2020-11-10 19:47:35,355 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.9 |Anaconda, Inc.| (default, Jul 30 2019, 19:07:31) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: TITAN Xp CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 8.0, V8.0.61 GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-16) PyTorch: 1.1.0 PyTorch compiling details: PyTorch built with: - GCC 4.9 - Intel(R) Math Kernel Library Version 2019.0.4 Product Build 20190411 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.18.1 (Git Hash 7de7e5d02bf687f971e7668963649728356e0c20) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_35,code=sm_35;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_50,code=compute_50 - CuDNN 7.5.1 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -O2 -fPIC -Wno-narrowing -Wall -Wextra -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math, DISABLE_NUMA=1, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, USE_CUDA=True, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=True, USE_NNPACK=True, USE_OPENMP=ON, TorchVision: 0.3.0 OpenCV: 4.2.0 MMCV: 1.1.2 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.6.0+98ab697 ------------------------------------------------------------ 2020-11-10 19:47:35,358 - mmaction - INFO - Distributed training: True 2020-11-10 19:47:35,359 - mmaction - INFO - Config: /mnt/lustre/duanhaodong1/mmaction2/configs/gym_slowonly/gym_rgb.py model = dict( type='Recognizer3D', backbone=dict( type='ResNet3dSlowOnly', depth=50, pretrained='modelzoo/resnet50-19c8e357.pth', lateral=False, in_channels=3, conv1_kernel=(1, 7, 7), conv1_stride_t=1, pool1_stride_t=1, inflate=(0, 0, 1, 1), with_pool2=False, norm_eval=False), cls_head=dict( type='I3DHead', in_channels=2048, num_classes=99, spatial_type='avg', dropout_ratio=0.5)) train_cfg = None test_cfg = dict(average_clips=None) dataset_type = 'RawframeDataset' data_root = '/mnt/lustre21/DATAshare2/duanhaodong/gym_320_frames' ann_file_train = 'data/gym/gym_train.txt' ann_file_val = 'data/gym/gym_val.txt' img_norm_cfg = dict(mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375]) train_pipeline = [ dict(type='SampleFrames', clip_len=4, frame_interval=16, num_clips=1), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=4, frame_interval=16, num_clips=1, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=4, frame_interval=16, num_clips=10, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=24, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, filename_tmpl='img_{:05d}.jpg', pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root, filename_tmpl='img_{:05d}.jpg', pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root, filename_tmpl='img_{:05d}.jpg', pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', lr=0.06, momentum=0.9, weight_decay=0.0001) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict( policy='step', step=[90, 110]) total_epochs = 120 checkpoint_config = dict(interval=5) workflow = [('train', 5)] evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/gym/slowonly_4x16_gym_rgb' load_from = None resume_from = None find_unused_parameters = False 2020-11-10 19:47:36,342 - mmaction - INFO - load model from: modelzoo/resnet50-19c8e357.pth 2020-11-10 19:47:36,820 - mmaction - INFO - These parameters in the 2d checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2020-11-10 19:47:43,500 - mmaction - INFO - Start running, host: duanhaodong1@SH-IDC2-172-20-21-37, work_dir: /mnt/lustre/duanhaodong1/mmaction2/work_dirs/gym/slowonly_4x16_gym_rgb 2020-11-10 19:47:43,500 - mmaction - INFO - workflow: [('train', 5)], max: 120 epochs 2020-11-10 19:48:20,362 - mmaction - INFO - Epoch [1][20/54] lr: 6.000e-02, eta: 3:17:44, time: 1.837, data_time: 0.639, memory: 8462, top1_acc: 0.0824, top5_acc: 0.2924, loss_cls: 4.0215, loss: 4.0215, grad_norm: 3.1396 2020-11-10 19:48:42,027 - mmaction - INFO - Epoch [1][40/54] lr: 6.000e-02, eta: 2:36:49, time: 1.086, data_time: 0.008, memory: 8462, top1_acc: 0.1273, top5_acc: 0.4263, loss_cls: 3.3869, loss: 3.3869, grad_norm: 2.6255 2020-11-10 19:49:31,312 - mmaction - INFO - Epoch [2][20/54] lr: 6.000e-02, eta: 2:15:22, time: 1.769, data_time: 0.574, memory: 8462, top1_acc: 0.1874, top5_acc: 0.5376, loss_cls: 2.9873, loss: 2.9873, grad_norm: 2.5671 2020-11-10 19:49:54,012 - mmaction - INFO - Epoch [2][40/54] lr: 6.000e-02, eta: 2:11:56, time: 1.135, data_time: 0.016, memory: 8462, top1_acc: 0.2130, top5_acc: 0.5818, loss_cls: 2.8266, loss: 2.8266, grad_norm: 2.5170 2020-11-10 19:50:42,410 - mmaction - INFO - Epoch [3][20/54] lr: 6.000e-02, eta: 2:05:16, time: 1.747, data_time: 0.569, memory: 8462, top1_acc: 0.2730, top5_acc: 0.6493, loss_cls: 2.5512, loss: 2.5512, grad_norm: 2.5343 2020-11-10 19:51:04,959 - mmaction - INFO - Epoch [3][40/54] lr: 6.000e-02, eta: 2:04:05, time: 1.128, data_time: 0.010, memory: 8462, top1_acc: 0.3001, top5_acc: 0.6775, loss_cls: 2.4363, loss: 2.4363, grad_norm: 2.4925 2020-11-10 19:51:53,485 - mmaction - INFO - Epoch [4][20/54] lr: 6.000e-02, eta: 2:00:51, time: 1.776, data_time: 0.559, memory: 8462, top1_acc: 0.3276, top5_acc: 0.7169, loss_cls: 2.2776, loss: 2.2776, grad_norm: 2.4433 2020-11-10 19:52:16,171 - mmaction - INFO - Epoch [4][40/54] lr: 6.000e-02, eta: 2:00:15, time: 1.131, data_time: 0.015, memory: 8462, top1_acc: 0.3534, top5_acc: 0.7207, loss_cls: 