067, top1_acc: 0.3945, top5_acc: 0.6711, loss_cls: 2.5224, loss: 2.5224, grad_norm: 5.9900 2021-03-23 20:10:29,020 - mmaction - INFO - Epoch [18][900/1345] lr: 1.000e-02, eta: 8:03:53, time: 0.659, data_time: 0.007, memory: 7067, top1_acc: 0.3984, top5_acc: 0.6719, loss_cls: 2.5037, loss: 2.5037, grad_norm: 6.0505 2021-03-23 20:10:42,199 - mmaction - INFO - Epoch [18][920/1345] lr: 1.000e-02, eta: 8:03:39, time: 0.662, data_time: 0.006, memory: 7067, top1_acc: 0.4117, top5_acc: 0.6719, loss_cls: 2.5331, loss: 2.5331, grad_norm: 5.8502 2021-03-23 20:10:55,069 - mmaction - INFO - Epoch [18][940/1345] lr: 1.000e-02, eta: 8:03:25, time: 0.633, data_time: 0.011, memory: 7067, top1_acc: 0.3945, top5_acc: 0.6813, loss_cls: 2.5606, loss: 2.5606, grad_norm: 6.0755 2021-03-23 20:11:07,972 - mmaction - INFO - Epoch [18][960/1345] lr: 1.000e-02, eta: 8:03:11, time: 0.655, data_time: 0.012, memory: 7067, top1_acc: 0.3992, top5_acc: 0.6906, loss_cls: 2.4406, loss: 2.4406, grad_norm: 6.0996 2021-03-23 20:11:20,553 - mmaction - INFO - Epoch [18][980/1345] lr: 1.000e-02, eta: 8:02:56, time: 0.628, data_time: 0.003, memory: 7067, top1_acc: 0.4047, top5_acc: 0.6906, loss_cls: 2.4661, loss: 2.4661, grad_norm: 6.0415 2021-03-23 20:11:33,800 - mmaction - INFO - Epoch [18][1000/1345] lr: 1.000e-02, eta: 8:02:43, time: 0.662, data_time: 0.003, memory: 7067, top1_acc: 0.4148, top5_acc: 0.7117, loss_cls: 2.3969, loss: 2.3969, grad_norm: 5.8774 2021-03-23 20:11:47,125 - mmaction - INFO - Epoch [18][1020/1345] lr: 1.000e-02, eta: 8:02:29, time: 0.662, data_time: 0.004, memory: 7067, top1_acc: 0.4195, top5_acc: 0.6852, loss_cls: 2.4582, loss: 2.4582, grad_norm: 6.1027 2021-03-23 20:12:00,133 - mmaction - INFO - Epoch [18][1040/1345] lr: 1.000e-02, eta: 8:02:15, time: 0.656, data_time: 0.009, memory: 7067, top1_acc: 0.3914, top5_acc: 0.6820, loss_cls: 2.5553, loss: 2.5553, grad_norm: 5.9910 2021-03-23 20:12:13,111 - mmaction - INFO - Epoch [18][1060/1345] lr: 1.000e-02, eta: 8:02:01, time: 0.635, data_time: 0.002, memory: 7067, top1_acc: 0.4273, top5_acc: 0.6961, loss_cls: 2.3889, loss: 2.3889, grad_norm: 5.9976 2021-03-23 20:12:25,995 - mmaction - INFO - Epoch [18][1080/1345] lr: 1.000e-02, eta: 8:01:47, time: 0.659, data_time: 0.016, memory: 7067, top1_acc: 0.3617, top5_acc: 0.6523, loss_cls: 2.6235, loss: 2.6235, grad_norm: 6.0904 2021-03-23 20:12:38,395 - mmaction - INFO - Epoch [18][1100/1345] lr: 1.000e-02, eta: 8:01:32, time: 0.620, data_time: 0.006, memory: 7067, top1_acc: 0.3805, top5_acc: 0.6484, loss_cls: 2.6010, loss: 2.6010, grad_norm: 5.9215 2021-03-23 20:12:51,796 - mmaction - INFO - Epoch [18][1120/1345] lr: 1.000e-02, eta: 8:01:19, time: 0.670, data_time: 0.002, memory: 7067, top1_acc: 0.4148, top5_acc: 0.6867, loss_cls: 2.4583, loss: 2.4583, grad_norm: 6.0225 2021-03-23 20:13:04,619 - mmaction - INFO - Epoch [18][1140/1345] lr: 1.000e-02, eta: 8:01:04, time: 0.642, data_time: 0.002, memory: 7067, top1_acc: 0.4430, top5_acc: 0.6977, loss_cls: 2.3894, loss: 2.3894, grad_norm: 5.7435 2021-03-23 20:13:17,454 - mmaction - INFO - Epoch [18][1160/1345] lr: 1.000e-02, eta: 8:00:50, time: 0.639, data_time: 0.001, memory: 7067, top1_acc: 0.4031, top5_acc: 0.6828, loss_cls: 2.4506, loss: 2.4506, grad_norm: 6.1591 2021-03-23 20:13:30,428 - mmaction - INFO - Epoch [18][1180/1345] lr: 1.000e-02, eta: 8:00:36, time: 0.645, data_time: 0.008, memory: 7067, top1_acc: 0.4016, top5_acc: 0.6734, loss_cls: 2.5219, loss: 2.5219, grad_norm: 5.9823 2021-03-23 20:13:43,387 - mmaction - INFO - Epoch [18][1200/1345] lr: 1.000e-02, eta: 8:00:22, time: 0.651, data_time: 0.007, memory: 7067, top1_acc: 0.4016, top5_acc: 0.6742, loss_cls: 2.4445, loss: 2.4445, grad_norm: 5.8264 2021-03-23 20:13:56,207 - mmaction - INFO - Epoch [18][1220/1345] lr: 1.000e-02, eta: 8:00:08, time: 0.644, data_time: 0.004, memory: 7067, top1_acc: 0.4078, top5_acc: 0.6859, loss_cls: 2.4658, loss: 2.4658, grad_norm: 5.8955 2021-03-23 20:14:09,192 - mmaction - INFO - Epoch [18][1240/1345] lr: 1.000e-02, eta: 7:59:54, time: 0.649, data_time: 0.001, memory: 7067, top1_acc: 0.3898, top5_acc: 0.6703, loss_cls: 2.5457, loss: 2.5457, grad_norm: 6.2476 2021-03-23 20:14:21,973 - mmaction - INFO - Epoch [18][1260/1345] lr: 1.000e-02, eta: 7:59:39, time: 0.635, data_time: 0.000, memory: 7067, top1_acc: 0.4109, top5_acc: 0.6867, loss_cls: 2.4374, loss: 2.4374, grad_norm: 5.7588 2021-03-23 20:14:35,098 - mmaction - INFO - Epoch [18][1280/1345] lr: 1.000e-02, eta: 7:59:26, time: 0.658, data_time: 0.004, memory: 7067, top1_acc: 0.4266, top5_acc: 0.6922, loss_cls: 2.4240, loss: 2.4240, grad_norm: 6.0978 2021-03-23 20:14:48,285 - mmaction - INFO - Epoch [18][1300/1345] lr: 1.000e-02, eta: 7:59:12, time: 0.659, data_time: 0.003, memory: 7067, top1_acc: 0.3906, top5_acc: 0.6789, loss_cls: 2.5319, loss: 2.5319, grad_norm: 6.0339 2021-03-23 20:15:01,235 - mmaction - INFO - Epoch [18][1320/1345] lr: 1.000e-02, eta: 7:58:58, time: 0.649, data_time: 0.003, memory: 7067, top1_acc: 0.3891, top5_acc: 0.6813, loss_cls: 2.5312, loss: 2.5312, grad_norm: 6.0493 2021-03-23 20:15:13,239 - mmaction - INFO - Epoch [18][1340/1345] lr: 1.000e-02, eta: 7:58:42, time: 0.601, data_time: 0.002, memory: 7067, top1_acc: 0.3953, top5_acc: 0.6734, loss_cls: 2.5440, loss: 2.5440, grad_norm: 6.0506 2021-03-23 20:15:15,766 - mmaction - INFO - Saving checkpoint at 18 epochs 2021-03-23 20:16:42,641 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-23 20:16:42,834 - mmaction - INFO - top1_acc 0.3337 top5_acc 0.6331 2021-03-23 20:16:42,834 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-23 20:16:42,845 - mmaction - INFO - mean_acc 0.3067 2021-03-23 20:16:43,248 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_18.pth. 2021-03-23 20:16:43,248 - mmaction - INFO - Best top1_acc is 0.3337 at 18 epoch. 2021-03-23 20:16:43,253 - mmaction - INFO - Epoch(val) [18][1345] top1_acc: 0.3337, top5_acc: 0.6331, mean_class_accuracy: 0.3067 2021-03-23 20:17:13,252 - mmaction - INFO - Epoch [19][20/1345] lr: 1.000e-02, eta: 7:58:49, time: 1.495, data_time: 0.788, memory: 7067, top1_acc: 0.4023, top5_acc: 0.6422, loss_cls: 2.5656, loss: 2.5656, grad_norm: 5.9256 2021-03-23 20:17:26,924 - mmaction - INFO - Epoch [19][40/1345] lr: 1.000e-02, eta: 7:58:36, time: 0.687, data_time: 0.008, memory: 7067, top1_acc: 0.4203, top5_acc: 0.6961, loss_cls: 2.4431, loss: 2.4431, grad_norm: 6.0308 2021-03-23 20:17:40,016 - mmaction - INFO - Epoch [19][60/1345] lr: 1.000e-02, eta: 7:58:23, time: 0.653, data_time: 0.002, memory: 7067, top1_acc: 0.4062, top5_acc: 0.6844, loss_cls: 2.4927, loss: 2.4927, grad_norm: 6.0906 2021-03-23 20:17:53,360 - mmaction - INFO - Epoch [19][80/1345] lr: 1.000e-02, eta: 7:58:09, time: 0.667, data_time: 0.003, memory: 7067, top1_acc: 0.4023, top5_acc: 0.6766, loss_cls: 2.5174, loss: 2.5174, grad_norm: 6.0092 2021-03-23 20:18:06,563 - mmaction - INFO - Epoch [19][100/1345] lr: 1.000e-02, eta: 7:57:56, time: 0.663, data_time: 0.004, memory: 7067, top1_acc: 0.4094, top5_acc: 0.6789, loss_cls: 2.4453, loss: 2.4453, grad_norm: 5.8030 2021-03-23 20:18:19,912 - mmaction - INFO - Epoch [19][120/1345] lr: 1.000e-02, eta: 7:57:42, time: 0.664, data_time: 0.000, memory: 7067, top1_acc: 0.4109, top5_acc: 0.6937, loss_cls: 2.4792, loss: 2.4792, grad_norm: 6.0436 2021-03-23 20:18:33,508 - mmaction - INFO - Epoch [19][140/1345] lr: 1.000e-02, eta: 7:57:29, time: 0.682, data_time: 0.003, memory: 7067, top1_acc: 0.4188, top5_acc: 0.6953, loss_cls: 2.4512, loss: 2.4512, grad_norm: 5.9911 2021-03-23 20:18:46,889 - mmaction - INFO - Epoch [19][160/1345] lr: 1.000e-02, eta: 7:57:16, time: 0.670, data_time: 0.001, memory: 7067, top1_acc: 0.4000, top5_acc: 0.6703, loss_cls: 2.4851, loss: 2.4851, grad_norm: 6.1262 2021-03-23 20:19:00,373 - mmaction - INFO - Epoch [19][180/1345] lr: 1.000e-02, eta: 7:57:03, time: 0.672, data_time: 0.003, memory: 7067, top1_acc: 0.4234, top5_acc: 0.6922, loss_cls: 2.4297, loss: 2.4297, grad_norm: 6.0701 2021-03-23 20:19:13,687 - mmaction - INFO - Epoch [19][200/1345] lr: 1.000e-02, eta: 7:56:49, time: 0.664, data_time: 0.004, memory: 7067, top1_acc: 0.4148, top5_acc: 0.6695, loss_cls: 2.4701, loss: 2.4701, grad_norm: 6.1178 2021-03-23 20:19:27,193 - mmaction - INFO - Epoch [19][220/1345] lr: 1.000e-02, eta: 7:56:36, time: 0.676, data_time: 0.005, memory: 7067, top1_acc: 0.3922, top5_acc: 0.6820, loss_cls: 2.5061, loss: 2.5061, grad_norm: 5.9392 2021-03-23 20:19:39,969 - mmaction - INFO - Epoch [19][240/1345] lr: 1.000e-02, eta: 7:56:22, time: 0.639, data_time: 0.004, memory: 7067, top1_acc: 0.3898, top5_acc: 0.6547, loss_cls: 2.5964, loss: 2.5964, grad_norm: 6.0466 2021-03-23 20:19:53,242 - mmaction - INFO - Epoch [19][260/1345] lr: 1.000e-02, eta: 7:56:08, time: 0.666, data_time: 0.003, memory: 7067, top1_acc: 0.4039, top5_acc: 0.6969, loss_cls: 2.4331, loss: 2.4331, grad_norm: 6.1320 2021-03-23 20:20:06,819 - mmaction - INFO - Epoch [19][280/1345] lr: 1.000e-02, eta: 7:55:55, time: 0.675, data_time: 0.001, memory: 7067, top1_acc: 0.3844, top5_acc: 0.6687, loss_cls: 2.5886, loss: 2.5886, grad_norm: 6.1074 2021-03-23 20:20:20,089 - mmaction - INFO - Epoch [19][300/1345] lr: 1.000e-02, eta: 7:55:42, time: 0.657, data_time: 0.005, memory: 7067, top1_acc: 0.4156, top5_acc: 0.6906, loss_cls: 2.4671, loss: 2.4671, grad_norm: 5.8500 2021-03-23 20:20:33,239 - mmaction - INFO - Epoch [19][320/1345] lr: 1.000e-02, eta: 7:55:28, time: 0.668, data_time: 0.011, memory: 7067, top1_acc: 0.4281, top5_acc: 0.6805, loss_cls: 2.4200, loss: 2.4200, grad_norm: 5.9526 2021-03-23 20:20:46,636 - mmaction - INFO - Epoch [19][340/1345] lr: 1.000e-02, eta: 7:55:15, time: 0.670, data_time: 0.000, memory: 7067, top1_acc: 0.3977, top5_acc: 0.6695, loss_cls: 2.5317, loss: 2.5317, grad_norm: 5.8876 2021-03-23 20:20:59,706 - mmaction - INFO - Epoch [19][360/1345] lr: 1.000e-02, eta: 7:55:01, time: 0.651, data_time: 0.001, memory: 7067, top1_acc: 0.4125, top5_acc: 0.6758, loss_cls: 2.4918, loss: 2.4918, grad_norm: 5.8668 2021-03-23 20:21:12,639 - mmaction - INFO - Epoch [19][380/1345] lr: 1.000e-02, eta: 7:54:47, time: 0.648, data_time: 0.006, memory: 7067, top1_acc: 0.4156, top5_acc: 0.6828, loss_cls: 2.4135, loss: 2.4135, grad_norm: 5.8798 2021-03-23 20:21:25,662 - mmaction - INFO - Epoch [19][400/1345] lr: 1.000e-02, eta: 7:54:33, time: 0.651, data_time: 0.002, memory: 7067, top1_acc: 0.3969, top5_acc: 0.6625, loss_cls: 2.5182, loss: 2.5182, grad_norm: 5.9420 2021-03-23 20:21:38,795 - mmaction - INFO - Epoch [19][420/1345] lr: 1.000e-02, eta: 7:54:19, time: 0.657, data_time: 0.002, memory: 7067, top1_acc: 0.3812, top5_acc: 0.6750, loss_cls: 2.5777, loss: 2.5777, grad_norm: 6.1973 2021-03-23 20:21:51,620 - mmaction - INFO - Epoch [19][440/1345] lr: 1.000e-02, eta: 7:54:05, time: 0.641, data_time: 0.002, memory: 7067, top1_acc: 0.3961, top5_acc: 0.6742, loss_cls: 2.5319, loss: 2.5319, grad_norm: 5.8013 2021-03-23 20:22:04,889 - mmaction - INFO - Epoch [19][460/1345] lr: 1.000e-02, eta: 7:53:52, time: 0.665, data_time: 0.002, memory: 7067, top1_acc: 0.4117, top5_acc: 0.6891, loss_cls: 2.4463, loss: 2.4463, grad_norm: 5.9116 2021-03-23 20:22:17,615 - mmaction - INFO - Epoch [19][480/1345] lr: 1.000e-02, eta: 7:53:37, time: 0.630, data_time: 0.001, memory: 7067, top1_acc: 0.3844, top5_acc: 0.6586, loss_cls: 2.5580, loss: 2.5580, grad_norm: 6.0671 2021-03-23 20:22:30,380 - mmaction - INFO - Epoch [19][500/1345] lr: 1.000e-02, eta: 7:53:23, time: 0.644, data_time: 0.007, memory: 7067, top1_acc: 0.4234, top5_acc: 0.6867, loss_cls: 2.4412, loss: 2.4412, grad_norm: 6.0641 2021-03-23 20:22:43,655 - mmaction - INFO - Epoch [19][520/1345] lr: 1.000e-02, eta: 7:53:09, time: 0.661, data_time: 0.001, memory: 7067, top1_acc: 0.3961, top5_acc: 0.6945, loss_cls: 2.5003, loss: 2.5003, grad_norm: 6.0282 2021-03-23 20:22:57,234 - mmaction - INFO - Epoch [19][540/1345] lr: 1.000e-02, eta: 7:52:56, time: 0.682, data_time: 0.004, memory: 7067, top1_acc: 0.4047, top5_acc: 0.6891, loss_cls: 2.4386, loss: 2.4386, grad_norm: 6.0629 2021-03-23 20:23:09,893 - mmaction - INFO - Epoch [19][560/1345] lr: 1.000e-02, eta: 7:52:42, time: 0.633, data_time: 0.001, memory: 7067, top1_acc: 0.4148, top5_acc: 0.6945, loss_cls: 2.4267, loss: 2.4267, grad_norm: 5.9196 2021-03-23 20:23:23,333 - mmaction - INFO - Epoch [19][580/1345] lr: 1.000e-02, eta: 7:52:28, time: 0.662, data_time: 0.006, memory: 7067, top1_acc: 0.4313, top5_acc: 0.7000, loss_cls: 2.4156, loss: 2.4156, grad_norm: 5.7655 2021-03-23 20:23:36,371 - mmaction - INFO - Epoch [19][600/1345] lr: 1.000e-02, eta: 7:52:14, time: 0.647, data_time: 0.011, memory: 7067, top1_acc: 0.4117, top5_acc: 0.6984, loss_cls: 2.4537, loss: 2.4537, grad_norm: 5.8944 2021-03-23 20:23:50,038 - mmaction - INFO - Epoch [19][620/1345] lr: 1.000e-02, eta: 7:52:02, time: 0.697, data_time: 0.016, memory: 7067, top1_acc: 0.3984, top5_acc: 0.6977, loss_cls: 2.4407, loss: 2.4407, grad_norm: 6.1824 2021-03-23 20:24:02,791 - mmaction - INFO - Epoch [19][640/1345] lr: 1.000e-02, eta: 7:51:47, time: 0.638, data_time: 0.002, memory: 7067, top1_acc: 0.3898, top5_acc: 0.7023, loss_cls: 2.4699, loss: 2.4699, grad_norm: 6.0543 2021-03-23 20:24:15,551 - mmaction - INFO - Epoch [19][660/1345] lr: 1.000e-02, eta: 7:51:33, time: 0.638, data_time: 0.002, memory: 7067, top1_acc: 0.3820, top5_acc: 0.6687, loss_cls: 2.5030, loss: 2.5030, grad_norm: 6.1750 2021-03-23 20:24:28,797 - mmaction - INFO - Epoch [19][680/1345] lr: 1.000e-02, eta: 7:51:20, time: 0.662, data_time: 0.002, memory: 7067, top1_acc: 0.4172, top5_acc: 0.6844, loss_cls: 2.4384, loss: 2.4384, grad_norm: 5.9006 2021-03-23 20:24:42,031 - mmaction - INFO - Epoch [19][700/1345] lr: 1.000e-02, eta: 7:51:06, time: 0.661, data_time: 0.005, memory: 7067, top1_acc: 0.4094, top5_acc: 0.6992, loss_cls: 2.4329, loss: 2.4329, grad_norm: 6.0642 2021-03-23 20:24:54,863 - mmaction - INFO - Epoch [19][720/1345] lr: 1.000e-02, eta: 7:50:52, time: 0.644, data_time: 0.004, memory: 7067, top1_acc: 0.4141, top5_acc: 0.6867, loss_cls: 2.4224, loss: 2.4224, grad_norm: 6.0387 2021-03-23 20:25:08,450 - mmaction - INFO - Epoch [19][740/1345] lr: 1.000e-02, eta: 7:50:39, time: 0.680, data_time: 0.001, memory: 7067, top1_acc: 0.4062, top5_acc: 0.6883, loss_cls: 2.5105, loss: 2.5105, grad_norm: 6.0513 2021-03-23 20:25:21,253 - mmaction - INFO - Epoch [19][760/1345] lr: 1.000e-02, eta: 7:50:25, time: 0.639, data_time: 0.001, memory: 7067, top1_acc: 0.4266, top5_acc: 0.6922, loss_cls: 2.4241, loss: 2.4241, grad_norm: 5.9992 2021-03-23 20:25:34,548 - mmaction - INFO - Epoch [19][780/1345] lr: 1.000e-02, eta: 7:50:11, time: 0.664, data_time: 0.017, memory: 7067, top1_acc: 0.4148, top5_acc: 0.7016, loss_cls: 2.4204, loss: 2.4204, grad_norm: 5.9476 2021-03-23 20:25:48,110 - mmaction - INFO - Epoch [19][800/1345] lr: 1.000e-02, eta: 7:49:58, time: 0.678, data_time: 0.002, memory: 7067, top1_acc: 0.4023, top5_acc: 0.6719, loss_cls: 2.5258, loss: 2.5258, grad_norm: 6.0607 2021-03-23 20:26:01,480 - mmaction - INFO - Epoch [19][820/1345] lr: 1.000e-02, eta: 7:49:45, time: 0.667, data_time: 0.006, memory: 7067, top1_acc: 0.4164, top5_acc: 0.6898, loss_cls: 2.4391, loss: 2.4391, grad_norm: 5.9552 2021-03-23 20:26:14,566 - mmaction - INFO - Epoch [19][840/1345] lr: 1.000e-02, eta: 7:49:31, time: 0.657, data_time: 0.004, memory: 7067, top1_acc: 0.4055, top5_acc: 0.6687, loss_cls: 2.5046, loss: 2.5046, grad_norm: 6.0336 2021-03-23 20:26:27,956 - mmaction - INFO - Epoch [19][860/1345] lr: 1.000e-02, eta: 7:49:18, time: 0.670, data_time: 0.002, memory: 7067, top1_acc: 0.3992, top5_acc: 0.6711, loss_cls: 2.5216, loss: 2.5216, grad_norm: 6.0529 2021-03-23 20:26:40,403 - mmaction - INFO - Epoch [19][880/1345] lr: 1.000e-02, eta: 7:49:03, time: 0.621, data_time: 0.001, memory: 7067, top1_acc: 0.3891, top5_acc: 0.6625, loss_cls: 2.5520, loss: 2.5520, grad_norm: 6.1337 2021-03-23 20:26:54,107 - mmaction - INFO - Epoch [19][900/1345] lr: 1.000e-02, eta: 7:48:50, time: 0.685, data_time: 0.005, memory: 7067, top1_acc: 0.3930, top5_acc: 0.6758, loss_cls: 2.5168, loss: 2.5168, grad_norm: 5.8766 2021-03-23 20:27:07,314 - mmaction - INFO - Epoch [19][920/1345] lr: 1.000e-02, eta: 7:48:36, time: 0.661, data_time: 0.002, memory: 7067, top1_acc: 0.4016, top5_acc: 0.6734, loss_cls: 2.4911, loss: 2.4911, grad_norm: 6.2981 2021-03-23 20:27:20,175 - mmaction - INFO - Epoch [19][940/1345] lr: 1.000e-02, eta: 7:48:22, time: 0.642, data_time: 0.002, memory: 7067, top1_acc: 0.4062, top5_acc: 0.6977, loss_cls: 2.4288, loss: 2.4288, grad_norm: 5.9046 2021-03-23 20:27:33,192 - mmaction - INFO - Epoch [19][960/1345] lr: 1.000e-02, eta: 7:48:08, time: 0.648, data_time: 0.002, memory: 7067, top1_acc: 0.3898, top5_acc: 0.6891, loss_cls: 2.4847, loss: 2.4847, grad_norm: 6.2099 2021-03-23 20:27:46,579 - mmaction - INFO - Epoch [19][980/1345] lr: 1.000e-02, eta: 7:47:55, time: 0.667, data_time: 0.005, memory: 7067, top1_acc: 0.4125, top5_acc: 0.6805, loss_cls: 2.5072, loss: 2.5072, grad_norm: 6.1065 2021-03-23 20:27:59,640 - mmaction - INFO - Epoch [19][1000/1345] lr: 1.000e-02, eta: 7:47:41, time: 0.659, data_time: 0.007, memory: 7067, top1_acc: 0.3805, top5_acc: 0.6672, loss_cls: 2.5557, loss: 2.5557, grad_norm: 6.0893 2021-03-23 20:28:12,707 - mmaction - INFO - Epoch [19][1020/1345] lr: 1.000e-02, eta: 7:47:27, time: 0.653, data_time: 0.006, memory: 7067, top1_acc: 0.3875, top5_acc: 0.6711, loss_cls: 2.5217, loss: 2.5217, grad_norm: 6.0417 2021-03-23 20:28:25,704 - mmaction - INFO - Epoch [19][1040/1345] lr: 1.000e-02, eta: 7:47:13, time: 0.648, data_time: 0.000, memory: 7067, top1_acc: 0.4078, top5_acc: 0.6906, loss_cls: 2.5048, loss: 2.5048, grad_norm: 5.8686 2021-03-23 20:28:38,384 - mmaction - INFO - Epoch [19][1060/1345] lr: 1.000e-02, eta: 7:46:59, time: 0.635, data_time: 0.003, memory: 7067, top1_acc: 0.3953, top5_acc: 0.6594, loss_cls: 2.5506, loss: 2.5506, grad_norm: 5.9149 2021-03-23 20:28:51,790 - mmaction - INFO - Epoch [19][1080/1345] lr: 1.000e-02, eta: 7:46:46, time: 0.669, data_time: 0.002, memory: 7067, top1_acc: 0.3906, top5_acc: 0.6797, loss_cls: 2.5057, loss: 2.5057, grad_norm: 5.9156 2021-03-23 20:29:04,401 - mmaction - INFO - Epoch [19][1100/1345] lr: 1.000e-02, eta: 7:46:31, time: 0.631, data_time: 0.004, memory: 7067, top1_acc: 0.4102, top5_acc: 0.6922, loss_cls: 2.4327, loss: 2.4327, grad_norm: 6.0070 2021-03-23 20:29:17,612 - mmaction - INFO - Epoch [19][1120/1345] lr: 1.000e-02, eta: 7:46:18, time: 0.661, data_time: 0.002, memory: 7067, top1_acc: 0.4078, top5_acc: 0.6797, loss_cls: 2.4737, loss: 2.4737, grad_norm: 6.1382 2021-03-23 20:29:30,831 - mmaction - INFO - Epoch [19][1140/1345] lr: 1.000e-02, eta: 7:46:04, time: 0.659, data_time: 0.002, memory: 7067, top1_acc: 0.4094, top5_acc: 0.6781, loss_cls: 2.4522, loss: 2.4522, grad_norm: 5.8488 2021-03-23 20:29:43,905 - mmaction - INFO - Epoch [19][1160/1345] lr: 1.000e-02, eta: 7:45:50, time: 0.655, data_time: 0.004, memory: 7067, top1_acc: 0.4133, top5_acc: 0.6680, loss_cls: 2.4954, loss: 2.4954, grad_norm: 6.0076 2021-03-23 20:29:57,087 - mmaction - INFO - Epoch [19][1180/1345] lr: 1.000e-02, eta: 7:45:37, time: 0.660, data_time: 0.002, memory: 7067, top1_acc: 0.4180, top5_acc: 0.6867, loss_cls: 2.4337, loss: 2.4337, grad_norm: 6.0362 2021-03-23 20:30:10,270 - mmaction - INFO - Epoch [19][1200/1345] lr: 1.000e-02, eta: 7:45:23, time: 0.659, data_time: 0.002, memory: 7067, top1_acc: 0.4211, top5_acc: 0.6930, loss_cls: 2.4241, loss: 2.4241, grad_norm: 6.2990 2021-03-23 20:30:23,116 - mmaction - INFO - Epoch [19][1220/1345] lr: 1.000e-02, eta: 7:45:09, time: 0.642, data_time: 0.003, memory: 7067, top1_acc: 0.4258, top5_acc: 0.6844, loss_cls: 2.4649, loss: 2.4649, grad_norm: 6.1582 2021-03-23 20:30:36,652 - mmaction - INFO - Epoch [19][1240/1345] lr: 1.000e-02, eta: 7:44:56, time: 0.678, data_time: 0.005, memory: 7067, top1_acc: 0.4133, top5_acc: 0.7008, loss_cls: 2.4232, loss: 2.4232, grad_norm: 6.4386 2021-03-23 20:30:49,829 - mmaction - INFO - Epoch [19][1260/1345] lr: 1.000e-02, eta: 7:44:42, time: 0.658, data_time: 0.001, memory: 7067, top1_acc: 0.3883, top5_acc: 0.6695, loss_cls: 2.5597, loss: 2.5597, grad_norm: 6.1921 2021-03-23 20:31:02,457 - mmaction - INFO - Epoch [19][1280/1345] lr: 1.000e-02, eta: 7:44:28, time: 0.632, data_time: 0.003, memory: 7067, top1_acc: 0.3953, top5_acc: 0.6781, loss_cls: 2.5103, loss: 2.5103, grad_norm: 6.0310 2021-03-23 20:31:15,501 - mmaction - INFO - Epoch [19][1300/1345] lr: 1.000e-02, eta: 7:44:14, time: 0.651, data_time: 0.002, memory: 7067, top1_acc: 0.4102, top5_acc: 0.6781, loss_cls: 2.4733, loss: 2.4733, grad_norm: 5.9704 2021-03-23 20:31:27,950 - mmaction - INFO - Epoch [19][1320/1345] lr: 1.000e-02, eta: 7:43:59, time: 0.623, data_time: 0.002, memory: 7067, top1_acc: 0.3984, top5_acc: 0.6562, loss_cls: 2.5662, loss: 2.5662, grad_norm: 5.8315 2021-03-23 20:31:40,579 - mmaction - INFO - Epoch [19][1340/1345] lr: 1.000e-02, eta: 7:43:45, time: 0.632, data_time: 0.001, memory: 7067, top1_acc: 0.3867, top5_acc: 0.6664, loss_cls: 2.5950, loss: 2.5950, grad_norm: 5.9058 2021-03-23 20:31:42,837 - mmaction - INFO - Saving checkpoint at 19 epochs 2021-03-23 20:32:14,418 - mmaction - INFO - Epoch [20][20/1345] lr: 1.000e-02, eta: 7:43:51, time: 1.553, data_time: 0.765, memory: 7067, top1_acc: 0.4320, top5_acc: 0.7086, loss_cls: 2.3181, loss: 2.3181, grad_norm: 5.7838 2021-03-23 20:32:27,426 - mmaction - INFO - Epoch [20][40/1345] lr: 1.000e-02, eta: 7:43:37, time: 0.654, data_time: 0.004, memory: 7067, top1_acc: 0.4508, top5_acc: 0.7063, loss_cls: 2.3311, loss: 2.3311, grad_norm: 6.2592 2021-03-23 20:32:40,805 - mmaction - INFO - Epoch [20][60/1345] lr: 1.000e-02, eta: 7:43:24, time: 0.668, data_time: 0.001, memory: 7067, top1_acc: 0.4023, top5_acc: 0.6594, loss_cls: 2.5097, loss: 2.5097, grad_norm: 6.1363 2021-03-23 20:32:54,371 - mmaction - INFO - Epoch [20][80/1345] lr: 1.000e-02, eta: 7:43:11, time: 0.674, data_time: 0.002, memory: 7067, top1_acc: 0.4281, top5_acc: 0.7117, loss_cls: 2.3798, loss: 2.3798, grad_norm: 6.0770 2021-03-23 20:33:07,751 - mmaction - INFO - Epoch [20][100/1345] lr: 1.000e-02, eta: 7:42:58, time: 0.674, data_time: 0.007, memory: 7067, top1_acc: 0.4023, top5_acc: 0.6977, loss_cls: 2.4371, loss: 2.4371, grad_norm: 6.1771 2021-03-23 20:33:21,131 - mmaction - INFO - Epoch [20][120/1345] lr: 1.000e-02, eta: 7:42:45, time: 0.670, data_time: 0.006, memory: 7067, top1_acc: 0.4141, top5_acc: 0.6867, loss_cls: 2.4096, loss: 2.4096, grad_norm: 6.0345 2021-03-23 20:33:34,208 - mmaction - INFO - Epoch [20][140/1345] lr: 1.000e-02, eta: 7:42:31, time: 0.653, data_time: 0.001, memory: 7067, top1_acc: 0.4250, top5_acc: 0.6992, loss_cls: 2.3650, loss: 2.3650, grad_norm: 6.1959 2021-03-23 20:33:47,643 - mmaction - INFO - Epoch [20][160/1345] lr: 1.000e-02, eta: 7:42:17, time: 0.673, data_time: 0.002, memory: 7067, top1_acc: 0.4195, top5_acc: 0.6984, loss_cls: 2.3477, loss: 2.3477, grad_norm: 6.0382 2021-03-23 20:34:00,713 - mmaction - INFO - Epoch [20][180/1345] lr: 1.000e-02, eta: 7:42:04, time: 0.653, data_time: 0.003, memory: 7067, top1_acc: 0.4109, top5_acc: 0.6898, loss_cls: 2.4933, loss: 2.4933, grad_norm: 6.1471 2021-03-23 20:34:13,823 - mmaction - INFO - Epoch [20][200/1345] lr: 1.000e-02, eta: 7:41:50, time: 0.656, data_time: 0.003, memory: 7067, top1_acc: 0.4211, top5_acc: 0.6937, loss_cls: 2.4101, loss: 2.4101, grad_norm: 6.0183 2021-03-23 20:34:26,448 - mmaction - INFO - Epoch [20][220/1345] lr: 1.000e-02, eta: 7:41:35, time: 0.629, data_time: 0.001, memory: 7067, top1_acc: 0.4234, top5_acc: 0.6875, loss_cls: 2.4200, loss: 2.4200, grad_norm: 5.9169 2021-03-23 20:34:39,558 - mmaction - INFO - Epoch [20][240/1345] lr: 1.000e-02, eta: 7:41:22, time: 0.657, data_time: 0.005, memory: 7067, top1_acc: 0.3930, top5_acc: 0.6930, loss_cls: 2.4670, loss: 2.4670, grad_norm: 6.2707 2021-03-23 20:34:52,791 - mmaction - INFO - Epoch [20][260/1345] lr: 1.000e-02, eta: 7:41:08, time: 0.663, data_time: 0.004, memory: 7067, top1_acc: 0.4258, top5_acc: 0.6937, loss_cls: 2.4137, loss: 2.4137, grad_norm: 6.1740 2021-03-23 20:35:05,923 - mmaction - INFO - Epoch [20][280/1345] lr: 1.000e-02, eta: 7:40:54, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.4086, top5_acc: 0.7039, loss_cls: 2.4139, loss: 2.4139, grad_norm: 6.3052 2021-03-23 20:35:18,249 - mmaction - INFO - Epoch [20][300/1345] lr: 1.000e-02, eta: 7:40:39, time: 0.618, data_time: 0.003, memory: 7067, top1_acc: 0.4289, top5_acc: 0.7102, loss_cls: 2.3611, loss: 2.3611, grad_norm: 5.9973 2021-03-23 20:35:31,392 - mmaction - INFO - Epoch [20][320/1345] lr: 1.000e-02, eta: 7:40:25, time: 0.648, data_time: 0.003, memory: 7067, top1_acc: 0.4070, top5_acc: 0.7016, loss_cls: 2.4488, loss: 2.4488, grad_norm: 6.2851 2021-03-23 20:35:44,223 - mmaction - INFO - Epoch [20][340/1345] lr: 1.000e-02, eta: 7:40:11, time: 0.645, data_time: 0.011, memory: 7067, top1_acc: 0.4242, top5_acc: 0.6930, loss_cls: 2.4336, loss: 2.4336, grad_norm: 5.7507 2021-03-23 20:35:57,544 - mmaction - INFO - Epoch [20][360/1345] lr: 1.000e-02, eta: 7:39:58, time: 0.671, data_time: 0.011, memory: 7067, top1_acc: 0.4102, top5_acc: 0.6813, loss_cls: 2.4524, loss: 2.4524, grad_norm: 6.0425 2021-03-23 20:36:10,402 - mmaction - INFO - Epoch [20][380/1345] lr: 1.000e-02, eta: 7:39:44, time: 0.644, data_time: 0.002, memory: 7067, top1_acc: 0.3969, top5_acc: 0.6773, loss_cls: 2.5157, loss: 2.5157, grad_norm: 6.1577 2021-03-23 20:36:23,868 - mmaction - INFO - Epoch [20][400/1345] lr: 1.000e-02, eta: 7:39:31, time: 0.674, data_time: 0.001, memory: 7067, top1_acc: 0.4141, top5_acc: 0.6648, loss_cls: 2.4951, loss: 2.4951, grad_norm: 6.0934 2021-03-23 20:36:36,736 - mmaction - INFO - Epoch [20][420/1345] lr: 1.000e-02, eta: 7:39:17, time: 0.642, data_time: 0.000, memory: 7067, top1_acc: 0.4141, top5_acc: 0.6883, loss_cls: 2.4571, loss: 2.4571, grad_norm: 5.8653 2021-03-23 20:36:49,800 - mmaction - INFO - Epoch [20][440/1345] lr: 1.000e-02, eta: 7:39:03, time: 0.653, data_time: 0.001, memory: 7067, top1_acc: 0.4305, top5_acc: 0.6898, loss_cls: 2.4175, loss: 2.4175, grad_norm: 6.1681 2021-03-23 20:37:03,092 - mmaction - INFO - Epoch [20][460/1345] lr: 1.000e-02, eta: 7:38:49, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.4039, top5_acc: 0.6883, loss_cls: 2.4517, loss: 2.4517, grad_norm: 6.1147 2021-03-23 20:37:16,061 - mmaction - INFO - Epoch [20][480/1345] lr: 1.000e-02, eta: 7:38:35, time: 0.657, data_time: 0.012, memory: 7067, top1_acc: 0.3937, top5_acc: 0.6875, loss_cls: 2.4990, loss: 2.4990, grad_norm: 6.1913 2021-03-23 20:37:29,351 - mmaction - INFO - Epoch [20][500/1345] lr: 1.000e-02, eta: 7:38:22, time: 0.666, data_time: 0.003, memory: 7067, top1_acc: 0.4016, top5_acc: 0.6828, loss_cls: 2.4842, loss: 2.4842, grad_norm: 6.1935 2021-03-23 20:37:42,431 - mmaction - INFO - Epoch [20][520/1345] lr: 1.000e-02, eta: 7:38:08, time: 0.653, data_time: 0.001, memory: 7067, top1_acc: 0.4008, top5_acc: 0.7031, loss_cls: 2.4387, loss: 2.4387, grad_norm: 6.0446 2021-03-23 20:37:55,594 - mmaction - INFO - Epoch [20][540/1345] lr: 1.000e-02, eta: 7:37:54, time: 0.658, data_time: 0.003, memory: 7067, top1_acc: 0.4102, top5_acc: 0.6773, loss_cls: 2.4732, loss: 2.4732, grad_norm: 6.2005 2021-03-23 20:38:08,726 - mmaction - INFO - Epoch [20][560/1345] lr: 1.000e-02, eta: 7:37:41, time: 0.657, data_time: 0.003, memory: 7067, top1_acc: 0.4031, top5_acc: 0.6703, loss_cls: 2.5253, loss: 2.5253, grad_norm: 5.9814 2021-03-23 20:38:22,127 - mmaction - INFO - Epoch [20][580/1345] lr: 1.000e-02, eta: 7:37:27, time: 0.670, data_time: 0.002, memory: 7067, top1_acc: 0.4086, top5_acc: 0.6781, loss_cls: 2.4748, loss: 2.4748, grad_norm: 5.9655 2021-03-23 20:38:35,323 - mmaction - INFO - Epoch [20][600/1345] lr: 1.000e-02, eta: 7:37:14, time: 0.661, data_time: 0.002, memory: 7067, top1_acc: 0.4266, top5_acc: 0.6797, loss_cls: 2.4539, loss: 2.4539, grad_norm: 6.0298 2021-03-23 20:38:48,148 - mmaction - INFO - Epoch [20][620/1345] lr: 1.000e-02, eta: 7:37:00, time: 0.642, data_time: 0.002, memory: 7067, top1_acc: 0.4125, top5_acc: 0.6977, loss_cls: 2.4269, loss: 2.4269, grad_norm: 6.0537 2021-03-23 20:39:01,163 - mmaction - INFO - Epoch [20][640/1345] lr: 1.000e-02, eta: 7:36:46, time: 0.642, data_time: 0.003, memory: 7067, top1_acc: 0.4125, top5_acc: 0.6813, loss_cls: 2.4568, loss: 2.4568, grad_norm: 6.1571 2021-03-23 20:39:14,026 - mmaction - INFO - Epoch [20][660/1345] lr: 1.000e-02, eta: 7:36:32, time: 0.650, data_time: 0.012, memory: 7067, top1_acc: 0.3836, top5_acc: 0.6891, loss_cls: 2.4944, loss: 2.4944, grad_norm: 6.2443 2021-03-23 20:39:26,929 - mmaction - INFO - Epoch [20][680/1345] lr: 1.000e-02, eta: 7:36:18, time: 0.643, data_time: 0.003, memory: 7067, top1_acc: 0.3992, top5_acc: 0.6820, loss_cls: 2.4978, loss: 2.4978, grad_norm: 6.0095 2021-03-23 20:39:40,549 - mmaction - INFO - Epoch [20][700/1345] lr: 1.000e-02, eta: 7:36:05, time: 0.684, data_time: 0.005, memory: 7067, top1_acc: 0.4109, top5_acc: 0.6805, loss_cls: 2.5180, loss: 2.5180, grad_norm: 6.0208 2021-03-23 20:39:53,860 - mmaction - INFO - Epoch [20][720/1345] lr: 1.000e-02, eta: 7:35:51, time: 0.665, data_time: 0.002, memory: 7067, top1_acc: 0.4203, top5_acc: 0.6734, loss_cls: 2.4887, loss: 2.4887, grad_norm: 5.8799 2021-03-23 20:40:07,116 - mmaction - INFO - Epoch [20][740/1345] lr: 1.000e-02, eta: 7:35:38, time: 0.659, data_time: 0.003, memory: 7067, top1_acc: 0.3961, top5_acc: 0.6750, loss_cls: 2.4692, loss: 2.4692, grad_norm: 6.2919 2021-03-23 20:40:19,754 - mmaction - INFO - Epoch [20][760/1345] lr: 1.000e-02, eta: 7:35:23, time: 0.636, data_time: 0.006, memory: 7067, top1_acc: 0.3930, top5_acc: 0.6773, loss_cls: 2.5084, loss: 2.5084, grad_norm: 6.1486 2021-03-23 20:40:32,555 - mmaction - INFO - Epoch [20][780/1345] lr: 1.000e-02, eta: 7:35:09, time: 0.640, data_time: 0.001, memory: 7067, top1_acc: 0.4055, top5_acc: 0.6758, loss_cls: 2.5180, loss: 2.5180, grad_norm: 6.0599 2021-03-23 20:40:45,438 - mmaction - INFO - Epoch [20][800/1345] lr: 1.000e-02, eta: 7:34:55, time: 0.645, data_time: 0.002, memory: 7067, top1_acc: 0.3984, top5_acc: 0.6602, loss_cls: 2.5708, loss: 2.5708, grad_norm: 5.9757 2021-03-23 20:40:58,541 - mmaction - INFO - Epoch [20][820/1345] lr: 1.000e-02, eta: 7:34:41, time: 0.655, data_time: 0.004, memory: 7067, top1_acc: 0.3789, top5_acc: 0.6883, loss_cls: 2.5685, loss: 2.5685, grad_norm: 5.9817 2021-03-23 20:41:11,526 - mmaction - INFO - Epoch [20][840/1345] lr: 1.000e-02, eta: 7:34:27, time: 0.649, data_time: 0.001, memory: 7067, top1_acc: 0.4172, top5_acc: 0.6898, loss_cls: 2.3943, loss: 2.3943, grad_norm: 5.7191 2021-03-23 20:41:24,628 - mmaction - INFO - Epoch [20][860/1345] lr: 1.000e-02, eta: 7:34:14, time: 0.655, data_time: 0.003, memory: 7067, top1_acc: 0.4219, top5_acc: 0.6820, loss_cls: 2.4661, loss: 2.4661, grad_norm: 6.3060 2021-03-23 20:41:37,855 - mmaction - INFO - Epoch [20][880/1345] lr: 1.000e-02, eta: 7:34:00, time: 0.654, data_time: 0.002, memory: 7067, top1_acc: 0.3695, top5_acc: 0.6570, loss_cls: 2.5764, loss: 2.5764, grad_norm: 6.0492 2021-03-23 20:41:50,505 - mmaction - INFO - Epoch [20][900/1345] lr: 1.000e-02, eta: 7:33:46, time: 0.639, data_time: 0.013, memory: 7067, top1_acc: 0.4281, top5_acc: 0.6937, loss_cls: 2.3987, loss: 2.3987, grad_norm: 6.0180 2021-03-23 20:42:03,224 - mmaction - INFO - Epoch [20][920/1345] lr: 1.000e-02, eta: 7:33:31, time: 0.631, data_time: 0.004, memory: 7067, top1_acc: 0.4164, top5_acc: 0.6781, loss_cls: 2.4564, loss: 2.4564, grad_norm: 5.9224 2021-03-23 20:42:16,074 - mmaction - INFO - Epoch [20][940/1345] lr: 1.000e-02, eta: 7:33:17, time: 0.649, data_time: 0.007, memory: 7067, top1_acc: 0.4273, top5_acc: 0.6906, loss_cls: 2.3841, loss: 2.3841, grad_norm: 6.1062 2021-03-23 20:42:29,324 - mmaction - INFO - Epoch [20][960/1345] lr: 1.000e-02, eta: 7:33:04, time: 0.657, data_time: 0.001, memory: 7067, top1_acc: 0.4266, top5_acc: 0.7164, loss_cls: 2.3172, loss: 2.3172, grad_norm: 6.0123 2021-03-23 20:42:41,971 - mmaction - INFO - Epoch [20][980/1345] lr: 1.000e-02, eta: 7:32:49, time: 0.637, data_time: 0.006, memory: 7067, top1_acc: 0.3945, top5_acc: 0.6805, loss_cls: 2.5139, loss: 2.5139, grad_norm: 6.0653 2021-03-23 20:42:54,990 - mmaction - INFO - Epoch [20][1000/1345] lr: 1.000e-02, eta: 7:32:36, time: 0.651, data_time: 0.002, memory: 7067, top1_acc: 0.4289, top5_acc: 0.7023, loss_cls: 2.3751, loss: 2.3751, grad_norm: 6.0895 2021-03-23 20:43:08,773 - mmaction - INFO - Epoch [20][1020/1345] lr: 1.000e-02, eta: 7:32:23, time: 0.688, data_time: 0.001, memory: 7067, top1_acc: 0.3898, top5_acc: 0.6641, loss_cls: 2.6028, loss: 2.6028, grad_norm: 6.0204 2021-03-23 20:43:21,506 - mmaction - INFO - Epoch [20][1040/1345] lr: 1.000e-02, eta: 7:32:09, time: 0.633, data_time: 0.002, memory: 7067, top1_acc: 0.4023, top5_acc: 0.6813, loss_cls: 2.4396, loss: 2.4396, grad_norm: 5.7447 2021-03-23 20:43:34,820 - mmaction - INFO - Epoch [20][1060/1345] lr: 1.000e-02, eta: 7:31:55, time: 0.669, data_time: 0.005, memory: 7067, top1_acc: 0.3852, top5_acc: 0.6562, loss_cls: 2.5575, loss: 2.5575, grad_norm: 5.8564 2021-03-23 20:43:47,692 - mmaction - INFO - Epoch [20][1080/1345] lr: 1.000e-02, eta: 7:31:41, time: 0.643, data_time: 0.001, memory: 7067, top1_acc: 0.3789, top5_acc: 0.6789, loss_cls: 2.5569, loss: 2.5569, grad_norm: 6.1033 2021-03-23 20:44:00,877 - mmaction - INFO - Epoch [20][1100/1345] lr: 1.000e-02, eta: 7:31:28, time: 0.657, data_time: 0.002, memory: 7067, top1_acc: 0.4102, top5_acc: 0.6797, loss_cls: 2.5077, loss: 2.5077, grad_norm: 5.9846 2021-03-23 20:44:13,351 - mmaction - INFO - Epoch [20][1120/1345] lr: 1.000e-02, eta: 7:31:13, time: 0.619, data_time: 0.004, memory: 7067, top1_acc: 0.4289, top5_acc: 0.6781, loss_cls: 2.4510, loss: 2.4510, grad_norm: 5.9605 2021-03-23 20:44:26,026 - mmaction - INFO - Epoch [20][1140/1345] lr: 1.000e-02, eta: 7:30:59, time: 0.640, data_time: 0.008, memory: 7067, top1_acc: 0.4148, top5_acc: 0.6828, loss_cls: 2.5102, loss: 2.5102, grad_norm: 6.3329 2021-03-23 20:44:38,915 - mmaction - INFO - Epoch [20][1160/1345] lr: 1.000e-02, eta: 7:30:44, time: 0.641, data_time: 0.001, memory: 7067, top1_acc: 0.3937, top5_acc: 0.6922, loss_cls: 2.4544, loss: 2.4544, grad_norm: 6.1474 2021-03-23 20:44:52,132 - mmaction - INFO - Epoch [20][1180/1345] lr: 1.000e-02, eta: 7:30:31, time: 0.665, data_time: 0.011, memory: 7067, top1_acc: 0.3836, top5_acc: 0.6703, loss_cls: 2.5591, loss: 2.5591, grad_norm: 6.1051 2021-03-23 20:45:05,270 - mmaction - INFO - Epoch [20][1200/1345] lr: 1.000e-02, eta: 7:30:17, time: 0.654, data_time: 0.001, memory: 7067, top1_acc: 0.3922, top5_acc: 0.6813, loss_cls: 2.4728, loss: 2.4728, grad_norm: 6.1426 2021-03-23 20:45:17,922 - mmaction - INFO - Epoch [20][1220/1345] lr: 1.000e-02, eta: 7:30:03, time: 0.630, data_time: 0.004, memory: 7067, top1_acc: 0.3875, top5_acc: 0.6656, loss_cls: 2.5393, loss: 2.5393, grad_norm: 6.0316 2021-03-23 20:45:31,261 - mmaction - INFO - Epoch [20][1240/1345] lr: 1.000e-02, eta: 7:29:50, time: 0.673, data_time: 0.010, memory: 7067, top1_acc: 0.3992, top5_acc: 0.6750, loss_cls: 2.5164, loss: 2.5164, grad_norm: 6.0354 2021-03-23 20:45:44,211 - mmaction - INFO - Epoch [20][1260/1345] lr: 1.000e-02, eta: 7:29:36, time: 0.647, data_time: 0.001, memory: 7067, top1_acc: 0.3859, top5_acc: 0.6727, loss_cls: 2.5228, loss: 2.5228, grad_norm: 5.9935 2021-03-23 20:45:57,515 - mmaction - INFO - Epoch [20][1280/1345] lr: 1.000e-02, eta: 7:29:22, time: 0.662, data_time: 0.008, memory: 7067, top1_acc: 0.4211, top5_acc: 0.6969, loss_cls: 2.3718, loss: 2.3718, grad_norm: 6.0202 2021-03-23 20:46:10,721 - mmaction - INFO - Epoch [20][1300/1345] lr: 1.000e-02, eta: 7:29:09, time: 0.663, data_time: 0.004, memory: 7067, top1_acc: 0.4203, top5_acc: 0.6898, loss_cls: 2.4526, loss: 2.4526, grad_norm: 5.9733 2021-03-23 20:46:23,575 - mmaction - INFO - Epoch [20][1320/1345] lr: 1.000e-02, eta: 7:28:55, time: 0.641, data_time: 0.001, memory: 7067, top1_acc: 0.4203, top5_acc: 0.6836, loss_cls: 2.4974, loss: 2.4974, grad_norm: 5.8395 2021-03-23 20:46:35,256 - mmaction - INFO - Epoch [20][1340/1345] lr: 1.000e-02, eta: 7:28:39, time: 0.586, data_time: 0.003, memory: 7067, top1_acc: 0.4297, top5_acc: 0.7063, loss_cls: 2.3887, loss: 2.3887, grad_norm: 6.1164 2021-03-23 20:46:37,865 - mmaction - INFO - Saving checkpoint at 20 epochs 2021-03-23 20:48:07,774 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-23 20:48:07,964 - mmaction - INFO - top1_acc 0.3376 top5_acc 0.6235 2021-03-23 20:48:07,964 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-23 20:48:07,976 - mmaction - INFO - mean_acc 0.3069 2021-03-23 20:48:08,369 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_20.pth. 2021-03-23 20:48:08,369 - mmaction - INFO - Best top1_acc is 0.3376 at 20 epoch. 2021-03-23 20:48:08,381 - mmaction - INFO - Epoch(val) [20][1345] top1_acc: 0.3376, top5_acc: 0.6235, mean_class_accuracy: 0.3069 2021-03-23 20:48:38,355 - mmaction - INFO - Epoch [21][20/1345] lr: 1.000e-03, eta: 7:28:42, time: 1.497, data_time: 0.768, memory: 7067, top1_acc: 0.4562, top5_acc: 0.7078, loss_cls: 2.3481, loss: 2.3481, grad_norm: 5.9721 2021-03-23 20:48:52,348 - mmaction - INFO - Epoch [21][40/1345] lr: 1.000e-03, eta: 7:28:30, time: 0.700, data_time: 0.002, memory: 7067, top1_acc: 0.4445, top5_acc: 0.6937, loss_cls: 2.3749, loss: 2.3749, grad_norm: 5.7828 2021-03-23 20:49:06,013 - mmaction - INFO - Epoch [21][60/1345] lr: 1.000e-03, eta: 7:28:17, time: 0.680, data_time: 0.001, memory: 7067, top1_acc: 0.4297, top5_acc: 0.7117, loss_cls: 2.3251, loss: 2.3251, grad_norm: 5.7370 2021-03-23 20:49:18,944 - mmaction - INFO - Epoch [21][80/1345] lr: 1.000e-03, eta: 7:28:03, time: 0.650, data_time: 0.004, memory: 7067, top1_acc: 0.4609, top5_acc: 0.7242, loss_cls: 2.1945, loss: 2.1945, grad_norm: 5.6712 2021-03-23 20:49:32,020 - mmaction - INFO - Epoch [21][100/1345] lr: 1.000e-03, eta: 7:27:49, time: 0.650, data_time: 0.001, memory: 7067, top1_acc: 0.4594, top5_acc: 0.7453, loss_cls: 2.1514, loss: 2.1514, grad_norm: 5.6561 2021-03-23 20:49:45,075 - mmaction - INFO - Epoch [21][120/1345] lr: 1.000e-03, eta: 7:27:35, time: 0.656, data_time: 0.004, memory: 7067, top1_acc: 0.4922, top5_acc: 0.7375, loss_cls: 2.1576, loss: 2.1576, grad_norm: 5.6670 2021-03-23 20:49:58,635 - mmaction - INFO - Epoch [21][140/1345] lr: 1.000e-03, eta: 7:27:22, time: 0.677, data_time: 0.001, memory: 7067, top1_acc: 0.4570, top5_acc: 0.7234, loss_cls: 2.1986, loss: 2.1986, grad_norm: 5.7801 2021-03-23 20:50:12,046 - mmaction - INFO - Epoch [21][160/1345] lr: 1.000e-03, eta: 7:27:09, time: 0.670, data_time: 0.001, memory: 7067, top1_acc: 0.4422, top5_acc: 0.7250, loss_cls: 2.2200, loss: 2.2200, grad_norm: 5.8386 2021-03-23 20:50:25,599 - mmaction - INFO - Epoch [21][180/1345] lr: 1.000e-03, eta: 7:26:56, time: 0.677, data_time: 0.004, memory: 7067, top1_acc: 0.5094, top5_acc: 0.7547, loss_cls: 2.0555, loss: 2.0555, grad_norm: 5.7767 2021-03-23 20:50:38,595 - mmaction - INFO - Epoch [21][200/1345] lr: 1.000e-03, eta: 7:26:42, time: 0.649, data_time: 0.008, memory: 7067, top1_acc: 0.4641, top5_acc: 0.7375, loss_cls: 2.1332, loss: 2.1332, grad_norm: 5.8729 2021-03-23 20:50:51,602 - mmaction - INFO - Epoch [21][220/1345] lr: 1.000e-03, eta: 7:26:28, time: 0.653, data_time: 0.003, memory: 7067, top1_acc: 0.4867, top5_acc: 0.7500, loss_cls: 2.0873, loss: 2.0873, grad_norm: 5.8283 2021-03-23 20:51:04,384 - mmaction - INFO - Epoch [21][240/1345] lr: 1.000e-03, eta: 7:26:14, time: 0.638, data_time: 0.002, memory: 7067, top1_acc: 0.4570, top5_acc: 0.7398, loss_cls: 2.1675, loss: 2.1675, grad_norm: 6.2054 2021-03-23 20:51:17,563 - mmaction - INFO - Epoch [21][260/1345] lr: 1.000e-03, eta: 7:26:00, time: 0.659, data_time: 0.002, memory: 7067, top1_acc: 0.4828, top5_acc: 0.7508, loss_cls: 2.0977, loss: 2.0977, grad_norm: 5.8549 2021-03-23 20:51:30,336 - mmaction - INFO - Epoch [21][280/1345] lr: 1.000e-03, eta: 7:25:46, time: 0.639, data_time: 0.002, memory: 7067, top1_acc: 0.4805, top5_acc: 0.7484, loss_cls: 2.1317, loss: 2.1317, grad_norm: 5.9562 2021-03-23 20:51:43,060 - mmaction - INFO - Epoch [21][300/1345] lr: 1.000e-03, eta: 7:25:32, time: 0.636, data_time: 0.010, memory: 7067, top1_acc: 0.4789, top5_acc: 0.7555, loss_cls: 2.0668, loss: 2.0668, grad_norm: 5.9825 2021-03-23 20:51:56,385 - mmaction - INFO - Epoch [21][320/1345] lr: 1.000e-03, eta: 7:25:18, time: 0.664, data_time: 0.001, memory: 7067, top1_acc: 0.5008, top5_acc: 0.7734, loss_cls: 1.9917, loss: 1.9917, grad_norm: 5.7020 2021-03-23 20:52:09,292 - mmaction - INFO - Epoch [21][340/1345] lr: 1.000e-03, eta: 7:25:04, time: 0.645, data_time: 0.004, memory: 7067, top1_acc: 0.4820, top5_acc: 0.7422, loss_cls: 2.1708, loss: 2.1708, grad_norm: 6.3348 2021-03-23 20:52:22,464 - mmaction - INFO - Epoch [21][360/1345] lr: 1.000e-03, eta: 7:24:51, time: 0.657, data_time: 0.006, memory: 7067, top1_acc: 0.5086, top5_acc: 0.7641, loss_cls: 2.0174, loss: 2.0174, grad_norm: 5.9041 2021-03-23 20:52:35,614 - mmaction - INFO - Epoch [21][380/1345] lr: 1.000e-03, eta: 7:24:37, time: 0.659, data_time: 0.006, memory: 7067, top1_acc: 0.4859, top5_acc: 0.7414, loss_cls: 2.1329, loss: 2.1329, grad_norm: 5.9673 2021-03-23 20:52:48,752 - mmaction - INFO - Epoch [21][400/1345] lr: 1.000e-03, eta: 7:24:24, time: 0.658, data_time: 0.008, memory: 7067, top1_acc: 0.5086, top5_acc: 0.7703, loss_cls: 2.0247, loss: 2.0247, grad_norm: 5.8895 2021-03-23 20:53:02,078 - mmaction - INFO - Epoch [21][420/1345] lr: 1.000e-03, eta: 7:24:10, time: 0.666, data_time: 0.007, memory: 7067, top1_acc: 0.4867, top5_acc: 0.7633, loss_cls: 2.0677, loss: 2.0677, grad_norm: 6.0593 2021-03-23 20:53:15,094 - mmaction - INFO - Epoch [21][440/1345] lr: 1.000e-03, eta: 7:23:56, time: 0.651, data_time: 0.004, memory: 7067, top1_acc: 0.4898, top5_acc: 0.7539, loss_cls: 2.0891, loss: 2.0891, grad_norm: 6.0349 2021-03-23 20:53:27,702 - mmaction - INFO - Epoch [21][460/1345] lr: 1.000e-03, eta: 7:23:42, time: 0.627, data_time: 0.002, memory: 7067, top1_acc: 0.5375, top5_acc: 0.7859, loss_cls: 1.8912, loss: 1.8912, grad_norm: 5.8026 2021-03-23 20:53:40,598 - mmaction - INFO - Epoch [21][480/1345] lr: 1.000e-03, eta: 7:23:28, time: 0.649, data_time: 0.005, memory: 7067, top1_acc: 0.4789, top5_acc: 0.7555, loss_cls: 2.0630, loss: 2.0630, grad_norm: 5.9000 2021-03-23 20:53:54,116 - mmaction - INFO - Epoch [21][500/1345] lr: 1.000e-03, eta: 7:23:15, time: 0.672, data_time: 0.001, memory: 7067, top1_acc: 0.4867, top5_acc: 0.7555, loss_cls: 2.0786, loss: 2.0786, grad_norm: 6.0023 2021-03-23 20:54:07,101 - mmaction - INFO - Epoch [21][520/1345] lr: 1.000e-03, eta: 7:23:01, time: 0.649, data_time: 0.004, memory: 7067, top1_acc: 0.5086, top5_acc: 0.7680, loss_cls: 2.0448, loss: 2.0448, grad_norm: 6.0888 2021-03-23 20:54:20,430 - mmaction - INFO - Epoch [21][540/1345] lr: 1.000e-03, eta: 7:22:47, time: 0.666, data_time: 0.005, memory: 7067, top1_acc: 0.5039, top5_acc: 0.7711, loss_cls: 2.0083, loss: 2.0083, grad_norm: 5.9654 2021-03-23 20:54:33,569 - mmaction - INFO - Epoch [21][560/1345] lr: 1.000e-03, eta: 7:22:34, time: 0.662, data_time: 0.006, memory: 7067, top1_acc: 0.5031, top5_acc: 0.7656, loss_cls: 1.9729, loss: 1.9729, grad_norm: 5.8436 2021-03-23 20:54:46,531 - mmaction - INFO - Epoch [21][580/1345] lr: 1.000e-03, eta: 7:22:20, time: 0.648, data_time: 0.000, memory: 7067, top1_acc: 0.5078, top5_acc: 0.7688, loss_cls: 2.0187, loss: 2.0187, grad_norm: 6.0487 2021-03-23 20:54:59,906 - mmaction - INFO - Epoch [21][600/1345] lr: 1.000e-03, eta: 7:22:07, time: 0.668, data_time: 0.001, memory: 7067, top1_acc: 0.4961, top5_acc: 0.7711, loss_cls: 2.0371, loss: 2.0371, grad_norm: 6.0495 2021-03-23 20:55:12,881 - mmaction - INFO - Epoch [21][620/1345] lr: 1.000e-03, eta: 7:21:53, time: 0.648, data_time: 0.003, memory: 7067, top1_acc: 0.5016, top5_acc: 0.7688, loss_cls: 1.9853, loss: 1.9853, grad_norm: 6.0779 2021-03-23 20:55:26,142 - mmaction - INFO - Epoch [21][640/1345] lr: 1.000e-03, eta: 7:21:39, time: 0.664, data_time: 0.008, memory: 7067, top1_acc: 0.5141, top5_acc: 0.7695, loss_cls: 1.9484, loss: 1.9484, grad_norm: 5.9883 2021-03-23 20:55:38,908 - mmaction - INFO - Epoch [21][660/1345] lr: 1.000e-03, eta: 7:21:25, time: 0.639, data_time: 0.002, memory: 7067, top1_acc: 0.5062, top5_acc: 0.7570, loss_cls: 2.0227, loss: 2.0227, grad_norm: 6.2294 2021-03-23 20:55:52,289 - mmaction - INFO - Epoch [21][680/1345] lr: 1.000e-03, eta: 7:21:12, time: 0.666, data_time: 0.000, memory: 7067, top1_acc: 0.5141, top5_acc: 0.7633, loss_cls: 1.9823, loss: 1.9823, grad_norm: 6.2241 2021-03-23 20:56:05,026 - mmaction - INFO - Epoch [21][700/1345] lr: 1.000e-03, eta: 7:20:58, time: 0.636, data_time: 0.004, memory: 7067, top1_acc: 0.4820, top5_acc: 0.7602, loss_cls: 2.0243, loss: 2.0243, grad_norm: 6.3669 2021-03-23 20:56:18,159 - mmaction - INFO - Epoch [21][720/1345] lr: 1.000e-03, eta: 7:20:44, time: 0.660, data_time: 0.005, memory: 7067, top1_acc: 0.4859, top5_acc: 0.7570, loss_cls: 2.0706, loss: 2.0706, grad_norm: 6.1416 2021-03-23 20:56:31,435 - mmaction - INFO - Epoch [21][740/1345] lr: 1.000e-03, eta: 7:20:30, time: 0.663, data_time: 0.001, memory: 7067, top1_acc: 0.5273, top5_acc: 0.7891, loss_cls: 1.9524, loss: 1.9524, grad_norm: 6.0812 2021-03-23 20:56:44,420 - mmaction - INFO - Epoch [21][760/1345] lr: 1.000e-03, eta: 7:20:17, time: 0.649, data_time: 0.002, memory: 7067, top1_acc: 0.5180, top5_acc: 0.7750, loss_cls: 1.9175, loss: 1.9175, grad_norm: 6.0284 2021-03-23 20:56:57,661 - mmaction - INFO - Epoch [21][780/1345] lr: 1.000e-03, eta: 7:20:03, time: 0.662, data_time: 0.002, memory: 7067, top1_acc: 0.5188, top5_acc: 0.7758, loss_cls: 1.9567, loss: 1.9567, grad_norm: 5.9988 2021-03-23 20:57:10,440 - mmaction - INFO - Epoch [21][800/1345] lr: 1.000e-03, eta: 7:19:49, time: 0.632, data_time: 0.003, memory: 7067, top1_acc: 0.5070, top5_acc: 0.7562, loss_cls: 2.0379, loss: 2.0379, grad_norm: 6.0966 2021-03-23 20:57:23,856 - mmaction - INFO - Epoch [21][820/1345] lr: 1.000e-03, eta: 7:19:36, time: 0.678, data_time: 0.009, memory: 7067, top1_acc: 0.5172, top5_acc: 0.7711, loss_cls: 1.9826, loss: 1.9826, grad_norm: 6.1009 2021-03-23 20:57:36,772 - mmaction - INFO - Epoch [21][840/1345] lr: 1.000e-03, eta: 7:19:22, time: 0.644, data_time: 0.005, memory: 7067, top1_acc: 0.5227, top5_acc: 0.7703, loss_cls: 1.9644, loss: 1.9644, grad_norm: 6.0021 2021-03-23 20:57:50,026 - mmaction - INFO - Epoch [21][860/1345] lr: 1.000e-03, eta: 7:19:08, time: 0.660, data_time: 0.003, memory: 7067, top1_acc: 0.5133, top5_acc: 0.7703, loss_cls: 1.9771, loss: 1.9771, grad_norm: 6.1805 2021-03-23 20:58:02,995 - mmaction - INFO - Epoch [21][880/1345] lr: 1.000e-03, eta: 7:18:54, time: 0.650, data_time: 0.006, memory: 7067, top1_acc: 0.5023, top5_acc: 0.7648, loss_cls: 1.9646, loss: 1.9646, grad_norm: 6.3544 2021-03-23 20:58:16,801 - mmaction - INFO - Epoch [21][900/1345] lr: 1.000e-03, eta: 7:18:42, time: 0.693, data_time: 0.004, memory: 7067, top1_acc: 0.4828, top5_acc: 0.7453, loss_cls: 2.0961, loss: 2.0961, grad_norm: 6.2321 2021-03-23 20:58:29,983 - mmaction - INFO - Epoch [21][920/1345] lr: 1.000e-03, eta: 7:18:28, time: 0.657, data_time: 0.003, memory: 7067, top1_acc: 0.5273, top5_acc: 0.7766, loss_cls: 1.8964, loss: 1.8964, grad_norm: 5.9404 2021-03-23 20:58:43,159 - mmaction - INFO - Epoch [21][940/1345] lr: 1.000e-03, eta: 7:18:15, time: 0.661, data_time: 0.003, memory: 7067, top1_acc: 0.5117, top5_acc: 0.7609, loss_cls: 2.0460, loss: 2.0460, grad_norm: 6.3882 2021-03-23 20:58:56,123 - mmaction - INFO - Epoch [21][960/1345] lr: 1.000e-03, eta: 7:18:01, time: 0.644, data_time: 0.000, memory: 7067, top1_acc: 0.4969, top5_acc: 0.7633, loss_cls: 2.0204, loss: 2.0204, grad_norm: 6.1353 2021-03-23 20:59:08,634 - mmaction - INFO - Epoch [21][980/1345] lr: 1.000e-03, eta: 7:17:46, time: 0.626, data_time: 0.004, memory: 7067, top1_acc: 0.5180, top5_acc: 0.7805, loss_cls: 1.9185, loss: 1.9185, grad_norm: 6.1065 2021-03-23 20:59:21,800 - mmaction - INFO - Epoch [21][1000/1345] lr: 1.000e-03, eta: 7:17:33, time: 0.659, data_time: 0.007, memory: 7067, top1_acc: 0.5188, top5_acc: 0.7453, loss_cls: 2.0301, loss: 2.0301, grad_norm: 6.0396 2021-03-23 20:59:35,139 - mmaction - INFO - Epoch [21][1020/1345] lr: 1.000e-03, eta: 7:17:19, time: 0.667, data_time: 0.007, memory: 7067, top1_acc: 0.5211, top5_acc: 0.7664, loss_cls: 1.9256, loss: 1.9256, grad_norm: 6.0442 2021-03-23 20:59:47,619 - mmaction - INFO - Epoch [21][1040/1345] lr: 1.000e-03, eta: 7:17:05, time: 0.623, data_time: 0.003, memory: 7067, top1_acc: 0.5211, top5_acc: 0.7734, loss_cls: 1.9181, loss: 1.9181, grad_norm: 6.2569 2021-03-23 21:00:01,419 - mmaction - INFO - Epoch [21][1060/1345] lr: 1.000e-03, eta: 7:16:52, time: 0.693, data_time: 0.004, memory: 7067, top1_acc: 0.5016, top5_acc: 0.7562, loss_cls: 2.0276, loss: 2.0276, grad_norm: 6.2670 2021-03-23 21:00:14,245 - mmaction - INFO - Epoch [21][1080/1345] lr: 1.000e-03, eta: 7:16:38, time: 0.638, data_time: 0.001, memory: 7067, top1_acc: 0.5164, top5_acc: 0.7781, loss_cls: 1.9650, loss: 1.9650, grad_norm: 6.2272 2021-03-23 21:00:27,352 - mmaction - INFO - Epoch [21][1100/1345] lr: 1.000e-03, eta: 7:16:24, time: 0.658, data_time: 0.003, memory: 7067, top1_acc: 0.4945, top5_acc: 0.7570, loss_cls: 2.0488, loss: 2.0488, grad_norm: 6.4152 2021-03-23 21:00:40,310 - mmaction - INFO - Epoch [21][1120/1345] lr: 1.000e-03, eta: 7:16:10, time: 0.648, data_time: 0.012, memory: 7067, top1_acc: 0.5188, top5_acc: 0.7641, loss_cls: 1.9650, loss: 1.9650, grad_norm: 6.2008 2021-03-23 21:00:53,302 - mmaction - INFO - Epoch [21][1140/1345] lr: 1.000e-03, eta: 7:15:57, time: 0.649, data_time: 0.007, memory: 7067, top1_acc: 0.4977, top5_acc: 0.7570, loss_cls: 2.0149, loss: 2.0149, grad_norm: 6.2416 2021-03-23 21:01:06,611 - mmaction - INFO - Epoch [21][1160/1345] lr: 1.000e-03, eta: 7:15:43, time: 0.666, data_time: 0.003, memory: 7067, top1_acc: 0.5195, top5_acc: 0.7680, loss_cls: 1.9530, loss: 1.9530, grad_norm: 6.1928 2021-03-23 21:01:19,397 - mmaction - INFO - Epoch [21][1180/1345] lr: 1.000e-03, eta: 7:15:29, time: 0.637, data_time: 0.001, memory: 7067, top1_acc: 0.5055, top5_acc: 0.7727, loss_cls: 1.9660, loss: 1.9660, grad_norm: 6.3164 2021-03-23 21:01:32,840 - mmaction - INFO - Epoch [21][1200/1345] lr: 1.000e-03, eta: 7:15:16, time: 0.674, data_time: 0.005, memory: 7067, top1_acc: 0.5148, top5_acc: 0.7578, loss_cls: 1.9407, loss: 1.9407, grad_norm: 6.4211 2021-03-23 21:01:45,876 - mmaction - INFO - Epoch [21][1220/1345] lr: 1.000e-03, eta: 7:15:02, time: 0.650, data_time: 0.002, memory: 7067, top1_acc: 0.5289, top5_acc: 0.7844, loss_cls: 1.9085, loss: 1.9085, grad_norm: 6.2499 2021-03-23 21:01:58,922 - mmaction - INFO - Epoch [21][1240/1345] lr: 1.000e-03, eta: 7:14:48, time: 0.654, data_time: 0.004, memory: 7067, top1_acc: 0.5336, top5_acc: 0.7703, loss_cls: 1.9378, loss: 1.9378, grad_norm: 6.1925 2021-03-23 21:02:11,743 - mmaction - INFO - Epoch [21][1260/1345] lr: 1.000e-03, eta: 7:14:34, time: 0.637, data_time: 0.004, memory: 7067, top1_acc: 0.5023, top5_acc: 0.7633, loss_cls: 1.9869, loss: 1.9869, grad_norm: 6.1834 2021-03-23 21:02:24,594 - mmaction - INFO - Epoch [21][1280/1345] lr: 1.000e-03, eta: 7:14:20, time: 0.641, data_time: 0.009, memory: 7067, top1_acc: 0.5141, top5_acc: 0.7711, loss_cls: 1.9940, loss: 1.9940, grad_norm: 6.2525 2021-03-23 21:02:37,493 - mmaction - INFO - Epoch [21][1300/1345] lr: 1.000e-03, eta: 7:14:06, time: 0.649, data_time: 0.012, memory: 7067, top1_acc: 0.5039, top5_acc: 0.7766, loss_cls: 1.9416, loss: 1.9416, grad_norm: 6.0558 2021-03-23 21:02:50,401 - mmaction - INFO - Epoch [21][1320/1345] lr: 1.000e-03, eta: 7:13:52, time: 0.648, data_time: 0.005, memory: 7067, top1_acc: 0.5297, top5_acc: 0.7727, loss_cls: 1.9318, loss: 1.9318, grad_norm: 6.2205 2021-03-23 21:03:02,382 - mmaction - INFO - Epoch [21][1340/1345] lr: 1.000e-03, eta: 7:13:37, time: 0.601, data_time: 0.002, memory: 7067, top1_acc: 0.5117, top5_acc: 0.7766, loss_cls: 1.9783, loss: 1.9783, grad_norm: 6.2330 2021-03-23 21:03:04,993 - mmaction - INFO - Saving checkpoint at 21 epochs 2021-03-23 21:03:35,831 - mmaction - INFO - Epoch [22][20/1345] lr: 1.000e-03, eta: 7:13:39, time: 1.520, data_time: 0.850, memory: 7067, top1_acc: 0.5477, top5_acc: 0.7844, loss_cls: 1.9003, loss: 1.9003, grad_norm: 6.1421 2021-03-23 21:03:49,412 - mmaction - INFO - Epoch [22][40/1345] lr: 1.000e-03, eta: 7:13:26, time: 0.679, data_time: 0.002, memory: 7067, top1_acc: 0.5344, top5_acc: 0.7758, loss_cls: 1.9085, loss: 1.9085, grad_norm: 6.1853 2021-03-23 21:04:02,987 - mmaction - INFO - Epoch [22][60/1345] lr: 1.000e-03, eta: 7:13:13, time: 0.677, data_time: 0.001, memory: 7067, top1_acc: 0.5375, top5_acc: 0.7766, loss_cls: 1.9300, loss: 1.9300, grad_norm: 6.0980 2021-03-23 21:04:15,713 - mmaction - INFO - Epoch [22][80/1345] lr: 1.000e-03, eta: 7:12:59, time: 0.639, data_time: 0.003, memory: 7067, top1_acc: 0.5398, top5_acc: 0.7734, loss_cls: 1.8890, loss: 1.8890, grad_norm: 6.1990 2021-03-23 21:04:28,781 - mmaction - INFO - Epoch [22][100/1345] lr: 1.000e-03, eta: 7:12:45, time: 0.654, data_time: 0.001, memory: 7067, top1_acc: 0.5148, top5_acc: 0.7773, loss_cls: 1.9386, loss: 1.9386, grad_norm: 6.3476 2021-03-23 21:04:42,327 - mmaction - INFO - Epoch [22][120/1345] lr: 1.000e-03, eta: 7:12:32, time: 0.676, data_time: 0.001, memory: 7067, top1_acc: 0.5188, top5_acc: 0.7922, loss_cls: 1.9193, loss: 1.9193, grad_norm: 6.4248 2021-03-23 21:04:55,959 - mmaction - INFO - Epoch [22][140/1345] lr: 1.000e-03, eta: 7:12:19, time: 0.679, data_time: 0.006, memory: 7067, top1_acc: 0.5164, top5_acc: 0.7812, loss_cls: 1.9327, loss: 1.9327, grad_norm: 6.4471 2021-03-23 21:05:08,948 - mmaction - INFO - Epoch [22][160/1345] lr: 1.000e-03, eta: 7:12:06, time: 0.652, data_time: 0.004, memory: 7067, top1_acc: 0.5242, top5_acc: 0.7734, loss_cls: 1.9539, loss: 1.9539, grad_norm: 6.4538 2021-03-23 21:05:22,343 - mmaction - INFO - Epoch [22][180/1345] lr: 1.000e-03, eta: 7:11:52, time: 0.670, data_time: 0.002, memory: 7067, top1_acc: 0.4859, top5_acc: 0.7562, loss_cls: 2.0389, loss: 2.0389, grad_norm: 6.4043 2021-03-23 21:05:35,721 - mmaction - INFO - Epoch [22][200/1345] lr: 1.000e-03, eta: 7:11:39, time: 0.667, data_time: 0.001, memory: 7067, top1_acc: 0.5125, top5_acc: 0.7953, loss_cls: 1.9094, loss: 1.9094, grad_norm: 6.2292 2021-03-23 21:05:48,752 - mmaction - INFO - Epoch [22][220/1345] lr: 1.000e-03, eta: 7:11:25, time: 0.653, data_time: 0.002, memory: 7067, top1_acc: 0.5109, top5_acc: 0.7773, loss_cls: 1.9843, loss: 1.9843, grad_norm: 6.4462 2021-03-23 21:06:01,568 - mmaction - INFO - Epoch [22][240/1345] lr: 1.000e-03, eta: 7:11:11, time: 0.639, data_time: 0.000, memory: 7067, top1_acc: 0.5289, top5_acc: 0.7672, loss_cls: 1.9243, loss: 1.9243, grad_norm: 6.3574 2021-03-23 21:06:14,594 - mmaction - INFO - Epoch [22][260/1345] lr: 1.000e-03, eta: 7:10:57, time: 0.653, data_time: 0.002, memory: 7067, top1_acc: 0.5367, top5_acc: 0.7852, loss_cls: 1.8512, loss: 1.8512, grad_norm: 6.2267 2021-03-23 21:06:28,037 - mmaction - INFO - Epoch [22][280/1345] lr: 1.000e-03, eta: 7:10:44, time: 0.670, data_time: 0.001, memory: 7067, top1_acc: 0.5117, top5_acc: 0.7758, loss_cls: 1.9650, loss: 1.9650, grad_norm: 6.4869 2021-03-23 21:06:41,220 - mmaction - INFO - Epoch [22][300/1345] lr: 1.000e-03, eta: 7:10:31, time: 0.661, data_time: 0.004, memory: 7067, top1_acc: 0.5219, top5_acc: 0.7680, loss_cls: 1.9517, loss: 1.9517, grad_norm: 6.4989 2021-03-23 21:06:54,592 - mmaction - INFO - Epoch [22][320/1345] lr: 1.000e-03, eta: 7:10:17, time: 0.668, data_time: 0.001, memory: 7067, top1_acc: 0.5203, top5_acc: 0.7742, loss_cls: 1.8811, loss: 1.8811, grad_norm: 6.2514 2021-03-23 21:07:07,462 - mmaction - INFO - Epoch [22][340/1345] lr: 1.000e-03, eta: 7:10:03, time: 0.644, data_time: 0.002, memory: 7067, top1_acc: 0.5172, top5_acc: 0.7719, loss_cls: 1.9153, loss: 1.9153, grad_norm: 6.4521 2021-03-23 21:07:20,445 - mmaction - INFO - Epoch [22][360/1345] lr: 1.000e-03, eta: 7:09:49, time: 0.649, data_time: 0.002, memory: 7067, top1_acc: 0.5094, top5_acc: 0.7555, loss_cls: 2.0172, loss: 2.0172, grad_norm: 6.4715 2021-03-23 21:07:33,725 - mmaction - INFO - Epoch [22][380/1345] lr: 1.000e-03, eta: 7:09:36, time: 0.660, data_time: 0.005, memory: 7067, top1_acc: 0.5211, top5_acc: 0.7867, loss_cls: 1.9090, loss: 1.9090, grad_norm: 6.1738 2021-03-23 21:07:47,003 - mmaction - INFO - Epoch [22][400/1345] lr: 1.000e-03, eta: 7:09:22, time: 0.668, data_time: 0.005, memory: 7067, top1_acc: 0.5266, top5_acc: 0.7656, loss_cls: 1.9687, loss: 1.9687, grad_norm: 6.3253 2021-03-23 21:08:00,039 - mmaction - INFO - Epoch [22][420/1345] lr: 1.000e-03, eta: 7:09:09, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.5266, top5_acc: 0.7703, loss_cls: 1.9709, loss: 1.9709, grad_norm: 6.2501 2021-03-23 21:08:13,541 - mmaction - INFO - Epoch [22][440/1345] lr: 1.000e-03, eta: 7:08:55, time: 0.671, data_time: 0.003, memory: 7067, top1_acc: 0.5328, top5_acc: 0.7812, loss_cls: 1.8893, loss: 1.8893, grad_norm: 6.1927 2021-03-23 21:08:26,853 - mmaction - INFO - Epoch [22][460/1345] lr: 1.000e-03, eta: 7:08:42, time: 0.671, data_time: 0.006, memory: 7067, top1_acc: 0.5281, top5_acc: 0.7703, loss_cls: 1.9735, loss: 1.9735, grad_norm: 6.3719 2021-03-23 21:08:39,781 - mmaction - INFO - Epoch [22][480/1345] lr: 1.000e-03, eta: 7:08:28, time: 0.646, data_time: 0.001, memory: 7067, top1_acc: 0.5305, top5_acc: 0.7906, loss_cls: 1.8759, loss: 1.8759, grad_norm: 6.3211 2021-03-23 21:08:52,411 - mmaction - INFO - Epoch [22][500/1345] lr: 1.000e-03, eta: 7:08:14, time: 0.632, data_time: 0.003, memory: 7067, top1_acc: 0.5117, top5_acc: 0.7773, loss_cls: 1.9030, loss: 1.9030, grad_norm: 6.3629 2021-03-23 21:09:05,079 - mmaction - INFO - Epoch [22][520/1345] lr: 1.000e-03, eta: 7:08:00, time: 0.634, data_time: 0.001, memory: 7067, top1_acc: 0.5133, top5_acc: 0.7773, loss_cls: 1.9200, loss: 1.9200, grad_norm: 6.4104 2021-03-23 21:09:18,214 - mmaction - INFO - Epoch [22][540/1345] lr: 1.000e-03, eta: 7:07:46, time: 0.657, data_time: 0.000, memory: 7067, top1_acc: 0.5328, top5_acc: 0.7680, loss_cls: 1.8937, loss: 1.8937, grad_norm: 6.3958 2021-03-23 21:09:30,780 - mmaction - INFO - Epoch [22][560/1345] lr: 1.000e-03, eta: 7:07:32, time: 0.627, data_time: 0.000, memory: 7067, top1_acc: 0.5320, top5_acc: 0.7891, loss_cls: 1.8779, loss: 1.8779, grad_norm: 6.4845 2021-03-23 21:09:43,396 - mmaction - INFO - Epoch [22][580/1345] lr: 1.000e-03, eta: 7:07:17, time: 0.631, data_time: 0.003, memory: 7067, top1_acc: 0.5289, top5_acc: 0.7828, loss_cls: 1.8889, loss: 1.8889, grad_norm: 6.3692 2021-03-23 21:09:56,511 - mmaction - INFO - Epoch [22][600/1345] lr: 1.000e-03, eta: 7:07:04, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.5258, top5_acc: 0.8000, loss_cls: 1.8592, loss: 1.8592, grad_norm: 6.5133 2021-03-23 21:10:09,121 - mmaction - INFO - Epoch [22][620/1345] lr: 1.000e-03, eta: 7:06:49, time: 0.635, data_time: 0.006, memory: 7067, top1_acc: 0.5312, top5_acc: 0.7734, loss_cls: 1.8921, loss: 1.8921, grad_norm: 6.1911 2021-03-23 21:10:22,140 - mmaction - INFO - Epoch [22][640/1345] lr: 1.000e-03, eta: 7:06:35, time: 0.645, data_time: 0.001, memory: 7067, top1_acc: 0.5461, top5_acc: 0.8125, loss_cls: 1.7680, loss: 1.7680, grad_norm: 6.2800 2021-03-23 21:10:35,787 - mmaction - INFO - Epoch [22][660/1345] lr: 1.000e-03, eta: 7:06:23, time: 0.687, data_time: 0.008, memory: 7067, top1_acc: 0.5164, top5_acc: 0.7711, loss_cls: 1.9881, loss: 1.9881, grad_norm: 6.5399 2021-03-23 21:10:48,651 - mmaction - INFO - Epoch [22][680/1345] lr: 1.000e-03, eta: 7:06:09, time: 0.645, data_time: 0.014, memory: 7067, top1_acc: 0.5336, top5_acc: 0.7930, loss_cls: 1.8887, loss: 1.8887, grad_norm: 6.4504 2021-03-23 21:11:01,483 - mmaction - INFO - Epoch [22][700/1345] lr: 1.000e-03, eta: 7:05:55, time: 0.641, data_time: 0.004, memory: 7067, top1_acc: 0.5344, top5_acc: 0.7797, loss_cls: 1.8832, loss: 1.8832, grad_norm: 6.3258 2021-03-23 21:11:14,729 - mmaction - INFO - Epoch [22][720/1345] lr: 1.000e-03, eta: 7:05:41, time: 0.663, data_time: 0.002, memory: 7067, top1_acc: 0.5109, top5_acc: 0.7781, loss_cls: 1.9365, loss: 1.9365, grad_norm: 6.2985 2021-03-23 21:11:27,515 - mmaction - INFO - Epoch [22][740/1345] lr: 1.000e-03, eta: 7:05:27, time: 0.640, data_time: 0.002, memory: 7067, top1_acc: 0.5234, top5_acc: 0.7906, loss_cls: 1.9161, loss: 1.9161, grad_norm: 6.3823 2021-03-23 21:11:40,166 - mmaction - INFO - Epoch [22][760/1345] lr: 1.000e-03, eta: 7:05:13, time: 0.631, data_time: 0.000, memory: 7067, top1_acc: 0.5250, top5_acc: 0.7883, loss_cls: 1.8989, loss: 1.8989, grad_norm: 6.4457 2021-03-23 21:11:53,411 - mmaction - INFO - Epoch [22][780/1345] lr: 1.000e-03, eta: 7:04:59, time: 0.655, data_time: 0.007, memory: 7067, top1_acc: 0.5289, top5_acc: 0.7914, loss_cls: 1.9070, loss: 1.9070, grad_norm: 6.2629 2021-03-23 21:12:06,946 - mmaction - INFO - Epoch [22][800/1345] lr: 1.000e-03, eta: 7:04:46, time: 0.680, data_time: 0.005, memory: 7067, top1_acc: 0.5508, top5_acc: 0.7930, loss_cls: 1.8267, loss: 1.8267, grad_norm: 6.1977 2021-03-23 21:12:20,154 - mmaction - INFO - Epoch [22][820/1345] lr: 1.000e-03, eta: 7:04:33, time: 0.660, data_time: 0.001, memory: 7067, top1_acc: 0.5141, top5_acc: 0.7734, loss_cls: 1.9641, loss: 1.9641, grad_norm: 6.3735 2021-03-23 21:12:33,457 - mmaction - INFO - Epoch [22][840/1345] lr: 1.000e-03, eta: 7:04:19, time: 0.662, data_time: 0.002, memory: 7067, top1_acc: 0.5563, top5_acc: 0.8047, loss_cls: 1.7751, loss: 1.7751, grad_norm: 6.1894 2021-03-23 21:12:46,685 - mmaction - INFO - Epoch [22][860/1345] lr: 1.000e-03, eta: 7:04:06, time: 0.663, data_time: 0.004, memory: 7067, top1_acc: 0.5227, top5_acc: 0.7891, loss_cls: 1.8800, loss: 1.8800, grad_norm: 6.4979 2021-03-23 21:12:59,874 - mmaction - INFO - Epoch [22][880/1345] lr: 1.000e-03, eta: 7:03:52, time: 0.660, data_time: 0.002, memory: 7067, top1_acc: 0.5289, top5_acc: 0.7828, loss_cls: 1.8659, loss: 1.8659, grad_norm: 6.5507 2021-03-23 21:13:13,045 - mmaction - INFO - Epoch [22][900/1345] lr: 1.000e-03, eta: 7:03:39, time: 0.657, data_time: 0.001, memory: 7067, top1_acc: 0.5367, top5_acc: 0.7828, loss_cls: 1.8738, loss: 1.8738, grad_norm: 6.5148 2021-03-23 21:13:26,085 - mmaction - INFO - Epoch [22][920/1345] lr: 1.000e-03, eta: 7:03:25, time: 0.651, data_time: 0.004, memory: 7067, top1_acc: 0.5352, top5_acc: 0.7758, loss_cls: 1.8935, loss: 1.8935, grad_norm: 6.3395 2021-03-23 21:13:39,277 - mmaction - INFO - Epoch [22][940/1345] lr: 1.000e-03, eta: 7:03:11, time: 0.660, data_time: 0.003, memory: 7067, top1_acc: 0.5258, top5_acc: 0.7586, loss_cls: 1.9744, loss: 1.9744, grad_norm: 6.3620 2021-03-23 21:13:52,521 - mmaction - INFO - Epoch [22][960/1345] lr: 1.000e-03, eta: 7:02:58, time: 0.665, data_time: 0.004, memory: 7067, top1_acc: 0.5188, top5_acc: 0.7805, loss_cls: 1.9309, loss: 1.9309, grad_norm: 6.4658 2021-03-23 21:14:05,594 - mmaction - INFO - Epoch [22][980/1345] lr: 1.000e-03, eta: 7:02:44, time: 0.651, data_time: 0.001, memory: 7067, top1_acc: 0.5156, top5_acc: 0.7891, loss_cls: 1.8823, loss: 1.8823, grad_norm: 6.2320 2021-03-23 21:14:19,115 - mmaction - INFO - Epoch [22][1000/1345] lr: 1.000e-03, eta: 7:02:31, time: 0.678, data_time: 0.003, memory: 7067, top1_acc: 0.5023, top5_acc: 0.7609, loss_cls: 1.9721, loss: 1.9721, grad_norm: 6.2984 2021-03-23 21:14:31,995 - mmaction - INFO - Epoch [22][1020/1345] lr: 1.000e-03, eta: 7:02:17, time: 0.644, data_time: 0.003, memory: 7067, top1_acc: 0.5203, top5_acc: 0.7703, loss_cls: 1.9716, loss: 1.9716, grad_norm: 6.5610 2021-03-23 21:14:44,783 - mmaction - INFO - Epoch [22][1040/1345] lr: 1.000e-03, eta: 7:02:03, time: 0.640, data_time: 0.001, memory: 7067, top1_acc: 0.5195, top5_acc: 0.7836, loss_cls: 1.8682, loss: 1.8682, grad_norm: 6.3974 2021-03-23 21:14:58,189 - mmaction - INFO - Epoch [22][1060/1345] lr: 1.000e-03, eta: 7:01:50, time: 0.669, data_time: 0.000, memory: 7067, top1_acc: 0.5211, top5_acc: 0.7906, loss_cls: 1.8570, loss: 1.8570, grad_norm: 6.4966 2021-03-23 21:15:10,540 - mmaction - INFO - Epoch [22][1080/1345] lr: 1.000e-03, eta: 7:01:35, time: 0.614, data_time: 0.002, memory: 7067, top1_acc: 0.5266, top5_acc: 0.7742, loss_cls: 1.8714, loss: 1.8714, grad_norm: 6.4751 2021-03-23 21:15:23,948 - mmaction - INFO - Epoch [22][1100/1345] lr: 1.000e-03, eta: 7:01:22, time: 0.673, data_time: 0.005, memory: 7067, top1_acc: 0.5117, top5_acc: 0.7812, loss_cls: 1.9183, loss: 1.9183, grad_norm: 6.4715 2021-03-23 21:15:36,732 - mmaction - INFO - Epoch [22][1120/1345] lr: 1.000e-03, eta: 7:01:08, time: 0.641, data_time: 0.002, memory: 7067, top1_acc: 0.5172, top5_acc: 0.7602, loss_cls: 1.9855, loss: 1.9855, grad_norm: 6.6108 2021-03-23 21:15:49,310 - mmaction - INFO - Epoch [22][1140/1345] lr: 1.000e-03, eta: 7:00:54, time: 0.625, data_time: 0.000, memory: 7067, top1_acc: 0.5375, top5_acc: 0.8055, loss_cls: 1.8207, loss: 1.8207, grad_norm: 6.4878 2021-03-23 21:16:02,409 - mmaction - INFO - Epoch [22][1160/1345] lr: 1.000e-03, eta: 7:00:40, time: 0.655, data_time: 0.004, memory: 7067, top1_acc: 0.5078, top5_acc: 0.7531, loss_cls: 2.0059, loss: 2.0059, grad_norm: 6.8235 2021-03-23 21:16:14,976 - mmaction - INFO - Epoch [22][1180/1345] lr: 1.000e-03, eta: 7:00:26, time: 0.631, data_time: 0.005, memory: 7067, top1_acc: 0.5367, top5_acc: 0.7750, loss_cls: 1.9196, loss: 1.9196, grad_norm: 6.5627 2021-03-23 21:16:28,295 - mmaction - INFO - Epoch [22][1200/1345] lr: 1.000e-03, eta: 7:00:12, time: 0.666, data_time: 0.001, memory: 7067, top1_acc: 0.5234, top5_acc: 0.7945, loss_cls: 1.8597, loss: 1.8597, grad_norm: 6.5918 2021-03-23 21:16:41,070 - mmaction - INFO - Epoch [22][1220/1345] lr: 1.000e-03, eta: 6:59:58, time: 0.635, data_time: 0.001, memory: 7067, top1_acc: 0.5500, top5_acc: 0.7992, loss_cls: 1.7863, loss: 1.7863, grad_norm: 6.5319 2021-03-23 21:16:54,339 - mmaction - INFO - Epoch [22][1240/1345] lr: 1.000e-03, eta: 6:59:45, time: 0.667, data_time: 0.006, memory: 7067, top1_acc: 0.5391, top5_acc: 0.7883, loss_cls: 1.8573, loss: 1.8573, grad_norm: 6.6466 2021-03-23 21:17:06,953 - mmaction - INFO - Epoch [22][1260/1345] lr: 1.000e-03, eta: 6:59:31, time: 0.631, data_time: 0.001, memory: 7067, top1_acc: 0.5391, top5_acc: 0.7703, loss_cls: 1.8398, loss: 1.8398, grad_norm: 6.4389 2021-03-23 21:17:20,097 - mmaction - INFO - Epoch [22][1280/1345] lr: 1.000e-03, eta: 6:59:17, time: 0.656, data_time: 0.002, memory: 7067, top1_acc: 0.5227, top5_acc: 0.7750, loss_cls: 1.9079, loss: 1.9079, grad_norm: 6.5614 2021-03-23 21:17:33,162 - mmaction - INFO - Epoch [22][1300/1345] lr: 1.000e-03, eta: 6:59:03, time: 0.655, data_time: 0.003, memory: 7067, top1_acc: 0.5219, top5_acc: 0.7664, loss_cls: 1.9650, loss: 1.9650, grad_norm: 6.7033 2021-03-23 21:17:46,034 - mmaction - INFO - Epoch [22][1320/1345] lr: 1.000e-03, eta: 6:58:49, time: 0.644, data_time: 0.001, memory: 7067, top1_acc: 0.5312, top5_acc: 0.7859, loss_cls: 1.9011, loss: 1.9011, grad_norm: 6.4502 2021-03-23 21:17:57,902 - mmaction - INFO - Epoch [22][1340/1345] lr: 1.000e-03, eta: 6:58:34, time: 0.593, data_time: 0.001, memory: 7067, top1_acc: 0.5375, top5_acc: 0.7820, loss_cls: 1.9079, loss: 1.9079, grad_norm: 6.5252 2021-03-23 21:18:00,265 - mmaction - INFO - Saving checkpoint at 22 epochs 2021-03-23 21:19:25,752 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-23 21:19:25,943 - mmaction - INFO - top1_acc 0.4299 top5_acc 0.7218 2021-03-23 21:19:25,943 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-23 21:19:25,954 - mmaction - INFO - mean_acc 0.3855 2021-03-23 21:19:26,353 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_22.pth. 2021-03-23 21:19:26,354 - mmaction - INFO - Best top1_acc is 0.4299 at 22 epoch. 