2.2304, loss: 2.2304, grad_norm: 2.4296 2020-11-10 19:53:04,379 - mmaction - INFO - Epoch [5][20/54] lr: 6.000e-02, eta: 1:57:46, time: 1.746, data_time: 0.448, memory: 8462, top1_acc: 0.3888, top5_acc: 0.7513, loss_cls: 2.1148, loss: 2.1148, grad_norm: 2.3232 2020-11-10 19:53:26,355 - mmaction - INFO - Epoch [5][40/54] lr: 6.000e-02, eta: 1:57:12, time: 1.109, data_time: 0.018, memory: 8462, top1_acc: 0.4003, top5_acc: 0.7688, loss_cls: 2.0097, loss: 2.0097, grad_norm: 2.2931 2020-11-10 19:53:39,317 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-11-10 19:54:11,185 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 19:54:11,250 - mmaction - INFO - top1_acc 0.4603 top5_acc 0.8447 2020-11-10 19:54:11,250 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 19:54:11,262 - mmaction - INFO - mean_acc 0.2890 2020-11-10 19:54:11,263 - mmaction - INFO - Now best checkpoint is epoch_5.pth 2020-11-10 19:54:11,403 - mmaction - INFO - Epoch(val) [5][54] top1_acc: 0.4603, top5_acc: 0.8447, mean_class_accuracy: 0.2890 2020-11-10 19:54:45,591 - mmaction - INFO - Epoch [6][20/54] lr: 6.000e-02, eta: 1:55:00, time: 1.701, data_time: 0.474, memory: 10959, top1_acc: 0.4090, top5_acc: 0.7753, loss_cls: 1.9772, loss: 1.9772, grad_norm: 2.2634 2020-11-10 19:55:07,719 - mmaction - INFO - Epoch [6][40/54] lr: 6.000e-02, eta: 1:54:36, time: 1.111, data_time: 0.018, memory: 10959, top1_acc: 0.4220, top5_acc: 0.7846, loss_cls: 1.9222, loss: 1.9222, grad_norm: 2.2230 2020-11-10 19:55:56,323 - mmaction - INFO - Epoch [7][20/54] lr: 6.000e-02, eta: 1:53:15, time: 1.773, data_time: 0.580, memory: 10959, top1_acc: 0.4281, top5_acc: 0.7982, loss_cls: 1.8919, loss: 1.8919, grad_norm: 2.2361 2020-11-10 19:56:18,772 - mmaction - INFO - Epoch [7][40/54] lr: 6.000e-02, eta: 1:52:56, time: 1.117, data_time: 0.009, memory: 10959, top1_acc: 0.4354, top5_acc: 0.7945, loss_cls: 1.8664, loss: 1.8664, grad_norm: 2.1829 2020-11-10 19:57:06,118 - mmaction - INFO - Epoch [8][20/54] lr: 6.000e-02, eta: 1:51:25, time: 1.709, data_time: 0.567, memory: 10959, top1_acc: 0.4533, top5_acc: 0.8177, loss_cls: 1.7872, loss: 1.7872, grad_norm: 2.1766 2020-11-10 19:57:28,389 - mmaction - INFO - Epoch [8][40/54] lr: 6.000e-02, eta: 1:51:08, time: 1.117, data_time: 0.019, memory: 10959, top1_acc: 0.4581, top5_acc: 0.8152, loss_cls: 1.7722, loss: 1.7722, grad_norm: 2.1778 2020-11-10 19:58:16,551 - mmaction - INFO - Epoch [9][20/54] lr: 6.000e-02, eta: 1:49:58, time: 1.746, data_time: 0.585, memory: 10959, top1_acc: 0.4703, top5_acc: 0.8224, loss_cls: 1.7251, loss: 1.7251, grad_norm: 2.1025 2020-11-10 19:58:38,886 - mmaction - INFO - Epoch [9][40/54] lr: 6.000e-02, eta: 1:49:41, time: 1.115, data_time: 0.012, memory: 10959, top1_acc: 0.4724, top5_acc: 0.8237, loss_cls: 1.7203, loss: 1.7203, grad_norm: 2.1730 2020-11-10 19:59:26,542 - mmaction - INFO - Epoch [10][20/54] lr: 6.000e-02, eta: 1:48:31, time: 1.726, data_time: 0.582, memory: 10959, top1_acc: 0.4868, top5_acc: 0.8340, loss_cls: 1.6692, loss: 1.6692, grad_norm: 2.1903 2020-11-10 19:59:48,918 - mmaction - INFO - Epoch [10][40/54] lr: 6.000e-02, eta: 1:48:17, time: 1.122, data_time: 0.022, memory: 10959, top1_acc: 0.4751, top5_acc: 0.8290, loss_cls: 1.7116, loss: 1.7116, grad_norm: 2.1171 2020-11-10 20:00:01,869 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-11-10 20:00:30,335 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 20:00:30,402 - mmaction - INFO - top1_acc 0.5305 top5_acc 0.8855 2020-11-10 20:00:30,402 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 20:00:30,416 - mmaction - INFO - mean_acc 0.3828 2020-11-10 20:00:30,416 - mmaction - INFO - Now best checkpoint is epoch_10.pth 2020-11-10 20:00:31,506 - mmaction - INFO - Epoch(val) [10][54] top1_acc: 0.5305, top5_acc: 0.8855, mean_class_accuracy: 0.3828 2020-11-10 20:01:05,906 - mmaction - INFO - Epoch [11][20/54] lr: 6.000e-02, eta: 1:47:10, time: 1.715, data_time: 0.596, memory: 10959, top1_acc: 0.5021, top5_acc: 0.8467, loss_cls: 1.5981, loss: 1.5981, grad_norm: 2.2285 2020-11-10 20:01:28,301 - mmaction - INFO - Epoch [11][40/54] lr: 6.000e-02, eta: 1:46:54, time: 1.116, data_time: 0.015, memory: 10959, top1_acc: 0.4984, top5_acc: 0.8406, loss_cls: 1.6126, loss: 1.6126, grad_norm: 2.1438 2020-11-10 20:02:16,066 - mmaction - INFO - Epoch [12][20/54] lr: 6.000e-02, eta: 1:45:57, time: 1.739, data_time: 0.560, memory: 10959, top1_acc: 0.5151, top5_acc: 0.8387, loss_cls: 1.5808, loss: 1.5808, grad_norm: 2.1169 2020-11-10 20:02:38,435 - mmaction - INFO - Epoch [12][40/54] lr: 6.000e-02, eta: 1:45:41, time: 1.114, data_time: 0.017, memory: 10959, top1_acc: 0.5207, top5_acc: 0.8535, loss_cls: 1.5498, loss: 1.5498, grad_norm: 2.1141 2020-11-10 20:03:26,349 - mmaction - INFO - Epoch [13][20/54] lr: 6.000e-02, eta: 1:44:46, time: 1.742, data_time: 0.522, memory: 10959, top1_acc: 0.5263, top5_acc: 0.8594, loss_cls: 1.5171, loss: 1.5171, grad_norm: 2.1054 2020-11-10 20:03:49,158 - mmaction - INFO - Epoch [13][40/54] lr: 6.000e-02, eta: 1:44:34, time: 1.137, data_time: 0.022, memory: 10959, top1_acc: 0.5288, top5_acc: 0.8595, loss_cls: 1.5030, loss: 1.5030, grad_norm: 2.1104 2020-11-10 20:04:37,862 - mmaction - INFO - Epoch [14][20/54] lr: 6.000e-02, eta: 1:43:47, time: 1.778, data_time: 0.543, memory: 10959, top1_acc: 0.5345, top5_acc: 0.8617, loss_cls: 1.4900, loss: 