2021-03-23 21:19:26,365 - mmaction - INFO - Epoch(val) [22][1345] top1_acc: 0.4299, top5_acc: 0.7218, mean_class_accuracy: 0.3855 2021-03-23 21:19:56,820 - mmaction - INFO - Epoch [23][20/1345] lr: 1.000e-03, eta: 6:58:35, time: 1.521, data_time: 0.745, memory: 7067, top1_acc: 0.5195, top5_acc: 0.7906, loss_cls: 1.8425, loss: 1.8425, grad_norm: 6.3781 2021-03-23 21:20:10,231 - mmaction - INFO - Epoch [23][40/1345] lr: 1.000e-03, eta: 6:58:22, time: 0.671, data_time: 0.002, memory: 7067, top1_acc: 0.5437, top5_acc: 0.7844, loss_cls: 1.8722, loss: 1.8722, grad_norm: 6.3421 2021-03-23 21:20:23,268 - mmaction - INFO - Epoch [23][60/1345] lr: 1.000e-03, eta: 6:58:08, time: 0.653, data_time: 0.002, memory: 7067, top1_acc: 0.5156, top5_acc: 0.7891, loss_cls: 1.8676, loss: 1.8676, grad_norm: 6.5146 2021-03-23 21:20:36,341 - mmaction - INFO - Epoch [23][80/1345] lr: 1.000e-03, eta: 6:57:54, time: 0.653, data_time: 0.001, memory: 7067, top1_acc: 0.5437, top5_acc: 0.7953, loss_cls: 1.7774, loss: 1.7774, grad_norm: 6.6057 2021-03-23 21:20:49,867 - mmaction - INFO - Epoch [23][100/1345] lr: 1.000e-03, eta: 6:57:41, time: 0.677, data_time: 0.004, memory: 7067, top1_acc: 0.5211, top5_acc: 0.7867, loss_cls: 1.9027, loss: 1.9027, grad_norm: 6.7154 2021-03-23 21:21:03,665 - mmaction - INFO - Epoch [23][120/1345] lr: 1.000e-03, eta: 6:57:28, time: 0.690, data_time: 0.002, memory: 7067, top1_acc: 0.5125, top5_acc: 0.7812, loss_cls: 1.9221, loss: 1.9221, grad_norm: 6.6015 2021-03-23 21:21:16,381 - mmaction - INFO - Epoch [23][140/1345] lr: 1.000e-03, eta: 6:57:14, time: 0.637, data_time: 0.001, memory: 7067, top1_acc: 0.5297, top5_acc: 0.7891, loss_cls: 1.8473, loss: 1.8473, grad_norm: 6.4691 2021-03-23 21:21:29,965 - mmaction - INFO - Epoch [23][160/1345] lr: 1.000e-03, eta: 6:57:01, time: 0.678, data_time: 0.001, memory: 7067, top1_acc: 0.5391, top5_acc: 0.7875, loss_cls: 1.8443, loss: 1.8443, grad_norm: 6.3677 2021-03-23 21:21:43,165 - mmaction - INFO - Epoch [23][180/1345] lr: 1.000e-03, eta: 6:56:48, time: 0.660, data_time: 0.002, memory: 7067, top1_acc: 0.5367, top5_acc: 0.7766, loss_cls: 1.9121, loss: 1.9121, grad_norm: 6.5846 2021-03-23 21:21:56,892 - mmaction - INFO - Epoch [23][200/1345] lr: 1.000e-03, eta: 6:56:35, time: 0.684, data_time: 0.010, memory: 7067, top1_acc: 0.5000, top5_acc: 0.7742, loss_cls: 2.0092, loss: 2.0092, grad_norm: 6.6247 2021-03-23 21:22:10,166 - mmaction - INFO - Epoch [23][220/1345] lr: 1.000e-03, eta: 6:56:21, time: 0.660, data_time: 0.005, memory: 7067, top1_acc: 0.4914, top5_acc: 0.7617, loss_cls: 2.0192, loss: 2.0192, grad_norm: 6.5569 2021-03-23 21:22:23,930 - mmaction - INFO - Epoch [23][240/1345] lr: 1.000e-03, eta: 6:56:09, time: 0.693, data_time: 0.008, memory: 7067, top1_acc: 0.5289, top5_acc: 0.7891, loss_cls: 1.8629, loss: 1.8629, grad_norm: 6.2843 2021-03-23 21:22:37,054 - mmaction - INFO - Epoch [23][260/1345] lr: 1.000e-03, eta: 6:55:55, time: 0.658, data_time: 0.002, memory: 7067, top1_acc: 0.5227, top5_acc: 0.7562, loss_cls: 1.9713, loss: 1.9713, grad_norm: 6.5111 2021-03-23 21:22:50,253 - mmaction - INFO - Epoch [23][280/1345] lr: 1.000e-03, eta: 6:55:41, time: 0.658, data_time: 0.011, memory: 7067, top1_acc: 0.5414, top5_acc: 0.7742, loss_cls: 1.9392, loss: 1.9392, grad_norm: 6.4131 2021-03-23 21:23:03,129 - mmaction - INFO - Epoch [23][300/1345] lr: 1.000e-03, eta: 6:55:27, time: 0.640, data_time: 0.003, memory: 7067, top1_acc: 0.5359, top5_acc: 0.7844, loss_cls: 1.8718, loss: 1.8718, grad_norm: 6.4334 2021-03-23 21:23:16,183 - mmaction - INFO - Epoch [23][320/1345] lr: 1.000e-03, eta: 6:55:14, time: 0.658, data_time: 0.011, memory: 7067, top1_acc: 0.5367, top5_acc: 0.7750, loss_cls: 1.8573, loss: 1.8573, grad_norm: 6.3473 2021-03-23 21:23:29,461 - mmaction - INFO - Epoch [23][340/1345] lr: 1.000e-03, eta: 6:55:00, time: 0.663, data_time: 0.006, memory: 7067, top1_acc: 0.5492, top5_acc: 0.8125, loss_cls: 1.7692, loss: 1.7692, grad_norm: 6.3380 2021-03-23 21:23:42,719 - mmaction - INFO - Epoch [23][360/1345] lr: 1.000e-03, eta: 6:54:47, time: 0.662, data_time: 0.002, memory: 7067, top1_acc: 0.5289, top5_acc: 0.7703, loss_cls: 1.9263, loss: 1.9263, grad_norm: 6.5152 2021-03-23 21:23:55,863 - mmaction - INFO - Epoch [23][380/1345] lr: 1.000e-03, eta: 6:54:33, time: 0.651, data_time: 0.003, memory: 7067, top1_acc: 0.5445, top5_acc: 0.7797, loss_cls: 1.8357, loss: 1.8357, grad_norm: 6.4445 2021-03-23 21:24:09,017 - mmaction - INFO - Epoch [23][400/1345] lr: 1.000e-03, eta: 6:54:20, time: 0.665, data_time: 0.010, memory: 7067, top1_acc: 0.5437, top5_acc: 0.7844, loss_cls: 1.8464, loss: 1.8464, grad_norm: 6.3905 2021-03-23 21:24:21,871 - mmaction - INFO - Epoch [23][420/1345] lr: 1.000e-03, eta: 6:54:06, time: 0.643, data_time: 0.005, memory: 7067, top1_acc: 0.5344, top5_acc: 0.7844, loss_cls: 1.8571, loss: 1.8571, grad_norm: 6.6153 2021-03-23 21:24:35,328 - mmaction - INFO - Epoch [23][440/1345] lr: 1.000e-03, eta: 6:53:53, time: 0.675, data_time: 0.002, memory: 7067, top1_acc: 0.5258, top5_acc: 0.7633, loss_cls: 1.9562, loss: 1.9562, grad_norm: 6.7134 2021-03-23 21:24:48,000 - mmaction - INFO - Epoch [23][460/1345] lr: 1.000e-03, eta: 6:53:38, time: 0.633, data_time: 0.000, memory: 7067, top1_acc: 0.5320, top5_acc: 0.7953, loss_cls: 1.8332, loss: 1.8332, grad_norm: 6.4256 2021-03-23 21:25:01,282 - mmaction - INFO - Epoch [23][480/1345] lr: 1.000e-03, eta: 6:53:25, time: 0.664, data_time: 0.001, memory: 7067, top1_acc: 0.5375, top5_acc: 0.7984, loss_cls: 1.8442, loss: 1.8442, grad_norm: 6.4886 2021-03-23 21:25:13,662 - mmaction - INFO - Epoch [23][500/1345] lr: 1.000e-03, eta: 6:53:10, time: 0.615, data_time: 0.001, memory: 7067, top1_acc: 0.5234, top5_acc: 0.7945, loss_cls: 1.9256, loss: 1.9256, grad_norm: 6.6341 2021-03-23 21:25:26,513 - mmaction - INFO - Epoch [23][520/1345] lr: 1.000e-03, eta: 6:52:56, time: 0.642, data_time: 0.005, memory: 7067, top1_acc: 0.5578, top5_acc: 0.7992, loss_cls: 1.8033, loss: 1.8033, grad_norm: 6.6218 2021-03-23 21:25:39,928 - mmaction - INFO - Epoch [23][540/1345] lr: 1.000e-03, eta: 6:52:43, time: 0.675, data_time: 0.006, memory: 7067, top1_acc: 0.5547, top5_acc: 0.7852, loss_cls: 1.8335, loss: 1.8335, grad_norm: 6.6917 2021-03-23 21:25:52,692 - mmaction - INFO - Epoch [23][560/1345] lr: 1.000e-03, eta: 6:52:29, time: 0.638, data_time: 0.009, memory: 7067, top1_acc: 0.5211, top5_acc: 0.7758, loss_cls: 1.8658, loss: 1.8658, grad_norm: 6.5836 2021-03-23 21:26:05,561 - mmaction - INFO - Epoch [23][580/1345] lr: 1.000e-03, eta: 6:52:15, time: 0.643, data_time: 0.004, memory: 7067, top1_acc: 0.5484, top5_acc: 0.7930, loss_cls: 1.8030, loss: 1.8030, grad_norm: 6.6381 2021-03-23 21:26:19,094 - mmaction - INFO - Epoch [23][600/1345] lr: 1.000e-03, eta: 6:52:02, time: 0.678, data_time: 0.002, memory: 7067, top1_acc: 0.5539, top5_acc: 0.7727, loss_cls: 1.8711, loss: 1.8711, grad_norm: 6.6053 2021-03-23 21:26:31,586 - mmaction - INFO - Epoch [23][620/1345] lr: 1.000e-03, eta: 6:51:48, time: 0.625, data_time: 0.001, memory: 7067, top1_acc: 0.5406, top5_acc: 0.7844, loss_cls: 1.8478, loss: 1.8478, grad_norm: 6.5270 2021-03-23 21:26:44,642 - mmaction - INFO - Epoch [23][640/1345] lr: 1.000e-03, eta: 6:51:34, time: 0.653, data_time: 0.001, memory: 7067, top1_acc: 0.5367, top5_acc: 0.7945, loss_cls: 1.8151, loss: 1.8151, grad_norm: 6.5039 2021-03-23 21:26:57,934 - mmaction - INFO - Epoch [23][660/1345] lr: 1.000e-03, eta: 6:51:21, time: 0.664, data_time: 0.001, memory: 7067, top1_acc: 0.5242, top5_acc: 0.7703, loss_cls: 1.9395, loss: 1.9395, grad_norm: 6.7202 2021-03-23 21:27:11,100 - mmaction - INFO - Epoch [23][680/1345] lr: 1.000e-03, eta: 6:51:07, time: 0.657, data_time: 0.001, memory: 7067, top1_acc: 0.5258, top5_acc: 0.7695, loss_cls: 1.9010, loss: 1.9010, grad_norm: 6.6340 2021-03-23 21:27:24,135 - mmaction - INFO - Epoch [23][700/1345] lr: 1.000e-03, eta: 6:50:53, time: 0.653, data_time: 0.004, memory: 7067, top1_acc: 0.5359, top5_acc: 0.7844, loss_cls: 1.8650, loss: 1.8650, grad_norm: 6.5450 2021-03-23 21:27:37,305 - mmaction - INFO - Epoch [23][720/1345] lr: 1.000e-03, eta: 6:50:40, time: 0.659, data_time: 0.002, memory: 7067, top1_acc: 0.5312, top5_acc: 0.7883, loss_cls: 1.8732, loss: 1.8732, grad_norm: 6.5914 2021-03-23 21:27:50,658 - mmaction - INFO - Epoch [23][740/1345] lr: 1.000e-03, eta: 6:50:26, time: 0.664, data_time: 0.007, memory: 7067, top1_acc: 0.5234, top5_acc: 0.7781, loss_cls: 1.9087, loss: 1.9087, grad_norm: 6.6387 2021-03-23 21:28:03,825 - mmaction - INFO - Epoch [23][760/1345] lr: 1.000e-03, eta: 6:50:13, time: 0.654, data_time: 0.013, memory: 7067, top1_acc: 0.5375, top5_acc: 0.8008, loss_cls: 1.8325, loss: 1.8325, grad_norm: 6.7970 2021-03-23 21:28:16,783 - mmaction - INFO - Epoch [23][780/1345] lr: 1.000e-03, eta: 6:49:59, time: 0.655, data_time: 0.008, memory: 7067, top1_acc: 0.5500, top5_acc: 0.7977, loss_cls: 1.8266, loss: 1.8266, grad_norm: 6.6811 2021-03-23 21:28:30,115 - mmaction - INFO - Epoch [23][800/1345] lr: 1.000e-03, eta: 6:49:46, time: 0.662, data_time: 0.001, memory: 7067, top1_acc: 0.5703, top5_acc: 0.8039, loss_cls: 1.7533, loss: 1.7533, grad_norm: 6.4538 2021-03-23 21:28:43,285 - mmaction - INFO - Epoch [23][820/1345] lr: 1.000e-03, eta: 6:49:32, time: 0.663, data_time: 0.005, memory: 7067, top1_acc: 0.5289, top5_acc: 0.7836, loss_cls: 1.8860, loss: 1.8860, grad_norm: 6.7434 2021-03-23 21:28:56,399 - mmaction - INFO - Epoch [23][840/1345] lr: 1.000e-03, eta: 6:49:19, time: 0.654, data_time: 0.000, memory: 7067, top1_acc: 0.5461, top5_acc: 0.7836, loss_cls: 1.8180, loss: 1.8180, grad_norm: 6.5642 2021-03-23 21:29:08,940 - mmaction - INFO - Epoch [23][860/1345] lr: 1.000e-03, eta: 6:49:04, time: 0.629, data_time: 0.002, memory: 7067, top1_acc: 0.5117, top5_acc: 0.7789, loss_cls: 1.9418, loss: 1.9418, grad_norm: 6.8356 2021-03-23 21:29:22,082 - mmaction - INFO - Epoch [23][880/1345] lr: 1.000e-03, eta: 6:48:51, time: 0.655, data_time: 0.000, memory: 7067, top1_acc: 0.5414, top5_acc: 0.7992, loss_cls: 1.8203, loss: 1.8203, grad_norm: 6.6367 2021-03-23 21:29:35,396 - mmaction - INFO - Epoch [23][900/1345] lr: 1.000e-03, eta: 6:48:37, time: 0.666, data_time: 0.003, memory: 7067, top1_acc: 0.5359, top5_acc: 0.7734, loss_cls: 1.8721, loss: 1.8721, grad_norm: 6.7091 2021-03-23 21:29:48,175 - mmaction - INFO - Epoch [23][920/1345] lr: 1.000e-03, eta: 6:48:23, time: 0.639, data_time: 0.002, memory: 7067, top1_acc: 0.5414, top5_acc: 0.7805, loss_cls: 1.8471, loss: 1.8471, grad_norm: 6.3860 2021-03-23 21:30:01,351 - mmaction - INFO - Epoch [23][940/1345] lr: 1.000e-03, eta: 6:48:10, time: 0.658, data_time: 0.002, memory: 7067, top1_acc: 0.5484, top5_acc: 0.7820, loss_cls: 1.8239, loss: 1.8239, grad_norm: 6.4894 2021-03-23 21:30:14,314 - mmaction - INFO - Epoch [23][960/1345] lr: 1.000e-03, eta: 6:47:56, time: 0.648, data_time: 0.003, memory: 7067, top1_acc: 0.5320, top5_acc: 0.7859, loss_cls: 1.8983, loss: 1.8983, grad_norm: 6.6191 2021-03-23 21:30:27,822 - mmaction - INFO - Epoch [23][980/1345] lr: 1.000e-03, eta: 6:47:43, time: 0.671, data_time: 0.010, memory: 7067, top1_acc: 0.5609, top5_acc: 0.8039, loss_cls: 1.7682, loss: 1.7682, grad_norm: 6.5053 2021-03-23 21:30:41,102 - mmaction - INFO - Epoch [23][1000/1345] lr: 1.000e-03, eta: 6:47:30, time: 0.671, data_time: 0.007, memory: 7067, top1_acc: 0.5461, top5_acc: 0.7891, loss_cls: 1.8499, loss: 1.8499, grad_norm: 6.6014 2021-03-23 21:30:54,073 - mmaction - INFO - Epoch [23][1020/1345] lr: 1.000e-03, eta: 6:47:16, time: 0.645, data_time: 0.000, memory: 7067, top1_acc: 0.5242, top5_acc: 0.8078, loss_cls: 1.8497, loss: 1.8497, grad_norm: 6.7607 2021-03-23 21:31:06,457 - mmaction - INFO - Epoch [23][1040/1345] lr: 1.000e-03, eta: 6:47:01, time: 0.619, data_time: 0.012, memory: 7067, top1_acc: 0.5352, top5_acc: 0.7953, loss_cls: 1.8407, loss: 1.8407, grad_norm: 6.6266 2021-03-23 21:31:19,833 - mmaction - INFO - Epoch [23][1060/1345] lr: 1.000e-03, eta: 6:46:48, time: 0.672, data_time: 0.004, memory: 7067, top1_acc: 0.5375, top5_acc: 0.8102, loss_cls: 1.7915, loss: 1.7915, grad_norm: 6.7329 2021-03-23 21:31:32,728 - mmaction - INFO - Epoch [23][1080/1345] lr: 1.000e-03, eta: 6:46:34, time: 0.644, data_time: 0.001, memory: 7067, top1_acc: 0.5500, top5_acc: 0.7969, loss_cls: 1.8306, loss: 1.8306, grad_norm: 6.6593 2021-03-23 21:31:45,967 - mmaction - INFO - Epoch [23][1100/1345] lr: 1.000e-03, eta: 6:46:21, time: 0.660, data_time: 0.005, memory: 7067, top1_acc: 0.5359, top5_acc: 0.7797, loss_cls: 1.8951, loss: 1.8951, grad_norm: 6.8557 2021-03-23 21:31:59,374 - mmaction - INFO - Epoch [23][1120/1345] lr: 1.000e-03, eta: 6:46:07, time: 0.673, data_time: 0.003, memory: 7067, top1_acc: 0.5117, top5_acc: 0.7711, loss_cls: 1.9431, loss: 1.9431, grad_norm: 7.1175 2021-03-23 21:32:12,494 - mmaction - INFO - Epoch [23][1140/1345] lr: 1.000e-03, eta: 6:45:54, time: 0.650, data_time: 0.008, memory: 7067, top1_acc: 0.5211, top5_acc: 0.7883, loss_cls: 1.8834, loss: 1.8834, grad_norm: 6.7762 2021-03-23 21:32:25,278 - mmaction - INFO - Epoch [23][1160/1345] lr: 1.000e-03, eta: 6:45:40, time: 0.644, data_time: 0.007, memory: 7067, top1_acc: 0.5398, top5_acc: 0.7914, loss_cls: 1.8327, loss: 1.8327, grad_norm: 6.6739 2021-03-23 21:32:38,329 - mmaction - INFO - Epoch [23][1180/1345] lr: 1.000e-03, eta: 6:45:26, time: 0.642, data_time: 0.005, memory: 7067, top1_acc: 0.5602, top5_acc: 0.8008, loss_cls: 1.8068, loss: 1.8068, grad_norm: 6.4577 2021-03-23 21:32:51,646 - mmaction - INFO - Epoch [23][1200/1345] lr: 1.000e-03, eta: 6:45:13, time: 0.678, data_time: 0.012, memory: 7067, top1_acc: 0.5453, top5_acc: 0.8016, loss_cls: 1.7967, loss: 1.7967, grad_norm: 6.5662 2021-03-23 21:33:04,281 - mmaction - INFO - Epoch [23][1220/1345] lr: 1.000e-03, eta: 6:44:59, time: 0.631, data_time: 0.000, memory: 7067, top1_acc: 0.5391, top5_acc: 0.8008, loss_cls: 1.7672, loss: 1.7672, grad_norm: 6.6373 2021-03-23 21:33:17,703 - mmaction - INFO - Epoch [23][1240/1345] lr: 1.000e-03, eta: 6:44:45, time: 0.670, data_time: 0.003, memory: 7067, top1_acc: 0.5172, top5_acc: 0.7852, loss_cls: 1.8766, loss: 1.8766, grad_norm: 6.7918 2021-03-23 21:33:30,595 - mmaction - INFO - Epoch [23][1260/1345] lr: 1.000e-03, eta: 6:44:31, time: 0.645, data_time: 0.002, memory: 7067, top1_acc: 0.5477, top5_acc: 0.8078, loss_cls: 1.8153, loss: 1.8153, grad_norm: 6.6333 2021-03-23 21:33:43,543 - mmaction - INFO - Epoch [23][1280/1345] lr: 1.000e-03, eta: 6:44:18, time: 0.646, data_time: 0.002, memory: 7067, top1_acc: 0.5227, top5_acc: 0.7773, loss_cls: 1.9062, loss: 1.9062, grad_norm: 6.7918 2021-03-23 21:33:56,554 - mmaction - INFO - Epoch [23][1300/1345] lr: 1.000e-03, eta: 6:44:04, time: 0.642, data_time: 0.004, memory: 7067, top1_acc: 0.5242, top5_acc: 0.7828, loss_cls: 1.8898, loss: 1.8898, grad_norm: 6.8502 2021-03-23 21:34:09,241 - mmaction - INFO - Epoch [23][1320/1345] lr: 1.000e-03, eta: 6:43:50, time: 0.644, data_time: 0.017, memory: 7067, top1_acc: 0.5578, top5_acc: 0.7984, loss_cls: 1.7982, loss: 1.7982, grad_norm: 6.7227 2021-03-23 21:34:20,762 - mmaction - INFO - Epoch [23][1340/1345] lr: 1.000e-03, eta: 6:43:34, time: 0.578, data_time: 0.004, memory: 7067, top1_acc: 0.5445, top5_acc: 0.7992, loss_cls: 1.7960, loss: 1.7960, grad_norm: 6.6585 2021-03-23 21:34:23,289 - mmaction - INFO - Saving checkpoint at 23 epochs 2021-03-23 21:34:53,518 - mmaction - INFO - Epoch [24][20/1345] lr: 1.000e-03, eta: 6:43:33, time: 1.491, data_time: 0.800, memory: 7067, top1_acc: 0.5375, top5_acc: 0.7781, loss_cls: 1.8385, loss: 1.8385, grad_norm: 6.5120 2021-03-23 21:35:06,451 - mmaction - INFO - Epoch [24][40/1345] lr: 1.000e-03, eta: 6:43:19, time: 0.645, data_time: 0.001, memory: 7067, top1_acc: 0.5500, top5_acc: 0.8047, loss_cls: 1.7520, loss: 1.7520, grad_norm: 6.7364 2021-03-23 21:35:19,889 - mmaction - INFO - Epoch [24][60/1345] lr: 1.000e-03, eta: 6:43:06, time: 0.674, data_time: 0.002, memory: 7067, top1_acc: 0.5180, top5_acc: 0.8055, loss_cls: 1.8573, loss: 1.8573, grad_norm: 6.8590 2021-03-23 21:35:32,899 - mmaction - INFO - Epoch [24][80/1345] lr: 1.000e-03, eta: 6:42:52, time: 0.649, data_time: 0.001, memory: 7067, top1_acc: 0.5570, top5_acc: 0.7914, loss_cls: 1.8308, loss: 1.8308, grad_norm: 6.7214 2021-03-23 21:35:46,573 - mmaction - INFO - Epoch [24][100/1345] lr: 1.000e-03, eta: 6:42:39, time: 0.681, data_time: 0.002, memory: 7067, top1_acc: 0.5359, top5_acc: 0.7914, loss_cls: 1.8785, loss: 1.8785, grad_norm: 6.7609 2021-03-23 21:35:59,727 - mmaction - INFO - Epoch [24][120/1345] lr: 1.000e-03, eta: 6:42:26, time: 0.656, data_time: 0.005, memory: 7067, top1_acc: 0.5437, top5_acc: 0.7836, loss_cls: 1.8388, loss: 1.8388, grad_norm: 6.6208 2021-03-23 21:36:13,063 - mmaction - INFO - Epoch [24][140/1345] lr: 1.000e-03, eta: 6:42:13, time: 0.671, data_time: 0.006, memory: 7067, top1_acc: 0.5461, top5_acc: 0.7820, loss_cls: 1.8217, loss: 1.8217, grad_norm: 6.8276 2021-03-23 21:36:25,799 - mmaction - INFO - Epoch [24][160/1345] lr: 1.000e-03, eta: 6:41:58, time: 0.637, data_time: 0.018, memory: 7067, top1_acc: 0.5516, top5_acc: 0.7781, loss_cls: 1.8601, loss: 1.8601, grad_norm: 6.7610 2021-03-23 21:36:39,145 - mmaction - INFO - Epoch [24][180/1345] lr: 1.000e-03, eta: 6:41:45, time: 0.667, data_time: 0.001, memory: 7067, top1_acc: 0.5008, top5_acc: 0.7773, loss_cls: 1.9580, loss: 1.9580, grad_norm: 7.0533 2021-03-23 21:36:51,913 - mmaction - INFO - Epoch [24][200/1345] lr: 1.000e-03, eta: 6:41:31, time: 0.638, data_time: 0.002, memory: 7067, top1_acc: 0.5383, top5_acc: 0.7945, loss_cls: 1.8179, loss: 1.8179, grad_norm: 6.7047 2021-03-23 21:37:05,196 - mmaction - INFO - Epoch [24][220/1345] lr: 1.000e-03, eta: 6:41:18, time: 0.665, data_time: 0.002, memory: 7067, top1_acc: 0.5352, top5_acc: 0.7633, loss_cls: 1.9321, loss: 1.9321, grad_norm: 6.7073 2021-03-23 21:37:18,309 - mmaction - INFO - Epoch [24][240/1345] lr: 1.000e-03, eta: 6:41:04, time: 0.656, data_time: 0.001, memory: 7067, top1_acc: 0.5258, top5_acc: 0.8141, loss_cls: 1.8217, loss: 1.8217, grad_norm: 6.6813 2021-03-23 21:37:31,728 - mmaction - INFO - Epoch [24][260/1345] lr: 1.000e-03, eta: 6:40:51, time: 0.668, data_time: 0.001, memory: 7067, top1_acc: 0.5125, top5_acc: 0.7766, loss_cls: 1.9569, loss: 1.9569, grad_norm: 6.7790 2021-03-23 21:37:45,051 - mmaction - INFO - Epoch [24][280/1345] lr: 1.000e-03, eta: 6:40:37, time: 0.669, data_time: 0.005, memory: 7067, top1_acc: 0.5641, top5_acc: 0.8047, loss_cls: 1.8139, loss: 1.8139, grad_norm: 6.6221 2021-03-23 21:37:58,374 - mmaction - INFO - Epoch [24][300/1345] lr: 1.000e-03, eta: 6:40:24, time: 0.664, data_time: 0.001, memory: 7067, top1_acc: 0.5359, top5_acc: 0.7953, loss_cls: 1.8390, loss: 1.8390, grad_norm: 6.9111 2021-03-23 21:38:11,777 - mmaction - INFO - Epoch [24][320/1345] lr: 1.000e-03, eta: 6:40:11, time: 0.672, data_time: 0.003, memory: 7067, top1_acc: 0.5344, top5_acc: 0.7867, loss_cls: 1.8486, loss: 1.8486, grad_norm: 6.7296 2021-03-23 21:38:24,948 - mmaction - INFO - Epoch [24][340/1345] lr: 1.000e-03, eta: 6:39:57, time: 0.654, data_time: 0.002, memory: 7067, top1_acc: 0.5609, top5_acc: 0.8086, loss_cls: 1.7878, loss: 1.7878, grad_norm: 6.7477 2021-03-23 21:38:37,948 - mmaction - INFO - Epoch [24][360/1345] lr: 1.000e-03, eta: 6:39:44, time: 0.655, data_time: 0.006, memory: 7067, top1_acc: 0.5477, top5_acc: 0.7984, loss_cls: 1.7872, loss: 1.7872, grad_norm: 6.5780 2021-03-23 21:38:51,035 - mmaction - INFO - Epoch [24][380/1345] lr: 1.000e-03, eta: 6:39:30, time: 0.654, data_time: 0.001, memory: 7067, top1_acc: 0.5484, top5_acc: 0.7922, loss_cls: 1.8086, loss: 1.8086, grad_norm: 6.5795 2021-03-23 21:39:04,083 - mmaction - INFO - Epoch [24][400/1345] lr: 1.000e-03, eta: 6:39:16, time: 0.650, data_time: 0.002, memory: 7067, top1_acc: 0.5344, top5_acc: 0.8031, loss_cls: 1.8176, loss: 1.8176, grad_norm: 6.7521 2021-03-23 21:39:17,259 - mmaction - INFO - Epoch [24][420/1345] lr: 1.000e-03, eta: 6:39:03, time: 0.662, data_time: 0.005, memory: 7067, top1_acc: 0.5437, top5_acc: 0.7977, loss_cls: 1.8260, loss: 1.8260, grad_norm: 6.9272 2021-03-23 21:39:30,263 - mmaction - INFO - Epoch [24][440/1345] lr: 1.000e-03, eta: 6:38:49, time: 0.638, data_time: 0.001, memory: 7067, top1_acc: 0.5344, top5_acc: 0.7906, loss_cls: 1.8418, loss: 1.8418, grad_norm: 6.8913 2021-03-23 21:39:43,484 - mmaction - INFO - Epoch [24][460/1345] lr: 1.000e-03, eta: 6:38:36, time: 0.674, data_time: 0.014, memory: 7067, top1_acc: 0.5617, top5_acc: 0.8227, loss_cls: 1.7242, loss: 1.7242, grad_norm: 6.5954 2021-03-23 21:39:56,395 - mmaction - INFO - Epoch [24][480/1345] lr: 1.000e-03, eta: 6:38:21, time: 0.630, data_time: 0.001, memory: 7067, top1_acc: 0.5352, top5_acc: 0.7891, loss_cls: 1.8491, loss: 1.8491, grad_norm: 6.6478 2021-03-23 21:40:09,410 - mmaction - INFO - Epoch [24][500/1345] lr: 1.000e-03, eta: 6:38:08, time: 0.666, data_time: 0.022, memory: 7067, top1_acc: 0.5188, top5_acc: 0.7773, loss_cls: 1.8772, loss: 1.8772, grad_norm: 6.9629 2021-03-23 21:40:22,680 - mmaction - INFO - Epoch [24][520/1345] lr: 1.000e-03, eta: 6:37:55, time: 0.662, data_time: 0.003, memory: 7067, top1_acc: 0.5266, top5_acc: 0.7844, loss_cls: 1.8794, loss: 1.8794, grad_norm: 6.6723 2021-03-23 21:40:36,081 - mmaction - INFO - Epoch [24][540/1345] lr: 1.000e-03, eta: 6:37:41, time: 0.672, data_time: 0.002, memory: 7067, top1_acc: 0.5094, top5_acc: 0.7789, loss_cls: 1.9466, loss: 1.9466, grad_norm: 6.9810 2021-03-23 21:40:49,347 - mmaction - INFO - Epoch [24][560/1345] lr: 1.000e-03, eta: 6:37:28, time: 0.661, data_time: 0.000, memory: 7067, top1_acc: 0.5641, top5_acc: 0.7953, loss_cls: 1.7717, loss: 1.7717, grad_norm: 6.5768 2021-03-23 21:41:02,426 - mmaction - INFO - Epoch [24][580/1345] lr: 1.000e-03, eta: 6:37:14, time: 0.656, data_time: 0.003, memory: 7067, top1_acc: 0.5297, top5_acc: 0.8094, loss_cls: 1.8146, loss: 1.8146, grad_norm: 6.9881 2021-03-23 21:41:15,635 - mmaction - INFO - Epoch [24][600/1345] lr: 1.000e-03, eta: 6:37:01, time: 0.660, data_time: 0.001, memory: 7067, top1_acc: 0.5500, top5_acc: 0.7937, loss_cls: 1.8053, loss: 1.8053, grad_norm: 6.6966 2021-03-23 21:41:28,615 - mmaction - INFO - Epoch [24][620/1345] lr: 1.000e-03, eta: 6:36:47, time: 0.648, data_time: 0.001, memory: 7067, top1_acc: 0.5398, top5_acc: 0.7672, loss_cls: 1.8818, loss: 1.8818, grad_norm: 6.8226 2021-03-23 21:41:41,984 - mmaction - INFO - Epoch [24][640/1345] lr: 1.000e-03, eta: 6:36:34, time: 0.668, data_time: 0.002, memory: 7067, top1_acc: 0.5430, top5_acc: 0.8055, loss_cls: 1.8314, loss: 1.8314, grad_norm: 6.6861 2021-03-23 21:41:54,934 - mmaction - INFO - Epoch [24][660/1345] lr: 1.000e-03, eta: 6:36:20, time: 0.648, data_time: 0.003, memory: 7067, top1_acc: 0.5492, top5_acc: 0.7977, loss_cls: 1.8021, loss: 1.8021, grad_norm: 6.7566 2021-03-23 21:42:08,099 - mmaction - INFO - Epoch [24][680/1345] lr: 1.000e-03, eta: 6:36:06, time: 0.659, data_time: 0.002, memory: 7067, top1_acc: 0.5500, top5_acc: 0.7789, loss_cls: 1.8590, loss: 1.8590, grad_norm: 6.6777 2021-03-23 21:42:20,965 - mmaction - INFO - Epoch [24][700/1345] lr: 1.000e-03, eta: 6:35:53, time: 0.644, data_time: 0.002, memory: 7067, top1_acc: 0.5602, top5_acc: 0.8117, loss_cls: 1.7463, loss: 1.7463, grad_norm: 6.6434 2021-03-23 21:42:33,705 - mmaction - INFO - Epoch [24][720/1345] lr: 1.000e-03, eta: 6:35:39, time: 0.637, data_time: 0.003, memory: 7067, top1_acc: 0.5570, top5_acc: 0.7977, loss_cls: 1.8193, loss: 1.8193, grad_norm: 6.9544 2021-03-23 21:42:47,114 - mmaction - INFO - Epoch [24][740/1345] lr: 1.000e-03, eta: 6:35:25, time: 0.667, data_time: 0.001, memory: 7067, top1_acc: 0.5734, top5_acc: 0.8039, loss_cls: 1.7426, loss: 1.7426, grad_norm: 6.6373 2021-03-23 21:42:59,875 - mmaction - INFO - Epoch [24][760/1345] lr: 1.000e-03, eta: 6:35:11, time: 0.641, data_time: 0.004, memory: 7067, top1_acc: 0.5523, top5_acc: 0.8078, loss_cls: 1.7315, loss: 1.7315, grad_norm: 6.6728 2021-03-23 21:43:12,688 - mmaction - INFO - Epoch [24][780/1345] lr: 1.000e-03, eta: 6:34:57, time: 0.639, data_time: 0.001, memory: 7067, top1_acc: 0.5750, top5_acc: 0.8156, loss_cls: 1.6879, loss: 1.6879, grad_norm: 6.6244 2021-03-23 21:43:25,681 - mmaction - INFO - Epoch [24][800/1345] lr: 1.000e-03, eta: 6:34:43, time: 0.642, data_time: 0.004, memory: 7067, top1_acc: 0.5508, top5_acc: 0.8016, loss_cls: 1.7909, loss: 1.7909, grad_norm: 6.7721 2021-03-23 21:43:38,849 - mmaction - INFO - Epoch [24][820/1345] lr: 1.000e-03, eta: 6:34:30, time: 0.667, data_time: 0.011, memory: 7067, top1_acc: 0.5297, top5_acc: 0.7891, loss_cls: 1.9237, loss: 1.9237, grad_norm: 7.0214 2021-03-23 21:43:51,437 - mmaction - INFO - Epoch [24][840/1345] lr: 1.000e-03, eta: 6:34:16, time: 0.630, data_time: 0.004, memory: 7067, top1_acc: 0.5477, top5_acc: 0.8047, loss_cls: 1.7982, loss: 1.7982, grad_norm: 6.8302 2021-03-23 21:44:04,244 - mmaction - INFO - Epoch [24][860/1345] lr: 1.000e-03, eta: 6:34:02, time: 0.641, data_time: 0.002, memory: 7067, top1_acc: 0.5375, top5_acc: 0.7945, loss_cls: 1.8489, loss: 1.8489, grad_norm: 6.8722 2021-03-23 21:44:17,230 - mmaction - INFO - Epoch [24][880/1345] lr: 1.000e-03, eta: 6:33:48, time: 0.643, data_time: 0.000, memory: 7067, top1_acc: 0.5359, top5_acc: 0.7945, loss_cls: 1.8290, loss: 1.8290, grad_norm: 6.8406 2021-03-23 21:44:30,277 - mmaction - INFO - Epoch [24][900/1345] lr: 1.000e-03, eta: 6:33:35, time: 0.658, data_time: 0.007, memory: 7067, top1_acc: 0.5547, top5_acc: 0.7961, loss_cls: 1.8032, loss: 1.8032, grad_norm: 6.8812 2021-03-23 21:44:43,689 - mmaction - INFO - Epoch [24][920/1345] lr: 1.000e-03, eta: 6:33:21, time: 0.670, data_time: 0.009, memory: 7067, top1_acc: 0.5625, top5_acc: 0.7984, loss_cls: 1.8054, loss: 1.8054, grad_norm: 6.8881 2021-03-23 21:44:56,618 - mmaction - INFO - Epoch [24][940/1345] lr: 1.000e-03, eta: 6:33:08, time: 0.647, data_time: 0.003, memory: 7067, top1_acc: 0.5359, top5_acc: 0.7992, loss_cls: 1.8341, loss: 1.8341, grad_norm: 6.8835 2021-03-23 21:45:09,266 - mmaction - INFO - Epoch [24][960/1345] lr: 1.000e-03, eta: 6:32:53, time: 0.633, data_time: 0.001, memory: 7067, top1_acc: 0.5461, top5_acc: 0.7961, loss_cls: 1.8357, loss: 1.8357, grad_norm: 6.8247 2021-03-23 21:45:22,307 - mmaction - INFO - Epoch [24][980/1345] lr: 1.000e-03, eta: 6:32:40, time: 0.651, data_time: 0.000, memory: 7067, top1_acc: 0.5539, top5_acc: 0.7906, loss_cls: 1.7809, loss: 1.7809, grad_norm: 6.6200 2021-03-23 21:45:35,760 - mmaction - INFO - Epoch [24][1000/1345] lr: 1.000e-03, eta: 6:32:27, time: 0.673, data_time: 0.002, memory: 7067, top1_acc: 0.5477, top5_acc: 0.7797, loss_cls: 1.9098, loss: 1.9098, grad_norm: 6.7366 2021-03-23 21:45:48,613 - mmaction - INFO - Epoch [24][1020/1345] lr: 1.000e-03, eta: 6:32:13, time: 0.641, data_time: 0.007, memory: 7067, top1_acc: 0.5594, top5_acc: 0.8094, loss_cls: 1.7890, loss: 1.7890, grad_norm: 6.6677 2021-03-23 21:46:01,713 - mmaction - INFO - Epoch [24][1040/1345] lr: 1.000e-03, eta: 6:31:59, time: 0.657, data_time: 0.003, memory: 7067, top1_acc: 0.5508, top5_acc: 0.7914, loss_cls: 1.8226, loss: 1.8226, grad_norm: 6.5871 2021-03-23 21:46:14,921 - mmaction - INFO - Epoch [24][1060/1345] lr: 1.000e-03, eta: 6:31:46, time: 0.660, data_time: 0.002, memory: 7067, top1_acc: 0.5172, top5_acc: 0.7852, loss_cls: 1.8908, loss: 1.8908, grad_norm: 6.9976 2021-03-23 21:46:27,700 - mmaction - INFO - Epoch [24][1080/1345] lr: 1.000e-03, eta: 6:31:32, time: 0.639, data_time: 0.002, memory: 7067, top1_acc: 0.5539, top5_acc: 0.8063, loss_cls: 1.7724, loss: 1.7724, grad_norm: 6.8282 2021-03-23 21:46:40,284 - mmaction - INFO - Epoch [24][1100/1345] lr: 1.000e-03, eta: 6:31:18, time: 0.629, data_time: 0.003, memory: 7067, top1_acc: 0.5602, top5_acc: 0.7898, loss_cls: 1.8396, loss: 1.8396, grad_norm: 6.7683 2021-03-23 21:46:53,849 - mmaction - INFO - Epoch [24][1120/1345] lr: 1.000e-03, eta: 6:31:04, time: 0.677, data_time: 0.003, memory: 7067, top1_acc: 0.5437, top5_acc: 0.8063, loss_cls: 1.7646, loss: 1.7646, grad_norm: 6.7867 2021-03-23 21:47:06,806 - mmaction - INFO - Epoch [24][1140/1345] lr: 1.000e-03, eta: 6:30:51, time: 0.651, data_time: 0.005, memory: 7067, top1_acc: 0.5336, top5_acc: 0.7836, loss_cls: 1.8610, loss: 1.8610, grad_norm: 7.0533 2021-03-23 21:47:19,584 - mmaction - INFO - Epoch [24][1160/1345] lr: 1.000e-03, eta: 6:30:37, time: 0.638, data_time: 0.001, memory: 7067, top1_acc: 0.5188, top5_acc: 0.7859, loss_cls: 1.9136, loss: 1.9136, grad_norm: 7.1017 2021-03-23 21:47:32,051 - mmaction - INFO - Epoch [24][1180/1345] lr: 1.000e-03, eta: 6:30:22, time: 0.622, data_time: 0.001, memory: 7067, top1_acc: 0.5367, top5_acc: 0.7945, loss_cls: 1.8325, loss: 1.8325, grad_norm: 6.8759 2021-03-23 21:47:45,417 - mmaction - INFO - Epoch [24][1200/1345] lr: 1.000e-03, eta: 6:30:09, time: 0.669, data_time: 0.003, memory: 7067, top1_acc: 0.5328, top5_acc: 0.7867, loss_cls: 1.8602, loss: 1.8602, grad_norm: 6.8609 2021-03-23 21:47:58,809 - mmaction - INFO - Epoch [24][1220/1345] lr: 1.000e-03, eta: 6:29:56, time: 0.670, data_time: 0.004, memory: 7067, top1_acc: 0.5430, top5_acc: 0.7898, loss_cls: 1.8812, loss: 1.8812, grad_norm: 6.9328 2021-03-23 21:48:11,627 - mmaction - INFO - Epoch [24][1240/1345] lr: 1.000e-03, eta: 6:29:42, time: 0.640, data_time: 0.004, memory: 7067, top1_acc: 0.5344, top5_acc: 0.7828, loss_cls: 1.8889, loss: 1.8889, grad_norm: 6.6638 2021-03-23 21:48:24,665 - mmaction - INFO - Epoch [24][1260/1345] lr: 1.000e-03, eta: 6:29:28, time: 0.653, data_time: 0.008, memory: 7067, top1_acc: 0.5687, top5_acc: 0.8031, loss_cls: 1.7433, loss: 1.7433, grad_norm: 6.5824 2021-03-23 21:48:37,926 - mmaction - INFO - Epoch [24][1280/1345] lr: 1.000e-03, eta: 6:29:15, time: 0.664, data_time: 0.003, memory: 7067, top1_acc: 0.5281, top5_acc: 0.7883, loss_cls: 1.8592, loss: 1.8592, grad_norm: 6.9601 2021-03-23 21:48:51,099 - mmaction - INFO - Epoch [24][1300/1345] lr: 1.000e-03, eta: 6:29:01, time: 0.658, data_time: 0.001, memory: 7067, top1_acc: 0.5750, top5_acc: 0.8281, loss_cls: 1.6919, loss: 1.6919, grad_norm: 6.9710 2021-03-23 21:49:04,223 - mmaction - INFO - Epoch [24][1320/1345] lr: 1.000e-03, eta: 6:28:48, time: 0.657, data_time: 0.002, memory: 7067, top1_acc: 0.5523, top5_acc: 0.8023, loss_cls: 1.8285, loss: 1.8285, grad_norm: 7.1745 2021-03-23 21:49:16,515 - mmaction - INFO - Epoch [24][1340/1345] lr: 1.000e-03, eta: 6:28:33, time: 0.615, data_time: 0.001, memory: 7067, top1_acc: 0.5531, top5_acc: 0.8047, loss_cls: 1.7805, loss: 1.7805, grad_norm: 6.7927 2021-03-23 21:49:19,091 - mmaction - INFO - Saving checkpoint at 24 epochs 2021-03-23 21:50:44,415 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-23 21:50:44,611 - mmaction - INFO - top1_acc 0.4403 top5_acc 0.7333 2021-03-23 21:50:44,612 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-23 21:50:44,623 - mmaction - INFO - mean_acc 0.3977 2021-03-23 21:50:45,038 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_24.pth. 2021-03-23 21:50:45,039 - mmaction - INFO - Best top1_acc is 0.4403 at 24 epoch. 2021-03-23 21:50:45,053 - mmaction - INFO - Epoch(val) [24][1345] top1_acc: 0.4403, top5_acc: 0.7333, mean_class_accuracy: 0.3977 2021-03-23 21:51:15,169 - mmaction - INFO - Epoch [25][20/1345] lr: 1.000e-03, eta: 6:28:31, time: 1.502, data_time: 0.760, memory: 7067, top1_acc: 0.5258, top5_acc: 0.7969, loss_cls: 1.8311, loss: 1.8311, grad_norm: 6.8414 2021-03-23 21:51:28,091 - mmaction - INFO - Epoch [25][40/1345] lr: 1.000e-03, eta: 6:28:17, time: 0.644, data_time: 0.005, memory: 7067, top1_acc: 0.5398, top5_acc: 0.7766, loss_cls: 1.8885, loss: 1.8885, grad_norm: 7.0696 2021-03-23 21:51:41,328 - mmaction - INFO - Epoch [25][60/1345] lr: 1.000e-03, eta: 6:28:04, time: 0.666, data_time: 0.007, memory: 7067, top1_acc: 0.5414, top5_acc: 0.8102, loss_cls: 1.8117, loss: 1.8117, grad_norm: 7.0749 2021-03-23 21:51:54,444 - mmaction - INFO - Epoch [25][80/1345] lr: 1.000e-03, eta: 6:27:50, time: 0.656, data_time: 0.002, memory: 7067, top1_acc: 0.5539, top5_acc: 0.8055, loss_cls: 1.7759, loss: 1.7759, grad_norm: 6.8937 2021-03-23 21:52:08,228 - mmaction - INFO - Epoch [25][100/1345] lr: 1.000e-03, eta: 6:27:38, time: 0.691, data_time: 0.008, memory: 7067, top1_acc: 0.5414, top5_acc: 0.8008, loss_cls: 1.8221, loss: 1.8221, grad_norm: 6.8110 2021-03-23 21:52:21,197 - mmaction - INFO - Epoch [25][120/1345] lr: 1.000e-03, eta: 6:27:24, time: 0.647, data_time: 0.000, memory: 7067, top1_acc: 0.5586, top5_acc: 0.8187, loss_cls: 1.7094, loss: 1.7094, grad_norm: 6.8398 2021-03-23 21:52:34,253 - mmaction - INFO - Epoch [25][140/1345] lr: 1.000e-03, eta: 6:27:10, time: 0.653, data_time: 0.002, memory: 7067, top1_acc: 0.5695, top5_acc: 0.8211, loss_cls: 1.7058, loss: 1.7058, grad_norm: 6.8061 2021-03-23 21:52:47,616 - mmaction - INFO - Epoch [25][160/1345] lr: 1.000e-03, eta: 6:26:57, time: 0.668, data_time: 0.002, memory: 7067, top1_acc: 0.5398, top5_acc: 0.8039, loss_cls: 1.8052, loss: 1.8052, grad_norm: 7.0576 2021-03-23 21:53:00,579 - mmaction - INFO - Epoch [25][180/1345] lr: 1.000e-03, eta: 6:26:43, time: 0.647, data_time: 0.002, memory: 7067, top1_acc: 0.5484, top5_acc: 0.7977, loss_cls: 1.8544, loss: 1.8544, grad_norm: 7.0842 2021-03-23 21:53:13,537 - mmaction - INFO - Epoch [25][200/1345] lr: 1.000e-03, eta: 6:26:29, time: 0.650, data_time: 0.004, memory: 7067, top1_acc: 0.5344, top5_acc: 0.8094, loss_cls: 1.7954, loss: 1.7954, grad_norm: 7.0814 2021-03-23 21:53:26,605 - mmaction - INFO - Epoch [25][220/1345] lr: 1.000e-03, eta: 6:26:16, time: 0.647, data_time: 0.001, memory: 7067, top1_acc: 0.5148, top5_acc: 0.7836, loss_cls: 1.9012, loss: 1.9012, grad_norm: 7.1361 2021-03-23 21:53:40,033 - mmaction - INFO - Epoch [25][240/1345] lr: 1.000e-03, eta: 6:26:03, time: 0.676, data_time: 0.009, memory: 7067, top1_acc: 0.5398, top5_acc: 0.7969, loss_cls: 1.7904, loss: 1.7904, grad_norm: 6.8221 2021-03-23 21:53:53,713 - mmaction - INFO - Epoch [25][260/1345] lr: 1.000e-03, eta: 6:25:50, time: 0.685, data_time: 0.008, memory: 7067, top1_acc: 0.5516, top5_acc: 0.7930, loss_cls: 1.8329, loss: 1.8329, grad_norm: 6.8331 2021-03-23 21:54:06,560 - mmaction - INFO - Epoch [25][280/1345] lr: 1.000e-03, eta: 6:25:36, time: 0.642, data_time: 0.001, memory: 7067, top1_acc: 0.5453, top5_acc: 0.7812, loss_cls: 1.7804, loss: 1.7804, grad_norm: 6.6825 2021-03-23 21:54:20,145 - mmaction - INFO - Epoch [25][300/1345] lr: 1.000e-03, eta: 6:25:23, time: 0.679, data_time: 0.001, memory: 7067, top1_acc: 0.5531, top5_acc: 0.8164, loss_cls: 1.7418, loss: 1.7418, grad_norm: 6.8833 2021-03-23 21:54:32,858 - mmaction - INFO - Epoch [25][320/1345] lr: 1.000e-03, eta: 6:25:09, time: 0.634, data_time: 0.001, memory: 7067, top1_acc: 0.5437, top5_acc: 0.7820, loss_cls: 1.8484, loss: 1.8484, grad_norm: 6.9893 2021-03-23 21:54:45,919 - mmaction - INFO - Epoch [25][340/1345] lr: 1.000e-03, eta: 6:24:55, time: 0.655, data_time: 0.003, memory: 7067, top1_acc: 0.5430, top5_acc: 0.7969, loss_cls: 1.8159, loss: 1.8159, grad_norm: 7.0231 2021-03-23 21:54:58,629 - mmaction - INFO - Epoch [25][360/1345] lr: 1.000e-03, eta: 6:24:41, time: 0.635, data_time: 0.003, memory: 7067, top1_acc: 0.5477, top5_acc: 0.8008, loss_cls: 1.7827, loss: 1.7827, grad_norm: 6.8103 2021-03-23 21:55:11,504 - mmaction - INFO - Epoch [25][380/1345] lr: 1.000e-03, eta: 6:24:27, time: 0.644, data_time: 0.002, memory: 7067, top1_acc: 0.5352, top5_acc: 0.7812, loss_cls: 1.8793, loss: 1.8793, grad_norm: 7.1737 2021-03-23 21:55:24,773 - mmaction - INFO - Epoch [25][400/1345] lr: 1.000e-03, eta: 6:24:14, time: 0.662, data_time: 0.002, memory: 7067, top1_acc: 0.5367, top5_acc: 0.7969, loss_cls: 1.8320, loss: 1.8320, grad_norm: 7.0091 2021-03-23 21:55:37,781 - mmaction - INFO - Epoch [25][420/1345] lr: 1.000e-03, eta: 6:24:00, time: 0.650, data_time: 0.003, memory: 7067, top1_acc: 0.5352, top5_acc: 0.7914, loss_cls: 1.8045, loss: 1.8045, grad_norm: 6.8859 2021-03-23 21:55:51,349 - mmaction - INFO - Epoch [25][440/1345] lr: 1.000e-03, eta: 6:23:47, time: 0.678, data_time: 0.010, memory: 7067, top1_acc: 0.5305, top5_acc: 0.7891, loss_cls: 1.8843, loss: 1.8843, grad_norm: 7.1188 2021-03-23 21:56:04,415 - mmaction - INFO - Epoch [25][460/1345] lr: 1.000e-03, eta: 6:23:33, time: 0.654, data_time: 0.004, memory: 7067, top1_acc: 0.5414, top5_acc: 0.7945, loss_cls: 1.8166, loss: 1.8166, grad_norm: 6.8886 2021-03-23 21:56:17,039 - mmaction - INFO - Epoch [25][480/1345] lr: 1.000e-03, eta: 6:23:19, time: 0.632, data_time: 0.003, memory: 7067, top1_acc: 0.5531, top5_acc: 0.7984, loss_cls: 1.7672, loss: 1.7672, grad_norm: 6.9053 2021-03-23 21:56:30,362 - mmaction - INFO - Epoch [25][500/1345] lr: 1.000e-03, eta: 6:23:06, time: 0.663, data_time: 0.002, memory: 7067, top1_acc: 0.5406, top5_acc: 0.7812, loss_cls: 1.8702, loss: 1.8702, grad_norm: 7.1204 2021-03-23 21:56:43,957 - mmaction - INFO - Epoch [25][520/1345] lr: 1.000e-03, eta: 6:22:53, time: 0.678, data_time: 0.006, memory: 7067, top1_acc: 0.5437, top5_acc: 0.7937, loss_cls: 1.7979, loss: 1.7979, grad_norm: 6.7669 2021-03-23 21:56:56,496 - mmaction - INFO - Epoch [25][540/1345] lr: 1.000e-03, eta: 6:22:39, time: 0.633, data_time: 0.007, memory: 7067, top1_acc: 0.5531, top5_acc: 0.8023, loss_cls: 1.7884, loss: 1.7884, grad_norm: 6.9382 2021-03-23 21:57:09,527 - mmaction - INFO - Epoch [25][560/1345] lr: 1.000e-03, eta: 6:22:25, time: 0.652, data_time: 0.001, memory: 7067, top1_acc: 0.5312, top5_acc: 0.8047, loss_cls: 1.8485, loss: 1.8485, grad_norm: 7.2191 2021-03-23 21:57:22,671 - mmaction - INFO - Epoch [25][580/1345] lr: 1.000e-03, eta: 6:22:11, time: 0.657, data_time: 0.001, memory: 7067, top1_acc: 0.5586, top5_acc: 0.8078, loss_cls: 1.7838, loss: 1.7838, grad_norm: 6.9639 2021-03-23 21:57:35,570 - mmaction - INFO - Epoch [25][600/1345] lr: 1.000e-03, eta: 6:21:58, time: 0.645, data_time: 0.009, memory: 7067, top1_acc: 0.5555, top5_acc: 0.8031, loss_cls: 1.7890, loss: 1.7890, grad_norm: 6.9803 2021-03-23 21:57:48,515 - mmaction - INFO - Epoch [25][620/1345] lr: 1.000e-03, eta: 6:21:44, time: 0.644, data_time: 0.009, memory: 7067, top1_acc: 0.5469, top5_acc: 0.7914, loss_cls: 1.8276, loss: 1.8276, grad_norm: 6.9895 2021-03-23 21:58:01,573 - mmaction - INFO - Epoch [25][640/1345] lr: 1.000e-03, eta: 6:21:30, time: 0.654, data_time: 0.004, memory: 7067, top1_acc: 0.5336, top5_acc: 0.8047, loss_cls: 1.8012, loss: 1.8012, grad_norm: 7.0561 2021-03-23 21:58:14,642 - mmaction - INFO - Epoch [25][660/1345] lr: 1.000e-03, eta: 6:21:17, time: 0.655, data_time: 0.003, memory: 7067, top1_acc: 0.5555, top5_acc: 0.7891, loss_cls: 1.8222, loss: 1.8222, grad_norm: 6.9224 2021-03-23 21:58:27,302 - mmaction - INFO - Epoch [25][680/1345] lr: 1.000e-03, eta: 6:21:03, time: 0.634, data_time: 0.002, memory: 7067, top1_acc: 0.5398, top5_acc: 0.7805, loss_cls: 1.8838, loss: 1.8838, grad_norm: 6.9269 2021-03-23 21:58:40,714 - mmaction - INFO - Epoch [25][700/1345] lr: 1.000e-03, eta: 6:20:49, time: 0.670, data_time: 0.001, memory: 7067, top1_acc: 0.5344, top5_acc: 0.7883, loss_cls: 1.8098, loss: 1.8098, grad_norm: 6.9479 2021-03-23 21:58:53,617 - mmaction - INFO - Epoch [25][720/1345] lr: 1.000e-03, eta: 6:20:35, time: 0.638, data_time: 0.001, memory: 7067, top1_acc: 0.5531, top5_acc: 0.8086, loss_cls: 1.7631, loss: 1.7631, grad_norm: 6.7506 2021-03-23 21:59:06,929 - mmaction - INFO - Epoch [25][740/1345] lr: 1.000e-03, eta: 6:20:22, time: 0.670, data_time: 0.009, memory: 7067, top1_acc: 0.5328, top5_acc: 0.7898, loss_cls: 1.8265, loss: 1.8265, grad_norm: 6.9489 2021-03-23 21:59:20,172 - mmaction - INFO - Epoch [25][760/1345] lr: 1.000e-03, eta: 6:20:09, time: 0.663, data_time: 0.005, memory: 7067, top1_acc: 0.5477, top5_acc: 0.7930, loss_cls: 1.7993, loss: 1.7993, grad_norm: 6.8928 2021-03-23 21:59:33,436 - mmaction - INFO - Epoch [25][780/1345] lr: 1.000e-03, eta: 6:19:55, time: 0.666, data_time: 0.004, memory: 7067, top1_acc: 0.5508, top5_acc: 0.8016, loss_cls: 1.7681, loss: 1.7681, grad_norm: 7.0552 2021-03-23 21:59:46,079 - mmaction - INFO - Epoch [25][800/1345] lr: 1.000e-03, eta: 6:19:41, time: 0.626, data_time: 0.003, memory: 7067, top1_acc: 0.5156, top5_acc: 0.7766, loss_cls: 1.9354, loss: 1.9354, grad_norm: 7.1528 2021-03-23 21:59:58,943 - mmaction - INFO - Epoch [25][820/1345] lr: 1.000e-03, eta: 6:19:28, time: 0.650, data_time: 0.007, memory: 7067, top1_acc: 0.5547, top5_acc: 0.8094, loss_cls: 1.7495, loss: 1.7495, grad_norm: 6.7878 2021-03-23 22:00:12,027 - mmaction - INFO - Epoch [25][840/1345] lr: 1.000e-03, eta: 6:19:14, time: 0.655, data_time: 0.004, memory: 7067, top1_acc: 0.5680, top5_acc: 0.8031, loss_cls: 1.7201, loss: 1.7201, grad_norm: 6.8218 2021-03-23 22:00:25,270 - mmaction - INFO - Epoch [25][860/1345] lr: 1.000e-03, eta: 6:19:01, time: 0.662, data_time: 0.006, memory: 7067, top1_acc: 0.5750, top5_acc: 0.8039, loss_cls: 1.7393, loss: 1.7393, grad_norm: 7.0515 2021-03-23 22:00:38,304 - mmaction - INFO - Epoch [25][880/1345] lr: 1.000e-03, eta: 6:18:47, time: 0.652, data_time: 0.001, memory: 7067, top1_acc: 0.5641, top5_acc: 0.7961, loss_cls: 1.7472, loss: 1.7472, grad_norm: 6.9817 2021-03-23 22:00:51,511 - mmaction - INFO - Epoch [25][900/1345] lr: 1.000e-03, eta: 6:18:33, time: 0.660, data_time: 0.001, memory: 7067, top1_acc: 0.5258, top5_acc: 0.7828, loss_cls: 1.8809, loss: 1.8809, grad_norm: 7.1890 2021-03-23 22:01:04,271 - mmaction - INFO - Epoch [25][920/1345] lr: 1.000e-03, eta: 6:18:19, time: 0.636, data_time: 0.001, memory: 7067, top1_acc: 0.5492, top5_acc: 0.8078, loss_cls: 1.7508, loss: 1.7508, grad_norm: 7.0738 2021-03-23 22:01:17,137 - mmaction - INFO - Epoch [25][940/1345] lr: 1.000e-03, eta: 6:18:06, time: 0.643, data_time: 0.004, memory: 7067, top1_acc: 0.5594, top5_acc: 0.8133, loss_cls: 1.7074, loss: 1.7074, grad_norm: 6.8194 2021-03-23 22:01:30,311 - mmaction - INFO - Epoch [25][960/1345] lr: 1.000e-03, eta: 6:17:52, time: 0.661, data_time: 0.005, memory: 7067, top1_acc: 0.5484, top5_acc: 0.8016, loss_cls: 1.7800, loss: 1.7800, grad_norm: 7.0622 2021-03-23 22:01:43,219 - mmaction - INFO - Epoch [25][980/1345] lr: 1.000e-03, eta: 6:17:38, time: 0.644, data_time: 0.001, memory: 7067, top1_acc: 0.5727, top5_acc: 0.7992, loss_cls: 1.7443, loss: 1.7443, grad_norm: 6.9333 2021-03-23 22:01:55,957 - mmaction - INFO - Epoch [25][1000/1345] lr: 1.000e-03, eta: 6:17:24, time: 0.633, data_time: 0.003, memory: 7067, top1_acc: 0.5633, top5_acc: 0.7906, loss_cls: 1.7806, loss: 1.7806, grad_norm: 6.9229 2021-03-23 22:02:08,768 - mmaction - INFO - Epoch [25][1020/1345] lr: 1.000e-03, eta: 6:17:11, time: 0.641, data_time: 0.007, memory: 7067, top1_acc: 0.5180, top5_acc: 0.7828, loss_cls: 1.8605, loss: 1.8605, grad_norm: 7.0241 2021-03-23 22:02:22,326 - mmaction - INFO - Epoch [25][1040/1345] lr: 1.000e-03, eta: 6:16:58, time: 0.683, data_time: 0.006, memory: 7067, top1_acc: 0.5617, top5_acc: 0.8242, loss_cls: 1.7021, loss: 1.7021, grad_norm: 6.9784 2021-03-23 22:02:35,325 - mmaction - INFO - Epoch [25][1060/1345] lr: 1.000e-03, eta: 6:16:44, time: 0.647, data_time: 0.004, memory: 7067, top1_acc: 0.5422, top5_acc: 0.7914, loss_cls: 1.8463, loss: 1.8463, grad_norm: 7.1361 2021-03-23 22:02:48,373 - mmaction - INFO - Epoch [25][1080/1345] lr: 1.000e-03, eta: 6:16:30, time: 0.656, data_time: 0.005, memory: 7067, top1_acc: 0.5484, top5_acc: 0.7867, loss_cls: 1.8389, loss: 1.8389, grad_norm: 7.1913 2021-03-23 22:03:01,428 - mmaction - INFO - Epoch [25][1100/1345] lr: 1.000e-03, eta: 6:16:17, time: 0.653, data_time: 0.001, memory: 7067, top1_acc: 0.5523, top5_acc: 0.8063, loss_cls: 1.7408, loss: 1.7408, grad_norm: 7.0073 2021-03-23 22:03:14,183 - mmaction - INFO - Epoch [25][1120/1345] lr: 1.000e-03, eta: 6:16:03, time: 0.638, data_time: 0.001, memory: 7067, top1_acc: 0.5602, top5_acc: 0.8000, loss_cls: 1.7447, loss: 1.7447, grad_norm: 6.9613 2021-03-23 22:03:27,012 - mmaction - INFO - Epoch [25][1140/1345] lr: 1.000e-03, eta: 6:15:49, time: 0.641, data_time: 0.001, memory: 7067, top1_acc: 0.5672, top5_acc: 0.8063, loss_cls: 1.7487, loss: 1.7487, grad_norm: 7.0362 2021-03-23 22:03:40,419 - mmaction - INFO - Epoch [25][1160/1345] lr: 1.000e-03, eta: 6:15:36, time: 0.671, data_time: 0.005, memory: 7067, top1_acc: 0.5750, top5_acc: 0.8195, loss_cls: 1.7102, loss: 1.7102, grad_norm: 6.8614 2021-03-23 22:03:53,770 - mmaction - INFO - Epoch [25][1180/1345] lr: 1.000e-03, eta: 6:15:22, time: 0.668, data_time: 0.002, memory: 7067, top1_acc: 0.5281, top5_acc: 0.7906, loss_cls: 1.8467, loss: 1.8467, grad_norm: 7.0881 2021-03-23 22:04:07,046 - mmaction - INFO - Epoch [25][1200/1345] lr: 1.000e-03, eta: 6:15:09, time: 0.662, data_time: 0.009, memory: 7067, top1_acc: 0.5266, top5_acc: 0.7891, loss_cls: 1.8418, loss: 1.8418, grad_norm: 7.0951 2021-03-23 22:04:20,427 - mmaction - INFO - Epoch [25][1220/1345] lr: 1.000e-03, eta: 6:14:56, time: 0.669, data_time: 0.002, memory: 7067, top1_acc: 0.5531, top5_acc: 0.8102, loss_cls: 1.7625, loss: 1.7625, grad_norm: 7.0596 2021-03-23 22:04:33,391 - mmaction - INFO - Epoch [25][1240/1345] lr: 1.000e-03, eta: 6:14:42, time: 0.649, data_time: 0.002, memory: 7067, top1_acc: 0.5656, top5_acc: 0.8125, loss_cls: 1.7280, loss: 1.7280, grad_norm: 7.1814 2021-03-23 22:04:46,237 - mmaction - INFO - Epoch [25][1260/1345] lr: 1.000e-03, eta: 6:14:28, time: 0.641, data_time: 0.001, memory: 7067, top1_acc: 0.5406, top5_acc: 0.8125, loss_cls: 1.7496, loss: 1.7496, grad_norm: 7.0246 2021-03-23 22:04:59,483 - mmaction - INFO - Epoch [25][1280/1345] lr: 1.000e-03, eta: 6:14:15, time: 0.663, data_time: 0.003, memory: 7067, top1_acc: 0.5586, top5_acc: 0.7844, loss_cls: 1.8253, loss: 1.8253, grad_norm: 6.8914 2021-03-23 22:05:12,528 - mmaction - INFO - Epoch [25][1300/1345] lr: 1.000e-03, eta: 6:14:01, time: 0.652, data_time: 0.001, memory: 7067, top1_acc: 0.5477, top5_acc: 0.8047, loss_cls: 1.8015, loss: 1.8015, grad_norm: 6.9142 2021-03-23 22:05:25,247 - mmaction - INFO - Epoch [25][1320/1345] lr: 1.000e-03, eta: 6:13:47, time: 0.636, data_time: 0.002, memory: 7067, top1_acc: 0.5406, top5_acc: 0.7922, loss_cls: 1.8294, loss: 1.8294, grad_norm: 7.1539 2021-03-23 22:05:37,302 - mmaction - INFO - Epoch [25][1340/1345] lr: 1.000e-03, eta: 6:13:33, time: 0.603, data_time: 0.004, memory: 7067, top1_acc: 0.5484, top5_acc: 0.7953, loss_cls: 1.8160, loss: 1.8160, grad_norm: 7.2982 2021-03-23 22:05:39,908 - mmaction - INFO - Saving checkpoint at 25 epochs 2021-03-23 22:06:10,900 - mmaction - INFO - Epoch [26][20/1345] lr: 1.000e-03, eta: 6:13:30, time: 1.528, data_time: 0.807, memory: 7067, top1_acc: 0.5531, top5_acc: 0.7984, loss_cls: 1.8158, loss: 1.8158, grad_norm: 6.9595 2021-03-23 22:06:24,355 - mmaction - INFO - Epoch [26][40/1345] lr: 1.000e-03, eta: 6:13:17, time: 0.674, data_time: 0.002, memory: 7067, top1_acc: 0.5531, top5_acc: 0.7953, loss_cls: 1.7650, loss: 1.7650, grad_norm: 7.0906 2021-03-23 22:06:37,360 - mmaction - INFO - Epoch [26][60/1345] lr: 1.000e-03, eta: 6:13:03, time: 0.648, data_time: 0.001, memory: 7067, top1_acc: 0.5563, top5_acc: 0.7906, loss_cls: 1.8042, loss: 1.8042, grad_norm: 6.9906 2021-03-23 22:06:50,362 - mmaction - INFO - Epoch [26][80/1345] lr: 1.000e-03, eta: 6:12:49, time: 0.649, data_time: 0.005, memory: 7067, top1_acc: 0.5781, top5_acc: 0.8117, loss_cls: 1.7311, loss: 1.7311, grad_norm: 7.0129 2021-03-23 22:07:04,051 - mmaction - INFO - Epoch [26][100/1345] lr: 1.000e-03, eta: 6:12:36, time: 0.686, data_time: 0.004, memory: 7067, top1_acc: 0.5523, top5_acc: 0.8078, loss_cls: 1.7464, loss: 1.7464, grad_norm: 7.0413 2021-03-23 22:07:17,827 - mmaction - INFO - Epoch [26][120/1345] lr: 1.000e-03, eta: 6:12:23, time: 0.690, data_time: 0.003, memory: 7067, top1_acc: 0.5352, top5_acc: 0.7922, loss_cls: 1.8078, loss: 1.8078, grad_norm: 7.1132 2021-03-23 22:07:30,471 - mmaction - INFO - Epoch [26][140/1345] lr: 1.000e-03, eta: 6:12:09, time: 0.633, data_time: 0.001, memory: 7067, top1_acc: 0.5672, top5_acc: 0.7914, loss_cls: 1.7594, loss: 1.7594, grad_norm: 6.9913 2021-03-23 22:07:43,968 - mmaction - INFO - Epoch [26][160/1345] lr: 1.000e-03, eta: 6:11:56, time: 0.671, data_time: 0.000, memory: 7067, top1_acc: 0.5414, top5_acc: 0.7875, loss_cls: 1.8530, loss: 1.8530, grad_norm: 7.1909 2021-03-23 22:07:57,107 - mmaction - INFO - Epoch [26][180/1345] lr: 1.000e-03, eta: 6:11:43, time: 0.661, data_time: 0.005, memory: 7067, top1_acc: 0.5578, top5_acc: 0.8125, loss_cls: 1.7432, loss: 1.7432, grad_norm: 7.0084 2021-03-23 22:08:10,135 - mmaction - INFO - Epoch [26][200/1345] lr: 1.000e-03, eta: 6:11:29, time: 0.647, data_time: 0.001, memory: 7067, top1_acc: 0.5437, top5_acc: 0.7992, loss_cls: 1.7902, loss: 1.7902, grad_norm: 7.0889 2021-03-23 22:08:23,256 - mmaction - INFO - Epoch [26][220/1345] lr: 1.000e-03, eta: 6:11:15, time: 0.654, data_time: 0.010, memory: 7067, top1_acc: 0.5437, top5_acc: 0.8016, loss_cls: 1.8027, loss: 1.8027, grad_norm: 7.0578 2021-03-23 22:08:35,662 - mmaction - INFO - Epoch [26][240/1345] lr: 1.000e-03, eta: 6:11:01, time: 0.626, data_time: 0.007, memory: 7067, top1_acc: 0.5687, top5_acc: 0.8008, loss_cls: 1.7532, loss: 1.7532, grad_norm: 7.0019 2021-03-23 22:08:48,898 - mmaction - INFO - Epoch [26][260/1345] lr: 1.000e-03, eta: 6:10:48, time: 0.660, data_time: 0.001, memory: 7067, top1_acc: 0.5555, top5_acc: 0.8133, loss_cls: 1.7484, loss: 1.7484, grad_norm: 7.0287 2021-03-23 22:09:02,323 - mmaction - INFO - Epoch [26][280/1345] lr: 1.000e-03, eta: 6:10:34, time: 0.672, data_time: 0.009, memory: 7067, top1_acc: 0.5648, top5_acc: 0.8055, loss_cls: 1.7483, loss: 1.7483, grad_norm: 6.8324 2021-03-23 22:09:15,262 - mmaction - INFO - Epoch [26][300/1345] lr: 1.000e-03, eta: 6:10:21, time: 0.648, data_time: 0.003, memory: 7067, top1_acc: 0.5492, top5_acc: 0.7883, loss_cls: 1.8217, loss: 1.8217, grad_norm: 6.9332 2021-03-23 22:09:28,478 - mmaction - INFO - Epoch [26][320/1345] lr: 1.000e-03, eta: 6:10:07, time: 0.659, data_time: 0.001, memory: 7067, top1_acc: 0.5930, top5_acc: 0.8273, loss_cls: 1.6302, loss: 1.6302, grad_norm: 6.8700 2021-03-23 22:09:41,613 - mmaction - INFO - Epoch [26][340/1345] lr: 1.000e-03, eta: 6:09:54, time: 0.657, data_time: 0.003, memory: 7067, top1_acc: 0.5414, top5_acc: 0.8023, loss_cls: 1.7960, loss: 1.7960, grad_norm: 7.2407 2021-03-23 22:09:54,675 - mmaction - INFO - Epoch [26][360/1345] lr: 1.000e-03, eta: 6:09:40, time: 0.653, data_time: 0.009, memory: 7067, top1_acc: 0.5328, top5_acc: 0.7914, loss_cls: 1.8304, loss: 1.8304, grad_norm: 7.1655 2021-03-23 22:10:07,679 - mmaction - INFO - Epoch [26][380/1345] lr: 1.000e-03, eta: 6:09:26, time: 0.649, data_time: 0.002, memory: 7067, top1_acc: 0.5687, top5_acc: 0.8031, loss_cls: 1.7621, loss: 1.7621, grad_norm: 7.1034 2021-03-23 22:10:20,770 - mmaction - INFO - Epoch [26][400/1345] lr: 1.000e-03, eta: 6:09:13, time: 0.657, data_time: 0.004, memory: 7067, top1_acc: 0.5664, top5_acc: 0.8148, loss_cls: 1.6731, loss: 1.6731, grad_norm: 7.0042 2021-03-23 22:10:34,546 - mmaction - INFO - Epoch [26][420/1345] lr: 1.000e-03, eta: 6:09:00, time: 0.687, data_time: 0.004, memory: 7067, top1_acc: 0.5414, top5_acc: 0.7922, loss_cls: 1.8130, loss: 1.8130, grad_norm: 7.2063 2021-03-23 22:10:47,106 - mmaction - INFO - Epoch [26][440/1345] lr: 1.000e-03, eta: 6:08:46, time: 0.629, data_time: 0.010, memory: 7067, top1_acc: 0.5539, top5_acc: 0.7992, loss_cls: 1.7929, loss: 1.7929, grad_norm: 7.2270 2021-03-23 22:11:00,571 - mmaction - INFO - Epoch [26][460/1345] lr: 1.000e-03, eta: 6:08:33, time: 0.674, data_time: 0.002, memory: 7067, top1_acc: 0.5617, top5_acc: 0.8031, loss_cls: 1.7634, loss: 1.7634, grad_norm: 6.9745 2021-03-23 22:11:13,150 - mmaction - INFO - Epoch [26][480/1345] lr: 1.000e-03, eta: 6:08:19, time: 0.630, data_time: 0.004, memory: 7067, top1_acc: 0.5609, top5_acc: 0.8031, loss_cls: 1.7407, loss: 1.7407, grad_norm: 7.1010 2021-03-23 22:11:26,549 - mmaction - INFO - Epoch [26][500/1345] lr: 1.000e-03, eta: 6:08:05, time: 0.663, data_time: 0.008, memory: 7067, top1_acc: 0.5563, top5_acc: 0.7898, loss_cls: 1.7903, loss: 1.7903, grad_norm: 7.1828 2021-03-23 22:11:39,428 - mmaction - INFO - Epoch [26][520/1345] lr: 1.000e-03, eta: 6:07:52, time: 0.646, data_time: 0.007, memory: 7067, top1_acc: 0.5516, top5_acc: 0.8078, loss_cls: 1.7543, loss: 1.7543, grad_norm: 7.3586 2021-03-23 22:11:52,706 - mmaction - INFO - Epoch [26][540/1345] lr: 1.000e-03, eta: 6:07:38, time: 0.669, data_time: 0.005, memory: 7067, top1_acc: 0.5578, top5_acc: 0.7914, loss_cls: 1.7837, loss: 1.7837, grad_norm: 7.1471 2021-03-23 22:12:06,008 - mmaction - INFO - Epoch [26][560/1345] lr: 1.000e-03, eta: 6:07:25, time: 0.656, data_time: 0.000, memory: 7067, top1_acc: 0.5461, top5_acc: 0.7953, loss_cls: 1.8016, loss: 1.8016, grad_norm: 7.2349 2021-03-23 22:12:18,943 - mmaction - INFO - Epoch [26][580/1345] lr: 1.000e-03, eta: 6:07:11, time: 0.654, data_time: 0.014, memory: 7067, top1_acc: 0.5617, top5_acc: 0.8016, loss_cls: 1.7950, loss: 1.7950, grad_norm: 7.2017 2021-03-23 22:12:32,250 - mmaction - INFO - Epoch [26][600/1345] lr: 1.000e-03, eta: 6:06:58, time: 0.666, data_time: 0.002, memory: 7067, top1_acc: 0.5641, top5_acc: 0.8016, loss_cls: 1.7748, loss: 1.7748, grad_norm: 7.0308 2021-03-23 22:12:45,469 - mmaction - INFO - Epoch [26][620/1345] lr: 1.000e-03, eta: 6:06:44, time: 0.660, data_time: 0.002, memory: 7067, top1_acc: 0.5258, top5_acc: 0.7867, loss_cls: 1.8395, loss: 1.8395, grad_norm: 7.3020 2021-03-23 22:12:58,306 - mmaction - INFO - Epoch [26][640/1345] lr: 1.000e-03, eta: 6:06:30, time: 0.643, data_time: 0.005, memory: 7067, top1_acc: 0.5625, top5_acc: 0.8133, loss_cls: 1.7108, loss: 1.7108, grad_norm: 7.1173 2021-03-23 22:13:11,343 - mmaction - INFO - Epoch [26][660/1345] lr: 1.000e-03, eta: 6:06:17, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.5523, top5_acc: 0.8063, loss_cls: 1.7969, loss: 1.7969, grad_norm: 7.3110 2021-03-23 22:13:23,841 - mmaction - INFO - Epoch [26][680/1345] lr: 1.000e-03, eta: 6:06:03, time: 0.625, data_time: 0.001, memory: 7067, top1_acc: 0.5594, top5_acc: 0.8086, loss_cls: 1.7891, loss: 1.7891, grad_norm: 7.2250 2021-03-23 22:13:37,208 - mmaction - INFO - Epoch [26][700/1345] lr: 1.000e-03, eta: 6:05:49, time: 0.668, data_time: 0.007, memory: 7067, top1_acc: 0.5539, top5_acc: 0.8070, loss_cls: 1.7563, loss: 1.7563, grad_norm: 7.2238 2021-03-23 22:13:50,383 - mmaction - INFO - Epoch [26][720/1345] lr: 1.000e-03, eta: 6:05:36, time: 0.659, data_time: 0.002, memory: 7067, top1_acc: 0.5523, top5_acc: 0.8234, loss_cls: 1.7375, loss: 1.7375, grad_norm: 7.2222 2021-03-23 22:14:03,183 - mmaction - INFO - Epoch [26][740/1345] lr: 1.000e-03, eta: 6:05:22, time: 0.641, data_time: 0.002, memory: 7067, top1_acc: 0.5344, top5_acc: 0.8039, loss_cls: 1.7972, loss: 1.7972, grad_norm: 7.2374 2021-03-23 22:14:16,983 - mmaction - INFO - Epoch [26][760/1345] lr: 1.000e-03, eta: 6:05:09, time: 0.688, data_time: 0.001, memory: 7067, top1_acc: 0.5547, top5_acc: 0.7914, loss_cls: 1.8080, loss: 1.8080, grad_norm: 7.3251 2021-03-23 22:14:29,958 - mmaction - INFO - Epoch [26][780/1345] lr: 1.000e-03, eta: 6:04:56, time: 0.650, data_time: 0.003, memory: 7067, top1_acc: 0.5492, top5_acc: 0.7961, loss_cls: 1.7773, loss: 1.7773, grad_norm: 7.2442 2021-03-23 22:14:42,967 - mmaction - INFO - Epoch [26][800/1345] lr: 1.000e-03, eta: 6:04:42, time: 0.650, data_time: 0.003, memory: 7067, top1_acc: 0.5617, top5_acc: 0.8102, loss_cls: 1.7264, loss: 1.7264, grad_norm: 7.0555 2021-03-23 22:14:56,508 - mmaction - INFO - Epoch [26][820/1345] lr: 1.000e-03, eta: 6:04:29, time: 0.676, data_time: 0.002, memory: 7067, top1_acc: 0.5188, top5_acc: 0.7930, loss_cls: 1.8505, loss: 1.8505, grad_norm: 7.3161 2021-03-23 22:15:09,286 - mmaction - INFO - Epoch [26][840/1345] lr: 1.000e-03, eta: 6:04:15, time: 0.639, data_time: 0.008, memory: 7067, top1_acc: 0.5469, top5_acc: 0.7859, loss_cls: 1.8035, loss: 1.8035, grad_norm: 7.1947 2021-03-23 22:15:22,230 - mmaction - INFO - Epoch [26][860/1345] lr: 1.000e-03, eta: 6:04:01, time: 0.647, data_time: 0.003, memory: 7067, top1_acc: 0.5336, top5_acc: 0.7953, loss_cls: 1.8226, loss: 1.8226, grad_norm: 7.2193 2021-03-23 22:15:35,257 - mmaction - INFO - Epoch [26][880/1345] lr: 1.000e-03, eta: 6:03:47, time: 0.648, data_time: 0.004, memory: 7067, top1_acc: 0.5680, top5_acc: 0.8234, loss_cls: 1.6772, loss: 1.6772, grad_norm: 7.1211 2021-03-23 22:15:48,422 - mmaction - INFO - Epoch [26][900/1345] lr: 1.000e-03, eta: 6:03:34, time: 0.662, data_time: 0.011, memory: 7067, top1_acc: 0.5555, top5_acc: 0.7969, loss_cls: 1.8017, loss: 1.8017, grad_norm: 6.9216 2021-03-23 22:16:01,271 - mmaction - INFO - Epoch [26][920/1345] lr: 1.000e-03, eta: 6:03:20, time: 0.645, data_time: 0.004, memory: 7067, top1_acc: 0.5594, top5_acc: 0.8281, loss_cls: 1.7155, loss: 1.7155, grad_norm: 7.0433 2021-03-23 22:16:14,421 - mmaction - INFO - Epoch [26][940/1345] lr: 1.000e-03, eta: 6:03:07, time: 0.654, data_time: 0.003, memory: 7067, top1_acc: 0.5500, top5_acc: 0.8023, loss_cls: 1.7920, loss: 1.7920, grad_norm: 7.1263 2021-03-23 22:16:27,579 - mmaction - INFO - Epoch [26][960/1345] lr: 1.000e-03, eta: 6:02:53, time: 0.663, data_time: 0.005, memory: 7067, top1_acc: 0.5555, top5_acc: 0.8039, loss_cls: 1.7981, loss: 1.7981, grad_norm: 7.2641 2021-03-23 22:16:40,036 - mmaction - INFO - Epoch [26][980/1345] lr: 1.000e-03, eta: 6:02:39, time: 0.623, data_time: 0.000, memory: 7067, top1_acc: 0.5391, top5_acc: 0.8031, loss_cls: 1.8207, loss: 1.8207, grad_norm: 7.2816 2021-03-23 22:16:52,750 - mmaction - INFO - Epoch [26][1000/1345] lr: 1.000e-03, eta: 6:02:25, time: 0.634, data_time: 0.001, memory: 7067, top1_acc: 0.5734, top5_acc: 0.8031, loss_cls: 1.7264, loss: 1.7264, grad_norm: 7.0377 2021-03-23 22:17:05,540 - mmaction - INFO - Epoch [26][1020/1345] lr: 1.000e-03, eta: 6:02:11, time: 0.640, data_time: 0.006, memory: 7067, top1_acc: 0.5648, top5_acc: 0.8086, loss_cls: 1.7218, loss: 1.7218, grad_norm: 7.1408 2021-03-23 22:17:18,372 - mmaction - INFO - Epoch [26][1040/1345] lr: 1.000e-03, eta: 6:01:58, time: 0.641, data_time: 0.001, memory: 7067, top1_acc: 0.5578, top5_acc: 0.8094, loss_cls: 1.7230, loss: 1.7230, grad_norm: 7.1517 2021-03-23 22:17:31,532 - mmaction - INFO - Epoch [26][1060/1345] lr: 1.000e-03, eta: 6:01:44, time: 0.659, data_time: 0.003, memory: 7067, top1_acc: 0.5398, top5_acc: 0.7953, loss_cls: 1.8082, loss: 1.8082, grad_norm: 7.3659 2021-03-23 22:17:44,400 - mmaction - INFO - Epoch [26][1080/1345] lr: 1.000e-03, eta: 6:01:30, time: 0.643, data_time: 0.010, memory: 7067, top1_acc: 0.5273, top5_acc: 0.7766, loss_cls: 1.9316, loss: 1.9316, grad_norm: 7.5153 2021-03-23 22:17:57,056 - mmaction - INFO - Epoch [26][1100/1345] lr: 1.000e-03, eta: 6:01:16, time: 0.633, data_time: 0.001, memory: 7067, top1_acc: 0.5766, top5_acc: 0.8141, loss_cls: 1.7387, loss: 1.7387, grad_norm: 7.2116 2021-03-23 22:18:10,003 - mmaction - INFO - Epoch [26][1120/1345] lr: 1.000e-03, eta: 6:01:03, time: 0.645, data_time: 0.001, memory: 7067, top1_acc: 0.5672, top5_acc: 0.8086, loss_cls: 1.7186, loss: 1.7186, grad_norm: 6.9219 2021-03-23 22:18:23,217 - mmaction - INFO - Epoch [26][1140/1345] lr: 1.000e-03, eta: 6:00:49, time: 0.661, data_time: 0.005, memory: 7067, top1_acc: 0.5484, top5_acc: 0.7859, loss_cls: 1.8137, loss: 1.8137, grad_norm: 7.0574 2021-03-23 22:18:36,108 - mmaction - INFO - Epoch [26][1160/1345] lr: 1.000e-03, eta: 6:00:35, time: 0.645, data_time: 0.004, memory: 7067, top1_acc: 0.5469, top5_acc: 0.7953, loss_cls: 1.7809, loss: 1.7809, grad_norm: 7.0456 2021-03-23 22:18:49,338 - mmaction - INFO - Epoch [26][1180/1345] lr: 1.000e-03, eta: 6:00:22, time: 0.663, data_time: 0.004, memory: 7067, top1_acc: 0.5367, top5_acc: 0.7859, loss_cls: 1.8435, loss: 1.8435, grad_norm: 7.1701 2021-03-23 22:19:02,634 - mmaction - INFO - Epoch [26][1200/1345] lr: 1.000e-03, eta: 6:00:09, time: 0.665, data_time: 0.001, memory: 7067, top1_acc: 0.5586, top5_acc: 0.7914, loss_cls: 1.7863, loss: 1.7863, grad_norm: 7.1939 2021-03-23 22:19:16,141 - mmaction - INFO - Epoch [26][1220/1345] lr: 1.000e-03, eta: 5:59:56, time: 0.673, data_time: 0.001, memory: 7067, top1_acc: 0.5484, top5_acc: 0.8000, loss_cls: 1.7936, loss: 1.7936, grad_norm: 7.2139 2021-03-23 22:19:29,138 - mmaction - INFO - Epoch [26][1240/1345] lr: 1.000e-03, eta: 5:59:42, time: 0.648, data_time: 0.005, memory: 7067, top1_acc: 0.5719, top5_acc: 0.8063, loss_cls: 1.7445, loss: 1.7445, grad_norm: 7.1674 2021-03-23 22:19:42,009 - mmaction - INFO - Epoch [26][1260/1345] lr: 1.000e-03, eta: 5:59:28, time: 0.643, data_time: 0.005, memory: 7067, top1_acc: 0.5531, top5_acc: 0.8187, loss_cls: 1.7231, loss: 1.7231, grad_norm: 6.9809 2021-03-23 22:19:54,973 - mmaction - INFO - Epoch [26][1280/1345] lr: 1.000e-03, eta: 5:59:14, time: 0.648, data_time: 0.006, memory: 7067, top1_acc: 0.5250, top5_acc: 0.7992, loss_cls: 1.8320, loss: 1.8320, grad_norm: 7.1996 2021-03-23 22:20:07,501 - mmaction - INFO - Epoch [26][1300/1345] lr: 1.000e-03, eta: 5:59:00, time: 0.629, data_time: 0.006, memory: 7067, top1_acc: 0.5555, top5_acc: 0.8102, loss_cls: 1.8058, loss: 1.8058, grad_norm: 7.3148 2021-03-23 22:20:20,862 - mmaction - INFO - Epoch [26][1320/1345] lr: 1.000e-03, eta: 5:58:47, time: 0.668, data_time: 0.003, memory: 7067, top1_acc: 0.5328, top5_acc: 0.7812, loss_cls: 1.8367, loss: 1.8367, grad_norm: 7.1173 2021-03-23 22:20:32,404 - mmaction - INFO - Epoch [26][1340/1345] lr: 1.000e-03, eta: 5:58:32, time: 0.579, data_time: 0.003, memory: 7067, top1_acc: 0.5758, top5_acc: 0.8359, loss_cls: 1.6446, loss: 1.6446, grad_norm: 6.9537 2021-03-23 22:20:34,954 - mmaction - INFO - Saving checkpoint at 26 epochs 2021-03-23 22:21:59,247 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-23 22:21:59,438 - mmaction - INFO - top1_acc 0.4458 top5_acc 0.7379 2021-03-23 22:21:59,438 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-23 22:21:59,449 - mmaction - INFO - mean_acc 0.4030 2021-03-23 22:21:59,869 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_26.pth. 2021-03-23 22:21:59,869 - mmaction - INFO - Best top1_acc is 0.4458 at 26 epoch. 