1.4900, grad_norm: 2.1442 2020-11-10 20:05:00,139 - mmaction - INFO - Epoch [14][40/54] lr: 6.000e-02, eta: 1:43:31, time: 1.122, data_time: 0.018, memory: 10959, top1_acc: 0.5361, top5_acc: 0.8664, loss_cls: 1.4698, loss: 1.4698, grad_norm: 2.1152 2020-11-10 20:05:51,099 - mmaction - INFO - Epoch [15][20/54] lr: 6.000e-02, eta: 1:42:49, time: 1.804, data_time: 0.705, memory: 10959, top1_acc: 0.5585, top5_acc: 0.8734, loss_cls: 1.4115, loss: 1.4115, grad_norm: 2.1239 2020-11-10 20:06:13,298 - mmaction - INFO - Epoch [15][40/54] lr: 6.000e-02, eta: 1:42:32, time: 1.111, data_time: 0.003, memory: 10959, top1_acc: 0.5587, top5_acc: 0.8639, loss_cls: 1.4174, loss: 1.4174, grad_norm: 2.0973 2020-11-10 20:06:26,433 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-11-10 20:06:53,885 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 20:06:53,947 - mmaction - INFO - top1_acc 0.5891 top5_acc 0.9055 2020-11-10 20:06:53,948 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 20:06:53,960 - mmaction - INFO - mean_acc 0.4410 2020-11-10 20:06:53,960 - mmaction - INFO - Now best checkpoint is epoch_15.pth 2020-11-10 20:06:53,963 - mmaction - INFO - Epoch(val) [15][54] top1_acc: 0.5891, top5_acc: 0.9055, mean_class_accuracy: 0.4410 2020-11-10 20:07:32,055 - mmaction - INFO - Epoch [16][20/54] lr: 6.000e-02, eta: 1:42:03, time: 1.899, data_time: 0.757, memory: 10959, top1_acc: 0.5603, top5_acc: 0.8725, loss_cls: 1.4014, loss: 1.4014, grad_norm: 2.1276 2020-11-10 20:07:54,371 - mmaction - INFO - Epoch [16][40/54] lr: 6.000e-02, eta: 1:41:45, time: 1.114, data_time: 0.014, memory: 10959, top1_acc: 0.5466, top5_acc: 0.8656, loss_cls: 1.4320, loss: 1.4320, grad_norm: 2.1239 2020-11-10 20:08:42,186 - mmaction - INFO - Epoch [17][20/54] lr: 6.000e-02, eta: 1:40:55, time: 1.737, data_time: 0.597, memory: 10959, top1_acc: 0.5652, top5_acc: 0.8721, loss_cls: 1.3837, loss: 1.3837, grad_norm: 2.0974 2020-11-10 20:09:04,128 - mmaction - INFO - Epoch [17][40/54] lr: 6.000e-02, eta: 1:40:35, time: 1.097, data_time: 0.016, memory: 10959, top1_acc: 0.5609, top5_acc: 0.8760, loss_cls: 1.3874, loss: 1.3874, grad_norm: 2.0751 2020-11-10 20:09:52,735 - mmaction - INFO - Epoch [18][20/54] lr: 6.000e-02, eta: 1:39:48, time: 1.756, data_time: 0.559, memory: 10959, top1_acc: 0.5884, top5_acc: 0.8757, loss_cls: 1.3401, loss: 1.3401, grad_norm: 2.0894 2020-11-10 20:10:14,990 - mmaction - INFO - Epoch [18][40/54] lr: 6.000e-02, eta: 1:39:31, time: 1.118, data_time: 0.019, memory: 10959, top1_acc: 0.5819, top5_acc: 0.8803, loss_cls: 1.3319, loss: 1.3319, grad_norm: 2.0994 2020-11-10 20:11:02,380 - mmaction - INFO - Epoch [19][20/54] lr: 6.000e-02, eta: 1:38:42, time: 1.724, data_time: 0.601, memory: 10959, top1_acc: 0.5918, top5_acc: 0.8878, loss_cls: 1.2988, loss: 1.2988, grad_norm: 2.1026 2020-11-10 20:11:24,758 - mmaction - INFO - Epoch [19][40/54] lr: 6.000e-02, eta: 1:38:24, time: 1.119, data_time: 0.023, memory: 10959, top1_acc: 0.5908, top5_acc: 0.8789, loss_cls: 1.3067, loss: 1.3067, grad_norm: 2.0853 2020-11-10 20:12:12,955 - mmaction - INFO - Epoch [20][20/54] lr: 6.000e-02, eta: 1:37:38, time: 1.748, data_time: 0.541, memory: 10959, top1_acc: 0.5984, top5_acc: 0.8871, loss_cls: 1.2919, loss: 1.2919, grad_norm: 2.1100 2020-11-10 20:12:35,007 - mmaction - INFO - Epoch [20][40/54] lr: 6.000e-02, eta: 1:37:19, time: 1.098, data_time: 0.006, memory: 10959, top1_acc: 0.6059, top5_acc: 0.8857, loss_cls: 1.2581, loss: 1.2581, grad_norm: 2.0307 2020-11-10 20:12:47,914 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-11-10 20:13:13,337 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 20:13:13,403 - mmaction - INFO - top1_acc 0.6370 top5_acc 0.9506 2020-11-10 20:13:13,403 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 20:13:13,415 - mmaction - INFO - mean_acc 0.5129 2020-11-10 20:13:13,415 - mmaction - INFO - Now best checkpoint is epoch_20.pth 2020-11-10 20:13:13,418 - mmaction - INFO - Epoch(val) [20][54] top1_acc: 0.6370, top5_acc: 0.9506, mean_class_accuracy: 0.5129 2020-11-10 20:13:50,769 - mmaction - INFO - Epoch [21][20/54] lr: 6.000e-02, eta: 1:36:45, time: 1.863, data_time: 0.725, memory: 10959, top1_acc: 0.6007, top5_acc: 0.8887, loss_cls: 1.2521, loss: 1.2521, grad_norm: 2.0506 2020-11-10 20:14:12,721 - mmaction - INFO - Epoch [21][40/54] lr: 6.000e-02, eta: 1:36:26, time: 1.102, data_time: 0.014, memory: 10959, top1_acc: 0.6077, top5_acc: 0.8883, loss_cls: 1.2548, loss: 1.2548, grad_norm: 2.0397 2020-11-10 20:14:59,961 - mmaction - INFO - Epoch [22][20/54] lr: 6.000e-02, eta: 1:35:36, time: 1.692, data_time: 0.595, memory: 10959, top1_acc: 0.6061, top5_acc: 0.8878, loss_cls: 1.2400, loss: 1.2400, grad_norm: 2.0999 2020-11-10 20:15:21,993 - mmaction - INFO - Epoch [22][40/54] lr: 6.000e-02, eta: 1:35:16, time: 1.100, data_time: 0.013, memory: 10959, top1_acc: 0.5988, top5_acc: 0.8828, loss_cls: 1.2728, loss: 1.2728, grad_norm: 2.1195 2020-11-10 20:16:10,467 - mmaction - INFO - Epoch [23][20/54] lr: 6.000e-02, eta: 1:34:34, time: 1.770, data_time: 0.620, memory: 10959, top1_acc: 0.6216, top5_acc: 0.8999, loss_cls: 1.1934, loss: 1.1934, grad_norm: 1.9811 2020-11-10 20:16:32,393 - mmaction - INFO - Epoch [23][40/54] lr: 6.000e-02, eta: 1:34:14, time: 1.094, data_time: 0.007, memory: 10959, top1_acc: 0.6206, top5_acc: 0.8958, loss_cls: 1.2165, loss: 