2021-03-23 22:21:59,874 - mmaction - INFO - Epoch(val) [26][1345] top1_acc: 0.4458, top5_acc: 0.7379, mean_class_accuracy: 0.4030 2021-03-23 22:22:30,425 - mmaction - INFO - Epoch [27][20/1345] lr: 1.000e-03, eta: 5:58:28, time: 1.527, data_time: 0.742, memory: 7067, top1_acc: 0.5500, top5_acc: 0.8055, loss_cls: 1.7615, loss: 1.7615, grad_norm: 7.1105 2021-03-23 22:22:43,564 - mmaction - INFO - Epoch [27][40/1345] lr: 1.000e-03, eta: 5:58:15, time: 0.655, data_time: 0.001, memory: 7067, top1_acc: 0.5648, top5_acc: 0.8141, loss_cls: 1.7134, loss: 1.7134, grad_norm: 7.0204 2021-03-23 22:22:57,154 - mmaction - INFO - Epoch [27][60/1345] lr: 1.000e-03, eta: 5:58:02, time: 0.682, data_time: 0.003, memory: 7067, top1_acc: 0.5578, top5_acc: 0.8055, loss_cls: 1.7397, loss: 1.7397, grad_norm: 7.1942 2021-03-23 22:23:10,284 - mmaction - INFO - Epoch [27][80/1345] lr: 1.000e-03, eta: 5:57:48, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.5430, top5_acc: 0.8063, loss_cls: 1.8314, loss: 1.8314, grad_norm: 7.3371 2021-03-23 22:23:23,446 - mmaction - INFO - Epoch [27][100/1345] lr: 1.000e-03, eta: 5:57:35, time: 0.653, data_time: 0.002, memory: 7067, top1_acc: 0.5680, top5_acc: 0.8000, loss_cls: 1.7653, loss: 1.7653, grad_norm: 7.0803 2021-03-23 22:23:36,642 - mmaction - INFO - Epoch [27][120/1345] lr: 1.000e-03, eta: 5:57:21, time: 0.666, data_time: 0.007, memory: 7067, top1_acc: 0.5594, top5_acc: 0.8094, loss_cls: 1.7446, loss: 1.7446, grad_norm: 7.2267 2021-03-23 22:23:49,975 - mmaction - INFO - Epoch [27][140/1345] lr: 1.000e-03, eta: 5:57:08, time: 0.666, data_time: 0.001, memory: 7067, top1_acc: 0.5773, top5_acc: 0.8203, loss_cls: 1.7040, loss: 1.7040, grad_norm: 7.2711 2021-03-23 22:24:03,097 - mmaction - INFO - Epoch [27][160/1345] lr: 1.000e-03, eta: 5:56:54, time: 0.657, data_time: 0.002, memory: 7067, top1_acc: 0.5539, top5_acc: 0.8039, loss_cls: 1.7721, loss: 1.7721, grad_norm: 7.1670 2021-03-23 22:24:16,487 - mmaction - INFO - Epoch [27][180/1345] lr: 1.000e-03, eta: 5:56:41, time: 0.668, data_time: 0.002, memory: 7067, top1_acc: 0.5516, top5_acc: 0.8031, loss_cls: 1.7552, loss: 1.7552, grad_norm: 7.2857 2021-03-23 22:24:29,699 - mmaction - INFO - Epoch [27][200/1345] lr: 1.000e-03, eta: 5:56:28, time: 0.662, data_time: 0.004, memory: 7067, top1_acc: 0.5500, top5_acc: 0.7922, loss_cls: 1.7961, loss: 1.7961, grad_norm: 7.3965 2021-03-23 22:24:42,831 - mmaction - INFO - Epoch [27][220/1345] lr: 1.000e-03, eta: 5:56:14, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.5648, top5_acc: 0.8172, loss_cls: 1.7256, loss: 1.7256, grad_norm: 7.3867 2021-03-23 22:24:55,815 - mmaction - INFO - Epoch [27][240/1345] lr: 1.000e-03, eta: 5:56:00, time: 0.652, data_time: 0.005, memory: 7067, top1_acc: 0.5359, top5_acc: 0.7773, loss_cls: 1.8767, loss: 1.8767, grad_norm: 7.5313 2021-03-23 22:25:08,989 - mmaction - INFO - Epoch [27][260/1345] lr: 1.000e-03, eta: 5:55:47, time: 0.654, data_time: 0.001, memory: 7067, top1_acc: 0.5680, top5_acc: 0.8156, loss_cls: 1.7600, loss: 1.7600, grad_norm: 7.1543 2021-03-23 22:25:22,253 - mmaction - INFO - Epoch [27][280/1345] lr: 1.000e-03, eta: 5:55:34, time: 0.668, data_time: 0.006, memory: 7067, top1_acc: 0.5734, top5_acc: 0.8039, loss_cls: 1.7611, loss: 1.7611, grad_norm: 7.3989 2021-03-23 22:25:35,679 - mmaction - INFO - Epoch [27][300/1345] lr: 1.000e-03, eta: 5:55:20, time: 0.670, data_time: 0.010, memory: 7067, top1_acc: 0.5766, top5_acc: 0.8164, loss_cls: 1.6864, loss: 1.6864, grad_norm: 7.2968 2021-03-23 22:25:48,767 - mmaction - INFO - Epoch [27][320/1345] lr: 1.000e-03, eta: 5:55:07, time: 0.650, data_time: 0.003, memory: 7067, top1_acc: 0.5883, top5_acc: 0.8117, loss_cls: 1.6313, loss: 1.6313, grad_norm: 7.0848 2021-03-23 22:26:01,871 - mmaction - INFO - Epoch [27][340/1345] lr: 1.000e-03, eta: 5:54:53, time: 0.658, data_time: 0.008, memory: 7067, top1_acc: 0.5602, top5_acc: 0.8023, loss_cls: 1.7569, loss: 1.7569, grad_norm: 7.5139 2021-03-23 22:26:14,739 - mmaction - INFO - Epoch [27][360/1345] lr: 1.000e-03, eta: 5:54:39, time: 0.645, data_time: 0.004, memory: 7067, top1_acc: 0.5695, top5_acc: 0.8180, loss_cls: 1.7037, loss: 1.7037, grad_norm: 7.2515 2021-03-23 22:26:28,161 - mmaction - INFO - Epoch [27][380/1345] lr: 1.000e-03, eta: 5:54:26, time: 0.665, data_time: 0.002, memory: 7067, top1_acc: 0.5719, top5_acc: 0.8008, loss_cls: 1.7391, loss: 1.7391, grad_norm: 7.1288 2021-03-23 22:26:41,702 - mmaction - INFO - Epoch [27][400/1345] lr: 1.000e-03, eta: 5:54:13, time: 0.679, data_time: 0.007, memory: 7067, top1_acc: 0.5883, top5_acc: 0.8109, loss_cls: 1.7156, loss: 1.7156, grad_norm: 7.2298 2021-03-23 22:26:55,213 - mmaction - INFO - Epoch [27][420/1345] lr: 1.000e-03, eta: 5:54:00, time: 0.679, data_time: 0.005, memory: 7067, top1_acc: 0.5563, top5_acc: 0.7977, loss_cls: 1.7721, loss: 1.7721, grad_norm: 7.3240 2021-03-23 22:27:08,630 - mmaction - INFO - Epoch [27][440/1345] lr: 1.000e-03, eta: 5:53:47, time: 0.668, data_time: 0.002, memory: 7067, top1_acc: 0.5742, top5_acc: 0.8281, loss_cls: 1.6885, loss: 1.6885, grad_norm: 7.3328 2021-03-23 22:27:21,859 - mmaction - INFO - Epoch [27][460/1345] lr: 1.000e-03, eta: 5:53:33, time: 0.663, data_time: 0.003, memory: 7067, top1_acc: 0.5539, top5_acc: 0.8047, loss_cls: 1.7813, loss: 1.7813, grad_norm: 7.2377 2021-03-23 22:27:34,726 - mmaction - INFO - Epoch [27][480/1345] lr: 1.000e-03, eta: 5:53:19, time: 0.644, data_time: 0.010, memory: 7067, top1_acc: 0.5883, top5_acc: 0.8086, loss_cls: 1.7386, loss: 1.7386, grad_norm: 7.3948 2021-03-23 22:27:48,259 - mmaction - INFO - Epoch [27][500/1345] lr: 1.000e-03, eta: 5:53:06, time: 0.674, data_time: 0.004, memory: 7067, top1_acc: 0.5484, top5_acc: 0.8023, loss_cls: 1.7630, loss: 1.7630, grad_norm: 7.5326 2021-03-23 22:28:01,466 - mmaction - INFO - Epoch [27][520/1345] lr: 1.000e-03, eta: 5:52:53, time: 0.662, data_time: 0.005, memory: 7067, top1_acc: 0.5672, top5_acc: 0.8258, loss_cls: 1.6550, loss: 1.6550, grad_norm: 7.3931 2021-03-23 22:28:15,034 - mmaction - INFO - Epoch [27][540/1345] lr: 1.000e-03, eta: 5:52:40, time: 0.680, data_time: 0.004, memory: 7067, top1_acc: 0.5648, top5_acc: 0.7992, loss_cls: 1.7095, loss: 1.7095, grad_norm: 7.3137 2021-03-23 22:28:28,070 - mmaction - INFO - Epoch [27][560/1345] lr: 1.000e-03, eta: 5:52:26, time: 0.646, data_time: 0.000, memory: 7067, top1_acc: 0.5477, top5_acc: 0.7945, loss_cls: 1.7754, loss: 1.7754, grad_norm: 7.4055 2021-03-23 22:28:41,031 - mmaction - INFO - Epoch [27][580/1345] lr: 1.000e-03, eta: 5:52:12, time: 0.653, data_time: 0.006, memory: 7067, top1_acc: 0.5391, top5_acc: 0.7984, loss_cls: 1.8056, loss: 1.8056, grad_norm: 7.4145 2021-03-23 22:28:54,703 - mmaction - INFO - Epoch [27][600/1345] lr: 1.000e-03, eta: 5:51:59, time: 0.683, data_time: 0.001, memory: 7067, top1_acc: 0.5602, top5_acc: 0.8086, loss_cls: 1.7470, loss: 1.7470, grad_norm: 7.3182 2021-03-23 22:29:07,707 - mmaction - INFO - Epoch [27][620/1345] lr: 1.000e-03, eta: 5:51:46, time: 0.648, data_time: 0.005, memory: 7067, top1_acc: 0.5367, top5_acc: 0.7930, loss_cls: 1.8182, loss: 1.8182, grad_norm: 7.4426 2021-03-23 22:29:20,863 - mmaction - INFO - Epoch [27][640/1345] lr: 1.000e-03, eta: 5:51:32, time: 0.658, data_time: 0.003, memory: 7067, top1_acc: 0.5492, top5_acc: 0.8023, loss_cls: 1.7844, loss: 1.7844, grad_norm: 7.4023 2021-03-23 22:29:34,219 - mmaction - INFO - Epoch [27][660/1345] lr: 1.000e-03, eta: 5:51:19, time: 0.669, data_time: 0.002, memory: 7067, top1_acc: 0.5523, top5_acc: 0.7961, loss_cls: 1.7901, loss: 1.7901, grad_norm: 7.3438 2021-03-23 22:29:48,157 - mmaction - INFO - Epoch [27][680/1345] lr: 1.000e-03, eta: 5:51:06, time: 0.682, data_time: 0.002, memory: 7067, top1_acc: 0.5664, top5_acc: 0.8156, loss_cls: 1.7382, loss: 1.7382, grad_norm: 7.1382 2021-03-23 22:30:01,246 - mmaction - INFO - Epoch [27][700/1345] lr: 1.000e-03, eta: 5:50:53, time: 0.670, data_time: 0.017, memory: 7067, top1_acc: 0.5828, top5_acc: 0.8211, loss_cls: 1.6406, loss: 1.6406, grad_norm: 7.3160 2021-03-23 22:30:14,569 - mmaction - INFO - Epoch [27][720/1345] lr: 1.000e-03, eta: 5:50:39, time: 0.659, data_time: 0.006, memory: 7067, top1_acc: 0.5445, top5_acc: 0.8109, loss_cls: 1.7693, loss: 1.7693, grad_norm: 7.2887 2021-03-23 22:30:28,388 - mmaction - INFO - Epoch [27][740/1345] lr: 1.000e-03, eta: 5:50:26, time: 0.698, data_time: 0.009, memory: 7067, top1_acc: 0.5578, top5_acc: 0.8055, loss_cls: 1.7312, loss: 1.7312, grad_norm: 7.3151 2021-03-23 22:30:41,444 - mmaction - INFO - Epoch [27][760/1345] lr: 1.000e-03, eta: 5:50:13, time: 0.653, data_time: 0.003, memory: 7067, top1_acc: 0.5578, top5_acc: 0.8164, loss_cls: 1.7589, loss: 1.7589, grad_norm: 7.4726 2021-03-23 22:30:54,752 - mmaction - INFO - Epoch [27][780/1345] lr: 1.000e-03, eta: 5:49:59, time: 0.657, data_time: 0.006, memory: 7067, top1_acc: 0.5563, top5_acc: 0.8102, loss_cls: 1.7596, loss: 1.7596, grad_norm: 7.3703 2021-03-23 22:31:07,701 - mmaction - INFO - Epoch [27][800/1345] lr: 1.000e-03, eta: 5:49:46, time: 0.655, data_time: 0.009, memory: 7067, top1_acc: 0.5594, top5_acc: 0.8039, loss_cls: 1.7745, loss: 1.7745, grad_norm: 7.5418 2021-03-23 22:31:20,626 - mmaction - INFO - Epoch [27][820/1345] lr: 1.000e-03, eta: 5:49:32, time: 0.646, data_time: 0.002, memory: 7067, top1_acc: 0.5687, top5_acc: 0.8047, loss_cls: 1.7447, loss: 1.7447, grad_norm: 7.4584 2021-03-23 22:31:33,853 - mmaction - INFO - Epoch [27][840/1345] lr: 1.000e-03, eta: 5:49:19, time: 0.662, data_time: 0.005, memory: 7067, top1_acc: 0.5687, top5_acc: 0.8086, loss_cls: 1.7453, loss: 1.7453, grad_norm: 7.3733 2021-03-23 22:31:47,427 - mmaction - INFO - Epoch [27][860/1345] lr: 1.000e-03, eta: 5:49:06, time: 0.679, data_time: 0.004, memory: 7067, top1_acc: 0.5477, top5_acc: 0.8023, loss_cls: 1.7810, loss: 1.7810, grad_norm: 7.4609 2021-03-23 22:32:00,283 - mmaction - INFO - Epoch [27][880/1345] lr: 1.000e-03, eta: 5:48:52, time: 0.641, data_time: 0.002, memory: 7067, top1_acc: 0.5531, top5_acc: 0.8047, loss_cls: 1.7367, loss: 1.7367, grad_norm: 7.3146 2021-03-23 22:32:13,453 - mmaction - INFO - Epoch [27][900/1345] lr: 1.000e-03, eta: 5:48:38, time: 0.654, data_time: 0.002, memory: 7067, top1_acc: 0.5437, top5_acc: 0.8148, loss_cls: 1.7532, loss: 1.7532, grad_norm: 7.4271 2021-03-23 22:32:26,784 - mmaction - INFO - Epoch [27][920/1345] lr: 1.000e-03, eta: 5:48:25, time: 0.671, data_time: 0.007, memory: 7067, top1_acc: 0.5547, top5_acc: 0.8031, loss_cls: 1.7684, loss: 1.7684, grad_norm: 7.2872 2021-03-23 22:32:40,191 - mmaction - INFO - Epoch [27][940/1345] lr: 1.000e-03, eta: 5:48:12, time: 0.667, data_time: 0.001, memory: 7067, top1_acc: 0.5469, top5_acc: 0.8016, loss_cls: 1.7849, loss: 1.7849, grad_norm: 7.5222 2021-03-23 22:32:53,652 - mmaction - INFO - Epoch [27][960/1345] lr: 1.000e-03, eta: 5:47:58, time: 0.676, data_time: 0.007, memory: 7067, top1_acc: 0.5719, top5_acc: 0.8141, loss_cls: 1.7371, loss: 1.7371, grad_norm: 7.3592 2021-03-23 22:33:06,937 - mmaction - INFO - Epoch [27][980/1345] lr: 1.000e-03, eta: 5:47:45, time: 0.663, data_time: 0.004, memory: 7067, top1_acc: 0.5445, top5_acc: 0.8055, loss_cls: 1.7858, loss: 1.7858, grad_norm: 7.5995 2021-03-23 22:33:20,025 - mmaction - INFO - Epoch [27][1000/1345] lr: 1.000e-03, eta: 5:47:32, time: 0.658, data_time: 0.012, memory: 7067, top1_acc: 0.5852, top5_acc: 0.8109, loss_cls: 1.6508, loss: 1.6508, grad_norm: 7.0999 2021-03-23 22:33:32,975 - mmaction - INFO - Epoch [27][1020/1345] lr: 1.000e-03, eta: 5:47:18, time: 0.646, data_time: 0.000, memory: 7067, top1_acc: 0.5742, top5_acc: 0.7961, loss_cls: 1.7471, loss: 1.7471, grad_norm: 7.4820 2021-03-23 22:33:46,065 - mmaction - INFO - Epoch [27][1040/1345] lr: 1.000e-03, eta: 5:47:04, time: 0.652, data_time: 0.004, memory: 7067, top1_acc: 0.5797, top5_acc: 0.8109, loss_cls: 1.7143, loss: 1.7143, grad_norm: 7.1191 2021-03-23 22:33:59,365 - mmaction - INFO - Epoch [27][1060/1345] lr: 1.000e-03, eta: 5:46:51, time: 0.667, data_time: 0.008, memory: 7067, top1_acc: 0.5617, top5_acc: 0.8117, loss_cls: 1.7496, loss: 1.7496, grad_norm: 7.5650 2021-03-23 22:34:12,205 - mmaction - INFO - Epoch [27][1080/1345] lr: 1.000e-03, eta: 5:46:37, time: 0.639, data_time: 0.002, memory: 7067, top1_acc: 0.5430, top5_acc: 0.7961, loss_cls: 1.7797, loss: 1.7797, grad_norm: 7.5008 2021-03-23 22:34:25,296 - mmaction - INFO - Epoch [27][1100/1345] lr: 1.000e-03, eta: 5:46:24, time: 0.659, data_time: 0.006, memory: 7067, top1_acc: 0.5500, top5_acc: 0.7984, loss_cls: 1.7657, loss: 1.7657, grad_norm: 7.3484 2021-03-23 22:34:38,477 - mmaction - INFO - Epoch [27][1120/1345] lr: 1.000e-03, eta: 5:46:10, time: 0.657, data_time: 0.001, memory: 7067, top1_acc: 0.5719, top5_acc: 0.7969, loss_cls: 1.7815, loss: 1.7815, grad_norm: 7.2255 2021-03-23 22:34:51,823 - mmaction - INFO - Epoch [27][1140/1345] lr: 1.000e-03, eta: 5:45:57, time: 0.665, data_time: 0.003, memory: 7067, top1_acc: 0.5336, top5_acc: 0.7914, loss_cls: 1.8656, loss: 1.8656, grad_norm: 7.8173 2021-03-23 22:35:04,664 - mmaction - INFO - Epoch [27][1160/1345] lr: 1.000e-03, eta: 5:45:43, time: 0.637, data_time: 0.005, memory: 7067, top1_acc: 0.5492, top5_acc: 0.8156, loss_cls: 1.7428, loss: 1.7428, grad_norm: 7.5119 2021-03-23 22:35:17,417 - mmaction - INFO - Epoch [27][1180/1345] lr: 1.000e-03, eta: 5:45:29, time: 0.646, data_time: 0.011, memory: 7067, top1_acc: 0.5398, top5_acc: 0.8008, loss_cls: 1.7863, loss: 1.7863, grad_norm: 7.3688 2021-03-23 22:35:30,811 - mmaction - INFO - Epoch [27][1200/1345] lr: 1.000e-03, eta: 5:45:16, time: 0.668, data_time: 0.001, memory: 7067, top1_acc: 0.5539, top5_acc: 0.8094, loss_cls: 1.7449, loss: 1.7449, grad_norm: 7.2668 2021-03-23 22:35:43,718 - mmaction - INFO - Epoch [27][1220/1345] lr: 1.000e-03, eta: 5:45:02, time: 0.646, data_time: 0.005, memory: 7067, top1_acc: 0.5758, top5_acc: 0.8125, loss_cls: 1.6611, loss: 1.6611, grad_norm: 7.1383 2021-03-23 22:35:56,819 - mmaction - INFO - Epoch [27][1240/1345] lr: 1.000e-03, eta: 5:44:49, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.5672, top5_acc: 0.8094, loss_cls: 1.7190, loss: 1.7190, grad_norm: 7.4448 2021-03-23 22:36:09,948 - mmaction - INFO - Epoch [27][1260/1345] lr: 1.000e-03, eta: 5:44:35, time: 0.658, data_time: 0.004, memory: 7067, top1_acc: 0.5578, top5_acc: 0.8086, loss_cls: 1.7246, loss: 1.7246, grad_norm: 7.4153 2021-03-23 22:36:23,465 - mmaction - INFO - Epoch [27][1280/1345] lr: 1.000e-03, eta: 5:44:22, time: 0.672, data_time: 0.001, memory: 7067, top1_acc: 0.5563, top5_acc: 0.8023, loss_cls: 1.7426, loss: 1.7426, grad_norm: 7.2732 2021-03-23 22:36:36,709 - mmaction - INFO - Epoch [27][1300/1345] lr: 1.000e-03, eta: 5:44:09, time: 0.660, data_time: 0.008, memory: 7067, top1_acc: 0.5727, top5_acc: 0.7922, loss_cls: 1.7782, loss: 1.7782, grad_norm: 7.2007 2021-03-23 22:36:49,724 - mmaction - INFO - Epoch [27][1320/1345] lr: 1.000e-03, eta: 5:43:55, time: 0.657, data_time: 0.007, memory: 7067, top1_acc: 0.5563, top5_acc: 0.8102, loss_cls: 1.7293, loss: 1.7293, grad_norm: 7.5236 2021-03-23 22:37:01,286 - mmaction - INFO - Epoch [27][1340/1345] lr: 1.000e-03, eta: 5:43:40, time: 0.577, data_time: 0.001, memory: 7067, top1_acc: 0.5648, top5_acc: 0.8102, loss_cls: 1.6700, loss: 1.6700, grad_norm: 7.2352 2021-03-23 22:37:03,757 - mmaction - INFO - Saving checkpoint at 27 epochs 2021-03-23 22:37:34,110 - mmaction - INFO - Epoch [28][20/1345] lr: 1.000e-03, eta: 5:43:35, time: 1.496, data_time: 0.768, memory: 7067, top1_acc: 0.5570, top5_acc: 0.8125, loss_cls: 1.7203, loss: 1.7203, grad_norm: 7.2492 2021-03-23 22:37:47,766 - mmaction - INFO - Epoch [28][40/1345] lr: 1.000e-03, eta: 5:43:22, time: 0.683, data_time: 0.000, memory: 7067, top1_acc: 0.5633, top5_acc: 0.8242, loss_cls: 1.7001, loss: 1.7001, grad_norm: 7.1797 2021-03-23 22:38:00,844 - mmaction - INFO - Epoch [28][60/1345] lr: 1.000e-03, eta: 5:43:08, time: 0.647, data_time: 0.000, memory: 7067, top1_acc: 0.5594, top5_acc: 0.8078, loss_cls: 1.7673, loss: 1.7673, grad_norm: 7.3794 2021-03-23 22:38:14,340 - mmaction - INFO - Epoch [28][80/1345] lr: 1.000e-03, eta: 5:42:55, time: 0.681, data_time: 0.008, memory: 7067, top1_acc: 0.5711, top5_acc: 0.7984, loss_cls: 1.7564, loss: 1.7564, grad_norm: 7.4345 2021-03-23 22:38:27,554 - mmaction - INFO - Epoch [28][100/1345] lr: 1.000e-03, eta: 5:42:42, time: 0.662, data_time: 0.009, memory: 7067, top1_acc: 0.5625, top5_acc: 0.8047, loss_cls: 1.7512, loss: 1.7512, grad_norm: 7.4974 2021-03-23 22:38:40,575 - mmaction - INFO - Epoch [28][120/1345] lr: 1.000e-03, eta: 5:42:28, time: 0.651, data_time: 0.000, memory: 7067, top1_acc: 0.5609, top5_acc: 0.8117, loss_cls: 1.6897, loss: 1.6897, grad_norm: 7.4379 2021-03-23 22:38:54,000 - mmaction - INFO - Epoch [28][140/1345] lr: 1.000e-03, eta: 5:42:15, time: 0.670, data_time: 0.001, memory: 7067, top1_acc: 0.5898, top5_acc: 0.8414, loss_cls: 1.6397, loss: 1.6397, grad_norm: 7.4199 2021-03-23 22:39:07,592 - mmaction - INFO - Epoch [28][160/1345] lr: 1.000e-03, eta: 5:42:02, time: 0.680, data_time: 0.001, memory: 7067, top1_acc: 0.5687, top5_acc: 0.8023, loss_cls: 1.7127, loss: 1.7127, grad_norm: 7.4369 2021-03-23 22:39:20,351 - mmaction - INFO - Epoch [28][180/1345] lr: 1.000e-03, eta: 5:41:48, time: 0.637, data_time: 0.001, memory: 7067, top1_acc: 0.5617, top5_acc: 0.8070, loss_cls: 1.7427, loss: 1.7427, grad_norm: 7.6540 2021-03-23 22:39:33,318 - mmaction - INFO - Epoch [28][200/1345] lr: 1.000e-03, eta: 5:41:34, time: 0.647, data_time: 0.001, memory: 7067, top1_acc: 0.5633, top5_acc: 0.7945, loss_cls: 1.7483, loss: 1.7483, grad_norm: 7.3413 2021-03-23 22:39:46,633 - mmaction - INFO - Epoch [28][220/1345] lr: 1.000e-03, eta: 5:41:21, time: 0.664, data_time: 0.004, memory: 7067, top1_acc: 0.5648, top5_acc: 0.8117, loss_cls: 1.7447, loss: 1.7447, grad_norm: 7.6374 2021-03-23 22:39:59,425 - mmaction - INFO - Epoch [28][240/1345] lr: 1.000e-03, eta: 5:41:07, time: 0.641, data_time: 0.011, memory: 7067, top1_acc: 0.5523, top5_acc: 0.8023, loss_cls: 1.7543, loss: 1.7543, grad_norm: 7.4994 2021-03-23 22:40:12,180 - mmaction - INFO - Epoch [28][260/1345] lr: 1.000e-03, eta: 5:40:53, time: 0.639, data_time: 0.003, memory: 7067, top1_acc: 0.5594, top5_acc: 0.8141, loss_cls: 1.7304, loss: 1.7304, grad_norm: 7.4628 2021-03-23 22:40:25,371 - mmaction - INFO - Epoch [28][280/1345] lr: 1.000e-03, eta: 5:40:40, time: 0.660, data_time: 0.001, memory: 7067, top1_acc: 0.5602, top5_acc: 0.8203, loss_cls: 1.7061, loss: 1.7061, grad_norm: 7.4036 2021-03-23 22:40:38,344 - mmaction - INFO - Epoch [28][300/1345] lr: 1.000e-03, eta: 5:40:26, time: 0.648, data_time: 0.002, memory: 7067, top1_acc: 0.5727, top5_acc: 0.8102, loss_cls: 1.6827, loss: 1.6827, grad_norm: 7.2249 2021-03-23 22:40:51,781 - mmaction - INFO - Epoch [28][320/1345] lr: 1.000e-03, eta: 5:40:13, time: 0.670, data_time: 0.003, memory: 7067, top1_acc: 0.5477, top5_acc: 0.8016, loss_cls: 1.8366, loss: 1.8366, grad_norm: 7.6378 2021-03-23 22:41:04,342 - mmaction - INFO - Epoch [28][340/1345] lr: 1.000e-03, eta: 5:39:59, time: 0.626, data_time: 0.004, memory: 7067, top1_acc: 0.5437, top5_acc: 0.7836, loss_cls: 1.8792, loss: 1.8792, grad_norm: 7.6375 2021-03-23 22:41:17,657 - mmaction - INFO - Epoch [28][360/1345] lr: 1.000e-03, eta: 5:39:46, time: 0.668, data_time: 0.005, memory: 7067, top1_acc: 0.5687, top5_acc: 0.8172, loss_cls: 1.7360, loss: 1.7360, grad_norm: 7.4611 2021-03-23 22:41:30,827 - mmaction - INFO - Epoch [28][380/1345] lr: 1.000e-03, eta: 5:39:32, time: 0.661, data_time: 0.004, memory: 7067, top1_acc: 0.5578, top5_acc: 0.7977, loss_cls: 1.7750, loss: 1.7750, grad_norm: 7.5220 2021-03-23 22:41:43,419 - mmaction - INFO - Epoch [28][400/1345] lr: 1.000e-03, eta: 5:39:18, time: 0.630, data_time: 0.004, memory: 7067, top1_acc: 0.5656, top5_acc: 0.8148, loss_cls: 1.6955, loss: 1.6955, grad_norm: 7.4511 2021-03-23 22:41:56,446 - mmaction - INFO - Epoch [28][420/1345] lr: 1.000e-03, eta: 5:39:05, time: 0.650, data_time: 0.006, memory: 7067, top1_acc: 0.5781, top5_acc: 0.8109, loss_cls: 1.6911, loss: 1.6911, grad_norm: 7.2599 2021-03-23 22:42:09,531 - mmaction - INFO - Epoch [28][440/1345] lr: 1.000e-03, eta: 5:38:51, time: 0.655, data_time: 0.003, memory: 7067, top1_acc: 0.5672, top5_acc: 0.8086, loss_cls: 1.7019, loss: 1.7019, grad_norm: 7.2201 2021-03-23 22:42:23,314 - mmaction - INFO - Epoch [28][460/1345] lr: 1.000e-03, eta: 5:38:38, time: 0.686, data_time: 0.003, memory: 7067, top1_acc: 0.5617, top5_acc: 0.7969, loss_cls: 1.7977, loss: 1.7977, grad_norm: 7.4907 2021-03-23 22:42:36,469 - mmaction - INFO - Epoch [28][480/1345] lr: 1.000e-03, eta: 5:38:25, time: 0.662, data_time: 0.006, memory: 7067, top1_acc: 0.5648, top5_acc: 0.8148, loss_cls: 1.7264, loss: 1.7264, grad_norm: 7.5247 2021-03-23 22:42:49,052 - mmaction - INFO - Epoch [28][500/1345] lr: 1.000e-03, eta: 5:38:11, time: 0.626, data_time: 0.002, memory: 7067, top1_acc: 0.5813, top5_acc: 0.8047, loss_cls: 1.7105, loss: 1.7105, grad_norm: 7.4221 2021-03-23 22:43:02,395 - mmaction - INFO - Epoch [28][520/1345] lr: 1.000e-03, eta: 5:37:57, time: 0.665, data_time: 0.005, memory: 7067, top1_acc: 0.5437, top5_acc: 0.8156, loss_cls: 1.7571, loss: 1.7571, grad_norm: 7.6481 2021-03-23 22:43:15,154 - mmaction - INFO - Epoch [28][540/1345] lr: 1.000e-03, eta: 5:37:43, time: 0.643, data_time: 0.007, memory: 7067, top1_acc: 0.5484, top5_acc: 0.8102, loss_cls: 1.7405, loss: 1.7405, grad_norm: 7.4773 2021-03-23 22:43:28,404 - mmaction - INFO - Epoch [28][560/1345] lr: 1.000e-03, eta: 5:37:30, time: 0.659, data_time: 0.003, memory: 7067, top1_acc: 0.5414, top5_acc: 0.7922, loss_cls: 1.7713, loss: 1.7713, grad_norm: 7.5300 2021-03-23 22:43:41,473 - mmaction - INFO - Epoch [28][580/1345] lr: 1.000e-03, eta: 5:37:17, time: 0.659, data_time: 0.006, memory: 7067, top1_acc: 0.5719, top5_acc: 0.8203, loss_cls: 1.7230, loss: 1.7230, grad_norm: 7.4250 2021-03-23 22:43:54,342 - mmaction - INFO - Epoch [28][600/1345] lr: 1.000e-03, eta: 5:37:03, time: 0.639, data_time: 0.000, memory: 7067, top1_acc: 0.5773, top5_acc: 0.8180, loss_cls: 1.7472, loss: 1.7472, grad_norm: 7.5000 2021-03-23 22:44:07,142 - mmaction - INFO - Epoch [28][620/1345] lr: 1.000e-03, eta: 5:36:49, time: 0.643, data_time: 0.005, memory: 7067, top1_acc: 0.5484, top5_acc: 0.8305, loss_cls: 1.6888, loss: 1.6888, grad_norm: 7.4781 2021-03-23 22:44:20,141 - mmaction - INFO - Epoch [28][640/1345] lr: 1.000e-03, eta: 5:36:35, time: 0.651, data_time: 0.005, memory: 7067, top1_acc: 0.5586, top5_acc: 0.8094, loss_cls: 1.7091, loss: 1.7091, grad_norm: 7.4697 2021-03-23 22:44:33,154 - mmaction - INFO - Epoch [28][660/1345] lr: 1.000e-03, eta: 5:36:22, time: 0.651, data_time: 0.001, memory: 7067, top1_acc: 0.5539, top5_acc: 0.8227, loss_cls: 1.7076, loss: 1.7076, grad_norm: 7.5432 2021-03-23 22:44:46,197 - mmaction - INFO - Epoch [28][680/1345] lr: 1.000e-03, eta: 5:36:08, time: 0.652, data_time: 0.004, memory: 7067, top1_acc: 0.5594, top5_acc: 0.8148, loss_cls: 1.7237, loss: 1.7237, grad_norm: 7.2806 2021-03-23 22:44:59,448 - mmaction - INFO - Epoch [28][700/1345] lr: 1.000e-03, eta: 5:35:55, time: 0.660, data_time: 0.001, memory: 7067, top1_acc: 0.5695, top5_acc: 0.8250, loss_cls: 1.6880, loss: 1.6880, grad_norm: 7.5329 2021-03-23 22:45:12,353 - mmaction - INFO - Epoch [28][720/1345] lr: 1.000e-03, eta: 5:35:41, time: 0.645, data_time: 0.004, memory: 7067, top1_acc: 0.5469, top5_acc: 0.8055, loss_cls: 1.7783, loss: 1.7783, grad_norm: 7.4568 2021-03-23 22:45:25,448 - mmaction - INFO - Epoch [28][740/1345] lr: 1.000e-03, eta: 5:35:28, time: 0.658, data_time: 0.004, memory: 7067, top1_acc: 0.5648, top5_acc: 0.7969, loss_cls: 1.7880, loss: 1.7880, grad_norm: 7.5379 2021-03-23 22:45:38,631 - mmaction - INFO - Epoch [28][760/1345] lr: 1.000e-03, eta: 5:35:14, time: 0.659, data_time: 0.001, memory: 7067, top1_acc: 0.5875, top5_acc: 0.8258, loss_cls: 1.6770, loss: 1.6770, grad_norm: 7.7154 2021-03-23 22:45:52,013 - mmaction - INFO - Epoch [28][780/1345] lr: 1.000e-03, eta: 5:35:01, time: 0.666, data_time: 0.001, memory: 7067, top1_acc: 0.5328, top5_acc: 0.8055, loss_cls: 1.7752, loss: 1.7752, grad_norm: 7.6960 2021-03-23 22:46:04,945 - mmaction - INFO - Epoch [28][800/1345] lr: 1.000e-03, eta: 5:34:47, time: 0.650, data_time: 0.004, memory: 7067, top1_acc: 0.5820, top5_acc: 0.8320, loss_cls: 1.6503, loss: 1.6503, grad_norm: 7.2749 2021-03-23 22:46:17,938 - mmaction - INFO - Epoch [28][820/1345] lr: 1.000e-03, eta: 5:34:34, time: 0.649, data_time: 0.001, memory: 7067, top1_acc: 0.5516, top5_acc: 0.7977, loss_cls: 1.7892, loss: 1.7892, grad_norm: 7.5603 2021-03-23 22:46:31,433 - mmaction - INFO - Epoch [28][840/1345] lr: 1.000e-03, eta: 5:34:20, time: 0.676, data_time: 0.002, memory: 7067, top1_acc: 0.5586, top5_acc: 0.7977, loss_cls: 1.7778, loss: 1.7778, grad_norm: 7.3749 2021-03-23 22:46:44,083 - mmaction - INFO - Epoch [28][860/1345] lr: 1.000e-03, eta: 5:34:07, time: 0.630, data_time: 0.002, memory: 7067, top1_acc: 0.5539, top5_acc: 0.8109, loss_cls: 1.7355, loss: 1.7355, grad_norm: 7.7466 2021-03-23 22:46:57,349 - mmaction - INFO - Epoch [28][880/1345] lr: 1.000e-03, eta: 5:33:53, time: 0.665, data_time: 0.004, memory: 7067, top1_acc: 0.5773, top5_acc: 0.8086, loss_cls: 1.7030, loss: 1.7030, grad_norm: 7.2935 2021-03-23 22:47:10,891 - mmaction - INFO - Epoch [28][900/1345] lr: 1.000e-03, eta: 5:33:40, time: 0.677, data_time: 0.003, memory: 7067, top1_acc: 0.5633, top5_acc: 0.7922, loss_cls: 1.7708, loss: 1.7708, grad_norm: 7.5676 2021-03-23 22:47:24,156 - mmaction - INFO - Epoch [28][920/1345] lr: 1.000e-03, eta: 5:33:26, time: 0.657, data_time: 0.006, memory: 7067, top1_acc: 0.5570, top5_acc: 0.8000, loss_cls: 1.7477, loss: 1.7477, grad_norm: 7.4952 2021-03-23 22:47:37,100 - mmaction - INFO - Epoch [28][940/1345] lr: 1.000e-03, eta: 5:33:13, time: 0.654, data_time: 0.009, memory: 7067, top1_acc: 0.5484, top5_acc: 0.7844, loss_cls: 1.8432, loss: 1.8432, grad_norm: 7.3171 2021-03-23 22:47:50,157 - mmaction - INFO - Epoch [28][960/1345] lr: 1.000e-03, eta: 5:32:59, time: 0.649, data_time: 0.002, memory: 7067, top1_acc: 0.5461, top5_acc: 0.8055, loss_cls: 1.7830, loss: 1.7830, grad_norm: 7.5698 2021-03-23 22:48:03,012 - mmaction - INFO - Epoch [28][980/1345] lr: 1.000e-03, eta: 5:32:46, time: 0.648, data_time: 0.006, memory: 7067, top1_acc: 0.5719, top5_acc: 0.8078, loss_cls: 1.7165, loss: 1.7165, grad_norm: 7.4655 2021-03-23 22:48:16,272 - mmaction - INFO - Epoch [28][1000/1345] lr: 1.000e-03, eta: 5:32:32, time: 0.664, data_time: 0.002, memory: 7067, top1_acc: 0.5734, top5_acc: 0.8141, loss_cls: 1.7062, loss: 1.7062, grad_norm: 7.3173 2021-03-23 22:48:28,939 - mmaction - INFO - Epoch [28][1020/1345] lr: 1.000e-03, eta: 5:32:18, time: 0.633, data_time: 0.000, memory: 7067, top1_acc: 0.5617, top5_acc: 0.8016, loss_cls: 1.7301, loss: 1.7301, grad_norm: 7.3353 2021-03-23 22:48:42,261 - mmaction - INFO - Epoch [28][1040/1345] lr: 1.000e-03, eta: 5:32:05, time: 0.663, data_time: 0.008, memory: 7067, top1_acc: 0.5508, top5_acc: 0.8063, loss_cls: 1.7823, loss: 1.7823, grad_norm: 7.8049 2021-03-23 22:48:54,835 - mmaction - INFO - Epoch [28][1060/1345] lr: 1.000e-03, eta: 5:31:51, time: 0.632, data_time: 0.011, memory: 7067, top1_acc: 0.5664, top5_acc: 0.7992, loss_cls: 1.7626, loss: 1.7626, grad_norm: 7.6476 2021-03-23 22:49:07,963 - mmaction - INFO - Epoch [28][1080/1345] lr: 1.000e-03, eta: 5:31:38, time: 0.654, data_time: 0.001, memory: 7067, top1_acc: 0.5820, top5_acc: 0.8109, loss_cls: 1.7339, loss: 1.7339, grad_norm: 7.4476 2021-03-23 22:49:21,121 - mmaction - INFO - Epoch [28][1100/1345] lr: 1.000e-03, eta: 5:31:24, time: 0.659, data_time: 0.010, memory: 7067, top1_acc: 0.5547, top5_acc: 0.8187, loss_cls: 1.7293, loss: 1.7293, grad_norm: 7.5554 2021-03-23 22:49:34,170 - mmaction - INFO - Epoch [28][1120/1345] lr: 1.000e-03, eta: 5:31:11, time: 0.643, data_time: 0.008, memory: 7067, top1_acc: 0.5609, top5_acc: 0.8148, loss_cls: 1.7194, loss: 1.7194, grad_norm: 7.6759 2021-03-23 22:49:47,000 - mmaction - INFO - Epoch [28][1140/1345] lr: 1.000e-03, eta: 5:30:57, time: 0.648, data_time: 0.012, memory: 7067, top1_acc: 0.5398, top5_acc: 0.7898, loss_cls: 1.7947, loss: 1.7947, grad_norm: 7.5040 2021-03-23 22:49:59,790 - mmaction - INFO - Epoch [28][1160/1345] lr: 1.000e-03, eta: 5:30:43, time: 0.639, data_time: 0.007, memory: 7067, top1_acc: 0.5625, top5_acc: 0.8141, loss_cls: 1.7167, loss: 1.7167, grad_norm: 7.6457 2021-03-23 22:50:13,208 - mmaction - INFO - Epoch [28][1180/1345] lr: 1.000e-03, eta: 5:30:30, time: 0.674, data_time: 0.006, memory: 7067, top1_acc: 0.5719, top5_acc: 0.8250, loss_cls: 1.6658, loss: 1.6658, grad_norm: 7.3430 2021-03-23 22:50:26,162 - mmaction - INFO - Epoch [28][1200/1345] lr: 1.000e-03, eta: 5:30:16, time: 0.648, data_time: 0.007, memory: 7067, top1_acc: 0.5773, top5_acc: 0.8078, loss_cls: 1.7363, loss: 1.7363, grad_norm: 7.2053 2021-03-23 22:50:39,502 - mmaction - INFO - Epoch [28][1220/1345] lr: 1.000e-03, eta: 5:30:03, time: 0.666, data_time: 0.001, memory: 7067, top1_acc: 0.5578, top5_acc: 0.8117, loss_cls: 1.7407, loss: 1.7407, grad_norm: 7.5684 2021-03-23 22:50:52,421 - mmaction - INFO - Epoch [28][1240/1345] lr: 1.000e-03, eta: 5:29:49, time: 0.647, data_time: 0.002, memory: 7067, top1_acc: 0.5641, top5_acc: 0.8055, loss_cls: 1.7505, loss: 1.7505, grad_norm: 7.5761 2021-03-23 22:51:04,656 - mmaction - INFO - Epoch [28][1260/1345] lr: 1.000e-03, eta: 5:29:35, time: 0.607, data_time: 0.000, memory: 7067, top1_acc: 0.5672, top5_acc: 0.8063, loss_cls: 1.7112, loss: 1.7112, grad_norm: 7.3846 2021-03-23 22:51:17,701 - mmaction - INFO - Epoch [28][1280/1345] lr: 1.000e-03, eta: 5:29:22, time: 0.656, data_time: 0.005, memory: 7067, top1_acc: 0.5883, top5_acc: 0.7984, loss_cls: 1.7496, loss: 1.7496, grad_norm: 7.6750 2021-03-23 22:51:30,694 - mmaction - INFO - Epoch [28][1300/1345] lr: 1.000e-03, eta: 5:29:08, time: 0.648, data_time: 0.002, memory: 7067, top1_acc: 0.5727, top5_acc: 0.8180, loss_cls: 1.6865, loss: 1.6865, grad_norm: 7.6498 2021-03-23 22:51:43,554 - mmaction - INFO - Epoch [28][1320/1345] lr: 1.000e-03, eta: 5:28:54, time: 0.645, data_time: 0.003, memory: 7067, top1_acc: 0.5461, top5_acc: 0.7883, loss_cls: 1.8218, loss: 1.8218, grad_norm: 7.7093 2021-03-23 22:51:55,037 - mmaction - INFO - Epoch [28][1340/1345] lr: 1.000e-03, eta: 5:28:40, time: 0.575, data_time: 0.001, memory: 7067, top1_acc: 0.5867, top5_acc: 0.8195, loss_cls: 1.6773, loss: 1.6773, grad_norm: 7.4329 2021-03-23 22:51:57,600 - mmaction - INFO - Saving checkpoint at 28 epochs 2021-03-23 22:53:22,637 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-23 22:53:22,827 - mmaction - INFO - top1_acc 0.4520 top5_acc 0.7391 2021-03-23 22:53:22,828 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-23 22:53:22,839 - mmaction - INFO - mean_acc 0.4144 2021-03-23 22:53:23,235 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_28.pth. 2021-03-23 22:53:23,235 - mmaction - INFO - Best top1_acc is 0.4520 at 28 epoch. 2021-03-23 22:53:23,247 - mmaction - INFO - Epoch(val) [28][1345] top1_acc: 0.4520, top5_acc: 0.7391, mean_class_accuracy: 0.4144 2021-03-23 22:53:53,829 - mmaction - INFO - Epoch [29][20/1345] lr: 1.000e-03, eta: 5:28:34, time: 1.528, data_time: 0.808, memory: 7067, top1_acc: 0.5508, top5_acc: 0.8203, loss_cls: 1.7055, loss: 1.7055, grad_norm: 7.3828 2021-03-23 22:54:06,424 - mmaction - INFO - Epoch [29][40/1345] lr: 1.000e-03, eta: 5:28:20, time: 0.624, data_time: 0.001, memory: 7067, top1_acc: 0.5500, top5_acc: 0.8016, loss_cls: 1.7755, loss: 1.7755, grad_norm: 7.5147 2021-03-23 22:54:19,503 - mmaction - INFO - Epoch [29][60/1345] lr: 1.000e-03, eta: 5:28:06, time: 0.660, data_time: 0.013, memory: 7067, top1_acc: 0.5758, top5_acc: 0.8211, loss_cls: 1.6963, loss: 1.6963, grad_norm: 7.1003 2021-03-23 22:54:33,031 - mmaction - INFO - Epoch [29][80/1345] lr: 1.000e-03, eta: 5:27:53, time: 0.676, data_time: 0.001, memory: 7067, top1_acc: 0.5664, top5_acc: 0.8211, loss_cls: 1.7014, loss: 1.7014, grad_norm: 7.5385 2021-03-23 22:54:46,390 - mmaction - INFO - Epoch [29][100/1345] lr: 1.000e-03, eta: 5:27:40, time: 0.663, data_time: 0.001, memory: 7067, top1_acc: 0.5844, top5_acc: 0.8250, loss_cls: 1.6612, loss: 1.6612, grad_norm: 7.4270 2021-03-23 22:54:59,363 - mmaction - INFO - Epoch [29][120/1345] lr: 1.000e-03, eta: 5:27:26, time: 0.651, data_time: 0.006, memory: 7067, top1_acc: 0.5992, top5_acc: 0.8250, loss_cls: 1.6349, loss: 1.6349, grad_norm: 7.4004 2021-03-23 22:55:13,018 - mmaction - INFO - Epoch [29][140/1345] lr: 1.000e-03, eta: 5:27:13, time: 0.686, data_time: 0.011, memory: 7067, top1_acc: 0.5641, top5_acc: 0.8141, loss_cls: 1.6875, loss: 1.6875, grad_norm: 7.5637 2021-03-23 22:55:26,379 - mmaction - INFO - Epoch [29][160/1345] lr: 1.000e-03, eta: 5:27:00, time: 0.666, data_time: 0.001, memory: 7067, top1_acc: 0.5883, top5_acc: 0.8227, loss_cls: 1.6501, loss: 1.6501, grad_norm: 7.4615 2021-03-23 22:55:39,328 - mmaction - INFO - Epoch [29][180/1345] lr: 1.000e-03, eta: 5:26:46, time: 0.643, data_time: 0.004, memory: 7067, top1_acc: 0.5938, top5_acc: 0.8094, loss_cls: 1.6557, loss: 1.6557, grad_norm: 7.1447 2021-03-23 22:55:52,222 - mmaction - INFO - Epoch [29][200/1345] lr: 1.000e-03, eta: 5:26:33, time: 0.650, data_time: 0.008, memory: 7067, top1_acc: 0.5453, top5_acc: 0.8047, loss_cls: 1.7870, loss: 1.7870, grad_norm: 7.6952 2021-03-23 22:56:05,683 - mmaction - INFO - Epoch [29][220/1345] lr: 1.000e-03, eta: 5:26:19, time: 0.674, data_time: 0.002, memory: 7067, top1_acc: 0.5859, top5_acc: 0.8313, loss_cls: 1.6438, loss: 1.6438, grad_norm: 7.5689 2021-03-23 22:56:18,707 - mmaction - INFO - Epoch [29][240/1345] lr: 1.000e-03, eta: 5:26:06, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.5859, top5_acc: 0.8117, loss_cls: 1.6407, loss: 1.6407, grad_norm: 7.6598 2021-03-23 22:56:31,721 - mmaction - INFO - Epoch [29][260/1345] lr: 1.000e-03, eta: 5:25:52, time: 0.646, data_time: 0.001, memory: 7067, top1_acc: 0.5828, top5_acc: 0.8094, loss_cls: 1.6988, loss: 1.6988, grad_norm: 7.7598 2021-03-23 22:56:44,888 - mmaction - INFO - Epoch [29][280/1345] lr: 1.000e-03, eta: 5:25:39, time: 0.659, data_time: 0.007, memory: 7067, top1_acc: 0.5859, top5_acc: 0.8117, loss_cls: 1.6457, loss: 1.6457, grad_norm: 7.4868 2021-03-23 22:56:58,414 - mmaction - INFO - Epoch [29][300/1345] lr: 1.000e-03, eta: 5:25:25, time: 0.675, data_time: 0.005, memory: 7067, top1_acc: 0.5406, top5_acc: 0.8195, loss_cls: 1.7503, loss: 1.7503, grad_norm: 7.8599 2021-03-23 22:57:11,197 - mmaction - INFO - Epoch [29][320/1345] lr: 1.000e-03, eta: 5:25:12, time: 0.643, data_time: 0.006, memory: 7067, top1_acc: 0.5781, top5_acc: 0.8227, loss_cls: 1.6774, loss: 1.6774, grad_norm: 7.4479 2021-03-23 22:57:24,191 - mmaction - INFO - Epoch [29][340/1345] lr: 1.000e-03, eta: 5:24:58, time: 0.651, data_time: 0.002, memory: 7067, top1_acc: 0.5531, top5_acc: 0.7984, loss_cls: 1.8019, loss: 1.8019, grad_norm: 7.6292 2021-03-23 22:57:37,132 - mmaction - INFO - Epoch [29][360/1345] lr: 1.000e-03, eta: 5:24:45, time: 0.647, data_time: 0.001, memory: 7067, top1_acc: 0.5578, top5_acc: 0.7977, loss_cls: 1.7567, loss: 1.7567, grad_norm: 7.6020 2021-03-23 22:57:49,773 - mmaction - INFO - Epoch [29][380/1345] lr: 1.000e-03, eta: 5:24:31, time: 0.632, data_time: 0.001, memory: 7067, top1_acc: 0.5586, top5_acc: 0.8086, loss_cls: 1.7535, loss: 1.7535, grad_norm: 7.5843 2021-03-23 22:58:03,156 - mmaction - INFO - Epoch [29][400/1345] lr: 1.000e-03, eta: 5:24:17, time: 0.668, data_time: 0.002, memory: 7067, top1_acc: 0.5508, top5_acc: 0.8180, loss_cls: 1.7019, loss: 1.7019, grad_norm: 7.6589 2021-03-23 22:58:16,306 - mmaction - INFO - Epoch [29][420/1345] lr: 1.000e-03, eta: 5:24:04, time: 0.659, data_time: 0.002, memory: 7067, top1_acc: 0.5844, top5_acc: 0.8031, loss_cls: 1.7041, loss: 1.7041, grad_norm: 7.6162 2021-03-23 22:58:29,553 - mmaction - INFO - Epoch [29][440/1345] lr: 1.000e-03, eta: 5:23:50, time: 0.659, data_time: 0.001, memory: 7067, top1_acc: 0.5539, top5_acc: 0.8086, loss_cls: 1.7535, loss: 1.7535, grad_norm: 7.6130 2021-03-23 22:58:42,403 - mmaction - INFO - Epoch [29][460/1345] lr: 1.000e-03, eta: 5:23:37, time: 0.647, data_time: 0.007, memory: 7067, top1_acc: 0.5594, top5_acc: 0.8164, loss_cls: 1.7196, loss: 1.7196, grad_norm: 7.6932 2021-03-23 22:58:56,056 - mmaction - INFO - Epoch [29][480/1345] lr: 1.000e-03, eta: 5:23:24, time: 0.683, data_time: 0.001, memory: 7067, top1_acc: 0.5750, top5_acc: 0.8094, loss_cls: 1.7035, loss: 1.7035, grad_norm: 7.5184 2021-03-23 22:59:09,021 - mmaction - INFO - Epoch [29][500/1345] lr: 1.000e-03, eta: 5:23:10, time: 0.646, data_time: 0.000, memory: 7067, top1_acc: 0.5844, top5_acc: 0.8164, loss_cls: 1.6493, loss: 1.6493, grad_norm: 7.5845 2021-03-23 22:59:22,085 - mmaction - INFO - Epoch [29][520/1345] lr: 1.000e-03, eta: 5:22:57, time: 0.655, data_time: 0.003, memory: 7067, top1_acc: 0.5344, top5_acc: 0.7883, loss_cls: 1.8512, loss: 1.8512, grad_norm: 8.0590 2021-03-23 22:59:34,738 - mmaction - INFO - Epoch [29][540/1345] lr: 1.000e-03, eta: 5:22:43, time: 0.630, data_time: 0.001, memory: 7067, top1_acc: 0.5625, top5_acc: 0.8055, loss_cls: 1.7188, loss: 1.7188, grad_norm: 7.6293 2021-03-23 22:59:48,245 - mmaction - INFO - Epoch [29][560/1345] lr: 1.000e-03, eta: 5:22:30, time: 0.677, data_time: 0.003, memory: 7067, top1_acc: 0.5602, top5_acc: 0.8180, loss_cls: 1.7183, loss: 1.7183, grad_norm: 7.9372 2021-03-23 23:00:01,091 - mmaction - INFO - Epoch [29][580/1345] lr: 1.000e-03, eta: 5:22:16, time: 0.643, data_time: 0.003, memory: 7067, top1_acc: 0.5875, top5_acc: 0.8195, loss_cls: 1.6433, loss: 1.6433, grad_norm: 7.3224 2021-03-23 23:00:14,317 - mmaction - INFO - Epoch [29][600/1345] lr: 1.000e-03, eta: 5:22:02, time: 0.649, data_time: 0.000, memory: 7067, top1_acc: 0.5508, top5_acc: 0.8016, loss_cls: 1.7697, loss: 1.7697, grad_norm: 7.8728 2021-03-23 23:00:27,169 - mmaction - INFO - Epoch [29][620/1345] lr: 1.000e-03, eta: 5:21:49, time: 0.653, data_time: 0.013, memory: 7067, top1_acc: 0.5781, top5_acc: 0.8125, loss_cls: 1.6705, loss: 1.6705, grad_norm: 7.5500 2021-03-23 23:00:40,145 - mmaction - INFO - Epoch [29][640/1345] lr: 1.000e-03, eta: 5:21:35, time: 0.651, data_time: 0.003, memory: 7067, top1_acc: 0.5656, top5_acc: 0.8102, loss_cls: 1.6959, loss: 1.6959, grad_norm: 7.7559 2021-03-23 23:00:52,846 - mmaction - INFO - Epoch [29][660/1345] lr: 1.000e-03, eta: 5:21:21, time: 0.633, data_time: 0.000, memory: 7067, top1_acc: 0.5742, top5_acc: 0.8172, loss_cls: 1.7010, loss: 1.7010, grad_norm: 7.6823 2021-03-23 23:01:05,896 - mmaction - INFO - Epoch [29][680/1345] lr: 1.000e-03, eta: 5:21:08, time: 0.653, data_time: 0.002, memory: 7067, top1_acc: 0.5750, top5_acc: 0.8031, loss_cls: 1.7518, loss: 1.7518, grad_norm: 7.5949 2021-03-23 23:01:18,323 - mmaction - INFO - Epoch [29][700/1345] lr: 1.000e-03, eta: 5:20:54, time: 0.622, data_time: 0.002, memory: 7067, top1_acc: 0.5555, top5_acc: 0.8039, loss_cls: 1.7665, loss: 1.7665, grad_norm: 7.5420 2021-03-23 23:01:31,362 - mmaction - INFO - Epoch [29][720/1345] lr: 1.000e-03, eta: 5:20:40, time: 0.652, data_time: 0.001, memory: 7067, top1_acc: 0.5563, top5_acc: 0.8219, loss_cls: 1.6687, loss: 1.6687, grad_norm: 7.6402 2021-03-23 23:01:44,373 - mmaction - INFO - Epoch [29][740/1345] lr: 1.000e-03, eta: 5:20:27, time: 0.644, data_time: 0.001, memory: 7067, top1_acc: 0.5695, top5_acc: 0.8086, loss_cls: 1.7363, loss: 1.7363, grad_norm: 7.6076 2021-03-23 23:01:57,305 - mmaction - INFO - Epoch [29][760/1345] lr: 1.000e-03, eta: 5:20:13, time: 0.653, data_time: 0.008, memory: 7067, top1_acc: 0.5797, top5_acc: 0.8266, loss_cls: 1.6573, loss: 1.6573, grad_norm: 7.5865 2021-03-23 23:02:10,623 - mmaction - INFO - Epoch [29][780/1345] lr: 1.000e-03, eta: 5:20:00, time: 0.665, data_time: 0.004, memory: 7067, top1_acc: 0.5602, top5_acc: 0.8078, loss_cls: 1.7517, loss: 1.7517, grad_norm: 7.8773 2021-03-23 23:02:23,636 - mmaction - INFO - Epoch [29][800/1345] lr: 1.000e-03, eta: 5:19:46, time: 0.651, data_time: 0.004, memory: 7067, top1_acc: 0.5563, top5_acc: 0.8016, loss_cls: 1.7614, loss: 1.7614, grad_norm: 7.6753 2021-03-23 23:02:36,962 - mmaction - INFO - Epoch [29][820/1345] lr: 1.000e-03, eta: 5:19:33, time: 0.667, data_time: 0.002, memory: 7067, top1_acc: 0.5430, top5_acc: 0.8086, loss_cls: 1.7580, loss: 1.7580, grad_norm: 7.6960 2021-03-23 23:02:49,381 - mmaction - INFO - Epoch [29][840/1345] lr: 1.000e-03, eta: 5:19:19, time: 0.622, data_time: 0.003, memory: 7067, top1_acc: 0.5844, top5_acc: 0.8367, loss_cls: 1.5914, loss: 1.5914, grad_norm: 7.5408 2021-03-23 23:03:02,829 - mmaction - INFO - Epoch [29][860/1345] lr: 1.000e-03, eta: 5:19:05, time: 0.668, data_time: 0.002, memory: 7067, top1_acc: 0.5711, top5_acc: 0.8227, loss_cls: 1.6928, loss: 1.6928, grad_norm: 7.8432 2021-03-23 23:03:16,094 - mmaction - INFO - Epoch [29][880/1345] lr: 1.000e-03, eta: 5:18:52, time: 0.666, data_time: 0.005, memory: 7067, top1_acc: 0.5594, top5_acc: 0.8102, loss_cls: 1.7596, loss: 1.7596, grad_norm: 7.9573 2021-03-23 23:03:29,425 - mmaction - INFO - Epoch [29][900/1345] lr: 1.000e-03, eta: 5:18:39, time: 0.668, data_time: 0.002, memory: 7067, top1_acc: 0.5766, top5_acc: 0.8094, loss_cls: 1.6838, loss: 1.6838, grad_norm: 7.7738 2021-03-23 23:03:43,013 - mmaction - INFO - Epoch [29][920/1345] lr: 1.000e-03, eta: 5:18:26, time: 0.679, data_time: 0.001, memory: 7067, top1_acc: 0.5516, top5_acc: 0.8195, loss_cls: 1.6776, loss: 1.6776, grad_norm: 7.6594 2021-03-23 23:03:55,953 - mmaction - INFO - Epoch [29][940/1345] lr: 1.000e-03, eta: 5:18:12, time: 0.645, data_time: 0.001, memory: 7067, top1_acc: 0.5437, top5_acc: 0.8031, loss_cls: 1.7434, loss: 1.7434, grad_norm: 7.7597 2021-03-23 23:04:08,984 - mmaction - INFO - Epoch [29][960/1345] lr: 1.000e-03, eta: 5:17:58, time: 0.653, data_time: 0.009, memory: 7067, top1_acc: 0.5602, top5_acc: 0.8063, loss_cls: 1.7499, loss: 1.7499, grad_norm: 7.8277 2021-03-23 23:04:21,748 - mmaction - INFO - Epoch [29][980/1345] lr: 1.000e-03, eta: 5:17:45, time: 0.639, data_time: 0.003, memory: 7067, top1_acc: 0.5781, top5_acc: 0.8250, loss_cls: 1.6972, loss: 1.6972, grad_norm: 7.5321 2021-03-23 23:04:34,679 - mmaction - INFO - Epoch [29][1000/1345] lr: 1.000e-03, eta: 5:17:31, time: 0.648, data_time: 0.004, memory: 7067, top1_acc: 0.5578, top5_acc: 0.7945, loss_cls: 1.7516, loss: 1.7516, grad_norm: 7.6400 2021-03-23 23:04:47,881 - mmaction - INFO - Epoch [29][1020/1345] lr: 1.000e-03, eta: 5:17:18, time: 0.657, data_time: 0.000, memory: 7067, top1_acc: 0.5531, top5_acc: 0.8086, loss_cls: 1.7359, loss: 1.7359, grad_norm: 7.8964 2021-03-23 23:05:01,277 - mmaction - INFO - Epoch [29][1040/1345] lr: 1.000e-03, eta: 5:17:04, time: 0.670, data_time: 0.004, memory: 7067, top1_acc: 0.5766, top5_acc: 0.8187, loss_cls: 1.6717, loss: 1.6717, grad_norm: 7.7538 2021-03-23 23:05:14,461 - mmaction - INFO - Epoch [29][1060/1345] lr: 1.000e-03, eta: 5:16:51, time: 0.655, data_time: 0.003, memory: 7067, top1_acc: 0.5563, top5_acc: 0.8203, loss_cls: 1.7365, loss: 1.7365, grad_norm: 7.8442 2021-03-23 23:05:27,279 - mmaction - INFO - Epoch [29][1080/1345] lr: 1.000e-03, eta: 5:16:37, time: 0.648, data_time: 0.007, memory: 7067, top1_acc: 0.5648, top5_acc: 0.8141, loss_cls: 1.6926, loss: 1.6926, grad_norm: 7.8790 2021-03-23 23:05:40,487 - mmaction - INFO - Epoch [29][1100/1345] lr: 1.000e-03, eta: 5:16:24, time: 0.660, data_time: 0.001, memory: 7067, top1_acc: 0.5648, top5_acc: 0.8117, loss_cls: 1.7436, loss: 1.7436, grad_norm: 7.7563 2021-03-23 23:05:53,552 - mmaction - INFO - Epoch [29][1120/1345] lr: 1.000e-03, eta: 5:16:10, time: 0.653, data_time: 0.001, memory: 7067, top1_acc: 0.5719, top5_acc: 0.8102, loss_cls: 1.7125, loss: 1.7125, grad_norm: 7.4867 2021-03-23 23:06:06,645 - mmaction - INFO - Epoch [29][1140/1345] lr: 1.000e-03, eta: 5:15:57, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.5898, top5_acc: 0.8336, loss_cls: 1.6667, loss: 1.6667, grad_norm: 7.8285 2021-03-23 23:06:19,502 - mmaction - INFO - Epoch [29][1160/1345] lr: 1.000e-03, eta: 5:15:43, time: 0.643, data_time: 0.002, memory: 7067, top1_acc: 0.5461, top5_acc: 0.8086, loss_cls: 1.7551, loss: 1.7551, grad_norm: 7.8796 2021-03-23 23:06:32,941 - mmaction - INFO - Epoch [29][1180/1345] lr: 1.000e-03, eta: 5:15:30, time: 0.668, data_time: 0.001, memory: 7067, top1_acc: 0.5391, top5_acc: 0.7977, loss_cls: 1.8017, loss: 1.8017, grad_norm: 7.8733 2021-03-23 23:06:46,215 - mmaction - INFO - Epoch [29][1200/1345] lr: 1.000e-03, eta: 5:15:17, time: 0.664, data_time: 0.009, memory: 7067, top1_acc: 0.5523, top5_acc: 0.8047, loss_cls: 1.7296, loss: 1.7296, grad_norm: 7.7236 2021-03-23 23:06:59,326 - mmaction - INFO - Epoch [29][1220/1345] lr: 1.000e-03, eta: 5:15:03, time: 0.659, data_time: 0.004, memory: 7067, top1_acc: 0.5898, top5_acc: 0.8242, loss_cls: 1.6411, loss: 1.6411, grad_norm: 7.7048 2021-03-23 23:07:12,379 - mmaction - INFO - Epoch [29][1240/1345] lr: 1.000e-03, eta: 5:14:50, time: 0.653, data_time: 0.001, memory: 7067, top1_acc: 0.5469, top5_acc: 0.8016, loss_cls: 1.7559, loss: 1.7559, grad_norm: 7.9303 2021-03-23 23:07:25,585 - mmaction - INFO - Epoch [29][1260/1345] lr: 1.000e-03, eta: 5:14:36, time: 0.654, data_time: 0.001, memory: 7067, top1_acc: 0.5641, top5_acc: 0.8063, loss_cls: 1.7521, loss: 1.7521, grad_norm: 7.8601 2021-03-23 23:07:38,915 - mmaction - INFO - Epoch [29][1280/1345] lr: 1.000e-03, eta: 5:14:23, time: 0.671, data_time: 0.007, memory: 7067, top1_acc: 0.5687, top5_acc: 0.8203, loss_cls: 1.7103, loss: 1.7103, grad_norm: 7.7987 2021-03-23 23:07:52,137 - mmaction - INFO - Epoch [29][1300/1345] lr: 1.000e-03, eta: 5:14:09, time: 0.661, data_time: 0.003, memory: 7067, top1_acc: 0.5602, top5_acc: 0.8133, loss_cls: 1.7215, loss: 1.7215, grad_norm: 7.5913 2021-03-23 23:08:04,987 - mmaction - INFO - Epoch [29][1320/1345] lr: 1.000e-03, eta: 5:13:56, time: 0.644, data_time: 0.002, memory: 7067, top1_acc: 0.5672, top5_acc: 0.8219, loss_cls: 1.6921, loss: 1.6921, grad_norm: 7.6246 2021-03-23 23:08:17,181 - mmaction - INFO - Epoch [29][1340/1345] lr: 1.000e-03, eta: 5:13:42, time: 0.610, data_time: 0.002, memory: 7067, top1_acc: 0.5727, top5_acc: 0.8055, loss_cls: 1.7268, loss: 1.7268, grad_norm: 7.6314 2021-03-23 23:08:19,513 - mmaction - INFO - Saving checkpoint at 29 epochs 2021-03-23 23:08:49,888 - mmaction - INFO - Epoch [30][20/1345] lr: 1.000e-03, eta: 5:13:35, time: 1.496, data_time: 0.772, memory: 7067, top1_acc: 0.5867, top5_acc: 0.8344, loss_cls: 1.6242, loss: 1.6242, grad_norm: 7.2253 2021-03-23 23:09:03,352 - mmaction - INFO - Epoch [30][40/1345] lr: 1.000e-03, eta: 5:13:21, time: 0.671, data_time: 0.002, memory: 7067, top1_acc: 0.5734, top5_acc: 0.8187, loss_cls: 1.6468, loss: 1.6468, grad_norm: 7.6347 2021-03-23 23:09:16,364 - mmaction - INFO - Epoch [30][60/1345] lr: 1.000e-03, eta: 5:13:08, time: 0.652, data_time: 0.004, memory: 7067, top1_acc: 0.6047, top5_acc: 0.8187, loss_cls: 1.6219, loss: 1.6219, grad_norm: 7.4864 2021-03-23 23:09:29,876 - mmaction - INFO - Epoch [30][80/1345] lr: 1.000e-03, eta: 5:12:55, time: 0.677, data_time: 0.003, memory: 7067, top1_acc: 0.5813, top5_acc: 0.8148, loss_cls: 1.6865, loss: 1.6865, grad_norm: 7.7851 2021-03-23 23:09:43,392 - mmaction - INFO - Epoch [30][100/1345] lr: 1.000e-03, eta: 5:12:41, time: 0.675, data_time: 0.002, memory: 7067, top1_acc: 0.5789, top5_acc: 0.8266, loss_cls: 1.6556, loss: 1.6556, grad_norm: 7.7004 2021-03-23 23:09:56,793 - mmaction - INFO - Epoch [30][120/1345] lr: 1.000e-03, eta: 5:12:28, time: 0.670, data_time: 0.005, memory: 7067, top1_acc: 0.5687, top5_acc: 0.8461, loss_cls: 1.6043, loss: 1.6043, grad_norm: 7.6749 2021-03-23 23:10:09,588 - mmaction - INFO - Epoch [30][140/1345] lr: 1.000e-03, eta: 5:12:14, time: 0.641, data_time: 0.003, memory: 7067, top1_acc: 0.5797, top5_acc: 0.8141, loss_cls: 1.6372, loss: 1.6372, grad_norm: 7.7900 2021-03-23 23:10:22,972 - mmaction - INFO - Epoch [30][160/1345] lr: 1.000e-03, eta: 5:12:01, time: 0.671, data_time: 0.004, memory: 7067, top1_acc: 0.5578, top5_acc: 0.7937, loss_cls: 1.7484, loss: 1.7484, grad_norm: 7.7577 2021-03-23 23:10:36,331 - mmaction - INFO - Epoch [30][180/1345] lr: 1.000e-03, eta: 5:11:48, time: 0.666, data_time: 0.001, memory: 7067, top1_acc: 0.5687, top5_acc: 0.8164, loss_cls: 1.6773, loss: 1.6773, grad_norm: 8.0162 2021-03-23 23:10:49,648 - mmaction - INFO - Epoch [30][200/1345] lr: 1.000e-03, eta: 5:11:34, time: 0.665, data_time: 0.003, memory: 7067, top1_acc: 0.5563, top5_acc: 0.8031, loss_cls: 1.7543, loss: 1.7543, grad_norm: 7.7137 2021-03-23 23:11:02,993 - mmaction - INFO - Epoch [30][220/1345] lr: 1.000e-03, eta: 5:11:21, time: 0.664, data_time: 0.004, memory: 7067, top1_acc: 0.5781, top5_acc: 0.8250, loss_cls: 1.6797, loss: 1.6797, grad_norm: 7.8158 2021-03-23 23:11:16,624 - mmaction - INFO - Epoch [30][240/1345] lr: 1.000e-03, eta: 5:11:08, time: 0.684, data_time: 0.007, memory: 7067, top1_acc: 0.5523, top5_acc: 0.8008, loss_cls: 1.7609, loss: 1.7609, grad_norm: 8.0294 2021-03-23 23:11:29,459 - mmaction - INFO - Epoch [30][260/1345] lr: 1.000e-03, eta: 5:10:54, time: 0.646, data_time: 0.005, memory: 7067, top1_acc: 0.5758, top5_acc: 0.8148, loss_cls: 1.6697, loss: 1.6697, grad_norm: 7.7839 2021-03-23 23:11:42,408 - mmaction - INFO - Epoch [30][280/1345] lr: 1.000e-03, eta: 5:10:41, time: 0.646, data_time: 0.001, memory: 7067, top1_acc: 0.5680, top5_acc: 0.8172, loss_cls: 1.6654, loss: 1.6654, grad_norm: 7.6898 2021-03-23 23:11:55,432 - mmaction - INFO - Epoch [30][300/1345] lr: 1.000e-03, eta: 5:10:27, time: 0.653, data_time: 0.002, memory: 7067, top1_acc: 0.5758, top5_acc: 0.8055, loss_cls: 1.6809, loss: 1.6809, grad_norm: 7.7131 2021-03-23 23:12:08,586 - mmaction - INFO - Epoch [30][320/1345] lr: 1.000e-03, eta: 5:10:14, time: 0.658, data_time: 0.000, memory: 7067, top1_acc: 0.5938, top5_acc: 0.8187, loss_cls: 1.6533, loss: 1.6533, grad_norm: 7.6109 2021-03-23 23:12:21,598 - mmaction - INFO - Epoch [30][340/1345] lr: 1.000e-03, eta: 5:10:00, time: 0.643, data_time: 0.001, memory: 7067, top1_acc: 0.5586, top5_acc: 0.8055, loss_cls: 1.7238, loss: 1.7238, grad_norm: 7.8750 2021-03-23 23:12:34,229 - mmaction - INFO - Epoch [30][360/1345] lr: 1.000e-03, eta: 5:09:46, time: 0.633, data_time: 0.008, memory: 7067, top1_acc: 0.5766, top5_acc: 0.8227, loss_cls: 1.6468, loss: 1.6468, grad_norm: 7.6477 2021-03-23 23:12:47,484 - mmaction - INFO - Epoch [30][380/1345] lr: 1.000e-03, eta: 5:09:33, time: 0.668, data_time: 0.006, memory: 7067, top1_acc: 0.5687, top5_acc: 0.8164, loss_cls: 1.6906, loss: 1.6906, grad_norm: 7.9388 2021-03-23 23:13:00,706 - mmaction - INFO - Epoch [30][400/1345] lr: 1.000e-03, eta: 5:09:19, time: 0.657, data_time: 0.001, memory: 7067, top1_acc: 0.5664, top5_acc: 0.8148, loss_cls: 1.7295, loss: 1.7295, grad_norm: 8.0907 2021-03-23 23:13:13,585 - mmaction - INFO - Epoch [30][420/1345] lr: 1.000e-03, eta: 5:09:06, time: 0.647, data_time: 0.006, memory: 7067, top1_acc: 0.5844, top5_acc: 0.8164, loss_cls: 1.6690, loss: 1.6690, grad_norm: 7.6286 2021-03-23 23:13:26,685 - mmaction - INFO - Epoch [30][440/1345] lr: 1.000e-03, eta: 5:08:52, time: 0.656, data_time: 0.003, memory: 7067, top1_acc: 0.5867, top5_acc: 0.8242, loss_cls: 1.6276, loss: 1.6276, grad_norm: 7.7156 2021-03-23 23:13:39,597 - mmaction - INFO - Epoch [30][460/1345] lr: 1.000e-03, eta: 5:08:39, time: 0.646, data_time: 0.002, memory: 7067, top1_acc: 0.5687, top5_acc: 0.8133, loss_cls: 1.7101, loss: 1.7101, grad_norm: 8.1507 2021-03-23 23:13:52,117 - mmaction - INFO - Epoch [30][480/1345] lr: 1.000e-03, eta: 5:08:25, time: 0.622, data_time: 0.001, memory: 7067, top1_acc: 0.5734, top5_acc: 0.8156, loss_cls: 1.7026, loss: 1.7026, grad_norm: 7.7977 2021-03-23 23:14:05,143 - mmaction - INFO - Epoch [30][500/1345] lr: 1.000e-03, eta: 5:08:11, time: 0.646, data_time: 0.005, memory: 7067, top1_acc: 0.5672, top5_acc: 0.7906, loss_cls: 1.7630, loss: 1.7630, grad_norm: 7.8877 2021-03-23 23:14:18,534 - mmaction - INFO - Epoch [30][520/1345] lr: 1.000e-03, eta: 5:07:58, time: 0.679, data_time: 0.015, memory: 7067, top1_acc: 0.5727, top5_acc: 0.8242, loss_cls: 1.6891, loss: 1.6891, grad_norm: 7.7669 2021-03-23 23:14:31,321 - mmaction - INFO - Epoch [30][540/1345] lr: 1.000e-03, eta: 5:07:44, time: 0.637, data_time: 0.001, memory: 7067, top1_acc: 0.5664, top5_acc: 0.8258, loss_cls: 1.6397, loss: 1.6397, grad_norm: 8.0650 2021-03-23 23:14:43,968 - mmaction - INFO - Epoch [30][560/1345] lr: 1.000e-03, eta: 5:07:30, time: 0.633, data_time: 0.006, memory: 7067, top1_acc: 0.5625, top5_acc: 0.8172, loss_cls: 1.7250, loss: 1.7250, grad_norm: 7.9738 2021-03-23 23:14:57,382 - mmaction - INFO - Epoch [30][580/1345] lr: 1.000e-03, eta: 5:07:17, time: 0.673, data_time: 0.003, memory: 7067, top1_acc: 0.5445, top5_acc: 0.8180, loss_cls: 1.7335, loss: 1.7335, grad_norm: 7.9903 2021-03-23 23:15:10,037 - mmaction - INFO - Epoch [30][600/1345] lr: 1.000e-03, eta: 5:07:03, time: 0.632, data_time: 0.003, memory: 7067, top1_acc: 0.5641, top5_acc: 0.8047, loss_cls: 1.7292, loss: 1.7292, grad_norm: 8.0231 2021-03-23 23:15:23,103 - mmaction - INFO - Epoch [30][620/1345] lr: 1.000e-03, eta: 5:06:50, time: 0.654, data_time: 0.001, memory: 7067, top1_acc: 0.5789, top5_acc: 0.8195, loss_cls: 1.6992, loss: 1.6992, grad_norm: 7.8481 2021-03-23 23:15:36,010 - mmaction - INFO - Epoch [30][640/1345] lr: 1.000e-03, eta: 5:06:36, time: 0.644, data_time: 0.001, memory: 7067, top1_acc: 0.5570, top5_acc: 0.8289, loss_cls: 1.6738, loss: 1.6738, grad_norm: 7.9516 2021-03-23 23:15:49,454 - mmaction - INFO - Epoch [30][660/1345] lr: 1.000e-03, eta: 5:06:23, time: 0.674, data_time: 0.003, memory: 7067, top1_acc: 0.5836, top5_acc: 0.8187, loss_cls: 1.6430, loss: 1.6430, grad_norm: 7.8454 2021-03-23 23:16:02,308 - mmaction - INFO - Epoch [30][680/1345] lr: 1.000e-03, eta: 5:06:09, time: 0.642, data_time: 0.000, memory: 7067, top1_acc: 0.5648, top5_acc: 0.8031, loss_cls: 1.7646, loss: 1.7646, grad_norm: 8.1154 2021-03-23 23:16:15,445 - mmaction - INFO - Epoch [30][700/1345] lr: 1.000e-03, eta: 5:05:56, time: 0.658, data_time: 0.002, memory: 7067, top1_acc: 0.5961, top5_acc: 0.8164, loss_cls: 1.6719, loss: 1.6719, grad_norm: 7.7833 2021-03-23 23:16:28,401 - mmaction - INFO - Epoch [30][720/1345] lr: 1.000e-03, eta: 5:05:42, time: 0.645, data_time: 0.000, memory: 7067, top1_acc: 0.5750, top5_acc: 0.8078, loss_cls: 1.7035, loss: 1.7035, grad_norm: 7.8881 2021-03-23 23:16:41,726 - mmaction - INFO - Epoch [30][740/1345] lr: 1.000e-03, eta: 5:05:29, time: 0.668, data_time: 0.003, memory: 7067, top1_acc: 0.5711, top5_acc: 0.8031, loss_cls: 1.7138, loss: 1.7138, grad_norm: 7.6704 2021-03-23 23:16:55,059 - mmaction - INFO - Epoch [30][760/1345] lr: 1.000e-03, eta: 5:05:16, time: 0.666, data_time: 0.001, memory: 7067, top1_acc: 0.5703, top5_acc: 0.8141, loss_cls: 1.7144, loss: 1.7144, grad_norm: 8.0421 2021-03-23 23:17:08,087 - mmaction - INFO - Epoch [30][780/1345] lr: 1.000e-03, eta: 5:05:02, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.5781, top5_acc: 0.8187, loss_cls: 1.6835, loss: 1.6835, grad_norm: 7.7040 2021-03-23 23:17:21,737 - mmaction - INFO - Epoch [30][800/1345] lr: 1.000e-03, eta: 5:04:49, time: 0.683, data_time: 0.000, memory: 7067, top1_acc: 0.5836, top5_acc: 0.8391, loss_cls: 1.6113, loss: 1.6113, grad_norm: 7.7299 2021-03-23 23:17:35,010 - mmaction - INFO - Epoch [30][820/1345] lr: 1.000e-03, eta: 5:04:36, time: 0.657, data_time: 0.011, memory: 7067, top1_acc: 0.5828, top5_acc: 0.8258, loss_cls: 1.6527, loss: 1.6527, grad_norm: 7.9595 2021-03-23 23:17:48,036 - mmaction - INFO - Epoch [30][840/1345] lr: 1.000e-03, eta: 5:04:22, time: 0.655, data_time: 0.006, memory: 7067, top1_acc: 0.5664, top5_acc: 0.7945, loss_cls: 1.7881, loss: 1.7881, grad_norm: 8.0194 2021-03-23 23:18:01,220 - mmaction - INFO - Epoch [30][860/1345] lr: 1.000e-03, eta: 5:04:09, time: 0.661, data_time: 0.003, memory: 7067, top1_acc: 0.5523, top5_acc: 0.7937, loss_cls: 1.7715, loss: 1.7715, grad_norm: 8.0367 2021-03-23 23:18:14,477 - mmaction - INFO - Epoch [30][880/1345] lr: 1.000e-03, eta: 5:03:55, time: 0.661, data_time: 0.007, memory: 7067, top1_acc: 0.5609, top5_acc: 0.7977, loss_cls: 1.7325, loss: 1.7325, grad_norm: 7.8632 2021-03-23 23:18:27,524 - mmaction - INFO - Epoch [30][900/1345] lr: 1.000e-03, eta: 5:03:42, time: 0.644, data_time: 0.003, memory: 7067, top1_acc: 0.5359, top5_acc: 0.8016, loss_cls: 1.7811, loss: 1.7811, grad_norm: 8.2518 2021-03-23 23:18:41,360 - mmaction - INFO - Epoch [30][920/1345] lr: 1.000e-03, eta: 5:03:29, time: 0.701, data_time: 0.010, memory: 7067, top1_acc: 0.5578, top5_acc: 0.8055, loss_cls: 1.7118, loss: 1.7118, grad_norm: 7.8335 2021-03-23 23:18:54,162 - mmaction - INFO - Epoch [30][940/1345] lr: 1.000e-03, eta: 5:03:15, time: 0.640, data_time: 0.001, memory: 7067, top1_acc: 0.5711, top5_acc: 0.8008, loss_cls: 1.7307, loss: 1.7307, grad_norm: 7.9170 2021-03-23 23:19:07,113 - mmaction - INFO - Epoch [30][960/1345] lr: 1.000e-03, eta: 5:03:02, time: 0.645, data_time: 0.001, memory: 7067, top1_acc: 0.5703, top5_acc: 0.8180, loss_cls: 1.6531, loss: 1.6531, grad_norm: 7.6579 2021-03-23 23:19:20,253 - mmaction - INFO - Epoch [30][980/1345] lr: 1.000e-03, eta: 5:02:48, time: 0.659, data_time: 0.004, memory: 7067, top1_acc: 0.5641, top5_acc: 0.8008, loss_cls: 1.7080, loss: 1.7080, grad_norm: 7.7204 2021-03-23 23:19:33,710 - mmaction - INFO - Epoch [30][1000/1345] lr: 1.000e-03, eta: 5:02:35, time: 0.674, data_time: 0.009, memory: 7067, top1_acc: 0.5609, top5_acc: 0.8055, loss_cls: 1.7256, loss: 1.7256, grad_norm: 7.6346 2021-03-23 23:19:47,886 - mmaction - INFO - Epoch [30][1020/1345] lr: 1.000e-03, eta: 5:02:22, time: 0.709, data_time: 0.001, memory: 7067, top1_acc: 0.5672, top5_acc: 0.8070, loss_cls: 1.7311, loss: 1.7311, grad_norm: 7.8488 2021-03-23 23:20:00,725 - mmaction - INFO - Epoch [30][1040/1345] lr: 1.000e-03, eta: 5:02:08, time: 0.639, data_time: 0.001, memory: 7067, top1_acc: 0.5867, top5_acc: 0.8336, loss_cls: 1.6252, loss: 1.6252, grad_norm: 7.7291 2021-03-23 23:20:14,187 - mmaction - INFO - Epoch [30][1060/1345] lr: 1.000e-03, eta: 5:01:55, time: 0.676, data_time: 0.006, memory: 7067, top1_acc: 0.5828, top5_acc: 0.8133, loss_cls: 1.6927, loss: 1.6927, grad_norm: 7.6714 2021-03-23 23:20:27,109 - mmaction - INFO - Epoch [30][1080/1345] lr: 1.000e-03, eta: 5:01:42, time: 0.641, data_time: 0.001, memory: 7067, top1_acc: 0.5719, top5_acc: 0.8148, loss_cls: 1.7260, loss: 1.7260, grad_norm: 7.9539 2021-03-23 23:20:40,488 - mmaction - INFO - Epoch [30][1100/1345] lr: 1.000e-03, eta: 5:01:28, time: 0.673, data_time: 0.006, memory: 7067, top1_acc: 0.5672, top5_acc: 0.8156, loss_cls: 1.6871, loss: 1.6871, grad_norm: 7.7371 2021-03-23 23:20:53,519 - mmaction - INFO - Epoch [30][1120/1345] lr: 1.000e-03, eta: 5:01:15, time: 0.651, data_time: 0.003, memory: 7067, top1_acc: 0.5648, top5_acc: 0.8055, loss_cls: 1.7038, loss: 1.7038, grad_norm: 7.7511 2021-03-23 23:21:06,347 - mmaction - INFO - Epoch [30][1140/1345] lr: 1.000e-03, eta: 5:01:01, time: 0.643, data_time: 0.003, memory: 7067, top1_acc: 0.5898, top5_acc: 0.8297, loss_cls: 1.6776, loss: 1.6776, grad_norm: 7.8691 2021-03-23 23:21:19,673 - mmaction - INFO - Epoch [30][1160/1345] lr: 1.000e-03, eta: 5:00:48, time: 0.662, data_time: 0.003, memory: 7067, top1_acc: 0.5656, top5_acc: 0.8180, loss_cls: 1.6679, loss: 1.6679, grad_norm: 8.0826 2021-03-23 23:21:32,873 - mmaction - INFO - Epoch [30][1180/1345] lr: 1.000e-03, eta: 5:00:34, time: 0.663, data_time: 0.014, memory: 7067, top1_acc: 0.5773, top5_acc: 0.8234, loss_cls: 1.6714, loss: 1.6714, grad_norm: 8.0650 2021-03-23 23:21:46,232 - mmaction - INFO - Epoch [30][1200/1345] lr: 1.000e-03, eta: 5:00:21, time: 0.668, data_time: 0.003, memory: 7067, top1_acc: 0.5906, top5_acc: 0.8063, loss_cls: 1.6985, loss: 1.6985, grad_norm: 7.7362 2021-03-23 23:21:59,127 - mmaction - INFO - Epoch [30][1220/1345] lr: 1.000e-03, eta: 5:00:07, time: 0.644, data_time: 0.006, memory: 7067, top1_acc: 0.5680, top5_acc: 0.8219, loss_cls: 1.6856, loss: 1.6856, grad_norm: 7.8151 2021-03-23 23:22:12,739 - mmaction - INFO - Epoch [30][1240/1345] lr: 1.000e-03, eta: 4:59:54, time: 0.682, data_time: 0.004, memory: 7067, top1_acc: 0.5758, top5_acc: 0.8211, loss_cls: 1.6880, loss: 1.6880, grad_norm: 7.9310 2021-03-23 23:22:25,587 - mmaction - INFO - Epoch [30][1260/1345] lr: 1.000e-03, eta: 4:59:41, time: 0.643, data_time: 0.002, memory: 7067, top1_acc: 0.5945, top5_acc: 0.8164, loss_cls: 1.6100, loss: 1.6100, grad_norm: 7.6070 2021-03-23 23:22:38,632 - mmaction - INFO - Epoch [30][1280/1345] lr: 1.000e-03, eta: 4:59:27, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.5789, top5_acc: 0.8195, loss_cls: 1.6518, loss: 1.6518, grad_norm: 7.7925 2021-03-23 23:22:52,343 - mmaction - INFO - Epoch [30][1300/1345] lr: 1.000e-03, eta: 4:59:14, time: 0.686, data_time: 0.003, memory: 7067, top1_acc: 0.5742, top5_acc: 0.7984, loss_cls: 1.7334, loss: 1.7334, grad_norm: 7.9673 2021-03-23 23:23:05,003 - mmaction - INFO - Epoch [30][1320/1345] lr: 1.000e-03, eta: 4:59:00, time: 0.631, data_time: 0.001, memory: 7067, top1_acc: 0.6016, top5_acc: 0.8344, loss_cls: 1.6256, loss: 1.6256, grad_norm: 7.7603 2021-03-23 23:23:16,497 - mmaction - INFO - Epoch [30][1340/1345] lr: 1.000e-03, eta: 4:58:46, time: 0.578, data_time: 0.005, memory: 7067, top1_acc: 0.5734, top5_acc: 0.8211, loss_cls: 1.7272, loss: 1.7272, grad_norm: 8.0017 2021-03-23 23:23:18,822 - mmaction - INFO - Saving checkpoint at 30 epochs 2021-03-23 23:24:46,239 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-23 23:24:46,455 - mmaction - INFO - top1_acc 0.4577 top5_acc 0.7458 2021-03-23 23:24:46,455 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-23 23:24:46,467 - mmaction - INFO - mean_acc 0.4152 2021-03-23 23:24:46,866 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_30.pth. 2021-03-23 23:24:46,866 - mmaction - INFO - Best top1_acc is 0.4577 at 30 epoch. 2021-03-23 23:24:46,878 - mmaction - INFO - Epoch(val) [30][1345] top1_acc: 0.4577, top5_acc: 0.7458, mean_class_accuracy: 0.4152 2021-03-23 23:25:16,781 - mmaction - INFO - Epoch [31][20/1345] lr: 1.000e-03, eta: 4:58:38, time: 1.494, data_time: 0.763, memory: 7067, top1_acc: 0.5797, top5_acc: 0.8344, loss_cls: 1.6446, loss: 1.6446, grad_norm: 7.7750 2021-03-23 23:25:30,234 - mmaction - INFO - Epoch [31][40/1345] lr: 1.000e-03, eta: 4:58:25, time: 0.671, data_time: 0.001, memory: 7067, top1_acc: 0.5711, top5_acc: 0.7969, loss_cls: 1.7588, loss: 1.7588, grad_norm: 7.8368 2021-03-23 23:25:43,033 - mmaction - INFO - Epoch [31][60/1345] lr: 1.000e-03, eta: 4:58:11, time: 0.642, data_time: 0.003, memory: 7067, top1_acc: 0.5734, top5_acc: 0.8133, loss_cls: 1.6653, loss: 1.6653, grad_norm: 7.7484 2021-03-23 23:25:55,924 - mmaction - INFO - Epoch [31][80/1345] lr: 1.000e-03, eta: 4:57:57, time: 0.644, data_time: 0.002, memory: 7067, top1_acc: 0.5898, top5_acc: 0.8328, loss_cls: 1.6342, loss: 1.6342, grad_norm: 7.8659 2021-03-23 23:26:09,300 - mmaction - INFO - Epoch [31][100/1345] lr: 1.000e-03, eta: 4:57:44, time: 0.669, data_time: 0.001, memory: 7067, top1_acc: 0.5844, top5_acc: 0.8180, loss_cls: 1.6289, loss: 1.6289, grad_norm: 7.8779 2021-03-23 23:26:22,905 - mmaction - INFO - Epoch [31][120/1345] lr: 1.000e-03, eta: 4:57:31, time: 0.675, data_time: 0.002, memory: 7067, top1_acc: 0.5906, top5_acc: 0.8172, loss_cls: 1.6604, loss: 1.6604, grad_norm: 7.7819 2021-03-23 23:26:35,864 - mmaction - INFO - Epoch [31][140/1345] lr: 1.000e-03, eta: 4:57:17, time: 0.653, data_time: 0.006, memory: 7067, top1_acc: 0.5805, top5_acc: 0.8148, loss_cls: 1.6823, loss: 1.6823, grad_norm: 7.9343 2021-03-23 23:26:49,203 - mmaction - INFO - Epoch [31][160/1345] lr: 1.000e-03, eta: 4:57:04, time: 0.659, data_time: 0.001, memory: 7067, top1_acc: 0.5789, top5_acc: 0.8180, loss_cls: 1.6303, loss: 1.6303, grad_norm: 7.8944 2021-03-23 23:27:02,061 - mmaction - INFO - Epoch [31][180/1345] lr: 1.000e-03, eta: 4:56:50, time: 0.647, data_time: 0.009, memory: 7067, top1_acc: 0.5648, top5_acc: 0.8023, loss_cls: 1.7156, loss: 1.7156, grad_norm: 7.8371 2021-03-23 23:27:15,155 - mmaction - INFO - Epoch [31][200/1345] lr: 1.000e-03, eta: 4:56:37, time: 0.657, data_time: 0.004, memory: 7067, top1_acc: 0.5531, top5_acc: 0.8172, loss_cls: 1.7061, loss: 1.7061, grad_norm: 7.9597 2021-03-23 23:27:28,440 - mmaction - INFO - Epoch [31][220/1345] lr: 1.000e-03, eta: 4:56:24, time: 0.665, data_time: 0.008, memory: 7067, top1_acc: 0.5664, top5_acc: 0.8328, loss_cls: 1.6285, loss: 1.6285, grad_norm: 7.7491 2021-03-23 23:27:41,391 - mmaction - INFO - Epoch [31][240/1345] lr: 1.000e-03, eta: 4:56:10, time: 0.647, data_time: 0.002, memory: 7067, top1_acc: 0.5750, top5_acc: 0.8211, loss_cls: 1.6581, loss: 1.6581, grad_norm: 7.8723 2021-03-23 23:27:54,374 - mmaction - INFO - Epoch [31][260/1345] lr: 1.000e-03, eta: 4:55:56, time: 0.648, data_time: 0.002, memory: 7067, top1_acc: 0.5891, top5_acc: 0.8117, loss_cls: 1.6334, loss: 1.6334, grad_norm: 7.8161 2021-03-23 23:28:08,042 - mmaction - INFO - Epoch [31][280/1345] lr: 1.000e-03, eta: 4:55:43, time: 0.685, data_time: 0.004, memory: 7067, top1_acc: 0.5727, top5_acc: 0.8063, loss_cls: 1.7082, loss: 1.7082, grad_norm: 7.7744 2021-03-23 23:28:21,003 - mmaction - INFO - Epoch [31][300/1345] lr: 1.000e-03, eta: 4:55:30, time: 0.647, data_time: 0.002, memory: 7067, top1_acc: 0.5523, top5_acc: 0.8000, loss_cls: 1.7322, loss: 1.7322, grad_norm: 8.2442 2021-03-23 23:28:33,973 - mmaction - INFO - Epoch [31][320/1345] lr: 1.000e-03, eta: 4:55:16, time: 0.648, data_time: 0.002, memory: 7067, top1_acc: 0.5773, top5_acc: 0.8227, loss_cls: 1.6483, loss: 1.6483, grad_norm: 7.7808 2021-03-23 23:28:47,011 - mmaction - INFO - Epoch [31][340/1345] lr: 1.000e-03, eta: 4:55:03, time: 0.651, data_time: 0.002, memory: 7067, top1_acc: 0.5750, top5_acc: 0.8336, loss_cls: 1.6480, loss: 1.6480, grad_norm: 8.0580 2021-03-23 23:29:00,233 - mmaction - INFO - Epoch [31][360/1345] lr: 1.000e-03, eta: 4:54:49, time: 0.658, data_time: 0.004, memory: 7067, top1_acc: 0.5891, top5_acc: 0.8180, loss_cls: 1.6363, loss: 1.6363, grad_norm: 7.8598 2021-03-23 23:29:12,883 - mmaction - INFO - Epoch [31][380/1345] lr: 1.000e-03, eta: 4:54:35, time: 0.639, data_time: 0.007, memory: 7067, top1_acc: 0.5758, top5_acc: 0.8234, loss_cls: 1.6556, loss: 1.6556, grad_norm: 7.9422 2021-03-23 23:29:26,272 - mmaction - INFO - Epoch [31][400/1345] lr: 1.000e-03, eta: 4:54:22, time: 0.668, data_time: 0.001, memory: 7067, top1_acc: 0.5789, top5_acc: 0.8125, loss_cls: 1.7493, loss: 1.7493, grad_norm: 8.0837 2021-03-23 23:29:39,357 - mmaction - INFO - Epoch [31][420/1345] lr: 1.000e-03, eta: 4:54:09, time: 0.655, data_time: 0.003, memory: 7067, top1_acc: 0.5953, top5_acc: 0.8297, loss_cls: 1.6409, loss: 1.6409, grad_norm: 7.9946 2021-03-23 23:29:52,920 - mmaction - INFO - Epoch [31][440/1345] lr: 1.000e-03, eta: 4:53:55, time: 0.678, data_time: 0.002, memory: 7067, top1_acc: 0.5594, top5_acc: 0.8336, loss_cls: 1.6328, loss: 1.6328, grad_norm: 8.0929 2021-03-23 23:30:05,842 - mmaction - INFO - Epoch [31][460/1345] lr: 1.000e-03, eta: 4:53:42, time: 0.648, data_time: 0.002, memory: 7067, top1_acc: 0.5789, top5_acc: 0.8242, loss_cls: 1.6346, loss: 1.6346, grad_norm: 8.0946 2021-03-23 23:30:18,440 - mmaction - INFO - Epoch [31][480/1345] lr: 1.000e-03, eta: 4:53:28, time: 0.619, data_time: 0.001, memory: 7067, top1_acc: 0.5859, top5_acc: 0.8070, loss_cls: 1.6520, loss: 1.6520, grad_norm: 7.8713 2021-03-23 23:30:31,690 - mmaction - INFO - Epoch [31][500/1345] lr: 1.000e-03, eta: 4:53:15, time: 0.670, data_time: 0.013, memory: 7067, top1_acc: 0.5813, top5_acc: 0.8266, loss_cls: 1.6323, loss: 1.6323, grad_norm: 8.1573 2021-03-23 23:30:44,548 - mmaction - INFO - Epoch [31][520/1345] lr: 1.000e-03, eta: 4:53:01, time: 0.646, data_time: 0.004, memory: 7067, top1_acc: 0.5633, top5_acc: 0.8180, loss_cls: 1.7050, loss: 1.7050, grad_norm: 8.3781 2021-03-23 23:30:57,439 - mmaction - INFO - Epoch [31][540/1345] lr: 1.000e-03, eta: 4:52:47, time: 0.644, data_time: 0.007, memory: 7067, top1_acc: 0.5836, top5_acc: 0.8313, loss_cls: 1.6485, loss: 1.6485, grad_norm: 8.1228 2021-03-23 23:31:10,416 - mmaction - INFO - Epoch [31][560/1345] lr: 1.000e-03, eta: 4:52:34, time: 0.649, data_time: 0.001, memory: 7067, top1_acc: 0.5719, top5_acc: 0.8156, loss_cls: 1.7133, loss: 1.7133, grad_norm: 8.1540 2021-03-23 23:31:23,123 - mmaction - INFO - Epoch [31][580/1345] lr: 1.000e-03, eta: 4:52:20, time: 0.632, data_time: 0.008, memory: 7067, top1_acc: 0.5750, top5_acc: 0.8211, loss_cls: 1.6452, loss: 1.6452, grad_norm: 8.1105 2021-03-23 23:31:36,886 - mmaction - INFO - Epoch [31][600/1345] lr: 1.000e-03, eta: 4:52:07, time: 0.690, data_time: 0.005, memory: 7067, top1_acc: 0.5609, top5_acc: 0.8133, loss_cls: 1.7326, loss: 1.7326, grad_norm: 8.1859 2021-03-23 23:31:49,910 - mmaction - INFO - Epoch [31][620/1345] lr: 1.000e-03, eta: 4:51:54, time: 0.652, data_time: 0.003, memory: 7067, top1_acc: 0.5883, top5_acc: 0.8297, loss_cls: 1.6395, loss: 1.6395, grad_norm: 8.0642 2021-03-23 23:32:03,652 - mmaction - INFO - Epoch [31][640/1345] lr: 1.000e-03, eta: 4:51:40, time: 0.686, data_time: 0.002, memory: 7067, top1_acc: 0.5641, top5_acc: 0.8094, loss_cls: 1.7238, loss: 1.7238, grad_norm: 8.0184 2021-03-23 23:32:16,475 - mmaction - INFO - Epoch [31][660/1345] lr: 1.000e-03, eta: 4:51:27, time: 0.641, data_time: 0.004, memory: 7067, top1_acc: 0.5914, top5_acc: 0.8266, loss_cls: 1.6139, loss: 1.6139, grad_norm: 7.8733 2021-03-23 23:32:29,889 - mmaction - INFO - Epoch [31][680/1345] lr: 1.000e-03, eta: 4:51:14, time: 0.670, data_time: 0.003, memory: 7067, top1_acc: 0.5734, top5_acc: 0.8242, loss_cls: 1.6619, loss: 1.6619, grad_norm: 8.0016 2021-03-23 23:32:43,045 - mmaction - INFO - Epoch [31][700/1345] lr: 1.000e-03, eta: 4:51:00, time: 0.660, data_time: 0.004, memory: 7067, top1_acc: 0.5992, top5_acc: 0.8258, loss_cls: 1.6359, loss: 1.6359, grad_norm: 7.8342 2021-03-23 23:32:56,563 - mmaction - INFO - Epoch [31][720/1345] lr: 1.000e-03, eta: 4:50:47, time: 0.675, data_time: 0.002, memory: 7067, top1_acc: 0.5641, top5_acc: 0.8117, loss_cls: 1.7151, loss: 1.7151, grad_norm: 7.8021 2021-03-23 23:33:09,172 - mmaction - INFO - Epoch [31][740/1345] lr: 1.000e-03, eta: 4:50:33, time: 0.629, data_time: 0.002, memory: 7067, top1_acc: 0.5805, top5_acc: 0.8406, loss_cls: 1.5844, loss: 1.5844, grad_norm: 7.6411 2021-03-23 23:33:22,487 - mmaction - INFO - Epoch [31][760/1345] lr: 1.000e-03, eta: 4:50:20, time: 0.666, data_time: 0.003, memory: 7067, top1_acc: 0.5547, top5_acc: 0.8187, loss_cls: 1.7088, loss: 1.7088, grad_norm: 8.1654 2021-03-23 23:33:35,660 - mmaction - INFO - Epoch [31][780/1345] lr: 1.000e-03, eta: 4:50:06, time: 0.660, data_time: 0.003, memory: 7067, top1_acc: 0.5727, top5_acc: 0.8164, loss_cls: 1.6893, loss: 1.6893, grad_norm: 8.1356 2021-03-23 23:33:49,091 - mmaction - INFO - Epoch [31][800/1345] lr: 1.000e-03, eta: 4:49:53, time: 0.672, data_time: 0.002, memory: 7067, top1_acc: 0.5602, top5_acc: 0.8172, loss_cls: 1.7126, loss: 1.7126, grad_norm: 8.1591 2021-03-23 23:34:02,373 - mmaction - INFO - Epoch [31][820/1345] lr: 1.000e-03, eta: 4:49:40, time: 0.664, data_time: 0.001, memory: 7067, top1_acc: 0.5844, top5_acc: 0.8016, loss_cls: 1.7120, loss: 1.7120, grad_norm: 7.9214 2021-03-23 23:34:15,939 - mmaction - INFO - Epoch [31][840/1345] lr: 1.000e-03, eta: 4:49:27, time: 0.679, data_time: 0.002, memory: 7067, top1_acc: 0.5883, top5_acc: 0.8234, loss_cls: 1.6919, loss: 1.6919, grad_norm: 8.1505 2021-03-23 23:34:29,284 - mmaction - INFO - Epoch [31][860/1345] lr: 1.000e-03, eta: 4:49:13, time: 0.668, data_time: 0.001, memory: 7067, top1_acc: 0.5469, top5_acc: 0.7852, loss_cls: 1.8440, loss: 1.8440, grad_norm: 8.1964 2021-03-23 23:34:42,200 - mmaction - INFO - Epoch [31][880/1345] lr: 1.000e-03, eta: 4:49:00, time: 0.646, data_time: 0.001, memory: 7067, top1_acc: 0.5687, top5_acc: 0.8219, loss_cls: 1.6451, loss: 1.6451, grad_norm: 7.9853 2021-03-23 23:34:55,156 - mmaction - INFO - Epoch [31][900/1345] lr: 1.000e-03, eta: 4:48:46, time: 0.647, data_time: 0.001, memory: 7067, top1_acc: 0.5844, top5_acc: 0.8109, loss_cls: 1.7091, loss: 1.7091, grad_norm: 7.9286 2021-03-23 23:35:07,892 - mmaction - INFO - Epoch [31][920/1345] lr: 1.000e-03, eta: 4:48:32, time: 0.635, data_time: 0.001, memory: 7067, top1_acc: 0.5789, top5_acc: 0.8063, loss_cls: 1.7156, loss: 1.7156, grad_norm: 7.9530 2021-03-23 23:35:21,129 - mmaction - INFO - Epoch [31][940/1345] lr: 1.000e-03, eta: 4:48:19, time: 0.664, data_time: 0.004, memory: 7067, top1_acc: 0.5820, top5_acc: 0.8109, loss_cls: 1.6659, loss: 1.6659, grad_norm: 7.9469 2021-03-23 23:35:34,486 - mmaction - INFO - Epoch [31][960/1345] lr: 1.000e-03, eta: 4:48:06, time: 0.666, data_time: 0.001, memory: 7067, top1_acc: 0.5875, top5_acc: 0.8141, loss_cls: 1.6549, loss: 1.6549, grad_norm: 8.0993 2021-03-23 23:35:47,344 - mmaction - INFO - Epoch [31][980/1345] lr: 1.000e-03, eta: 4:47:52, time: 0.643, data_time: 0.003, memory: 7067, top1_acc: 0.5687, top5_acc: 0.8109, loss_cls: 1.7002, loss: 1.7002, grad_norm: 8.1789 2021-03-23 23:36:00,741 - mmaction - INFO - Epoch [31][1000/1345] lr: 1.000e-03, eta: 4:47:39, time: 0.670, data_time: 0.002, memory: 7067, top1_acc: 0.6062, top5_acc: 0.8281, loss_cls: 1.6024, loss: 1.6024, grad_norm: 8.0157 2021-03-23 23:36:13,905 - mmaction - INFO - Epoch [31][1020/1345] lr: 1.000e-03, eta: 4:47:25, time: 0.659, data_time: 0.003, memory: 7067, top1_acc: 0.5727, top5_acc: 0.8125, loss_cls: 1.6857, loss: 1.6857, grad_norm: 7.9167 2021-03-23 23:36:26,963 - mmaction - INFO - Epoch [31][1040/1345] lr: 1.000e-03, eta: 4:47:12, time: 0.653, data_time: 0.002, memory: 7067, top1_acc: 0.5687, top5_acc: 0.8219, loss_cls: 1.6824, loss: 1.6824, grad_norm: 7.9287 2021-03-23 23:36:40,252 - mmaction - INFO - Epoch [31][1060/1345] lr: 1.000e-03, eta: 4:46:59, time: 0.661, data_time: 0.001, memory: 7067, top1_acc: 0.5766, top5_acc: 0.8234, loss_cls: 1.6528, loss: 1.6528, grad_norm: 8.0953 2021-03-23 23:36:53,505 - mmaction - INFO - Epoch [31][1080/1345] lr: 1.000e-03, eta: 4:46:45, time: 0.666, data_time: 0.004, memory: 7067, top1_acc: 0.5445, top5_acc: 0.8016, loss_cls: 1.7929, loss: 1.7929, grad_norm: 8.4205 2021-03-23 23:37:06,219 - mmaction - INFO - Epoch [31][1100/1345] lr: 1.000e-03, eta: 4:46:31, time: 0.631, data_time: 0.001, memory: 7067, top1_acc: 0.5781, top5_acc: 0.8219, loss_cls: 1.6587, loss: 1.6587, grad_norm: 8.2117 2021-03-23 23:37:19,762 - mmaction - INFO - Epoch [31][1120/1345] lr: 1.000e-03, eta: 4:46:18, time: 0.678, data_time: 0.006, memory: 7067, top1_acc: 0.5586, top5_acc: 0.8102, loss_cls: 1.7589, loss: 1.7589, grad_norm: 8.4650 2021-03-23 23:37:33,053 - mmaction - INFO - Epoch [31][1140/1345] lr: 1.000e-03, eta: 4:46:05, time: 0.669, data_time: 0.006, memory: 7067, top1_acc: 0.5797, top5_acc: 0.8117, loss_cls: 1.6505, loss: 1.6505, grad_norm: 8.0359 2021-03-23 23:37:45,784 - mmaction - INFO - Epoch [31][1160/1345] lr: 1.000e-03, eta: 4:45:51, time: 0.635, data_time: 0.001, memory: 7067, top1_acc: 0.5930, top5_acc: 0.8172, loss_cls: 1.6129, loss: 1.6129, grad_norm: 7.9805 2021-03-23 23:37:59,198 - mmaction - INFO - Epoch [31][1180/1345] lr: 1.000e-03, eta: 4:45:38, time: 0.669, data_time: 0.002, memory: 7067, top1_acc: 0.5773, top5_acc: 0.8133, loss_cls: 1.6830, loss: 1.6830, grad_norm: 7.9875 2021-03-23 23:38:12,709 - mmaction - INFO - Epoch [31][1200/1345] lr: 1.000e-03, eta: 4:45:25, time: 0.679, data_time: 0.005, memory: 7067, top1_acc: 0.5695, top5_acc: 0.8125, loss_cls: 1.7109, loss: 1.7109, grad_norm: 8.0457 2021-03-23 23:38:25,967 - mmaction - INFO - Epoch [31][1220/1345] lr: 1.000e-03, eta: 4:45:11, time: 0.662, data_time: 0.000, memory: 7067, top1_acc: 0.5711, top5_acc: 0.8078, loss_cls: 1.7375, loss: 1.7375, grad_norm: 8.1522 2021-03-23 23:38:39,033 - mmaction - INFO - Epoch [31][1240/1345] lr: 1.000e-03, eta: 4:44:58, time: 0.654, data_time: 0.001, memory: 7067, top1_acc: 0.5516, top5_acc: 0.8187, loss_cls: 1.7171, loss: 1.7171, grad_norm: 8.2432 2021-03-23 23:38:52,512 - mmaction - INFO - Epoch [31][1260/1345] lr: 1.000e-03, eta: 4:44:45, time: 0.673, data_time: 0.001, memory: 7067, top1_acc: 0.5750, top5_acc: 0.8094, loss_cls: 1.7111, loss: 1.7111, grad_norm: 8.1117 2021-03-23 23:39:05,917 - mmaction - INFO - Epoch [31][1280/1345] lr: 1.000e-03, eta: 4:44:31, time: 0.668, data_time: 0.002, memory: 7067, top1_acc: 0.5789, top5_acc: 0.8328, loss_cls: 1.6529, loss: 1.6529, grad_norm: 8.1428 2021-03-23 23:39:19,118 - mmaction - INFO - Epoch [31][1300/1345] lr: 1.000e-03, eta: 4:44:18, time: 0.664, data_time: 0.009, memory: 7067, top1_acc: 0.5852, top5_acc: 0.8297, loss_cls: 1.6207, loss: 1.6207, grad_norm: 8.3030 2021-03-23 23:39:32,134 - mmaction - INFO - Epoch [31][1320/1345] lr: 1.000e-03, eta: 4:44:04, time: 0.651, data_time: 0.003, memory: 7067, top1_acc: 0.5695, top5_acc: 0.8133, loss_cls: 1.7124, loss: 1.7124, grad_norm: 8.1044 2021-03-23 23:39:43,829 - mmaction - INFO - Epoch [31][1340/1345] lr: 1.000e-03, eta: 4:43:50, time: 0.585, data_time: 0.001, memory: 7067, top1_acc: 0.5781, top5_acc: 0.8125, loss_cls: 1.6912, loss: 1.6912, grad_norm: 8.0285 2021-03-23 23:39:46,196 - mmaction - INFO - Saving checkpoint at 31 epochs 2021-03-23 23:40:17,090 - mmaction - INFO - Epoch [32][20/1345] lr: 1.000e-03, eta: 4:43:42, time: 1.521, data_time: 0.837, memory: 7067, top1_acc: 0.5711, top5_acc: 0.8195, loss_cls: 1.6682, loss: 1.6682, grad_norm: 7.9644 2021-03-23 23:40:30,432 - mmaction - INFO - Epoch [32][40/1345] lr: 1.000e-03, eta: 4:43:29, time: 0.667, data_time: 0.003, memory: 7067, top1_acc: 0.5945, top5_acc: 0.8227, loss_cls: 1.6319, loss: 1.6319, grad_norm: 7.8277 2021-03-23 23:40:43,681 - mmaction - INFO - Epoch [32][60/1345] lr: 1.000e-03, eta: 4:43:15, time: 0.664, data_time: 0.003, memory: 7067, top1_acc: 0.5844, top5_acc: 0.8367, loss_cls: 1.5827, loss: 1.5827, grad_norm: 7.8869 2021-03-23 23:40:56,927 - mmaction - INFO - Epoch [32][80/1345] lr: 1.000e-03, eta: 4:43:02, time: 0.662, data_time: 0.001, memory: 7067, top1_acc: 0.5656, top5_acc: 0.8180, loss_cls: 1.6822, loss: 1.6822, grad_norm: 8.3786 2021-03-23 23:41:10,086 - mmaction - INFO - Epoch [32][100/1345] lr: 1.000e-03, eta: 4:42:48, time: 0.658, data_time: 0.001, memory: 7067, top1_acc: 0.5805, top5_acc: 0.8219, loss_cls: 1.6694, loss: 1.6694, grad_norm: 7.9681 2021-03-23 23:41:23,246 - mmaction - INFO - Epoch [32][120/1345] lr: 1.000e-03, eta: 4:42:35, time: 0.657, data_time: 0.001, memory: 7067, top1_acc: 0.6062, top5_acc: 0.8266, loss_cls: 1.6096, loss: 1.6096, grad_norm: 7.7681 2021-03-23 23:41:36,646 - mmaction - INFO - Epoch [32][140/1345] lr: 1.000e-03, eta: 4:42:22, time: 0.671, data_time: 0.003, memory: 7067, top1_acc: 0.5875, top5_acc: 0.8250, loss_cls: 1.6364, loss: 1.6364, grad_norm: 8.1089 2021-03-23 23:41:49,392 - mmaction - INFO - Epoch [32][160/1345] lr: 1.000e-03, eta: 4:42:08, time: 0.635, data_time: 0.002, memory: 7067, top1_acc: 0.6055, top5_acc: 0.8492, loss_cls: 1.5440, loss: 1.5440, grad_norm: 8.0883 2021-03-23 23:42:02,253 - mmaction - INFO - Epoch [32][180/1345] lr: 1.000e-03, eta: 4:41:54, time: 0.646, data_time: 0.005, memory: 7067, top1_acc: 0.5852, top5_acc: 0.8234, loss_cls: 1.6203, loss: 1.6203, grad_norm: 7.9331 2021-03-23 23:42:15,262 - mmaction - INFO - Epoch [32][200/1345] lr: 1.000e-03, eta: 4:41:41, time: 0.650, data_time: 0.002, memory: 7067, top1_acc: 0.5875, top5_acc: 0.8219, loss_cls: 1.6282, loss: 1.6282, grad_norm: 7.9756 2021-03-23 23:42:28,776 - mmaction - INFO - Epoch [32][220/1345] lr: 1.000e-03, eta: 4:41:28, time: 0.675, data_time: 0.002, memory: 7067, top1_acc: 0.5914, top5_acc: 0.8242, loss_cls: 1.6332, loss: 1.6332, grad_norm: 8.1371 2021-03-23 23:42:41,967 - mmaction - INFO - Epoch [32][240/1345] lr: 1.000e-03, eta: 4:41:14, time: 0.660, data_time: 0.007, memory: 7067, top1_acc: 0.5805, top5_acc: 0.8094, loss_cls: 1.6662, loss: 1.6662, grad_norm: 8.4667 2021-03-23 23:42:55,270 - mmaction - INFO - Epoch [32][260/1345] lr: 1.000e-03, eta: 4:41:01, time: 0.666, data_time: 0.004, memory: 7067, top1_acc: 0.5742, top5_acc: 0.8156, loss_cls: 1.6870, loss: 1.6870, grad_norm: 8.2134 2021-03-23 23:43:08,442 - mmaction - INFO - Epoch [32][280/1345] lr: 1.000e-03, eta: 4:40:47, time: 0.659, data_time: 0.004, memory: 7067, top1_acc: 0.5648, top5_acc: 0.8039, loss_cls: 1.7722, loss: 1.7722, grad_norm: 8.6229 2021-03-23 23:43:21,633 - mmaction - INFO - Epoch [32][300/1345] lr: 1.000e-03, eta: 4:40:34, time: 0.659, data_time: 0.001, memory: 7067, top1_acc: 0.5586, top5_acc: 0.8148, loss_cls: 1.7238, loss: 1.7238, grad_norm: 8.0711 2021-03-23 23:43:34,661 - mmaction - INFO - Epoch [32][320/1345] lr: 1.000e-03, eta: 4:40:20, time: 0.651, data_time: 0.012, memory: 7067, top1_acc: 0.6078, top5_acc: 0.8367, loss_cls: 1.5512, loss: 1.5512, grad_norm: 7.8543 2021-03-23 23:43:48,003 - mmaction - INFO - Epoch [32][340/1345] lr: 1.000e-03, eta: 4:40:07, time: 0.667, data_time: 0.003, memory: 7067, top1_acc: 0.5672, top5_acc: 0.8164, loss_cls: 1.6945, loss: 1.6945, grad_norm: 8.5360 2021-03-23 23:44:01,026 - mmaction - INFO - Epoch [32][360/1345] lr: 1.000e-03, eta: 4:39:54, time: 0.651, data_time: 0.013, memory: 7067, top1_acc: 0.5695, top5_acc: 0.8070, loss_cls: 1.7061, loss: 1.7061, grad_norm: 8.0092 2021-03-23 23:44:13,980 - mmaction - INFO - Epoch [32][380/1345] lr: 1.000e-03, eta: 4:39:40, time: 0.648, data_time: 0.004, memory: 7067, top1_acc: 0.5867, top5_acc: 0.8219, loss_cls: 1.6130, loss: 1.6130, grad_norm: 7.6507 2021-03-23 23:44:26,998 - mmaction - INFO - Epoch [32][400/1345] lr: 1.000e-03, eta: 4:39:27, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.5859, top5_acc: 0.8211, loss_cls: 1.6489, loss: 1.6489, grad_norm: 7.8933 2021-03-23 23:44:40,117 - mmaction - INFO - Epoch [32][420/1345] lr: 1.000e-03, eta: 4:39:13, time: 0.655, data_time: 0.004, memory: 7067, top1_acc: 0.5883, top5_acc: 0.8203, loss_cls: 1.6692, loss: 1.6692, grad_norm: 8.1326 2021-03-23 23:44:53,615 - mmaction - INFO - Epoch [32][440/1345] lr: 1.000e-03, eta: 4:39:00, time: 0.671, data_time: 0.002, memory: 7067, top1_acc: 0.5508, top5_acc: 0.8070, loss_cls: 1.7332, loss: 1.7332, grad_norm: 8.3367 2021-03-23 23:45:06,736 - mmaction - INFO - Epoch [32][460/1345] lr: 1.000e-03, eta: 4:38:46, time: 0.661, data_time: 0.005, memory: 7067, top1_acc: 0.5984, top5_acc: 0.8336, loss_cls: 1.5713, loss: 1.5713, grad_norm: 7.9011 2021-03-23 23:45:19,815 - mmaction - INFO - Epoch [32][480/1345] lr: 1.000e-03, eta: 4:38:33, time: 0.653, data_time: 0.001, memory: 7067, top1_acc: 0.5859, top5_acc: 0.8352, loss_cls: 1.6361, loss: 1.6361, grad_norm: 8.2021 2021-03-23 23:45:32,977 - mmaction - INFO - Epoch [32][500/1345] lr: 1.000e-03, eta: 4:38:19, time: 0.656, data_time: 0.001, memory: 7067, top1_acc: 0.5492, top5_acc: 0.8125, loss_cls: 1.7410, loss: 1.7410, grad_norm: 8.5531 2021-03-23 23:45:45,818 - mmaction - INFO - Epoch [32][520/1345] lr: 1.000e-03, eta: 4:38:06, time: 0.644, data_time: 0.003, memory: 7067, top1_acc: 0.5742, top5_acc: 0.8414, loss_cls: 1.6534, loss: 1.6534, grad_norm: 8.0164 2021-03-23 23:45:59,148 - mmaction - INFO - Epoch [32][540/1345] lr: 1.000e-03, eta: 4:37:53, time: 0.667, data_time: 0.001, memory: 7067, top1_acc: 0.5641, top5_acc: 0.7984, loss_cls: 1.7519, loss: 1.7519, grad_norm: 8.2636 2021-03-23 23:46:12,115 - mmaction - INFO - Epoch [32][560/1345] lr: 1.000e-03, eta: 4:37:39, time: 0.642, data_time: 0.001, memory: 7067, top1_acc: 0.5750, top5_acc: 0.8352, loss_cls: 1.6389, loss: 1.6389, grad_norm: 8.1003 2021-03-23 23:46:24,984 - mmaction - INFO - Epoch [32][580/1345] lr: 1.000e-03, eta: 4:37:25, time: 0.641, data_time: 0.007, memory: 7067, top1_acc: 0.5977, top5_acc: 0.8344, loss_cls: 1.5891, loss: 1.5891, grad_norm: 7.9741 2021-03-23 23:46:38,260 - mmaction - INFO - Epoch [32][600/1345] lr: 1.000e-03, eta: 4:37:12, time: 0.672, data_time: 0.010, memory: 7067, top1_acc: 0.5648, top5_acc: 0.8117, loss_cls: 1.6712, loss: 1.6712, grad_norm: 7.9766 2021-03-23 23:46:51,963 - mmaction - INFO - Epoch [32][620/1345] lr: 1.000e-03, eta: 4:36:59, time: 0.677, data_time: 0.001, memory: 7067, top1_acc: 0.5836, top5_acc: 0.8141, loss_cls: 1.6758, loss: 1.6758, grad_norm: 8.1798 2021-03-23 23:47:05,317 - mmaction - INFO - Epoch [32][640/1345] lr: 1.000e-03, eta: 4:36:46, time: 0.674, data_time: 0.010, memory: 7067, top1_acc: 0.5719, top5_acc: 0.8000, loss_cls: 1.7011, loss: 1.7011, grad_norm: 8.1294 2021-03-23 23:47:18,666 - mmaction - INFO - Epoch [32][660/1345] lr: 1.000e-03, eta: 4:36:32, time: 0.667, data_time: 0.004, memory: 7067, top1_acc: 0.5680, top5_acc: 0.8117, loss_cls: 1.6775, loss: 1.6775, grad_norm: 8.2694 2021-03-23 23:47:31,597 - mmaction - INFO - Epoch [32][680/1345] lr: 1.000e-03, eta: 4:36:19, time: 0.649, data_time: 0.004, memory: 7067, top1_acc: 0.5875, top5_acc: 0.8078, loss_cls: 1.6711, loss: 1.6711, grad_norm: 8.2185 2021-03-23 23:47:44,759 - mmaction - INFO - Epoch [32][700/1345] lr: 1.000e-03, eta: 4:36:05, time: 0.658, data_time: 0.001, memory: 7067, top1_acc: 0.5852, top5_acc: 0.8234, loss_cls: 1.6831, loss: 1.6831, grad_norm: 8.3071 2021-03-23 23:47:57,847 - mmaction - INFO - Epoch [32][720/1345] lr: 1.000e-03, eta: 4:35:52, time: 0.653, data_time: 0.001, memory: 7067, top1_acc: 0.5703, top5_acc: 0.8227, loss_cls: 1.6588, loss: 1.6588, grad_norm: 8.3265 2021-03-23 23:48:10,625 - mmaction - INFO - Epoch [32][740/1345] lr: 1.000e-03, eta: 4:35:38, time: 0.639, data_time: 0.004, memory: 7067, top1_acc: 0.5867, top5_acc: 0.8109, loss_cls: 1.6524, loss: 1.6524, grad_norm: 7.9916 2021-03-23 23:48:23,476 - mmaction - INFO - Epoch [32][760/1345] lr: 1.000e-03, eta: 4:35:24, time: 0.638, data_time: 0.003, memory: 7067, top1_acc: 0.5781, top5_acc: 0.8305, loss_cls: 1.6413, loss: 1.6413, grad_norm: 7.9828 2021-03-23 23:48:36,715 - mmaction - INFO - Epoch [32][780/1345] lr: 1.000e-03, eta: 4:35:11, time: 0.664, data_time: 0.007, memory: 7067, top1_acc: 0.5914, top5_acc: 0.8305, loss_cls: 1.6044, loss: 1.6044, grad_norm: 8.0105 2021-03-23 23:48:50,097 - mmaction - INFO - Epoch [32][800/1345] lr: 1.000e-03, eta: 4:34:58, time: 0.663, data_time: 0.004, memory: 7067, top1_acc: 0.5719, top5_acc: 0.8164, loss_cls: 1.6799, loss: 1.6799, grad_norm: 8.3292 2021-03-23 23:49:03,514 - mmaction - INFO - Epoch [32][820/1345] lr: 1.000e-03, eta: 4:34:45, time: 0.675, data_time: 0.009, memory: 7067, top1_acc: 0.5828, top5_acc: 0.8078, loss_cls: 1.6687, loss: 1.6687, grad_norm: 7.8891 2021-03-23 23:49:16,267 - mmaction - INFO - Epoch [32][840/1345] lr: 1.000e-03, eta: 4:34:31, time: 0.640, data_time: 0.005, memory: 7067, top1_acc: 0.5969, top5_acc: 0.8203, loss_cls: 1.6088, loss: 1.6088, grad_norm: 7.9177 2021-03-23 23:49:29,626 - mmaction - INFO - Epoch [32][860/1345] lr: 1.000e-03, eta: 4:34:18, time: 0.668, data_time: 0.002, memory: 7067, top1_acc: 0.5797, top5_acc: 0.8250, loss_cls: 1.6811, loss: 1.6811, grad_norm: 8.3202 2021-03-23 23:49:42,975 - mmaction - INFO - Epoch [32][880/1345] lr: 1.000e-03, eta: 4:34:04, time: 0.669, data_time: 0.003, memory: 7067, top1_acc: 0.5898, top5_acc: 0.8234, loss_cls: 1.6822, loss: 1.6822, grad_norm: 8.2287 2021-03-23 23:49:56,628 - mmaction - INFO - Epoch [32][900/1345] lr: 1.000e-03, eta: 4:33:51, time: 0.680, data_time: 0.001, memory: 7067, top1_acc: 0.5883, top5_acc: 0.8125, loss_cls: 1.6327, loss: 1.6327, grad_norm: 7.9517 2021-03-23 23:50:09,951 - mmaction - INFO - Epoch [32][920/1345] lr: 1.000e-03, eta: 4:33:38, time: 0.665, data_time: 0.005, memory: 7067, top1_acc: 0.5523, top5_acc: 0.8039, loss_cls: 1.7811, loss: 1.7811, grad_norm: 8.4549 2021-03-23 23:50:23,055 - mmaction - INFO - Epoch [32][940/1345] lr: 1.000e-03, eta: 4:33:24, time: 0.658, data_time: 0.006, memory: 7067, top1_acc: 0.5852, top5_acc: 0.8078, loss_cls: 1.6969, loss: 1.6969, grad_norm: 8.4917 2021-03-23 23:50:36,413 - mmaction - INFO - Epoch [32][960/1345] lr: 1.000e-03, eta: 4:33:11, time: 0.668, data_time: 0.001, memory: 7067, top1_acc: 0.5656, top5_acc: 0.8117, loss_cls: 1.6920, loss: 1.6920, grad_norm: 8.2180 2021-03-23 23:50:49,366 - mmaction - INFO - Epoch [32][980/1345] lr: 1.000e-03, eta: 4:32:58, time: 0.648, data_time: 0.001, memory: 7067, top1_acc: 0.5750, top5_acc: 0.8172, loss_cls: 1.6836, loss: 1.6836, grad_norm: 8.2722 2021-03-23 23:51:02,384 - mmaction - INFO - Epoch [32][1000/1345] lr: 1.000e-03, eta: 4:32:44, time: 0.651, data_time: 0.015, memory: 7067, top1_acc: 0.5750, top5_acc: 0.8258, loss_cls: 1.6675, loss: 1.6675, grad_norm: 8.2466 2021-03-23 23:51:15,878 - mmaction - INFO - Epoch [32][1020/1345] lr: 1.000e-03, eta: 4:32:31, time: 0.672, data_time: 0.002, memory: 7067, top1_acc: 0.5680, top5_acc: 0.8070, loss_cls: 1.6755, loss: 1.6755, grad_norm: 8.2725 2021-03-23 23:51:29,003 - mmaction - INFO - Epoch [32][1040/1345] lr: 1.000e-03, eta: 4:32:17, time: 0.657, data_time: 0.006, memory: 7067, top1_acc: 0.5969, top5_acc: 0.8320, loss_cls: 1.5972, loss: 1.5972, grad_norm: 8.0066 2021-03-23 23:51:42,167 - mmaction - INFO - Epoch [32][1060/1345] lr: 1.000e-03, eta: 4:32:04, time: 0.649, data_time: 0.003, memory: 7067, top1_acc: 0.5852, top5_acc: 0.8117, loss_cls: 1.6667, loss: 1.6667, grad_norm: 8.2311 2021-03-23 23:51:55,202 - mmaction - INFO - Epoch [32][1080/1345] lr: 1.000e-03, eta: 4:31:50, time: 0.654, data_time: 0.012, memory: 7067, top1_acc: 0.5797, top5_acc: 0.8125, loss_cls: 1.6445, loss: 1.6445, grad_norm: 8.1787 2021-03-23 23:52:07,946 - mmaction - INFO - Epoch [32][1100/1345] lr: 1.000e-03, eta: 4:31:37, time: 0.643, data_time: 0.010, memory: 7067, top1_acc: 0.5531, top5_acc: 0.8039, loss_cls: 1.7408, loss: 1.7408, grad_norm: 8.4972 2021-03-23 23:52:21,116 - mmaction - INFO - Epoch [32][1120/1345] lr: 1.000e-03, eta: 4:31:23, time: 0.642, data_time: 0.004, memory: 7067, top1_acc: 0.5594, top5_acc: 0.8070, loss_cls: 1.7559, loss: 1.7559, grad_norm: 8.3639 2021-03-23 23:52:33,928 - mmaction - INFO - Epoch [32][1140/1345] lr: 1.000e-03, eta: 4:31:10, time: 0.658, data_time: 0.020, memory: 7067, top1_acc: 0.5750, top5_acc: 0.8180, loss_cls: 1.6629, loss: 1.6629, grad_norm: 8.2555 2021-03-23 23:52:47,022 - mmaction - INFO - Epoch [32][1160/1345] lr: 1.000e-03, eta: 4:30:56, time: 0.656, data_time: 0.003, memory: 7067, top1_acc: 0.5695, top5_acc: 0.8047, loss_cls: 1.7106, loss: 1.7106, grad_norm: 8.2759 2021-03-23 23:53:00,632 - mmaction - INFO - Epoch [32][1180/1345] lr: 1.000e-03, eta: 4:30:43, time: 0.681, data_time: 0.005, memory: 7067, top1_acc: 0.5516, top5_acc: 0.7953, loss_cls: 1.8105, loss: 1.8105, grad_norm: 8.4513 2021-03-23 23:53:13,752 - mmaction - INFO - Epoch [32][1200/1345] lr: 1.000e-03, eta: 4:30:30, time: 0.654, data_time: 0.001, memory: 7067, top1_acc: 0.5508, top5_acc: 0.8195, loss_cls: 1.7072, loss: 1.7072, grad_norm: 8.3859 2021-03-23 23:53:27,072 - mmaction - INFO - Epoch [32][1220/1345] lr: 1.000e-03, eta: 4:30:16, time: 0.667, data_time: 0.003, memory: 7067, top1_acc: 0.5633, top5_acc: 0.8133, loss_cls: 1.7160, loss: 1.7160, grad_norm: 8.4452 2021-03-23 23:53:40,120 - mmaction - INFO - Epoch [32][1240/1345] lr: 1.000e-03, eta: 4:30:03, time: 0.652, data_time: 0.001, memory: 7067, top1_acc: 0.5687, top5_acc: 0.8070, loss_cls: 1.7109, loss: 1.7109, grad_norm: 8.0848 2021-03-23 23:53:53,399 - mmaction - INFO - Epoch [32][1260/1345] lr: 1.000e-03, eta: 4:29:49, time: 0.665, data_time: 0.001, memory: 7067, top1_acc: 0.5891, top5_acc: 0.8297, loss_cls: 1.5995, loss: 1.5995, grad_norm: 8.1186 2021-03-23 23:54:06,601 - mmaction - INFO - Epoch [32][1280/1345] lr: 1.000e-03, eta: 4:29:36, time: 0.651, data_time: 0.001, memory: 7067, top1_acc: 0.5625, top5_acc: 0.8164, loss_cls: 1.7004, loss: 1.7004, grad_norm: 8.4737 2021-03-23 23:54:19,855 - mmaction - INFO - Epoch [32][1300/1345] lr: 1.000e-03, eta: 4:29:23, time: 0.671, data_time: 0.009, memory: 7067, top1_acc: 0.5820, top5_acc: 0.8234, loss_cls: 1.6310, loss: 1.6310, grad_norm: 8.2026 2021-03-23 23:54:32,907 - mmaction - INFO - Epoch [32][1320/1345] lr: 1.000e-03, eta: 4:29:09, time: 0.651, data_time: 0.001, memory: 7067, top1_acc: 0.5664, top5_acc: 0.8039, loss_cls: 1.7616, loss: 1.7616, grad_norm: 8.4492 2021-03-23 23:54:44,876 - mmaction - INFO - Epoch [32][1340/1345] lr: 1.000e-03, eta: 4:28:55, time: 0.601, data_time: 0.003, memory: 7067, top1_acc: 0.5805, top5_acc: 0.8172, loss_cls: 1.6652, loss: 1.6652, grad_norm: 8.1727 2021-03-23 23:54:47,388 - mmaction - INFO - Saving checkpoint at 32 epochs 2021-03-23 23:56:13,658 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-23 23:56:13,851 - mmaction - INFO - top1_acc 0.4595 top5_acc 0.7494 2021-03-23 23:56:13,851 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-23 23:56:13,863 - mmaction - INFO - mean_acc 0.4164 2021-03-23 23:56:14,262 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_32.pth. 2021-03-23 23:56:14,262 - mmaction - INFO - Best top1_acc is 0.4595 at 32 epoch. 2021-03-23 23:56:14,274 - mmaction - INFO - Epoch(val) [32][1345] top1_acc: 0.4595, top5_acc: 0.7494, mean_class_accuracy: 0.4164 2021-03-23 23:56:44,510 - mmaction - INFO - Epoch [33][20/1345] lr: 1.000e-03, eta: 4:28:46, time: 1.509, data_time: 0.798, memory: 7067, top1_acc: 0.6109, top5_acc: 0.8227, loss_cls: 1.5957, loss: 1.5957, grad_norm: 7.8176 2021-03-23 23:56:57,460 - mmaction - INFO - Epoch [33][40/1345] lr: 1.000e-03, eta: 4:28:32, time: 0.647, data_time: 0.003, memory: 7067, top1_acc: 0.5750, top5_acc: 0.8328, loss_cls: 1.6174, loss: 1.6174, grad_norm: 8.2656 2021-03-23 23:57:10,610 - mmaction - INFO - Epoch [33][60/1345] lr: 1.000e-03, eta: 4:28:19, time: 0.661, data_time: 0.004, memory: 7067, top1_acc: 0.5984, top5_acc: 0.8383, loss_cls: 1.6047, loss: 1.6047, grad_norm: 8.0469 2021-03-23 23:57:24,149 - mmaction - INFO - Epoch [33][80/1345] lr: 1.000e-03, eta: 4:28:06, time: 0.677, data_time: 0.002, memory: 7067, top1_acc: 0.5992, top5_acc: 0.8328, loss_cls: 1.5738, loss: 1.5738, grad_norm: 8.1500 2021-03-23 23:57:37,597 - mmaction - INFO - Epoch [33][100/1345] lr: 1.000e-03, eta: 4:27:53, time: 0.670, data_time: 0.001, memory: 7067, top1_acc: 0.6031, top5_acc: 0.8367, loss_cls: 1.5600, loss: 1.5600, grad_norm: 8.0500 2021-03-23 23:57:50,879 - mmaction - INFO - Epoch [33][120/1345] lr: 1.000e-03, eta: 4:27:39, time: 0.662, data_time: 0.003, memory: 7067, top1_acc: 0.5680, top5_acc: 0.8227, loss_cls: 1.6906, loss: 1.6906, grad_norm: 8.4554 2021-03-23 23:58:03,543 - mmaction - INFO - Epoch [33][140/1345] lr: 1.000e-03, eta: 4:27:26, time: 0.636, data_time: 0.005, memory: 7067, top1_acc: 0.5477, top5_acc: 0.8172, loss_cls: 1.7289, loss: 1.7289, grad_norm: 8.4753 2021-03-23 23:58:16,398 - mmaction - INFO - Epoch [33][160/1345] lr: 1.000e-03, eta: 4:27:12, time: 0.644, data_time: 0.003, memory: 7067, top1_acc: 0.5844, top5_acc: 0.8281, loss_cls: 1.6205, loss: 1.6205, grad_norm: 8.0414 2021-03-23 23:58:29,827 - mmaction - INFO - Epoch [33][180/1345] lr: 1.000e-03, eta: 4:26:59, time: 0.672, data_time: 0.002, memory: 7067, top1_acc: 0.5766, top5_acc: 0.8234, loss_cls: 1.6741, loss: 1.6741, grad_norm: 8.2613 2021-03-23 23:58:42,812 - mmaction - INFO - Epoch [33][200/1345] lr: 1.000e-03, eta: 4:26:45, time: 0.648, data_time: 0.001, memory: 7067, top1_acc: 0.5570, top5_acc: 0.8336, loss_cls: 1.6338, loss: 1.6338, grad_norm: 8.2469 2021-03-23 23:58:55,910 - mmaction - INFO - Epoch [33][220/1345] lr: 1.000e-03, eta: 4:26:32, time: 0.654, data_time: 0.003, memory: 7067, top1_acc: 0.5914, top5_acc: 0.8195, loss_cls: 1.6154, loss: 1.6154, grad_norm: 8.3044 2021-03-23 23:59:08,866 - mmaction - INFO - Epoch [33][240/1345] lr: 1.000e-03, eta: 4:26:18, time: 0.648, data_time: 0.003, memory: 7067, top1_acc: 0.6117, top5_acc: 0.8336, loss_cls: 1.5668, loss: 1.5668, grad_norm: 8.1723 2021-03-23 23:59:22,181 - mmaction - INFO - Epoch [33][260/1345] lr: 1.000e-03, eta: 4:26:05, time: 0.669, data_time: 0.004, memory: 7067, top1_acc: 0.5938, top5_acc: 0.8195, loss_cls: 1.6322, loss: 1.6322, grad_norm: 8.0291 2021-03-23 23:59:34,919 - mmaction - INFO - Epoch [33][280/1345] lr: 1.000e-03, eta: 4:25:51, time: 0.632, data_time: 0.001, memory: 7067, top1_acc: 0.5805, top5_acc: 0.8109, loss_cls: 1.6404, loss: 1.6404, grad_norm: 8.2578 2021-03-23 23:59:48,765 - mmaction - INFO - Epoch [33][300/1345] lr: 1.000e-03, eta: 4:25:38, time: 0.697, data_time: 0.006, memory: 7067, top1_acc: 0.5922, top5_acc: 0.8164, loss_cls: 1.6163, loss: 1.6163, grad_norm: 7.9961 2021-03-24 00:00:02,020 - mmaction - INFO - Epoch [33][320/1345] lr: 1.000e-03, eta: 4:25:25, time: 0.662, data_time: 0.008, memory: 7067, top1_acc: 0.5711, top5_acc: 0.8219, loss_cls: 1.6586, loss: 1.6586, grad_norm: 8.2334 2021-03-24 00:00:15,089 - mmaction - INFO - Epoch [33][340/1345] lr: 1.000e-03, eta: 4:25:11, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.5789, top5_acc: 0.8125, loss_cls: 1.6644, loss: 1.6644, grad_norm: 8.1735 2021-03-24 00:00:27,926 - mmaction - INFO - Epoch [33][360/1345] lr: 1.000e-03, eta: 4:24:58, time: 0.643, data_time: 0.002, memory: 7067, top1_acc: 0.5719, top5_acc: 0.8148, loss_cls: 1.6944, loss: 1.6944, grad_norm: 8.1703 2021-03-24 00:00:41,372 - mmaction - INFO - Epoch [33][380/1345] lr: 1.000e-03, eta: 4:24:44, time: 0.672, data_time: 0.001, memory: 7067, top1_acc: 0.5633, top5_acc: 0.8086, loss_cls: 1.7370, loss: 1.7370, grad_norm: 8.3674 2021-03-24 00:00:54,622 - mmaction - INFO - Epoch [33][400/1345] lr: 1.000e-03, eta: 4:24:31, time: 0.660, data_time: 0.001, memory: 7067, top1_acc: 0.5883, top5_acc: 0.8156, loss_cls: 1.6506, loss: 1.6506, grad_norm: 7.9425 2021-03-24 00:01:08,224 - mmaction - INFO - Epoch [33][420/1345] lr: 1.000e-03, eta: 4:24:18, time: 0.682, data_time: 0.004, memory: 7067, top1_acc: 0.5641, top5_acc: 0.8141, loss_cls: 1.7174, loss: 1.7174, grad_norm: 8.3493 2021-03-24 00:01:21,736 - mmaction - INFO - Epoch [33][440/1345] lr: 1.000e-03, eta: 4:24:04, time: 0.671, data_time: 0.007, memory: 7067, top1_acc: 0.5852, top5_acc: 0.8266, loss_cls: 1.6442, loss: 1.6442, grad_norm: 8.2850 2021-03-24 00:01:35,072 - mmaction - INFO - Epoch [33][460/1345] lr: 1.000e-03, eta: 4:23:51, time: 0.672, data_time: 0.007, memory: 7067, top1_acc: 0.5641, top5_acc: 0.8031, loss_cls: 1.7479, loss: 1.7479, grad_norm: 8.3558 2021-03-24 00:01:48,548 - mmaction - INFO - Epoch [33][480/1345] lr: 1.000e-03, eta: 4:23:38, time: 0.674, data_time: 0.002, memory: 7067, top1_acc: 0.6047, top5_acc: 0.8305, loss_cls: 1.6057, loss: 1.6057, grad_norm: 8.0499 2021-03-24 00:02:01,153 - mmaction - INFO - Epoch [33][500/1345] lr: 1.000e-03, eta: 4:23:24, time: 0.630, data_time: 0.002, memory: 7067, top1_acc: 0.6078, top5_acc: 0.8242, loss_cls: 1.5890, loss: 1.5890, grad_norm: 8.0185 2021-03-24 00:02:14,525 - mmaction - INFO - Epoch [33][520/1345] lr: 1.000e-03, eta: 4:23:11, time: 0.668, data_time: 0.001, memory: 7067, top1_acc: 0.5687, top5_acc: 0.8227, loss_cls: 1.6725, loss: 1.6725, grad_norm: 8.5676 2021-03-24 00:02:28,045 - mmaction - INFO - Epoch [33][540/1345] lr: 1.000e-03, eta: 4:22:58, time: 0.676, data_time: 0.003, memory: 7067, top1_acc: 0.5938, top5_acc: 0.8344, loss_cls: 1.5994, loss: 1.5994, grad_norm: 8.3237 2021-03-24 00:02:41,022 - mmaction - INFO - Epoch [33][560/1345] lr: 1.000e-03, eta: 4:22:44, time: 0.650, data_time: 0.002, memory: 7067, top1_acc: 0.6078, top5_acc: 0.8266, loss_cls: 1.5778, loss: 1.5778, grad_norm: 8.0795 2021-03-24 00:02:54,223 - mmaction - INFO - Epoch [33][580/1345] lr: 1.000e-03, eta: 4:22:31, time: 0.652, data_time: 0.001, memory: 7067, top1_acc: 0.5742, top5_acc: 0.8281, loss_cls: 1.6669, loss: 1.6669, grad_norm: 8.3832 2021-03-24 00:03:06,762 - mmaction - INFO - Epoch [33][600/1345] lr: 1.000e-03, eta: 4:22:17, time: 0.635, data_time: 0.010, memory: 7067, top1_acc: 0.5875, top5_acc: 0.8336, loss_cls: 1.6190, loss: 1.6190, grad_norm: 8.1052 2021-03-24 00:03:19,634 - mmaction - INFO - Epoch [33][620/1345] lr: 1.000e-03, eta: 4:22:03, time: 0.643, data_time: 0.001, memory: 7067, top1_acc: 0.5758, top5_acc: 0.8258, loss_cls: 1.6808, loss: 1.6808, grad_norm: 8.2480 2021-03-24 00:03:32,938 - mmaction - INFO - Epoch [33][640/1345] lr: 1.000e-03, eta: 4:21:50, time: 0.664, data_time: 0.001, memory: 7067, top1_acc: 0.5633, top5_acc: 0.8047, loss_cls: 1.7366, loss: 1.7366, grad_norm: 8.4458 2021-03-24 00:03:45,394 - mmaction - INFO - Epoch [33][660/1345] lr: 1.000e-03, eta: 4:21:36, time: 0.625, data_time: 0.003, memory: 7067, top1_acc: 0.5922, top5_acc: 0.8250, loss_cls: 1.6525, loss: 1.6525, grad_norm: 8.2611 2021-03-24 00:03:58,348 - mmaction - INFO - Epoch [33][680/1345] lr: 1.000e-03, eta: 4:21:23, time: 0.643, data_time: 0.001, memory: 7067, top1_acc: 0.5734, top5_acc: 0.8281, loss_cls: 1.6224, loss: 1.6224, grad_norm: 8.2189 2021-03-24 00:04:11,206 - mmaction - INFO - Epoch [33][700/1345] lr: 1.000e-03, eta: 4:21:09, time: 0.646, data_time: 0.006, memory: 7067, top1_acc: 0.5672, top5_acc: 0.8203, loss_cls: 1.6995, loss: 1.6995, grad_norm: 8.3928 2021-03-24 00:04:24,162 - mmaction - INFO - Epoch [33][720/1345] lr: 1.000e-03, eta: 4:20:56, time: 0.646, data_time: 0.001, memory: 7067, top1_acc: 0.5914, top5_acc: 0.8258, loss_cls: 1.6182, loss: 1.6182, grad_norm: 8.0143 2021-03-24 00:04:37,203 - mmaction - INFO - Epoch [33][740/1345] lr: 1.000e-03, eta: 4:20:42, time: 0.654, data_time: 0.002, memory: 7067, top1_acc: 0.5898, top5_acc: 0.8227, loss_cls: 1.6514, loss: 1.6514, grad_norm: 8.1650 2021-03-24 00:04:50,441 - mmaction - INFO - Epoch [33][760/1345] lr: 1.000e-03, eta: 4:20:29, time: 0.662, data_time: 0.001, memory: 7067, top1_acc: 0.5750, top5_acc: 0.8172, loss_cls: 1.6919, loss: 1.6919, grad_norm: 8.2732 2021-03-24 00:05:03,424 - mmaction - INFO - Epoch [33][780/1345] lr: 1.000e-03, eta: 4:20:15, time: 0.640, data_time: 0.002, memory: 7067, top1_acc: 0.5664, top5_acc: 0.8117, loss_cls: 1.6850, loss: 1.6850, grad_norm: 8.2209 2021-03-24 00:05:16,488 - mmaction - INFO - Epoch [33][800/1345] lr: 1.000e-03, eta: 4:20:02, time: 0.661, data_time: 0.012, memory: 7067, top1_acc: 0.5859, top5_acc: 0.8164, loss_cls: 1.6826, loss: 1.6826, grad_norm: 8.4391 2021-03-24 00:05:29,640 - mmaction - INFO - Epoch [33][820/1345] lr: 1.000e-03, eta: 4:19:48, time: 0.657, data_time: 0.001, memory: 7067, top1_acc: 0.5922, top5_acc: 0.8195, loss_cls: 1.6344, loss: 1.6344, grad_norm: 8.5176 2021-03-24 00:05:42,660 - mmaction - INFO - Epoch [33][840/1345] lr: 1.000e-03, eta: 4:19:35, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.5813, top5_acc: 0.8281, loss_cls: 1.6290, loss: 1.6290, grad_norm: 8.6292 2021-03-24 00:05:55,464 - mmaction - INFO - Epoch [33][860/1345] lr: 1.000e-03, eta: 4:19:21, time: 0.640, data_time: 0.001, memory: 7067, top1_acc: 0.5867, top5_acc: 0.8250, loss_cls: 1.6536, loss: 1.6536, grad_norm: 8.5576 2021-03-24 00:06:08,724 - mmaction - INFO - Epoch [33][880/1345] lr: 1.000e-03, eta: 4:19:08, time: 0.663, data_time: 0.002, memory: 7067, top1_acc: 0.5836, top5_acc: 0.8164, loss_cls: 1.6423, loss: 1.6423, grad_norm: 8.4328 2021-03-24 00:06:21,975 - mmaction - INFO - Epoch [33][900/1345] lr: 1.000e-03, eta: 4:18:55, time: 0.662, data_time: 0.005, memory: 7067, top1_acc: 0.5797, top5_acc: 0.8172, loss_cls: 1.6491, loss: 1.6491, grad_norm: 8.5106 2021-03-24 00:06:35,422 - mmaction - INFO - Epoch [33][920/1345] lr: 1.000e-03, eta: 4:18:41, time: 0.658, data_time: 0.002, memory: 7067, top1_acc: 0.5563, top5_acc: 0.8070, loss_cls: 1.7041, loss: 1.7041, grad_norm: 8.3832 2021-03-24 00:06:48,326 - mmaction - INFO - Epoch [33][940/1345] lr: 1.000e-03, eta: 4:18:28, time: 0.660, data_time: 0.016, memory: 7067, top1_acc: 0.5813, top5_acc: 0.8219, loss_cls: 1.6433, loss: 1.6433, grad_norm: 8.3547 2021-03-24 00:07:01,523 - mmaction - INFO - Epoch [33][960/1345] lr: 1.000e-03, eta: 4:18:14, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.5891, top5_acc: 0.8289, loss_cls: 1.6224, loss: 1.6224, grad_norm: 8.2067 2021-03-24 00:07:14,350 - mmaction - INFO - Epoch [33][980/1345] lr: 1.000e-03, eta: 4:18:01, time: 0.645, data_time: 0.006, memory: 7067, top1_acc: 0.6289, top5_acc: 0.8320, loss_cls: 1.5500, loss: 1.5500, grad_norm: 7.9971 2021-03-24 00:07:27,034 - mmaction - INFO - Epoch [33][1000/1345] lr: 1.000e-03, eta: 4:17:47, time: 0.634, data_time: 0.003, memory: 7067, top1_acc: 0.5984, top5_acc: 0.8414, loss_cls: 1.6056, loss: 1.6056, grad_norm: 8.2708 2021-03-24 00:07:40,350 - mmaction - INFO - Epoch [33][1020/1345] lr: 1.000e-03, eta: 4:17:34, time: 0.667, data_time: 0.003, memory: 7067, top1_acc: 0.5727, top5_acc: 0.8172, loss_cls: 1.6759, loss: 1.6759, grad_norm: 8.3898 2021-03-24 00:07:53,207 - mmaction - INFO - Epoch [33][1040/1345] lr: 1.000e-03, eta: 4:17:20, time: 0.642, data_time: 0.003, memory: 7067, top1_acc: 0.5641, top5_acc: 0.8289, loss_cls: 1.6680, loss: 1.6680, grad_norm: 8.5435 2021-03-24 00:08:06,624 - mmaction - INFO - Epoch [33][1060/1345] lr: 1.000e-03, eta: 4:17:07, time: 0.671, data_time: 0.002, memory: 7067, top1_acc: 0.5797, top5_acc: 0.8203, loss_cls: 1.6688, loss: 1.6688, grad_norm: 8.6669 2021-03-24 00:08:19,382 - mmaction - INFO - Epoch [33][1080/1345] lr: 1.000e-03, eta: 4:16:53, time: 0.639, data_time: 0.007, memory: 7067, top1_acc: 0.5945, top5_acc: 0.8266, loss_cls: 1.6434, loss: 1.6434, grad_norm: 8.4320 2021-03-24 00:08:32,192 - mmaction - INFO - Epoch [33][1100/1345] lr: 1.000e-03, eta: 4:16:40, time: 0.640, data_time: 0.001, memory: 7067, top1_acc: 0.5828, top5_acc: 0.8219, loss_cls: 1.6473, loss: 1.6473, grad_norm: 8.3344 2021-03-24 00:08:45,669 - mmaction - INFO - Epoch [33][1120/1345] lr: 1.000e-03, eta: 4:16:26, time: 0.671, data_time: 0.001, memory: 7067, top1_acc: 0.5633, top5_acc: 0.7945, loss_cls: 1.7885, loss: 1.7885, grad_norm: 8.3477 2021-03-24 00:08:58,666 - mmaction - INFO - Epoch [33][1140/1345] lr: 1.000e-03, eta: 4:16:13, time: 0.650, data_time: 0.004, memory: 7067, top1_acc: 0.5875, top5_acc: 0.8164, loss_cls: 1.6903, loss: 1.6903, grad_norm: 8.2981 2021-03-24 00:09:11,306 - mmaction - INFO - Epoch [33][1160/1345] lr: 1.000e-03, eta: 4:15:59, time: 0.634, data_time: 0.005, memory: 7067, top1_acc: 0.5766, top5_acc: 0.8148, loss_cls: 1.6880, loss: 1.6880, grad_norm: 8.2332 2021-03-24 00:09:24,050 - mmaction - INFO - Epoch [33][1180/1345] lr: 1.000e-03, eta: 4:15:46, time: 0.637, data_time: 0.002, memory: 7067, top1_acc: 0.5891, top5_acc: 0.8352, loss_cls: 1.6259, loss: 1.6259, grad_norm: 8.2347 2021-03-24 00:09:36,930 - mmaction - INFO - Epoch [33][1200/1345] lr: 1.000e-03, eta: 4:15:32, time: 0.643, data_time: 0.003, memory: 7067, top1_acc: 0.5891, top5_acc: 0.8313, loss_cls: 1.6277, loss: 1.6277, grad_norm: 8.5509 2021-03-24 00:09:50,278 - mmaction - INFO - Epoch [33][1220/1345] lr: 1.000e-03, eta: 4:15:19, time: 0.668, data_time: 0.003, memory: 7067, top1_acc: 0.5766, top5_acc: 0.8148, loss_cls: 1.7035, loss: 1.7035, grad_norm: 8.3324 2021-03-24 00:10:03,446 - mmaction - INFO - Epoch [33][1240/1345] lr: 1.000e-03, eta: 4:15:05, time: 0.660, data_time: 0.002, memory: 7067, top1_acc: 0.5906, top5_acc: 0.8258, loss_cls: 1.6296, loss: 1.6296, grad_norm: 8.1221 2021-03-24 00:10:16,344 - mmaction - INFO - Epoch [33][1260/1345] lr: 1.000e-03, eta: 4:14:52, time: 0.644, data_time: 0.000, memory: 7067, top1_acc: 0.5477, top5_acc: 0.8156, loss_cls: 1.6972, loss: 1.6972, grad_norm: 8.5765 2021-03-24 00:10:29,792 - mmaction - INFO - Epoch [33][1280/1345] lr: 1.000e-03, eta: 4:14:38, time: 0.669, data_time: 0.002, memory: 7067, top1_acc: 0.5977, top5_acc: 0.8289, loss_cls: 1.6133, loss: 1.6133, grad_norm: 8.1708 2021-03-24 00:10:42,753 - mmaction - INFO - Epoch [33][1300/1345] lr: 1.000e-03, eta: 4:14:25, time: 0.651, data_time: 0.004, memory: 7067, top1_acc: 0.5914, top5_acc: 0.8336, loss_cls: 1.5751, loss: 1.5751, grad_norm: 8.2303 2021-03-24 00:10:55,517 - mmaction - INFO - Epoch [33][1320/1345] lr: 1.000e-03, eta: 4:14:11, time: 0.632, data_time: 0.002, memory: 7067, top1_acc: 0.5914, top5_acc: 0.8297, loss_cls: 1.5965, loss: 1.5965, grad_norm: 8.3759 2021-03-24 00:11:07,583 - mmaction - INFO - Epoch [33][1340/1345] lr: 1.000e-03, eta: 4:13:57, time: 0.611, data_time: 0.011, memory: 7067, top1_acc: 0.5695, top5_acc: 0.8070, loss_cls: 1.6942, loss: 1.6942, grad_norm: 8.6959 2021-03-24 00:11:10,089 - mmaction - INFO - Saving checkpoint at 33 epochs 2021-03-24 00:11:40,869 - mmaction - INFO - Epoch [34][20/1345] lr: 1.000e-03, eta: 4:13:48, time: 1.518, data_time: 0.842, memory: 7067, top1_acc: 0.6039, top5_acc: 0.8477, loss_cls: 1.5351, loss: 1.5351, grad_norm: 8.2646 2021-03-24 00:11:54,419 - mmaction - INFO - Epoch [34][40/1345] lr: 1.000e-03, eta: 4:13:34, time: 0.675, data_time: 0.004, memory: 7067, top1_acc: 0.5938, top5_acc: 0.8461, loss_cls: 1.5586, loss: 1.5586, grad_norm: 8.3112 2021-03-24 00:12:07,528 - mmaction - INFO - Epoch [34][60/1345] lr: 1.000e-03, eta: 4:13:21, time: 0.658, data_time: 0.003, memory: 7067, top1_acc: 0.5789, top5_acc: 0.8438, loss_cls: 1.6340, loss: 1.6340, grad_norm: 8.4615 2021-03-24 00:12:20,695 - mmaction - INFO - Epoch [34][80/1345] lr: 1.000e-03, eta: 4:13:08, time: 0.647, data_time: 0.001, memory: 7067, top1_acc: 0.5906, top5_acc: 0.8359, loss_cls: 1.6232, loss: 1.6232, grad_norm: 8.3102 2021-03-24 00:12:33,820 - mmaction - INFO - Epoch [34][100/1345] lr: 1.000e-03, eta: 4:12:54, time: 0.666, data_time: 0.014, memory: 7067, top1_acc: 0.5820, top5_acc: 0.8344, loss_cls: 1.6314, loss: 1.6314, grad_norm: 8.4891 2021-03-24 00:12:47,036 - mmaction - INFO - Epoch [34][120/1345] lr: 1.000e-03, eta: 4:12:41, time: 0.661, data_time: 0.003, memory: 7067, top1_acc: 0.5977, top5_acc: 0.8328, loss_cls: 1.5834, loss: 1.5834, grad_norm: 8.5207 2021-03-24 00:13:00,260 - mmaction - INFO - Epoch [34][140/1345] lr: 1.000e-03, eta: 4:12:27, time: 0.661, data_time: 0.002, memory: 7067, top1_acc: 0.5938, top5_acc: 0.8305, loss_cls: 1.6093, loss: 1.6093, grad_norm: 8.2430 2021-03-24 00:13:13,549 - mmaction - INFO - Epoch [34][160/1345] lr: 1.000e-03, eta: 4:12:14, time: 0.664, data_time: 0.002, memory: 7067, top1_acc: 0.5680, top5_acc: 0.8195, loss_cls: 1.6284, loss: 1.6284, grad_norm: 8.5037 2021-03-24 00:13:26,501 - mmaction - INFO - Epoch [34][180/1345] lr: 1.000e-03, eta: 4:12:01, time: 0.648, data_time: 0.003, memory: 7067, top1_acc: 0.6008, top5_acc: 0.8250, loss_cls: 1.6050, loss: 1.6050, grad_norm: 8.4527 2021-03-24 00:13:39,839 - mmaction - INFO - Epoch [34][200/1345] lr: 1.000e-03, eta: 4:11:47, time: 0.667, data_time: 0.004, memory: 7067, top1_acc: 0.5813, top5_acc: 0.8203, loss_cls: 1.6509, loss: 1.6509, grad_norm: 8.4238 2021-03-24 00:13:53,254 - mmaction - INFO - Epoch [34][220/1345] lr: 1.000e-03, eta: 4:11:34, time: 0.671, data_time: 0.003, memory: 7067, top1_acc: 0.6016, top5_acc: 0.8406, loss_cls: 1.6003, loss: 1.6003, grad_norm: 8.5383 2021-03-24 00:14:06,028 - mmaction - INFO - Epoch [34][240/1345] lr: 1.000e-03, eta: 4:11:20, time: 0.639, data_time: 0.002, memory: 7067, top1_acc: 0.5695, top5_acc: 0.8242, loss_cls: 1.6630, loss: 1.6630, grad_norm: 8.3817 2021-03-24 00:14:19,221 - mmaction - INFO - Epoch [34][260/1345] lr: 1.000e-03, eta: 4:11:07, time: 0.659, data_time: 0.003, memory: 7067, top1_acc: 0.5852, top5_acc: 0.8227, loss_cls: 1.6464, loss: 1.6464, grad_norm: 8.4793 2021-03-24 00:14:32,296 - mmaction - INFO - Epoch [34][280/1345] lr: 1.000e-03, eta: 4:10:53, time: 0.648, data_time: 0.005, memory: 7067, top1_acc: 0.5664, top5_acc: 0.8266, loss_cls: 1.6759, loss: 1.6759, grad_norm: 8.6731 2021-03-24 00:14:45,321 - mmaction - INFO - Epoch [34][300/1345] lr: 1.000e-03, eta: 4:10:40, time: 0.655, data_time: 0.008, memory: 7067, top1_acc: 0.5867, top5_acc: 0.8227, loss_cls: 1.6638, loss: 1.6638, grad_norm: 8.6443 2021-03-24 00:14:58,878 - mmaction - INFO - Epoch [34][320/1345] lr: 1.000e-03, eta: 4:10:27, time: 0.681, data_time: 0.004, memory: 7067, top1_acc: 0.5719, top5_acc: 0.8148, loss_cls: 1.6451, loss: 1.6451, grad_norm: 8.1858 2021-03-24 00:15:12,196 - mmaction - INFO - Epoch [34][340/1345] lr: 1.000e-03, eta: 4:10:13, time: 0.665, data_time: 0.001, memory: 7067, top1_acc: 0.5906, top5_acc: 0.8156, loss_cls: 1.6718, loss: 1.6718, grad_norm: 8.3181 2021-03-24 00:15:25,688 - mmaction - INFO - Epoch [34][360/1345] lr: 1.000e-03, eta: 4:10:00, time: 0.671, data_time: 0.002, memory: 7067, top1_acc: 0.5867, top5_acc: 0.8234, loss_cls: 1.6377, loss: 1.6377, grad_norm: 8.5060 2021-03-24 00:15:39,344 - mmaction - INFO - Epoch [34][380/1345] lr: 1.000e-03, eta: 4:09:47, time: 0.684, data_time: 0.005, memory: 7067, top1_acc: 0.5781, top5_acc: 0.8367, loss_cls: 1.6415, loss: 1.6415, grad_norm: 8.6131 2021-03-24 00:15:52,363 - mmaction - INFO - Epoch [34][400/1345] lr: 1.000e-03, eta: 4:09:34, time: 0.653, data_time: 0.004, memory: 7067, top1_acc: 0.5742, top5_acc: 0.8109, loss_cls: 1.7029, loss: 1.7029, grad_norm: 8.4441 2021-03-24 00:16:05,787 - mmaction - INFO - Epoch [34][420/1345] lr: 1.000e-03, eta: 4:09:20, time: 0.672, data_time: 0.002, memory: 7067, top1_acc: 0.5844, top5_acc: 0.8273, loss_cls: 1.6151, loss: 1.6151, grad_norm: 8.2450 2021-03-24 00:16:18,728 - mmaction - INFO - Epoch [34][440/1345] lr: 1.000e-03, eta: 4:09:07, time: 0.646, data_time: 0.002, memory: 7067, top1_acc: 0.6172, top5_acc: 0.8344, loss_cls: 1.5478, loss: 1.5478, grad_norm: 8.1919 2021-03-24 00:16:32,140 - mmaction - INFO - Epoch [34][460/1345] lr: 1.000e-03, eta: 4:08:53, time: 0.671, data_time: 0.002, memory: 7067, top1_acc: 0.5719, top5_acc: 0.8187, loss_cls: 1.6768, loss: 1.6768, grad_norm: 8.4570 2021-03-24 00:16:45,262 - mmaction - INFO - Epoch [34][480/1345] lr: 1.000e-03, eta: 4:08:40, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.5875, top5_acc: 0.8180, loss_cls: 1.6238, loss: 1.6238, grad_norm: 8.5993 2021-03-24 00:16:58,652 - mmaction - INFO - Epoch [34][500/1345] lr: 1.000e-03, eta: 4:08:27, time: 0.671, data_time: 0.005, memory: 7067, top1_acc: 0.5766, top5_acc: 0.8281, loss_cls: 1.6325, loss: 1.6325, grad_norm: 8.2873 2021-03-24 00:17:11,757 - mmaction - INFO - Epoch [34][520/1345] lr: 1.000e-03, eta: 4:08:13, time: 0.657, data_time: 0.005, memory: 7067, top1_acc: 0.5742, top5_acc: 0.8078, loss_cls: 1.7005, loss: 1.7005, grad_norm: 8.6149 2021-03-24 00:17:24,383 - mmaction - INFO - Epoch [34][540/1345] lr: 1.000e-03, eta: 4:08:00, time: 0.630, data_time: 0.003, memory: 7067, top1_acc: 0.5844, top5_acc: 0.8336, loss_cls: 1.6159, loss: 1.6159, grad_norm: 8.3103 2021-03-24 00:17:37,592 - mmaction - INFO - Epoch [34][560/1345] lr: 1.000e-03, eta: 4:07:46, time: 0.663, data_time: 0.005, memory: 7067, top1_acc: 0.5930, top5_acc: 0.8156, loss_cls: 1.6035, loss: 1.6035, grad_norm: 8.2943 2021-03-24 00:17:50,916 - mmaction - INFO - Epoch [34][580/1345] lr: 1.000e-03, eta: 4:07:33, time: 0.663, data_time: 0.003, memory: 7067, top1_acc: 0.5789, top5_acc: 0.8234, loss_cls: 1.6375, loss: 1.6375, grad_norm: 8.4399 2021-03-24 00:18:03,818 - mmaction - INFO - Epoch [34][600/1345] lr: 1.000e-03, eta: 4:07:19, time: 0.651, data_time: 0.006, memory: 7067, top1_acc: 0.5641, top5_acc: 0.8164, loss_cls: 1.6784, loss: 1.6784, grad_norm: 8.7097 2021-03-24 00:18:17,394 - mmaction - INFO - Epoch [34][620/1345] lr: 1.000e-03, eta: 4:07:06, time: 0.679, data_time: 0.002, memory: 7067, top1_acc: 0.5555, top5_acc: 0.8125, loss_cls: 1.7046, loss: 1.7046, grad_norm: 8.4162 2021-03-24 00:18:30,591 - mmaction - INFO - Epoch [34][640/1345] lr: 1.000e-03, eta: 4:06:53, time: 0.660, data_time: 0.001, memory: 7067, top1_acc: 0.5563, top5_acc: 0.8039, loss_cls: 1.7726, loss: 1.7726, grad_norm: 8.9340 2021-03-24 00:18:43,471 - mmaction - INFO - Epoch [34][660/1345] lr: 1.000e-03, eta: 4:06:39, time: 0.644, data_time: 0.001, memory: 7067, top1_acc: 0.5914, top5_acc: 0.8383, loss_cls: 1.5788, loss: 1.5788, grad_norm: 8.4664 2021-03-24 00:18:56,940 - mmaction - INFO - Epoch [34][680/1345] lr: 1.000e-03, eta: 4:06:26, time: 0.672, data_time: 0.001, memory: 7067, top1_acc: 0.5922, top5_acc: 0.8297, loss_cls: 1.6180, loss: 1.6180, grad_norm: 8.6759 2021-03-24 00:19:09,974 - mmaction - INFO - Epoch [34][700/1345] lr: 1.000e-03, eta: 4:06:12, time: 0.653, data_time: 0.002, memory: 7067, top1_acc: 0.5875, top5_acc: 0.8273, loss_cls: 1.6244, loss: 1.6244, grad_norm: 8.4532 2021-03-24 00:19:23,216 - mmaction - INFO - Epoch [34][720/1345] lr: 1.000e-03, eta: 4:05:59, time: 0.659, data_time: 0.000, memory: 7067, top1_acc: 0.5766, top5_acc: 0.8211, loss_cls: 1.6496, loss: 1.6496, grad_norm: 8.6167 2021-03-24 00:19:36,612 - mmaction - INFO - Epoch [34][740/1345] lr: 1.000e-03, eta: 4:05:46, time: 0.671, data_time: 0.004, memory: 7067, top1_acc: 0.5781, top5_acc: 0.8320, loss_cls: 1.6443, loss: 1.6443, grad_norm: 8.4428 2021-03-24 00:19:50,088 - mmaction - INFO - Epoch [34][760/1345] lr: 1.000e-03, eta: 4:05:32, time: 0.670, data_time: 0.002, memory: 7067, top1_acc: 0.5820, top5_acc: 0.8141, loss_cls: 1.6599, loss: 1.6599, grad_norm: 8.2872 2021-03-24 00:20:02,836 - mmaction - INFO - Epoch [34][780/1345] lr: 1.000e-03, eta: 4:05:19, time: 0.642, data_time: 0.008, memory: 7067, top1_acc: 0.5898, top5_acc: 0.8344, loss_cls: 1.6054, loss: 1.6054, grad_norm: 8.3235 2021-03-24 00:20:16,311 - mmaction - INFO - Epoch [34][800/1345] lr: 1.000e-03, eta: 4:05:06, time: 0.671, data_time: 0.001, memory: 7067, top1_acc: 0.6016, top5_acc: 0.8250, loss_cls: 1.5875, loss: 1.5875, grad_norm: 8.3684 2021-03-24 00:20:29,341 - mmaction - INFO - Epoch [34][820/1345] lr: 1.000e-03, eta: 4:04:52, time: 0.655, data_time: 0.005, memory: 7067, top1_acc: 0.5781, top5_acc: 0.8133, loss_cls: 1.6583, loss: 1.6583, grad_norm: 8.1808 2021-03-24 00:20:42,557 - mmaction - INFO - Epoch [34][840/1345] lr: 1.000e-03, eta: 4:04:39, time: 0.659, data_time: 0.005, memory: 7067, top1_acc: 0.5805, top5_acc: 0.8242, loss_cls: 1.6611, loss: 1.6611, grad_norm: 8.3611 2021-03-24 00:20:56,087 - mmaction - INFO - Epoch [34][860/1345] lr: 1.000e-03, eta: 4:04:25, time: 0.677, data_time: 0.002, memory: 7067, top1_acc: 0.5805, top5_acc: 0.8227, loss_cls: 1.6717, loss: 1.6717, grad_norm: 8.5394 2021-03-24 00:21:09,644 - mmaction - INFO - Epoch [34][880/1345] lr: 1.000e-03, eta: 4:04:12, time: 0.678, data_time: 0.002, memory: 7067, top1_acc: 0.5844, top5_acc: 0.8227, loss_cls: 1.6670, loss: 1.6670, grad_norm: 8.5246 2021-03-24 00:21:22,589 - mmaction - INFO - Epoch [34][900/1345] lr: 1.000e-03, eta: 4:03:59, time: 0.648, data_time: 0.007, memory: 7067, top1_acc: 0.5609, top5_acc: 0.8187, loss_cls: 1.6847, loss: 1.6847, grad_norm: 8.5757 2021-03-24 00:21:35,721 - mmaction - INFO - Epoch [34][920/1345] lr: 1.000e-03, eta: 4:03:45, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.5883, top5_acc: 0.8461, loss_cls: 1.5808, loss: 1.5808, grad_norm: 8.4505 2021-03-24 00:21:49,074 - mmaction - INFO - Epoch [34][940/1345] lr: 1.000e-03, eta: 4:03:32, time: 0.666, data_time: 0.002, memory: 7067, top1_acc: 0.5984, top5_acc: 0.8297, loss_cls: 1.6058, loss: 1.6058, grad_norm: 8.7594 2021-03-24 00:22:02,793 - mmaction - INFO - Epoch [34][960/1345] lr: 1.000e-03, eta: 4:03:19, time: 0.689, data_time: 0.004, memory: 7067, top1_acc: 0.5781, top5_acc: 0.8094, loss_cls: 1.7205, loss: 1.7205, grad_norm: 8.6014 2021-03-24 00:22:15,894 - mmaction - INFO - Epoch [34][980/1345] lr: 1.000e-03, eta: 4:03:05, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.5695, top5_acc: 0.8133, loss_cls: 1.6803, loss: 1.6803, grad_norm: 8.6474 2021-03-24 00:22:28,978 - mmaction - INFO - Epoch [34][1000/1345] lr: 1.000e-03, eta: 4:02:52, time: 0.655, data_time: 0.004, memory: 7067, top1_acc: 0.5891, top5_acc: 0.8320, loss_cls: 1.6096, loss: 1.6096, grad_norm: 8.6959 2021-03-24 00:22:42,235 - mmaction - INFO - Epoch [34][1020/1345] lr: 1.000e-03, eta: 4:02:39, time: 0.665, data_time: 0.003, memory: 7067, top1_acc: 0.5789, top5_acc: 0.8242, loss_cls: 1.7026, loss: 1.7026, grad_norm: 8.8196 2021-03-24 00:22:55,732 - mmaction - INFO - Epoch [34][1040/1345] lr: 1.000e-03, eta: 4:02:25, time: 0.675, data_time: 0.003, memory: 7067, top1_acc: 0.5977, top5_acc: 0.8234, loss_cls: 1.6189, loss: 1.6189, grad_norm: 8.6178 2021-03-24 00:23:08,419 - mmaction - INFO - Epoch [34][1060/1345] lr: 1.000e-03, eta: 4:02:12, time: 0.632, data_time: 0.004, memory: 7067, top1_acc: 0.6047, top5_acc: 0.8375, loss_cls: 1.6087, loss: 1.6087, grad_norm: 8.4508 2021-03-24 00:23:21,488 - mmaction - INFO - Epoch [34][1080/1345] lr: 1.000e-03, eta: 4:01:58, time: 0.656, data_time: 0.004, memory: 7067, top1_acc: 0.6047, top5_acc: 0.8211, loss_cls: 1.6169, loss: 1.6169, grad_norm: 8.2708 2021-03-24 00:23:34,364 - mmaction - INFO - Epoch [34][1100/1345] lr: 1.000e-03, eta: 4:01:45, time: 0.643, data_time: 0.004, memory: 7067, top1_acc: 0.5852, top5_acc: 