1.2165, grad_norm: 2.1460 2020-11-10 20:17:20,657 - mmaction - INFO - Epoch [24][20/54] lr: 6.000e-02, eta: 1:33:31, time: 1.748, data_time: 0.572, memory: 10959, top1_acc: 0.6246, top5_acc: 0.9026, loss_cls: 1.1788, loss: 1.1788, grad_norm: 2.0746 2020-11-10 20:17:42,977 - mmaction - INFO - Epoch [24][40/54] lr: 6.000e-02, eta: 1:33:13, time: 1.114, data_time: 0.008, memory: 10959, top1_acc: 0.6241, top5_acc: 0.8905, loss_cls: 1.1991, loss: 1.1991, grad_norm: 2.0314 2020-11-10 20:18:30,653 - mmaction - INFO - Epoch [25][20/54] lr: 6.000e-02, eta: 1:32:28, time: 1.725, data_time: 0.560, memory: 10959, top1_acc: 0.6328, top5_acc: 0.8943, loss_cls: 1.1822, loss: 1.1822, grad_norm: 2.0351 2020-11-10 20:18:53,173 - mmaction - INFO - Epoch [25][40/54] lr: 6.000e-02, eta: 1:32:11, time: 1.129, data_time: 0.020, memory: 10959, top1_acc: 0.6173, top5_acc: 0.8948, loss_cls: 1.1996, loss: 1.1996, grad_norm: 2.0584 2020-11-10 20:19:05,923 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-11-10 20:19:33,367 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 20:19:33,432 - mmaction - INFO - top1_acc 0.6956 top5_acc 0.9536 2020-11-10 20:19:33,432 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 20:19:33,461 - mmaction - INFO - mean_acc 0.5669 2020-11-10 20:19:33,461 - mmaction - INFO - Now best checkpoint is epoch_25.pth 2020-11-10 20:19:33,465 - mmaction - INFO - Epoch(val) [25][54] top1_acc: 0.6956, top5_acc: 0.9536, mean_class_accuracy: 0.5669 2020-11-10 20:20:09,563 - mmaction - INFO - Epoch [26][20/54] lr: 6.000e-02, eta: 1:31:32, time: 1.802, data_time: 0.601, memory: 10959, top1_acc: 0.6361, top5_acc: 0.8986, loss_cls: 1.1479, loss: 1.1479, grad_norm: 2.0726 2020-11-10 20:20:31,437 - mmaction - INFO - Epoch [26][40/54] lr: 6.000e-02, eta: 1:31:12, time: 1.095, data_time: 0.004, memory: 10959, top1_acc: 0.6380, top5_acc: 0.8999, loss_cls: 1.1548, loss: 1.1548, grad_norm: 2.1046 2020-11-10 20:21:18,889 - mmaction - INFO - Epoch [27][20/54] lr: 6.000e-02, eta: 1:30:28, time: 1.724, data_time: 0.507, memory: 10959, top1_acc: 0.6490, top5_acc: 0.9061, loss_cls: 1.1091, loss: 1.1091, grad_norm: 2.0393 2020-11-10 20:21:40,962 - mmaction - INFO - Epoch [27][40/54] lr: 6.000e-02, eta: 1:30:08, time: 1.098, data_time: 0.005, memory: 10959, top1_acc: 0.6439, top5_acc: 0.9016, loss_cls: 1.1196, loss: 1.1196, grad_norm: 2.1049 2020-11-10 20:22:30,736 - mmaction - INFO - Epoch [28][20/54] lr: 6.000e-02, eta: 1:29:33, time: 1.846, data_time: 0.583, memory: 10959, top1_acc: 0.6421, top5_acc: 0.8977, loss_cls: 1.1381, loss: 1.1381, grad_norm: 2.0757 2020-11-10 20:22:53,407 - mmaction - INFO - Epoch [28][40/54] lr: 6.000e-02, eta: 1:29:15, time: 1.123, data_time: 0.028, memory: 10959, top1_acc: 0.6435, top5_acc: 0.8990, loss_cls: 1.1313, loss: 1.1313, grad_norm: 2.0512 2020-11-10 20:23:40,594 - mmaction - INFO - Epoch [29][20/54] lr: 6.000e-02, eta: 1:28:31, time: 1.713, data_time: 0.554, memory: 10959, top1_acc: 0.6439, top5_acc: 0.8986, loss_cls: 1.1354, loss: 1.1354, grad_norm: 2.0543 2020-11-10 20:24:03,033 - mmaction - INFO - Epoch [29][40/54] lr: 6.000e-02, eta: 1:28:13, time: 1.122, data_time: 0.015, memory: 10959, top1_acc: 0.6462, top5_acc: 0.9008, loss_cls: 1.1365, loss: 1.1365, grad_norm: 2.0332 2020-11-10 20:24:51,064 - mmaction - INFO - Epoch [30][20/54] lr: 6.000e-02, eta: 1:27:31, time: 1.738, data_time: 0.569, memory: 10959, top1_acc: 0.6592, top5_acc: 0.9001, loss_cls: 1.1028, loss: 1.1028, grad_norm: 2.0278 2020-11-10 20:25:13,338 - mmaction - INFO - Epoch [30][40/54] lr: 6.000e-02, eta: 1:27:12, time: 1.124, data_time: 0.021, memory: 10959, top1_acc: 0.6555, top5_acc: 0.9014, loss_cls: 1.0978, loss: 1.0978, grad_norm: 1.9808 2020-11-10 20:25:26,360 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-11-10 20:25:55,046 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 20:25:55,108 - mmaction - INFO - top1_acc 0.7030 top5_acc 0.9630 2020-11-10 20:25:55,108 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 20:25:55,120 - mmaction - INFO - mean_acc 0.6023 2020-11-10 20:25:55,120 - mmaction - INFO - Now best checkpoint is epoch_30.pth 2020-11-10 20:25:55,123 - mmaction - INFO - Epoch(val) [30][54] top1_acc: 0.7030, top5_acc: 0.9630, mean_class_accuracy: 0.6023 2020-11-10 20:26:35,418 - mmaction - INFO - Epoch [31][20/54] lr: 6.000e-02, eta: 1:26:47, time: 2.011, data_time: 0.611, memory: 10959, top1_acc: 0.6629, top5_acc: 0.9036, loss_cls: 1.0701, loss: 1.0701, grad_norm: 2.0703 2020-11-10 20:26:57,520 - mmaction - INFO - Epoch [31][40/54] lr: 6.000e-02, eta: 1:26:27, time: 1.108, data_time: 0.023, memory: 10959, top1_acc: 0.6591, top5_acc: 0.9083, loss_cls: 1.0772, loss: 1.0772, grad_norm: 2.0383 2020-11-10 20:27:45,254 - mmaction - INFO - Epoch [32][20/54] lr: 6.000e-02, eta: 1:25:45, time: 1.729, data_time: 0.594, memory: 10959, top1_acc: 0.6648, top5_acc: 0.9064, loss_cls: 1.0706, loss: 1.0706, grad_norm: 2.0951 2020-11-10 20:28:07,379 - mmaction - INFO - Epoch [32][40/54] lr: 6.000e-02, eta: 1:25:25, time: 1.107, data_time: 0.011, memory: 10959, top1_acc: 0.6682, top5_acc: 0.9081, loss_cls: 1.0589, loss: 1.0589, grad_norm: 1.9942 2020-11-10 20:28:55,193 - mmaction - INFO - Epoch [33][20/54] lr: 6.000e-02, eta: 1:24:44, time: 1.736, data_time: 0.608, memory: 10959, top1_acc: 0.6574, top5_acc: 0.9039, loss_cls: 1.0809, loss: 