0.8352, loss_cls: 1.6059, loss: 1.6059, grad_norm: 8.5854 2021-03-24 00:23:47,754 - mmaction - INFO - Epoch [34][1120/1345] lr: 1.000e-03, eta: 4:01:31, time: 0.666, data_time: 0.001, memory: 7067, top1_acc: 0.5711, top5_acc: 0.8094, loss_cls: 1.7009, loss: 1.7009, grad_norm: 8.8167 2021-03-24 00:24:00,780 - mmaction - INFO - Epoch [34][1140/1345] lr: 1.000e-03, eta: 4:01:18, time: 0.649, data_time: 0.004, memory: 7067, top1_acc: 0.5750, top5_acc: 0.8133, loss_cls: 1.6913, loss: 1.6913, grad_norm: 8.6412 2021-03-24 00:24:14,346 - mmaction - INFO - Epoch [34][1160/1345] lr: 1.000e-03, eta: 4:01:05, time: 0.684, data_time: 0.006, memory: 7067, top1_acc: 0.5727, top5_acc: 0.8148, loss_cls: 1.7099, loss: 1.7099, grad_norm: 8.7208 2021-03-24 00:24:27,447 - mmaction - INFO - Epoch [34][1180/1345] lr: 1.000e-03, eta: 4:00:51, time: 0.653, data_time: 0.000, memory: 7067, top1_acc: 0.5930, top5_acc: 0.8367, loss_cls: 1.6002, loss: 1.6002, grad_norm: 8.1600 2021-03-24 00:24:41,244 - mmaction - INFO - Epoch [34][1200/1345] lr: 1.000e-03, eta: 4:00:38, time: 0.687, data_time: 0.003, memory: 7067, top1_acc: 0.5664, top5_acc: 0.8117, loss_cls: 1.6899, loss: 1.6899, grad_norm: 8.4583 2021-03-24 00:24:54,534 - mmaction - INFO - Epoch [34][1220/1345] lr: 1.000e-03, eta: 4:00:25, time: 0.666, data_time: 0.006, memory: 7067, top1_acc: 0.5828, top5_acc: 0.8313, loss_cls: 1.6164, loss: 1.6164, grad_norm: 8.2408 2021-03-24 00:25:07,691 - mmaction - INFO - Epoch [34][1240/1345] lr: 1.000e-03, eta: 4:00:11, time: 0.659, data_time: 0.004, memory: 7067, top1_acc: 0.5898, top5_acc: 0.8414, loss_cls: 1.5932, loss: 1.5932, grad_norm: 8.6695 2021-03-24 00:25:21,164 - mmaction - INFO - Epoch [34][1260/1345] lr: 1.000e-03, eta: 3:59:58, time: 0.674, data_time: 0.002, memory: 7067, top1_acc: 0.5789, top5_acc: 0.8031, loss_cls: 1.7209, loss: 1.7209, grad_norm: 8.8790 2021-03-24 00:25:33,956 - mmaction - INFO - Epoch [34][1280/1345] lr: 1.000e-03, eta: 3:59:45, time: 0.640, data_time: 0.001, memory: 7067, top1_acc: 0.5938, top5_acc: 0.8313, loss_cls: 1.6186, loss: 1.6186, grad_norm: 8.3046 2021-03-24 00:25:47,402 - mmaction - INFO - Epoch [34][1300/1345] lr: 1.000e-03, eta: 3:59:31, time: 0.666, data_time: 0.001, memory: 7067, top1_acc: 0.5953, top5_acc: 0.8297, loss_cls: 1.6117, loss: 1.6117, grad_norm: 8.6692 2021-03-24 00:26:00,465 - mmaction - INFO - Epoch [34][1320/1345] lr: 1.000e-03, eta: 3:59:18, time: 0.656, data_time: 0.008, memory: 7067, top1_acc: 0.5727, top5_acc: 0.8359, loss_cls: 1.5946, loss: 1.5946, grad_norm: 8.5009 2021-03-24 00:26:12,499 - mmaction - INFO - Epoch [34][1340/1345] lr: 1.000e-03, eta: 3:59:04, time: 0.605, data_time: 0.004, memory: 7067, top1_acc: 0.5930, top5_acc: 0.8250, loss_cls: 1.6212, loss: 1.6212, grad_norm: 8.4774 2021-03-24 00:26:14,976 - mmaction - INFO - Saving checkpoint at 34 epochs 2021-03-24 00:27:43,530 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-24 00:27:43,721 - mmaction - INFO - top1_acc 0.4589 top5_acc 0.7499 2021-03-24 00:27:43,721 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-24 00:27:43,733 - mmaction - INFO - mean_acc 0.4157 2021-03-24 00:27:43,736 - mmaction - INFO - Epoch(val) [34][1345] top1_acc: 0.4589, top5_acc: 0.7499, mean_class_accuracy: 0.4157 2021-03-24 00:28:14,953 - mmaction - INFO - Epoch [35][20/1345] lr: 1.000e-03, eta: 3:58:54, time: 1.560, data_time: 0.777, memory: 7067, top1_acc: 0.5945, top5_acc: 0.8406, loss_cls: 1.6140, loss: 1.6140, grad_norm: 8.3312 2021-03-24 00:28:28,039 - mmaction - INFO - Epoch [35][40/1345] lr: 1.000e-03, eta: 3:58:41, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.5836, top5_acc: 0.8242, loss_cls: 1.5928, loss: 1.5928, grad_norm: 8.5711 2021-03-24 00:28:41,478 - mmaction - INFO - Epoch [35][60/1345] lr: 1.000e-03, eta: 3:58:27, time: 0.671, data_time: 0.002, memory: 7067, top1_acc: 0.5984, top5_acc: 0.8375, loss_cls: 1.5560, loss: 1.5560, grad_norm: 8.4842 2021-03-24 00:28:54,986 - mmaction - INFO - Epoch [35][80/1345] lr: 1.000e-03, eta: 3:58:14, time: 0.675, data_time: 0.002, memory: 7067, top1_acc: 0.5914, top5_acc: 0.8219, loss_cls: 1.5928, loss: 1.5928, grad_norm: 8.6935 2021-03-24 00:29:07,962 - mmaction - INFO - Epoch [35][100/1345] lr: 1.000e-03, eta: 3:58:01, time: 0.650, data_time: 0.003, memory: 7067, top1_acc: 0.5844, top5_acc: 0.8234, loss_cls: 1.6387, loss: 1.6387, grad_norm: 8.5159 2021-03-24 00:29:21,073 - mmaction - INFO - Epoch [35][120/1345] lr: 1.000e-03, eta: 3:57:47, time: 0.652, data_time: 0.001, memory: 7067, top1_acc: 0.5875, top5_acc: 0.8211, loss_cls: 1.6578, loss: 1.6578, grad_norm: 8.4637 2021-03-24 00:29:34,325 - mmaction - INFO - Epoch [35][140/1345] lr: 1.000e-03, eta: 3:57:34, time: 0.666, data_time: 0.004, memory: 7067, top1_acc: 0.5930, top5_acc: 0.8266, loss_cls: 1.5884, loss: 1.5884, grad_norm: 8.3954 2021-03-24 00:29:47,521 - mmaction - INFO - Epoch [35][160/1345] lr: 1.000e-03, eta: 3:57:20, time: 0.657, data_time: 0.000, memory: 7067, top1_acc: 0.5875, top5_acc: 0.8227, loss_cls: 1.6310, loss: 1.6310, grad_norm: 8.7320 2021-03-24 00:30:00,628 - mmaction - INFO - Epoch [35][180/1345] lr: 1.000e-03, eta: 3:57:07, time: 0.657, data_time: 0.003, memory: 7067, top1_acc: 0.5906, top5_acc: 0.8367, loss_cls: 1.5726, loss: 1.5726, grad_norm: 8.6113 2021-03-24 00:30:14,027 - mmaction - INFO - Epoch [35][200/1345] lr: 1.000e-03, eta: 3:56:54, time: 0.669, data_time: 0.001, memory: 7067, top1_acc: 0.5867, top5_acc: 0.8305, loss_cls: 1.5749, loss: 1.5749, grad_norm: 8.4245 2021-03-24 00:30:27,482 - mmaction - INFO - Epoch [35][220/1345] lr: 1.000e-03, eta: 3:56:40, time: 0.671, data_time: 0.003, memory: 7067, top1_acc: 0.5945, top5_acc: 0.8375, loss_cls: 1.5707, loss: 1.5707, grad_norm: 8.5360 2021-03-24 00:30:40,906 - mmaction - INFO - Epoch [35][240/1345] lr: 1.000e-03, eta: 3:56:27, time: 0.674, data_time: 0.006, memory: 7067, top1_acc: 0.5836, top5_acc: 0.8281, loss_cls: 1.6116, loss: 1.6116, grad_norm: 8.5490 2021-03-24 00:30:53,909 - mmaction - INFO - Epoch [35][260/1345] lr: 1.000e-03, eta: 3:56:14, time: 0.650, data_time: 0.003, memory: 7067, top1_acc: 0.6031, top5_acc: 0.8359, loss_cls: 1.5614, loss: 1.5614, grad_norm: 8.6462 2021-03-24 00:31:07,021 - mmaction - INFO - Epoch [35][280/1345] lr: 1.000e-03, eta: 3:56:00, time: 0.656, data_time: 0.003, memory: 7067, top1_acc: 0.5617, top5_acc: 0.8141, loss_cls: 1.7135, loss: 1.7135, grad_norm: 8.8960 2021-03-24 00:31:20,228 - mmaction - INFO - Epoch [35][300/1345] lr: 1.000e-03, eta: 3:55:47, time: 0.660, data_time: 0.002, memory: 7067, top1_acc: 0.5680, top5_acc: 0.8023, loss_cls: 1.6903, loss: 1.6903, grad_norm: 8.5536 2021-03-24 00:31:33,546 - mmaction - INFO - Epoch [35][320/1345] lr: 1.000e-03, eta: 3:55:33, time: 0.666, data_time: 0.002, memory: 7067, top1_acc: 0.5781, top5_acc: 0.8141, loss_cls: 1.6671, loss: 1.6671, grad_norm: 8.4110 2021-03-24 00:31:46,516 - mmaction - INFO - Epoch [35][340/1345] lr: 1.000e-03, eta: 3:55:20, time: 0.647, data_time: 0.003, memory: 7067, top1_acc: 0.5813, top5_acc: 0.8375, loss_cls: 1.6058, loss: 1.6058, grad_norm: 8.7178 2021-03-24 00:31:59,934 - mmaction - INFO - Epoch [35][360/1345] lr: 1.000e-03, eta: 3:55:07, time: 0.673, data_time: 0.004, memory: 7067, top1_acc: 0.5820, top5_acc: 0.8109, loss_cls: 1.6812, loss: 1.6812, grad_norm: 8.8479 2021-03-24 00:32:12,773 - mmaction - INFO - Epoch [35][380/1345] lr: 1.000e-03, eta: 3:54:53, time: 0.641, data_time: 0.002, memory: 7067, top1_acc: 0.5781, top5_acc: 0.8234, loss_cls: 1.6174, loss: 1.6174, grad_norm: 8.5524 2021-03-24 00:32:25,961 - mmaction - INFO - Epoch [35][400/1345] lr: 1.000e-03, eta: 3:54:40, time: 0.659, data_time: 0.000, memory: 7067, top1_acc: 0.5953, top5_acc: 0.8359, loss_cls: 1.5579, loss: 1.5579, grad_norm: 8.5475 2021-03-24 00:32:38,964 - mmaction - INFO - Epoch [35][420/1345] lr: 1.000e-03, eta: 3:54:26, time: 0.650, data_time: 0.002, memory: 7067, top1_acc: 0.5813, top5_acc: 0.8156, loss_cls: 1.6534, loss: 1.6534, grad_norm: 8.8555 2021-03-24 00:32:52,501 - mmaction - INFO - Epoch [35][440/1345] lr: 1.000e-03, eta: 3:54:13, time: 0.677, data_time: 0.001, memory: 7067, top1_acc: 0.6016, top5_acc: 0.8281, loss_cls: 1.5685, loss: 1.5685, grad_norm: 8.6038 2021-03-24 00:33:05,318 - mmaction - INFO - Epoch [35][460/1345] lr: 1.000e-03, eta: 3:53:59, time: 0.642, data_time: 0.002, memory: 7067, top1_acc: 0.5805, top5_acc: 0.8180, loss_cls: 1.6835, loss: 1.6835, grad_norm: 8.6694 2021-03-24 00:33:18,683 - mmaction - INFO - Epoch [35][480/1345] lr: 1.000e-03, eta: 3:53:46, time: 0.667, data_time: 0.001, memory: 7067, top1_acc: 0.5773, top5_acc: 0.8203, loss_cls: 1.6901, loss: 1.6901, grad_norm: 8.6632 2021-03-24 00:33:31,877 - mmaction - INFO - Epoch [35][500/1345] lr: 1.000e-03, eta: 3:53:33, time: 0.660, data_time: 0.002, memory: 7067, top1_acc: 0.5961, top5_acc: 0.8344, loss_cls: 1.5735, loss: 1.5735, grad_norm: 8.5783 2021-03-24 00:33:44,640 - mmaction - INFO - Epoch [35][520/1345] lr: 1.000e-03, eta: 3:53:19, time: 0.639, data_time: 0.002, memory: 7067, top1_acc: 0.5719, top5_acc: 0.8133, loss_cls: 1.6799, loss: 1.6799, grad_norm: 8.8641 2021-03-24 00:33:57,626 - mmaction - INFO - Epoch [35][540/1345] lr: 1.000e-03, eta: 3:53:06, time: 0.649, data_time: 0.001, memory: 7067, top1_acc: 0.5898, top5_acc: 0.8320, loss_cls: 1.5835, loss: 1.5835, grad_norm: 8.6868 2021-03-24 00:34:10,311 - mmaction - INFO - Epoch [35][560/1345] lr: 1.000e-03, eta: 3:52:52, time: 0.635, data_time: 0.002, memory: 7067, top1_acc: 0.5781, top5_acc: 0.8266, loss_cls: 1.6212, loss: 1.6212, grad_norm: 8.8722 2021-03-24 00:34:24,019 - mmaction - INFO - Epoch [35][580/1345] lr: 1.000e-03, eta: 3:52:39, time: 0.682, data_time: 0.001, memory: 7067, top1_acc: 0.5914, top5_acc: 0.8461, loss_cls: 1.5623, loss: 1.5623, grad_norm: 8.6985 2021-03-24 00:34:37,162 - mmaction - INFO - Epoch [35][600/1345] lr: 1.000e-03, eta: 3:52:25, time: 0.659, data_time: 0.004, memory: 7067, top1_acc: 0.5930, top5_acc: 0.8367, loss_cls: 1.5734, loss: 1.5734, grad_norm: 8.6656 2021-03-24 00:34:50,380 - mmaction - INFO - Epoch [35][620/1345] lr: 1.000e-03, eta: 3:52:12, time: 0.647, data_time: 0.007, memory: 7067, top1_acc: 0.5813, top5_acc: 0.8156, loss_cls: 1.6385, loss: 1.6385, grad_norm: 8.9581 2021-03-24 00:35:03,821 - mmaction - INFO - Epoch [35][640/1345] lr: 1.000e-03, eta: 3:51:59, time: 0.679, data_time: 0.016, memory: 7067, top1_acc: 0.5844, top5_acc: 0.8242, loss_cls: 1.6477, loss: 1.6477, grad_norm: 8.6603 2021-03-24 00:35:17,225 - mmaction - INFO - Epoch [35][660/1345] lr: 1.000e-03, eta: 3:51:45, time: 0.677, data_time: 0.009, memory: 7067, top1_acc: 0.5805, top5_acc: 0.8258, loss_cls: 1.6535, loss: 1.6535, grad_norm: 8.7106 2021-03-24 00:35:30,133 - mmaction - INFO - Epoch [35][680/1345] lr: 1.000e-03, eta: 3:51:32, time: 0.647, data_time: 0.002, memory: 7067, top1_acc: 0.5797, top5_acc: 0.8344, loss_cls: 1.5794, loss: 1.5794, grad_norm: 8.6722 2021-03-24 00:35:43,160 - mmaction - INFO - Epoch [35][700/1345] lr: 1.000e-03, eta: 3:51:18, time: 0.649, data_time: 0.005, memory: 7067, top1_acc: 0.5906, top5_acc: 0.8367, loss_cls: 1.5857, loss: 1.5857, grad_norm: 8.5664 2021-03-24 00:35:56,059 - mmaction - INFO - Epoch [35][720/1345] lr: 1.000e-03, eta: 3:51:05, time: 0.647, data_time: 0.003, memory: 7067, top1_acc: 0.6000, top5_acc: 0.8281, loss_cls: 1.6043, loss: 1.6043, grad_norm: 8.6260 2021-03-24 00:36:09,306 - mmaction - INFO - Epoch [35][740/1345] lr: 1.000e-03, eta: 3:50:51, time: 0.651, data_time: 0.002, memory: 7067, top1_acc: 0.5672, top5_acc: 0.8234, loss_cls: 1.6698, loss: 1.6698, grad_norm: 8.6243 2021-03-24 00:36:22,280 - mmaction - INFO - Epoch [35][760/1345] lr: 1.000e-03, eta: 3:50:38, time: 0.655, data_time: 0.012, memory: 7067, top1_acc: 0.5969, top5_acc: 0.8359, loss_cls: 1.5562, loss: 1.5562, grad_norm: 8.4339 2021-03-24 00:36:35,592 - mmaction - INFO - Epoch [35][780/1345] lr: 1.000e-03, eta: 3:50:25, time: 0.669, data_time: 0.006, memory: 7067, top1_acc: 0.5703, top5_acc: 0.8086, loss_cls: 1.6904, loss: 1.6904, grad_norm: 8.9197 2021-03-24 00:36:49,335 - mmaction - INFO - Epoch [35][800/1345] lr: 1.000e-03, eta: 3:50:12, time: 0.689, data_time: 0.003, memory: 7067, top1_acc: 0.5656, top5_acc: 0.8195, loss_cls: 1.6960, loss: 1.6960, grad_norm: 9.0166 2021-03-24 00:37:02,177 - mmaction - INFO - Epoch [35][820/1345] lr: 1.000e-03, eta: 3:49:58, time: 0.641, data_time: 0.001, memory: 7067, top1_acc: 0.5805, top5_acc: 0.8180, loss_cls: 1.6084, loss: 1.6084, grad_norm: 8.4524 2021-03-24 00:37:15,188 - mmaction - INFO - Epoch [35][840/1345] lr: 1.000e-03, eta: 3:49:44, time: 0.649, data_time: 0.003, memory: 7067, top1_acc: 0.5977, top5_acc: 0.8344, loss_cls: 1.6013, loss: 1.6013, grad_norm: 8.6949 2021-03-24 00:37:28,356 - mmaction - INFO - Epoch [35][860/1345] lr: 1.000e-03, eta: 3:49:31, time: 0.657, data_time: 0.008, memory: 7067, top1_acc: 0.5906, top5_acc: 0.8258, loss_cls: 1.6206, loss: 1.6206, grad_norm: 8.4128 2021-03-24 00:37:41,481 - mmaction - INFO - Epoch [35][880/1345] lr: 1.000e-03, eta: 3:49:18, time: 0.660, data_time: 0.006, memory: 7067, top1_acc: 0.5945, top5_acc: 0.8344, loss_cls: 1.6041, loss: 1.6041, grad_norm: 8.6079 2021-03-24 00:37:54,804 - mmaction - INFO - Epoch [35][900/1345] lr: 1.000e-03, eta: 3:49:04, time: 0.667, data_time: 0.002, memory: 7067, top1_acc: 0.5828, top5_acc: 0.8273, loss_cls: 1.6383, loss: 1.6383, grad_norm: 8.7642 2021-03-24 00:38:07,610 - mmaction - INFO - Epoch [35][920/1345] lr: 1.000e-03, eta: 3:48:51, time: 0.640, data_time: 0.001, memory: 7067, top1_acc: 0.5844, top5_acc: 0.8219, loss_cls: 1.6242, loss: 1.6242, grad_norm: 8.7145 2021-03-24 00:38:20,702 - mmaction - INFO - Epoch [35][940/1345] lr: 1.000e-03, eta: 3:48:37, time: 0.655, data_time: 0.003, memory: 7067, top1_acc: 0.5750, top5_acc: 0.8211, loss_cls: 1.6395, loss: 1.6395, grad_norm: 8.9274 2021-03-24 00:38:33,676 - mmaction - INFO - Epoch [35][960/1345] lr: 1.000e-03, eta: 3:48:24, time: 0.649, data_time: 0.004, memory: 7067, top1_acc: 0.6008, top5_acc: 0.8359, loss_cls: 1.5921, loss: 1.5921, grad_norm: 8.5730 2021-03-24 00:38:47,015 - mmaction - INFO - Epoch [35][980/1345] lr: 1.000e-03, eta: 3:48:10, time: 0.662, data_time: 0.001, memory: 7067, top1_acc: 0.5711, top5_acc: 0.8344, loss_cls: 1.6179, loss: 1.6179, grad_norm: 8.8127 2021-03-24 00:39:00,785 - mmaction - INFO - Epoch [35][1000/1345] lr: 1.000e-03, eta: 3:47:57, time: 0.692, data_time: 0.006, memory: 7067, top1_acc: 0.6016, top5_acc: 0.8359, loss_cls: 1.5747, loss: 1.5747, grad_norm: 8.4598 2021-03-24 00:39:14,293 - mmaction - INFO - Epoch [35][1020/1345] lr: 1.000e-03, eta: 3:47:44, time: 0.676, data_time: 0.003, memory: 7067, top1_acc: 0.5914, top5_acc: 0.8156, loss_cls: 1.6430, loss: 1.6430, grad_norm: 8.7458 2021-03-24 00:39:26,903 - mmaction - INFO - Epoch [35][1040/1345] lr: 1.000e-03, eta: 3:47:30, time: 0.630, data_time: 0.001, memory: 7067, top1_acc: 0.5773, top5_acc: 0.8109, loss_cls: 1.6920, loss: 1.6920, grad_norm: 8.9062 2021-03-24 00:39:39,988 - mmaction - INFO - Epoch [35][1060/1345] lr: 1.000e-03, eta: 3:47:17, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.5813, top5_acc: 0.8141, loss_cls: 1.6681, loss: 1.6681, grad_norm: 8.6056 2021-03-24 00:39:53,244 - mmaction - INFO - Epoch [35][1080/1345] lr: 1.000e-03, eta: 3:47:04, time: 0.658, data_time: 0.002, memory: 7067, top1_acc: 0.5773, top5_acc: 0.8117, loss_cls: 1.7133, loss: 1.7133, grad_norm: 9.0751 2021-03-24 00:40:06,472 - mmaction - INFO - Epoch [35][1100/1345] lr: 1.000e-03, eta: 3:46:50, time: 0.665, data_time: 0.004, memory: 7067, top1_acc: 0.5906, top5_acc: 0.8227, loss_cls: 1.6181, loss: 1.6181, grad_norm: 8.6217 2021-03-24 00:40:20,142 - mmaction - INFO - Epoch [35][1120/1345] lr: 1.000e-03, eta: 3:46:37, time: 0.681, data_time: 0.001, memory: 7067, top1_acc: 0.6031, top5_acc: 0.8234, loss_cls: 1.6151, loss: 1.6151, grad_norm: 8.6226 2021-03-24 00:40:33,026 - mmaction - INFO - Epoch [35][1140/1345] lr: 1.000e-03, eta: 3:46:24, time: 0.645, data_time: 0.003, memory: 7067, top1_acc: 0.5563, top5_acc: 0.8094, loss_cls: 1.7430, loss: 1.7430, grad_norm: 8.5919 2021-03-24 00:40:46,256 - mmaction - INFO - Epoch [35][1160/1345] lr: 1.000e-03, eta: 3:46:10, time: 0.660, data_time: 0.002, memory: 7067, top1_acc: 0.5805, top5_acc: 0.8273, loss_cls: 1.6268, loss: 1.6268, grad_norm: 8.6158 2021-03-24 00:40:59,503 - mmaction - INFO - Epoch [35][1180/1345] lr: 1.000e-03, eta: 3:45:57, time: 0.664, data_time: 0.004, memory: 7067, top1_acc: 0.5883, top5_acc: 0.8227, loss_cls: 1.6022, loss: 1.6022, grad_norm: 8.4320 2021-03-24 00:41:12,306 - mmaction - INFO - Epoch [35][1200/1345] lr: 1.000e-03, eta: 3:45:43, time: 0.641, data_time: 0.015, memory: 7067, top1_acc: 0.5883, top5_acc: 0.8242, loss_cls: 1.6306, loss: 1.6306, grad_norm: 8.6056 2021-03-24 00:41:25,718 - mmaction - INFO - Epoch [35][1220/1345] lr: 1.000e-03, eta: 3:45:30, time: 0.662, data_time: 0.001, memory: 7067, top1_acc: 0.5828, top5_acc: 0.8227, loss_cls: 1.6339, loss: 1.6339, grad_norm: 8.5973 2021-03-24 00:41:38,836 - mmaction - INFO - Epoch [35][1240/1345] lr: 1.000e-03, eta: 3:45:17, time: 0.663, data_time: 0.008, memory: 7067, top1_acc: 0.6008, top5_acc: 0.8422, loss_cls: 1.5515, loss: 1.5515, grad_norm: 8.6564 2021-03-24 00:41:51,716 - mmaction - INFO - Epoch [35][1260/1345] lr: 1.000e-03, eta: 3:45:03, time: 0.644, data_time: 0.002, memory: 7067, top1_acc: 0.5820, top5_acc: 0.8258, loss_cls: 1.6260, loss: 1.6260, grad_norm: 8.5396 2021-03-24 00:42:04,546 - mmaction - INFO - Epoch [35][1280/1345] lr: 1.000e-03, eta: 3:44:49, time: 0.641, data_time: 0.002, memory: 7067, top1_acc: 0.5953, top5_acc: 0.8391, loss_cls: 1.5810, loss: 1.5810, grad_norm: 8.6909 2021-03-24 00:42:17,312 - mmaction - INFO - Epoch [35][1300/1345] lr: 1.000e-03, eta: 3:44:36, time: 0.639, data_time: 0.003, memory: 7067, top1_acc: 0.6016, top5_acc: 0.8289, loss_cls: 1.6013, loss: 1.6013, grad_norm: 8.6731 2021-03-24 00:42:30,542 - mmaction - INFO - Epoch [35][1320/1345] lr: 1.000e-03, eta: 3:44:23, time: 0.662, data_time: 0.002, memory: 7067, top1_acc: 0.6023, top5_acc: 0.8422, loss_cls: 1.5403, loss: 1.5403, grad_norm: 8.4999 2021-03-24 00:42:42,405 - mmaction - INFO - Epoch [35][1340/1345] lr: 1.000e-03, eta: 3:44:09, time: 0.594, data_time: 0.001, memory: 7067, top1_acc: 0.5891, top5_acc: 0.8375, loss_cls: 1.5691, loss: 1.5691, grad_norm: 8.5665 2021-03-24 00:42:44,897 - mmaction - INFO - Saving checkpoint at 35 epochs 2021-03-24 00:43:14,770 - mmaction - INFO - Epoch [36][20/1345] lr: 1.000e-03, eta: 3:43:57, time: 1.472, data_time: 0.810, memory: 7067, top1_acc: 0.6070, top5_acc: 0.8438, loss_cls: 1.5402, loss: 1.5402, grad_norm: 8.4048 2021-03-24 00:43:28,317 - mmaction - INFO - Epoch [36][40/1345] lr: 1.000e-03, eta: 3:43:44, time: 0.678, data_time: 0.001, memory: 7067, top1_acc: 0.6039, top5_acc: 0.8438, loss_cls: 1.6004, loss: 1.6004, grad_norm: 8.6126 2021-03-24 00:43:40,906 - mmaction - INFO - Epoch [36][60/1345] lr: 1.000e-03, eta: 3:43:30, time: 0.624, data_time: 0.003, memory: 7067, top1_acc: 0.5836, top5_acc: 0.8344, loss_cls: 1.6258, loss: 1.6258, grad_norm: 8.5481 2021-03-24 00:43:54,768 - mmaction - INFO - Epoch [36][80/1345] lr: 1.000e-03, eta: 3:43:17, time: 0.695, data_time: 0.005, memory: 7067, top1_acc: 0.5805, top5_acc: 0.8305, loss_cls: 1.6218, loss: 1.6218, grad_norm: 8.7913 2021-03-24 00:44:07,649 - mmaction - INFO - Epoch [36][100/1345] lr: 1.000e-03, eta: 3:43:04, time: 0.645, data_time: 0.003, memory: 7067, top1_acc: 0.5961, top5_acc: 0.8289, loss_cls: 1.6054, loss: 1.6054, grad_norm: 8.4771 2021-03-24 00:44:20,957 - mmaction - INFO - Epoch [36][120/1345] lr: 1.000e-03, eta: 3:42:50, time: 0.661, data_time: 0.002, memory: 7067, top1_acc: 0.5945, top5_acc: 0.8305, loss_cls: 1.5949, loss: 1.5949, grad_norm: 8.9079 2021-03-24 00:44:34,139 - mmaction - INFO - Epoch [36][140/1345] lr: 1.000e-03, eta: 3:42:37, time: 0.662, data_time: 0.006, memory: 7067, top1_acc: 0.5773, top5_acc: 0.8172, loss_cls: 1.6803, loss: 1.6803, grad_norm: 8.6832 2021-03-24 00:44:47,080 - mmaction - INFO - Epoch [36][160/1345] lr: 1.000e-03, eta: 3:42:24, time: 0.648, data_time: 0.003, memory: 7067, top1_acc: 0.5828, top5_acc: 0.8273, loss_cls: 1.6203, loss: 1.6203, grad_norm: 8.5103 2021-03-24 00:44:59,958 - mmaction - INFO - Epoch [36][180/1345] lr: 1.000e-03, eta: 3:42:10, time: 0.644, data_time: 0.002, memory: 7067, top1_acc: 0.5875, top5_acc: 0.8422, loss_cls: 1.5856, loss: 1.5856, grad_norm: 8.7500 2021-03-24 00:45:12,927 - mmaction - INFO - Epoch [36][200/1345] lr: 1.000e-03, eta: 3:41:57, time: 0.649, data_time: 0.002, memory: 7067, top1_acc: 0.5969, top5_acc: 0.8344, loss_cls: 1.6463, loss: 1.6463, grad_norm: 8.6403 2021-03-24 00:45:25,989 - mmaction - INFO - Epoch [36][220/1345] lr: 1.000e-03, eta: 3:41:43, time: 0.654, data_time: 0.003, memory: 7067, top1_acc: 0.6148, top5_acc: 0.8320, loss_cls: 1.5239, loss: 1.5239, grad_norm: 8.4808 2021-03-24 00:45:39,389 - mmaction - INFO - Epoch [36][240/1345] lr: 1.000e-03, eta: 3:41:30, time: 0.668, data_time: 0.002, memory: 7067, top1_acc: 0.5875, top5_acc: 0.8242, loss_cls: 1.6015, loss: 1.6015, grad_norm: 8.8016 2021-03-24 00:45:52,834 - mmaction - INFO - Epoch [36][260/1345] lr: 1.000e-03, eta: 3:41:17, time: 0.674, data_time: 0.003, memory: 7067, top1_acc: 0.5992, top5_acc: 0.8305, loss_cls: 1.6207, loss: 1.6207, grad_norm: 8.9350 2021-03-24 00:46:05,955 - mmaction - INFO - Epoch [36][280/1345] lr: 1.000e-03, eta: 3:41:03, time: 0.657, data_time: 0.001, memory: 7067, top1_acc: 0.6094, top5_acc: 0.8313, loss_cls: 1.5790, loss: 1.5790, grad_norm: 8.5938 2021-03-24 00:46:19,202 - mmaction - INFO - Epoch [36][300/1345] lr: 1.000e-03, eta: 3:40:50, time: 0.662, data_time: 0.001, memory: 7067, top1_acc: 0.5555, top5_acc: 0.8219, loss_cls: 1.6551, loss: 1.6551, grad_norm: 8.7818 2021-03-24 00:46:32,328 - mmaction - INFO - Epoch [36][320/1345] lr: 1.000e-03, eta: 3:40:36, time: 0.657, data_time: 0.002, memory: 7067, top1_acc: 0.6180, top5_acc: 0.8336, loss_cls: 1.5700, loss: 1.5700, grad_norm: 8.6193 2021-03-24 00:46:45,741 - mmaction - INFO - Epoch [36][340/1345] lr: 1.000e-03, eta: 3:40:23, time: 0.670, data_time: 0.004, memory: 7067, top1_acc: 0.5742, top5_acc: 0.8180, loss_cls: 1.6337, loss: 1.6337, grad_norm: 8.8221 2021-03-24 00:46:58,939 - mmaction - INFO - Epoch [36][360/1345] lr: 1.000e-03, eta: 3:40:10, time: 0.657, data_time: 0.001, memory: 7067, top1_acc: 0.6094, top5_acc: 0.8398, loss_cls: 1.5663, loss: 1.5663, grad_norm: 8.4460 2021-03-24 00:47:12,229 - mmaction - INFO - Epoch [36][380/1345] lr: 1.000e-03, eta: 3:39:56, time: 0.666, data_time: 0.004, memory: 7067, top1_acc: 0.5961, top5_acc: 0.8219, loss_cls: 1.6134, loss: 1.6134, grad_norm: 8.7132 2021-03-24 00:47:25,175 - mmaction - INFO - Epoch [36][400/1345] lr: 1.000e-03, eta: 3:39:43, time: 0.649, data_time: 0.002, memory: 7067, top1_acc: 0.5781, top5_acc: 0.8156, loss_cls: 1.6508, loss: 1.6508, grad_norm: 8.7688 2021-03-24 00:47:38,327 - mmaction - INFO - Epoch [36][420/1345] lr: 1.000e-03, eta: 3:39:29, time: 0.654, data_time: 0.002, memory: 7067, top1_acc: 0.5836, top5_acc: 0.8281, loss_cls: 1.6071, loss: 1.6071, grad_norm: 8.7555 2021-03-24 00:47:52,112 - mmaction - INFO - Epoch [36][440/1345] lr: 1.000e-03, eta: 3:39:16, time: 0.692, data_time: 0.004, memory: 7067, top1_acc: 0.5758, top5_acc: 0.8352, loss_cls: 1.6135, loss: 1.6135, grad_norm: 8.7945 2021-03-24 00:48:05,475 - mmaction - INFO - Epoch [36][460/1345] lr: 1.000e-03, eta: 3:39:03, time: 0.665, data_time: 0.003, memory: 7067, top1_acc: 0.5961, top5_acc: 0.8266, loss_cls: 1.6098, loss: 1.6098, grad_norm: 8.6504 2021-03-24 00:48:18,627 - mmaction - INFO - Epoch [36][480/1345] lr: 1.000e-03, eta: 3:38:50, time: 0.660, data_time: 0.004, memory: 7067, top1_acc: 0.5953, top5_acc: 0.8492, loss_cls: 1.5989, loss: 1.5989, grad_norm: 8.8274 2021-03-24 00:48:31,723 - mmaction - INFO - Epoch [36][500/1345] lr: 1.000e-03, eta: 3:38:36, time: 0.656, data_time: 0.012, memory: 7067, top1_acc: 0.5977, top5_acc: 0.8531, loss_cls: 1.5390, loss: 1.5390, grad_norm: 8.6771 2021-03-24 00:48:44,988 - mmaction - INFO - Epoch [36][520/1345] lr: 1.000e-03, eta: 3:38:23, time: 0.662, data_time: 0.001, memory: 7067, top1_acc: 0.6008, top5_acc: 0.8375, loss_cls: 1.6034, loss: 1.6034, grad_norm: 8.6924 2021-03-24 00:48:58,486 - mmaction - INFO - Epoch [36][540/1345] lr: 1.000e-03, eta: 3:38:09, time: 0.675, data_time: 0.002, memory: 7067, top1_acc: 0.6039, top5_acc: 0.8516, loss_cls: 1.5452, loss: 1.5452, grad_norm: 8.6031 2021-03-24 00:49:11,143 - mmaction - INFO - Epoch [36][560/1345] lr: 1.000e-03, eta: 3:37:56, time: 0.632, data_time: 0.003, memory: 7067, top1_acc: 0.6156, top5_acc: 0.8375, loss_cls: 1.5087, loss: 1.5087, grad_norm: 8.5869 2021-03-24 00:49:23,919 - mmaction - INFO - Epoch [36][580/1345] lr: 1.000e-03, eta: 3:37:42, time: 0.639, data_time: 0.003, memory: 7067, top1_acc: 0.5820, top5_acc: 0.8430, loss_cls: 1.5917, loss: 1.5917, grad_norm: 8.7036 2021-03-24 00:49:37,150 - mmaction - INFO - Epoch [36][600/1345] lr: 1.000e-03, eta: 3:37:29, time: 0.662, data_time: 0.002, memory: 7067, top1_acc: 0.5914, top5_acc: 0.8336, loss_cls: 1.5283, loss: 1.5283, grad_norm: 8.7568 2021-03-24 00:49:50,385 - mmaction - INFO - Epoch [36][620/1345] lr: 1.000e-03, eta: 3:37:16, time: 0.659, data_time: 0.003, memory: 7067, top1_acc: 0.5945, top5_acc: 0.8305, loss_cls: 1.6299, loss: 1.6299, grad_norm: 8.9663 2021-03-24 00:50:03,800 - mmaction - INFO - Epoch [36][640/1345] lr: 1.000e-03, eta: 3:37:02, time: 0.673, data_time: 0.006, memory: 7067, top1_acc: 0.5813, top5_acc: 0.8266, loss_cls: 1.6248, loss: 1.6248, grad_norm: 9.2423 2021-03-24 00:50:17,069 - mmaction - INFO - Epoch [36][660/1345] lr: 1.000e-03, eta: 3:36:49, time: 0.663, data_time: 0.002, memory: 7067, top1_acc: 0.6125, top5_acc: 0.8422, loss_cls: 1.5138, loss: 1.5138, grad_norm: 8.4933 2021-03-24 00:50:30,393 - mmaction - INFO - Epoch [36][680/1345] lr: 1.000e-03, eta: 3:36:36, time: 0.665, data_time: 0.005, memory: 7067, top1_acc: 0.5867, top5_acc: 0.8187, loss_cls: 1.6550, loss: 1.6550, grad_norm: 8.8837 2021-03-24 00:50:43,803 - mmaction - INFO - Epoch [36][700/1345] lr: 1.000e-03, eta: 3:36:22, time: 0.673, data_time: 0.003, memory: 7067, top1_acc: 0.5867, top5_acc: 0.8320, loss_cls: 1.6433, loss: 1.6433, grad_norm: 8.7554 2021-03-24 00:50:56,842 - mmaction - INFO - Epoch [36][720/1345] lr: 1.000e-03, eta: 3:36:09, time: 0.650, data_time: 0.001, memory: 7067, top1_acc: 0.5727, top5_acc: 0.8227, loss_cls: 1.6524, loss: 1.6524, grad_norm: 8.6938 2021-03-24 00:51:09,999 - mmaction - INFO - Epoch [36][740/1345] lr: 1.000e-03, eta: 3:35:55, time: 0.660, data_time: 0.003, memory: 7067, top1_acc: 0.5773, top5_acc: 0.8250, loss_cls: 1.5960, loss: 1.5960, grad_norm: 8.9791 2021-03-24 00:51:23,097 - mmaction - INFO - Epoch [36][760/1345] lr: 1.000e-03, eta: 3:35:42, time: 0.655, data_time: 0.001, memory: 7067, top1_acc: 0.6039, top5_acc: 0.8305, loss_cls: 1.6042, loss: 1.6042, grad_norm: 8.7789 2021-03-24 00:51:36,766 - mmaction - INFO - Epoch [36][780/1345] lr: 1.000e-03, eta: 3:35:29, time: 0.683, data_time: 0.001, memory: 7067, top1_acc: 0.5703, top5_acc: 0.8023, loss_cls: 1.7361, loss: 1.7361, grad_norm: 9.0770 2021-03-24 00:51:50,168 - mmaction - INFO - Epoch [36][800/1345] lr: 1.000e-03, eta: 3:35:15, time: 0.669, data_time: 0.004, memory: 7067, top1_acc: 0.5867, top5_acc: 0.8344, loss_cls: 1.6155, loss: 1.6155, grad_norm: 8.8426 2021-03-24 00:52:03,048 - mmaction - INFO - Epoch [36][820/1345] lr: 1.000e-03, eta: 3:35:02, time: 0.641, data_time: 0.003, memory: 7067, top1_acc: 0.5617, top5_acc: 0.8070, loss_cls: 1.7352, loss: 1.7352, grad_norm: 9.1008 2021-03-24 00:52:16,355 - mmaction - INFO - Epoch [36][840/1345] lr: 1.000e-03, eta: 3:34:49, time: 0.670, data_time: 0.006, memory: 7067, top1_acc: 0.5867, top5_acc: 0.8297, loss_cls: 1.6187, loss: 1.6187, grad_norm: 8.9028 2021-03-24 00:52:29,757 - mmaction - INFO - Epoch [36][860/1345] lr: 1.000e-03, eta: 3:34:35, time: 0.671, data_time: 0.002, memory: 7067, top1_acc: 0.5820, top5_acc: 0.8281, loss_cls: 1.6428, loss: 1.6428, grad_norm: 8.8577 2021-03-24 00:52:43,085 - mmaction - INFO - Epoch [36][880/1345] lr: 1.000e-03, eta: 3:34:22, time: 0.664, data_time: 0.000, memory: 7067, top1_acc: 0.5828, top5_acc: 0.8102, loss_cls: 1.6884, loss: 1.6884, grad_norm: 8.8812 2021-03-24 00:52:55,719 - mmaction - INFO - Epoch [36][900/1345] lr: 1.000e-03, eta: 3:34:08, time: 0.633, data_time: 0.003, memory: 7067, top1_acc: 0.6055, top5_acc: 0.8289, loss_cls: 1.5794, loss: 1.5794, grad_norm: 8.5483 2021-03-24 00:53:08,729 - mmaction - INFO - Epoch [36][920/1345] lr: 1.000e-03, eta: 3:33:55, time: 0.650, data_time: 0.001, memory: 7067, top1_acc: 0.5836, top5_acc: 0.8281, loss_cls: 1.5911, loss: 1.5911, grad_norm: 8.8813 2021-03-24 00:53:22,010 - mmaction - INFO - Epoch [36][940/1345] lr: 1.000e-03, eta: 3:33:42, time: 0.664, data_time: 0.002, memory: 7067, top1_acc: 0.5859, top5_acc: 0.8336, loss_cls: 1.5939, loss: 1.5939, grad_norm: 8.5774 2021-03-24 00:53:34,884 - mmaction - INFO - Epoch [36][960/1345] lr: 1.000e-03, eta: 3:33:28, time: 0.644, data_time: 0.003, memory: 7067, top1_acc: 0.6023, top5_acc: 0.8414, loss_cls: 1.5521, loss: 1.5521, grad_norm: 8.3917 2021-03-24 00:53:48,245 - mmaction - INFO - Epoch [36][980/1345] lr: 1.000e-03, eta: 3:33:15, time: 0.669, data_time: 0.001, memory: 7067, top1_acc: 0.5766, top5_acc: 0.8258, loss_cls: 1.6140, loss: 1.6140, grad_norm: 8.6969 2021-03-24 00:54:01,232 - mmaction - INFO - Epoch [36][1000/1345] lr: 1.000e-03, eta: 3:33:01, time: 0.648, data_time: 0.001, memory: 7067, top1_acc: 0.6016, top5_acc: 0.8359, loss_cls: 1.5735, loss: 1.5735, grad_norm: 8.5134 2021-03-24 00:54:14,457 - mmaction - INFO - Epoch [36][1020/1345] lr: 1.000e-03, eta: 3:32:48, time: 0.659, data_time: 0.002, memory: 7067, top1_acc: 0.5602, top5_acc: 0.8133, loss_cls: 1.7241, loss: 1.7241, grad_norm: 9.0681 2021-03-24 00:54:27,858 - mmaction - INFO - Epoch [36][1040/1345] lr: 1.000e-03, eta: 3:32:35, time: 0.670, data_time: 0.004, memory: 7067, top1_acc: 0.6039, top5_acc: 0.8477, loss_cls: 1.5322, loss: 1.5322, grad_norm: 8.6366 2021-03-24 00:54:41,023 - mmaction - INFO - Epoch [36][1060/1345] lr: 1.000e-03, eta: 3:32:21, time: 0.661, data_time: 0.003, memory: 7067, top1_acc: 0.6000, top5_acc: 0.8281, loss_cls: 1.5787, loss: 1.5787, grad_norm: 8.7373 2021-03-24 00:54:54,034 - mmaction - INFO - Epoch [36][1080/1345] lr: 1.000e-03, eta: 3:32:08, time: 0.651, data_time: 0.001, memory: 7067, top1_acc: 0.5773, top5_acc: 0.8156, loss_cls: 1.6446, loss: 1.6446, grad_norm: 8.8210 2021-03-24 00:55:07,136 - mmaction - INFO - Epoch [36][1100/1345] lr: 1.000e-03, eta: 3:31:54, time: 0.653, data_time: 0.001, memory: 7067, top1_acc: 0.5844, top5_acc: 0.8094, loss_cls: 1.6745, loss: 1.6745, grad_norm: 8.7454 2021-03-24 00:55:20,520 - mmaction - INFO - Epoch [36][1120/1345] lr: 1.000e-03, eta: 3:31:41, time: 0.669, data_time: 0.007, memory: 7067, top1_acc: 0.5594, top5_acc: 0.8258, loss_cls: 1.6469, loss: 1.6469, grad_norm: 8.9129 2021-03-24 00:55:33,473 - mmaction - INFO - Epoch [36][1140/1345] lr: 1.000e-03, eta: 3:31:27, time: 0.649, data_time: 0.012, memory: 7067, top1_acc: 0.5766, top5_acc: 0.8297, loss_cls: 1.6664, loss: 1.6664, grad_norm: 8.6985 2021-03-24 00:55:46,691 - mmaction - INFO - Epoch [36][1160/1345] lr: 1.000e-03, eta: 3:31:14, time: 0.662, data_time: 0.002, memory: 7067, top1_acc: 0.5875, top5_acc: 0.8117, loss_cls: 1.6893, loss: 1.6893, grad_norm: 8.9529 2021-03-24 00:55:59,726 - mmaction - INFO - Epoch [36][1180/1345] lr: 1.000e-03, eta: 3:31:01, time: 0.650, data_time: 0.002, memory: 7067, top1_acc: 0.6141, top5_acc: 0.8344, loss_cls: 1.5780, loss: 1.5780, grad_norm: 8.7753 2021-03-24 00:56:13,307 - mmaction - INFO - Epoch [36][1200/1345] lr: 1.000e-03, eta: 3:30:47, time: 0.680, data_time: 0.002, memory: 7067, top1_acc: 0.6023, top5_acc: 0.8305, loss_cls: 1.6314, loss: 1.6314, grad_norm: 8.9674 2021-03-24 00:56:26,439 - mmaction - INFO - Epoch [36][1220/1345] lr: 1.000e-03, eta: 3:30:34, time: 0.655, data_time: 0.003, memory: 7067, top1_acc: 0.5883, top5_acc: 0.8367, loss_cls: 1.5785, loss: 1.5785, grad_norm: 8.8862 2021-03-24 00:56:39,370 - mmaction - INFO - Epoch [36][1240/1345] lr: 1.000e-03, eta: 3:30:20, time: 0.643, data_time: 0.002, memory: 7067, top1_acc: 0.5727, top5_acc: 0.8187, loss_cls: 1.6606, loss: 1.6606, grad_norm: 9.1690 2021-03-24 00:56:52,345 - mmaction - INFO - Epoch [36][1260/1345] lr: 1.000e-03, eta: 3:30:07, time: 0.653, data_time: 0.006, memory: 7067, top1_acc: 0.6016, top5_acc: 0.8367, loss_cls: 1.6187, loss: 1.6187, grad_norm: 8.9709 2021-03-24 00:57:05,605 - mmaction - INFO - Epoch [36][1280/1345] lr: 1.000e-03, eta: 3:29:54, time: 0.663, data_time: 0.001, memory: 7067, top1_acc: 0.5695, top5_acc: 0.8258, loss_cls: 1.6777, loss: 1.6777, grad_norm: 9.1427 2021-03-24 00:57:18,580 - mmaction - INFO - Epoch [36][1300/1345] lr: 1.000e-03, eta: 3:29:40, time: 0.647, data_time: 0.002, memory: 7067, top1_acc: 0.5758, top5_acc: 0.8109, loss_cls: 1.6743, loss: 1.6743, grad_norm: 9.0719 2021-03-24 00:57:31,702 - mmaction - INFO - Epoch [36][1320/1345] lr: 1.000e-03, eta: 3:29:27, time: 0.655, data_time: 0.004, memory: 7067, top1_acc: 0.5891, top5_acc: 0.8430, loss_cls: 1.6128, loss: 1.6128, grad_norm: 8.8382 2021-03-24 00:57:43,121 - mmaction - INFO - Epoch [36][1340/1345] lr: 1.000e-03, eta: 3:29:13, time: 0.574, data_time: 0.004, memory: 7067, top1_acc: 0.5938, top5_acc: 0.8336, loss_cls: 1.6168, loss: 1.6168, grad_norm: 8.9004 2021-03-24 00:57:45,574 - mmaction - INFO - Saving checkpoint at 36 epochs 2021-03-24 00:59:14,652 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-24 00:59:14,855 - mmaction - INFO - top1_acc 0.4622 top5_acc 0.7555 2021-03-24 00:59:14,855 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-24 00:59:14,867 - mmaction - INFO - mean_acc 0.4207 2021-03-24 00:59:15,276 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_36.pth. 2021-03-24 00:59:15,277 - mmaction - INFO - Best top1_acc is 0.4622 at 36 epoch. 2021-03-24 00:59:15,281 - mmaction - INFO - Epoch(val) [36][1345] top1_acc: 0.4622, top5_acc: 0.7555, mean_class_accuracy: 0.4207 2021-03-24 00:59:45,623 - mmaction - INFO - Epoch [37][20/1345] lr: 1.000e-03, eta: 3:29:01, time: 1.517, data_time: 0.845, memory: 7067, top1_acc: 0.6000, top5_acc: 0.8344, loss_cls: 1.5795, loss: 1.5795, grad_norm: 8.3913 2021-03-24 00:59:58,627 - mmaction - INFO - Epoch [37][40/1345] lr: 1.000e-03, eta: 3:28:48, time: 0.648, data_time: 0.008, memory: 7067, top1_acc: 0.5883, top5_acc: 0.8313, loss_cls: 1.6249, loss: 1.6249, grad_norm: 8.8164 2021-03-24 01:00:12,235 - mmaction - INFO - Epoch [37][60/1345] lr: 1.000e-03, eta: 3:28:35, time: 0.669, data_time: 0.003, memory: 7067, top1_acc: 0.6016, top5_acc: 0.8336, loss_cls: 1.5936, loss: 1.5936, grad_norm: 9.0572 2021-03-24 01:00:25,488 - mmaction - INFO - Epoch [37][80/1345] lr: 1.000e-03, eta: 3:28:21, time: 0.668, data_time: 0.014, memory: 7067, top1_acc: 0.6117, top5_acc: 0.8250, loss_cls: 1.5540, loss: 1.5540, grad_norm: 8.8358 2021-03-24 01:00:38,483 - mmaction - INFO - Epoch [37][100/1345] lr: 1.000e-03, eta: 3:28:08, time: 0.657, data_time: 0.009, memory: 7067, top1_acc: 0.5922, top5_acc: 0.8492, loss_cls: 1.5648, loss: 1.5648, grad_norm: 8.8205 2021-03-24 01:00:51,765 - mmaction - INFO - Epoch [37][120/1345] lr: 1.000e-03, eta: 3:27:54, time: 0.664, data_time: 0.001, memory: 7067, top1_acc: 0.5617, top5_acc: 0.8180, loss_cls: 1.6835, loss: 1.6835, grad_norm: 9.0336 2021-03-24 01:01:05,145 - mmaction - INFO - Epoch [37][140/1345] lr: 1.000e-03, eta: 3:27:41, time: 0.669, data_time: 0.002, memory: 7067, top1_acc: 0.5961, top5_acc: 0.8414, loss_cls: 1.5622, loss: 1.5622, grad_norm: 8.9035 2021-03-24 01:01:18,235 - mmaction - INFO - Epoch [37][160/1345] lr: 1.000e-03, eta: 3:27:28, time: 0.654, data_time: 0.002, memory: 7067, top1_acc: 0.5938, top5_acc: 0.8469, loss_cls: 1.5238, loss: 1.5238, grad_norm: 8.6837 2021-03-24 01:01:31,757 - mmaction - INFO - Epoch [37][180/1345] lr: 1.000e-03, eta: 3:27:14, time: 0.673, data_time: 0.002, memory: 7067, top1_acc: 0.6016, top5_acc: 0.8320, loss_cls: 1.5910, loss: 1.5910, grad_norm: 8.8029 2021-03-24 01:01:45,183 - mmaction - INFO - Epoch [37][200/1345] lr: 1.000e-03, eta: 3:27:01, time: 0.675, data_time: 0.005, memory: 7067, top1_acc: 0.6078, top5_acc: 0.8383, loss_cls: 1.5538, loss: 1.5538, grad_norm: 8.4972 2021-03-24 01:01:58,634 - mmaction - INFO - Epoch [37][220/1345] lr: 1.000e-03, eta: 3:26:48, time: 0.672, data_time: 0.001, memory: 7067, top1_acc: 0.5883, top5_acc: 0.8203, loss_cls: 1.6443, loss: 1.6443, grad_norm: 9.2573 2021-03-24 01:02:11,930 - mmaction - INFO - Epoch [37][240/1345] lr: 1.000e-03, eta: 3:26:35, time: 0.665, data_time: 0.003, memory: 7067, top1_acc: 0.5852, top5_acc: 0.8484, loss_cls: 1.6063, loss: 1.6063, grad_norm: 9.2351 2021-03-24 01:02:25,064 - mmaction - INFO - Epoch [37][260/1345] lr: 1.000e-03, eta: 3:26:21, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.5930, top5_acc: 0.8203, loss_cls: 1.6320, loss: 1.6320, grad_norm: 8.8064 2021-03-24 01:02:38,617 - mmaction - INFO - Epoch [37][280/1345] lr: 1.000e-03, eta: 3:26:08, time: 0.679, data_time: 0.003, memory: 7067, top1_acc: 0.5805, top5_acc: 0.8336, loss_cls: 1.6228, loss: 1.6228, grad_norm: 8.7661 2021-03-24 01:02:51,663 - mmaction - INFO - Epoch [37][300/1345] lr: 1.000e-03, eta: 3:25:54, time: 0.641, data_time: 0.008, memory: 7067, top1_acc: 0.6031, top5_acc: 0.8500, loss_cls: 1.5312, loss: 1.5312, grad_norm: 8.9624 2021-03-24 01:03:04,860 - mmaction - INFO - Epoch [37][320/1345] lr: 1.000e-03, eta: 3:25:41, time: 0.671, data_time: 0.013, memory: 7067, top1_acc: 0.5875, top5_acc: 0.8344, loss_cls: 1.6149, loss: 1.6149, grad_norm: 9.2403 2021-03-24 01:03:18,181 - mmaction - INFO - Epoch [37][340/1345] lr: 1.000e-03, eta: 3:25:28, time: 0.667, data_time: 0.002, memory: 7067, top1_acc: 0.5875, top5_acc: 0.8305, loss_cls: 1.5938, loss: 1.5938, grad_norm: 8.8807 2021-03-24 01:03:30,881 - mmaction - INFO - Epoch [37][360/1345] lr: 1.000e-03, eta: 3:25:14, time: 0.634, data_time: 0.005, memory: 7067, top1_acc: 0.5687, top5_acc: 0.8172, loss_cls: 1.6855, loss: 1.6855, grad_norm: 9.3174 2021-03-24 01:03:44,209 - mmaction - INFO - Epoch [37][380/1345] lr: 1.000e-03, eta: 3:25:01, time: 0.667, data_time: 0.004, memory: 7067, top1_acc: 0.5758, top5_acc: 0.8320, loss_cls: 1.6164, loss: 1.6164, grad_norm: 8.8194 2021-03-24 01:03:57,720 - mmaction - INFO - Epoch [37][400/1345] lr: 1.000e-03, eta: 3:24:48, time: 0.675, data_time: 0.000, memory: 7067, top1_acc: 0.5891, top5_acc: 0.8359, loss_cls: 1.5909, loss: 1.5909, grad_norm: 9.1142 2021-03-24 01:04:10,755 - mmaction - INFO - Epoch [37][420/1345] lr: 1.000e-03, eta: 3:24:34, time: 0.652, data_time: 0.001, memory: 7067, top1_acc: 0.5742, top5_acc: 0.8273, loss_cls: 1.6249, loss: 1.6249, grad_norm: 8.9989 2021-03-24 01:04:23,590 - mmaction - INFO - Epoch [37][440/1345] lr: 1.000e-03, eta: 3:24:21, time: 0.642, data_time: 0.001, memory: 7067, top1_acc: 0.5992, top5_acc: 0.8398, loss_cls: 1.4996, loss: 1.4996, grad_norm: 8.8026 2021-03-24 01:04:36,887 - mmaction - INFO - Epoch [37][460/1345] lr: 1.000e-03, eta: 3:24:07, time: 0.659, data_time: 0.002, memory: 7067, top1_acc: 0.6008, top5_acc: 0.8438, loss_cls: 1.5391, loss: 1.5391, grad_norm: 8.8534 2021-03-24 01:04:50,019 - mmaction - INFO - Epoch [37][480/1345] lr: 1.000e-03, eta: 3:23:54, time: 0.659, data_time: 0.007, memory: 7067, top1_acc: 0.5852, top5_acc: 0.8211, loss_cls: 1.6495, loss: 1.6495, grad_norm: 9.0592 2021-03-24 01:05:03,291 - mmaction - INFO - Epoch [37][500/1345] lr: 1.000e-03, eta: 3:23:40, time: 0.667, data_time: 0.005, memory: 7067, top1_acc: 0.5891, top5_acc: 0.8289, loss_cls: 1.6097, loss: 1.6097, grad_norm: 9.1286 2021-03-24 01:05:16,422 - mmaction - INFO - Epoch [37][520/1345] lr: 1.000e-03, eta: 3:23:27, time: 0.657, data_time: 0.001, memory: 7067, top1_acc: 0.6008, top5_acc: 0.8477, loss_cls: 1.5701, loss: 1.5701, grad_norm: 8.9007 2021-03-24 01:05:29,369 - mmaction - INFO - Epoch [37][540/1345] lr: 1.000e-03, eta: 3:23:14, time: 0.648, data_time: 0.004, memory: 7067, top1_acc: 0.5836, top5_acc: 0.8195, loss_cls: 1.6513, loss: 1.6513, grad_norm: 9.0846 2021-03-24 01:05:42,434 - mmaction - INFO - Epoch [37][560/1345] lr: 1.000e-03, eta: 3:23:00, time: 0.651, data_time: 0.001, memory: 7067, top1_acc: 0.6000, top5_acc: 0.8336, loss_cls: 1.5555, loss: 1.5555, grad_norm: 8.7062 2021-03-24 01:05:56,185 - mmaction - INFO - Epoch [37][580/1345] lr: 1.000e-03, eta: 3:22:47, time: 0.687, data_time: 0.003, memory: 7067, top1_acc: 0.5859, top5_acc: 0.8320, loss_cls: 1.6073, loss: 1.6073, grad_norm: 8.7365 2021-03-24 01:06:09,447 - mmaction - INFO - Epoch [37][600/1345] lr: 1.000e-03, eta: 3:22:34, time: 0.662, data_time: 0.004, memory: 7067, top1_acc: 0.5734, top5_acc: 0.8141, loss_cls: 1.6473, loss: 1.6473, grad_norm: 9.0672 2021-03-24 01:06:22,086 - mmaction - INFO - Epoch [37][620/1345] lr: 1.000e-03, eta: 3:22:20, time: 0.635, data_time: 0.007, memory: 7067, top1_acc: 0.5984, top5_acc: 0.8305, loss_cls: 1.5895, loss: 1.5895, grad_norm: 9.0840 2021-03-24 01:06:36,008 - mmaction - INFO - Epoch [37][640/1345] lr: 1.000e-03, eta: 3:22:07, time: 0.695, data_time: 0.003, memory: 7067, top1_acc: 0.6164, top5_acc: 0.8367, loss_cls: 1.5437, loss: 1.5437, grad_norm: 8.7532 2021-03-24 01:06:48,787 - mmaction - INFO - Epoch [37][660/1345] lr: 1.000e-03, eta: 3:21:53, time: 0.640, data_time: 0.002, memory: 7067, top1_acc: 0.5961, top5_acc: 0.8281, loss_cls: 1.5895, loss: 1.5895, grad_norm: 9.2289 2021-03-24 01:07:02,368 - mmaction - INFO - Epoch [37][680/1345] lr: 1.000e-03, eta: 3:21:40, time: 0.674, data_time: 0.001, memory: 7067, top1_acc: 0.5867, top5_acc: 0.8305, loss_cls: 1.5880, loss: 1.5880, grad_norm: 8.7244 2021-03-24 01:07:15,588 - mmaction - INFO - Epoch [37][700/1345] lr: 1.000e-03, eta: 3:21:27, time: 0.662, data_time: 0.006, memory: 7067, top1_acc: 0.5609, top5_acc: 0.8141, loss_cls: 1.7354, loss: 1.7354, grad_norm: 9.4519 2021-03-24 01:07:28,429 - mmaction - INFO - Epoch [37][720/1345] lr: 1.000e-03, eta: 3:21:13, time: 0.646, data_time: 0.006, memory: 7067, top1_acc: 0.6078, top5_acc: 0.8313, loss_cls: 1.5482, loss: 1.5482, grad_norm: 8.5981 2021-03-24 01:07:42,225 - mmaction - INFO - Epoch [37][740/1345] lr: 1.000e-03, eta: 3:21:00, time: 0.689, data_time: 0.001, memory: 7067, top1_acc: 0.5789, top5_acc: 0.8070, loss_cls: 1.6851, loss: 1.6851, grad_norm: 9.0230 2021-03-24 01:07:55,307 - mmaction - INFO - Epoch [37][760/1345] lr: 1.000e-03, eta: 3:20:47, time: 0.654, data_time: 0.001, memory: 7067, top1_acc: 0.5789, top5_acc: 0.8313, loss_cls: 1.6413, loss: 1.6413, grad_norm: 8.9440 2021-03-24 01:08:08,449 - mmaction - INFO - Epoch [37][780/1345] lr: 1.000e-03, eta: 3:20:33, time: 0.658, data_time: 0.001, memory: 7067, top1_acc: 0.6180, top5_acc: 0.8398, loss_cls: 1.5473, loss: 1.5473, grad_norm: 8.7369 2021-03-24 01:08:21,585 - mmaction - INFO - Epoch [37][800/1345] lr: 1.000e-03, eta: 3:20:20, time: 0.656, data_time: 0.002, memory: 7067, top1_acc: 0.5938, top5_acc: 0.8414, loss_cls: 1.5677, loss: 1.5677, grad_norm: 8.8209 2021-03-24 01:08:34,599 - mmaction - INFO - Epoch [37][820/1345] lr: 1.000e-03, eta: 3:20:06, time: 0.649, data_time: 0.001, memory: 7067, top1_acc: 0.5813, top5_acc: 0.8180, loss_cls: 1.6382, loss: 1.6382, grad_norm: 8.9806 2021-03-24 01:08:48,208 - mmaction - INFO - Epoch [37][840/1345] lr: 1.000e-03, eta: 3:19:53, time: 0.682, data_time: 0.002, memory: 7067, top1_acc: 0.6070, top5_acc: 0.8328, loss_cls: 1.5677, loss: 1.5677, grad_norm: 8.7499 2021-03-24 01:09:01,139 - mmaction - INFO - Epoch [37][860/1345] lr: 1.000e-03, eta: 3:19:40, time: 0.638, data_time: 0.001, memory: 7067, top1_acc: 0.6086, top5_acc: 0.8352, loss_cls: 1.5645, loss: 1.5645, grad_norm: 9.2077 2021-03-24 01:09:14,449 - mmaction - INFO - Epoch [37][880/1345] lr: 1.000e-03, eta: 3:19:26, time: 0.672, data_time: 0.013, memory: 7067, top1_acc: 0.5773, top5_acc: 0.8187, loss_cls: 1.6715, loss: 1.6715, grad_norm: 9.3601 2021-03-24 01:09:27,907 - mmaction - INFO - Epoch [37][900/1345] lr: 1.000e-03, eta: 3:19:13, time: 0.673, data_time: 0.006, memory: 7067, top1_acc: 0.6250, top5_acc: 0.8406, loss_cls: 1.5232, loss: 1.5232, grad_norm: 8.3931 2021-03-24 01:09:41,080 - mmaction - INFO - Epoch [37][920/1345] lr: 1.000e-03, eta: 3:19:00, time: 0.659, data_time: 0.003, memory: 7067, top1_acc: 0.5875, top5_acc: 0.8406, loss_cls: 1.5747, loss: 1.5747, grad_norm: 8.9710 2021-03-24 01:09:54,010 - mmaction - INFO - Epoch [37][940/1345] lr: 1.000e-03, eta: 3:18:46, time: 0.646, data_time: 0.003, memory: 7067, top1_acc: 0.5750, top5_acc: 0.8070, loss_cls: 1.6715, loss: 1.6715, grad_norm: 8.9136 2021-03-24 01:10:06,970 - mmaction - INFO - Epoch [37][960/1345] lr: 1.000e-03, eta: 3:18:33, time: 0.650, data_time: 0.005, memory: 7067, top1_acc: 0.5914, top5_acc: 0.8320, loss_cls: 1.5978, loss: 1.5978, grad_norm: 9.0486 2021-03-24 01:10:20,053 - mmaction - INFO - Epoch [37][980/1345] lr: 1.000e-03, eta: 3:18:19, time: 0.653, data_time: 0.002, memory: 7067, top1_acc: 0.5898, top5_acc: 0.8328, loss_cls: 1.5925, loss: 1.5925, grad_norm: 9.0472 2021-03-24 01:10:33,120 - mmaction - INFO - Epoch [37][1000/1345] lr: 1.000e-03, eta: 3:18:06, time: 0.655, data_time: 0.003, memory: 7067, top1_acc: 0.5977, top5_acc: 0.8094, loss_cls: 1.6382, loss: 1.6382, grad_norm: 8.8714 2021-03-24 01:10:46,481 - mmaction - INFO - Epoch [37][1020/1345] lr: 1.000e-03, eta: 3:17:52, time: 0.669, data_time: 0.001, memory: 7067, top1_acc: 0.6078, top5_acc: 0.8391, loss_cls: 1.5721, loss: 1.5721, grad_norm: 8.9202 2021-03-24 01:10:59,366 - mmaction - INFO - Epoch [37][1040/1345] lr: 1.000e-03, eta: 3:17:39, time: 0.644, data_time: 0.002, memory: 7067, top1_acc: 0.6086, top5_acc: 0.8484, loss_cls: 1.5310, loss: 1.5310, grad_norm: 8.9103 2021-03-24 01:11:12,546 - mmaction - INFO - Epoch [37][1060/1345] lr: 1.000e-03, eta: 3:17:26, time: 0.659, data_time: 0.003, memory: 7067, top1_acc: 0.6031, top5_acc: 0.8406, loss_cls: 1.5613, loss: 1.5613, grad_norm: 8.8763 2021-03-24 01:11:25,666 - mmaction - INFO - Epoch [37][1080/1345] lr: 1.000e-03, eta: 3:17:12, time: 0.655, data_time: 0.001, memory: 7067, top1_acc: 0.5828, top5_acc: 0.8250, loss_cls: 1.6019, loss: 1.6019, grad_norm: 8.9681 2021-03-24 01:11:38,786 - mmaction - INFO - Epoch [37][1100/1345] lr: 1.000e-03, eta: 3:16:59, time: 0.654, data_time: 0.002, memory: 7067, top1_acc: 0.6000, top5_acc: 0.8344, loss_cls: 1.5438, loss: 1.5438, grad_norm: 8.7389 2021-03-24 01:11:51,964 - mmaction - INFO - Epoch [37][1120/1345] lr: 1.000e-03, eta: 3:16:45, time: 0.661, data_time: 0.005, memory: 7067, top1_acc: 0.5828, top5_acc: 0.8039, loss_cls: 1.6993, loss: 1.6993, grad_norm: 8.6724 2021-03-24 01:12:04,555 - mmaction - INFO - Epoch [37][1140/1345] lr: 1.000e-03, eta: 3:16:32, time: 0.629, data_time: 0.002, memory: 7067, top1_acc: 0.5953, top5_acc: 0.8297, loss_cls: 1.6122, loss: 1.6122, grad_norm: 8.8670 2021-03-24 01:12:17,711 - mmaction - INFO - Epoch [37][1160/1345] lr: 1.000e-03, eta: 3:16:18, time: 0.658, data_time: 0.003, memory: 7067, top1_acc: 0.5977, top5_acc: 0.8250, loss_cls: 1.5901, loss: 1.5901, grad_norm: 9.0988 2021-03-24 01:12:30,626 - mmaction - INFO - Epoch [37][1180/1345] lr: 1.000e-03, eta: 3:16:05, time: 0.645, data_time: 0.004, memory: 7067, top1_acc: 0.5852, top5_acc: 0.8414, loss_cls: 1.6118, loss: 1.6118, grad_norm: 9.2079 2021-03-24 01:12:44,083 - mmaction - INFO - Epoch [37][1200/1345] lr: 1.000e-03, eta: 3:15:52, time: 0.674, data_time: 0.003, memory: 7067, top1_acc: 0.5719, top5_acc: 0.8187, loss_cls: 1.6433, loss: 1.6433, grad_norm: 8.8423 2021-03-24 01:12:57,353 - mmaction - INFO - Epoch [37][1220/1345] lr: 1.000e-03, eta: 3:15:38, time: 0.662, data_time: 0.004, memory: 7067, top1_acc: 0.5859, top5_acc: 0.8289, loss_cls: 1.5931, loss: 1.5931, grad_norm: 8.9706 2021-03-24 01:13:10,432 - mmaction - INFO - Epoch [37][1240/1345] lr: 1.000e-03, eta: 3:15:25, time: 0.653, data_time: 0.002, memory: 7067, top1_acc: 0.5820, top5_acc: 0.8086, loss_cls: 1.6742, loss: 1.6742, grad_norm: 9.2468 2021-03-24 01:13:23,366 - mmaction - INFO - Epoch [37][1260/1345] lr: 1.000e-03, eta: 3:15:11, time: 0.648, data_time: 0.007, memory: 7067, top1_acc: 0.5758, top5_acc: 0.8234, loss_cls: 1.6002, loss: 1.6002, grad_norm: 8.8139 2021-03-24 01:13:36,707 - mmaction - INFO - Epoch [37][1280/1345] lr: 1.000e-03, eta: 3:14:58, time: 0.668, data_time: 0.003, memory: 7067, top1_acc: 0.6094, top5_acc: 0.8477, loss_cls: 1.5410, loss: 1.5410, grad_norm: 8.9322 2021-03-24 01:13:49,812 - mmaction - INFO - Epoch [37][1300/1345] lr: 1.000e-03, eta: 3:14:45, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.6016, top5_acc: 0.8352, loss_cls: 1.5674, loss: 1.5674, grad_norm: 9.0319 2021-03-24 01:14:02,456 - mmaction - INFO - Epoch [37][1320/1345] lr: 1.000e-03, eta: 3:14:31, time: 0.634, data_time: 0.005, memory: 7067, top1_acc: 0.5977, top5_acc: 0.8172, loss_cls: 1.6493, loss: 1.6493, grad_norm: 9.0759 2021-03-24 01:14:14,413 - mmaction - INFO - Epoch [37][1340/1345] lr: 1.000e-03, eta: 3:14:17, time: 0.600, data_time: 0.003, memory: 7067, top1_acc: 0.5867, top5_acc: 0.8281, loss_cls: 1.5976, loss: 1.5976, grad_norm: 8.9118 2021-03-24 01:14:16,883 - mmaction - INFO - Saving checkpoint at 37 epochs 2021-03-24 01:14:48,009 - mmaction - INFO - Epoch [38][20/1345] lr: 1.000e-03, eta: 3:14:06, time: 1.535, data_time: 0.819, memory: 7067, top1_acc: 0.5977, top5_acc: 0.8422, loss_cls: 1.5616, loss: 1.5616, grad_norm: 8.5720 2021-03-24 01:15:01,162 - mmaction - INFO - Epoch [38][40/1345] lr: 1.000e-03, eta: 3:13:52, time: 0.657, data_time: 0.006, memory: 7067, top1_acc: 0.6094, top5_acc: 0.8492, loss_cls: 1.5330, loss: 1.5330, grad_norm: 8.6852 2021-03-24 01:15:14,123 - mmaction - INFO - Epoch [38][60/1345] lr: 1.000e-03, eta: 3:13:39, time: 0.648, data_time: 0.013, memory: 7067, top1_acc: 0.5945, top5_acc: 0.8375, loss_cls: 1.5754, loss: 1.5754, grad_norm: 9.1074 2021-03-24 01:15:27,232 - mmaction - INFO - Epoch [38][80/1345] lr: 1.000e-03, eta: 3:13:25, time: 0.655, data_time: 0.005, memory: 7067, top1_acc: 0.6172, top5_acc: 0.8422, loss_cls: 1.5192, loss: 1.5192, grad_norm: 8.9950 2021-03-24 01:15:41,115 - mmaction - INFO - Epoch [38][100/1345] lr: 1.000e-03, eta: 3:13:12, time: 0.688, data_time: 0.002, memory: 7067, top1_acc: 0.5820, top5_acc: 0.8391, loss_cls: 1.5846, loss: 1.5846, grad_norm: 9.1407 2021-03-24 01:15:54,154 - mmaction - INFO - Epoch [38][120/1345] lr: 1.000e-03, eta: 3:12:59, time: 0.655, data_time: 0.008, memory: 7067, top1_acc: 0.5992, top5_acc: 0.8391, loss_cls: 1.5743, loss: 1.5743, grad_norm: 8.9830 2021-03-24 01:16:07,067 - mmaction - INFO - Epoch [38][140/1345] lr: 1.000e-03, eta: 3:12:45, time: 0.648, data_time: 0.004, memory: 7067, top1_acc: 0.5992, top5_acc: 0.8250, loss_cls: 1.5911, loss: 1.5911, grad_norm: 8.8937 2021-03-24 01:16:19,924 - mmaction - INFO - Epoch [38][160/1345] lr: 1.000e-03, eta: 3:12:32, time: 0.639, data_time: 0.001, memory: 7067, top1_acc: 0.5961, top5_acc: 0.8422, loss_cls: 1.5659, loss: 1.5659, grad_norm: 9.0388 2021-03-24 01:16:33,399 - mmaction - INFO - Epoch [38][180/1345] lr: 1.000e-03, eta: 3:12:18, time: 0.673, data_time: 0.005, memory: 7067, top1_acc: 0.5992, top5_acc: 0.8453, loss_cls: 1.5573, loss: 1.5573, grad_norm: 9.0046 2021-03-24 01:16:46,628 - mmaction - INFO - Epoch [38][200/1345] lr: 1.000e-03, eta: 3:12:05, time: 0.661, data_time: 0.002, memory: 7067, top1_acc: 0.6008, top5_acc: 0.8344, loss_cls: 1.5659, loss: 1.5659, grad_norm: 8.9474 2021-03-24 01:16:59,796 - mmaction - INFO - Epoch [38][220/1345] lr: 1.000e-03, eta: 3:11:52, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.6133, top5_acc: 0.8320, loss_cls: 1.5607, loss: 1.5607, grad_norm: 8.8148 2021-03-24 01:17:13,442 - mmaction - INFO - Epoch [38][240/1345] lr: 1.000e-03, eta: 3:11:38, time: 0.685, data_time: 0.005, memory: 7067, top1_acc: 0.6141, top5_acc: 0.8391, loss_cls: 1.5483, loss: 1.5483, grad_norm: 9.0021 2021-03-24 01:17:26,663 - mmaction - INFO - Epoch [38][260/1345] lr: 1.000e-03, eta: 3:11:25, time: 0.663, data_time: 0.002, memory: 7067, top1_acc: 0.5984, top5_acc: 0.8258, loss_cls: 1.5922, loss: 1.5922, grad_norm: 9.1330 2021-03-24 01:17:39,281 - mmaction - INFO - Epoch [38][280/1345] lr: 1.000e-03, eta: 3:11:11, time: 0.623, data_time: 0.001, memory: 7067, top1_acc: 0.6023, top5_acc: 0.8266, loss_cls: 1.6242, loss: 1.6242, grad_norm: 9.0732 2021-03-24 01:17:52,392 - mmaction - INFO - Epoch [38][300/1345] lr: 1.000e-03, eta: 3:10:58, time: 0.661, data_time: 0.008, memory: 7067, top1_acc: 0.6039, top5_acc: 0.8273, loss_cls: 1.5899, loss: 1.5899, grad_norm: 9.1156 2021-03-24 01:18:05,147 - mmaction - INFO - Epoch [38][320/1345] lr: 1.000e-03, eta: 3:10:44, time: 0.638, data_time: 0.003, memory: 7067, top1_acc: 0.6234, top5_acc: 0.8391, loss_cls: 1.5125, loss: 1.5125, grad_norm: 8.5563 2021-03-24 01:18:18,279 - mmaction - INFO - Epoch [38][340/1345] lr: 1.000e-03, eta: 3:10:31, time: 0.654, data_time: 0.002, memory: 7067, top1_acc: 0.6062, top5_acc: 0.8273, loss_cls: 1.5996, loss: 1.5996, grad_norm: 8.8284 2021-03-24 01:18:31,585 - mmaction - INFO - Epoch [38][360/1345] lr: 1.000e-03, eta: 3:10:18, time: 0.663, data_time: 0.008, memory: 7067, top1_acc: 0.5992, top5_acc: 0.8266, loss_cls: 1.5869, loss: 1.5869, grad_norm: 8.7986 2021-03-24 01:18:44,491 - mmaction - INFO - Epoch [38][380/1345] lr: 1.000e-03, eta: 3:10:04, time: 0.650, data_time: 0.007, memory: 7067, top1_acc: 0.5938, top5_acc: 0.8375, loss_cls: 1.6200, loss: 1.6200, grad_norm: 9.2113 2021-03-24 01:18:57,552 - mmaction - INFO - Epoch [38][400/1345] lr: 1.000e-03, eta: 3:09:51, time: 0.655, data_time: 0.010, memory: 7067, top1_acc: 0.5906, top5_acc: 0.8344, loss_cls: 1.6126, loss: 1.6126, grad_norm: 9.0148 2021-03-24 01:19:10,766 - mmaction - INFO - Epoch [38][420/1345] lr: 1.000e-03, eta: 3:09:37, time: 0.659, data_time: 0.007, memory: 7067, top1_acc: 0.5953, top5_acc: 0.8414, loss_cls: 1.5495, loss: 1.5495, grad_norm: 9.0567 2021-03-24 01:19:23,970 - mmaction - INFO - Epoch [38][440/1345] lr: 1.000e-03, eta: 3:09:24, time: 0.662, data_time: 0.002, memory: 7067, top1_acc: 0.6008, top5_acc: 0.8297, loss_cls: 1.6084, loss: 1.6084, grad_norm: 9.1904 2021-03-24 01:19:37,173 - mmaction - INFO - Epoch [38][460/1345] lr: 1.000e-03, eta: 3:09:11, time: 0.650, data_time: 0.001, memory: 7067, top1_acc: 0.6125, top5_acc: 0.8391, loss_cls: 1.5422, loss: 1.5422, grad_norm: 9.0148 2021-03-24 01:19:50,205 - mmaction - INFO - Epoch [38][480/1345] lr: 1.000e-03, eta: 3:08:57, time: 0.658, data_time: 0.012, memory: 7067, top1_acc: 0.6188, top5_acc: 0.8562, loss_cls: 1.4619, loss: 1.4619, grad_norm: 8.8134 2021-03-24 01:20:03,286 - mmaction - INFO - Epoch [38][500/1345] lr: 1.000e-03, eta: 3:08:44, time: 0.656, data_time: 0.006, memory: 7067, top1_acc: 0.6195, top5_acc: 0.8430, loss_cls: 1.4977, loss: 1.4977, grad_norm: 8.8365 2021-03-24 01:20:16,683 - mmaction - INFO - Epoch [38][520/1345] lr: 1.000e-03, eta: 3:08:30, time: 0.658, data_time: 0.002, memory: 7067, top1_acc: 0.5969, top5_acc: 0.8297, loss_cls: 1.5687, loss: 1.5687, grad_norm: 9.2134 2021-03-24 01:20:30,026 - mmaction - INFO - Epoch [38][540/1345] lr: 1.000e-03, eta: 3:08:17, time: 0.681, data_time: 0.015, memory: 7067, top1_acc: 0.6086, top5_acc: 0.8281, loss_cls: 1.5839, loss: 1.5839, grad_norm: 8.8724 2021-03-24 01:20:42,775 - mmaction - INFO - Epoch [38][560/1345] lr: 1.000e-03, eta: 3:08:04, time: 0.635, data_time: 0.001, memory: 7067, top1_acc: 0.5797, top5_acc: 0.8195, loss_cls: 1.6791, loss: 1.6791, grad_norm: 9.3711 2021-03-24 01:20:55,500 - mmaction - INFO - Epoch [38][580/1345] lr: 1.000e-03, eta: 3:07:50, time: 0.637, data_time: 0.003, memory: 7067, top1_acc: 0.5914, top5_acc: 0.8367, loss_cls: 1.6012, loss: 1.6012, grad_norm: 9.0348 2021-03-24 01:21:08,520 - mmaction - INFO - Epoch [38][600/1345] lr: 1.000e-03, eta: 3:07:37, time: 0.652, data_time: 0.003, memory: 7067, top1_acc: 0.5750, top5_acc: 0.8133, loss_cls: 1.6807, loss: 1.6807, grad_norm: 9.1426 2021-03-24 01:21:21,663 - mmaction - INFO - Epoch [38][620/1345] lr: 1.000e-03, eta: 3:07:23, time: 0.655, data_time: 0.005, memory: 7067, top1_acc: 0.5969, top5_acc: 0.8219, loss_cls: 1.6031, loss: 1.6031, grad_norm: 8.8858 2021-03-24 01:21:34,702 - mmaction - INFO - Epoch [38][640/1345] lr: 1.000e-03, eta: 3:07:10, time: 0.653, data_time: 0.004, memory: 7067, top1_acc: 0.6086, top5_acc: 0.8500, loss_cls: 1.4963, loss: 1.4963, grad_norm: 8.9044 2021-03-24 01:21:47,836 - mmaction - INFO - Epoch [38][660/1345] lr: 1.000e-03, eta: 3:06:56, time: 0.657, data_time: 0.002, memory: 7067, top1_acc: 0.6156, top5_acc: 0.8305, loss_cls: 1.5712, loss: 1.5712, grad_norm: 8.7274 2021-03-24 01:22:00,594 - mmaction - INFO - Epoch [38][680/1345] lr: 1.000e-03, eta: 3:06:43, time: 0.639, data_time: 0.003, memory: 7067, top1_acc: 0.5969, top5_acc: 0.8305, loss_cls: 1.5714, loss: 1.5714, grad_norm: 8.7572 2021-03-24 01:22:13,769 - mmaction - INFO - Epoch [38][700/1345] lr: 1.000e-03, eta: 3:06:29, time: 0.658, data_time: 0.000, memory: 7067, top1_acc: 0.6000, top5_acc: 0.8391, loss_cls: 1.5372, loss: 1.5372, grad_norm: 8.9768 2021-03-24 01:22:26,719 - mmaction - INFO - Epoch [38][720/1345] lr: 1.000e-03, eta: 3:06:16, time: 0.648, data_time: 0.001, memory: 7067, top1_acc: 0.5984, top5_acc: 0.8305, loss_cls: 1.5759, loss: 1.5759, grad_norm: 9.1757 2021-03-24 01:22:40,154 - mmaction - INFO - Epoch [38][740/1345] lr: 1.000e-03, eta: 3:06:03, time: 0.670, data_time: 0.001, memory: 7067, top1_acc: 0.5984, top5_acc: 0.8328, loss_cls: 1.5961, loss: 1.5961, grad_norm: 8.9705 2021-03-24 01:22:53,173 - mmaction - INFO - Epoch [38][760/1345] lr: 1.000e-03, eta: 3:05:49, time: 0.644, data_time: 0.002, memory: 7067, top1_acc: 0.5914, top5_acc: 0.8180, loss_cls: 1.6364, loss: 1.6364, grad_norm: 9.1524 2021-03-24 01:23:05,946 - mmaction - INFO - Epoch [38][780/1345] lr: 1.000e-03, eta: 3:05:36, time: 0.646, data_time: 0.010, memory: 7067, top1_acc: 0.5992, top5_acc: 0.8359, loss_cls: 1.5933, loss: 1.5933, grad_norm: 9.1021 2021-03-24 01:23:19,232 - mmaction - INFO - Epoch [38][800/1345] lr: 1.000e-03, eta: 3:05:22, time: 0.666, data_time: 0.005, memory: 7067, top1_acc: 0.6172, top5_acc: 0.8445, loss_cls: 1.4879, loss: 1.4879, grad_norm: 9.0168 2021-03-24 01:23:32,425 - mmaction - INFO - Epoch [38][820/1345] lr: 1.000e-03, eta: 3:05:09, time: 0.659, data_time: 0.001, memory: 7067, top1_acc: 0.5891, top5_acc: 0.8352, loss_cls: 1.6112, loss: 1.6112, grad_norm: 9.2635 2021-03-24 01:23:45,792 - mmaction - INFO - Epoch [38][840/1345] lr: 1.000e-03, eta: 3:04:56, time: 0.662, data_time: 0.002, memory: 7067, top1_acc: 0.6086, top5_acc: 0.8391, loss_cls: 1.5868, loss: 1.5868, grad_norm: 9.0918 2021-03-24 01:23:58,725 - mmaction - INFO - Epoch [38][860/1345] lr: 1.000e-03, eta: 3:04:42, time: 0.654, data_time: 0.007, memory: 7067, top1_acc: 0.5945, top5_acc: 0.8297, loss_cls: 1.5633, loss: 1.5633, grad_norm: 9.0079 2021-03-24 01:24:12,065 - mmaction - INFO - Epoch [38][880/1345] lr: 1.000e-03, eta: 3:04:29, time: 0.666, data_time: 0.001, memory: 7067, top1_acc: 0.5984, top5_acc: 0.8109, loss_cls: 1.6547, loss: 1.6547, grad_norm: 9.1148 2021-03-24 01:24:25,490 - mmaction - INFO - Epoch [38][900/1345] lr: 1.000e-03, eta: 3:04:16, time: 0.670, data_time: 0.002, memory: 7067, top1_acc: 0.6047, top5_acc: 0.8273, loss_cls: 1.5752, loss: 1.5752, grad_norm: 8.9831 2021-03-24 01:24:38,363 - mmaction - INFO - Epoch [38][920/1345] lr: 1.000e-03, eta: 3:04:02, time: 0.644, data_time: 0.003, memory: 7067, top1_acc: 0.6023, top5_acc: 0.8289, loss_cls: 1.5815, loss: 1.5815, grad_norm: 9.1292 2021-03-24 01:24:51,429 - mmaction - INFO - Epoch [38][940/1345] lr: 1.000e-03, eta: 3:03:49, time: 0.653, data_time: 0.003, memory: 7067, top1_acc: 0.6070, top5_acc: 0.8258, loss_cls: 1.6136, loss: 1.6136, grad_norm: 8.9885 2021-03-24 01:25:05,131 - mmaction - INFO - Epoch [38][960/1345] lr: 1.000e-03, eta: 3:03:35, time: 0.670, data_time: 0.002, memory: 7067, top1_acc: 0.5969, top5_acc: 0.8305, loss_cls: 1.6160, loss: 1.6160, grad_norm: 9.0546 2021-03-24 01:25:17,748 - mmaction - INFO - Epoch [38][980/1345] lr: 1.000e-03, eta: 3:03:22, time: 0.648, data_time: 0.018, memory: 7067, top1_acc: 0.6312, top5_acc: 0.8430, loss_cls: 1.5285, loss: 1.5285, grad_norm: 8.6157 2021-03-24 01:25:30,558 - mmaction - INFO - Epoch [38][1000/1345] lr: 1.000e-03, eta: 3:03:08, time: 0.638, data_time: 0.001, memory: 7067, top1_acc: 0.5969, top5_acc: 0.8469, loss_cls: 1.5274, loss: 1.5274, grad_norm: 9.1035 2021-03-24 01:25:43,721 - mmaction - INFO - Epoch [38][1020/1345] lr: 1.000e-03, eta: 3:02:55, time: 0.661, data_time: 0.003, memory: 7067, top1_acc: 0.6172, top5_acc: 0.8344, loss_cls: 1.5658, loss: 1.5658, grad_norm: 9.1095 2021-03-24 01:25:56,483 - mmaction - INFO - Epoch [38][1040/1345] lr: 1.000e-03, eta: 3:02:42, time: 0.635, data_time: 0.002, memory: 7067, top1_acc: 0.5961, top5_acc: 0.8289, loss_cls: 1.5752, loss: 1.5752, grad_norm: 9.2074 2021-03-24 01:26:09,364 - mmaction - INFO - Epoch [38][1060/1345] lr: 1.000e-03, eta: 3:02:28, time: 0.646, data_time: 0.004, memory: 7067, top1_acc: 0.5984, top5_acc: 0.8328, loss_cls: 1.5577, loss: 1.5577, grad_norm: 9.0683 2021-03-24 01:26:22,427 - mmaction - INFO - Epoch [38][1080/1345] lr: 1.000e-03, eta: 3:02:15, time: 0.653, data_time: 0.002, memory: 7067, top1_acc: 0.5922, top5_acc: 0.8320, loss_cls: 1.6204, loss: 1.6204, grad_norm: 9.1072 2021-03-24 01:26:35,361 - mmaction - INFO - Epoch [38][1100/1345] lr: 1.000e-03, eta: 3:02:01, time: 0.644, data_time: 0.002, memory: 7067, top1_acc: 0.5656, top5_acc: 0.8219, loss_cls: 1.6454, loss: 1.6454, grad_norm: 9.3871 2021-03-24 01:26:48,350 - mmaction - INFO - Epoch [38][1120/1345] lr: 1.000e-03, eta: 3:01:48, time: 0.653, data_time: 0.005, memory: 7067, top1_acc: 0.5961, top5_acc: 0.8500, loss_cls: 1.5353, loss: 1.5353, grad_norm: 9.0051 2021-03-24 01:27:01,409 - mmaction - INFO - Epoch [38][1140/1345] lr: 1.000e-03, eta: 3:01:34, time: 0.654, data_time: 0.008, memory: 7067, top1_acc: 0.6109, top5_acc: 0.8391, loss_cls: 1.5394, loss: 1.5394, grad_norm: 9.0442 2021-03-24 01:27:14,967 - mmaction - INFO - Epoch [38][1160/1345] lr: 1.000e-03, eta: 3:01:21, time: 0.675, data_time: 0.001, memory: 7067, top1_acc: 0.5719, top5_acc: 0.8070, loss_cls: 1.6779, loss: 1.6779, grad_norm: 9.4717 2021-03-24 01:27:28,471 - mmaction - INFO - Epoch [38][1180/1345] lr: 1.000e-03, eta: 3:01:08, time: 0.676, data_time: 0.004, memory: 7067, top1_acc: 0.5789, top5_acc: 0.8156, loss_cls: 1.6832, loss: 1.6832, grad_norm: 9.3067 2021-03-24 01:27:41,570 - mmaction - INFO - Epoch [38][1200/1345] lr: 1.000e-03, eta: 3:00:54, time: 0.657, data_time: 0.003, memory: 7067, top1_acc: 0.6141, top5_acc: 0.8453, loss_cls: 1.5245, loss: 1.5245, grad_norm: 9.0385 2021-03-24 01:27:54,791 - mmaction - INFO - Epoch [38][1220/1345] lr: 1.000e-03, eta: 3:00:41, time: 0.662, data_time: 0.001, memory: 7067, top1_acc: 0.6156, top5_acc: 0.8383, loss_cls: 1.5339, loss: 1.5339, grad_norm: 8.8604 2021-03-24 01:28:07,810 - mmaction - INFO - Epoch [38][1240/1345] lr: 1.000e-03, eta: 3:00:28, time: 0.647, data_time: 0.001, memory: 7067, top1_acc: 0.5891, top5_acc: 0.8453, loss_cls: 1.5564, loss: 1.5564, grad_norm: 9.2671 2021-03-24 01:28:21,455 - mmaction - INFO - Epoch [38][1260/1345] lr: 1.000e-03, eta: 3:00:14, time: 0.684, data_time: 0.004, memory: 7067, top1_acc: 0.6055, top5_acc: 0.8445, loss_cls: 1.5108, loss: 1.5108, grad_norm: 9.1119 2021-03-24 01:28:34,640 - mmaction - INFO - Epoch [38][1280/1345] lr: 1.000e-03, eta: 3:00:01, time: 0.660, data_time: 0.002, memory: 7067, top1_acc: 0.5945, top5_acc: 0.8359, loss_cls: 1.5551, loss: 1.5551, grad_norm: 9.5493 2021-03-24 01:28:47,202 - mmaction - INFO - Epoch [38][1300/1345] lr: 1.000e-03, eta: 2:59:47, time: 0.628, data_time: 0.004, memory: 7067, top1_acc: 0.6172, top5_acc: 0.8344, loss_cls: 1.5041, loss: 1.5041, grad_norm: 8.9577 2021-03-24 01:29:00,195 - mmaction - INFO - Epoch [38][1320/1345] lr: 1.000e-03, eta: 2:59:34, time: 0.651, data_time: 0.003, memory: 7067, top1_acc: 0.5641, top5_acc: 0.8047, loss_cls: 1.6960, loss: 1.6960, grad_norm: 9.2269 2021-03-24 01:29:12,582 - mmaction - INFO - Epoch [38][1340/1345] lr: 1.000e-03, eta: 2:59:20, time: 0.619, data_time: 0.001, memory: 7067, top1_acc: 0.5852, top5_acc: 0.8359, loss_cls: 1.5884, loss: 1.5884, grad_norm: 9.2986 2021-03-24 01:29:15,060 - mmaction - INFO - Saving checkpoint at 38 epochs 2021-03-24 01:30:43,665 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-24 01:30:43,919 - mmaction - INFO - top1_acc 0.4600 top5_acc 0.7526 2021-03-24 01:30:43,919 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-24 01:30:43,930 - mmaction - INFO - mean_acc 0.4122 2021-03-24 01:30:43,934 - mmaction - INFO - Epoch(val) [38][1345] top1_acc: 0.4600, top5_acc: 0.7526, mean_class_accuracy: 0.4122 2021-03-24 01:31:14,373 - mmaction - INFO - Epoch [39][20/1345] lr: 1.000e-03, eta: 2:59:08, time: 1.519, data_time: 0.773, memory: 7067, top1_acc: 0.6117, top5_acc: 0.8328, loss_cls: 1.5413, loss: 1.5413, grad_norm: 8.7150 2021-03-24 01:31:27,292 - mmaction - INFO - Epoch [39][40/1345] lr: 1.000e-03, eta: 2:58:55, time: 0.644, data_time: 0.003, memory: 7067, top1_acc: 0.6031, top5_acc: 0.8336, loss_cls: 1.5371, loss: 1.5371, grad_norm: 8.8229 2021-03-24 01:31:41,076 - mmaction - INFO - Epoch [39][60/1345] lr: 1.000e-03, eta: 2:58:41, time: 0.688, data_time: 0.005, memory: 7067, top1_acc: 0.5773, top5_acc: 0.8273, loss_cls: 1.6371, loss: 1.6371, grad_norm: 9.2321 2021-03-24 01:31:54,105 - mmaction - INFO - Epoch [39][80/1345] lr: 1.000e-03, eta: 2:58:28, time: 0.656, data_time: 0.006, memory: 7067, top1_acc: 0.5906, top5_acc: 0.8398, loss_cls: 1.5881, loss: 1.5881, grad_norm: 9.0654 2021-03-24 01:32:07,421 - mmaction - INFO - Epoch [39][100/1345] lr: 1.000e-03, eta: 2:58:15, time: 0.662, data_time: 0.002, memory: 7067, top1_acc: 0.5891, top5_acc: 0.8281, loss_cls: 1.5733, loss: 1.5733, grad_norm: 8.7793 2021-03-24 01:32:20,720 - mmaction - INFO - Epoch [39][120/1345] lr: 1.000e-03, eta: 2:58:01, time: 0.663, data_time: 0.004, memory: 7067, top1_acc: 0.6141, top5_acc: 0.8383, loss_cls: 1.5057, loss: 1.5057, grad_norm: 8.9407 2021-03-24 01:32:33,649 - mmaction - INFO - Epoch [39][140/1345] lr: 1.000e-03, eta: 2:57:48, time: 0.651, data_time: 0.007, memory: 7067, top1_acc: 0.5797, top5_acc: 0.8359, loss_cls: 1.6073, loss: 1.6073, grad_norm: 9.2439 2021-03-24 01:32:47,124 - mmaction - INFO - Epoch [39][160/1345] lr: 1.000e-03, eta: 2:57:34, time: 0.675, data_time: 0.002, memory: 7067, top1_acc: 0.5797, top5_acc: 0.8406, loss_cls: 1.5977, loss: 1.5977, grad_norm: 9.3712 2021-03-24 01:33:00,259 - mmaction - INFO - Epoch [39][180/1345] lr: 1.000e-03, eta: 2:57:21, time: 0.655, data_time: 0.003, memory: 7067, top1_acc: 0.6266, top5_acc: 0.8406, loss_cls: 1.4978, loss: 1.4978, grad_norm: 8.7995 2021-03-24 01:33:13,546 - mmaction - INFO - Epoch [39][200/1345] lr: 1.000e-03, eta: 2:57:08, time: 0.665, data_time: 0.005, memory: 7067, top1_acc: 0.5875, top5_acc: 0.8344, loss_cls: 1.5959, loss: 1.5959, grad_norm: 9.1156 2021-03-24 01:33:26,915 - mmaction - INFO - Epoch [39][220/1345] lr: 1.000e-03, eta: 2:56:54, time: 0.669, data_time: 0.001, memory: 7067, top1_acc: 0.6031, top5_acc: 0.8516, loss_cls: 1.5530, loss: 1.5530, grad_norm: 9.3424 2021-03-24 01:33:40,325 - mmaction - INFO - Epoch [39][240/1345] lr: 1.000e-03, eta: 2:56:41, time: 0.669, data_time: 0.001, memory: 7067, top1_acc: 0.5938, top5_acc: 0.8211, loss_cls: 1.6051, loss: 1.6051, grad_norm: 9.0957 2021-03-24 01:33:53,636 - mmaction - INFO - Epoch [39][260/1345] lr: 1.000e-03, eta: 2:56:28, time: 0.666, data_time: 0.010, memory: 7067, top1_acc: 0.6047, top5_acc: 0.8430, loss_cls: 1.5220, loss: 1.5220, grad_norm: 8.9632 2021-03-24 01:34:07,333 - mmaction - INFO - Epoch [39][280/1345] lr: 1.000e-03, eta: 2:56:14, time: 0.677, data_time: 0.002, memory: 7067, top1_acc: 0.5961, top5_acc: 0.8289, loss_cls: 1.6012, loss: 1.6012, grad_norm: 9.4451 2021-03-24 01:34:20,842 - mmaction - INFO - Epoch [39][300/1345] lr: 1.000e-03, eta: 2:56:01, time: 0.683, data_time: 0.010, memory: 7067, top1_acc: 0.5984, top5_acc: 0.8406, loss_cls: 1.5276, loss: 1.5276, grad_norm: 9.0389 2021-03-24 01:34:33,772 - mmaction - INFO - Epoch [39][320/1345] lr: 1.000e-03, eta: 2:55:48, time: 0.648, data_time: 0.002, memory: 7067, top1_acc: 0.5922, top5_acc: 0.8305, loss_cls: 1.5854, loss: 1.5854, grad_norm: 9.3327 2021-03-24 01:34:47,066 - mmaction - INFO - Epoch [39][340/1345] lr: 1.000e-03, eta: 2:55:34, time: 0.665, data_time: 0.001, memory: 7067, top1_acc: 0.6000, top5_acc: 0.8297, loss_cls: 1.5805, loss: 1.5805, grad_norm: 9.0462 2021-03-24 01:35:00,321 - mmaction - INFO - Epoch [39][360/1345] lr: 1.000e-03, eta: 2:55:21, time: 0.661, data_time: 0.001, memory: 7067, top1_acc: 0.6078, top5_acc: 0.8398, loss_cls: 1.5274, loss: 1.5274, grad_norm: 8.7848 2021-03-24 01:35:13,076 - mmaction - INFO - Epoch [39][380/1345] lr: 1.000e-03, eta: 2:55:08, time: 0.640, data_time: 0.003, memory: 7067, top1_acc: 0.6148, top5_acc: 0.8336, loss_cls: 1.5539, loss: 1.5539, grad_norm: 9.0467 2021-03-24 01:35:26,214 - mmaction - INFO - Epoch [39][400/1345] lr: 1.000e-03, eta: 2:54:54, time: 0.656, data_time: 0.001, memory: 7067, top1_acc: 0.6008, top5_acc: 0.8414, loss_cls: 1.5410, loss: 1.5410, grad_norm: 9.0574 2021-03-24 01:35:39,537 - mmaction - INFO - Epoch [39][420/1345] lr: 1.000e-03, eta: 2:54:41, time: 0.661, data_time: 0.001, memory: 7067, top1_acc: 0.6078, top5_acc: 0.8414, loss_cls: 1.5108, loss: 1.5108, grad_norm: 9.0183 2021-03-24 01:35:52,378 - mmaction - INFO - Epoch [39][440/1345] lr: 1.000e-03, eta: 2:54:27, time: 0.644, data_time: 0.007, memory: 7067, top1_acc: 0.6109, top5_acc: 0.8516, loss_cls: 1.4846, loss: 1.4846, grad_norm: 8.9618 2021-03-24 01:36:05,749 - mmaction - INFO - Epoch [39][460/1345] lr: 1.000e-03, eta: 2:54:14, time: 0.670, data_time: 0.004, memory: 7067, top1_acc: 0.6055, top5_acc: 0.8344, loss_cls: 1.5787, loss: 1.5787, grad_norm: 9.2242 2021-03-24 01:36:19,347 - mmaction - INFO - Epoch [39][480/1345] lr: 1.000e-03, eta: 2:54:01, time: 0.681, data_time: 0.006, memory: 7067, top1_acc: 0.6070, top5_acc: 0.8227, loss_cls: 1.5987, loss: 1.5987, grad_norm: 8.8999 2021-03-24 01:36:32,384 - mmaction - INFO - Epoch [39][500/1345] lr: 1.000e-03, eta: 2:53:47, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.6148, top5_acc: 0.8297, loss_cls: 1.5409, loss: 1.5409, grad_norm: 9.1053 2021-03-24 01:36:45,770 - mmaction - INFO - Epoch [39][520/1345] lr: 1.000e-03, eta: 2:53:34, time: 0.668, data_time: 0.004, memory: 7067, top1_acc: 0.5961, top5_acc: 0.8125, loss_cls: 1.6691, loss: 1.6691, grad_norm: 9.2778 2021-03-24 01:36:58,866 - mmaction - INFO - Epoch [39][540/1345] lr: 1.000e-03, eta: 2:53:21, time: 0.656, data_time: 0.003, memory: 7067, top1_acc: 0.6023, top5_acc: 0.8523, loss_cls: 1.5304, loss: 1.5304, grad_norm: 9.1303 2021-03-24 01:37:12,258 - mmaction - INFO - Epoch [39][560/1345] lr: 1.000e-03, eta: 2:53:07, time: 0.667, data_time: 0.001, memory: 7067, top1_acc: 0.6203, top5_acc: 0.8586, loss_cls: 1.4622, loss: 1.4622, grad_norm: 9.1229 2021-03-24 01:37:25,649 - mmaction - INFO - Epoch [39][580/1345] lr: 1.000e-03, eta: 2:52:54, time: 0.671, data_time: 0.004, memory: 7067, top1_acc: 0.6148, top5_acc: 0.8453, loss_cls: 1.5200, loss: 1.5200, grad_norm: 9.0787 2021-03-24 01:37:38,422 - mmaction - INFO - Epoch [39][600/1345] lr: 1.000e-03, eta: 2:52:40, time: 0.638, data_time: 0.004, memory: 7067, top1_acc: 0.6000, top5_acc: 0.8406, loss_cls: 1.5776, loss: 1.5776, grad_norm: 9.4108 2021-03-24 01:37:52,392 - mmaction - INFO - Epoch [39][620/1345] lr: 1.000e-03, eta: 2:52:27, time: 0.697, data_time: 0.003, memory: 7067, top1_acc: 0.6016, top5_acc: 0.8305, loss_cls: 1.5293, loss: 1.5293, grad_norm: 8.9333 2021-03-24 01:38:05,817 - mmaction - INFO - Epoch [39][640/1345] lr: 1.000e-03, eta: 2:52:14, time: 0.673, data_time: 0.005, memory: 7067, top1_acc: 0.5820, top5_acc: 0.8250, loss_cls: 1.6718, loss: 1.6718, grad_norm: 9.5642 2021-03-24 01:38:18,504 - mmaction - INFO - Epoch [39][660/1345] lr: 1.000e-03, eta: 2:52:00, time: 0.629, data_time: 0.003, memory: 7067, top1_acc: 0.5766, top5_acc: 0.8195, loss_cls: 1.6305, loss: 1.6305, grad_norm: 9.4221 2021-03-24 01:38:31,648 - mmaction - INFO - Epoch [39][680/1345] lr: 1.000e-03, eta: 2:51:47, time: 0.663, data_time: 0.008, memory: 7067, top1_acc: 0.5773, top5_acc: 0.8344, loss_cls: 1.6439, loss: 1.6439, grad_norm: 9.4602 2021-03-24 01:38:45,095 - mmaction - INFO - Epoch [39][700/1345] lr: 1.000e-03, eta: 2:51:34, time: 0.673, data_time: 0.002, memory: 7067, top1_acc: 0.6125, top5_acc: 0.8430, loss_cls: 1.5522, loss: 1.5522, grad_norm: 9.5100 2021-03-24 01:38:58,443 - mmaction - INFO - Epoch [39][720/1345] lr: 1.000e-03, eta: 2:51:20, time: 0.667, data_time: 0.010, memory: 7067, top1_acc: 0.5961, top5_acc: 0.8328, loss_cls: 1.5748, loss: 1.5748, grad_norm: 9.2171 2021-03-24 01:39:11,573 - mmaction - INFO - Epoch [39][740/1345] lr: 1.000e-03, eta: 2:51:07, time: 0.654, data_time: 0.002, memory: 7067, top1_acc: 0.5930, top5_acc: 0.8258, loss_cls: 1.6315, loss: 1.6315, grad_norm: 9.3626 2021-03-24 01:39:24,964 - mmaction - INFO - Epoch [39][760/1345] lr: 1.000e-03, eta: 2:50:54, time: 0.664, data_time: 0.005, memory: 7067, top1_acc: 0.5719, top5_acc: 0.8172, loss_cls: 1.6524, loss: 1.6524, grad_norm: 9.2263 2021-03-24 01:39:38,261 - mmaction - INFO - Epoch [39][780/1345] lr: 1.000e-03, eta: 2:50:40, time: 0.673, data_time: 0.010, memory: 7067, top1_acc: 0.5766, top5_acc: 0.8297, loss_cls: 1.6163, loss: 1.6163, grad_norm: 9.1646 2021-03-24 01:39:51,522 - mmaction - INFO - Epoch [39][800/1345] lr: 1.000e-03, eta: 2:50:27, time: 0.662, data_time: 0.002, memory: 7067, top1_acc: 0.6141, top5_acc: 0.8328, loss_cls: 1.5398, loss: 1.5398, grad_norm: 9.3326 2021-03-24 01:40:04,962 - mmaction - INFO - Epoch [39][820/1345] lr: 1.000e-03, eta: 2:50:14, time: 0.665, data_time: 0.008, memory: 7067, top1_acc: 0.6133, top5_acc: 0.8352, loss_cls: 1.5817, loss: 1.5817, grad_norm: 9.3158 2021-03-24 01:40:18,094 - mmaction - INFO - Epoch [39][840/1345] lr: 1.000e-03, eta: 2:50:00, time: 0.664, data_time: 0.010, memory: 7067, top1_acc: 0.5922, top5_acc: 0.8211, loss_cls: 1.6408, loss: 1.6408, grad_norm: 9.3899 2021-03-24 01:40:31,517 - mmaction - INFO - Epoch [39][860/1345] lr: 1.000e-03, eta: 2:49:47, time: 0.670, data_time: 0.003, memory: 7067, top1_acc: 0.5789, top5_acc: 0.8352, loss_cls: 1.6265, loss: 1.6265, grad_norm: 9.4501 2021-03-24 01:40:44,655 - mmaction - INFO - Epoch [39][880/1345] lr: 1.000e-03, eta: 2:49:34, time: 0.660, data_time: 0.005, memory: 7067, top1_acc: 0.6062, top5_acc: 0.8266, loss_cls: 1.6048, loss: 1.6048, grad_norm: 9.2011 2021-03-24 01:40:57,942 - mmaction - INFO - Epoch [39][900/1345] lr: 1.000e-03, eta: 2:49:20, time: 0.655, data_time: 0.004, memory: 7067, top1_acc: 0.6172, top5_acc: 0.8227, loss_cls: 1.5360, loss: 1.5360, grad_norm: 9.1501 2021-03-24 01:41:10,840 - mmaction - INFO - Epoch [39][920/1345] lr: 1.000e-03, eta: 2:49:07, time: 0.653, data_time: 0.011, memory: 7067, top1_acc: 0.5875, top5_acc: 0.8469, loss_cls: 1.5356, loss: 1.5356, grad_norm: 9.1965 2021-03-24 01:41:24,028 - mmaction - INFO - Epoch [39][940/1345] lr: 1.000e-03, eta: 2:48:53, time: 0.660, data_time: 0.002, memory: 7067, top1_acc: 0.5906, top5_acc: 0.8414, loss_cls: 1.5871, loss: 1.5871, grad_norm: 9.1900 2021-03-24 01:41:37,469 - mmaction - INFO - Epoch [39][960/1345] lr: 1.000e-03, eta: 2:48:40, time: 0.666, data_time: 0.002, memory: 7067, top1_acc: 0.6234, top5_acc: 0.8406, loss_cls: 1.5176, loss: 1.5176, grad_norm: 9.0927 2021-03-24 01:41:50,349 - mmaction - INFO - Epoch [39][980/1345] lr: 1.000e-03, eta: 2:48:27, time: 0.649, data_time: 0.008, memory: 7067, top1_acc: 0.6016, top5_acc: 0.8461, loss_cls: 1.5631, loss: 1.5631, grad_norm: 9.2940 2021-03-24 01:42:04,145 - mmaction - INFO - Epoch [39][1000/1345] lr: 1.000e-03, eta: 2:48:14, time: 0.693, data_time: 0.009, memory: 7067, top1_acc: 0.5992, top5_acc: 0.8516, loss_cls: 1.5560, loss: 1.5560, grad_norm: 9.1370 2021-03-24 01:42:17,141 - mmaction - INFO - Epoch [39][1020/1345] lr: 1.000e-03, eta: 2:48:00, time: 0.648, data_time: 0.001, memory: 7067, top1_acc: 0.6016, top5_acc: 0.8414, loss_cls: 1.5487, loss: 1.5487, grad_norm: 9.1467 2021-03-24 01:42:30,052 - mmaction - INFO - Epoch [39][1040/1345] lr: 1.000e-03, eta: 2:47:47, time: 0.644, data_time: 0.002, memory: 7067, top1_acc: 0.5984, top5_acc: 0.8250, loss_cls: 1.6098, loss: 1.6098, grad_norm: 9.4185 2021-03-24 01:42:43,113 - mmaction - INFO - Epoch [39][1060/1345] lr: 1.000e-03, eta: 2:47:33, time: 0.656, data_time: 0.006, memory: 7067, top1_acc: 0.6016, top5_acc: 0.8336, loss_cls: 1.5672, loss: 1.5672, grad_norm: 9.0128 2021-03-24 01:42:56,305 - mmaction - INFO - Epoch [39][1080/1345] lr: 1.000e-03, eta: 2:47:20, time: 0.657, data_time: 0.007, memory: 7067, top1_acc: 0.5766, top5_acc: 0.8258, loss_cls: 1.6267, loss: 1.6267, grad_norm: 9.2261 2021-03-24 01:43:09,647 - mmaction - INFO - Epoch [39][1100/1345] lr: 1.000e-03, eta: 2:47:06, time: 0.669, data_time: 0.003, memory: 7067, top1_acc: 0.5797, top5_acc: 0.8305, loss_cls: 1.6462, loss: 1.6462, grad_norm: 9.5046 2021-03-24 01:43:22,978 - mmaction - INFO - Epoch [39][1120/1345] lr: 1.000e-03, eta: 2:46:53, time: 0.667, data_time: 0.001, memory: 7067, top1_acc: 0.6070, top5_acc: 0.8438, loss_cls: 1.5021, loss: 1.5021, grad_norm: 9.0354 2021-03-24 01:43:36,166 - mmaction - INFO - Epoch [39][1140/1345] lr: 1.000e-03, eta: 2:46:40, time: 0.657, data_time: 0.003, memory: 7067, top1_acc: 0.6289, top5_acc: 0.8469, loss_cls: 1.5157, loss: 1.5157, grad_norm: 9.1085 2021-03-24 01:43:49,140 - mmaction - INFO - Epoch [39][1160/1345] lr: 1.000e-03, eta: 2:46:26, time: 0.650, data_time: 0.003, memory: 7067, top1_acc: 0.5844, top5_acc: 0.8297, loss_cls: 1.6164, loss: 1.6164, grad_norm: 9.6229 2021-03-24 01:44:02,465 - mmaction - INFO - Epoch [39][1180/1345] lr: 1.000e-03, eta: 2:46:13, time: 0.666, data_time: 0.002, memory: 7067, top1_acc: 0.5969, top5_acc: 0.8273, loss_cls: 1.5494, loss: 1.5494, grad_norm: 9.4799 2021-03-24 01:44:16,251 - mmaction - INFO - Epoch [39][1200/1345] lr: 1.000e-03, eta: 2:46:00, time: 0.690, data_time: 0.002, memory: 7067, top1_acc: 0.6125, top5_acc: 0.8297, loss_cls: 1.5895, loss: 1.5895, grad_norm: 9.4316 2021-03-24 01:44:29,377 - mmaction - INFO - Epoch [39][1220/1345] lr: 1.000e-03, eta: 2:45:46, time: 0.656, data_time: 0.002, memory: 7067, top1_acc: 0.5984, top5_acc: 0.8336, loss_cls: 1.5732, loss: 1.5732, grad_norm: 9.3648 2021-03-24 01:44:42,507 - mmaction - INFO - Epoch [39][1240/1345] lr: 1.000e-03, eta: 2:45:33, time: 0.656, data_time: 0.002, memory: 7067, top1_acc: 0.5750, top5_acc: 0.8344, loss_cls: 1.5972, loss: 1.5972, grad_norm: 9.1508 2021-03-24 01:44:55,483 - mmaction - INFO - Epoch [39][1260/1345] lr: 1.000e-03, eta: 2:45:20, time: 0.650, data_time: 0.002, memory: 7067, top1_acc: 0.6000, top5_acc: 0.8250, loss_cls: 1.5889, loss: 1.5889, grad_norm: 8.9549 2021-03-24 01:45:08,974 - mmaction - INFO - Epoch [39][1280/1345] lr: 1.000e-03, eta: 2:45:06, time: 0.675, data_time: 0.001, memory: 7067, top1_acc: 0.6180, top5_acc: 0.8562, loss_cls: 1.5014, loss: 1.5014, grad_norm: 9.2096 2021-03-24 01:45:22,282 - mmaction - INFO - Epoch [39][1300/1345] lr: 1.000e-03, eta: 2:44:53, time: 0.665, data_time: 0.000, memory: 7067, top1_acc: 0.5992, top5_acc: 0.8328, loss_cls: 1.5725, loss: 1.5725, grad_norm: 9.3209 2021-03-24 01:45:35,457 - mmaction - INFO - Epoch [39][1320/1345] lr: 1.000e-03, eta: 2:44:40, time: 0.656, data_time: 0.001, memory: 7067, top1_acc: 0.6148, top5_acc: 0.8281, loss_cls: 1.5465, loss: 1.5465, grad_norm: 9.2629 2021-03-24 01:45:47,110 - mmaction - INFO - Epoch [39][1340/1345] lr: 1.000e-03, eta: 2:44:26, time: 0.585, data_time: 0.003, memory: 7067, top1_acc: 0.6156, top5_acc: 0.8492, loss_cls: 1.5178, loss: 1.5178, grad_norm: 9.4829 2021-03-24 01:45:49,607 - mmaction - INFO - Saving checkpoint at 39 epochs 2021-03-24 01:46:20,650 - mmaction - INFO - Epoch [40][20/1345] lr: 1.000e-03, eta: 2:44:13, time: 1.529, data_time: 0.765, memory: 7067, top1_acc: 0.6336, top5_acc: 0.8492, loss_cls: 1.4774, loss: 1.4774, grad_norm: 9.1351 2021-03-24 01:46:33,988 - mmaction - INFO - Epoch [40][40/1345] lr: 1.000e-03, eta: 2:44:00, time: 0.669, data_time: 0.003, memory: 7067, top1_acc: 0.6188, top5_acc: 0.8438, loss_cls: 1.5326, loss: 1.5326, grad_norm: 9.4352 2021-03-24 01:46:47,268 - mmaction - INFO - Epoch [40][60/1345] lr: 1.000e-03, eta: 2:43:46, time: 0.664, data_time: 0.001, memory: 7067, top1_acc: 0.5906, top5_acc: 0.8320, loss_cls: 1.5932, loss: 1.5932, grad_norm: 9.3299 2021-03-24 01:47:00,154 - mmaction - INFO - Epoch [40][80/1345] lr: 1.000e-03, eta: 2:43:33, time: 0.641, data_time: 0.001, memory: 7067, top1_acc: 0.6016, top5_acc: 0.8430, loss_cls: 1.5424, loss: 1.5424, grad_norm: 9.2235 2021-03-24 01:47:13,571 - mmaction - INFO - Epoch [40][100/1345] lr: 1.000e-03, eta: 2:43:20, time: 0.674, data_time: 0.005, memory: 7067, top1_acc: 0.5961, top5_acc: 0.8453, loss_cls: 1.5245, loss: 1.5245, grad_norm: 9.3257 2021-03-24 01:47:26,801 - mmaction - INFO - Epoch [40][120/1345] lr: 1.000e-03, eta: 2:43:06, time: 0.661, data_time: 0.000, memory: 7067, top1_acc: 0.6305, top5_acc: 0.8547, loss_cls: 1.4857, loss: 1.4857, grad_norm: 9.2417 2021-03-24 01:47:39,609 - mmaction - INFO - Epoch [40][140/1345] lr: 1.000e-03, eta: 2:42:53, time: 0.639, data_time: 0.001, memory: 7067, top1_acc: 0.6141, top5_acc: 0.8430, loss_cls: 1.5049, loss: 1.5049, grad_norm: 9.2591 2021-03-24 01:47:52,711 - mmaction - INFO - Epoch [40][160/1345] lr: 1.000e-03, eta: 2:42:39, time: 0.653, data_time: 0.003, memory: 7067, top1_acc: 0.6156, top5_acc: 0.8578, loss_cls: 1.5136, loss: 1.5136, grad_norm: 9.1088 2021-03-24 01:48:05,689 - mmaction - INFO - Epoch [40][180/1345] lr: 1.000e-03, eta: 2:42:26, time: 0.646, data_time: 0.004, memory: 7067, top1_acc: 0.6109, top5_acc: 0.8422, loss_cls: 1.4898, loss: 1.4898, grad_norm: 9.3733 2021-03-24 01:48:18,959 - mmaction - INFO - Epoch [40][200/1345] lr: 1.000e-03, eta: 2:42:12, time: 0.656, data_time: 0.009, memory: 7067, top1_acc: 0.6023, top5_acc: 0.8320, loss_cls: 1.5721, loss: 1.5721, grad_norm: 9.4903 2021-03-24 01:48:32,418 - mmaction - INFO - Epoch [40][220/1345] lr: 1.000e-03, eta: 2:41:59, time: 0.684, data_time: 0.015, memory: 7067, top1_acc: 0.6047, top5_acc: 0.8359, loss_cls: 1.5616, loss: 1.5616, grad_norm: 9.5179 2021-03-24 01:48:45,973 - mmaction - INFO - Epoch [40][240/1345] lr: 1.000e-03, eta: 2:41:46, time: 0.679, data_time: 0.003, memory: 7067, top1_acc: 0.6102, top5_acc: 0.8375, loss_cls: 1.5630, loss: 1.5630, grad_norm: 9.2717 2021-03-24 01:48:59,568 - mmaction - INFO - Epoch [40][260/1345] lr: 1.000e-03, eta: 2:41:33, time: 0.680, data_time: 0.002, memory: 7067, top1_acc: 0.5969, top5_acc: 0.8406, loss_cls: 1.5508, loss: 1.5508, grad_norm: 9.2741 2021-03-24 01:49:13,047 - mmaction - INFO - Epoch [40][280/1345] lr: 1.000e-03, eta: 2:41:19, time: 0.674, data_time: 0.002, memory: 7067, top1_acc: 0.5883, top5_acc: 0.8328, loss_cls: 1.5932, loss: 1.5932, grad_norm: 9.4799 2021-03-24 01:49:26,442 - mmaction - INFO - Epoch [40][300/1345] lr: 1.000e-03, eta: 2:41:06, time: 0.670, data_time: 0.002, memory: 7067, top1_acc: 0.5938, top5_acc: 0.8320, loss_cls: 1.5528, loss: 1.5528, grad_norm: 9.3952 2021-03-24 01:49:39,574 - mmaction - INFO - Epoch [40][320/1345] lr: 1.000e-03, eta: 2:40:53, time: 0.650, data_time: 0.001, memory: 7067, top1_acc: 0.5867, top5_acc: 0.8281, loss_cls: 1.5998, loss: 1.5998, grad_norm: 9.4297 2021-03-24 01:49:53,457 - mmaction - INFO - Epoch [40][340/1345] lr: 1.000e-03, eta: 2:40:39, time: 0.701, data_time: 0.008, memory: 7067, top1_acc: 0.5969, top5_acc: 0.8352, loss_cls: 1.6127, loss: 1.6127, grad_norm: 9.6567 2021-03-24 01:50:06,367 - mmaction - INFO - Epoch [40][360/1345] lr: 1.000e-03, eta: 2:40:26, time: 0.641, data_time: 0.001, memory: 7067, top1_acc: 0.5836, top5_acc: 0.8203, loss_cls: 1.6633, loss: 1.6633, grad_norm: 9.6814 2021-03-24 01:50:19,775 - mmaction - INFO - Epoch [40][380/1345] lr: 1.000e-03, eta: 2:40:13, time: 0.674, data_time: 0.004, memory: 7067, top1_acc: 0.6141, top5_acc: 0.8445, loss_cls: 1.4744, loss: 1.4744, grad_norm: 9.0499 2021-03-24 01:50:33,011 - mmaction - INFO - Epoch [40][400/1345] lr: 1.000e-03, eta: 2:39:59, time: 0.661, data_time: 0.001, memory: 7067, top1_acc: 0.6164, top5_acc: 0.8258, loss_cls: 1.5768, loss: 1.5768, grad_norm: 9.3127 2021-03-24 01:50:46,344 - mmaction - INFO - Epoch [40][420/1345] lr: 1.000e-03, eta: 2:39:46, time: 0.668, data_time: 0.002, memory: 7067, top1_acc: 0.5945, top5_acc: 0.8211, loss_cls: 1.6322, loss: 1.6322, grad_norm: 9.5654 2021-03-24 01:50:59,421 - mmaction - INFO - Epoch [40][440/1345] lr: 1.000e-03, eta: 2:39:33, time: 0.653, data_time: 0.001, memory: 7067, top1_acc: 0.6047, top5_acc: 0.8422, loss_cls: 1.5123, loss: 1.5123, grad_norm: 9.0746 2021-03-24 01:51:12,736 - mmaction - INFO - Epoch [40][460/1345] lr: 1.000e-03, eta: 2:39:19, time: 0.665, data_time: 0.001, memory: 7067, top1_acc: 0.6023, top5_acc: 0.8375, loss_cls: 1.5992, loss: 1.5992, grad_norm: 9.2983 2021-03-24 01:51:26,203 - mmaction - INFO - Epoch [40][480/1345] lr: 1.000e-03, eta: 2:39:06, time: 0.673, data_time: 0.003, memory: 7067, top1_acc: 0.5992, top5_acc: 0.8242, loss_cls: 1.5968, loss: 1.5968, grad_norm: 9.3299 2021-03-24 01:51:39,349 - mmaction - INFO - Epoch [40][500/1345] lr: 1.000e-03, eta: 2:38:53, time: 0.659, data_time: 0.002, memory: 7067, top1_acc: 0.6016, top5_acc: 0.8164, loss_cls: 1.6154, loss: 1.6154, grad_norm: 9.4555 2021-03-24 01:51:52,540 - mmaction - INFO - Epoch [40][520/1345] lr: 1.000e-03, eta: 2:38:39, time: 0.657, data_time: 0.000, memory: 7067, top1_acc: 0.6062, top5_acc: 0.8508, loss_cls: 1.5637, loss: 1.5637, grad_norm: 9.2704 2021-03-24 01:52:05,618 - mmaction - INFO - Epoch [40][540/1345] lr: 1.000e-03, eta: 2:38:26, time: 0.653, data_time: 0.003, memory: 7067, top1_acc: 0.6117, top5_acc: 0.8422, loss_cls: 1.4924, loss: 1.4924, grad_norm: 9.4478 2021-03-24 01:52:18,578 - mmaction - INFO - Epoch [40][560/1345] lr: 1.000e-03, eta: 2:38:12, time: 0.652, data_time: 0.005, memory: 7067, top1_acc: 0.5906, top5_acc: 0.8359, loss_cls: 1.5898, loss: 1.5898, grad_norm: 9.3696 2021-03-24 01:52:31,506 - mmaction - INFO - Epoch [40][580/1345] lr: 1.000e-03, eta: 2:37:59, time: 0.645, data_time: 0.000, memory: 7067, top1_acc: 0.6078, top5_acc: 0.8438, loss_cls: 1.5055, loss: 1.5055, grad_norm: 9.1864 2021-03-24 01:52:44,377 - mmaction - INFO - Epoch [40][600/1345] lr: 1.000e-03, eta: 2:37:45, time: 0.642, data_time: 0.001, memory: 7067, top1_acc: 0.5977, top5_acc: 0.8266, loss_cls: 1.6092, loss: 1.6092, grad_norm: 9.4778 2021-03-24 01:52:57,126 - mmaction - INFO - Epoch [40][620/1345] lr: 1.000e-03, eta: 2:37:32, time: 0.635, data_time: 0.003, memory: 7067, top1_acc: 0.5992, top5_acc: 0.8297, loss_cls: 1.6098, loss: 1.6098, grad_norm: 9.5861 2021-03-24 01:53:10,562 - mmaction - INFO - Epoch [40][640/1345] lr: 1.000e-03, eta: 2:37:19, time: 0.677, data_time: 0.005, memory: 7067, top1_acc: 0.5984, top5_acc: 0.8305, loss_cls: 1.5721, loss: 1.5721, grad_norm: 9.6306 2021-03-24 01:53:24,150 - mmaction - INFO - Epoch [40][660/1345] lr: 1.000e-03, eta: 2:37:05, time: 0.679, data_time: 0.002, memory: 7067, top1_acc: 0.6086, top5_acc: 0.8187, loss_cls: 1.6100, loss: 1.6100, grad_norm: 9.3811 2021-03-24 01:53:37,081 - mmaction - INFO - Epoch [40][680/1345] lr: 1.000e-03, eta: 2:36:52, time: 0.635, data_time: 0.001, memory: 7067, top1_acc: 0.5820, top5_acc: 0.8187, loss_cls: 1.6351, loss: 1.6351, grad_norm: 9.4786 2021-03-24 01:53:50,160 - mmaction - INFO - Epoch [40][700/1345] lr: 1.000e-03, eta: 2:36:38, time: 0.664, data_time: 0.013, memory: 7067, top1_acc: 0.6148, top5_acc: 0.8320, loss_cls: 1.5394, loss: 1.5394, grad_norm: 9.4354 2021-03-24 01:54:03,812 - mmaction - INFO - Epoch [40][720/1345] lr: 1.000e-03, eta: 2:36:25, time: 0.683, data_time: 0.008, memory: 7067, top1_acc: 0.6039, top5_acc: 0.8242, loss_cls: 1.6011, loss: 1.6011, grad_norm: 9.5448 2021-03-24 01:54:16,899 - mmaction - INFO - Epoch [40][740/1345] lr: 1.000e-03, eta: 2:36:12, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.6250, top5_acc: 0.8469, loss_cls: 1.5027, loss: 1.5027, grad_norm: 9.2650 2021-03-24 01:54:29,797 - mmaction - INFO - Epoch [40][760/1345] lr: 1.000e-03, eta: 2:35:58, time: 0.644, data_time: 0.004, memory: 7067, top1_acc: 0.6156, top5_acc: 0.8328, loss_cls: 1.5422, loss: 1.5422, grad_norm: 9.2399 2021-03-24 01:54:43,833 - mmaction - INFO - Epoch [40][780/1345] lr: 1.000e-03, eta: 2:35:45, time: 0.702, data_time: 0.005, memory: 7067, top1_acc: 0.5961, top5_acc: 0.8328, loss_cls: 1.5739, loss: 1.5739, grad_norm: 9.5545 2021-03-24 01:54:57,263 - mmaction - INFO - Epoch [40][800/1345] lr: 1.000e-03, eta: 2:35:32, time: 0.676, data_time: 0.005, memory: 7067, top1_acc: 0.5898, top5_acc: 0.8211, loss_cls: 1.6197, loss: 1.6197, grad_norm: 9.6629 2021-03-24 01:55:10,548 - mmaction - INFO - Epoch [40][820/1345] lr: 1.000e-03, eta: 2:35:19, time: 0.663, data_time: 0.000, memory: 7067, top1_acc: 0.6023, top5_acc: 0.8414, loss_cls: 1.5765, loss: 1.5765, grad_norm: 9.4498 2021-03-24 01:55:23,604 - mmaction - INFO - Epoch [40][840/1345] lr: 1.000e-03, eta: 2:35:05, time: 0.654, data_time: 0.002, memory: 7067, top1_acc: 0.6031, top5_acc: 0.8430, loss_cls: 1.5318, loss: 1.5318, grad_norm: 9.4661 2021-03-24 01:55:37,001 - mmaction - INFO - Epoch [40][860/1345] lr: 1.000e-03, eta: 2:34:52, time: 0.660, data_time: 0.000, memory: 7067, top1_acc: 0.6016, top5_acc: 0.8422, loss_cls: 1.5377, loss: 1.5377, grad_norm: 9.3052 2021-03-24 01:55:50,366 - mmaction - INFO - Epoch [40][880/1345] lr: 1.000e-03, eta: 2:34:38, time: 0.677, data_time: 0.020, memory: 7067, top1_acc: 0.6016, top5_acc: 0.8258, loss_cls: 1.5902, loss: 1.5902, grad_norm: 9.4004 2021-03-24 01:56:03,207 - mmaction - INFO - Epoch [40][900/1345] lr: 1.000e-03, eta: 2:34:25, time: 0.643, data_time: 0.002, memory: 7067, top1_acc: 0.6109, top5_acc: 0.8469, loss_cls: 1.5250, loss: 1.5250, grad_norm: 9.3044 2021-03-24 01:56:16,983 - mmaction - INFO - Epoch [40][920/1345] lr: 1.000e-03, eta: 2:34:12, time: 0.687, data_time: 0.002, memory: 7067, top1_acc: 0.5906, top5_acc: 0.8211, loss_cls: 1.6205, loss: 1.6205, grad_norm: 9.6295 2021-03-24 01:56:30,057 - mmaction - INFO - Epoch [40][940/1345] lr: 1.000e-03, eta: 2:33:58, time: 0.653, data_time: 0.005, memory: 7067, top1_acc: 0.6094, top5_acc: 0.8414, loss_cls: 1.5358, loss: 1.5358, grad_norm: 9.1347 2021-03-24 01:56:42,777 - mmaction - INFO - Epoch [40][960/1345] lr: 1.000e-03, eta: 2:33:45, time: 0.638, data_time: 0.003, memory: 7067, top1_acc: 0.6281, top5_acc: 0.8500, loss_cls: 1.4655, loss: 1.4655, grad_norm: 9.1258 2021-03-24 01:56:55,887 - mmaction - INFO - Epoch [40][980/1345] lr: 1.000e-03, eta: 2:33:32, time: 0.654, data_time: 0.000, memory: 7067, top1_acc: 0.5977, top5_acc: 0.8344, loss_cls: 1.5755, loss: 1.5755, grad_norm: 9.6433 2021-03-24 01:57:09,056 - mmaction - INFO - Epoch [40][1000/1345] lr: 1.000e-03, eta: 2:33:18, time: 0.660, data_time: 0.007, memory: 7067, top1_acc: 0.5945, top5_acc: 0.8445, loss_cls: 1.5388, loss: 1.5388, grad_norm: 9.1088 2021-03-24 01:57:22,123 - mmaction - INFO - Epoch [40][1020/1345] lr: 1.000e-03, eta: 2:33:05, time: 0.648, data_time: 0.000, memory: 7067, top1_acc: 0.5969, top5_acc: 0.8469, loss_cls: 1.5395, loss: 1.5395, grad_norm: 9.5493 2021-03-24 01:57:34,708 - mmaction - INFO - Epoch [40][1040/1345] lr: 1.000e-03, eta: 2:32:51, time: 0.633, data_time: 0.007, memory: 7067, top1_acc: 0.6078, top5_acc: 0.8328, loss_cls: 1.5367, loss: 1.5367, grad_norm: 9.0993 2021-03-24 01:57:47,821 - mmaction - INFO - Epoch [40][1060/1345] lr: 1.000e-03, eta: 2:32:38, time: 0.655, data_time: 0.008, memory: 7067, top1_acc: 0.6203, top5_acc: 0.8289, loss_cls: 1.5785, loss: 1.5785, grad_norm: 9.3871 2021-03-24 01:58:01,232 - mmaction - INFO - Epoch [40][1080/1345] lr: 1.000e-03, eta: 2:32:24, time: 0.670, data_time: 0.002, memory: 7067, top1_acc: 0.6023, top5_acc: 0.8438, loss_cls: 1.5553, loss: 1.5553, grad_norm: 9.4589 2021-03-24 01:58:14,218 - mmaction - INFO - Epoch [40][1100/1345] lr: 1.000e-03, eta: 2:32:11, time: 0.649, data_time: 0.002, memory: 7067, top1_acc: 0.5945, top5_acc: 0.8305, loss_cls: 1.6006, loss: 1.6006, grad_norm: 9.7668 2021-03-24 01:58:27,474 - mmaction - INFO - Epoch [40][1120/1345] lr: 1.000e-03, eta: 2:31:58, time: 0.664, data_time: 0.003, memory: 7067, top1_acc: 0.5680, top5_acc: 0.8047, loss_cls: 1.6653, loss: 1.6653, grad_norm: 9.6259 2021-03-24 01:58:41,356 - mmaction - INFO - Epoch [40][1140/1345] lr: 1.000e-03, eta: 2:31:45, time: 0.693, data_time: 0.001, memory: 7067, top1_acc: 0.6016, top5_acc: 0.8359, loss_cls: 1.5711, loss: 1.5711, grad_norm: 9.5857 2021-03-24 01:58:54,445 - mmaction - INFO - Epoch [40][1160/1345] lr: 1.000e-03, eta: 2:31:31, time: 0.652, data_time: 0.003, memory: 7067, top1_acc: 0.5969, top5_acc: 0.8336, loss_cls: 1.6075, loss: 1.6075, grad_norm: 9.4859 2021-03-24 01:59:07,555 - mmaction - INFO - Epoch [40][1180/1345] lr: 1.000e-03, eta: 2:31:18, time: 0.656, data_time: 0.004, memory: 7067, top1_acc: 0.6141, top5_acc: 0.8281, loss_cls: 1.5618, loss: 1.5618, grad_norm: 9.3854 2021-03-24 01:59:20,559 - mmaction - INFO - Epoch [40][1200/1345] lr: 1.000e-03, eta: 2:31:04, time: 0.649, data_time: 0.004, memory: 7067, top1_acc: 0.6148, top5_acc: 0.8688, loss_cls: 1.4293, loss: 1.4293, grad_norm: 9.0239 2021-03-24 01:59:33,236 - mmaction - INFO - Epoch [40][1220/1345] lr: 1.000e-03, eta: 2:30:51, time: 0.635, data_time: 0.004, memory: 7067, top1_acc: 0.5992, top5_acc: 0.8242, loss_cls: 1.6097, loss: 1.6097, grad_norm: 9.4007 2021-03-24 01:59:46,432 - mmaction - INFO - Epoch [40][1240/1345] lr: 1.000e-03, eta: 2:30:37, time: 0.661, data_time: 0.007, memory: 7067, top1_acc: 0.6102, top5_acc: 0.8383, loss_cls: 1.5291, loss: 1.5291, grad_norm: 9.3982 2021-03-24 01:59:58,965 - mmaction - INFO - Epoch [40][1260/1345] lr: 1.000e-03, eta: 2:30:24, time: 0.617, data_time: 0.001, memory: 7067, top1_acc: 0.6070, top5_acc: 0.8398, loss_cls: 1.5338, loss: 1.5338, grad_norm: 9.4261 2021-03-24 02:00:11,689 - mmaction - INFO - Epoch [40][1280/1345] lr: 1.000e-03, eta: 2:30:10, time: 0.646, data_time: 0.013, memory: 7067, top1_acc: 0.6156, top5_acc: 0.8266, loss_cls: 1.5700, loss: 1.5700, grad_norm: 9.2077 2021-03-24 02:00:24,993 - mmaction - INFO - Epoch [40][1300/1345] lr: 1.000e-03, eta: 2:29:57, time: 0.666, data_time: 0.006, memory: 7067, top1_acc: 0.5977, top5_acc: 0.8211, loss_cls: 1.6186, loss: 1.6186, grad_norm: 9.4212 2021-03-24 02:00:37,862 - mmaction - INFO - Epoch [40][1320/1345] lr: 1.000e-03, eta: 2:29:44, time: 0.639, data_time: 0.002, memory: 7067, top1_acc: 0.5734, top5_acc: 0.8375, loss_cls: 1.6053, loss: 1.6053, grad_norm: 9.8462 2021-03-24 02:00:49,625 - mmaction - INFO - Epoch [40][1340/1345] lr: 1.000e-03, eta: 2:29:30, time: 0.592, data_time: 0.006, memory: 7067, top1_acc: 0.5789, top5_acc: 0.8320, loss_cls: 1.6111, loss: 1.6111, grad_norm: 9.6409 2021-03-24 02:00:52,097 - mmaction - INFO - Saving checkpoint at 40 epochs 2021-03-24 02:02:21,088 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-24 02:02:21,280 - mmaction - INFO - top1_acc 0.4545 top5_acc 0.7521 2021-03-24 02:02:21,280 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-24 02:02:21,292 - mmaction - INFO - mean_acc 0.4066 2021-03-24 02:02:21,295 - mmaction - INFO - Epoch(val) [40][1345] top1_acc: 0.4545, top5_acc: 0.7521, mean_class_accuracy: 0.4066 2021-03-24 02:02:52,421 - mmaction - INFO - Epoch [41][20/1345] lr: 1.000e-04, eta: 2:29:17, time: 1.547, data_time: 0.805, memory: 7067, top1_acc: 0.5922, top5_acc: 0.8523, loss_cls: 1.5436, loss: 1.5436, grad_norm: 9.4201 2021-03-24 02:03:06,061 - mmaction - INFO - Epoch [41][40/1345] lr: 1.000e-04, eta: 2:29:04, time: 0.690, data_time: 0.011, memory: 7067, top1_acc: 0.6305, top5_acc: 0.8508, loss_cls: 1.5121, loss: 1.5121, grad_norm: 9.0867 2021-03-24 02:03:19,341 - mmaction - INFO - Epoch [41][60/1345] lr: 1.000e-04, eta: 2:28:50, time: 0.661, data_time: 0.002, memory: 7067, top1_acc: 0.6203, top5_acc: 0.8570, loss_cls: 1.4698, loss: 1.4698, grad_norm: 9.0159 2021-03-24 02:03:32,367 - mmaction - INFO - Epoch [41][80/1345] lr: 1.000e-04, eta: 2:28:37, time: 0.652, data_time: 0.005, memory: 7067, top1_acc: 0.6172, top5_acc: 0.8383, loss_cls: 1.4921, loss: 1.4921, grad_norm: 9.0475 2021-03-24 02:03:45,720 - mmaction - INFO - Epoch [41][100/1345] lr: 1.000e-04, eta: 2:28:23, time: 0.668, data_time: 0.003, memory: 7067, top1_acc: 0.6422, top5_acc: 0.8695, loss_cls: 1.3931, loss: 1.3931, grad_norm: 9.0367 2021-03-24 02:03:58,594 - mmaction - INFO - Epoch [41][120/1345] lr: 1.000e-04, eta: 2:28:10, time: 0.645, data_time: 0.003, memory: 7067, top1_acc: 0.6180, top5_acc: 0.8430, loss_cls: 1.4907, loss: 1.4907, grad_norm: 9.1295 2021-03-24 02:04:11,637 - mmaction - INFO - Epoch [41][140/1345] lr: 1.000e-04, eta: 2:27:57, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.6070, top5_acc: 0.8398, loss_cls: 1.5571, loss: 1.5571, grad_norm: 9.4189 2021-03-24 02:04:24,406 - mmaction - INFO - Epoch [41][160/1345] lr: 1.000e-04, eta: 2:27:43, time: 0.636, data_time: 0.004, memory: 7067, top1_acc: 0.6281, top5_acc: 0.8562, loss_cls: 1.4552, loss: 1.4552, grad_norm: 9.2672 2021-03-24 02:04:37,331 - mmaction - INFO - Epoch [41][180/1345] lr: 1.000e-04, eta: 2:27:30, time: 0.649, data_time: 0.007, memory: 7067, top1_acc: 0.6133, top5_acc: 0.8430, loss_cls: 1.5564, loss: 1.5564, grad_norm: 9.2075 2021-03-24 02:04:50,629 - mmaction - INFO - Epoch [41][200/1345] lr: 1.000e-04, eta: 2:27:16, time: 0.665, data_time: 0.001, memory: 7067, top1_acc: 0.6312, top5_acc: 0.8516, loss_cls: 1.4514, loss: 1.4514, grad_norm: 9.1770 2021-03-24 02:05:03,980 - mmaction - INFO - Epoch [41][220/1345] lr: 1.000e-04, eta: 2:27:03, time: 0.661, data_time: 0.001, memory: 7067, top1_acc: 0.6383, top5_acc: 0.8711, loss_cls: 1.3947, loss: 1.3947, grad_norm: 9.2431 2021-03-24 02:05:16,688 - mmaction - INFO - Epoch [41][240/1345] lr: 1.000e-04, eta: 2:26:49, time: 0.640, data_time: 0.008, memory: 7067, top1_acc: 0.6180, top5_acc: 0.8336, loss_cls: 1.5759, loss: 1.5759, grad_norm: 9.2322 2021-03-24 02:05:29,880 - mmaction - INFO - Epoch [41][260/1345] lr: 1.000e-04, eta: 2:26:36, time: 0.660, data_time: 0.003, memory: 7067, top1_acc: 0.6141, top5_acc: 0.8305, loss_cls: 1.5261, loss: 1.5261, grad_norm: 9.5460 2021-03-24 02:05:43,079 - mmaction - INFO - Epoch [41][280/1345] lr: 1.000e-04, eta: 2:26:23, time: 0.659, data_time: 0.002, memory: 7067, top1_acc: 0.6148, top5_acc: 0.8516, loss_cls: 1.4645, loss: 1.4645, grad_norm: 9.1569 2021-03-24 02:05:56,414 - mmaction - INFO - Epoch [41][300/1345] lr: 1.000e-04, eta: 2:26:09, time: 0.666, data_time: 0.003, memory: 7067, top1_acc: 0.6125, top5_acc: 0.8438, loss_cls: 1.5343, loss: 1.5343, grad_norm: 9.6272 2021-03-24 02:06:09,082 - mmaction - INFO - Epoch [41][320/1345] lr: 1.000e-04, eta: 2:25:56, time: 0.635, data_time: 0.003, memory: 7067, top1_acc: 0.6156, top5_acc: 0.8367, loss_cls: 1.4995, loss: 1.4995, grad_norm: 9.1462 2021-03-24 02:06:22,733 - mmaction - INFO - Epoch [41][340/1345] lr: 1.000e-04, eta: 2:25:43, time: 0.680, data_time: 0.009, memory: 7067, top1_acc: 0.6164, top5_acc: 0.8555, loss_cls: 1.4393, loss: 1.4393, grad_norm: 8.9865 2021-03-24 02:06:36,200 - mmaction - INFO - Epoch [41][360/1345] lr: 1.000e-04, eta: 2:25:29, time: 0.675, data_time: 0.005, memory: 7067, top1_acc: 0.6422, top5_acc: 0.8461, loss_cls: 1.4585, loss: 1.4585, grad_norm: 9.1767 2021-03-24 02:06:49,908 - mmaction - INFO - Epoch [41][380/1345] lr: 1.000e-04, eta: 2:25:16, time: 0.685, data_time: 0.006, memory: 7067, top1_acc: 0.6156, top5_acc: 0.8438, loss_cls: 1.5008, loss: 1.5008, grad_norm: 9.1559 2021-03-24 02:07:02,783 - mmaction - INFO - Epoch [41][400/1345] lr: 1.000e-04, eta: 2:25:03, time: 0.643, data_time: 0.003, memory: 7067, top1_acc: 0.6211, top5_acc: 0.8461, loss_cls: 1.4708, loss: 1.4708, grad_norm: 9.0350 2021-03-24 02:07:15,750 - mmaction - INFO - Epoch [41][420/1345] lr: 1.000e-04, eta: 2:24:49, time: 0.648, data_time: 0.003, memory: 7067, top1_acc: 0.6305, top5_acc: 0.8445, loss_cls: 1.4548, loss: 1.4548, grad_norm: 9.0816 2021-03-24 02:07:29,401 - mmaction - INFO - Epoch [41][440/1345] lr: 1.000e-04, eta: 2:24:36, time: 0.680, data_time: 0.003, memory: 7067, top1_acc: 0.6211, top5_acc: 0.8281, loss_cls: 1.5188, loss: 1.5188, grad_norm: 9.4238 2021-03-24 02:07:42,457 - mmaction - INFO - Epoch [41][460/1345] lr: 1.000e-04, eta: 2:24:23, time: 0.655, data_time: 0.010, memory: 7067, top1_acc: 0.6297, top5_acc: 0.8492, loss_cls: 1.4823, loss: 1.4823, grad_norm: 9.2688 2021-03-24 02:07:55,509 - mmaction - INFO - Epoch [41][480/1345] lr: 1.000e-04, eta: 2:24:09, time: 0.646, data_time: 0.003, memory: 7067, top1_acc: 0.5961, top5_acc: 0.8414, loss_cls: 1.5457, loss: 1.5457, grad_norm: 9.5270 2021-03-24 02:08:08,533 - mmaction - INFO - Epoch [41][500/1345] lr: 1.000e-04, eta: 2:23:56, time: 0.659, data_time: 0.010, memory: 7067, top1_acc: 0.6086, top5_acc: 0.8508, loss_cls: 1.5104, loss: 1.5104, grad_norm: 9.3610 2021-03-24 02:08:21,648 - mmaction - INFO - Epoch [41][520/1345] lr: 1.000e-04, eta: 2:23:42, time: 0.656, data_time: 0.002, memory: 7067, top1_acc: 0.6102, top5_acc: 0.8461, loss_cls: 1.4724, loss: 1.4724, grad_norm: 9.2799 2021-03-24 02:08:34,920 - mmaction - INFO - Epoch [41][540/1345] lr: 1.000e-04, eta: 2:23:29, time: 0.661, data_time: 0.003, memory: 7067, top1_acc: 0.6117, top5_acc: 0.8508, loss_cls: 1.4733, loss: 1.4733, grad_norm: 9.2461 2021-03-24 02:08:48,122 - mmaction - INFO - Epoch [41][560/1345] lr: 1.000e-04, eta: 2:23:16, time: 0.664, data_time: 0.005, memory: 7067, top1_acc: 0.6320, top5_acc: 0.8539, loss_cls: 1.4646, loss: 1.4646, grad_norm: 9.1190 2021-03-24 02:09:01,417 - mmaction - INFO - Epoch [41][580/1345] lr: 1.000e-04, eta: 2:23:02, time: 0.660, data_time: 0.000, memory: 7067, top1_acc: 0.6258, top5_acc: 0.8781, loss_cls: 1.3972, loss: 1.3972, grad_norm: 8.9454 2021-03-24 02:09:14,315 - mmaction - INFO - Epoch [41][600/1345] lr: 1.000e-04, eta: 2:22:49, time: 0.648, data_time: 0.006, memory: 7067, top1_acc: 0.6102, top5_acc: 0.8531, loss_cls: 1.4905, loss: 1.4905, grad_norm: 9.5689 2021-03-24 02:09:27,624 - mmaction - INFO - Epoch [41][620/1345] lr: 1.000e-04, eta: 2:22:35, time: 0.663, data_time: 0.003, memory: 7067, top1_acc: 0.6375, top5_acc: 0.8648, loss_cls: 1.4308, loss: 1.4308, grad_norm: 8.9020 2021-03-24 02:09:41,242 - mmaction - INFO - Epoch [41][640/1345] lr: 1.000e-04, eta: 2:22:22, time: 0.681, data_time: 0.004, memory: 7067, top1_acc: 0.6156, top5_acc: 0.8391, loss_cls: 1.5213, loss: 1.5213, grad_norm: 9.2765 2021-03-24 02:09:54,327 - mmaction - INFO - Epoch [41][660/1345] lr: 1.000e-04, eta: 2:22:09, time: 0.656, data_time: 0.004, memory: 7067, top1_acc: 0.6234, top5_acc: 0.8453, loss_cls: 1.4860, loss: 1.4860, grad_norm: 9.3034 2021-03-24 02:10:07,631 - mmaction - INFO - Epoch [41][680/1345] lr: 1.000e-04, eta: 2:21:55, time: 0.662, data_time: 0.005, memory: 7067, top1_acc: 0.6141, top5_acc: 0.8320, loss_cls: 1.5540, loss: 1.5540, grad_norm: 9.6656 2021-03-24 02:10:21,157 - mmaction - INFO - Epoch [41][700/1345] lr: 1.000e-04, eta: 2:21:42, time: 0.678, data_time: 0.005, memory: 7067, top1_acc: 0.6352, top5_acc: 0.8445, loss_cls: 1.4872, loss: 1.4872, grad_norm: 9.4819 2021-03-24 02:10:34,501 - mmaction - INFO - Epoch [41][720/1345] lr: 1.000e-04, eta: 2:21:29, time: 0.670, data_time: 0.003, memory: 7067, top1_acc: 0.6258, top5_acc: 0.8484, loss_cls: 1.4529, loss: 1.4529, grad_norm: 9.3736 2021-03-24 02:10:48,009 - mmaction - INFO - Epoch [41][740/1345] lr: 1.000e-04, eta: 2:21:16, time: 0.673, data_time: 0.001, memory: 7067, top1_acc: 0.6148, top5_acc: 0.8461, loss_cls: 1.5052, loss: 1.5052, grad_norm: 9.4253 2021-03-24 02:11:01,147 - mmaction - INFO - Epoch [41][760/1345] lr: 1.000e-04, eta: 2:21:02, time: 0.651, data_time: 0.003, memory: 7067, top1_acc: 0.6344, top5_acc: 0.8430, loss_cls: 1.4892, loss: 1.4892, grad_norm: 9.0855 2021-03-24 02:11:14,333 - mmaction - INFO - Epoch [41][780/1345] lr: 1.000e-04, eta: 2:20:49, time: 0.667, data_time: 0.009, memory: 7067, top1_acc: 0.6484, top5_acc: 0.8594, loss_cls: 1.4004, loss: 1.4004, grad_norm: 8.9378 2021-03-24 02:11:27,517 - mmaction - INFO - Epoch [41][800/1345] lr: 1.000e-04, eta: 2:20:35, time: 0.657, data_time: 0.003, memory: 7067, top1_acc: 0.6336, top5_acc: 0.8562, loss_cls: 1.4566, loss: 1.4566, grad_norm: 9.1702 2021-03-24 02:11:40,620 - mmaction - INFO - Epoch [41][820/1345] lr: 1.000e-04, eta: 2:20:22, time: 0.656, data_time: 0.004, memory: 7067, top1_acc: 0.6078, top5_acc: 0.8367, loss_cls: 1.5229, loss: 1.5229, grad_norm: 9.4527 2021-03-24 02:11:53,896 - mmaction - INFO - Epoch [41][840/1345] lr: 1.000e-04, eta: 2:20:09, time: 0.661, data_time: 0.002, memory: 7067, top1_acc: 0.6227, top5_acc: 0.8617, loss_cls: 1.4288, loss: 1.4288, grad_norm: 9.2582 2021-03-24 02:12:07,003 - mmaction - INFO - Epoch [41][860/1345] lr: 1.000e-04, eta: 2:19:55, time: 0.659, data_time: 0.009, memory: 7067, top1_acc: 0.6133, top5_acc: 0.8602, loss_cls: 1.4538, loss: 1.4538, grad_norm: 9.1701 2021-03-24 02:12:19,887 - mmaction - INFO - Epoch [41][880/1345] lr: 1.000e-04, eta: 2:19:42, time: 0.641, data_time: 0.001, memory: 7067, top1_acc: 0.6227, top5_acc: 0.8391, loss_cls: 1.4752, loss: 1.4752, grad_norm: 9.2953 2021-03-24 02:12:32,543 - mmaction - INFO - Epoch [41][900/1345] lr: 1.000e-04, eta: 2:19:28, time: 0.635, data_time: 0.004, memory: 7067, top1_acc: 0.6172, top5_acc: 0.8469, loss_cls: 1.4696, loss: 1.4696, grad_norm: 9.2402 2021-03-24 02:12:45,432 - mmaction - INFO - Epoch [41][920/1345] lr: 1.000e-04, eta: 2:19:15, time: 0.645, data_time: 0.002, memory: 7067, top1_acc: 0.6094, top5_acc: 0.8477, loss_cls: 1.5007, loss: 1.5007, grad_norm: 9.3723 2021-03-24 02:12:58,222 - mmaction - INFO - Epoch [41][940/1345] lr: 1.000e-04, eta: 2:19:01, time: 0.639, data_time: 0.002, memory: 7067, top1_acc: 0.6359, top5_acc: 0.8516, loss_cls: 1.4515, loss: 1.4515, grad_norm: 9.2363 2021-03-24 02:13:11,620 - mmaction - INFO - Epoch [41][960/1345] lr: 1.000e-04, eta: 2:18:48, time: 0.670, data_time: 0.003, memory: 7067, top1_acc: 0.6023, top5_acc: 0.8344, loss_cls: 1.5720, loss: 1.5720, grad_norm: 9.5993 2021-03-24 02:13:24,603 - mmaction - INFO - Epoch [41][980/1345] lr: 1.000e-04, eta: 2:18:35, time: 0.647, data_time: 0.001, memory: 7067, top1_acc: 0.6188, top5_acc: 0.8523, loss_cls: 1.4799, loss: 1.4799, grad_norm: 9.4206 2021-03-24 02:13:37,638 - mmaction - INFO - Epoch [41][1000/1345] lr: 1.000e-04, eta: 2:18:21, time: 0.654, data_time: 0.003, memory: 7067, top1_acc: 0.6211, top5_acc: 0.8453, loss_cls: 1.4801, loss: 1.4801, grad_norm: 9.4405 2021-03-24 02:13:50,601 - mmaction - INFO - Epoch [41][1020/1345] lr: 1.000e-04, eta: 2:18:08, time: 0.646, data_time: 0.002, memory: 7067, top1_acc: 0.6375, top5_acc: 0.8609, loss_cls: 1.4647, loss: 1.4647, grad_norm: 9.2873 2021-03-24 02:14:03,860 - mmaction - INFO - Epoch [41][1040/1345] lr: 1.000e-04, eta: 2:17:55, time: 0.666, data_time: 0.004, memory: 7067, top1_acc: 0.6242, top5_acc: 0.8477, loss_cls: 1.5012, loss: 1.5012, grad_norm: 9.4251 2021-03-24 02:14:16,854 - mmaction - INFO - Epoch [41][1060/1345] lr: 1.000e-04, eta: 2:17:41, time: 0.649, data_time: 0.001, memory: 7067, top1_acc: 0.6273, top5_acc: 0.8531, loss_cls: 1.4453, loss: 1.4453, grad_norm: 9.3431 2021-03-24 02:14:30,242 - mmaction - INFO - Epoch [41][1080/1345] lr: 1.000e-04, eta: 2:17:28, time: 0.670, data_time: 0.001, memory: 7067, top1_acc: 0.6250, top5_acc: 0.8492, loss_cls: 1.5149, loss: 1.5149, grad_norm: 9.5337 2021-03-24 02:14:43,756 - mmaction - INFO - Epoch [41][1100/1345] lr: 1.000e-04, eta: 2:17:14, time: 0.669, data_time: 0.010, memory: 7067, top1_acc: 0.6297, top5_acc: 0.8555, loss_cls: 1.4401, loss: 1.4401, grad_norm: 9.2354 2021-03-24 02:14:56,956 - mmaction - INFO - Epoch [41][1120/1345] lr: 1.000e-04, eta: 2:17:01, time: 0.665, data_time: 0.008, memory: 7067, top1_acc: 0.6281, top5_acc: 0.8508, loss_cls: 1.4476, loss: 1.4476, grad_norm: 9.3142 2021-03-24 02:15:10,124 - mmaction - INFO - Epoch [41][1140/1345] lr: 1.000e-04, eta: 2:16:48, time: 0.660, data_time: 0.003, memory: 7067, top1_acc: 0.6336, top5_acc: 0.8602, loss_cls: 1.4358, loss: 1.4358, grad_norm: 9.1977 2021-03-24 02:15:23,424 - mmaction - INFO - Epoch [41][1160/1345] lr: 1.000e-04, eta: 2:16:34, time: 0.665, data_time: 0.001, memory: 7067, top1_acc: 0.6305, top5_acc: 0.8477, loss_cls: 1.4735, loss: 1.4735, grad_norm: 9.1914 2021-03-24 02:15:36,509 - mmaction - INFO - Epoch [41][1180/1345] lr: 1.000e-04, eta: 2:16:21, time: 0.655, data_time: 0.001, memory: 7067, top1_acc: 0.6125, top5_acc: 0.8414, loss_cls: 1.4894, loss: 1.4894, grad_norm: 9.3617 2021-03-24 02:15:49,815 - mmaction - INFO - Epoch [41][1200/1345] lr: 1.000e-04, eta: 2:16:08, time: 0.665, data_time: 0.000, memory: 7067, top1_acc: 0.6172, top5_acc: 0.8484, loss_cls: 1.5395, loss: 1.5395, grad_norm: 9.4677 2021-03-24 02:16:02,700 - mmaction - INFO - Epoch [41][1220/1345] lr: 1.000e-04, eta: 2:15:54, time: 0.641, data_time: 0.000, memory: 7067, top1_acc: 0.6070, top5_acc: 0.8633, loss_cls: 1.4863, loss: 1.4863, grad_norm: 9.6698 2021-03-24 02:16:15,824 - mmaction - INFO - Epoch [41][1240/1345] lr: 1.000e-04, eta: 2:15:41, time: 0.657, data_time: 0.005, memory: 7067, top1_acc: 0.6195, top5_acc: 0.8352, loss_cls: 1.5594, loss: 1.5594, grad_norm: 9.3580 2021-03-24 02:16:28,934 - mmaction - INFO - Epoch [41][1260/1345] lr: 1.000e-04, eta: 2:15:27, time: 0.656, data_time: 0.003, memory: 7067, top1_acc: 0.6305, top5_acc: 0.8469, loss_cls: 1.4694, loss: 1.4694, grad_norm: 9.2045 2021-03-24 02:16:42,184 - mmaction - INFO - Epoch [41][1280/1345] lr: 1.000e-04, eta: 2:15:14, time: 0.663, data_time: 0.003, memory: 7067, top1_acc: 0.6078, top5_acc: 0.8367, loss_cls: 1.5377, loss: 1.5377, grad_norm: 9.4771 2021-03-24 02:16:55,329 - mmaction - INFO - Epoch [41][1300/1345] lr: 1.000e-04, eta: 2:15:01, time: 0.656, data_time: 0.004, memory: 7067, top1_acc: 0.6422, top5_acc: 0.8500, loss_cls: 1.4207, loss: 1.4207, grad_norm: 9.1846 2021-03-24 02:17:08,474 - mmaction - INFO - Epoch [41][1320/1345] lr: 1.000e-04, eta: 2:14:47, time: 0.658, data_time: 0.006, memory: 7067, top1_acc: 0.6391, top5_acc: 0.8703, loss_cls: 1.3802, loss: 1.3802, grad_norm: 8.9491 2021-03-24 02:17:20,355 - mmaction - INFO - Epoch [41][1340/1345] lr: 1.000e-04, eta: 2:14:34, time: 0.595, data_time: 0.002, memory: 7067, top1_acc: 0.6219, top5_acc: 0.8398, loss_cls: 1.4650, loss: 1.4650, grad_norm: 9.1432 2021-03-24 02:17:22,740 - mmaction - INFO - Saving checkpoint at 41 epochs 2021-03-24 02:17:53,546 - mmaction - INFO - Epoch [42][20/1345] lr: 1.000e-04, eta: 2:14:20, time: 1.519, data_time: 0.819, memory: 7067, top1_acc: 0.6469, top5_acc: 0.8672, loss_cls: 1.3950, loss: 1.3950, grad_norm: 9.4057 2021-03-24 02:18:07,219 - mmaction - INFO - Epoch [42][40/1345] lr: 1.000e-04, eta: 2:14:07, time: 0.684, data_time: 0.001, memory: 7067, top1_acc: 0.6383, top5_acc: 0.8656, loss_cls: 1.3895, loss: 1.3895, grad_norm: 9.0828 2021-03-24 02:18:20,041 - mmaction - INFO - Epoch [42][60/1345] lr: 1.000e-04, eta: 2:13:53, time: 0.640, data_time: 0.001, memory: 7067, top1_acc: 0.6234, top5_acc: 0.8523, loss_cls: 1.4388, loss: 1.4388, grad_norm: 9.1949 2021-03-24 02:18:32,780 - mmaction - INFO - Epoch [42][80/1345] lr: 1.000e-04, eta: 2:13:40, time: 0.638, data_time: 0.003, memory: 7067, top1_acc: 0.6266, top5_acc: 0.8617, loss_cls: 1.4416, loss: 1.4416, grad_norm: 9.5327 2021-03-24 02:18:46,194 - mmaction - INFO - Epoch [42][100/1345] lr: 1.000e-04, eta: 2:13:27, time: 0.669, data_time: 0.001, memory: 7067, top1_acc: 0.6016, top5_acc: 0.8398, loss_cls: 1.5378, loss: 1.5378, grad_norm: 9.3187 2021-03-24 02:18:59,297 - mmaction - INFO - Epoch [42][120/1345] lr: 1.000e-04, eta: 2:13:13, time: 0.654, data_time: 0.003, memory: 7067, top1_acc: 0.6062, top5_acc: 0.8414, loss_cls: 1.5449, loss: 1.5449, grad_norm: 9.6820 2021-03-24 02:19:12,471 - mmaction - INFO - Epoch [42][140/1345] lr: 1.000e-04, eta: 2:13:00, time: 0.658, data_time: 0.003, memory: 7067, top1_acc: 0.6094, top5_acc: 0.8336, loss_cls: 1.5134, loss: 1.5134, grad_norm: 9.3505 2021-03-24 02:19:25,769 - mmaction - INFO - Epoch [42][160/1345] lr: 1.000e-04, eta: 2:12:46, time: 0.664, data_time: 0.004, memory: 7067, top1_acc: 0.6312, top5_acc: 0.8492, loss_cls: 1.4693, loss: 1.4693, grad_norm: 9.3498 2021-03-24 02:19:39,146 - mmaction - INFO - Epoch [42][180/1345] lr: 1.000e-04, eta: 2:12:33, time: 0.664, data_time: 0.006, memory: 7067, top1_acc: 0.6258, top5_acc: 0.8531, loss_cls: 1.4424, loss: 1.4424, grad_norm: 9.3322 2021-03-24 02:19:51,946 - mmaction - INFO - Epoch [42][200/1345] lr: 1.000e-04, eta: 2:12:20, time: 0.647, data_time: 0.010, memory: 7067, top1_acc: 0.6430, top5_acc: 0.8594, loss_cls: 1.4433, loss: 1.4433, grad_norm: 9.0771 2021-03-24 02:20:05,599 - mmaction - INFO - Epoch [42][220/1345] lr: 1.000e-04, eta: 2:12:06, time: 0.684, data_time: 0.002, memory: 7067, top1_acc: 0.6383, top5_acc: 0.8617, loss_cls: 1.4298, loss: 1.4298, grad_norm: 9.3607 2021-03-24 02:20:19,044 - mmaction - INFO - Epoch [42][240/1345] lr: 1.000e-04, eta: 2:11:53, time: 0.669, data_time: 0.001, memory: 7067, top1_acc: 0.6250, top5_acc: 0.8594, loss_cls: 1.4232, loss: 1.4232, grad_norm: 9.4938 2021-03-24 02:20:32,347 - mmaction - INFO - Epoch [42][260/1345] lr: 1.000e-04, eta: 2:11:40, time: 0.661, data_time: 0.004, memory: 7067, top1_acc: 0.6312, top5_acc: 0.8391, loss_cls: 1.5101, loss: 1.5101, grad_norm: 9.3901 2021-03-24 02:20:45,498 - mmaction - INFO - Epoch [42][280/1345] lr: 1.000e-04, eta: 2:11:26, time: 0.665, data_time: 0.009, memory: 7067, top1_acc: 0.6266, top5_acc: 0.8539, loss_cls: 1.4111, loss: 1.4111, grad_norm: 9.1074 2021-03-24 02:20:59,184 - mmaction - INFO - Epoch [42][300/1345] lr: 1.000e-04, eta: 2:11:13, time: 0.684, data_time: 0.001, memory: 7067, top1_acc: 0.6422, top5_acc: 0.8438, loss_cls: 1.4311, loss: 1.4311, grad_norm: 8.8868 2021-03-24 02:21:12,098 - mmaction - INFO - Epoch [42][320/1345] lr: 1.000e-04, eta: 2:11:00, time: 0.639, data_time: 0.004, memory: 7067, top1_acc: 0.6172, top5_acc: 0.8508, loss_cls: 1.4898, loss: 1.4898, grad_norm: 9.4456 2021-03-24 02:21:25,538 - mmaction - INFO - Epoch [42][340/1345] lr: 1.000e-04, eta: 2:10:46, time: 0.677, data_time: 0.009, memory: 7067, top1_acc: 0.6242, top5_acc: 0.8578, loss_cls: 1.4347, loss: 1.4347, grad_norm: 9.0953 2021-03-24 02:21:38,799 - mmaction - INFO - Epoch [42][360/1345] lr: 1.000e-04, eta: 2:10:33, time: 0.661, data_time: 0.003, memory: 7067, top1_acc: 0.6266, top5_acc: 0.8422, loss_cls: 1.4949, loss: 1.4949, grad_norm: 9.3446 2021-03-24 02:21:52,033 - mmaction - INFO - Epoch [42][380/1345] lr: 1.000e-04, eta: 2:10:20, time: 0.664, data_time: 0.005, memory: 7067, top1_acc: 0.6383, top5_acc: 0.8516, loss_cls: 1.4342, loss: 1.4342, grad_norm: 9.2122 2021-03-24 02:22:05,327 - mmaction - INFO - Epoch [42][400/1345] lr: 1.000e-04, eta: 2:10:06, time: 0.664, data_time: 0.004, memory: 7067, top1_acc: 0.6383, top5_acc: 0.8578, loss_cls: 1.4173, loss: 1.4173, grad_norm: 8.9390 2021-03-24 02:22:18,376 - mmaction - INFO - Epoch [42][420/1345] lr: 1.000e-04, eta: 2:09:53, time: 0.649, data_time: 0.007, memory: 7067, top1_acc: 0.6391, top5_acc: 0.8477, loss_cls: 1.4501, loss: 1.4501, grad_norm: 9.3994 2021-03-24 02:22:31,395 - mmaction - INFO - Epoch [42][440/1345] lr: 1.000e-04, eta: 2:09:39, time: 0.654, data_time: 0.007, memory: 7067, top1_acc: 0.6281, top5_acc: 0.8555, loss_cls: 1.4885, loss: 1.4885, grad_norm: 9.4472 2021-03-24 02:22:44,907 - mmaction - INFO - Epoch [42][460/1345] lr: 1.000e-04, eta: 2:09:26, time: 0.678, data_time: 0.004, memory: 7067, top1_acc: 0.6195, top5_acc: 0.8242, loss_cls: 1.5194, loss: 1.5194, grad_norm: 9.5627 2021-03-24 02:22:57,939 - mmaction - INFO - Epoch [42][480/1345] lr: 1.000e-04, eta: 2:09:13, time: 0.649, data_time: 0.002, memory: 7067, top1_acc: 0.6281, top5_acc: 0.8594, loss_cls: 1.4678, loss: 1.4678, grad_norm: 9.4477 2021-03-24 02:23:10,807 - mmaction - INFO - Epoch [42][500/1345] lr: 1.000e-04, eta: 2:08:59, time: 0.647, data_time: 0.005, memory: 7067, top1_acc: 0.5945, top5_acc: 0.8359, loss_cls: 1.5695, loss: 1.5695, grad_norm: 9.7944 2021-03-24 02:23:24,048 - mmaction - INFO - Epoch [42][520/1345] lr: 1.000e-04, eta: 2:08:46, time: 0.661, data_time: 0.001, memory: 7067, top1_acc: 0.6227, top5_acc: 0.8562, loss_cls: 1.4501, loss: 1.4501, grad_norm: 9.4971 2021-03-24 02:23:37,245 - mmaction - INFO - Epoch [42][540/1345] lr: 1.000e-04, eta: 2:08:33, time: 0.658, data_time: 0.002, memory: 7067, top1_acc: 0.5938, top5_acc: 0.8391, loss_cls: 1.5696, loss: 1.5696, grad_norm: 9.7093 2021-03-24 02:23:50,190 - mmaction - INFO - Epoch [42][560/1345] lr: 1.000e-04, eta: 2:08:19, time: 0.651, data_time: 0.005, memory: 7067, top1_acc: 0.6312, top5_acc: 0.8508, loss_cls: 1.4482, loss: 1.4482, grad_norm: 9.1218 2021-03-24 02:24:03,320 - mmaction - INFO - Epoch [42][580/1345] lr: 1.000e-04, eta: 2:08:06, time: 0.655, data_time: 0.001, memory: 7067, top1_acc: 0.6352, top5_acc: 0.8469, loss_cls: 1.4388, loss: 1.4388, grad_norm: 9.2166 2021-03-24 02:24:16,437 - mmaction - INFO - Epoch [42][600/1345] lr: 1.000e-04, eta: 2:07:52, time: 0.651, data_time: 0.002, memory: 7067, top1_acc: 0.6188, top5_acc: 0.8555, loss_cls: 1.4748, loss: 1.4748, grad_norm: 9.5637 2021-03-24 02:24:29,157 - mmaction - INFO - Epoch [42][620/1345] lr: 1.000e-04, eta: 2:07:39, time: 0.640, data_time: 0.007, memory: 7067, top1_acc: 0.6344, top5_acc: 0.8336, loss_cls: 1.5001, loss: 1.5001, grad_norm: 9.5143 2021-03-24 02:24:42,362 - mmaction - INFO - Epoch [42][640/1345] lr: 1.000e-04, eta: 2:07:26, time: 0.661, data_time: 0.003, memory: 7067, top1_acc: 0.6383, top5_acc: 0.8445, loss_cls: 1.4552, loss: 1.4552, grad_norm: 9.3490 2021-03-24 02:24:55,306 - mmaction - INFO - Epoch [42][660/1345] lr: 1.000e-04, eta: 2:07:12, time: 0.646, data_time: 0.003, memory: 7067, top1_acc: 0.6273, top5_acc: 0.8406, loss_cls: 1.4723, loss: 1.4723, grad_norm: 9.4556 2021-03-24 02:25:08,448 - mmaction - INFO - Epoch [42][680/1345] lr: 1.000e-04, eta: 2:06:59, time: 0.658, data_time: 0.003, memory: 7067, top1_acc: 0.6352, top5_acc: 0.8414, loss_cls: 1.4581, loss: 1.4581, grad_norm: 9.5122 2021-03-24 02:25:21,730 - mmaction - INFO - Epoch [42][700/1345] lr: 1.000e-04, eta: 2:06:45, time: 0.665, data_time: 0.002, memory: 7067, top1_acc: 0.6227, top5_acc: 0.8328, loss_cls: 1.5023, loss: 1.5023, grad_norm: 9.3354 2021-03-24 02:25:35,231 - mmaction - INFO - Epoch [42][720/1345] lr: 1.000e-04, eta: 2:06:32, time: 0.671, data_time: 0.000, memory: 7067, top1_acc: 0.6156, top5_acc: 0.8367, loss_cls: 1.5289, loss: 1.5289, grad_norm: 9.5015 2021-03-24 02:25:48,615 - mmaction - INFO - Epoch [42][740/1345] lr: 1.000e-04, eta: 2:06:19, time: 0.672, data_time: 0.006, memory: 7067, top1_acc: 0.6305, top5_acc: 0.8500, loss_cls: 1.5025, loss: 1.5025, grad_norm: 9.4555 2021-03-24 02:26:01,417 - mmaction - INFO - Epoch [42][760/1345] lr: 1.000e-04, eta: 2:06:05, time: 0.638, data_time: 0.001, memory: 7067, top1_acc: 0.6289, top5_acc: 0.8406, loss_cls: 1.4753, loss: 1.4753, grad_norm: 9.2834 2021-03-24 02:26:14,664 - mmaction - INFO - Epoch [42][780/1345] lr: 1.000e-04, eta: 2:05:52, time: 0.665, data_time: 0.004, memory: 7067, top1_acc: 0.6250, top5_acc: 0.8508, loss_cls: 1.4603, loss: 1.4603, grad_norm: 9.5515 2021-03-24 02:26:28,077 - mmaction - INFO - Epoch [42][800/1345] lr: 1.000e-04, eta: 2:05:39, time: 0.670, data_time: 0.001, memory: 7067, top1_acc: 0.6055, top5_acc: 0.8344, loss_cls: 1.5817, loss: 1.5817, grad_norm: 9.5604 2021-03-24 02:26:41,270 - mmaction - INFO - Epoch [42][820/1345] lr: 1.000e-04, eta: 2:05:25, time: 0.657, data_time: 0.001, memory: 7067, top1_acc: 0.6156, top5_acc: 0.8250, loss_cls: 1.5290, loss: 1.5290, grad_norm: 9.4593 2021-03-24 02:26:54,445 - mmaction - INFO - Epoch [42][840/1345] lr: 1.000e-04, eta: 2:05:12, time: 0.653, data_time: 0.006, memory: 7067, top1_acc: 0.6281, top5_acc: 0.8445, loss_cls: 1.4536, loss: 1.4536, grad_norm: 9.2577 2021-03-24 02:27:07,566 - mmaction - INFO - Epoch [42][860/1345] lr: 1.000e-04, eta: 2:04:58, time: 0.658, data_time: 0.010, memory: 7067, top1_acc: 0.6125, top5_acc: 0.8547, loss_cls: 1.4748, loss: 1.4748, grad_norm: 9.5920 2021-03-24 02:27:20,450 - mmaction - INFO - Epoch [42][880/1345] lr: 1.000e-04, eta: 2:04:45, time: 0.651, data_time: 0.009, memory: 7067, top1_acc: 0.6297, top5_acc: 0.8625, loss_cls: 1.4163, loss: 1.4163, grad_norm: 9.4990 2021-03-24 02:27:33,095 - mmaction - INFO - Epoch [42][900/1345] lr: 1.000e-04, eta: 2:04:32, time: 0.631, data_time: 0.001, memory: 7067, top1_acc: 0.6195, top5_acc: 0.8586, loss_cls: 1.4391, loss: 1.4391, grad_norm: 9.1785 2021-03-24 02:27:46,327 - mmaction - INFO - Epoch [42][920/1345] lr: 1.000e-04, eta: 2:04:18, time: 0.662, data_time: 0.002, memory: 7067, top1_acc: 0.6156, top5_acc: 0.8500, loss_cls: 1.4864, loss: 1.4864, grad_norm: 9.4540 2021-03-24 02:27:59,140 - mmaction - INFO - Epoch [42][940/1345] lr: 1.000e-04, eta: 2:04:05, time: 0.640, data_time: 0.001, memory: 7067, top1_acc: 0.6008, top5_acc: 0.8461, loss_cls: 1.5186, loss: 1.5186, grad_norm: 9.6222 2021-03-24 02:28:12,133 - mmaction - INFO - Epoch [42][960/1345] lr: 1.000e-04, eta: 2:03:51, time: 0.650, data_time: 0.006, memory: 7067, top1_acc: 0.6281, top5_acc: 0.8555, loss_cls: 1.4503, loss: 1.4503, grad_norm: 9.5420 2021-03-24 02:28:25,107 - mmaction - INFO - Epoch [42][980/1345] lr: 1.000e-04, eta: 2:03:38, time: 0.650, data_time: 0.001, memory: 7067, top1_acc: 0.6078, top5_acc: 0.8523, loss_cls: 1.4661, loss: 1.4661, grad_norm: 9.2312 2021-03-24 02:28:38,389 - mmaction - INFO - Epoch [42][1000/1345] lr: 1.000e-04, eta: 2:03:25, time: 0.660, data_time: 0.001, memory: 7067, top1_acc: 0.6312, top5_acc: 0.8430, loss_cls: 1.4389, loss: 1.4389, grad_norm: 9.2563 2021-03-24 02:28:51,277 - mmaction - INFO - Epoch [42][1020/1345] lr: 1.000e-04, eta: 2:03:11, time: 0.645, data_time: 0.005, memory: 7067, top1_acc: 0.6312, top5_acc: 0.8344, loss_cls: 1.5072, loss: 1.5072, grad_norm: 9.5142 2021-03-24 02:29:04,863 - mmaction - INFO - Epoch [42][1040/1345] lr: 1.000e-04, eta: 2:02:58, time: 0.682, data_time: 0.004, memory: 7067, top1_acc: 0.6484, top5_acc: 0.8625, loss_cls: 1.4039, loss: 1.4039, grad_norm: 9.0760 2021-03-24 02:29:18,282 - mmaction - INFO - Epoch [42][1060/1345] lr: 1.000e-04, eta: 2:02:45, time: 0.669, data_time: 0.001, memory: 7067, top1_acc: 0.6250, top5_acc: 0.8539, loss_cls: 1.4407, loss: 1.4407, grad_norm: 9.1457 2021-03-24 02:29:31,744 - mmaction - INFO - Epoch [42][1080/1345] lr: 1.000e-04, eta: 2:02:31, time: 0.676, data_time: 0.003, memory: 7067, top1_acc: 0.6219, top5_acc: 0.8438, loss_cls: 1.4510, loss: 1.4510, grad_norm: 9.3898 2021-03-24 02:29:44,738 - mmaction - INFO - Epoch [42][1100/1345] lr: 1.000e-04, eta: 2:02:18, time: 0.649, data_time: 0.000, memory: 7067, top1_acc: 0.6297, top5_acc: 0.8492, loss_cls: 1.4269, loss: 1.4269, grad_norm: 9.3312 2021-03-24 02:29:58,097 - mmaction - INFO - Epoch [42][1120/1345] lr: 1.000e-04, eta: 2:02:05, time: 0.666, data_time: 0.001, memory: 7067, top1_acc: 0.6328, top5_acc: 0.8508, loss_cls: 1.4006, loss: 1.4006, grad_norm: 9.4187 2021-03-24 02:30:10,941 - mmaction - INFO - Epoch [42][1140/1345] lr: 1.000e-04, eta: 2:01:51, time: 0.644, data_time: 0.004, memory: 7067, top1_acc: 0.6258, top5_acc: 0.8648, loss_cls: 1.4730, loss: 1.4730, grad_norm: 9.5459 2021-03-24 02:30:24,323 - mmaction - INFO - Epoch [42][1160/1345] lr: 1.000e-04, eta: 2:01:38, time: 0.670, data_time: 0.002, memory: 7067, top1_acc: 0.6156, top5_acc: 0.8422, loss_cls: 1.4736, loss: 1.4736, grad_norm: 9.5280 2021-03-24 02:30:37,362 - mmaction - INFO - Epoch [42][1180/1345] lr: 1.000e-04, eta: 2:01:24, time: 0.652, data_time: 0.001, memory: 7067, top1_acc: 0.6203, top5_acc: 0.8609, loss_cls: 1.4251, loss: 1.4251, grad_norm: 9.3924 2021-03-24 02:30:50,325 - mmaction - INFO - Epoch [42][1200/1345] lr: 1.000e-04, eta: 2:01:11, time: 0.648, data_time: 0.003, memory: 7067, top1_acc: 0.6336, top5_acc: 0.8633, loss_cls: 1.4249, loss: 1.4249, grad_norm: 9.3421 2021-03-24 02:31:03,613 - mmaction - INFO - Epoch [42][1220/1345] lr: 1.000e-04, eta: 2:00:58, time: 0.665, data_time: 0.003, memory: 7067, top1_acc: 0.6156, top5_acc: 0.8438, loss_cls: 1.5220, loss: 1.5220, grad_norm: 9.7208 2021-03-24 02:31:16,691 - mmaction - INFO - Epoch [42][1240/1345] lr: 1.000e-04, eta: 2:00:44, time: 0.646, data_time: 0.001, memory: 7067, top1_acc: 0.6039, top5_acc: 0.8539, loss_cls: 1.4534, loss: 1.4534, grad_norm: 9.4816 2021-03-24 02:31:29,887 - mmaction - INFO - Epoch [42][1260/1345] lr: 1.000e-04, eta: 2:00:31, time: 0.667, data_time: 0.009, memory: 7067, top1_acc: 0.6375, top5_acc: 0.8516, loss_cls: 1.4490, loss: 1.4490, grad_norm: 9.2630 2021-03-24 02:31:43,109 - mmaction - INFO - Epoch [42][1280/1345] lr: 1.000e-04, eta: 2:00:17, time: 0.650, data_time: 0.001, memory: 7067, top1_acc: 0.6258, top5_acc: 0.8734, loss_cls: 1.3937, loss: 1.3937, grad_norm: 9.3471 2021-03-24 02:31:56,670 - mmaction - INFO - Epoch [42][1300/1345] lr: 1.000e-04, eta: 2:00:04, time: 0.688, data_time: 0.012, memory: 7067, top1_acc: 0.6461, top5_acc: 0.8398, loss_cls: 1.4395, loss: 1.4395, grad_norm: 9.1059 2021-03-24 02:32:09,876 - mmaction - INFO - Epoch [42][1320/1345] lr: 1.000e-04, eta: 1:59:51, time: 0.662, data_time: 0.002, memory: 7067, top1_acc: 0.6188, top5_acc: 0.8352, loss_cls: 1.5248, loss: 1.5248, grad_norm: 9.8056 2021-03-24 02:32:21,869 - mmaction - INFO - Epoch [42][1340/1345] lr: 1.000e-04, eta: 1:59:37, time: 0.600, data_time: 0.001, memory: 7067, top1_acc: 0.6445, top5_acc: 0.8664, loss_cls: 1.3935, loss: 1.3935, grad_norm: 9.4058 2021-03-24 02:32:24,159 - mmaction - INFO - Saving checkpoint at 42 epochs 2021-03-24 02:33:51,626 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-24 02:33:51,816 - mmaction - INFO - top1_acc 0.4706 top5_acc 0.7670 2021-03-24 02:33:51,816 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-24 02:33:51,827 - mmaction - INFO - mean_acc 0.4290 2021-03-24 02:33:52,220 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_42.pth. 2021-03-24 02:33:52,220 - mmaction - INFO - Best top1_acc is 0.4706 at 42 epoch. 