1.0809, grad_norm: 1.9722 2020-11-10 20:29:17,460 - mmaction - INFO - Epoch [33][40/54] lr: 6.000e-02, eta: 1:24:24, time: 1.112, data_time: 0.004, memory: 10959, top1_acc: 0.6777, top5_acc: 0.9156, loss_cls: 1.0280, loss: 1.0280, grad_norm: 1.9887 2020-11-10 20:30:05,818 - mmaction - INFO - Epoch [34][20/54] lr: 6.000e-02, eta: 1:23:45, time: 1.771, data_time: 0.580, memory: 10959, top1_acc: 0.6734, top5_acc: 0.9077, loss_cls: 1.0370, loss: 1.0370, grad_norm: 2.0207 2020-11-10 20:30:28,244 - mmaction - INFO - Epoch [34][40/54] lr: 6.000e-02, eta: 1:23:25, time: 1.113, data_time: 0.003, memory: 10959, top1_acc: 0.6698, top5_acc: 0.9130, loss_cls: 1.0442, loss: 1.0442, grad_norm: 2.0424 2020-11-10 20:31:16,889 - mmaction - INFO - Epoch [35][20/54] lr: 6.000e-02, eta: 1:22:45, time: 1.755, data_time: 0.574, memory: 10959, top1_acc: 0.6828, top5_acc: 0.9108, loss_cls: 1.0143, loss: 1.0143, grad_norm: 1.9503 2020-11-10 20:31:38,796 - mmaction - INFO - Epoch [35][40/54] lr: 6.000e-02, eta: 1:22:25, time: 1.093, data_time: 0.014, memory: 10959, top1_acc: 0.6706, top5_acc: 0.9038, loss_cls: 1.0467, loss: 1.0467, grad_norm: 2.0234 2020-11-10 20:31:51,579 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-11-10 20:33:50,663 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 20:33:50,725 - mmaction - INFO - top1_acc 0.7145 top5_acc 0.9613 2020-11-10 20:33:50,725 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 20:33:50,737 - mmaction - INFO - mean_acc 0.6152 2020-11-10 20:33:50,737 - mmaction - INFO - Now best checkpoint is epoch_35.pth 2020-11-10 20:33:50,740 - mmaction - INFO - Epoch(val) [35][54] top1_acc: 0.7145, top5_acc: 0.9613, mean_class_accuracy: 0.6152 2020-11-10 20:39:42,415 - mmaction - INFO - Epoch [36][20/54] lr: 6.000e-02, eta: 1:34:00, time: 17.120, data_time: 16.023, memory: 10959, top1_acc: 0.6819, top5_acc: 0.9138, loss_cls: 1.0076, loss: 1.0076, grad_norm: 1.9763 2020-11-10 20:40:04,227 - mmaction - INFO - Epoch [36][40/54] lr: 6.000e-02, eta: 1:33:28, time: 1.088, data_time: 0.008, memory: 10959, top1_acc: 0.6836, top5_acc: 0.9109, loss_cls: 1.0197, loss: 1.0197, grad_norm: 2.0440 2020-11-10 20:40:53,777 - mmaction - INFO - Epoch [37][20/54] lr: 6.000e-02, eta: 1:32:34, time: 1.820, data_time: 0.632, memory: 10959, top1_acc: 0.6832, top5_acc: 0.9151, loss_cls: 0.9972, loss: 0.9972, grad_norm: 2.0153 2020-11-10 20:41:16,043 - mmaction - INFO - Epoch [37][40/54] lr: 6.000e-02, eta: 1:32:04, time: 1.118, data_time: 0.014, memory: 10959, top1_acc: 0.6736, top5_acc: 0.9091, loss_cls: 1.0314, loss: 1.0314, grad_norm: 1.9875 2020-11-10 20:42:04,073 - mmaction - INFO - Epoch [38][20/54] lr: 6.000e-02, eta: 1:31:07, time: 1.750, data_time: 0.544, memory: 10959, top1_acc: 0.6811, top5_acc: 0.9069, loss_cls: 1.0119, loss: 1.0119, grad_norm: 1.9862 2020-11-10 20:42:26,255 - mmaction - INFO - Epoch [38][40/54] lr: 6.000e-02, eta: 1:30:38, time: 1.116, data_time: 0.019, memory: 10959, top1_acc: 0.6901, top5_acc: 0.9133, loss_cls: 0.9864, loss: 0.9864, grad_norm: 1.9935 2020-11-10 20:43:13,919 - mmaction - INFO - Epoch [39][20/54] lr: 6.000e-02, eta: 1:29:41, time: 1.728, data_time: 0.501, memory: 10959, top1_acc: 0.6852, top5_acc: 0.9138, loss_cls: 0.9918, loss: 0.9918, grad_norm: 2.0018 2020-11-10 20:43:36,177 - mmaction - INFO - Epoch [39][40/54] lr: 6.000e-02, eta: 1:29:12, time: 1.106, data_time: 0.004, memory: 10959, top1_acc: 0.6862, top5_acc: 0.9180, loss_cls: 0.9893, loss: 0.9893, grad_norm: 2.0272 2020-11-10 20:44:24,885 - mmaction - INFO - Epoch [40][20/54] lr: 6.000e-02, eta: 1:28:18, time: 1.757, data_time: 0.600, memory: 10959, top1_acc: 0.7046, top5_acc: 0.9195, loss_cls: 0.9535, loss: 0.9535, grad_norm: 1.9157 2020-11-10 20:44:47,129 - mmaction - INFO - Epoch [40][40/54] lr: 6.000e-02, eta: 1:27:50, time: 1.120, data_time: 0.017, memory: 10959, top1_acc: 0.6892, top5_acc: 0.9113, loss_cls: 0.9877, loss: 0.9877, grad_norm: 1.9838 2020-11-10 20:45:00,121 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-11-10 20:45:25,172 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 20:45:25,238 - mmaction - INFO - top1_acc 0.7135 top5_acc 0.9640 2020-11-10 20:45:25,238 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 20:45:25,250 - mmaction - INFO - mean_acc 0.6150 2020-11-10 20:45:25,252 - mmaction - INFO - Epoch(val) [40][54] top1_acc: 0.7135, top5_acc: 0.9640, mean_class_accuracy: 0.6150 2020-11-10 20:46:02,820 - mmaction - INFO - Epoch [41][20/54] lr: 6.000e-02, eta: 1:27:00, time: 1.867, data_time: 0.743, memory: 10959, top1_acc: 0.6927, top5_acc: 0.9147, loss_cls: 0.9692, loss: 0.9692, grad_norm: 2.0100 2020-11-10 20:46:25,041 - mmaction - INFO - Epoch [41][40/54] lr: 6.000e-02, eta: 1:26:32, time: 1.111, data_time: 0.023, memory: 10959, top1_acc: 0.6923, top5_acc: 0.9184, loss_cls: 0.9726, loss: 0.9726, grad_norm: 1.9631 2020-11-10 20:47:12,611 - mmaction - INFO - Epoch [42][20/54] lr: 6.000e-02, eta: 1:25:38, time: 1.730, data_time: 0.549, memory: 10959, top1_acc: 0.7078, top5_acc: 0.9174, loss_cls: 0.9404, loss: 0.9404, grad_norm: 1.9339 2020-11-10 20:47:34,693 - mmaction - INFO - Epoch [42][40/54] lr: 6.000e-02, eta: 1:25:10, time: 1.100, data_time: 0.003, memory: 10959, top1_acc: 0.6982, top5_acc: 0.9198, loss_cls: 0.9463, loss: 0.9463, grad_norm: 2.0320 2020-11-10 20:48:22,217 - mmaction - INFO - Epoch [43][20/54] lr: 6.000e-02, eta: 1:24:17, time: 1.725, data_time: 0.573, memory: 10959, top1_acc: 0.7049, top5_acc: 0.9177, loss_cls: 0.9312, loss: 0.9312, grad_norm: 1.9546 2020-11-10 20:48:44,727 - mmaction - INFO - Epoch [43][40/54] lr: 6.000e-02, eta: 1:23:49, time: 1.111, data_time: 0.010, memory: 10959, top1_acc: 0.7078, top5_acc: 0.9177, loss_cls: 0.9336, loss: 0.9336, grad_norm: 2.0049 2020-11-10 20:49:32,333 - mmaction - INFO - Epoch [44][20/54] lr: 6.000e-02, eta: 1:22:57, time: 1.729, data_time: 0.608, memory: 10959, top1_acc: 0.7069, top5_acc: 0.9202, loss_cls: 0.9228, loss: 0.9228, grad_norm: 1.9024 2020-11-10 20:49:54,277 - mmaction - INFO - Epoch [44][40/54] lr: 6.000e-02, eta: 1:22:29, time: 1.100, data_time: 0.011, memory: 10959, top1_acc: 0.7111, top5_acc: 0.9159, loss_cls: 0.9261, loss: 0.9261, grad_norm: 1.9194 2020-11-10 20:50:43,808 - mmaction - INFO - Epoch [45][20/54] lr: 6.000e-02, eta: 1:21:40, time: 1.804, data_time: 0.600, memory: 10959, top1_acc: 0.7061, top5_acc: 0.9245, loss_cls: 0.9168, loss: 0.9168, grad_norm: 2.0271 2020-11-10 20:51:05,776 - mmaction - INFO - Epoch [45][40/54] lr: 6.000e-02, eta: 1:21:13, time: 1.104, data_time: 0.028, memory: 10959, top1_acc: 0.7044, top5_acc: 0.9182, loss_cls: 0.9421, loss: 0.9421, grad_norm: 1.9193 2020-11-10 20:51:18,901 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-11-10 20:51:43,498 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 20:51:43,564 - mmaction - INFO - top1_acc 0.7232 top5_acc 0.9643 2020-11-10 20:51:43,565 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 20:51:43,578 - mmaction - INFO - mean_acc 0.6158 2020-11-10 20:51:43,578 - mmaction - INFO - Now best checkpoint is epoch_45.pth 2020-11-10 20:51:43,611 - mmaction - INFO - Epoch(val) [45][54] top1_acc: 0.7232, top5_acc: 0.9643, mean_class_accuracy: 0.6158 2020-11-10 20:52:19,012 - mmaction - INFO - Epoch [46][20/54] lr: 6.000e-02, eta: 1:20:23, time: 1.760, data_time: 0.581, memory: 10959, top1_acc: 0.7125, top5_acc: 0.9176, loss_cls: 0.9217, loss: 0.9217, grad_norm: 1.9664 2020-11-10 20:52:40,987 - mmaction - INFO - Epoch [46][40/54] lr: 6.000e-02, eta: 1:19:56, time: 1.099, data_time: 0.012, memory: 10959, top1_acc: 0.7035, top5_acc: 0.9195, loss_cls: 0.9319, loss: 0.9319, grad_norm: 1.9783 2020-11-10 20:53:28,905 - mmaction - INFO - Epoch [47][20/54] lr: 6.000e-02, eta: 1:19:06, time: 1.737, data_time: 0.607, memory: 10959, top1_acc: 0.7089, top5_acc: 0.9260, loss_cls: 0.9086, loss: 0.9086, grad_norm: 1.9667 2020-11-10 20:53:50,797 - mmaction - INFO - Epoch [47][40/54] lr: 6.000e-02, eta: 1:18:39, time: 1.100, data_time: 0.008, memory: 10959, top1_acc: 0.7116, top5_acc: 0.9225, loss_cls: 0.9136, loss: 0.9136, grad_norm: 2.0208 2020-11-10 20:54:38,490 - mmaction - INFO - Epoch [48][20/54] lr: 6.000e-02, eta: 1:17:49, time: 1.728, data_time: 0.483, memory: 10959, top1_acc: 0.7159, top5_acc: 0.9273, loss_cls: 0.9058, loss: 0.9058, grad_norm: 1.9470 2020-11-10 20:55:00,230 - mmaction - INFO - Epoch [48][40/54] lr: 6.000e-02, eta: 1:17:22, time: 1.093, data_time: 0.015, memory: 10959, top1_acc: 0.7117, top5_acc: 0.9253, loss_cls: 0.9193, loss: 0.9193, grad_norm: 1.9859 2020-11-10 20:55:47,988 - mmaction - INFO - Epoch [49][20/54] lr: 6.000e-02, eta: 1:16:33, time: 1.731, data_time: 0.549, memory: 10959, top1_acc: 0.7214, top5_acc: 0.9247, loss_cls: 0.8927, loss: 0.8927, grad_norm: 1.9537 2020-11-10 20:56:10,164 - mmaction - INFO - Epoch [49][40/54] lr: 6.000e-02, eta: 1:16:07, time: 1.103, data_time: 0.015, memory: 10959, top1_acc: 0.7228, top5_acc: 0.9236, loss_cls: 0.8792, loss: 0.8792, grad_norm: 1.9375 2020-11-10 20:56:58,122 - mmaction - INFO - Epoch [50][20/54] lr: 6.000e-02, eta: 1:15:19, time: 1.745, data_time: 0.544, memory: 10959, top1_acc: 0.7142, top5_acc: 0.9251, loss_cls: 0.9100, loss: 0.9100, grad_norm: 1.9683 2020-11-10 20:57:20,395 - mmaction - INFO - Epoch [50][40/54] lr: 6.000e-02, eta: 1:14:53, time: 1.105, data_time: 0.010, memory: 10959, top1_acc: 0.7182, top5_acc: 0.9225, loss_cls: 0.8966, loss: 0.8966, grad_norm: 1.9371 2020-11-10 20:57:33,369 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-11-10 20:57:59,125 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 20:57:59,199 - mmaction - INFO - top1_acc 0.7246 top5_acc 0.9617 2020-11-10 20:57:59,199 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 20:57:59,214 - mmaction - INFO - mean_acc 0.6148 2020-11-10 20:57:59,214 - mmaction - INFO - Now best checkpoint is epoch_50.pth 2020-11-10 20:57:59,232 - mmaction - INFO - Epoch(val) [50][54] top1_acc: 0.7246, top5_acc: 0.9617, mean_class_accuracy: 0.6148 2020-11-10 20:58:34,725 - mmaction - INFO - Epoch [51][20/54] lr: 6.000e-02, eta: 1:14:06, time: 1.770, data_time: 0.514, memory: 10959, top1_acc: 0.7288, top5_acc: 0.9260, loss_cls: 0.8658, loss: 0.8658, grad_norm: 1.9400 2020-11-10 20:58:56,660 - mmaction - INFO - Epoch [51][40/54] lr: 6.000e-02, eta: 1:13:40, time: 1.089, data_time: 0.019, memory: 10959, top1_acc: 0.7281, top5_acc: 0.9270, loss_cls: 0.8619, loss: 0.8619, grad_norm: 1.9208 2020-11-10 20:59:44,351 - mmaction - INFO - Epoch [52][20/54] lr: 6.000e-02, eta: 1:12:52, time: 1.733, data_time: 0.576, memory: 10959, top1_acc: 0.7241, top5_acc: 0.9268, loss_cls: 0.8608, loss: 0.8608, grad_norm: 1.8702 2020-11-10 21:00:06,678 - mmaction - INFO - Epoch [52][40/54] lr: 