2021-03-24 02:33:52,232 - mmaction - INFO - Epoch(val) [42][1345] top1_acc: 0.4706, top5_acc: 0.7670, mean_class_accuracy: 0.4290 2021-03-24 02:34:22,524 - mmaction - INFO - Epoch [43][20/1345] lr: 1.000e-04, eta: 1:59:23, time: 1.514, data_time: 0.838, memory: 7067, top1_acc: 0.6219, top5_acc: 0.8453, loss_cls: 1.4692, loss: 1.4692, grad_norm: 9.4978 2021-03-24 02:34:35,814 - mmaction - INFO - Epoch [43][40/1345] lr: 1.000e-04, eta: 1:59:10, time: 0.664, data_time: 0.001, memory: 7067, top1_acc: 0.6156, top5_acc: 0.8477, loss_cls: 1.4604, loss: 1.4604, grad_norm: 9.4570 2021-03-24 02:34:49,150 - mmaction - INFO - Epoch [43][60/1345] lr: 1.000e-04, eta: 1:58:57, time: 0.668, data_time: 0.002, memory: 7067, top1_acc: 0.6242, top5_acc: 0.8414, loss_cls: 1.4795, loss: 1.4795, grad_norm: 9.4995 2021-03-24 02:35:02,694 - mmaction - INFO - Epoch [43][80/1345] lr: 1.000e-04, eta: 1:58:43, time: 0.676, data_time: 0.002, memory: 7067, top1_acc: 0.6328, top5_acc: 0.8422, loss_cls: 1.4578, loss: 1.4578, grad_norm: 9.3766 2021-03-24 02:35:16,154 - mmaction - INFO - Epoch [43][100/1345] lr: 1.000e-04, eta: 1:58:30, time: 0.672, data_time: 0.004, memory: 7067, top1_acc: 0.6141, top5_acc: 0.8398, loss_cls: 1.5266, loss: 1.5266, grad_norm: 9.4076 2021-03-24 02:35:29,133 - mmaction - INFO - Epoch [43][120/1345] lr: 1.000e-04, eta: 1:58:16, time: 0.650, data_time: 0.002, memory: 7067, top1_acc: 0.6172, top5_acc: 0.8469, loss_cls: 1.4670, loss: 1.4670, grad_norm: 9.4616 2021-03-24 02:35:42,847 - mmaction - INFO - Epoch [43][140/1345] lr: 1.000e-04, eta: 1:58:03, time: 0.678, data_time: 0.000, memory: 7067, top1_acc: 0.6289, top5_acc: 0.8547, loss_cls: 1.4485, loss: 1.4485, grad_norm: 9.4585 2021-03-24 02:35:56,099 - mmaction - INFO - Epoch [43][160/1345] lr: 1.000e-04, eta: 1:57:50, time: 0.665, data_time: 0.008, memory: 7067, top1_acc: 0.6453, top5_acc: 0.8602, loss_cls: 1.4439, loss: 1.4439, grad_norm: 9.4629 2021-03-24 02:36:08,993 - mmaction - INFO - Epoch [43][180/1345] lr: 1.000e-04, eta: 1:57:36, time: 0.649, data_time: 0.005, memory: 7067, top1_acc: 0.6273, top5_acc: 0.8453, loss_cls: 1.5007, loss: 1.5007, grad_norm: 9.7394 2021-03-24 02:36:21,952 - mmaction - INFO - Epoch [43][200/1345] lr: 1.000e-04, eta: 1:57:23, time: 0.643, data_time: 0.001, memory: 7067, top1_acc: 0.6453, top5_acc: 0.8539, loss_cls: 1.4260, loss: 1.4260, grad_norm: 9.2842 2021-03-24 02:36:35,471 - mmaction - INFO - Epoch [43][220/1345] lr: 1.000e-04, eta: 1:57:10, time: 0.674, data_time: 0.007, memory: 7067, top1_acc: 0.6438, top5_acc: 0.8570, loss_cls: 1.3999, loss: 1.3999, grad_norm: 9.2575 2021-03-24 02:36:48,317 - mmaction - INFO - Epoch [43][240/1345] lr: 1.000e-04, eta: 1:56:56, time: 0.649, data_time: 0.008, memory: 7067, top1_acc: 0.6258, top5_acc: 0.8391, loss_cls: 1.4901, loss: 1.4901, grad_norm: 9.4615 2021-03-24 02:37:01,843 - mmaction - INFO - Epoch [43][260/1345] lr: 1.000e-04, eta: 1:56:43, time: 0.676, data_time: 0.001, memory: 7067, top1_acc: 0.6383, top5_acc: 0.8609, loss_cls: 1.3996, loss: 1.3996, grad_norm: 9.2270 2021-03-24 02:37:15,455 - mmaction - INFO - Epoch [43][280/1345] lr: 1.000e-04, eta: 1:56:30, time: 0.679, data_time: 0.002, memory: 7067, top1_acc: 0.6062, top5_acc: 0.8383, loss_cls: 1.5016, loss: 1.5016, grad_norm: 9.6318 2021-03-24 02:37:28,459 - mmaction - INFO - Epoch [43][300/1345] lr: 1.000e-04, eta: 1:56:16, time: 0.652, data_time: 0.003, memory: 7067, top1_acc: 0.6398, top5_acc: 0.8586, loss_cls: 1.4341, loss: 1.4341, grad_norm: 9.4142 2021-03-24 02:37:41,164 - mmaction - INFO - Epoch [43][320/1345] lr: 1.000e-04, eta: 1:56:03, time: 0.636, data_time: 0.007, memory: 7067, top1_acc: 0.6461, top5_acc: 0.8648, loss_cls: 1.3748, loss: 1.3748, grad_norm: 9.3581 2021-03-24 02:37:54,472 - mmaction - INFO - Epoch [43][340/1345] lr: 1.000e-04, eta: 1:55:49, time: 0.665, data_time: 0.002, memory: 7067, top1_acc: 0.6172, top5_acc: 0.8570, loss_cls: 1.4665, loss: 1.4665, grad_norm: 9.4357 2021-03-24 02:38:07,419 - mmaction - INFO - Epoch [43][360/1345] lr: 1.000e-04, eta: 1:55:36, time: 0.648, data_time: 0.001, memory: 7067, top1_acc: 0.6367, top5_acc: 0.8773, loss_cls: 1.3569, loss: 1.3569, grad_norm: 9.3630 2021-03-24 02:38:20,072 - mmaction - INFO - Epoch [43][380/1345] lr: 1.000e-04, eta: 1:55:23, time: 0.631, data_time: 0.006, memory: 7067, top1_acc: 0.6109, top5_acc: 0.8305, loss_cls: 1.5501, loss: 1.5501, grad_norm: 9.6622 2021-03-24 02:38:33,210 - mmaction - INFO - Epoch [43][400/1345] lr: 1.000e-04, eta: 1:55:09, time: 0.658, data_time: 0.003, memory: 7067, top1_acc: 0.6367, top5_acc: 0.8586, loss_cls: 1.4240, loss: 1.4240, grad_norm: 9.5333 2021-03-24 02:38:46,724 - mmaction - INFO - Epoch [43][420/1345] lr: 1.000e-04, eta: 1:54:56, time: 0.676, data_time: 0.001, memory: 7067, top1_acc: 0.6430, top5_acc: 0.8617, loss_cls: 1.4059, loss: 1.4059, grad_norm: 9.2445 2021-03-24 02:38:59,630 - mmaction - INFO - Epoch [43][440/1345] lr: 1.000e-04, eta: 1:54:43, time: 0.642, data_time: 0.001, memory: 7067, top1_acc: 0.6344, top5_acc: 0.8602, loss_cls: 1.4072, loss: 1.4072, grad_norm: 9.3878 2021-03-24 02:39:12,829 - mmaction - INFO - Epoch [43][460/1345] lr: 1.000e-04, eta: 1:54:29, time: 0.660, data_time: 0.004, memory: 7067, top1_acc: 0.6422, top5_acc: 0.8516, loss_cls: 1.4065, loss: 1.4065, grad_norm: 9.2108 2021-03-24 02:39:26,023 - mmaction - INFO - Epoch [43][480/1345] lr: 1.000e-04, eta: 1:54:16, time: 0.661, data_time: 0.006, memory: 7067, top1_acc: 0.6289, top5_acc: 0.8500, loss_cls: 1.4412, loss: 1.4412, grad_norm: 9.6094 2021-03-24 02:39:38,942 - mmaction - INFO - Epoch [43][500/1345] lr: 1.000e-04, eta: 1:54:02, time: 0.646, data_time: 0.003, memory: 7067, top1_acc: 0.6055, top5_acc: 0.8641, loss_cls: 1.4692, loss: 1.4692, grad_norm: 9.6860 2021-03-24 02:39:51,860 - mmaction - INFO - Epoch [43][520/1345] lr: 1.000e-04, eta: 1:53:49, time: 0.642, data_time: 0.004, memory: 7067, top1_acc: 0.6438, top5_acc: 0.8594, loss_cls: 1.4038, loss: 1.4038, grad_norm: 8.9706 2021-03-24 02:40:04,781 - mmaction - INFO - Epoch [43][540/1345] lr: 1.000e-04, eta: 1:53:36, time: 0.651, data_time: 0.007, memory: 7067, top1_acc: 0.6375, top5_acc: 0.8602, loss_cls: 1.4298, loss: 1.4298, grad_norm: 9.3307 2021-03-24 02:40:17,990 - mmaction - INFO - Epoch [43][560/1345] lr: 1.000e-04, eta: 1:53:22, time: 0.660, data_time: 0.002, memory: 7067, top1_acc: 0.6297, top5_acc: 0.8570, loss_cls: 1.4465, loss: 1.4465, grad_norm: 9.4420 2021-03-24 02:40:31,049 - mmaction - INFO - Epoch [43][580/1345] lr: 1.000e-04, eta: 1:53:09, time: 0.654, data_time: 0.002, memory: 7067, top1_acc: 0.6312, top5_acc: 0.8461, loss_cls: 1.4476, loss: 1.4476, grad_norm: 9.6161 2021-03-24 02:40:44,415 - mmaction - INFO - Epoch [43][600/1345] lr: 1.000e-04, eta: 1:52:55, time: 0.656, data_time: 0.001, memory: 7067, top1_acc: 0.6344, top5_acc: 0.8633, loss_cls: 1.4388, loss: 1.4388, grad_norm: 9.1011 2021-03-24 02:40:57,293 - mmaction - INFO - Epoch [43][620/1345] lr: 1.000e-04, eta: 1:52:42, time: 0.654, data_time: 0.013, memory: 7067, top1_acc: 0.5828, top5_acc: 0.8305, loss_cls: 1.5696, loss: 1.5696, grad_norm: 9.8154 2021-03-24 02:41:10,903 - mmaction - INFO - Epoch [43][640/1345] lr: 1.000e-04, eta: 1:52:29, time: 0.676, data_time: 0.002, memory: 7067, top1_acc: 0.6008, top5_acc: 0.8484, loss_cls: 1.5166, loss: 1.5166, grad_norm: 9.7816 2021-03-24 02:41:24,050 - mmaction - INFO - Epoch [43][660/1345] lr: 1.000e-04, eta: 1:52:15, time: 0.663, data_time: 0.007, memory: 7067, top1_acc: 0.6477, top5_acc: 0.8625, loss_cls: 1.4202, loss: 1.4202, grad_norm: 9.0833 2021-03-24 02:41:36,557 - mmaction - INFO - Epoch [43][680/1345] lr: 1.000e-04, eta: 1:52:02, time: 0.624, data_time: 0.002, memory: 7067, top1_acc: 0.6188, top5_acc: 0.8562, loss_cls: 1.4509, loss: 1.4509, grad_norm: 9.3857 2021-03-24 02:41:50,065 - mmaction - INFO - Epoch [43][700/1345] lr: 1.000e-04, eta: 1:51:49, time: 0.676, data_time: 0.002, memory: 7067, top1_acc: 0.6523, top5_acc: 0.8664, loss_cls: 1.3413, loss: 1.3413, grad_norm: 9.4389 2021-03-24 02:42:03,113 - mmaction - INFO - Epoch [43][720/1345] lr: 1.000e-04, eta: 1:51:35, time: 0.642, data_time: 0.003, memory: 7067, top1_acc: 0.6297, top5_acc: 0.8570, loss_cls: 1.4702, loss: 1.4702, grad_norm: 9.5205 2021-03-24 02:42:17,055 - mmaction - INFO - Epoch [43][740/1345] lr: 1.000e-04, eta: 1:51:22, time: 0.708, data_time: 0.012, memory: 7067, top1_acc: 0.6242, top5_acc: 0.8539, loss_cls: 1.4617, loss: 1.4617, grad_norm: 9.5204 2021-03-24 02:42:29,581 - mmaction - INFO - Epoch [43][760/1345] lr: 1.000e-04, eta: 1:51:08, time: 0.627, data_time: 0.003, memory: 7067, top1_acc: 0.6367, top5_acc: 0.8438, loss_cls: 1.4534, loss: 1.4534, grad_norm: 9.6005 2021-03-24 02:42:43,177 - mmaction - INFO - Epoch [43][780/1345] lr: 1.000e-04, eta: 1:50:55, time: 0.672, data_time: 0.004, memory: 7067, top1_acc: 0.6445, top5_acc: 0.8562, loss_cls: 1.4093, loss: 1.4093, grad_norm: 9.1147 2021-03-24 02:42:56,547 - mmaction - INFO - Epoch [43][800/1345] lr: 1.000e-04, eta: 1:50:42, time: 0.676, data_time: 0.008, memory: 7067, top1_acc: 0.6164, top5_acc: 0.8438, loss_cls: 1.5187, loss: 1.5187, grad_norm: 9.5829 2021-03-24 02:43:09,692 - mmaction - INFO - Epoch [43][820/1345] lr: 1.000e-04, eta: 1:50:28, time: 0.657, data_time: 0.001, memory: 7067, top1_acc: 0.6117, top5_acc: 0.8359, loss_cls: 1.4854, loss: 1.4854, grad_norm: 9.5331 2021-03-24 02:43:22,780 - mmaction - INFO - Epoch [43][840/1345] lr: 1.000e-04, eta: 1:50:15, time: 0.654, data_time: 0.003, memory: 7067, top1_acc: 0.6508, top5_acc: 0.8562, loss_cls: 1.4140, loss: 1.4140, grad_norm: 9.1016 2021-03-24 02:43:36,013 - mmaction - INFO - Epoch [43][860/1345] lr: 1.000e-04, eta: 1:50:02, time: 0.662, data_time: 0.002, memory: 7067, top1_acc: 0.6289, top5_acc: 0.8555, loss_cls: 1.4514, loss: 1.4514, grad_norm: 9.5280 2021-03-24 02:43:49,427 - mmaction - INFO - Epoch [43][880/1345] lr: 1.000e-04, eta: 1:49:48, time: 0.670, data_time: 0.001, memory: 7067, top1_acc: 0.6281, top5_acc: 0.8602, loss_cls: 1.4296, loss: 1.4296, grad_norm: 9.4080 2021-03-24 02:44:02,882 - mmaction - INFO - Epoch [43][900/1345] lr: 1.000e-04, eta: 1:49:35, time: 0.674, data_time: 0.003, memory: 7067, top1_acc: 0.6227, top5_acc: 0.8453, loss_cls: 1.5183, loss: 1.5183, grad_norm: 9.7693 2021-03-24 02:44:15,704 - mmaction - INFO - Epoch [43][920/1345] lr: 1.000e-04, eta: 1:49:22, time: 0.642, data_time: 0.001, memory: 7067, top1_acc: 0.6406, top5_acc: 0.8477, loss_cls: 1.4415, loss: 1.4415, grad_norm: 9.2904 2021-03-24 02:44:28,771 - mmaction - INFO - Epoch [43][940/1345] lr: 1.000e-04, eta: 1:49:08, time: 0.650, data_time: 0.001, memory: 7067, top1_acc: 0.6086, top5_acc: 0.8398, loss_cls: 1.5361, loss: 1.5361, grad_norm: 9.8986 2021-03-24 02:44:42,025 - mmaction - INFO - Epoch [43][960/1345] lr: 1.000e-04, eta: 1:48:55, time: 0.666, data_time: 0.004, memory: 7067, top1_acc: 0.6055, top5_acc: 0.8359, loss_cls: 1.4700, loss: 1.4700, grad_norm: 9.3575 2021-03-24 02:44:55,010 - mmaction - INFO - Epoch [43][980/1345] lr: 1.000e-04, eta: 1:48:42, time: 0.649, data_time: 0.001, memory: 7067, top1_acc: 0.6352, top5_acc: 0.8641, loss_cls: 1.4169, loss: 1.4169, grad_norm: 9.2668 2021-03-24 02:45:08,112 - mmaction - INFO - Epoch [43][1000/1345] lr: 1.000e-04, eta: 1:48:28, time: 0.654, data_time: 0.002, memory: 7067, top1_acc: 0.6336, top5_acc: 0.8547, loss_cls: 1.4309, loss: 1.4309, grad_norm: 9.4426 2021-03-24 02:45:21,439 - mmaction - INFO - Epoch [43][1020/1345] lr: 1.000e-04, eta: 1:48:15, time: 0.666, data_time: 0.002, memory: 7067, top1_acc: 0.6102, top5_acc: 0.8469, loss_cls: 1.5106, loss: 1.5106, grad_norm: 9.6282 2021-03-24 02:45:34,508 - mmaction - INFO - Epoch [43][1040/1345] lr: 1.000e-04, eta: 1:48:01, time: 0.654, data_time: 0.008, memory: 7067, top1_acc: 0.6398, top5_acc: 0.8641, loss_cls: 1.4059, loss: 1.4059, grad_norm: 9.3123 2021-03-24 02:45:47,369 - mmaction - INFO - Epoch [43][1060/1345] lr: 1.000e-04, eta: 1:47:48, time: 0.644, data_time: 0.002, memory: 7067, top1_acc: 0.6453, top5_acc: 0.8570, loss_cls: 1.4154, loss: 1.4154, grad_norm: 9.3744 2021-03-24 02:46:00,737 - mmaction - INFO - Epoch [43][1080/1345] lr: 1.000e-04, eta: 1:47:35, time: 0.669, data_time: 0.004, memory: 7067, top1_acc: 0.6195, top5_acc: 0.8508, loss_cls: 1.4516, loss: 1.4516, grad_norm: 9.4903 2021-03-24 02:46:13,633 - mmaction - INFO - Epoch [43][1100/1345] lr: 1.000e-04, eta: 1:47:21, time: 0.643, data_time: 0.002, memory: 7067, top1_acc: 0.6094, top5_acc: 0.8531, loss_cls: 1.4830, loss: 1.4830, grad_norm: 9.7791 2021-03-24 02:46:27,010 - mmaction - INFO - Epoch [43][1120/1345] lr: 1.000e-04, eta: 1:47:08, time: 0.665, data_time: 0.002, memory: 7067, top1_acc: 0.6047, top5_acc: 0.8445, loss_cls: 1.4821, loss: 1.4821, grad_norm: 9.4944 2021-03-24 02:46:40,117 - mmaction - INFO - Epoch [43][1140/1345] lr: 1.000e-04, eta: 1:46:55, time: 0.659, data_time: 0.007, memory: 7067, top1_acc: 0.6172, top5_acc: 0.8383, loss_cls: 1.5133, loss: 1.5133, grad_norm: 9.7795 2021-03-24 02:46:53,278 - mmaction - INFO - Epoch [43][1160/1345] lr: 1.000e-04, eta: 1:46:41, time: 0.659, data_time: 0.009, memory: 7067, top1_acc: 0.6312, top5_acc: 0.8562, loss_cls: 1.4690, loss: 1.4690, grad_norm: 9.7163 2021-03-24 02:47:06,469 - mmaction - INFO - Epoch [43][1180/1345] lr: 1.000e-04, eta: 1:46:28, time: 0.659, data_time: 0.003, memory: 7067, top1_acc: 0.6266, top5_acc: 0.8578, loss_cls: 1.4184, loss: 1.4184, grad_norm: 9.3741 2021-03-24 02:47:19,893 - mmaction - INFO - Epoch [43][1200/1345] lr: 1.000e-04, eta: 1:46:15, time: 0.670, data_time: 0.002, memory: 7067, top1_acc: 0.6219, top5_acc: 0.8383, loss_cls: 1.4925, loss: 1.4925, grad_norm: 9.5063 2021-03-24 02:47:32,821 - mmaction - INFO - Epoch [43][1220/1345] lr: 1.000e-04, eta: 1:46:01, time: 0.648, data_time: 0.002, memory: 7067, top1_acc: 0.6453, top5_acc: 0.8508, loss_cls: 1.4086, loss: 1.4086, grad_norm: 9.1935 2021-03-24 02:47:46,341 - mmaction - INFO - Epoch [43][1240/1345] lr: 1.000e-04, eta: 1:45:48, time: 0.674, data_time: 0.001, memory: 7067, top1_acc: 0.6320, top5_acc: 0.8648, loss_cls: 1.4031, loss: 1.4031, grad_norm: 9.3710 2021-03-24 02:47:59,097 - mmaction - INFO - Epoch [43][1260/1345] lr: 1.000e-04, eta: 1:45:34, time: 0.639, data_time: 0.002, memory: 7067, top1_acc: 0.6352, top5_acc: 0.8555, loss_cls: 1.4397, loss: 1.4397, grad_norm: 9.3677 2021-03-24 02:48:12,234 - mmaction - INFO - Epoch [43][1280/1345] lr: 1.000e-04, eta: 1:45:21, time: 0.657, data_time: 0.002, memory: 7067, top1_acc: 0.6094, top5_acc: 0.8477, loss_cls: 1.4868, loss: 1.4868, grad_norm: 9.7957 2021-03-24 02:48:25,255 - mmaction - INFO - Epoch [43][1300/1345] lr: 1.000e-04, eta: 1:45:08, time: 0.650, data_time: 0.002, memory: 7067, top1_acc: 0.6297, top5_acc: 0.8477, loss_cls: 1.4358, loss: 1.4358, grad_norm: 9.5148 2021-03-24 02:48:38,453 - mmaction - INFO - Epoch [43][1320/1345] lr: 1.000e-04, eta: 1:44:54, time: 0.658, data_time: 0.002, memory: 7067, top1_acc: 0.6188, top5_acc: 0.8516, loss_cls: 1.5095, loss: 1.5095, grad_norm: 9.6965 2021-03-24 02:48:50,008 - mmaction - INFO - Epoch [43][1340/1345] lr: 1.000e-04, eta: 1:44:41, time: 0.582, data_time: 0.004, memory: 7067, top1_acc: 0.6523, top5_acc: 0.8664, loss_cls: 1.3692, loss: 1.3692, grad_norm: 9.1389 2021-03-24 02:48:52,440 - mmaction - INFO - Saving checkpoint at 43 epochs 2021-03-24 02:49:23,911 - mmaction - INFO - Epoch [44][20/1345] lr: 1.000e-04, eta: 1:44:26, time: 1.552, data_time: 0.837, memory: 7067, top1_acc: 0.6531, top5_acc: 0.8594, loss_cls: 1.3790, loss: 1.3790, grad_norm: 9.4519 2021-03-24 02:49:36,928 - mmaction - INFO - Epoch [44][40/1345] lr: 1.000e-04, eta: 1:44:13, time: 0.651, data_time: 0.001, memory: 7067, top1_acc: 0.6234, top5_acc: 0.8438, loss_cls: 1.4905, loss: 1.4905, grad_norm: 9.5072 2021-03-24 02:49:50,662 - mmaction - INFO - Epoch [44][60/1345] lr: 1.000e-04, eta: 1:44:00, time: 0.687, data_time: 0.004, memory: 7067, top1_acc: 0.6195, top5_acc: 0.8391, loss_cls: 1.5049, loss: 1.5049, grad_norm: 9.3280 2021-03-24 02:50:03,867 - mmaction - INFO - Epoch [44][80/1345] lr: 1.000e-04, eta: 1:43:46, time: 0.660, data_time: 0.001, memory: 7067, top1_acc: 0.6273, top5_acc: 0.8508, loss_cls: 1.4473, loss: 1.4473, grad_norm: 9.3732 2021-03-24 02:50:17,479 - mmaction - INFO - Epoch [44][100/1345] lr: 1.000e-04, eta: 1:43:33, time: 0.679, data_time: 0.001, memory: 7067, top1_acc: 0.6297, top5_acc: 0.8695, loss_cls: 1.3700, loss: 1.3700, grad_norm: 9.2222 2021-03-24 02:50:30,378 - mmaction - INFO - Epoch [44][120/1345] lr: 1.000e-04, eta: 1:43:20, time: 0.645, data_time: 0.004, memory: 7067, top1_acc: 0.6188, top5_acc: 0.8359, loss_cls: 1.5116, loss: 1.5116, grad_norm: 9.6106 2021-03-24 02:50:43,264 - mmaction - INFO - Epoch [44][140/1345] lr: 1.000e-04, eta: 1:43:06, time: 0.645, data_time: 0.004, memory: 7067, top1_acc: 0.6508, top5_acc: 0.8703, loss_cls: 1.4149, loss: 1.4149, grad_norm: 9.4299 2021-03-24 02:50:56,954 - mmaction - INFO - Epoch [44][160/1345] lr: 1.000e-04, eta: 1:42:53, time: 0.684, data_time: 0.003, memory: 7067, top1_acc: 0.6297, top5_acc: 0.8477, loss_cls: 1.4643, loss: 1.4643, grad_norm: 9.5767 2021-03-24 02:51:09,973 - mmaction - INFO - Epoch [44][180/1345] lr: 1.000e-04, eta: 1:42:39, time: 0.651, data_time: 0.002, memory: 7067, top1_acc: 0.6562, top5_acc: 0.8547, loss_cls: 1.4064, loss: 1.4064, grad_norm: 9.4343 2021-03-24 02:51:23,245 - mmaction - INFO - Epoch [44][200/1345] lr: 1.000e-04, eta: 1:42:26, time: 0.664, data_time: 0.002, memory: 7067, top1_acc: 0.6383, top5_acc: 0.8500, loss_cls: 1.4501, loss: 1.4501, grad_norm: 9.2277 2021-03-24 02:51:36,353 - mmaction - INFO - Epoch [44][220/1345] lr: 1.000e-04, eta: 1:42:13, time: 0.655, data_time: 0.006, memory: 7067, top1_acc: 0.6211, top5_acc: 0.8531, loss_cls: 1.4791, loss: 1.4791, grad_norm: 9.6704 2021-03-24 02:51:49,711 - mmaction - INFO - Epoch [44][240/1345] lr: 1.000e-04, eta: 1:41:59, time: 0.670, data_time: 0.002, memory: 7067, top1_acc: 0.6445, top5_acc: 0.8766, loss_cls: 1.3962, loss: 1.3962, grad_norm: 9.3266 2021-03-24 02:52:02,941 - mmaction - INFO - Epoch [44][260/1345] lr: 1.000e-04, eta: 1:41:46, time: 0.658, data_time: 0.000, memory: 7067, top1_acc: 0.6383, top5_acc: 0.8492, loss_cls: 1.4299, loss: 1.4299, grad_norm: 9.3099 2021-03-24 02:52:15,547 - mmaction - INFO - Epoch [44][280/1345] lr: 1.000e-04, eta: 1:41:33, time: 0.631, data_time: 0.004, memory: 7067, top1_acc: 0.6336, top5_acc: 0.8562, loss_cls: 1.4207, loss: 1.4207, grad_norm: 9.2252 2021-03-24 02:52:29,175 - mmaction - INFO - Epoch [44][300/1345] lr: 1.000e-04, eta: 1:41:19, time: 0.675, data_time: 0.003, memory: 7067, top1_acc: 0.6633, top5_acc: 0.8781, loss_cls: 1.2934, loss: 1.2934, grad_norm: 8.9354 2021-03-24 02:52:42,158 - mmaction - INFO - Epoch [44][320/1345] lr: 1.000e-04, eta: 1:41:06, time: 0.656, data_time: 0.008, memory: 7067, top1_acc: 0.6258, top5_acc: 0.8586, loss_cls: 1.4473, loss: 1.4473, grad_norm: 9.6819 2021-03-24 02:52:55,547 - mmaction - INFO - Epoch [44][340/1345] lr: 1.000e-04, eta: 1:40:53, time: 0.669, data_time: 0.002, memory: 7067, top1_acc: 0.6523, top5_acc: 0.8516, loss_cls: 1.3998, loss: 1.3998, grad_norm: 9.3043 2021-03-24 02:53:08,955 - mmaction - INFO - Epoch [44][360/1345] lr: 1.000e-04, eta: 1:40:39, time: 0.671, data_time: 0.002, memory: 7067, top1_acc: 0.6406, top5_acc: 0.8609, loss_cls: 1.4241, loss: 1.4241, grad_norm: 9.3424 2021-03-24 02:53:22,113 - mmaction - INFO - Epoch [44][380/1345] lr: 1.000e-04, eta: 1:40:26, time: 0.650, data_time: 0.005, memory: 7067, top1_acc: 0.6687, top5_acc: 0.8547, loss_cls: 1.3487, loss: 1.3487, grad_norm: 8.9431 2021-03-24 02:53:34,870 - mmaction - INFO - Epoch [44][400/1345] lr: 1.000e-04, eta: 1:40:12, time: 0.645, data_time: 0.009, memory: 7067, top1_acc: 0.6234, top5_acc: 0.8492, loss_cls: 1.4773, loss: 1.4773, grad_norm: 9.6353 2021-03-24 02:53:47,886 - mmaction - INFO - Epoch [44][420/1345] lr: 1.000e-04, eta: 1:39:59, time: 0.650, data_time: 0.002, memory: 7067, top1_acc: 0.6406, top5_acc: 0.8625, loss_cls: 1.3726, loss: 1.3726, grad_norm: 9.2806 2021-03-24 02:54:00,977 - mmaction - INFO - Epoch [44][440/1345] lr: 1.000e-04, eta: 1:39:46, time: 0.655, data_time: 0.004, memory: 7067, top1_acc: 0.6211, top5_acc: 0.8664, loss_cls: 1.3980, loss: 1.3980, grad_norm: 9.2850 2021-03-24 02:54:14,176 - mmaction - INFO - Epoch [44][460/1345] lr: 1.000e-04, eta: 1:39:32, time: 0.659, data_time: 0.003, memory: 7067, top1_acc: 0.6109, top5_acc: 0.8523, loss_cls: 1.4952, loss: 1.4952, grad_norm: 9.8857 2021-03-24 02:54:27,357 - mmaction - INFO - Epoch [44][480/1345] lr: 1.000e-04, eta: 1:39:19, time: 0.659, data_time: 0.003, memory: 7067, top1_acc: 0.6477, top5_acc: 0.8539, loss_cls: 1.4234, loss: 1.4234, grad_norm: 9.2873 2021-03-24 02:54:40,498 - mmaction - INFO - Epoch [44][500/1345] lr: 1.000e-04, eta: 1:39:06, time: 0.659, data_time: 0.003, memory: 7067, top1_acc: 0.6477, top5_acc: 0.8711, loss_cls: 1.3670, loss: 1.3670, grad_norm: 9.3029 2021-03-24 02:54:53,838 - mmaction - INFO - Epoch [44][520/1345] lr: 1.000e-04, eta: 1:38:52, time: 0.666, data_time: 0.002, memory: 7067, top1_acc: 0.6117, top5_acc: 0.8414, loss_cls: 1.4896, loss: 1.4896, grad_norm: 9.8165 2021-03-24 02:55:06,932 - mmaction - INFO - Epoch [44][540/1345] lr: 1.000e-04, eta: 1:38:39, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.6367, top5_acc: 0.8625, loss_cls: 1.4225, loss: 1.4225, grad_norm: 9.4933 2021-03-24 02:55:19,789 - mmaction - INFO - Epoch [44][560/1345] lr: 1.000e-04, eta: 1:38:25, time: 0.643, data_time: 0.002, memory: 7067, top1_acc: 0.6328, top5_acc: 0.8523, loss_cls: 1.4581, loss: 1.4581, grad_norm: 9.5496 2021-03-24 02:55:32,757 - mmaction - INFO - Epoch [44][580/1345] lr: 1.000e-04, eta: 1:38:12, time: 0.646, data_time: 0.002, memory: 7067, top1_acc: 0.6367, top5_acc: 0.8430, loss_cls: 1.4783, loss: 1.4783, grad_norm: 9.5997 2021-03-24 02:55:45,966 - mmaction - INFO - Epoch [44][600/1345] lr: 1.000e-04, eta: 1:37:59, time: 0.663, data_time: 0.004, memory: 7067, top1_acc: 0.6227, top5_acc: 0.8578, loss_cls: 1.4571, loss: 1.4571, grad_norm: 9.8459 2021-03-24 02:55:59,373 - mmaction - INFO - Epoch [44][620/1345] lr: 1.000e-04, eta: 1:37:45, time: 0.668, data_time: 0.001, memory: 7067, top1_acc: 0.6195, top5_acc: 0.8492, loss_cls: 1.4756, loss: 1.4756, grad_norm: 9.6468 2021-03-24 02:56:12,852 - mmaction - INFO - Epoch [44][640/1345] lr: 1.000e-04, eta: 1:37:32, time: 0.675, data_time: 0.004, memory: 7067, top1_acc: 0.6273, top5_acc: 0.8539, loss_cls: 1.4608, loss: 1.4608, grad_norm: 9.6017 2021-03-24 02:56:25,646 - mmaction - INFO - Epoch [44][660/1345] lr: 1.000e-04, eta: 1:37:19, time: 0.633, data_time: 0.003, memory: 7067, top1_acc: 0.6500, top5_acc: 0.8734, loss_cls: 1.3432, loss: 1.3432, grad_norm: 9.2098 2021-03-24 02:56:38,534 - mmaction - INFO - Epoch [44][680/1345] lr: 1.000e-04, eta: 1:37:05, time: 0.650, data_time: 0.009, memory: 7067, top1_acc: 0.6359, top5_acc: 0.8508, loss_cls: 1.4115, loss: 1.4115, grad_norm: 9.5287 2021-03-24 02:56:51,588 - mmaction - INFO - Epoch [44][700/1345] lr: 1.000e-04, eta: 1:36:52, time: 0.653, data_time: 0.003, memory: 7067, top1_acc: 0.6562, top5_acc: 0.8609, loss_cls: 1.3603, loss: 1.3603, grad_norm: 9.0104 2021-03-24 02:57:04,340 - mmaction - INFO - Epoch [44][720/1345] lr: 1.000e-04, eta: 1:36:38, time: 0.639, data_time: 0.003, memory: 7067, top1_acc: 0.6273, top5_acc: 0.8352, loss_cls: 1.4903, loss: 1.4903, grad_norm: 9.6255 2021-03-24 02:57:17,262 - mmaction - INFO - Epoch [44][740/1345] lr: 1.000e-04, eta: 1:36:25, time: 0.642, data_time: 0.004, memory: 7067, top1_acc: 0.6266, top5_acc: 0.8406, loss_cls: 1.4607, loss: 1.4607, grad_norm: 9.8938 2021-03-24 02:57:30,141 - mmaction - INFO - Epoch [44][760/1345] lr: 1.000e-04, eta: 1:36:12, time: 0.647, data_time: 0.006, memory: 7067, top1_acc: 0.6094, top5_acc: 0.8383, loss_cls: 1.5170, loss: 1.5170, grad_norm: 9.6164 2021-03-24 02:57:42,661 - mmaction - INFO - Epoch [44][780/1345] lr: 1.000e-04, eta: 1:35:58, time: 0.627, data_time: 0.002, memory: 7067, top1_acc: 0.6250, top5_acc: 0.8648, loss_cls: 1.4251, loss: 1.4251, grad_norm: 9.4884 2021-03-24 02:57:55,506 - mmaction - INFO - Epoch [44][800/1345] lr: 1.000e-04, eta: 1:35:45, time: 0.640, data_time: 0.001, memory: 7067, top1_acc: 0.6625, top5_acc: 0.8578, loss_cls: 1.3825, loss: 1.3825, grad_norm: 9.4075 2021-03-24 02:58:08,355 - mmaction - INFO - Epoch [44][820/1345] lr: 1.000e-04, eta: 1:35:31, time: 0.644, data_time: 0.005, memory: 7067, top1_acc: 0.6227, top5_acc: 0.8422, loss_cls: 1.4877, loss: 1.4877, grad_norm: 9.6269 2021-03-24 02:58:22,231 - mmaction - INFO - Epoch [44][840/1345] lr: 1.000e-04, eta: 1:35:18, time: 0.694, data_time: 0.002, memory: 7067, top1_acc: 0.6039, top5_acc: 0.8281, loss_cls: 1.5451, loss: 1.5451, grad_norm: 9.7138 2021-03-24 02:58:35,400 - mmaction - INFO - Epoch [44][860/1345] lr: 1.000e-04, eta: 1:35:05, time: 0.658, data_time: 0.001, memory: 7067, top1_acc: 0.6258, top5_acc: 0.8523, loss_cls: 1.4525, loss: 1.4525, grad_norm: 9.5035 2021-03-24 02:58:48,633 - mmaction - INFO - Epoch [44][880/1345] lr: 1.000e-04, eta: 1:34:51, time: 0.659, data_time: 0.001, memory: 7067, top1_acc: 0.6266, top5_acc: 0.8555, loss_cls: 1.4709, loss: 1.4709, grad_norm: 9.8710 2021-03-24 02:59:01,418 - mmaction - INFO - Epoch [44][900/1345] lr: 1.000e-04, eta: 1:34:38, time: 0.642, data_time: 0.004, memory: 7067, top1_acc: 0.6258, top5_acc: 0.8641, loss_cls: 1.4129, loss: 1.4129, grad_norm: 9.4166 2021-03-24 02:59:14,619 - mmaction - INFO - Epoch [44][920/1345] lr: 1.000e-04, eta: 1:34:25, time: 0.659, data_time: 0.001, memory: 7067, top1_acc: 0.6352, top5_acc: 0.8508, loss_cls: 1.4386, loss: 1.4386, grad_norm: 9.8088 2021-03-24 02:59:27,774 - mmaction - INFO - Epoch [44][940/1345] lr: 1.000e-04, eta: 1:34:11, time: 0.656, data_time: 0.003, memory: 7067, top1_acc: 0.6344, top5_acc: 0.8547, loss_cls: 1.4321, loss: 1.4321, grad_norm: 9.5515 2021-03-24 02:59:41,135 - mmaction - INFO - Epoch [44][960/1345] lr: 1.000e-04, eta: 1:33:58, time: 0.670, data_time: 0.007, memory: 7067, top1_acc: 0.6383, top5_acc: 0.8562, loss_cls: 1.4251, loss: 1.4251, grad_norm: 9.6483 2021-03-24 02:59:54,179 - mmaction - INFO - Epoch [44][980/1345] lr: 1.000e-04, eta: 1:33:45, time: 0.653, data_time: 0.003, memory: 7067, top1_acc: 0.6562, top5_acc: 0.8570, loss_cls: 1.3805, loss: 1.3805, grad_norm: 9.3268 2021-03-24 03:00:06,961 - mmaction - INFO - Epoch [44][1000/1345] lr: 1.000e-04, eta: 1:33:31, time: 0.641, data_time: 0.002, memory: 7067, top1_acc: 0.6203, top5_acc: 0.8578, loss_cls: 1.4340, loss: 1.4340, grad_norm: 9.6663 2021-03-24 03:00:20,114 - mmaction - INFO - Epoch [44][1020/1345] lr: 1.000e-04, eta: 1:33:18, time: 0.656, data_time: 0.003, memory: 7067, top1_acc: 0.6102, top5_acc: 0.8469, loss_cls: 1.4993, loss: 1.4993, grad_norm: 9.8401 2021-03-24 03:00:33,049 - mmaction - INFO - Epoch [44][1040/1345] lr: 1.000e-04, eta: 1:33:04, time: 0.645, data_time: 0.006, memory: 7067, top1_acc: 0.6516, top5_acc: 0.8719, loss_cls: 1.3402, loss: 1.3402, grad_norm: 9.3087 2021-03-24 03:00:46,572 - mmaction - INFO - Epoch [44][1060/1345] lr: 1.000e-04, eta: 1:32:51, time: 0.678, data_time: 0.005, memory: 7067, top1_acc: 0.6328, top5_acc: 0.8664, loss_cls: 1.3727, loss: 1.3727, grad_norm: 9.3060 2021-03-24 03:00:59,881 - mmaction - INFO - Epoch [44][1080/1345] lr: 1.000e-04, eta: 1:32:38, time: 0.663, data_time: 0.004, memory: 7067, top1_acc: 0.6328, top5_acc: 0.8562, loss_cls: 1.4299, loss: 1.4299, grad_norm: 9.7326 2021-03-24 03:01:13,058 - mmaction - INFO - Epoch [44][1100/1345] lr: 1.000e-04, eta: 1:32:24, time: 0.663, data_time: 0.005, memory: 7067, top1_acc: 0.6250, top5_acc: 0.8453, loss_cls: 1.5164, loss: 1.5164, grad_norm: 9.9761 2021-03-24 03:01:25,837 - mmaction - INFO - Epoch [44][1120/1345] lr: 1.000e-04, eta: 1:32:11, time: 0.638, data_time: 0.001, memory: 7067, top1_acc: 0.6438, top5_acc: 0.8523, loss_cls: 1.3894, loss: 1.3894, grad_norm: 9.2322 2021-03-24 03:01:38,830 - mmaction - INFO - Epoch [44][1140/1345] lr: 1.000e-04, eta: 1:31:58, time: 0.648, data_time: 0.002, memory: 7067, top1_acc: 0.6344, top5_acc: 0.8391, loss_cls: 1.4961, loss: 1.4961, grad_norm: 9.5128 2021-03-24 03:01:52,247 - mmaction - INFO - Epoch [44][1160/1345] lr: 1.000e-04, eta: 1:31:44, time: 0.660, data_time: 0.003, memory: 7067, top1_acc: 0.6180, top5_acc: 0.8453, loss_cls: 1.5117, loss: 1.5117, grad_norm: 9.8380 2021-03-24 03:02:05,627 - mmaction - INFO - Epoch [44][1180/1345] lr: 1.000e-04, eta: 1:31:31, time: 0.671, data_time: 0.015, memory: 7067, top1_acc: 0.6414, top5_acc: 0.8625, loss_cls: 1.3855, loss: 1.3855, grad_norm: 9.2463 2021-03-24 03:02:18,514 - mmaction - INFO - Epoch [44][1200/1345] lr: 1.000e-04, eta: 1:31:17, time: 0.654, data_time: 0.011, memory: 7067, top1_acc: 0.6023, top5_acc: 0.8516, loss_cls: 1.4714, loss: 1.4714, grad_norm: 10.0263 2021-03-24 03:02:31,275 - mmaction - INFO - Epoch [44][1220/1345] lr: 1.000e-04, eta: 1:31:04, time: 0.632, data_time: 0.002, memory: 7067, top1_acc: 0.6352, top5_acc: 0.8602, loss_cls: 1.4245, loss: 1.4245, grad_norm: 9.3243 2021-03-24 03:02:44,837 - mmaction - INFO - Epoch [44][1240/1345] lr: 1.000e-04, eta: 1:30:51, time: 0.681, data_time: 0.008, memory: 7067, top1_acc: 0.6242, top5_acc: 0.8422, loss_cls: 1.4900, loss: 1.4900, grad_norm: 9.9916 2021-03-24 03:02:58,008 - mmaction - INFO - Epoch [44][1260/1345] lr: 1.000e-04, eta: 1:30:37, time: 0.661, data_time: 0.005, memory: 7067, top1_acc: 0.6469, top5_acc: 0.8438, loss_cls: 1.4404, loss: 1.4404, grad_norm: 9.5391 2021-03-24 03:03:10,880 - mmaction - INFO - Epoch [44][1280/1345] lr: 1.000e-04, eta: 1:30:24, time: 0.644, data_time: 0.003, memory: 7067, top1_acc: 0.6289, top5_acc: 0.8516, loss_cls: 1.4258, loss: 1.4258, grad_norm: 9.5698 2021-03-24 03:03:24,276 - mmaction - INFO - Epoch [44][1300/1345] lr: 1.000e-04, eta: 1:30:11, time: 0.669, data_time: 0.005, memory: 7067, top1_acc: 0.6211, top5_acc: 0.8469, loss_cls: 1.4998, loss: 1.4998, grad_norm: 9.7169 2021-03-24 03:03:37,054 - mmaction - INFO - Epoch [44][1320/1345] lr: 1.000e-04, eta: 1:29:57, time: 0.636, data_time: 0.002, memory: 7067, top1_acc: 0.6086, top5_acc: 0.8453, loss_cls: 1.4663, loss: 1.4663, grad_norm: 9.8820 2021-03-24 03:03:48,658 - mmaction - INFO - Epoch [44][1340/1345] lr: 1.000e-04, eta: 1:29:44, time: 0.585, data_time: 0.005, memory: 7067, top1_acc: 0.6273, top5_acc: 0.8539, loss_cls: 1.4015, loss: 1.4015, grad_norm: 9.4971 2021-03-24 03:03:51,187 - mmaction - INFO - Saving checkpoint at 44 epochs 2021-03-24 03:05:17,805 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-24 03:05:17,997 - mmaction - INFO - top1_acc 0.4785 top5_acc 0.7678 2021-03-24 03:05:17,998 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-24 03:05:18,010 - mmaction - INFO - mean_acc 0.4334 2021-03-24 03:05:18,409 - mmaction - INFO - Now best checkpoint is saved as best_top1_acc_epoch_44.pth. 2021-03-24 03:05:18,409 - mmaction - INFO - Best top1_acc is 0.4785 at 44 epoch. 2021-03-24 03:05:18,414 - mmaction - INFO - Epoch(val) [44][1345] top1_acc: 0.4785, top5_acc: 0.7678, mean_class_accuracy: 0.4334 2021-03-24 03:05:47,991 - mmaction - INFO - Epoch [45][20/1345] lr: 1.000e-04, eta: 1:29:29, time: 1.474, data_time: 0.783, memory: 7067, top1_acc: 0.6461, top5_acc: 0.8578, loss_cls: 1.3738, loss: 1.3738, grad_norm: 9.3747 2021-03-24 03:06:01,184 - mmaction - INFO - Epoch [45][40/1345] lr: 1.000e-04, eta: 1:29:15, time: 0.662, data_time: 0.005, memory: 7067, top1_acc: 0.6406, top5_acc: 0.8586, loss_cls: 1.4157, loss: 1.4157, grad_norm: 9.4418 2021-03-24 03:06:14,542 - mmaction - INFO - Epoch [45][60/1345] lr: 1.000e-04, eta: 1:29:02, time: 0.669, data_time: 0.002, memory: 7067, top1_acc: 0.6203, top5_acc: 0.8438, loss_cls: 1.4909, loss: 1.4909, grad_norm: 9.6197 2021-03-24 03:06:28,312 - mmaction - INFO - Epoch [45][80/1345] lr: 1.000e-04, eta: 1:28:49, time: 0.687, data_time: 0.002, memory: 7067, top1_acc: 0.6336, top5_acc: 0.8656, loss_cls: 1.4107, loss: 1.4107, grad_norm: 9.4673 2021-03-24 03:06:41,543 - mmaction - INFO - Epoch [45][100/1345] lr: 1.000e-04, eta: 1:28:35, time: 0.660, data_time: 0.003, memory: 7067, top1_acc: 0.6227, top5_acc: 0.8508, loss_cls: 1.4623, loss: 1.4623, grad_norm: 9.5812 2021-03-24 03:06:55,106 - mmaction - INFO - Epoch [45][120/1345] lr: 1.000e-04, eta: 1:28:22, time: 0.675, data_time: 0.004, memory: 7067, top1_acc: 0.6320, top5_acc: 0.8617, loss_cls: 1.4363, loss: 1.4363, grad_norm: 9.8375 2021-03-24 03:07:07,940 - mmaction - INFO - Epoch [45][140/1345] lr: 1.000e-04, eta: 1:28:09, time: 0.648, data_time: 0.008, memory: 7067, top1_acc: 0.6523, top5_acc: 0.8586, loss_cls: 1.3776, loss: 1.3776, grad_norm: 9.3126 2021-03-24 03:07:21,247 - mmaction - INFO - Epoch [45][160/1345] lr: 1.000e-04, eta: 1:27:55, time: 0.664, data_time: 0.001, memory: 7067, top1_acc: 0.6250, top5_acc: 0.8555, loss_cls: 1.4137, loss: 1.4137, grad_norm: 9.6008 2021-03-24 03:07:34,549 - mmaction - INFO - Epoch [45][180/1345] lr: 1.000e-04, eta: 1:27:42, time: 0.664, data_time: 0.003, memory: 7067, top1_acc: 0.6406, top5_acc: 0.8672, loss_cls: 1.4120, loss: 1.4120, grad_norm: 9.5841 2021-03-24 03:07:47,890 - mmaction - INFO - Epoch [45][200/1345] lr: 1.000e-04, eta: 1:27:29, time: 0.668, data_time: 0.004, memory: 7067, top1_acc: 0.6281, top5_acc: 0.8555, loss_cls: 1.4584, loss: 1.4584, grad_norm: 9.6910 2021-03-24 03:08:01,226 - mmaction - INFO - Epoch [45][220/1345] lr: 1.000e-04, eta: 1:27:15, time: 0.664, data_time: 0.003, memory: 7067, top1_acc: 0.6203, top5_acc: 0.8602, loss_cls: 1.4353, loss: 1.4353, grad_norm: 9.5828 2021-03-24 03:08:14,565 - mmaction - INFO - Epoch [45][240/1345] lr: 1.000e-04, eta: 1:27:02, time: 0.672, data_time: 0.007, memory: 7067, top1_acc: 0.6352, top5_acc: 0.8555, loss_cls: 1.4524, loss: 1.4524, grad_norm: 9.3964 2021-03-24 03:08:27,071 - mmaction - INFO - Epoch [45][260/1345] lr: 1.000e-04, eta: 1:26:49, time: 0.623, data_time: 0.001, memory: 7067, top1_acc: 0.6328, top5_acc: 0.8484, loss_cls: 1.4781, loss: 1.4781, grad_norm: 9.8790 2021-03-24 03:08:40,206 - mmaction - INFO - Epoch [45][280/1345] lr: 1.000e-04, eta: 1:26:35, time: 0.654, data_time: 0.004, memory: 7067, top1_acc: 0.6336, top5_acc: 0.8578, loss_cls: 1.4270, loss: 1.4270, grad_norm: 9.5471 2021-03-24 03:08:53,411 - mmaction - INFO - Epoch [45][300/1345] lr: 1.000e-04, eta: 1:26:22, time: 0.664, data_time: 0.005, memory: 7067, top1_acc: 0.6578, top5_acc: 0.8648, loss_cls: 1.3689, loss: 1.3689, grad_norm: 9.2954 2021-03-24 03:09:06,551 - mmaction - INFO - Epoch [45][320/1345] lr: 1.000e-04, eta: 1:26:08, time: 0.656, data_time: 0.005, memory: 7067, top1_acc: 0.6430, top5_acc: 0.8625, loss_cls: 1.4325, loss: 1.4325, grad_norm: 9.2869 2021-03-24 03:09:19,557 - mmaction - INFO - Epoch [45][340/1345] lr: 1.000e-04, eta: 1:25:55, time: 0.651, data_time: 0.005, memory: 7067, top1_acc: 0.6367, top5_acc: 0.8508, loss_cls: 1.4596, loss: 1.4596, grad_norm: 9.4610 2021-03-24 03:09:32,533 - mmaction - INFO - Epoch [45][360/1345] lr: 1.000e-04, eta: 1:25:42, time: 0.646, data_time: 0.002, memory: 7067, top1_acc: 0.6359, top5_acc: 0.8430, loss_cls: 1.4852, loss: 1.4852, grad_norm: 9.6189 2021-03-24 03:09:45,691 - mmaction - INFO - Epoch [45][380/1345] lr: 1.000e-04, eta: 1:25:28, time: 0.661, data_time: 0.009, memory: 7067, top1_acc: 0.6539, top5_acc: 0.8539, loss_cls: 1.3879, loss: 1.3879, grad_norm: 9.2215 2021-03-24 03:09:58,664 - mmaction - INFO - Epoch [45][400/1345] lr: 1.000e-04, eta: 1:25:15, time: 0.648, data_time: 0.001, memory: 7067, top1_acc: 0.6359, top5_acc: 0.8594, loss_cls: 1.4356, loss: 1.4356, grad_norm: 9.6708 2021-03-24 03:10:11,090 - mmaction - INFO - Epoch [45][420/1345] lr: 1.000e-04, eta: 1:25:01, time: 0.620, data_time: 0.001, memory: 7067, top1_acc: 0.6383, top5_acc: 0.8445, loss_cls: 1.4639, loss: 1.4639, grad_norm: 9.6915 2021-03-24 03:10:24,256 - mmaction - INFO - Epoch [45][440/1345] lr: 1.000e-04, eta: 1:24:48, time: 0.661, data_time: 0.003, memory: 7067, top1_acc: 0.6320, top5_acc: 0.8438, loss_cls: 1.4492, loss: 1.4492, grad_norm: 9.5595 2021-03-24 03:10:37,886 - mmaction - INFO - Epoch [45][460/1345] lr: 1.000e-04, eta: 1:24:35, time: 0.679, data_time: 0.001, memory: 7067, top1_acc: 0.6250, top5_acc: 0.8477, loss_cls: 1.4751, loss: 1.4751, grad_norm: 9.7520 2021-03-24 03:10:50,907 - mmaction - INFO - Epoch [45][480/1345] lr: 1.000e-04, eta: 1:24:21, time: 0.652, data_time: 0.003, memory: 7067, top1_acc: 0.6602, top5_acc: 0.8727, loss_cls: 1.2997, loss: 1.2997, grad_norm: 9.4432 2021-03-24 03:11:04,154 - mmaction - INFO - Epoch [45][500/1345] lr: 1.000e-04, eta: 1:24:08, time: 0.663, data_time: 0.001, memory: 7067, top1_acc: 0.5945, top5_acc: 0.8313, loss_cls: 1.5420, loss: 1.5420, grad_norm: 9.7731 2021-03-24 03:11:17,196 - mmaction - INFO - Epoch [45][520/1345] lr: 1.000e-04, eta: 1:23:55, time: 0.647, data_time: 0.001, memory: 7067, top1_acc: 0.6258, top5_acc: 0.8539, loss_cls: 1.4695, loss: 1.4695, grad_norm: 9.7147 2021-03-24 03:11:30,037 - mmaction - INFO - Epoch [45][540/1345] lr: 1.000e-04, eta: 1:23:41, time: 0.647, data_time: 0.006, memory: 7067, top1_acc: 0.6336, top5_acc: 0.8656, loss_cls: 1.4065, loss: 1.4065, grad_norm: 9.4682 2021-03-24 03:11:43,295 - mmaction - INFO - Epoch [45][560/1345] lr: 1.000e-04, eta: 1:23:28, time: 0.660, data_time: 0.005, memory: 7067, top1_acc: 0.6297, top5_acc: 0.8523, loss_cls: 1.4148, loss: 1.4148, grad_norm: 9.5343 2021-03-24 03:11:56,542 - mmaction - INFO - Epoch [45][580/1345] lr: 1.000e-04, eta: 1:23:15, time: 0.664, data_time: 0.003, memory: 7067, top1_acc: 0.6578, top5_acc: 0.8641, loss_cls: 1.3467, loss: 1.3467, grad_norm: 9.3325 2021-03-24 03:12:09,733 - mmaction - INFO - Epoch [45][600/1345] lr: 1.000e-04, eta: 1:23:01, time: 0.661, data_time: 0.002, memory: 7067, top1_acc: 0.6180, top5_acc: 0.8492, loss_cls: 1.4339, loss: 1.4339, grad_norm: 9.5826 2021-03-24 03:12:23,219 - mmaction - INFO - Epoch [45][620/1345] lr: 1.000e-04, eta: 1:22:48, time: 0.674, data_time: 0.001, memory: 7067, top1_acc: 0.6422, top5_acc: 0.8539, loss_cls: 1.4137, loss: 1.4137, grad_norm: 9.7803 2021-03-24 03:12:36,202 - mmaction - INFO - Epoch [45][640/1345] lr: 1.000e-04, eta: 1:22:35, time: 0.648, data_time: 0.001, memory: 7067, top1_acc: 0.6055, top5_acc: 0.8375, loss_cls: 1.5298, loss: 1.5298, grad_norm: 9.8629 2021-03-24 03:12:49,638 - mmaction - INFO - Epoch [45][660/1345] lr: 1.000e-04, eta: 1:22:21, time: 0.673, data_time: 0.003, memory: 7067, top1_acc: 0.6297, top5_acc: 0.8586, loss_cls: 1.4391, loss: 1.4391, grad_norm: 9.7175 2021-03-24 03:13:02,429 - mmaction - INFO - Epoch [45][680/1345] lr: 1.000e-04, eta: 1:22:08, time: 0.637, data_time: 0.001, memory: 7067, top1_acc: 0.6273, top5_acc: 0.8555, loss_cls: 1.4299, loss: 1.4299, grad_norm: 9.3966 2021-03-24 03:13:15,422 - mmaction - INFO - Epoch [45][700/1345] lr: 1.000e-04, eta: 1:21:54, time: 0.651, data_time: 0.003, memory: 7067, top1_acc: 0.6500, top5_acc: 0.8508, loss_cls: 1.4207, loss: 1.4207, grad_norm: 9.7475 2021-03-24 03:13:28,493 - mmaction - INFO - Epoch [45][720/1345] lr: 1.000e-04, eta: 1:21:41, time: 0.653, data_time: 0.001, memory: 7067, top1_acc: 0.6367, top5_acc: 0.8555, loss_cls: 1.4127, loss: 1.4127, grad_norm: 9.6689 2021-03-24 03:13:41,239 - mmaction - INFO - Epoch [45][740/1345] lr: 1.000e-04, eta: 1:21:28, time: 0.637, data_time: 0.002, memory: 7067, top1_acc: 0.6406, top5_acc: 0.8633, loss_cls: 1.4160, loss: 1.4160, grad_norm: 9.5870 2021-03-24 03:13:54,190 - mmaction - INFO - Epoch [45][760/1345] lr: 1.000e-04, eta: 1:21:14, time: 0.647, data_time: 0.003, memory: 7067, top1_acc: 0.6461, top5_acc: 0.8617, loss_cls: 1.4020, loss: 1.4020, grad_norm: 9.4547 2021-03-24 03:14:07,305 - mmaction - INFO - Epoch [45][780/1345] lr: 1.000e-04, eta: 1:21:01, time: 0.658, data_time: 0.004, memory: 7067, top1_acc: 0.6391, top5_acc: 0.8508, loss_cls: 1.4179, loss: 1.4179, grad_norm: 9.4747 2021-03-24 03:14:20,579 - mmaction - INFO - Epoch [45][800/1345] lr: 1.000e-04, eta: 1:20:48, time: 0.660, data_time: 0.001, memory: 7067, top1_acc: 0.6281, top5_acc: 0.8562, loss_cls: 1.4186, loss: 1.4186, grad_norm: 9.4269 2021-03-24 03:14:33,489 - mmaction - INFO - Epoch [45][820/1345] lr: 1.000e-04, eta: 1:20:34, time: 0.649, data_time: 0.004, memory: 7067, top1_acc: 0.6289, top5_acc: 0.8586, loss_cls: 1.4477, loss: 1.4477, grad_norm: 9.6258 2021-03-24 03:14:46,666 - mmaction - INFO - Epoch [45][840/1345] lr: 1.000e-04, eta: 1:20:21, time: 0.658, data_time: 0.001, memory: 7067, top1_acc: 0.6266, top5_acc: 0.8453, loss_cls: 1.5256, loss: 1.5256, grad_norm: 9.8979 2021-03-24 03:14:59,360 - mmaction - INFO - Epoch [45][860/1345] lr: 1.000e-04, eta: 1:20:07, time: 0.633, data_time: 0.001, memory: 7067, top1_acc: 0.6273, top5_acc: 0.8477, loss_cls: 1.4755, loss: 1.4755, grad_norm: 9.6341 2021-03-24 03:15:12,581 - mmaction - INFO - Epoch [45][880/1345] lr: 1.000e-04, eta: 1:19:54, time: 0.664, data_time: 0.006, memory: 7067, top1_acc: 0.6445, top5_acc: 0.8625, loss_cls: 1.3823, loss: 1.3823, grad_norm: 9.1938 2021-03-24 03:15:25,539 - mmaction - INFO - Epoch [45][900/1345] lr: 1.000e-04, eta: 1:19:41, time: 0.646, data_time: 0.000, memory: 7067, top1_acc: 0.6445, top5_acc: 0.8664, loss_cls: 1.4072, loss: 1.4072, grad_norm: 9.5462 2021-03-24 03:15:38,943 - mmaction - INFO - Epoch [45][920/1345] lr: 1.000e-04, eta: 1:19:27, time: 0.670, data_time: 0.003, memory: 7067, top1_acc: 0.6211, top5_acc: 0.8555, loss_cls: 1.4536, loss: 1.4536, grad_norm: 9.8689 2021-03-24 03:15:51,393 - mmaction - INFO - Epoch [45][940/1345] lr: 1.000e-04, eta: 1:19:14, time: 0.622, data_time: 0.002, memory: 7067, top1_acc: 0.6469, top5_acc: 0.8609, loss_cls: 1.3808, loss: 1.3808, grad_norm: 9.5023 2021-03-24 03:16:04,558 - mmaction - INFO - Epoch [45][960/1345] lr: 1.000e-04, eta: 1:19:01, time: 0.660, data_time: 0.003, memory: 7067, top1_acc: 0.6219, top5_acc: 0.8617, loss_cls: 1.4414, loss: 1.4414, grad_norm: 9.4549 2021-03-24 03:16:17,615 - mmaction - INFO - Epoch [45][980/1345] lr: 1.000e-04, eta: 1:18:47, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.6352, top5_acc: 0.8562, loss_cls: 1.4007, loss: 1.4007, grad_norm: 9.3412 2021-03-24 03:16:31,093 - mmaction - INFO - Epoch [45][1000/1345] lr: 1.000e-04, eta: 1:18:34, time: 0.674, data_time: 0.002, memory: 7067, top1_acc: 0.6391, top5_acc: 0.8570, loss_cls: 1.4584, loss: 1.4584, grad_norm: 9.8616 2021-03-24 03:16:44,324 - mmaction - INFO - Epoch [45][1020/1345] lr: 1.000e-04, eta: 1:18:21, time: 0.662, data_time: 0.004, memory: 7067, top1_acc: 0.6273, top5_acc: 0.8445, loss_cls: 1.4742, loss: 1.4742, grad_norm: 10.0508 2021-03-24 03:16:57,598 - mmaction - INFO - Epoch [45][1040/1345] lr: 1.000e-04, eta: 1:18:07, time: 0.663, data_time: 0.017, memory: 7067, top1_acc: 0.6516, top5_acc: 0.8781, loss_cls: 1.3397, loss: 1.3397, grad_norm: 9.5301 2021-03-24 03:17:10,531 - mmaction - INFO - Epoch [45][1060/1345] lr: 1.000e-04, eta: 1:17:54, time: 0.648, data_time: 0.002, memory: 7067, top1_acc: 0.6234, top5_acc: 0.8414, loss_cls: 1.4868, loss: 1.4868, grad_norm: 9.7802 2021-03-24 03:17:23,131 - mmaction - INFO - Epoch [45][1080/1345] lr: 1.000e-04, eta: 1:17:40, time: 0.628, data_time: 0.001, memory: 7067, top1_acc: 0.6312, top5_acc: 0.8547, loss_cls: 1.4187, loss: 1.4187, grad_norm: 9.3932 2021-03-24 03:17:36,211 - mmaction - INFO - Epoch [45][1100/1345] lr: 1.000e-04, eta: 1:17:27, time: 0.654, data_time: 0.002, memory: 7067, top1_acc: 0.6422, top5_acc: 0.8609, loss_cls: 1.3920, loss: 1.3920, grad_norm: 9.4697 2021-03-24 03:17:49,781 - mmaction - INFO - Epoch [45][1120/1345] lr: 1.000e-04, eta: 1:17:14, time: 0.677, data_time: 0.003, memory: 7067, top1_acc: 0.6500, top5_acc: 0.8688, loss_cls: 1.3452, loss: 1.3452, grad_norm: 9.3784 2021-03-24 03:18:02,695 - mmaction - INFO - Epoch [45][1140/1345] lr: 1.000e-04, eta: 1:17:00, time: 0.648, data_time: 0.005, memory: 7067, top1_acc: 0.6242, top5_acc: 0.8484, loss_cls: 1.4516, loss: 1.4516, grad_norm: 9.6449 2021-03-24 03:18:15,678 - mmaction - INFO - Epoch [45][1160/1345] lr: 1.000e-04, eta: 1:16:47, time: 0.651, data_time: 0.005, memory: 7067, top1_acc: 0.6375, top5_acc: 0.8484, loss_cls: 1.4401, loss: 1.4401, grad_norm: 9.5985 2021-03-24 03:18:28,748 - mmaction - INFO - Epoch [45][1180/1345] lr: 1.000e-04, eta: 1:16:34, time: 0.652, data_time: 0.001, memory: 7067, top1_acc: 0.6328, top5_acc: 0.8492, loss_cls: 1.4454, loss: 1.4454, grad_norm: 9.6111 2021-03-24 03:18:42,126 - mmaction - INFO - Epoch [45][1200/1345] lr: 1.000e-04, eta: 1:16:20, time: 0.670, data_time: 0.002, memory: 7067, top1_acc: 0.6320, top5_acc: 0.8523, loss_cls: 1.4167, loss: 1.4167, grad_norm: 9.5750 2021-03-24 03:18:55,413 - mmaction - INFO - Epoch [45][1220/1345] lr: 1.000e-04, eta: 1:16:07, time: 0.662, data_time: 0.001, memory: 7067, top1_acc: 0.6414, top5_acc: 0.8602, loss_cls: 1.4030, loss: 1.4030, grad_norm: 9.4546 2021-03-24 03:19:08,855 - mmaction - INFO - Epoch [45][1240/1345] lr: 1.000e-04, eta: 1:15:54, time: 0.674, data_time: 0.003, memory: 7067, top1_acc: 0.6406, top5_acc: 0.8547, loss_cls: 1.4740, loss: 1.4740, grad_norm: 9.4781 2021-03-24 03:19:21,349 - mmaction - INFO - Epoch [45][1260/1345] lr: 1.000e-04, eta: 1:15:40, time: 0.625, data_time: 0.002, memory: 7067, top1_acc: 0.6359, top5_acc: 0.8484, loss_cls: 1.4253, loss: 1.4253, grad_norm: 9.4359 2021-03-24 03:19:33,978 - mmaction - INFO - Epoch [45][1280/1345] lr: 1.000e-04, eta: 1:15:27, time: 0.631, data_time: 0.002, memory: 7067, top1_acc: 0.6359, top5_acc: 0.8570, loss_cls: 1.4082, loss: 1.4082, grad_norm: 9.6432 2021-03-24 03:19:46,936 - mmaction - INFO - Epoch [45][1300/1345] lr: 1.000e-04, eta: 1:15:13, time: 0.648, data_time: 0.001, memory: 7067, top1_acc: 0.6289, top5_acc: 0.8539, loss_cls: 1.3961, loss: 1.3961, grad_norm: 9.4187 2021-03-24 03:19:59,899 - mmaction - INFO - Epoch [45][1320/1345] lr: 1.000e-04, eta: 1:15:00, time: 0.649, data_time: 0.002, memory: 7067, top1_acc: 0.6531, top5_acc: 0.8602, loss_cls: 1.3581, loss: 1.3581, grad_norm: 9.4918 2021-03-24 03:20:11,782 - mmaction - INFO - Epoch [45][1340/1345] lr: 1.000e-04, eta: 1:14:46, time: 0.594, data_time: 0.002, memory: 7067, top1_acc: 0.6406, top5_acc: 0.8562, loss_cls: 1.3690, loss: 1.3690, grad_norm: 9.5496 2021-03-24 03:20:14,248 - mmaction - INFO - Saving checkpoint at 45 epochs 2021-03-24 03:20:45,992 - mmaction - INFO - Epoch [46][20/1345] lr: 1.000e-04, eta: 1:14:31, time: 1.566, data_time: 0.843, memory: 7067, top1_acc: 0.6391, top5_acc: 0.8523, loss_cls: 1.4210, loss: 1.4210, grad_norm: 9.4931 2021-03-24 03:20:59,677 - mmaction - INFO - Epoch [46][40/1345] lr: 1.000e-04, eta: 1:14:18, time: 0.685, data_time: 0.002, memory: 7067, top1_acc: 0.6211, top5_acc: 0.8422, loss_cls: 1.4701, loss: 1.4701, grad_norm: 9.6200 2021-03-24 03:21:12,228 - mmaction - INFO - Epoch [46][60/1345] lr: 1.000e-04, eta: 1:14:05, time: 0.625, data_time: 0.004, memory: 7067, top1_acc: 0.6250, top5_acc: 0.8406, loss_cls: 1.5393, loss: 1.5393, grad_norm: 9.8943 2021-03-24 03:21:24,915 - mmaction - INFO - Epoch [46][80/1345] lr: 1.000e-04, eta: 1:13:51, time: 0.636, data_time: 0.003, memory: 7067, top1_acc: 0.6250, top5_acc: 0.8555, loss_cls: 1.4156, loss: 1.4156, grad_norm: 9.5632 2021-03-24 03:21:38,542 - mmaction - INFO - Epoch [46][100/1345] lr: 1.000e-04, eta: 1:13:38, time: 0.682, data_time: 0.002, memory: 7067, top1_acc: 0.6258, top5_acc: 0.8461, loss_cls: 1.4668, loss: 1.4668, grad_norm: 9.6772 2021-03-24 03:21:51,500 - mmaction - INFO - Epoch [46][120/1345] lr: 1.000e-04, eta: 1:13:25, time: 0.644, data_time: 0.001, memory: 7067, top1_acc: 0.6391, top5_acc: 0.8516, loss_cls: 1.4404, loss: 1.4404, grad_norm: 9.5144 2021-03-24 03:22:04,879 - mmaction - INFO - Epoch [46][140/1345] lr: 1.000e-04, eta: 1:13:11, time: 0.672, data_time: 0.005, memory: 7067, top1_acc: 0.6164, top5_acc: 0.8453, loss_cls: 1.5210, loss: 1.5210, grad_norm: 9.9259 2021-03-24 03:22:18,151 - mmaction - INFO - Epoch [46][160/1345] lr: 1.000e-04, eta: 1:12:58, time: 0.665, data_time: 0.003, memory: 7067, top1_acc: 0.6305, top5_acc: 0.8547, loss_cls: 1.4335, loss: 1.4335, grad_norm: 9.6885 2021-03-24 03:22:31,348 - mmaction - INFO - Epoch [46][180/1345] lr: 1.000e-04, eta: 1:12:45, time: 0.660, data_time: 0.002, memory: 7067, top1_acc: 0.6305, top5_acc: 0.8492, loss_cls: 1.4258, loss: 1.4258, grad_norm: 9.5778 2021-03-24 03:22:44,421 - mmaction - INFO - Epoch [46][200/1345] lr: 1.000e-04, eta: 1:12:31, time: 0.651, data_time: 0.001, memory: 7067, top1_acc: 0.6695, top5_acc: 0.8773, loss_cls: 1.2798, loss: 1.2798, grad_norm: 9.0154 2021-03-24 03:22:57,558 - mmaction - INFO - Epoch [46][220/1345] lr: 1.000e-04, eta: 1:12:18, time: 0.659, data_time: 0.005, memory: 7067, top1_acc: 0.6484, top5_acc: 0.8586, loss_cls: 1.3999, loss: 1.3999, grad_norm: 9.4707 2021-03-24 03:23:10,623 - mmaction - INFO - Epoch [46][240/1345] lr: 1.000e-04, eta: 1:12:04, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.6297, top5_acc: 0.8617, loss_cls: 1.4279, loss: 1.4279, grad_norm: 9.6071 2021-03-24 03:23:23,837 - mmaction - INFO - Epoch [46][260/1345] lr: 1.000e-04, eta: 1:11:51, time: 0.663, data_time: 0.010, memory: 7067, top1_acc: 0.6234, top5_acc: 0.8477, loss_cls: 1.4722, loss: 1.4722, grad_norm: 9.6437 2021-03-24 03:23:36,812 - mmaction - INFO - Epoch [46][280/1345] lr: 1.000e-04, eta: 1:11:38, time: 0.649, data_time: 0.002, memory: 7067, top1_acc: 0.6641, top5_acc: 0.8609, loss_cls: 1.3821, loss: 1.3821, grad_norm: 9.5488 2021-03-24 03:23:50,138 - mmaction - INFO - Epoch [46][300/1345] lr: 1.000e-04, eta: 1:11:24, time: 0.663, data_time: 0.000, memory: 7067, top1_acc: 0.6273, top5_acc: 0.8438, loss_cls: 1.4456, loss: 1.4456, grad_norm: 9.4677 2021-03-24 03:24:03,193 - mmaction - INFO - Epoch [46][320/1345] lr: 1.000e-04, eta: 1:11:11, time: 0.643, data_time: 0.004, memory: 7067, top1_acc: 0.6414, top5_acc: 0.8562, loss_cls: 1.4010, loss: 1.4010, grad_norm: 9.5008 2021-03-24 03:24:16,247 - mmaction - INFO - Epoch [46][340/1345] lr: 1.000e-04, eta: 1:10:58, time: 0.664, data_time: 0.014, memory: 7067, top1_acc: 0.6047, top5_acc: 0.8266, loss_cls: 1.5578, loss: 1.5578, grad_norm: 9.8918 2021-03-24 03:24:29,650 - mmaction - INFO - Epoch [46][360/1345] lr: 1.000e-04, eta: 1:10:44, time: 0.672, data_time: 0.003, memory: 7067, top1_acc: 0.6352, top5_acc: 0.8453, loss_cls: 1.4525, loss: 1.4525, grad_norm: 9.7056 2021-03-24 03:24:42,951 - mmaction - INFO - Epoch [46][380/1345] lr: 1.000e-04, eta: 1:10:31, time: 0.661, data_time: 0.001, memory: 7067, top1_acc: 0.6266, top5_acc: 0.8398, loss_cls: 1.4584, loss: 1.4584, grad_norm: 9.3480 2021-03-24 03:24:55,754 - mmaction - INFO - Epoch [46][400/1345] lr: 1.000e-04, eta: 1:10:18, time: 0.644, data_time: 0.005, memory: 7067, top1_acc: 0.6406, top5_acc: 0.8711, loss_cls: 1.3980, loss: 1.3980, grad_norm: 9.4613 2021-03-24 03:25:08,835 - mmaction - INFO - Epoch [46][420/1345] lr: 1.000e-04, eta: 1:10:04, time: 0.654, data_time: 0.001, memory: 7067, top1_acc: 0.6367, top5_acc: 0.8648, loss_cls: 1.3985, loss: 1.3985, grad_norm: 9.6260 2021-03-24 03:25:22,163 - mmaction - INFO - Epoch [46][440/1345] lr: 1.000e-04, eta: 1:09:51, time: 0.664, data_time: 0.002, memory: 7067, top1_acc: 0.6336, top5_acc: 0.8695, loss_cls: 1.3746, loss: 1.3746, grad_norm: 9.5909 2021-03-24 03:25:34,662 - mmaction - INFO - Epoch [46][460/1345] lr: 1.000e-04, eta: 1:09:37, time: 0.625, data_time: 0.004, memory: 7067, top1_acc: 0.6195, top5_acc: 0.8555, loss_cls: 1.4320, loss: 1.4320, grad_norm: 9.7663 2021-03-24 03:25:47,892 - mmaction - INFO - Epoch [46][480/1345] lr: 1.000e-04, eta: 1:09:24, time: 0.662, data_time: 0.005, memory: 7067, top1_acc: 0.6312, top5_acc: 0.8461, loss_cls: 1.4521, loss: 1.4521, grad_norm: 9.8336 2021-03-24 03:26:00,927 - mmaction - INFO - Epoch [46][500/1345] lr: 1.000e-04, eta: 1:09:11, time: 0.653, data_time: 0.004, memory: 7067, top1_acc: 0.6570, top5_acc: 0.8695, loss_cls: 1.3590, loss: 1.3590, grad_norm: 9.4578 2021-03-24 03:26:14,215 - mmaction - INFO - Epoch [46][520/1345] lr: 1.000e-04, eta: 1:08:57, time: 0.661, data_time: 0.001, memory: 7067, top1_acc: 0.6117, top5_acc: 0.8477, loss_cls: 1.4648, loss: 1.4648, grad_norm: 9.6658 2021-03-24 03:26:27,016 - mmaction - INFO - Epoch [46][540/1345] lr: 1.000e-04, eta: 1:08:44, time: 0.644, data_time: 0.004, memory: 7067, top1_acc: 0.6555, top5_acc: 0.8516, loss_cls: 1.3949, loss: 1.3949, grad_norm: 9.3561 2021-03-24 03:26:40,570 - mmaction - INFO - Epoch [46][560/1345] lr: 1.000e-04, eta: 1:08:31, time: 0.676, data_time: 0.009, memory: 7067, top1_acc: 0.6367, top5_acc: 0.8453, loss_cls: 1.4357, loss: 1.4357, grad_norm: 9.4258 2021-03-24 03:26:53,718 - mmaction - INFO - Epoch [46][580/1345] lr: 1.000e-04, eta: 1:08:17, time: 0.657, data_time: 0.003, memory: 7067, top1_acc: 0.6094, top5_acc: 0.8500, loss_cls: 1.4700, loss: 1.4700, grad_norm: 9.8282 2021-03-24 03:27:07,383 - mmaction - INFO - Epoch [46][600/1345] lr: 1.000e-04, eta: 1:08:04, time: 0.668, data_time: 0.004, memory: 7067, top1_acc: 0.6266, top5_acc: 0.8594, loss_cls: 1.4111, loss: 1.4111, grad_norm: 9.4342 2021-03-24 03:27:20,970 - mmaction - INFO - Epoch [46][620/1345] lr: 1.000e-04, eta: 1:07:51, time: 0.695, data_time: 0.032, memory: 7067, top1_acc: 0.6305, top5_acc: 0.8523, loss_cls: 1.4339, loss: 1.4339, grad_norm: 9.6296 2021-03-24 03:27:34,656 - mmaction - INFO - Epoch [46][640/1345] lr: 1.000e-04, eta: 1:07:37, time: 0.684, data_time: 0.002, memory: 7067, top1_acc: 0.6211, top5_acc: 0.8383, loss_cls: 1.4608, loss: 1.4608, grad_norm: 9.7793 2021-03-24 03:27:47,744 - mmaction - INFO - Epoch [46][660/1345] lr: 1.000e-04, eta: 1:07:24, time: 0.654, data_time: 0.008, memory: 7067, top1_acc: 0.6320, top5_acc: 0.8648, loss_cls: 1.3977, loss: 1.3977, grad_norm: 9.6633 2021-03-24 03:28:00,361 - mmaction - INFO - Epoch [46][680/1345] lr: 1.000e-04, eta: 1:07:11, time: 0.626, data_time: 0.003, memory: 7067, top1_acc: 0.6516, top5_acc: 0.8664, loss_cls: 1.3764, loss: 1.3764, grad_norm: 9.3341 2021-03-24 03:28:13,711 - mmaction - INFO - Epoch [46][700/1345] lr: 1.000e-04, eta: 1:06:57, time: 0.672, data_time: 0.007, memory: 7067, top1_acc: 0.6492, top5_acc: 0.8594, loss_cls: 1.3677, loss: 1.3677, grad_norm: 9.4959 2021-03-24 03:28:27,407 - mmaction - INFO - Epoch [46][720/1345] lr: 1.000e-04, eta: 1:06:44, time: 0.686, data_time: 0.003, memory: 7067, top1_acc: 0.6289, top5_acc: 0.8438, loss_cls: 1.4622, loss: 1.4622, grad_norm: 9.4617 2021-03-24 03:28:40,367 - mmaction - INFO - Epoch [46][740/1345] lr: 1.000e-04, eta: 1:06:31, time: 0.647, data_time: 0.001, memory: 7067, top1_acc: 0.6500, top5_acc: 0.8484, loss_cls: 1.4105, loss: 1.4105, grad_norm: 9.4087 2021-03-24 03:28:53,668 - mmaction - INFO - Epoch [46][760/1345] lr: 1.000e-04, eta: 1:06:17, time: 0.664, data_time: 0.003, memory: 7067, top1_acc: 0.6578, top5_acc: 0.8648, loss_cls: 1.3411, loss: 1.3411, grad_norm: 9.1592 2021-03-24 03:29:07,026 - mmaction - INFO - Epoch [46][780/1345] lr: 1.000e-04, eta: 1:06:04, time: 0.665, data_time: 0.006, memory: 7067, top1_acc: 0.6484, top5_acc: 0.8586, loss_cls: 1.3931, loss: 1.3931, grad_norm: 9.3208 2021-03-24 03:29:19,592 - mmaction - INFO - Epoch [46][800/1345] lr: 1.000e-04, eta: 1:05:51, time: 0.632, data_time: 0.005, memory: 7067, top1_acc: 0.6414, top5_acc: 0.8648, loss_cls: 1.3844, loss: 1.3844, grad_norm: 9.6726 2021-03-24 03:29:32,756 - mmaction - INFO - Epoch [46][820/1345] lr: 1.000e-04, eta: 1:05:37, time: 0.657, data_time: 0.002, memory: 7067, top1_acc: 0.6398, top5_acc: 0.8594, loss_cls: 1.4003, loss: 1.4003, grad_norm: 9.8830 2021-03-24 03:29:45,668 - mmaction - INFO - Epoch [46][840/1345] lr: 1.000e-04, eta: 1:05:24, time: 0.648, data_time: 0.004, memory: 7067, top1_acc: 0.6555, top5_acc: 0.8789, loss_cls: 1.3115, loss: 1.3115, grad_norm: 9.4362 2021-03-24 03:29:58,565 - mmaction - INFO - Epoch [46][860/1345] lr: 1.000e-04, eta: 1:05:10, time: 0.645, data_time: 0.003, memory: 7067, top1_acc: 0.6281, top5_acc: 0.8539, loss_cls: 1.4484, loss: 1.4484, grad_norm: 9.9681 2021-03-24 03:30:11,753 - mmaction - INFO - Epoch [46][880/1345] lr: 1.000e-04, eta: 1:04:57, time: 0.655, data_time: 0.001, memory: 7067, top1_acc: 0.6305, top5_acc: 0.8477, loss_cls: 1.4076, loss: 1.4076, grad_norm: 9.5003 2021-03-24 03:30:24,327 - mmaction - INFO - Epoch [46][900/1345] lr: 1.000e-04, eta: 1:04:44, time: 0.632, data_time: 0.005, memory: 7067, top1_acc: 0.6461, top5_acc: 0.8594, loss_cls: 1.4274, loss: 1.4274, grad_norm: 9.7213 2021-03-24 03:30:37,745 - mmaction - INFO - Epoch [46][920/1345] lr: 1.000e-04, eta: 1:04:30, time: 0.671, data_time: 0.002, memory: 7067, top1_acc: 0.6383, top5_acc: 0.8516, loss_cls: 1.4289, loss: 1.4289, grad_norm: 9.6489 2021-03-24 03:30:50,614 - mmaction - INFO - Epoch [46][940/1345] lr: 1.000e-04, eta: 1:04:17, time: 0.643, data_time: 0.001, memory: 7067, top1_acc: 0.6383, top5_acc: 0.8500, loss_cls: 1.4272, loss: 1.4272, grad_norm: 9.7339 2021-03-24 03:31:04,210 - mmaction - INFO - Epoch [46][960/1345] lr: 1.000e-04, eta: 1:04:04, time: 0.679, data_time: 0.001, memory: 7067, top1_acc: 0.6281, top5_acc: 0.8555, loss_cls: 1.4549, loss: 1.4549, grad_norm: 9.7841 2021-03-24 03:31:17,229 - mmaction - INFO - Epoch [46][980/1345] lr: 1.000e-04, eta: 1:03:50, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.6227, top5_acc: 0.8539, loss_cls: 1.4500, loss: 1.4500, grad_norm: 9.9872 2021-03-24 03:31:30,288 - mmaction - INFO - Epoch [46][1000/1345] lr: 1.000e-04, eta: 1:03:37, time: 0.652, data_time: 0.001, memory: 7067, top1_acc: 0.6297, top5_acc: 0.8648, loss_cls: 1.4378, loss: 1.4378, grad_norm: 9.9641 2021-03-24 03:31:43,403 - mmaction - INFO - Epoch [46][1020/1345] lr: 1.000e-04, eta: 1:03:24, time: 0.657, data_time: 0.003, memory: 7067, top1_acc: 0.6555, top5_acc: 0.8547, loss_cls: 1.4004, loss: 1.4004, grad_norm: 9.5772 2021-03-24 03:31:56,477 - mmaction - INFO - Epoch [46][1040/1345] lr: 1.000e-04, eta: 1:03:10, time: 0.654, data_time: 0.001, memory: 7067, top1_acc: 0.6344, top5_acc: 0.8727, loss_cls: 1.3450, loss: 1.3450, grad_norm: 9.3079 2021-03-24 03:32:09,949 - mmaction - INFO - Epoch [46][1060/1345] lr: 1.000e-04, eta: 1:02:57, time: 0.672, data_time: 0.000, memory: 7067, top1_acc: 0.6523, top5_acc: 0.8641, loss_cls: 1.3467, loss: 1.3467, grad_norm: 9.5614 2021-03-24 03:32:23,074 - mmaction - INFO - Epoch [46][1080/1345] lr: 1.000e-04, eta: 1:02:44, time: 0.652, data_time: 0.005, memory: 7067, top1_acc: 0.6258, top5_acc: 0.8547, loss_cls: 1.4211, loss: 1.4211, grad_norm: 9.7485 2021-03-24 03:32:36,388 - mmaction - INFO - Epoch [46][1100/1345] lr: 1.000e-04, eta: 1:02:30, time: 0.669, data_time: 0.006, memory: 7067, top1_acc: 0.6148, top5_acc: 0.8484, loss_cls: 1.4464, loss: 1.4464, grad_norm: 9.7914 2021-03-24 03:32:49,395 - mmaction - INFO - Epoch [46][1120/1345] lr: 1.000e-04, eta: 1:02:17, time: 0.652, data_time: 0.003, memory: 7067, top1_acc: 0.6352, top5_acc: 0.8594, loss_cls: 1.4389, loss: 1.4389, grad_norm: 9.6581 2021-03-24 03:33:02,568 - mmaction - INFO - Epoch [46][1140/1345] lr: 1.000e-04, eta: 1:02:03, time: 0.658, data_time: 0.001, memory: 7067, top1_acc: 0.6195, top5_acc: 0.8391, loss_cls: 1.5153, loss: 1.5153, grad_norm: 9.9617 2021-03-24 03:33:15,584 - mmaction - INFO - Epoch [46][1160/1345] lr: 1.000e-04, eta: 1:01:50, time: 0.651, data_time: 0.002, memory: 7067, top1_acc: 0.6359, top5_acc: 0.8672, loss_cls: 1.3806, loss: 1.3806, grad_norm: 9.7921 2021-03-24 03:33:28,744 - mmaction - INFO - Epoch [46][1180/1345] lr: 1.000e-04, eta: 1:01:37, time: 0.658, data_time: 0.001, memory: 7067, top1_acc: 0.6367, top5_acc: 0.8547, loss_cls: 1.4391, loss: 1.4391, grad_norm: 9.6567 2021-03-24 03:33:41,791 - mmaction - INFO - Epoch [46][1200/1345] lr: 1.000e-04, eta: 1:01:23, time: 0.646, data_time: 0.001, memory: 7067, top1_acc: 0.6445, top5_acc: 0.8633, loss_cls: 1.3635, loss: 1.3635, grad_norm: 9.4182 2021-03-24 03:33:54,443 - mmaction - INFO - Epoch [46][1220/1345] lr: 1.000e-04, eta: 1:01:10, time: 0.636, data_time: 0.008, memory: 7067, top1_acc: 0.6312, top5_acc: 0.8492, loss_cls: 1.4497, loss: 1.4497, grad_norm: 9.6461 2021-03-24 03:34:07,438 - mmaction - INFO - Epoch [46][1240/1345] lr: 1.000e-04, eta: 1:00:57, time: 0.653, data_time: 0.005, memory: 7067, top1_acc: 0.6281, top5_acc: 0.8422, loss_cls: 1.4425, loss: 1.4425, grad_norm: 9.8670 2021-03-24 03:34:20,721 - mmaction - INFO - Epoch [46][1260/1345] lr: 1.000e-04, eta: 1:00:43, time: 0.664, data_time: 0.001, memory: 7067, top1_acc: 0.6383, top5_acc: 0.8695, loss_cls: 1.4005, loss: 1.4005, grad_norm: 9.7195 2021-03-24 03:34:33,312 - mmaction - INFO - Epoch [46][1280/1345] lr: 1.000e-04, eta: 1:00:30, time: 0.628, data_time: 0.001, memory: 7067, top1_acc: 0.6289, top5_acc: 0.8648, loss_cls: 1.4139, loss: 1.4139, grad_norm: 9.8362 2021-03-24 03:34:46,088 - mmaction - INFO - Epoch [46][1300/1345] lr: 1.000e-04, eta: 1:00:17, time: 0.640, data_time: 0.002, memory: 7067, top1_acc: 0.6359, top5_acc: 0.8625, loss_cls: 1.3766, loss: 1.3766, grad_norm: 9.4235 2021-03-24 03:34:59,502 - mmaction - INFO - Epoch [46][1320/1345] lr: 1.000e-04, eta: 1:00:03, time: 0.668, data_time: 0.002, memory: 7067, top1_acc: 0.6320, top5_acc: 0.8438, loss_cls: 1.4685, loss: 1.4685, grad_norm: 9.9084 2021-03-24 03:35:11,275 - mmaction - INFO - Epoch [46][1340/1345] lr: 1.000e-04, eta: 0:59:50, time: 0.592, data_time: 0.004, memory: 7067, top1_acc: 0.6047, top5_acc: 0.8398, loss_cls: 1.5161, loss: 1.5161, grad_norm: 9.9774 2021-03-24 03:35:13,882 - mmaction - INFO - Saving checkpoint at 46 epochs 2021-03-24 03:36:40,850 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-24 03:36:41,041 - mmaction - INFO - top1_acc 0.4755 top5_acc 0.7704 2021-03-24 03:36:41,042 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-24 03:36:41,053 - mmaction - INFO - mean_acc 0.4323 2021-03-24 03:36:41,056 - mmaction - INFO - Epoch(val) [46][1345] top1_acc: 0.4755, top5_acc: 0.7704, mean_class_accuracy: 0.4323 2021-03-24 03:37:12,290 - mmaction - INFO - Epoch [47][20/1345] lr: 1.000e-04, eta: 0:59:34, time: 1.557, data_time: 0.832, memory: 7067, top1_acc: 0.6406, top5_acc: 0.8570, loss_cls: 1.4310, loss: 1.4310, grad_norm: 9.9442 2021-03-24 03:37:25,132 - mmaction - INFO - Epoch [47][40/1345] lr: 1.000e-04, eta: 0:59:21, time: 0.640, data_time: 0.007, memory: 7067, top1_acc: 0.6320, top5_acc: 0.8586, loss_cls: 1.4300, loss: 1.4300, grad_norm: 9.7347 2021-03-24 03:37:38,146 - mmaction - INFO - Epoch [47][60/1345] lr: 1.000e-04, eta: 0:59:08, time: 0.655, data_time: 0.007, memory: 7067, top1_acc: 0.6266, top5_acc: 0.8484, loss_cls: 1.4616, loss: 1.4616, grad_norm: 9.6496 2021-03-24 03:37:50,840 - mmaction - INFO - Epoch [47][80/1345] lr: 1.000e-04, eta: 0:58:54, time: 0.635, data_time: 0.003, memory: 7067, top1_acc: 0.6352, top5_acc: 0.8438, loss_cls: 1.4406, loss: 1.4406, grad_norm: 9.7826 2021-03-24 03:38:04,036 - mmaction - INFO - Epoch [47][100/1345] lr: 1.000e-04, eta: 0:58:41, time: 0.660, data_time: 0.003, memory: 7067, top1_acc: 0.6531, top5_acc: 0.8680, loss_cls: 1.3850, loss: 1.3850, grad_norm: 9.6936 2021-03-24 03:38:17,778 - mmaction - INFO - Epoch [47][120/1345] lr: 1.000e-04, eta: 0:58:28, time: 0.687, data_time: 0.002, memory: 7067, top1_acc: 0.6117, top5_acc: 0.8547, loss_cls: 1.4477, loss: 1.4477, grad_norm: 9.6637 2021-03-24 03:38:31,369 - mmaction - INFO - Epoch [47][140/1345] lr: 1.000e-04, eta: 0:58:14, time: 0.678, data_time: 0.002, memory: 7067, top1_acc: 0.6453, top5_acc: 0.8594, loss_cls: 1.3824, loss: 1.3824, grad_norm: 9.2980 2021-03-24 03:38:44,010 - mmaction - INFO - Epoch [47][160/1345] lr: 1.000e-04, eta: 0:58:01, time: 0.634, data_time: 0.005, memory: 7067, top1_acc: 0.6344, top5_acc: 0.8578, loss_cls: 1.4137, loss: 1.4137, grad_norm: 9.6095 2021-03-24 03:38:57,433 - mmaction - INFO - Epoch [47][180/1345] lr: 1.000e-04, eta: 0:57:47, time: 0.671, data_time: 0.001, memory: 7067, top1_acc: 0.6398, top5_acc: 0.8562, loss_cls: 1.4698, loss: 1.4698, grad_norm: 9.7003 2021-03-24 03:39:10,804 - mmaction - INFO - Epoch [47][200/1345] lr: 1.000e-04, eta: 0:57:34, time: 0.669, data_time: 0.001, memory: 7067, top1_acc: 0.6250, top5_acc: 0.8508, loss_cls: 1.4525, loss: 1.4525, grad_norm: 9.7810 2021-03-24 03:39:24,684 - mmaction - INFO - Epoch [47][220/1345] lr: 1.000e-04, eta: 0:57:21, time: 0.687, data_time: 0.002, memory: 7067, top1_acc: 0.6461, top5_acc: 0.8664, loss_cls: 1.3659, loss: 1.3659, grad_norm: 9.4286 2021-03-24 03:39:38,026 - mmaction - INFO - Epoch [47][240/1345] lr: 1.000e-04, eta: 0:57:08, time: 0.669, data_time: 0.007, memory: 7067, top1_acc: 0.6328, top5_acc: 0.8586, loss_cls: 1.4071, loss: 1.4071, grad_norm: 9.8277 2021-03-24 03:39:51,467 - mmaction - INFO - Epoch [47][260/1345] lr: 1.000e-04, eta: 0:56:54, time: 0.676, data_time: 0.005, memory: 7067, top1_acc: 0.6258, top5_acc: 0.8531, loss_cls: 1.4429, loss: 1.4429, grad_norm: 9.8450 2021-03-24 03:40:04,464 - mmaction - INFO - Epoch [47][280/1345] lr: 1.000e-04, eta: 0:56:41, time: 0.650, data_time: 0.001, memory: 7067, top1_acc: 0.6461, top5_acc: 0.8734, loss_cls: 1.3603, loss: 1.3603, grad_norm: 9.6668 2021-03-24 03:40:17,956 - mmaction - INFO - Epoch [47][300/1345] lr: 1.000e-04, eta: 0:56:27, time: 0.675, data_time: 0.001, memory: 7067, top1_acc: 0.6492, top5_acc: 0.8555, loss_cls: 1.4258, loss: 1.4258, grad_norm: 9.6743 2021-03-24 03:40:31,164 - mmaction - INFO - Epoch [47][320/1345] lr: 1.000e-04, eta: 0:56:14, time: 0.660, data_time: 0.001, memory: 7067, top1_acc: 0.6406, top5_acc: 0.8750, loss_cls: 1.3755, loss: 1.3755, grad_norm: 9.6656 2021-03-24 03:40:43,950 - mmaction - INFO - Epoch [47][340/1345] lr: 1.000e-04, eta: 0:56:01, time: 0.638, data_time: 0.001, memory: 7067, top1_acc: 0.6586, top5_acc: 0.8617, loss_cls: 1.3474, loss: 1.3474, grad_norm: 9.5651 2021-03-24 03:40:57,043 - mmaction - INFO - Epoch [47][360/1345] lr: 1.000e-04, eta: 0:55:47, time: 0.655, data_time: 0.003, memory: 7067, top1_acc: 0.6414, top5_acc: 0.8516, loss_cls: 1.4586, loss: 1.4586, grad_norm: 10.0374 2021-03-24 03:41:10,290 - mmaction - INFO - Epoch [47][380/1345] lr: 1.000e-04, eta: 0:55:34, time: 0.661, data_time: 0.001, memory: 7067, top1_acc: 0.6281, top5_acc: 0.8516, loss_cls: 1.4759, loss: 1.4759, grad_norm: 9.6099 2021-03-24 03:41:23,424 - mmaction - INFO - Epoch [47][400/1345] lr: 1.000e-04, eta: 0:55:21, time: 0.657, data_time: 0.003, memory: 7067, top1_acc: 0.6344, top5_acc: 0.8586, loss_cls: 1.4222, loss: 1.4222, grad_norm: 9.6978 2021-03-24 03:41:36,765 - mmaction - INFO - Epoch [47][420/1345] lr: 1.000e-04, eta: 0:55:07, time: 0.666, data_time: 0.002, memory: 7067, top1_acc: 0.6305, top5_acc: 0.8578, loss_cls: 1.4068, loss: 1.4068, grad_norm: 9.6914 2021-03-24 03:41:49,376 - mmaction - INFO - Epoch [47][440/1345] lr: 1.000e-04, eta: 0:54:54, time: 0.634, data_time: 0.004, memory: 7067, top1_acc: 0.6547, top5_acc: 0.8602, loss_cls: 1.3891, loss: 1.3891, grad_norm: 9.7255 2021-03-24 03:42:02,633 - mmaction - INFO - Epoch [47][460/1345] lr: 1.000e-04, eta: 0:54:41, time: 0.661, data_time: 0.001, memory: 7067, top1_acc: 0.6281, top5_acc: 0.8578, loss_cls: 1.4443, loss: 1.4443, grad_norm: 9.7515 2021-03-24 03:42:15,649 - mmaction - INFO - Epoch [47][480/1345] lr: 1.000e-04, eta: 0:54:27, time: 0.646, data_time: 0.005, memory: 7067, top1_acc: 0.6195, top5_acc: 0.8578, loss_cls: 1.4210, loss: 1.4210, grad_norm: 9.8209 2021-03-24 03:42:28,941 - mmaction - INFO - Epoch [47][500/1345] lr: 1.000e-04, eta: 0:54:14, time: 0.670, data_time: 0.006, memory: 7067, top1_acc: 0.6289, top5_acc: 0.8523, loss_cls: 1.4661, loss: 1.4661, grad_norm: 9.9770 2021-03-24 03:42:42,063 - mmaction - INFO - Epoch [47][520/1345] lr: 1.000e-04, eta: 0:54:01, time: 0.654, data_time: 0.001, memory: 7067, top1_acc: 0.6086, top5_acc: 0.8453, loss_cls: 1.4867, loss: 1.4867, grad_norm: 10.0404 2021-03-24 03:42:55,542 - mmaction - INFO - Epoch [47][540/1345] lr: 1.000e-04, eta: 0:53:47, time: 0.674, data_time: 0.003, memory: 7067, top1_acc: 0.6219, top5_acc: 0.8594, loss_cls: 1.4329, loss: 1.4329, grad_norm: 9.9603 2021-03-24 03:43:08,723 - mmaction - INFO - Epoch [47][560/1345] lr: 1.000e-04, eta: 0:53:34, time: 0.659, data_time: 0.003, memory: 7067, top1_acc: 0.6297, top5_acc: 0.8539, loss_cls: 1.4133, loss: 1.4133, grad_norm: 9.5897 2021-03-24 03:43:22,294 - mmaction - INFO - Epoch [47][580/1345] lr: 1.000e-04, eta: 0:53:21, time: 0.679, data_time: 0.005, memory: 7067, top1_acc: 0.6312, top5_acc: 0.8562, loss_cls: 1.4188, loss: 1.4188, grad_norm: 10.0336 2021-03-24 03:43:35,508 - mmaction - INFO - Epoch [47][600/1345] lr: 1.000e-04, eta: 0:53:07, time: 0.663, data_time: 0.005, memory: 7067, top1_acc: 0.6297, top5_acc: 0.8555, loss_cls: 1.4449, loss: 1.4449, grad_norm: 9.8872 2021-03-24 03:43:48,899 - mmaction - INFO - Epoch [47][620/1345] lr: 1.000e-04, eta: 0:52:54, time: 0.669, data_time: 0.002, memory: 7067, top1_acc: 0.6328, top5_acc: 0.8586, loss_cls: 1.4106, loss: 1.4106, grad_norm: 9.9589 2021-03-24 03:44:02,081 - mmaction - INFO - Epoch [47][640/1345] lr: 1.000e-04, eta: 0:52:41, time: 0.658, data_time: 0.001, memory: 7067, top1_acc: 0.6227, top5_acc: 0.8594, loss_cls: 1.4089, loss: 1.4089, grad_norm: 10.0470 2021-03-24 03:44:15,001 - mmaction - INFO - Epoch [47][660/1345] lr: 1.000e-04, eta: 0:52:27, time: 0.646, data_time: 0.002, memory: 7067, top1_acc: 0.6672, top5_acc: 0.8609, loss_cls: 1.3554, loss: 1.3554, grad_norm: 9.4654 2021-03-24 03:44:27,797 - mmaction - INFO - Epoch [47][680/1345] lr: 1.000e-04, eta: 0:52:14, time: 0.638, data_time: 0.003, memory: 7067, top1_acc: 0.6398, top5_acc: 0.8625, loss_cls: 1.4186, loss: 1.4186, grad_norm: 9.6069 2021-03-24 03:44:41,111 - mmaction - INFO - Epoch [47][700/1345] lr: 1.000e-04, eta: 0:52:00, time: 0.660, data_time: 0.005, memory: 7067, top1_acc: 0.6344, top5_acc: 0.8438, loss_cls: 1.4935, loss: 1.4935, grad_norm: 10.1802 2021-03-24 03:44:54,170 - mmaction - INFO - Epoch [47][720/1345] lr: 1.000e-04, eta: 0:51:47, time: 0.661, data_time: 0.010, memory: 7067, top1_acc: 0.6352, top5_acc: 0.8664, loss_cls: 1.3669, loss: 1.3669, grad_norm: 9.6271 2021-03-24 03:45:07,612 - mmaction - INFO - Epoch [47][740/1345] lr: 1.000e-04, eta: 0:51:34, time: 0.673, data_time: 0.002, memory: 7067, top1_acc: 0.6312, top5_acc: 0.8594, loss_cls: 1.4044, loss: 1.4044, grad_norm: 9.7933 2021-03-24 03:45:20,777 - mmaction - INFO - Epoch [47][760/1345] lr: 1.000e-04, eta: 0:51:20, time: 0.658, data_time: 0.001, memory: 7067, top1_acc: 0.6367, top5_acc: 0.8562, loss_cls: 1.4130, loss: 1.4130, grad_norm: 9.9124 2021-03-24 03:45:33,753 - mmaction - INFO - Epoch [47][780/1345] lr: 1.000e-04, eta: 0:51:07, time: 0.648, data_time: 0.001, memory: 7067, top1_acc: 0.6297, top5_acc: 0.8547, loss_cls: 1.4517, loss: 1.4517, grad_norm: 9.9750 2021-03-24 03:45:46,824 - mmaction - INFO - Epoch [47][800/1345] lr: 1.000e-04, eta: 0:50:54, time: 0.654, data_time: 0.008, memory: 7067, top1_acc: 0.6133, top5_acc: 0.8438, loss_cls: 1.4739, loss: 1.4739, grad_norm: 9.9785 2021-03-24 03:46:00,201 - mmaction - INFO - Epoch [47][820/1345] lr: 1.000e-04, eta: 0:50:40, time: 0.668, data_time: 0.001, memory: 7067, top1_acc: 0.6609, top5_acc: 0.8562, loss_cls: 1.3731, loss: 1.3731, grad_norm: 9.6443 2021-03-24 03:46:13,654 - mmaction - INFO - Epoch [47][840/1345] lr: 1.000e-04, eta: 0:50:27, time: 0.673, data_time: 0.002, memory: 7067, top1_acc: 0.6422, top5_acc: 0.8609, loss_cls: 1.4012, loss: 1.4012, grad_norm: 9.6048 2021-03-24 03:46:26,382 - mmaction - INFO - Epoch [47][860/1345] lr: 1.000e-04, eta: 0:50:14, time: 0.631, data_time: 0.002, memory: 7067, top1_acc: 0.6328, top5_acc: 0.8492, loss_cls: 1.4798, loss: 1.4798, grad_norm: 9.8954 2021-03-24 03:46:39,828 - mmaction - INFO - Epoch [47][880/1345] lr: 1.000e-04, eta: 0:50:00, time: 0.678, data_time: 0.007, memory: 7067, top1_acc: 0.6414, top5_acc: 0.8602, loss_cls: 1.3944, loss: 1.3944, grad_norm: 9.8518 2021-03-24 03:46:53,047 - mmaction - INFO - Epoch [47][900/1345] lr: 1.000e-04, eta: 0:49:47, time: 0.662, data_time: 0.002, memory: 7067, top1_acc: 0.6500, top5_acc: 0.8531, loss_cls: 1.4002, loss: 1.4002, grad_norm: 9.5999 2021-03-24 03:47:06,655 - mmaction - INFO - Epoch [47][920/1345] lr: 1.000e-04, eta: 0:49:34, time: 0.680, data_time: 0.001, memory: 7067, top1_acc: 0.6484, top5_acc: 0.8625, loss_cls: 1.3771, loss: 1.3771, grad_norm: 9.5097 2021-03-24 03:47:19,787 - mmaction - INFO - Epoch [47][940/1345] lr: 1.000e-04, eta: 0:49:20, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.6398, top5_acc: 0.8578, loss_cls: 1.4112, loss: 1.4112, grad_norm: 9.6104 2021-03-24 03:47:33,140 - mmaction - INFO - Epoch [47][960/1345] lr: 1.000e-04, eta: 0:49:07, time: 0.669, data_time: 0.005, memory: 7067, top1_acc: 0.6367, top5_acc: 0.8453, loss_cls: 1.4287, loss: 1.4287, grad_norm: 9.6310 2021-03-24 03:47:45,866 - mmaction - INFO - Epoch [47][980/1345] lr: 1.000e-04, eta: 0:48:54, time: 0.636, data_time: 0.001, memory: 7067, top1_acc: 0.6602, top5_acc: 0.8734, loss_cls: 1.3614, loss: 1.3614, grad_norm: 9.4844 2021-03-24 03:47:59,222 - mmaction - INFO - Epoch [47][1000/1345] lr: 1.000e-04, eta: 0:48:40, time: 0.662, data_time: 0.001, memory: 7067, top1_acc: 0.6305, top5_acc: 0.8477, loss_cls: 1.4647, loss: 1.4647, grad_norm: 10.0597 2021-03-24 03:48:12,504 - mmaction - INFO - Epoch [47][1020/1345] lr: 1.000e-04, eta: 0:48:27, time: 0.669, data_time: 0.007, memory: 7067, top1_acc: 0.6273, top5_acc: 0.8469, loss_cls: 1.4520, loss: 1.4520, grad_norm: 9.9576 2021-03-24 03:48:26,273 - mmaction - INFO - Epoch [47][1040/1345] lr: 1.000e-04, eta: 0:48:14, time: 0.687, data_time: 0.003, memory: 7067, top1_acc: 0.6047, top5_acc: 0.8375, loss_cls: 1.5182, loss: 1.5182, grad_norm: 9.9144 2021-03-24 03:48:39,434 - mmaction - INFO - Epoch [47][1060/1345] lr: 1.000e-04, eta: 0:48:00, time: 0.659, data_time: 0.005, memory: 7067, top1_acc: 0.6352, top5_acc: 0.8656, loss_cls: 1.3554, loss: 1.3554, grad_norm: 9.4604 2021-03-24 03:48:52,454 - mmaction - INFO - Epoch [47][1080/1345] lr: 1.000e-04, eta: 0:47:47, time: 0.647, data_time: 0.002, memory: 7067, top1_acc: 0.6516, top5_acc: 0.8625, loss_cls: 1.3497, loss: 1.3497, grad_norm: 9.4598 2021-03-24 03:49:05,686 - mmaction - INFO - Epoch [47][1100/1345] lr: 1.000e-04, eta: 0:47:34, time: 0.664, data_time: 0.008, memory: 7067, top1_acc: 0.6141, top5_acc: 0.8516, loss_cls: 1.4830, loss: 1.4830, grad_norm: 9.9449 2021-03-24 03:49:18,969 - mmaction - INFO - Epoch [47][1120/1345] lr: 1.000e-04, eta: 0:47:20, time: 0.668, data_time: 0.005, memory: 7067, top1_acc: 0.6547, top5_acc: 0.8555, loss_cls: 1.3977, loss: 1.3977, grad_norm: 9.3705 2021-03-24 03:49:31,890 - mmaction - INFO - Epoch [47][1140/1345] lr: 1.000e-04, eta: 0:47:07, time: 0.645, data_time: 0.001, memory: 7067, top1_acc: 0.6445, top5_acc: 0.8594, loss_cls: 1.4002, loss: 1.4002, grad_norm: 9.5812 2021-03-24 03:49:45,213 - mmaction - INFO - Epoch [47][1160/1345] lr: 1.000e-04, eta: 0:46:54, time: 0.666, data_time: 0.002, memory: 7067, top1_acc: 0.6359, top5_acc: 0.8719, loss_cls: 1.4086, loss: 1.4086, grad_norm: 9.8780 2021-03-24 03:49:58,054 - mmaction - INFO - Epoch [47][1180/1345] lr: 1.000e-04, eta: 0:46:40, time: 0.639, data_time: 0.004, memory: 7067, top1_acc: 0.6602, top5_acc: 0.8500, loss_cls: 1.3595, loss: 1.3595, grad_norm: 9.2491 2021-03-24 03:50:10,911 - mmaction - INFO - Epoch [47][1200/1345] lr: 1.000e-04, eta: 0:46:27, time: 0.645, data_time: 0.005, memory: 7067, top1_acc: 0.6484, top5_acc: 0.8539, loss_cls: 1.3906, loss: 1.3906, grad_norm: 9.7109 2021-03-24 03:50:24,081 - mmaction - INFO - Epoch [47][1220/1345] lr: 1.000e-04, eta: 0:46:13, time: 0.650, data_time: 0.004, memory: 7067, top1_acc: 0.6281, top5_acc: 0.8547, loss_cls: 1.4315, loss: 1.4315, grad_norm: 9.8743 2021-03-24 03:50:37,220 - mmaction - INFO - Epoch [47][1240/1345] lr: 1.000e-04, eta: 0:46:00, time: 0.666, data_time: 0.012, memory: 7067, top1_acc: 0.6430, top5_acc: 0.8547, loss_cls: 1.4016, loss: 1.4016, grad_norm: 9.7910 2021-03-24 03:50:50,441 - mmaction - INFO - Epoch [47][1260/1345] lr: 1.000e-04, eta: 0:45:47, time: 0.662, data_time: 0.004, memory: 7067, top1_acc: 0.6461, top5_acc: 0.8586, loss_cls: 1.3520, loss: 1.3520, grad_norm: 9.5823 2021-03-24 03:51:03,657 - mmaction - INFO - Epoch [47][1280/1345] lr: 1.000e-04, eta: 0:45:33, time: 0.662, data_time: 0.003, memory: 7067, top1_acc: 0.6297, top5_acc: 0.8500, loss_cls: 1.4628, loss: 1.4628, grad_norm: 9.7510 2021-03-24 03:51:17,108 - mmaction - INFO - Epoch [47][1300/1345] lr: 1.000e-04, eta: 0:45:20, time: 0.671, data_time: 0.002, memory: 7067, top1_acc: 0.6539, top5_acc: 0.8633, loss_cls: 1.3869, loss: 1.3869, grad_norm: 9.6925 2021-03-24 03:51:30,393 - mmaction - INFO - Epoch [47][1320/1345] lr: 1.000e-04, eta: 0:45:07, time: 0.666, data_time: 0.003, memory: 7067, top1_acc: 0.6102, top5_acc: 0.8602, loss_cls: 1.4650, loss: 1.4650, grad_norm: 9.9526 2021-03-24 03:51:42,283 - mmaction - INFO - Epoch [47][1340/1345] lr: 1.000e-04, eta: 0:44:53, time: 0.595, data_time: 0.001, memory: 7067, top1_acc: 0.6266, top5_acc: 0.8547, loss_cls: 1.4529, loss: 1.4529, grad_norm: 9.7839 2021-03-24 03:51:44,878 - mmaction - INFO - Saving checkpoint at 47 epochs 2021-03-24 03:52:15,273 - mmaction - INFO - Epoch [48][20/1345] lr: 1.000e-04, eta: 0:44:37, time: 1.495, data_time: 0.798, memory: 7067, top1_acc: 0.6336, top5_acc: 0.8727, loss_cls: 1.3716, loss: 1.3716, grad_norm: 9.6394 2021-03-24 03:52:29,060 - mmaction - INFO - Epoch [48][40/1345] lr: 1.000e-04, eta: 0:44:24, time: 0.690, data_time: 0.001, memory: 7067, top1_acc: 0.6516, top5_acc: 0.8656, loss_cls: 1.3856, loss: 1.3856, grad_norm: 9.5276 2021-03-24 03:52:42,254 - mmaction - INFO - Epoch [48][60/1345] lr: 1.000e-04, eta: 0:44:11, time: 0.659, data_time: 0.001, memory: 7067, top1_acc: 0.6289, top5_acc: 0.8430, loss_cls: 1.4526, loss: 1.4526, grad_norm: 9.6645 2021-03-24 03:52:55,379 - mmaction - INFO - Epoch [48][80/1345] lr: 1.000e-04, eta: 0:43:57, time: 0.658, data_time: 0.002, memory: 7067, top1_acc: 0.6562, top5_acc: 0.8547, loss_cls: 1.3868, loss: 1.3868, grad_norm: 9.7635 2021-03-24 03:53:08,492 - mmaction - INFO - Epoch [48][100/1345] lr: 1.000e-04, eta: 0:43:44, time: 0.654, data_time: 0.000, memory: 7067, top1_acc: 0.6328, top5_acc: 0.8688, loss_cls: 1.4019, loss: 1.4019, grad_norm: 9.5749 2021-03-24 03:53:21,495 - mmaction - INFO - Epoch [48][120/1345] lr: 1.000e-04, eta: 0:43:31, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.6375, top5_acc: 0.8539, loss_cls: 1.4197, loss: 1.4197, grad_norm: 9.6019 2021-03-24 03:53:34,541 - mmaction - INFO - Epoch [48][140/1345] lr: 1.000e-04, eta: 0:43:17, time: 0.651, data_time: 0.002, memory: 7067, top1_acc: 0.6391, top5_acc: 0.8531, loss_cls: 1.4331, loss: 1.4331, grad_norm: 9.6035 2021-03-24 03:53:47,999 - mmaction - INFO - Epoch [48][160/1345] lr: 1.000e-04, eta: 0:43:04, time: 0.666, data_time: 0.003, memory: 7067, top1_acc: 0.6242, top5_acc: 0.8477, loss_cls: 1.4651, loss: 1.4651, grad_norm: 10.1271 2021-03-24 03:54:01,209 - mmaction - INFO - Epoch [48][180/1345] lr: 1.000e-04, eta: 0:42:51, time: 0.667, data_time: 0.012, memory: 7067, top1_acc: 0.6344, top5_acc: 0.8586, loss_cls: 1.4345, loss: 1.4345, grad_norm: 9.7342 2021-03-24 03:54:14,048 - mmaction - INFO - Epoch [48][200/1345] lr: 1.000e-04, eta: 0:42:37, time: 0.643, data_time: 0.003, memory: 7067, top1_acc: 0.6492, top5_acc: 0.8758, loss_cls: 1.3244, loss: 1.3244, grad_norm: 9.3771 2021-03-24 03:54:27,063 - mmaction - INFO - Epoch [48][220/1345] lr: 1.000e-04, eta: 0:42:24, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.6297, top5_acc: 0.8672, loss_cls: 1.3759, loss: 1.3759, grad_norm: 9.4633 2021-03-24 03:54:40,516 - mmaction - INFO - Epoch [48][240/1345] lr: 1.000e-04, eta: 0:42:11, time: 0.667, data_time: 0.002, memory: 7067, top1_acc: 0.6414, top5_acc: 0.8648, loss_cls: 1.3947, loss: 1.3947, grad_norm: 9.8368 2021-03-24 03:54:53,446 - mmaction - INFO - Epoch [48][260/1345] lr: 1.000e-04, eta: 0:41:57, time: 0.650, data_time: 0.006, memory: 7067, top1_acc: 0.6469, top5_acc: 0.8586, loss_cls: 1.3955, loss: 1.3955, grad_norm: 9.6539 2021-03-24 03:55:06,651 - mmaction - INFO - Epoch [48][280/1345] lr: 1.000e-04, eta: 0:41:44, time: 0.659, data_time: 0.002, memory: 7067, top1_acc: 0.6414, top5_acc: 0.8641, loss_cls: 1.3827, loss: 1.3827, grad_norm: 9.8739 2021-03-24 03:55:19,568 - mmaction - INFO - Epoch [48][300/1345] lr: 1.000e-04, eta: 0:41:31, time: 0.643, data_time: 0.004, memory: 7067, top1_acc: 0.6117, top5_acc: 0.8445, loss_cls: 1.4828, loss: 1.4828, grad_norm: 10.1318 2021-03-24 03:55:32,655 - mmaction - INFO - Epoch [48][320/1345] lr: 1.000e-04, eta: 0:41:17, time: 0.660, data_time: 0.006, memory: 7067, top1_acc: 0.6258, top5_acc: 0.8688, loss_cls: 1.4063, loss: 1.4063, grad_norm: 9.8442 2021-03-24 03:55:45,348 - mmaction - INFO - Epoch [48][340/1345] lr: 1.000e-04, eta: 0:41:04, time: 0.627, data_time: 0.001, memory: 7067, top1_acc: 0.6211, top5_acc: 0.8555, loss_cls: 1.4470, loss: 1.4470, grad_norm: 10.1399 2021-03-24 03:55:58,724 - mmaction - INFO - Epoch [48][360/1345] lr: 1.000e-04, eta: 0:40:50, time: 0.674, data_time: 0.009, memory: 7067, top1_acc: 0.6234, top5_acc: 0.8359, loss_cls: 1.5169, loss: 1.5169, grad_norm: 9.8093 2021-03-24 03:56:11,728 - mmaction - INFO - Epoch [48][380/1345] lr: 1.000e-04, eta: 0:40:37, time: 0.651, data_time: 0.003, memory: 7067, top1_acc: 0.6687, top5_acc: 0.8656, loss_cls: 1.2840, loss: 1.2840, grad_norm: 9.4889 2021-03-24 03:56:25,268 - mmaction - INFO - Epoch [48][400/1345] lr: 1.000e-04, eta: 0:40:24, time: 0.678, data_time: 0.002, memory: 7067, top1_acc: 0.6422, top5_acc: 0.8625, loss_cls: 1.3868, loss: 1.3868, grad_norm: 9.7807 2021-03-24 03:56:38,396 - mmaction - INFO - Epoch [48][420/1345] lr: 1.000e-04, eta: 0:40:10, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.6438, top5_acc: 0.8648, loss_cls: 1.3783, loss: 1.3783, grad_norm: 9.6518 2021-03-24 03:56:51,254 - mmaction - INFO - Epoch [48][440/1345] lr: 1.000e-04, eta: 0:39:57, time: 0.644, data_time: 0.003, memory: 7067, top1_acc: 0.6328, top5_acc: 0.8500, loss_cls: 1.3863, loss: 1.3863, grad_norm: 9.3244 2021-03-24 03:57:04,562 - mmaction - INFO - Epoch [48][460/1345] lr: 1.000e-04, eta: 0:39:44, time: 0.665, data_time: 0.001, memory: 7067, top1_acc: 0.6258, top5_acc: 0.8609, loss_cls: 1.4737, loss: 1.4737, grad_norm: 9.8105 2021-03-24 03:57:17,367 - mmaction - INFO - Epoch [48][480/1345] lr: 1.000e-04, eta: 0:39:30, time: 0.641, data_time: 0.001, memory: 7067, top1_acc: 0.6594, top5_acc: 0.8641, loss_cls: 1.3516, loss: 1.3516, grad_norm: 9.5981 2021-03-24 03:57:30,849 - mmaction - INFO - Epoch [48][500/1345] lr: 1.000e-04, eta: 0:39:17, time: 0.670, data_time: 0.003, memory: 7067, top1_acc: 0.6523, top5_acc: 0.8719, loss_cls: 1.3420, loss: 1.3420, grad_norm: 9.7574 2021-03-24 03:57:43,935 - mmaction - INFO - Epoch [48][520/1345] lr: 1.000e-04, eta: 0:39:04, time: 0.659, data_time: 0.005, memory: 7067, top1_acc: 0.6344, top5_acc: 0.8523, loss_cls: 1.4152, loss: 1.4152, grad_norm: 9.7479 2021-03-24 03:57:57,303 - mmaction - INFO - Epoch [48][540/1345] lr: 1.000e-04, eta: 0:38:50, time: 0.667, data_time: 0.001, memory: 7067, top1_acc: 0.6383, top5_acc: 0.8625, loss_cls: 1.3915, loss: 1.3915, grad_norm: 9.8505 2021-03-24 03:58:10,520 - mmaction - INFO - Epoch [48][560/1345] lr: 1.000e-04, eta: 0:38:37, time: 0.662, data_time: 0.002, memory: 7067, top1_acc: 0.6109, top5_acc: 0.8430, loss_cls: 1.5359, loss: 1.5359, grad_norm: 9.9680 2021-03-24 03:58:23,426 - mmaction - INFO - Epoch [48][580/1345] lr: 1.000e-04, eta: 0:38:24, time: 0.641, data_time: 0.000, memory: 7067, top1_acc: 0.6578, top5_acc: 0.8727, loss_cls: 1.3408, loss: 1.3408, grad_norm: 9.5893 2021-03-24 03:58:37,000 - mmaction - INFO - Epoch [48][600/1345] lr: 1.000e-04, eta: 0:38:10, time: 0.681, data_time: 0.006, memory: 7067, top1_acc: 0.6227, top5_acc: 0.8422, loss_cls: 1.4433, loss: 1.4433, grad_norm: 9.9375 2021-03-24 03:58:49,670 - mmaction - INFO - Epoch [48][620/1345] lr: 1.000e-04, eta: 0:37:57, time: 0.635, data_time: 0.004, memory: 7067, top1_acc: 0.6492, top5_acc: 0.8539, loss_cls: 1.3952, loss: 1.3952, grad_norm: 9.5014 2021-03-24 03:59:02,521 - mmaction - INFO - Epoch [48][640/1345] lr: 1.000e-04, eta: 0:37:44, time: 0.642, data_time: 0.002, memory: 7067, top1_acc: 0.6531, top5_acc: 0.8672, loss_cls: 1.3226, loss: 1.3226, grad_norm: 9.4667 2021-03-24 03:59:15,571 - mmaction - INFO - Epoch [48][660/1345] lr: 1.000e-04, eta: 0:37:30, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.6305, top5_acc: 0.8359, loss_cls: 1.4959, loss: 1.4959, grad_norm: 10.0587 2021-03-24 03:59:29,326 - mmaction - INFO - Epoch [48][680/1345] lr: 1.000e-04, eta: 0:37:17, time: 0.690, data_time: 0.003, memory: 7067, top1_acc: 0.6297, top5_acc: 0.8398, loss_cls: 1.4872, loss: 1.4872, grad_norm: 9.9007 2021-03-24 03:59:42,388 - mmaction - INFO - Epoch [48][700/1345] lr: 1.000e-04, eta: 0:37:04, time: 0.652, data_time: 0.001, memory: 7067, top1_acc: 0.6461, top5_acc: 0.8516, loss_cls: 1.4095, loss: 1.4095, grad_norm: 9.7974 2021-03-24 03:59:56,024 - mmaction - INFO - Epoch [48][720/1345] lr: 1.000e-04, eta: 0:36:50, time: 0.682, data_time: 0.003, memory: 7067, top1_acc: 0.6477, top5_acc: 0.8617, loss_cls: 1.3555, loss: 1.3555, grad_norm: 9.6813 2021-03-24 04:00:08,986 - mmaction - INFO - Epoch [48][740/1345] lr: 1.000e-04, eta: 0:36:37, time: 0.648, data_time: 0.004, memory: 7067, top1_acc: 0.6320, top5_acc: 0.8523, loss_cls: 1.4486, loss: 1.4486, grad_norm: 9.9417 2021-03-24 04:00:21,952 - mmaction - INFO - Epoch [48][760/1345] lr: 1.000e-04, eta: 0:36:24, time: 0.647, data_time: 0.007, memory: 7067, top1_acc: 0.6375, top5_acc: 0.8539, loss_cls: 1.4087, loss: 1.4087, grad_norm: 9.8582 2021-03-24 04:00:35,367 - mmaction - INFO - Epoch [48][780/1345] lr: 1.000e-04, eta: 0:36:10, time: 0.669, data_time: 0.003, memory: 7067, top1_acc: 0.6273, top5_acc: 0.8336, loss_cls: 1.4889, loss: 1.4889, grad_norm: 9.8939 2021-03-24 04:00:49,088 - mmaction - INFO - Epoch [48][800/1345] lr: 1.000e-04, eta: 0:35:57, time: 0.685, data_time: 0.005, memory: 7067, top1_acc: 0.6445, top5_acc: 0.8617, loss_cls: 1.3905, loss: 1.3905, grad_norm: 9.7586 2021-03-24 04:01:01,742 - mmaction - INFO - Epoch [48][820/1345] lr: 1.000e-04, eta: 0:35:44, time: 0.636, data_time: 0.006, memory: 7067, top1_acc: 0.6375, top5_acc: 0.8461, loss_cls: 1.4065, loss: 1.4065, grad_norm: 9.4128 2021-03-24 04:01:14,955 - mmaction - INFO - Epoch [48][840/1345] lr: 1.000e-04, eta: 0:35:30, time: 0.662, data_time: 0.004, memory: 7067, top1_acc: 0.6508, top5_acc: 0.8688, loss_cls: 1.3814, loss: 1.3814, grad_norm: 9.7676 2021-03-24 04:01:28,165 - mmaction - INFO - Epoch [48][860/1345] lr: 1.000e-04, eta: 0:35:17, time: 0.658, data_time: 0.002, memory: 7067, top1_acc: 0.6406, top5_acc: 0.8617, loss_cls: 1.3712, loss: 1.3712, grad_norm: 9.5207 2021-03-24 04:01:41,550 - mmaction - INFO - Epoch [48][880/1345] lr: 1.000e-04, eta: 0:35:03, time: 0.672, data_time: 0.003, memory: 7067, top1_acc: 0.6234, top5_acc: 0.8500, loss_cls: 1.4667, loss: 1.4667, grad_norm: 10.1433 2021-03-24 04:01:54,814 - mmaction - INFO - Epoch [48][900/1345] lr: 1.000e-04, eta: 0:34:50, time: 0.661, data_time: 0.001, memory: 7067, top1_acc: 0.6211, top5_acc: 0.8469, loss_cls: 1.4746, loss: 1.4746, grad_norm: 9.7091 2021-03-24 04:02:07,770 - mmaction - INFO - Epoch [48][920/1345] lr: 1.000e-04, eta: 0:34:37, time: 0.650, data_time: 0.008, memory: 7067, top1_acc: 0.6219, top5_acc: 0.8547, loss_cls: 1.4211, loss: 1.4211, grad_norm: 9.5920 2021-03-24 04:02:21,146 - mmaction - INFO - Epoch [48][940/1345] lr: 1.000e-04, eta: 0:34:23, time: 0.669, data_time: 0.001, memory: 7067, top1_acc: 0.6336, top5_acc: 0.8633, loss_cls: 1.3926, loss: 1.3926, grad_norm: 9.9586 2021-03-24 04:02:34,118 - mmaction - INFO - Epoch [48][960/1345] lr: 1.000e-04, eta: 0:34:10, time: 0.637, data_time: 0.006, memory: 7067, top1_acc: 0.6133, top5_acc: 0.8352, loss_cls: 1.5035, loss: 1.5035, grad_norm: 9.8930 2021-03-24 04:02:47,073 - mmaction - INFO - Epoch [48][980/1345] lr: 1.000e-04, eta: 0:33:57, time: 0.654, data_time: 0.012, memory: 7067, top1_acc: 0.6484, top5_acc: 0.8562, loss_cls: 1.4055, loss: 1.4055, grad_norm: 9.6906 2021-03-24 04:02:59,593 - mmaction - INFO - Epoch [48][1000/1345] lr: 1.000e-04, eta: 0:33:43, time: 0.629, data_time: 0.006, memory: 7067, top1_acc: 0.6109, top5_acc: 0.8586, loss_cls: 1.4691, loss: 1.4691, grad_norm: 9.8177 2021-03-24 04:03:12,983 - mmaction - INFO - Epoch [48][1020/1345] lr: 1.000e-04, eta: 0:33:30, time: 0.670, data_time: 0.003, memory: 7067, top1_acc: 0.6375, top5_acc: 0.8484, loss_cls: 1.4407, loss: 1.4407, grad_norm: 9.9989 2021-03-24 04:03:25,989 - mmaction - INFO - Epoch [48][1040/1345] lr: 1.000e-04, eta: 0:33:17, time: 0.644, data_time: 0.008, memory: 7067, top1_acc: 0.6430, top5_acc: 0.8688, loss_cls: 1.3497, loss: 1.3497, grad_norm: 9.7989 2021-03-24 04:03:39,461 - mmaction - INFO - Epoch [48][1060/1345] lr: 1.000e-04, eta: 0:33:03, time: 0.680, data_time: 0.008, memory: 7067, top1_acc: 0.6359, top5_acc: 0.8844, loss_cls: 1.3617, loss: 1.3617, grad_norm: 9.6352 2021-03-24 04:03:52,897 - mmaction - INFO - Epoch [48][1080/1345] lr: 1.000e-04, eta: 0:32:50, time: 0.672, data_time: 0.002, memory: 7067, top1_acc: 0.6180, top5_acc: 0.8508, loss_cls: 1.4300, loss: 1.4300, grad_norm: 9.9399 2021-03-24 04:04:05,751 - mmaction - INFO - Epoch [48][1100/1345] lr: 1.000e-04, eta: 0:32:37, time: 0.642, data_time: 0.001, memory: 7067, top1_acc: 0.6227, top5_acc: 0.8438, loss_cls: 1.4306, loss: 1.4306, grad_norm: 9.7917 2021-03-24 04:04:19,188 - mmaction - INFO - Epoch [48][1120/1345] lr: 1.000e-04, eta: 0:32:23, time: 0.671, data_time: 0.007, memory: 7067, top1_acc: 0.6289, top5_acc: 0.8547, loss_cls: 1.4140, loss: 1.4140, grad_norm: 9.6214 2021-03-24 04:04:32,323 - mmaction - INFO - Epoch [48][1140/1345] lr: 1.000e-04, eta: 0:32:10, time: 0.658, data_time: 0.003, memory: 7067, top1_acc: 0.6305, top5_acc: 0.8539, loss_cls: 1.4576, loss: 1.4576, grad_norm: 10.0487 2021-03-24 04:04:45,554 - mmaction - INFO - Epoch [48][1160/1345] lr: 1.000e-04, eta: 0:31:57, time: 0.659, data_time: 0.001, memory: 7067, top1_acc: 0.6453, top5_acc: 0.8594, loss_cls: 1.3902, loss: 1.3902, grad_norm: 9.6317 2021-03-24 04:04:58,652 - mmaction - INFO - Epoch [48][1180/1345] lr: 1.000e-04, eta: 0:31:43, time: 0.658, data_time: 0.006, memory: 7067, top1_acc: 0.6461, top5_acc: 0.8531, loss_cls: 1.4045, loss: 1.4045, grad_norm: 9.6841 2021-03-24 04:05:11,897 - mmaction - INFO - Epoch [48][1200/1345] lr: 1.000e-04, eta: 0:31:30, time: 0.663, data_time: 0.002, memory: 7067, top1_acc: 0.6508, top5_acc: 0.8703, loss_cls: 1.3546, loss: 1.3546, grad_norm: 9.7382 2021-03-24 04:05:25,328 - mmaction - INFO - Epoch [48][1220/1345] lr: 1.000e-04, eta: 0:31:17, time: 0.671, data_time: 0.001, memory: 7067, top1_acc: 0.6281, top5_acc: 0.8352, loss_cls: 1.5103, loss: 1.5103, grad_norm: 9.9853 2021-03-24 04:05:38,501 - mmaction - INFO - Epoch [48][1240/1345] lr: 1.000e-04, eta: 0:31:03, time: 0.658, data_time: 0.001, memory: 7067, top1_acc: 0.6281, top5_acc: 0.8414, loss_cls: 1.4628, loss: 1.4628, grad_norm: 9.8509 2021-03-24 04:05:51,613 - mmaction - INFO - Epoch [48][1260/1345] lr: 1.000e-04, eta: 0:30:50, time: 0.655, data_time: 0.001, memory: 7067, top1_acc: 0.6484, top5_acc: 0.8562, loss_cls: 1.4058, loss: 1.4058, grad_norm: 9.8240 2021-03-24 04:06:04,455 - mmaction - INFO - Epoch [48][1280/1345] lr: 1.000e-04, eta: 0:30:37, time: 0.643, data_time: 0.002, memory: 7067, top1_acc: 0.6617, top5_acc: 0.8594, loss_cls: 1.3931, loss: 1.3931, grad_norm: 9.8829 2021-03-24 04:06:17,923 - mmaction - INFO - Epoch [48][1300/1345] lr: 1.000e-04, eta: 0:30:23, time: 0.673, data_time: 0.003, memory: 7067, top1_acc: 0.6391, top5_acc: 0.8734, loss_cls: 1.3876, loss: 1.3876, grad_norm: 9.7824 2021-03-24 04:06:31,022 - mmaction - INFO - Epoch [48][1320/1345] lr: 1.000e-04, eta: 0:30:10, time: 0.654, data_time: 0.002, memory: 7067, top1_acc: 0.6227, top5_acc: 0.8414, loss_cls: 1.4552, loss: 1.4552, grad_norm: 9.6445 2021-03-24 04:06:42,694 - mmaction - INFO - Epoch [48][1340/1345] lr: 1.000e-04, eta: 0:29:56, time: 0.585, data_time: 0.002, memory: 7067, top1_acc: 0.6672, top5_acc: 0.8625, loss_cls: 1.3551, loss: 1.3551, grad_norm: 9.6378 2021-03-24 04:06:45,240 - mmaction - INFO - Saving checkpoint at 48 epochs 2021-03-24 04:08:13,056 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-24 04:08:13,249 - mmaction - INFO - top1_acc 0.4734 top5_acc 0.7664 2021-03-24 04:08:13,249 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-24 04:08:13,262 - mmaction - INFO - mean_acc 0.4280 2021-03-24 04:08:13,265 - mmaction - INFO - Epoch(val) [48][1345] top1_acc: 0.4734, top5_acc: 0.7664, mean_class_accuracy: 0.4280 2021-03-24 04:08:43,590 - mmaction - INFO - Epoch [49][20/1345] lr: 1.000e-04, eta: 0:29:40, time: 1.513, data_time: 0.834, memory: 7067, top1_acc: 0.6414, top5_acc: 0.8500, loss_cls: 1.4448, loss: 1.4448, grad_norm: 9.9595 2021-03-24 04:08:57,078 - mmaction - INFO - Epoch [49][40/1345] lr: 1.000e-04, eta: 0:29:27, time: 0.677, data_time: 0.006, memory: 7067, top1_acc: 0.6180, top5_acc: 0.8508, loss_cls: 1.4456, loss: 1.4456, grad_norm: 10.0491 2021-03-24 04:09:10,214 - mmaction - INFO - Epoch [49][60/1345] lr: 1.000e-04, eta: 0:29:14, time: 0.656, data_time: 0.001, memory: 7067, top1_acc: 0.6203, top5_acc: 0.8461, loss_cls: 1.4701, loss: 1.4701, grad_norm: 10.0294 2021-03-24 04:09:23,467 - mmaction - INFO - Epoch [49][80/1345] lr: 1.000e-04, eta: 0:29:00, time: 0.662, data_time: 0.006, memory: 7067, top1_acc: 0.6414, top5_acc: 0.8609, loss_cls: 1.3718, loss: 1.3718, grad_norm: 9.7778 2021-03-24 04:09:36,841 - mmaction - INFO - Epoch [49][100/1345] lr: 1.000e-04, eta: 0:28:47, time: 0.671, data_time: 0.003, memory: 7067, top1_acc: 0.6391, top5_acc: 0.8625, loss_cls: 1.4116, loss: 1.4116, grad_norm: 9.8553 2021-03-24 04:09:49,709 - mmaction - INFO - Epoch [49][120/1345] lr: 1.000e-04, eta: 0:28:34, time: 0.642, data_time: 0.001, memory: 7067, top1_acc: 0.6336, top5_acc: 0.8555, loss_cls: 1.4281, loss: 1.4281, grad_norm: 9.9074 2021-03-24 04:10:02,693 - mmaction - INFO - Epoch [49][140/1345] lr: 1.000e-04, eta: 0:28:20, time: 0.650, data_time: 0.008, memory: 7067, top1_acc: 0.6398, top5_acc: 0.8664, loss_cls: 1.3861, loss: 1.3861, grad_norm: 9.6784 2021-03-24 04:10:15,929 - mmaction - INFO - Epoch [49][160/1345] lr: 1.000e-04, eta: 0:28:07, time: 0.662, data_time: 0.002, memory: 7067, top1_acc: 0.6164, top5_acc: 0.8531, loss_cls: 1.4401, loss: 1.4401, grad_norm: 9.8567 2021-03-24 04:10:29,064 - mmaction - INFO - Epoch [49][180/1345] lr: 1.000e-04, eta: 0:27:54, time: 0.656, data_time: 0.001, memory: 7067, top1_acc: 0.6422, top5_acc: 0.8516, loss_cls: 1.3969, loss: 1.3969, grad_norm: 9.9454 2021-03-24 04:10:42,413 - mmaction - INFO - Epoch [49][200/1345] lr: 1.000e-04, eta: 0:27:40, time: 0.668, data_time: 0.003, memory: 7067, top1_acc: 0.6320, top5_acc: 0.8602, loss_cls: 1.3922, loss: 1.3922, grad_norm: 9.7536 2021-03-24 04:10:55,146 - mmaction - INFO - Epoch [49][220/1345] lr: 1.000e-04, eta: 0:27:27, time: 0.636, data_time: 0.003, memory: 7067, top1_acc: 0.6336, top5_acc: 0.8625, loss_cls: 1.4022, loss: 1.4022, grad_norm: 9.8434 2021-03-24 04:11:08,821 - mmaction - INFO - Epoch [49][240/1345] lr: 1.000e-04, eta: 0:27:14, time: 0.685, data_time: 0.003, memory: 7067, top1_acc: 0.6672, top5_acc: 0.8664, loss_cls: 1.3621, loss: 1.3621, grad_norm: 9.4652 2021-03-24 04:11:22,041 - mmaction - INFO - Epoch [49][260/1345] lr: 1.000e-04, eta: 0:27:00, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.6305, top5_acc: 0.8531, loss_cls: 1.4580, loss: 1.4580, grad_norm: 10.1664 2021-03-24 04:11:34,993 - mmaction - INFO - Epoch [49][280/1345] lr: 1.000e-04, eta: 0:26:47, time: 0.654, data_time: 0.008, memory: 7067, top1_acc: 0.6359, top5_acc: 0.8609, loss_cls: 1.3816, loss: 1.3816, grad_norm: 9.9461 2021-03-24 04:11:48,500 - mmaction - INFO - Epoch [49][300/1345] lr: 1.000e-04, eta: 0:26:34, time: 0.675, data_time: 0.001, memory: 7067, top1_acc: 0.6141, top5_acc: 0.8344, loss_cls: 1.5434, loss: 1.5434, grad_norm: 9.9556 2021-03-24 04:12:01,710 - mmaction - INFO - Epoch [49][320/1345] lr: 1.000e-04, eta: 0:26:20, time: 0.660, data_time: 0.003, memory: 7067, top1_acc: 0.6258, top5_acc: 0.8625, loss_cls: 1.4062, loss: 1.4062, grad_norm: 10.0597 2021-03-24 04:12:14,752 - mmaction - INFO - Epoch [49][340/1345] lr: 1.000e-04, eta: 0:26:07, time: 0.649, data_time: 0.002, memory: 7067, top1_acc: 0.6367, top5_acc: 0.8633, loss_cls: 1.4068, loss: 1.4068, grad_norm: 9.7164 2021-03-24 04:12:28,029 - mmaction - INFO - Epoch [49][360/1345] lr: 1.000e-04, eta: 0:25:54, time: 0.666, data_time: 0.005, memory: 7067, top1_acc: 0.6047, top5_acc: 0.8383, loss_cls: 1.5016, loss: 1.5016, grad_norm: 9.9119 2021-03-24 04:12:41,294 - mmaction - INFO - Epoch [49][380/1345] lr: 1.000e-04, eta: 0:25:40, time: 0.665, data_time: 0.003, memory: 7067, top1_acc: 0.6625, top5_acc: 0.8750, loss_cls: 1.3144, loss: 1.3144, grad_norm: 9.7028 2021-03-24 04:12:54,076 - mmaction - INFO - Epoch [49][400/1345] lr: 1.000e-04, eta: 0:25:27, time: 0.639, data_time: 0.000, memory: 7067, top1_acc: 0.6234, top5_acc: 0.8320, loss_cls: 1.5455, loss: 1.5455, grad_norm: 10.0499 2021-03-24 04:13:07,170 - mmaction - INFO - Epoch [49][420/1345] lr: 1.000e-04, eta: 0:25:13, time: 0.655, data_time: 0.003, memory: 7067, top1_acc: 0.6383, top5_acc: 0.8492, loss_cls: 1.4295, loss: 1.4295, grad_norm: 9.7474 2021-03-24 04:13:20,354 - mmaction - INFO - Epoch [49][440/1345] lr: 1.000e-04, eta: 0:25:00, time: 0.653, data_time: 0.009, memory: 7067, top1_acc: 0.6289, top5_acc: 0.8422, loss_cls: 1.4499, loss: 1.4499, grad_norm: 9.7560 2021-03-24 04:13:33,919 - mmaction - INFO - Epoch [49][460/1345] lr: 1.000e-04, eta: 0:24:47, time: 0.684, data_time: 0.009, memory: 7067, top1_acc: 0.6375, top5_acc: 0.8492, loss_cls: 1.4047, loss: 1.4047, grad_norm: 9.4609 2021-03-24 04:13:47,036 - mmaction - INFO - Epoch [49][480/1345] lr: 1.000e-04, eta: 0:24:33, time: 0.656, data_time: 0.001, memory: 7067, top1_acc: 0.6258, top5_acc: 0.8578, loss_cls: 1.4557, loss: 1.4557, grad_norm: 10.0766 2021-03-24 04:14:00,349 - mmaction - INFO - Epoch [49][500/1345] lr: 1.000e-04, eta: 0:24:20, time: 0.663, data_time: 0.001, memory: 7067, top1_acc: 0.6289, top5_acc: 0.8484, loss_cls: 1.4419, loss: 1.4419, grad_norm: 9.6872 2021-03-24 04:14:13,408 - mmaction - INFO - Epoch [49][520/1345] lr: 1.000e-04, eta: 0:24:07, time: 0.656, data_time: 0.011, memory: 7067, top1_acc: 0.6469, top5_acc: 0.8539, loss_cls: 1.4259, loss: 1.4259, grad_norm: 9.7444 2021-03-24 04:14:26,846 - mmaction - INFO - Epoch [49][540/1345] lr: 1.000e-04, eta: 0:23:53, time: 0.662, data_time: 0.003, memory: 7067, top1_acc: 0.6188, top5_acc: 0.8484, loss_cls: 1.4993, loss: 1.4993, grad_norm: 9.9144 2021-03-24 04:14:39,833 - mmaction - INFO - Epoch [49][560/1345] lr: 1.000e-04, eta: 0:23:40, time: 0.654, data_time: 0.011, memory: 7067, top1_acc: 0.6422, top5_acc: 0.8570, loss_cls: 1.3950, loss: 1.3950, grad_norm: 9.5771 2021-03-24 04:14:52,921 - mmaction - INFO - Epoch [49][580/1345] lr: 1.000e-04, eta: 0:23:27, time: 0.660, data_time: 0.007, memory: 7067, top1_acc: 0.6406, top5_acc: 0.8555, loss_cls: 1.4115, loss: 1.4115, grad_norm: 9.8693 2021-03-24 04:15:05,861 - mmaction - INFO - Epoch [49][600/1345] lr: 1.000e-04, eta: 0:23:13, time: 0.646, data_time: 0.002, memory: 7067, top1_acc: 0.6453, top5_acc: 0.8523, loss_cls: 1.4162, loss: 1.4162, grad_norm: 9.7905 2021-03-24 04:15:18,852 - mmaction - INFO - Epoch [49][620/1345] lr: 1.000e-04, eta: 0:23:00, time: 0.650, data_time: 0.002, memory: 7067, top1_acc: 0.6555, top5_acc: 0.8641, loss_cls: 1.3501, loss: 1.3501, grad_norm: 9.4385 2021-03-24 04:15:32,346 - mmaction - INFO - Epoch [49][640/1345] lr: 1.000e-04, eta: 0:22:47, time: 0.674, data_time: 0.001, memory: 7067, top1_acc: 0.6250, top5_acc: 0.8547, loss_cls: 1.4156, loss: 1.4156, grad_norm: 9.8167 2021-03-24 04:15:44,925 - mmaction - INFO - Epoch [49][660/1345] lr: 1.000e-04, eta: 0:22:33, time: 0.627, data_time: 0.001, memory: 7067, top1_acc: 0.6391, top5_acc: 0.8500, loss_cls: 1.4201, loss: 1.4201, grad_norm: 9.8737 2021-03-24 04:15:58,124 - mmaction - INFO - Epoch [49][680/1345] lr: 1.000e-04, eta: 0:22:20, time: 0.661, data_time: 0.006, memory: 7067, top1_acc: 0.6508, top5_acc: 0.8469, loss_cls: 1.4016, loss: 1.4016, grad_norm: 10.0224 2021-03-24 04:16:11,040 - mmaction - INFO - Epoch [49][700/1345] lr: 1.000e-04, eta: 0:22:07, time: 0.647, data_time: 0.003, memory: 7067, top1_acc: 0.6453, top5_acc: 0.8555, loss_cls: 1.3996, loss: 1.3996, grad_norm: 9.6798 2021-03-24 04:16:23,743 - mmaction - INFO - Epoch [49][720/1345] lr: 1.000e-04, eta: 0:21:53, time: 0.635, data_time: 0.001, memory: 7067, top1_acc: 0.6547, top5_acc: 0.8570, loss_cls: 1.3900, loss: 1.3900, grad_norm: 9.5973 2021-03-24 04:16:36,757 - mmaction - INFO - Epoch [49][740/1345] lr: 1.000e-04, eta: 0:21:40, time: 0.651, data_time: 0.001, memory: 7067, top1_acc: 0.6242, top5_acc: 0.8398, loss_cls: 1.4351, loss: 1.4351, grad_norm: 9.7219 2021-03-24 04:16:49,703 - mmaction - INFO - Epoch [49][760/1345] lr: 1.000e-04, eta: 0:21:27, time: 0.647, data_time: 0.003, memory: 7067, top1_acc: 0.6352, top5_acc: 0.8594, loss_cls: 1.3944, loss: 1.3944, grad_norm: 10.0331 2021-03-24 04:17:02,832 - mmaction - INFO - Epoch [49][780/1345] lr: 1.000e-04, eta: 0:21:13, time: 0.657, data_time: 0.003, memory: 7067, top1_acc: 0.6195, top5_acc: 0.8492, loss_cls: 1.4371, loss: 1.4371, grad_norm: 9.8350 2021-03-24 04:17:15,922 - mmaction - INFO - Epoch [49][800/1345] lr: 1.000e-04, eta: 0:21:00, time: 0.653, data_time: 0.003, memory: 7067, top1_acc: 0.6422, top5_acc: 0.8555, loss_cls: 1.4102, loss: 1.4102, grad_norm: 9.8474 2021-03-24 04:17:29,421 - mmaction - INFO - Epoch [49][820/1345] lr: 1.000e-04, eta: 0:20:47, time: 0.672, data_time: 0.003, memory: 7067, top1_acc: 0.6406, top5_acc: 0.8406, loss_cls: 1.4494, loss: 1.4494, grad_norm: 9.9844 2021-03-24 04:17:42,722 - mmaction - INFO - Epoch [49][840/1345] lr: 1.000e-04, eta: 0:20:33, time: 0.670, data_time: 0.006, memory: 7067, top1_acc: 0.6445, top5_acc: 0.8508, loss_cls: 1.4259, loss: 1.4259, grad_norm: 10.0254 2021-03-24 04:17:55,551 - mmaction - INFO - Epoch [49][860/1345] lr: 1.000e-04, eta: 0:20:20, time: 0.642, data_time: 0.001, memory: 7067, top1_acc: 0.6414, top5_acc: 0.8625, loss_cls: 1.3957, loss: 1.3957, grad_norm: 9.8199 2021-03-24 04:18:07,961 - mmaction - INFO - Epoch [49][880/1345] lr: 1.000e-04, eta: 0:20:07, time: 0.617, data_time: 0.001, memory: 7067, top1_acc: 0.6273, top5_acc: 0.8594, loss_cls: 1.4159, loss: 1.4159, grad_norm: 9.6093 2021-03-24 04:18:21,202 - mmaction - INFO - Epoch [49][900/1345] lr: 1.000e-04, eta: 0:19:53, time: 0.655, data_time: 0.005, memory: 7067, top1_acc: 0.6383, top5_acc: 0.8680, loss_cls: 1.3788, loss: 1.3788, grad_norm: 9.9518 2021-03-24 04:18:34,177 - mmaction - INFO - Epoch [49][920/1345] lr: 1.000e-04, eta: 0:19:40, time: 0.658, data_time: 0.011, memory: 7067, top1_acc: 0.6383, top5_acc: 0.8430, loss_cls: 1.4630, loss: 1.4630, grad_norm: 9.8766 2021-03-24 04:18:47,086 - mmaction - INFO - Epoch [49][940/1345] lr: 1.000e-04, eta: 0:19:26, time: 0.639, data_time: 0.006, memory: 7067, top1_acc: 0.6305, top5_acc: 0.8516, loss_cls: 1.4205, loss: 1.4205, grad_norm: 9.7086 2021-03-24 04:19:00,551 - mmaction - INFO - Epoch [49][960/1345] lr: 1.000e-04, eta: 0:19:13, time: 0.676, data_time: 0.011, memory: 7067, top1_acc: 0.6352, top5_acc: 0.8523, loss_cls: 1.4543, loss: 1.4543, grad_norm: 10.0710 2021-03-24 04:19:13,450 - mmaction - INFO - Epoch [49][980/1345] lr: 1.000e-04, eta: 0:19:00, time: 0.648, data_time: 0.005, memory: 7067, top1_acc: 0.6375, top5_acc: 0.8430, loss_cls: 1.4938, loss: 1.4938, grad_norm: 9.8030 2021-03-24 04:19:26,665 - mmaction - INFO - Epoch [49][1000/1345] lr: 1.000e-04, eta: 0:18:46, time: 0.660, data_time: 0.002, memory: 7067, top1_acc: 0.6359, top5_acc: 0.8633, loss_cls: 1.4407, loss: 1.4407, grad_norm: 10.0918 2021-03-24 04:19:39,293 - mmaction - INFO - Epoch [49][1020/1345] lr: 1.000e-04, eta: 0:18:33, time: 0.626, data_time: 0.003, memory: 7067, top1_acc: 0.6055, top5_acc: 0.8422, loss_cls: 1.4805, loss: 1.4805, grad_norm: 10.1671 2021-03-24 04:19:52,306 - mmaction - INFO - Epoch [49][1040/1345] lr: 1.000e-04, eta: 0:18:20, time: 0.655, data_time: 0.016, memory: 7067, top1_acc: 0.6289, top5_acc: 0.8531, loss_cls: 1.4279, loss: 1.4279, grad_norm: 9.9254 2021-03-24 04:20:05,257 - mmaction - INFO - Epoch [49][1060/1345] lr: 1.000e-04, eta: 0:18:06, time: 0.650, data_time: 0.003, memory: 7067, top1_acc: 0.6289, top5_acc: 0.8594, loss_cls: 1.3940, loss: 1.3940, grad_norm: 9.7380 2021-03-24 04:20:17,917 - mmaction - INFO - Epoch [49][1080/1345] lr: 1.000e-04, eta: 0:17:53, time: 0.633, data_time: 0.000, memory: 7067, top1_acc: 0.6508, top5_acc: 0.8617, loss_cls: 1.3923, loss: 1.3923, grad_norm: 9.8709 2021-03-24 04:20:30,905 - mmaction - INFO - Epoch [49][1100/1345] lr: 1.000e-04, eta: 0:17:40, time: 0.649, data_time: 0.001, memory: 7067, top1_acc: 0.6383, top5_acc: 0.8484, loss_cls: 1.4134, loss: 1.4134, grad_norm: 9.7832 2021-03-24 04:20:43,877 - mmaction - INFO - Epoch [49][1120/1345] lr: 1.000e-04, eta: 0:17:26, time: 0.643, data_time: 0.004, memory: 7067, top1_acc: 0.6523, top5_acc: 0.8625, loss_cls: 1.3521, loss: 1.3521, grad_norm: 9.5843 2021-03-24 04:20:57,103 - mmaction - INFO - Epoch [49][1140/1345] lr: 1.000e-04, eta: 0:17:13, time: 0.665, data_time: 0.007, memory: 7067, top1_acc: 0.6398, top5_acc: 0.8586, loss_cls: 1.4327, loss: 1.4327, grad_norm: 9.9342 2021-03-24 04:21:10,003 - mmaction - INFO - Epoch [49][1160/1345] lr: 1.000e-04, eta: 0:17:00, time: 0.646, data_time: 0.003, memory: 7067, top1_acc: 0.6250, top5_acc: 0.8516, loss_cls: 1.4663, loss: 1.4663, grad_norm: 10.0837 2021-03-24 04:21:23,296 - mmaction - INFO - Epoch [49][1180/1345] lr: 1.000e-04, eta: 0:16:46, time: 0.666, data_time: 0.003, memory: 7067, top1_acc: 0.6320, top5_acc: 0.8586, loss_cls: 1.4124, loss: 1.4124, grad_norm: 9.8397 2021-03-24 04:21:36,567 - mmaction - INFO - Epoch [49][1200/1345] lr: 1.000e-04, eta: 0:16:33, time: 0.663, data_time: 0.004, memory: 7067, top1_acc: 0.6156, top5_acc: 0.8438, loss_cls: 1.5201, loss: 1.5201, grad_norm: 10.3904 2021-03-24 04:21:49,513 - mmaction - INFO - Epoch [49][1220/1345] lr: 1.000e-04, eta: 0:16:20, time: 0.643, data_time: 0.002, memory: 7067, top1_acc: 0.6297, top5_acc: 0.8516, loss_cls: 1.4105, loss: 1.4105, grad_norm: 10.0334 2021-03-24 04:22:02,702 - mmaction - INFO - Epoch [49][1240/1345] lr: 1.000e-04, eta: 0:16:06, time: 0.663, data_time: 0.006, memory: 7067, top1_acc: 0.6742, top5_acc: 0.8781, loss_cls: 1.2697, loss: 1.2697, grad_norm: 9.4482 2021-03-24 04:22:15,826 - mmaction - INFO - Epoch [49][1260/1345] lr: 1.000e-04, eta: 0:15:53, time: 0.656, data_time: 0.002, memory: 7067, top1_acc: 0.6273, top5_acc: 0.8531, loss_cls: 1.4728, loss: 1.4728, grad_norm: 10.1122 2021-03-24 04:22:29,101 - mmaction - INFO - Epoch [49][1280/1345] lr: 1.000e-04, eta: 0:15:40, time: 0.662, data_time: 0.002, memory: 7067, top1_acc: 0.6148, top5_acc: 0.8539, loss_cls: 1.4827, loss: 1.4827, grad_norm: 10.1901 2021-03-24 04:22:41,842 - mmaction - INFO - Epoch [49][1300/1345] lr: 1.000e-04, eta: 0:15:26, time: 0.640, data_time: 0.004, memory: 7067, top1_acc: 0.6391, top5_acc: 0.8586, loss_cls: 1.4101, loss: 1.4101, grad_norm: 9.8852 2021-03-24 04:22:55,429 - mmaction - INFO - Epoch [49][1320/1345] lr: 1.000e-04, eta: 0:15:13, time: 0.677, data_time: 0.002, memory: 7067, top1_acc: 0.6234, top5_acc: 0.8484, loss_cls: 1.4621, loss: 1.4621, grad_norm: 10.0991 2021-03-24 04:23:07,260 - mmaction - INFO - Epoch [49][1340/1345] lr: 1.000e-04, eta: 0:15:00, time: 0.595, data_time: 0.012, memory: 7067, top1_acc: 0.6523, top5_acc: 0.8719, loss_cls: 1.3414, loss: 1.3414, grad_norm: 9.4927 2021-03-24 04:23:09,699 - mmaction - INFO - Saving checkpoint at 49 epochs 2021-03-24 04:23:40,258 - mmaction - INFO - Epoch [50][20/1345] lr: 1.000e-04, eta: 0:14:43, time: 1.507, data_time: 0.774, memory: 7067, top1_acc: 0.6578, top5_acc: 0.8766, loss_cls: 1.3265, loss: 1.3265, grad_norm: 9.3965 2021-03-24 04:23:53,173 - mmaction - INFO - Epoch [50][40/1345] lr: 1.000e-04, eta: 0:14:30, time: 0.643, data_time: 0.001, memory: 7067, top1_acc: 0.6414, top5_acc: 0.8625, loss_cls: 1.3846, loss: 1.3846, grad_norm: 9.6036 2021-03-24 04:24:06,576 - mmaction - INFO - Epoch [50][60/1345] lr: 1.000e-04, eta: 0:14:17, time: 0.671, data_time: 0.003, memory: 7067, top1_acc: 0.6398, top5_acc: 0.8516, loss_cls: 1.4206, loss: 1.4206, grad_norm: 9.9001 2021-03-24 04:24:19,569 - mmaction - INFO - Epoch [50][80/1345] lr: 1.000e-04, eta: 0:14:03, time: 0.650, data_time: 0.002, memory: 7067, top1_acc: 0.6438, top5_acc: 0.8719, loss_cls: 1.3717, loss: 1.3717, grad_norm: 9.9608 2021-03-24 04:24:32,823 - mmaction - INFO - Epoch [50][100/1345] lr: 1.000e-04, eta: 0:13:50, time: 0.664, data_time: 0.002, memory: 7067, top1_acc: 0.6328, top5_acc: 0.8570, loss_cls: 1.4498, loss: 1.4498, grad_norm: 10.0197 2021-03-24 04:24:46,182 - mmaction - INFO - Epoch [50][120/1345] lr: 1.000e-04, eta: 0:13:36, time: 0.665, data_time: 0.001, memory: 7067, top1_acc: 0.6305, top5_acc: 0.8648, loss_cls: 1.3931, loss: 1.3931, grad_norm: 9.6883 2021-03-24 04:24:59,182 - mmaction - INFO - Epoch [50][140/1345] lr: 1.000e-04, eta: 0:13:23, time: 0.651, data_time: 0.004, memory: 7067, top1_acc: 0.6469, top5_acc: 0.8641, loss_cls: 1.3917, loss: 1.3917, grad_norm: 9.6401 2021-03-24 04:25:12,464 - mmaction - INFO - Epoch [50][160/1345] lr: 1.000e-04, eta: 0:13:10, time: 0.665, data_time: 0.003, memory: 7067, top1_acc: 0.6258, top5_acc: 0.8445, loss_cls: 1.4623, loss: 1.4623, grad_norm: 10.1955 2021-03-24 04:25:25,572 - mmaction - INFO - Epoch [50][180/1345] lr: 1.000e-04, eta: 0:12:56, time: 0.655, data_time: 0.002, memory: 7067, top1_acc: 0.6445, top5_acc: 0.8477, loss_cls: 1.4255, loss: 1.4255, grad_norm: 9.6913 2021-03-24 04:25:38,960 - mmaction - INFO - Epoch [50][200/1345] lr: 1.000e-04, eta: 0:12:43, time: 0.671, data_time: 0.002, memory: 7067, top1_acc: 0.6352, top5_acc: 0.8531, loss_cls: 1.4045, loss: 1.4045, grad_norm: 9.6971 2021-03-24 04:25:51,908 - mmaction - INFO - Epoch [50][220/1345] lr: 1.000e-04, eta: 0:12:30, time: 0.648, data_time: 0.001, memory: 7067, top1_acc: 0.6687, top5_acc: 0.8578, loss_cls: 1.3058, loss: 1.3058, grad_norm: 9.4036 2021-03-24 04:26:04,979 - mmaction - INFO - Epoch [50][240/1345] lr: 1.000e-04, eta: 0:12:16, time: 0.646, data_time: 0.001, memory: 7067, top1_acc: 0.6602, top5_acc: 0.8641, loss_cls: 1.3599, loss: 1.3599, grad_norm: 9.6077 2021-03-24 04:26:17,887 - mmaction - INFO - Epoch [50][260/1345] lr: 1.000e-04, eta: 0:12:03, time: 0.652, data_time: 0.008, memory: 7067, top1_acc: 0.6242, top5_acc: 0.8609, loss_cls: 1.4653, loss: 1.4653, grad_norm: 10.2110 2021-03-24 04:26:31,228 - mmaction - INFO - Epoch [50][280/1345] lr: 1.000e-04, eta: 0:11:50, time: 0.666, data_time: 0.005, memory: 7067, top1_acc: 0.6469, top5_acc: 0.8688, loss_cls: 1.3732, loss: 1.3732, grad_norm: 9.7741 2021-03-24 04:26:44,322 - mmaction - INFO - Epoch [50][300/1345] lr: 1.000e-04, eta: 0:11:36, time: 0.648, data_time: 0.003, memory: 7067, top1_acc: 0.6500, top5_acc: 0.8664, loss_cls: 1.3595, loss: 1.3595, grad_norm: 9.4689 2021-03-24 04:26:57,562 - mmaction - INFO - Epoch [50][320/1345] lr: 1.000e-04, eta: 0:11:23, time: 0.670, data_time: 0.009, memory: 7067, top1_acc: 0.6508, top5_acc: 0.8625, loss_cls: 1.3629, loss: 1.3629, grad_norm: 9.8204 2021-03-24 04:27:10,573 - mmaction - INFO - Epoch [50][340/1345] lr: 1.000e-04, eta: 0:11:10, time: 0.649, data_time: 0.000, memory: 7067, top1_acc: 0.6266, top5_acc: 0.8477, loss_cls: 1.4708, loss: 1.4708, grad_norm: 10.0734 2021-03-24 04:27:23,631 - mmaction - INFO - Epoch [50][360/1345] lr: 1.000e-04, eta: 0:10:56, time: 0.653, data_time: 0.007, memory: 7067, top1_acc: 0.6219, top5_acc: 0.8438, loss_cls: 1.4703, loss: 1.4703, grad_norm: 10.3157 2021-03-24 04:27:36,912 - mmaction - INFO - Epoch [50][380/1345] lr: 1.000e-04, eta: 0:10:43, time: 0.664, data_time: 0.003, memory: 7067, top1_acc: 0.6555, top5_acc: 0.8617, loss_cls: 1.3533, loss: 1.3533, grad_norm: 9.6461 2021-03-24 04:27:49,913 - mmaction - INFO - Epoch [50][400/1345] lr: 1.000e-04, eta: 0:10:30, time: 0.642, data_time: 0.003, memory: 7067, top1_acc: 0.6500, top5_acc: 0.8734, loss_cls: 1.3724, loss: 1.3724, grad_norm: 9.5955 2021-03-24 04:28:03,031 - mmaction - INFO - Epoch [50][420/1345] lr: 1.000e-04, eta: 0:10:16, time: 0.665, data_time: 0.010, memory: 7067, top1_acc: 0.6445, top5_acc: 0.8664, loss_cls: 1.4003, loss: 1.4003, grad_norm: 10.0163 2021-03-24 04:28:15,833 - mmaction - INFO - Epoch [50][440/1345] lr: 1.000e-04, eta: 0:10:03, time: 0.641, data_time: 0.001, memory: 7067, top1_acc: 0.6625, top5_acc: 0.8688, loss_cls: 1.3613, loss: 1.3613, grad_norm: 9.7322 2021-03-24 04:28:29,082 - mmaction - INFO - Epoch [50][460/1345] lr: 1.000e-04, eta: 0:09:50, time: 0.662, data_time: 0.001, memory: 7067, top1_acc: 0.6250, top5_acc: 0.8492, loss_cls: 1.4506, loss: 1.4506, grad_norm: 10.0306 2021-03-24 04:28:41,776 - mmaction - INFO - Epoch [50][480/1345] lr: 1.000e-04, eta: 0:09:36, time: 0.635, data_time: 0.001, memory: 7067, top1_acc: 0.6430, top5_acc: 0.8523, loss_cls: 1.4111, loss: 1.4111, grad_norm: 10.1252 2021-03-24 04:28:55,263 - mmaction - INFO - Epoch [50][500/1345] lr: 1.000e-04, eta: 0:09:23, time: 0.673, data_time: 0.002, memory: 7067, top1_acc: 0.6531, top5_acc: 0.8664, loss_cls: 1.3665, loss: 1.3665, grad_norm: 9.6346 2021-03-24 04:29:08,650 - mmaction - INFO - Epoch [50][520/1345] lr: 1.000e-04, eta: 0:09:10, time: 0.669, data_time: 0.002, memory: 7067, top1_acc: 0.6172, top5_acc: 0.8344, loss_cls: 1.4869, loss: 1.4869, grad_norm: 9.9756 2021-03-24 04:29:21,932 - mmaction - INFO - Epoch [50][540/1345] lr: 1.000e-04, eta: 0:08:56, time: 0.661, data_time: 0.003, memory: 7067, top1_acc: 0.6492, top5_acc: 0.8695, loss_cls: 1.3271, loss: 1.3271, grad_norm: 9.8446 2021-03-24 04:29:35,208 - mmaction - INFO - Epoch [50][560/1345] lr: 1.000e-04, eta: 0:08:43, time: 0.668, data_time: 0.005, memory: 7067, top1_acc: 0.6477, top5_acc: 0.8641, loss_cls: 1.4103, loss: 1.4103, grad_norm: 9.8886 2021-03-24 04:29:48,211 - mmaction - INFO - Epoch [50][580/1345] lr: 1.000e-04, eta: 0:08:30, time: 0.650, data_time: 0.001, memory: 7067, top1_acc: 0.6281, top5_acc: 0.8445, loss_cls: 1.4565, loss: 1.4565, grad_norm: 10.0893 2021-03-24 04:30:01,334 - mmaction - INFO - Epoch [50][600/1345] lr: 1.000e-04, eta: 0:08:16, time: 0.656, data_time: 0.001, memory: 7067, top1_acc: 0.6516, top5_acc: 0.8734, loss_cls: 1.3505, loss: 1.3505, grad_norm: 9.6390 2021-03-24 04:30:15,083 - mmaction - INFO - Epoch [50][620/1345] lr: 1.000e-04, eta: 0:08:03, time: 0.678, data_time: 0.001, memory: 7067, top1_acc: 0.6336, top5_acc: 0.8539, loss_cls: 1.4212, loss: 1.4212, grad_norm: 10.0266 2021-03-24 04:30:28,097 - mmaction - INFO - Epoch [50][640/1345] lr: 1.000e-04, eta: 0:07:50, time: 0.660, data_time: 0.010, memory: 7067, top1_acc: 0.6172, top5_acc: 0.8508, loss_cls: 1.4475, loss: 1.4475, grad_norm: 10.0034 2021-03-24 04:30:41,119 - mmaction - INFO - Epoch [50][660/1345] lr: 1.000e-04, eta: 0:07:36, time: 0.651, data_time: 0.002, memory: 7067, top1_acc: 0.6562, top5_acc: 0.8594, loss_cls: 1.3662, loss: 1.3662, grad_norm: 9.5216 2021-03-24 04:30:54,485 - mmaction - INFO - Epoch [50][680/1345] lr: 1.000e-04, eta: 0:07:23, time: 0.667, data_time: 0.002, memory: 7067, top1_acc: 0.6477, top5_acc: 0.8625, loss_cls: 1.3388, loss: 1.3388, grad_norm: 9.5783 2021-03-24 04:31:07,511 - mmaction - INFO - Epoch [50][700/1345] lr: 1.000e-04, eta: 0:07:10, time: 0.650, data_time: 0.002, memory: 7067, top1_acc: 0.6484, top5_acc: 0.8602, loss_cls: 1.4128, loss: 1.4128, grad_norm: 9.7221 2021-03-24 04:31:20,195 - mmaction - INFO - Epoch [50][720/1345] lr: 1.000e-04, eta: 0:06:56, time: 0.636, data_time: 0.003, memory: 7067, top1_acc: 0.6641, top5_acc: 0.8789, loss_cls: 1.3011, loss: 1.3011, grad_norm: 9.4676 2021-03-24 04:31:33,311 - mmaction - INFO - Epoch [50][740/1345] lr: 1.000e-04, eta: 0:06:43, time: 0.652, data_time: 0.002, memory: 7067, top1_acc: 0.6547, top5_acc: 0.8711, loss_cls: 1.3351, loss: 1.3351, grad_norm: 9.9639 2021-03-24 04:31:46,627 - mmaction - INFO - Epoch [50][760/1345] lr: 1.000e-04, eta: 0:06:30, time: 0.670, data_time: 0.007, memory: 7067, top1_acc: 0.6398, top5_acc: 0.8641, loss_cls: 1.3842, loss: 1.3842, grad_norm: 10.0418 2021-03-24 04:31:59,845 - mmaction - INFO - Epoch [50][780/1345] lr: 1.000e-04, eta: 0:06:16, time: 0.659, data_time: 0.002, memory: 7067, top1_acc: 0.6234, top5_acc: 0.8555, loss_cls: 1.4369, loss: 1.4369, grad_norm: 10.0598 2021-03-24 04:32:12,830 - mmaction - INFO - Epoch [50][800/1345] lr: 1.000e-04, eta: 0:06:03, time: 0.647, data_time: 0.004, memory: 7067, top1_acc: 0.6602, top5_acc: 0.8742, loss_cls: 1.3532, loss: 1.3532, grad_norm: 9.7489 2021-03-24 04:32:26,097 - mmaction - INFO - Epoch [50][820/1345] lr: 1.000e-04, eta: 0:05:50, time: 0.669, data_time: 0.007, memory: 7067, top1_acc: 0.6375, top5_acc: 0.8461, loss_cls: 1.4285, loss: 1.4285, grad_norm: 9.7158 2021-03-24 04:32:38,974 - mmaction - INFO - Epoch [50][840/1345] lr: 1.000e-04, eta: 0:05:36, time: 0.642, data_time: 0.001, memory: 7067, top1_acc: 0.6539, top5_acc: 0.8805, loss_cls: 1.3333, loss: 1.3333, grad_norm: 9.7406 2021-03-24 04:32:52,269 - mmaction - INFO - Epoch [50][860/1345] lr: 1.000e-04, eta: 0:05:23, time: 0.667, data_time: 0.003, memory: 7067, top1_acc: 0.6578, top5_acc: 0.8609, loss_cls: 1.3483, loss: 1.3483, grad_norm: 9.6834 2021-03-24 04:33:05,598 - mmaction - INFO - Epoch [50][880/1345] lr: 1.000e-04, eta: 0:05:10, time: 0.667, data_time: 0.001, memory: 7067, top1_acc: 0.6180, top5_acc: 0.8586, loss_cls: 1.4623, loss: 1.4623, grad_norm: 10.1162 2021-03-24 04:33:18,959 - mmaction - INFO - Epoch [50][900/1345] lr: 1.000e-04, eta: 0:04:56, time: 0.666, data_time: 0.000, memory: 7067, top1_acc: 0.6508, top5_acc: 0.8562, loss_cls: 1.3945, loss: 1.3945, grad_norm: 9.6879 2021-03-24 04:33:32,074 - mmaction - INFO - Epoch [50][920/1345] lr: 1.000e-04, eta: 0:04:43, time: 0.656, data_time: 0.010, memory: 7067, top1_acc: 0.6508, top5_acc: 0.8625, loss_cls: 1.3877, loss: 1.3877, grad_norm: 9.7503 2021-03-24 04:33:45,459 - mmaction - INFO - Epoch [50][940/1345] lr: 1.000e-04, eta: 0:04:30, time: 0.671, data_time: 0.003, memory: 7067, top1_acc: 0.6281, top5_acc: 0.8641, loss_cls: 1.4312, loss: 1.4312, grad_norm: 9.8443 2021-03-24 04:33:58,519 - mmaction - INFO - Epoch [50][960/1345] lr: 1.000e-04, eta: 0:04:16, time: 0.652, data_time: 0.001, memory: 7067, top1_acc: 0.6188, top5_acc: 0.8344, loss_cls: 1.4973, loss: 1.4973, grad_norm: 9.9818 2021-03-24 04:34:11,932 - mmaction - INFO - Epoch [50][980/1345] lr: 1.000e-04, eta: 0:04:03, time: 0.672, data_time: 0.003, memory: 7067, top1_acc: 0.6375, top5_acc: 0.8555, loss_cls: 1.4211, loss: 1.4211, grad_norm: 10.1407 2021-03-24 04:34:25,716 - mmaction - INFO - Epoch [50][1000/1345] lr: 1.000e-04, eta: 0:03:50, time: 0.688, data_time: 0.001, memory: 7067, top1_acc: 0.6320, top5_acc: 0.8422, loss_cls: 1.4626, loss: 1.4626, grad_norm: 9.8682 2021-03-24 04:34:38,495 - mmaction - INFO - Epoch [50][1020/1345] lr: 1.000e-04, eta: 0:03:36, time: 0.640, data_time: 0.004, memory: 7067, top1_acc: 0.6406, top5_acc: 0.8672, loss_cls: 1.3525, loss: 1.3525, grad_norm: 9.7173 2021-03-24 04:34:51,544 - mmaction - INFO - Epoch [50][1040/1345] lr: 1.000e-04, eta: 0:03:23, time: 0.650, data_time: 0.002, memory: 7067, top1_acc: 0.6367, top5_acc: 0.8602, loss_cls: 1.4302, loss: 1.4302, grad_norm: 10.2173 2021-03-24 04:35:04,698 - mmaction - INFO - Epoch [50][1060/1345] lr: 1.000e-04, eta: 0:03:10, time: 0.656, data_time: 0.004, memory: 7067, top1_acc: 0.6562, top5_acc: 0.8844, loss_cls: 1.2822, loss: 1.2822, grad_norm: 9.5090 2021-03-24 04:35:17,807 - mmaction - INFO - Epoch [50][1080/1345] lr: 1.000e-04, eta: 0:02:56, time: 0.660, data_time: 0.005, memory: 7067, top1_acc: 0.6273, top5_acc: 0.8641, loss_cls: 1.4115, loss: 1.4115, grad_norm: 9.7143 2021-03-24 04:35:30,219 - mmaction - INFO - Epoch [50][1100/1345] lr: 1.000e-04, eta: 0:02:43, time: 0.620, data_time: 0.001, memory: 7067, top1_acc: 0.6273, top5_acc: 0.8461, loss_cls: 1.4745, loss: 1.4745, grad_norm: 10.0699 2021-03-24 04:35:43,855 - mmaction - INFO - Epoch [50][1120/1345] lr: 1.000e-04, eta: 0:02:30, time: 0.682, data_time: 0.002, memory: 7067, top1_acc: 0.6492, top5_acc: 0.8562, loss_cls: 1.3816, loss: 1.3816, grad_norm: 9.7721 2021-03-24 04:35:57,113 - mmaction - INFO - Epoch [50][1140/1345] lr: 1.000e-04, eta: 0:02:16, time: 0.662, data_time: 0.007, memory: 7067, top1_acc: 0.6523, top5_acc: 0.8711, loss_cls: 1.3493, loss: 1.3493, grad_norm: 9.7376 2021-03-24 04:36:10,416 - mmaction - INFO - Epoch [50][1160/1345] lr: 1.000e-04, eta: 0:02:03, time: 0.666, data_time: 0.003, memory: 7067, top1_acc: 0.6336, top5_acc: 0.8445, loss_cls: 1.4294, loss: 1.4294, grad_norm: 10.0557 2021-03-24 04:36:23,992 - mmaction - INFO - Epoch [50][1180/1345] lr: 1.000e-04, eta: 0:01:50, time: 0.678, data_time: 0.001, memory: 7067, top1_acc: 0.6391, top5_acc: 0.8516, loss_cls: 1.4129, loss: 1.4129, grad_norm: 9.5862 2021-03-24 04:36:37,128 - mmaction - INFO - Epoch [50][1200/1345] lr: 1.000e-04, eta: 0:01:36, time: 0.652, data_time: 0.003, memory: 7067, top1_acc: 0.6438, top5_acc: 0.8453, loss_cls: 1.4690, loss: 1.4690, grad_norm: 9.8315 2021-03-24 04:36:50,614 - mmaction - INFO - Epoch [50][1220/1345] lr: 1.000e-04, eta: 0:01:23, time: 0.669, data_time: 0.007, memory: 7067, top1_acc: 0.6359, top5_acc: 0.8516, loss_cls: 1.4471, loss: 1.4471, grad_norm: 10.1073 2021-03-24 04:37:03,586 - mmaction - INFO - Epoch [50][1240/1345] lr: 1.000e-04, eta: 0:01:10, time: 0.659, data_time: 0.012, memory: 7067, top1_acc: 0.6086, top5_acc: 0.8602, loss_cls: 1.4102, loss: 1.4102, grad_norm: 9.9905 2021-03-24 04:37:16,616 - mmaction - INFO - Epoch [50][1260/1345] lr: 1.000e-04, eta: 0:00:56, time: 0.651, data_time: 0.001, memory: 7067, top1_acc: 0.6367, top5_acc: 0.8578, loss_cls: 1.3741, loss: 1.3741, grad_norm: 9.7498 2021-03-24 04:37:29,551 - mmaction - INFO - Epoch [50][1280/1345] lr: 1.000e-04, eta: 0:00:43, time: 0.647, data_time: 0.001, memory: 7067, top1_acc: 0.6320, top5_acc: 0.8633, loss_cls: 1.4240, loss: 1.4240, grad_norm: 9.9144 2021-03-24 04:37:43,131 - mmaction - INFO - Epoch [50][1300/1345] lr: 1.000e-04, eta: 0:00:30, time: 0.678, data_time: 0.001, memory: 7067, top1_acc: 0.6172, top5_acc: 0.8508, loss_cls: 1.4877, loss: 1.4877, grad_norm: 10.1500 2021-03-24 04:37:56,282 - mmaction - INFO - Epoch [50][1320/1345] lr: 1.000e-04, eta: 0:00:16, time: 0.659, data_time: 0.002, memory: 7067, top1_acc: 0.6375, top5_acc: 0.8516, loss_cls: 1.4319, loss: 1.4319, grad_norm: 10.0868 2021-03-24 04:38:08,506 - mmaction - INFO - Epoch [50][1340/1345] lr: 1.000e-04, eta: 0:00:03, time: 0.611, data_time: 0.000, memory: 7067, top1_acc: 0.6367, top5_acc: 0.8641, loss_cls: 1.4204, loss: 1.4204, grad_norm: 10.1170 2021-03-24 04:38:11,107 - mmaction - INFO - Saving checkpoint at 50 epochs 2021-03-24 04:39:38,884 - mmaction - INFO - Evaluating top_k_accuracy ... 2021-03-24 04:39:39,075 - mmaction - INFO - top1_acc 0.4763 top5_acc 0.7668 2021-03-24 04:39:39,075 - mmaction - INFO - Evaluating mean_class_accuracy ... 2021-03-24 04:39:39,087 - mmaction - INFO - mean_acc 0.4323 2021-03-24 04:39:39,090 - mmaction - INFO - Epoch(val) [50][1345] top1_acc: 0.4763, top5_acc: 0.7668, mean_class_accuracy: 0.4323