6.000e-02, eta: 1:12:27, time: 1.108, data_time: 0.006, memory: 10959, top1_acc: 0.7318, top5_acc: 0.9228, loss_cls: 0.8620, loss: 0.8620, grad_norm: 1.8866 2020-11-10 21:01:16,624 - mmaction - INFO - Epoch [53][20/54] lr: 6.000e-02, eta: 1:11:57, time: 2.393, data_time: 1.223, memory: 10959, top1_acc: 0.7204, top5_acc: 0.9215, loss_cls: 0.8770, loss: 0.8770, grad_norm: 1.8934 2020-11-10 21:01:38,712 - mmaction - INFO - Epoch [53][40/54] lr: 6.000e-02, eta: 1:11:31, time: 1.108, data_time: 0.008, memory: 10959, top1_acc: 0.7378, top5_acc: 0.9328, loss_cls: 0.8340, loss: 0.8340, grad_norm: 1.9489 2020-11-10 21:02:26,597 - mmaction - INFO - Epoch [54][20/54] lr: 6.000e-02, eta: 1:10:44, time: 1.741, data_time: 0.597, memory: 10959, top1_acc: 0.7272, top5_acc: 0.9267, loss_cls: 0.8618, loss: 0.8618, grad_norm: 1.8992 2020-11-10 21:02:48,811 - mmaction - INFO - Epoch [54][40/54] lr: 6.000e-02, eta: 1:10:19, time: 1.108, data_time: 0.018, memory: 10959, top1_acc: 0.7185, top5_acc: 0.9263, loss_cls: 0.8834, loss: 0.8834, grad_norm: 1.9335 2020-11-10 21:03:36,356 - mmaction - INFO - Epoch [55][20/54] lr: 6.000e-02, eta: 1:09:32, time: 1.733, data_time: 0.525, memory: 10959, top1_acc: 0.7273, top5_acc: 0.9283, loss_cls: 0.8657, loss: 0.8657, grad_norm: 1.9560 2020-11-10 21:03:58,730 - mmaction - INFO - Epoch [55][40/54] lr: 6.000e-02, eta: 1:09:07, time: 1.115, data_time: 0.021, memory: 10959, top1_acc: 0.7134, top5_acc: 0.9215, loss_cls: 0.8915, loss: 0.8915, grad_norm: 1.9227 2020-11-10 21:04:11,523 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-11-10 21:04:37,746 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 21:04:37,806 - mmaction - INFO - top1_acc 0.7135 top5_acc 0.9542 2020-11-10 21:04:37,806 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 21:04:37,819 - mmaction - INFO - mean_acc 0.6111 2020-11-10 21:04:37,821 - mmaction - INFO - Epoch(val) [55][54] top1_acc: 0.7135, top5_acc: 0.9542, mean_class_accuracy: 0.6111 2020-11-10 21:05:13,625 - mmaction - INFO - Epoch [56][20/54] lr: 6.000e-02, eta: 1:08:22, time: 1.789, data_time: 0.539, memory: 10959, top1_acc: 0.7327, top5_acc: 0.9305, loss_cls: 0.8492, loss: 0.8492, grad_norm: 1.8717 2020-11-10 21:05:35,844 - mmaction - INFO - Epoch [56][40/54] lr: 6.000e-02, eta: 1:07:57, time: 1.110, data_time: 0.008, memory: 10959, top1_acc: 0.7352, top5_acc: 0.9249, loss_cls: 0.8442, loss: 0.8442, grad_norm: 1.8641 2020-11-10 21:06:24,144 - mmaction - INFO - Epoch [57][20/54] lr: 6.000e-02, eta: 1:07:11, time: 1.744, data_time: 0.542, memory: 10959, top1_acc: 0.7340, top5_acc: 0.9310, loss_cls: 0.8367, loss: 0.8367, grad_norm: 1.8795 2020-11-10 21:06:46,171 - mmaction - INFO - Epoch [57][40/54] lr: 6.000e-02, eta: 1:06:46, time: 1.101, data_time: 0.020, memory: 10959, top1_acc: 0.7237, top5_acc: 0.9306, loss_cls: 0.8591, loss: 0.8591, grad_norm: 1.9458 2020-11-10 21:07:33,200 - mmaction - INFO - Epoch [58][20/54] lr: 6.000e-02, eta: 1:06:00, time: 1.695, data_time: 0.538, memory: 10959, top1_acc: 0.7372, top5_acc: 0.9333, loss_cls: 0.8202, loss: 0.8202, grad_norm: 1.8535 2020-11-10 21:07:55,738 - mmaction - INFO - Epoch [58][40/54] lr: 6.000e-02, eta: 1:05:36, time: 1.128, data_time: 0.019, memory: 10959, top1_acc: 0.7456, top5_acc: 0.9288, loss_cls: 0.8072, loss: 0.8072, grad_norm: 1.8880 2020-11-10 21:08:43,423 - mmaction - INFO - Epoch [59][20/54] lr: 6.000e-02, eta: 1:04:50, time: 1.739, data_time: 0.639, memory: 10959, top1_acc: 0.7336, top5_acc: 0.9318, loss_cls: 0.8332, loss: 0.8332, grad_norm: 1.8566 2020-11-10 21:09:05,253 - mmaction - INFO - Epoch [59][40/54] lr: 6.000e-02, eta: 1:04:26, time: 1.105, data_time: 0.026, memory: 10959, top1_acc: 0.7391, top5_acc: 0.9273, loss_cls: 0.8325, loss: 0.8325, grad_norm: 1.8834 2020-11-10 21:09:52,429 - mmaction - INFO - Epoch [60][20/54] lr: 6.000e-02, eta: 1:03:40, time: 1.714, data_time: 0.584, memory: 10959, top1_acc: 0.7475, top5_acc: 0.9345, loss_cls: 0.7949, loss: 0.7949, grad_norm: 1.9353 2020-11-10 21:10:14,079 - mmaction - INFO - Epoch [60][40/54] lr: 6.000e-02, eta: 1:03:15, time: 1.081, data_time: 0.010, memory: 10959, top1_acc: 0.7430, top5_acc: 0.9299, loss_cls: 0.8089, loss: 0.8089, grad_norm: 1.9169 2020-11-10 21:10:26,719 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-11-10 21:10:53,737 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 21:10:53,804 - mmaction - INFO - top1_acc 0.7295 top5_acc 0.9637 2020-11-10 21:10:53,804 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 21:10:53,816 - mmaction - INFO - mean_acc 0.6182 2020-11-10 21:10:53,817 - mmaction - INFO - Now best checkpoint is epoch_60.pth 2020-11-10 21:10:53,841 - mmaction - INFO - Epoch(val) [60][54] top1_acc: 0.7295, top5_acc: 0.9637, mean_class_accuracy: 0.6182 2020-11-10 21:11:33,225 - mmaction - INFO - Epoch [61][20/54] lr: 6.000e-02, eta: 1:02:35, time: 1.958, data_time: 0.542, memory: 10959, top1_acc: 0.7443, top5_acc: 0.9319, loss_cls: 0.8267, loss: 0.8267, grad_norm: 1.9208 2020-11-10 21:11:55,003 - mmaction - INFO - Epoch [61][40/54] lr: 6.000e-02, eta: 1:02:10, time: 1.089, data_time: 0.019, memory: 10959, top1_acc: 0.7397, top5_acc: 0.9301, loss_cls: 0.8248, loss: 0.8248, grad_norm: 1.9224 2020-11-10 21:12:42,611 - mmaction - INFO - Epoch [62][20/54] lr: 6.000e-02, eta: 1:01:26, time: 1.730, data_time: 0.573, memory: 10959, top1_acc: 0.7589, top5_acc: 0.9340, loss_cls: 0.7786, loss: 0.7786, grad_norm: 1.8466 2020-11-10 21:13:04,277 - mmaction - INFO - Epoch [62][40/54] lr: 6.000e-02, eta: 1:01:01, time: 1.089, data_time: 0.016, memory: 10959, top1_acc: 0.7474, top5_acc: 0.9357, loss_cls: 0.7896, loss: 0.7896, grad_norm: 1.8943 2020-11-10 21:13:50,994 - mmaction - INFO - Epoch [63][20/54] lr: 6.000e-02, eta: 1:00:16, time: 1.679, data_time: 0.461, memory: 10959, top1_acc: 0.7305, top5_acc: 0.9234, loss_cls: 0.8483, loss: 0.8483, grad_norm: 1.9685 2020-11-10 21:14:13,230 - mmaction - INFO - Epoch [63][40/54] lr: 6.000e-02, eta: 0:59:52, time: 1.113, data_time: 0.022, memory: 10959, top1_acc: 0.7475, top5_acc: 0.9281, loss_cls: 0.8131, loss: 0.8131, grad_norm: 1.7994 2020-11-10 21:15:03,532 - mmaction - INFO - Epoch [64][20/54] lr: 6.000e-02, eta: 0:59:10, time: 1.823, data_time: 0.601, memory: 10959, top1_acc: 0.7444, top5_acc: 0.9306, loss_cls: 0.8180, loss: 0.8180, grad_norm: 1.9028 2020-11-10 21:15:25,326 - mmaction - INFO - Epoch [64][40/54] lr: 6.000e-02, eta: 0:58:45, time: 1.093, data_time: 0.010, memory: 10959, top1_acc: 0.7434, top5_acc: 0.9335, loss_cls: 0.8052, loss: 0.8052, grad_norm: 1.8795 2020-11-10 21:16:12,953 - mmaction - INFO - Epoch [65][20/54] lr: 6.000e-02, eta: 0:58:02, time: 1.737, data_time: 0.538, memory: 10959, top1_acc: 0.7466, top5_acc: 0.9339, loss_cls: 0.7958, loss: 0.7958, grad_norm: 1.8734 2020-11-10 21:16:34,934 - mmaction - INFO - Epoch [65][40/54] lr: 6.000e-02, eta: 0:57:37, time: 1.093, data_time: 0.005, memory: 10959, top1_acc: 0.7513, top5_acc: 0.9340, loss_cls: 0.7834, loss: 0.7834, grad_norm: 1.8838 2020-11-10 21:16:47,965 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-11-10 21:17:15,053 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 21:17:15,116 - mmaction - INFO - top1_acc 0.7165 top5_acc 0.9561 2020-11-10 21:17:15,116 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 21:17:15,128 - mmaction - INFO - mean_acc 0.6278 2020-11-10 21:17:15,130 - mmaction - INFO - Epoch(val) [65][54] top1_acc: 0.7165, top5_acc: 0.9561, mean_class_accuracy: 0.6278 2020-11-10 21:17:53,346 - mmaction - INFO - Epoch [66][20/54] lr: 6.000e-02, eta: 0:56:57, time: 1.910, data_time: 0.697, memory: 10959, top1_acc: 0.7605, top5_acc: 0.9401, loss_cls: 0.7474, loss: 0.7474, grad_norm: 1.8362 2020-11-10 21:18:15,254 - mmaction - INFO - Epoch [66][40/54] lr: 6.000e-02, eta: 0:56:33, time: 1.089, data_time: 0.015, memory: 10959, top1_acc: 0.7388, top5_acc: 0.9280, loss_cls: 0.8217, loss: 0.8217, grad_norm: 1.8849 2020-11-10 21:19:02,480 - mmaction - INFO - Epoch [67][20/54] lr: 6.000e-02, eta: 0:55:49, time: 1.717, data_time: 0.559, memory: 10959, top1_acc: 0.7592, top5_acc: 0.9348, loss_cls: 0.7677, loss: 0.7677, grad_norm: 1.8716 2020-11-10 21:19:24,682 - mmaction - INFO - Epoch [67][40/54] lr: 6.000e-02, eta: 0:55:25, time: 1.108, data_time: 0.009, memory: 10959, top1_acc: 0.7454, top5_acc: 0.9368, loss_cls: 0.7974, loss: 0.7974, grad_norm: 1.9134 2020-11-10 21:20:12,177 - mmaction - INFO - Epoch [68][20/54] lr: 6.000e-02, eta: 0:54:42, time: 1.719, data_time: 0.576, memory: 10959, top1_acc: 0.7569, top5_acc: 0.9391, loss_cls: 0.7692, loss: 0.7692, grad_norm: 1.8819 2020-11-10 21:20:34,597 - mmaction - INFO - Epoch [68][40/54] lr: 6.000e-02, eta: 0:54:19, time: 1.128, data_time: 0.023, memory: 10959, top1_acc: 0.7553, top5_acc: 0.9358, loss_cls: 0.7706, loss: 0.7706, grad_norm: 1.9429 2020-11-10 21:21:22,149 - mmaction - INFO - Epoch [69][20/54] lr: 6.000e-02, eta: 0:53:36, time: 1.737, data_time: 0.579, memory: 10959, top1_acc: 0.7508, top5_acc: 0.9352, loss_cls: 0.7823, loss: 0.7823, grad_norm: 1.9220 2020-11-10 21:21:44,228 - mmaction - INFO - Epoch [69][40/54] lr: 6.000e-02, eta: 0:53:12, time: 1.103, data_time: 0.013, memory: 10959, top1_acc: 0.7496, top5_acc: 0.9342, loss_cls: 0.7824, loss: 0.7824, grad_norm: 1.7806 2020-11-10 21:22:31,551 - mmaction - INFO - Epoch [70][20/54] lr: 6.000e-02, eta: 0:52:29, time: 1.712, data_time: 0.538, memory: 10959, top1_acc: 0.7538, top5_acc: 0.9358, loss_cls: 0.7747, loss: 0.7747, grad_norm: 1.8485 2020-11-10 21:22:52,912 - mmaction - INFO - Epoch [70][40/54] lr: 6.000e-02, eta: 0:52:05, time: 1.064, data_time: 0.008, memory: 10959, top1_acc: 0.7512, top5_acc: 0.9353, loss_cls: 0.7797, loss: 0.7797, grad_norm: 1.8895 2020-11-10 21:23:05,823 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-11-10 21:23:32,328 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 21:23:32,395 - mmaction - INFO - top1_acc 0.7283 top5_acc 0.9586 2020-11-10 21:23:32,395 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 21:23:32,407 - mmaction - INFO - mean_acc 0.6440 2020-11-10 21:23:32,409 - mmaction - INFO - Epoch(val) [70][54] top1_acc: 0.7283, top5_acc: 0.9586, mean_class_accuracy: 0.6440 2020-11-10 21:24:11,172 - mmaction - INFO - Epoch [71][20/54] lr: 6.000e-02, eta: 0:51:25, time: 1.928, data_time: 0.795, memory: 10959, top1_acc: 0.7542, top5_acc: 0.9326, loss_cls: 0.7757, loss: 0.7757, grad_norm: 1.8484 2020-11-10 21:24:33,051 - mmaction - INFO - Epoch [71][40/54] lr: 6.000e-02, eta: 0:51:02, time: 1.099, data_time: 0.014, memory: 10959, top1_acc: 0.7540, top5_acc: 0.9323, loss_cls: 0.7903, loss: 0.7903, grad_norm: 1.8838 2020-11-10 21:25:21,073 - mmaction - INFO - Epoch [72][20/54] lr: 6.000e-02, eta: 0:50:20, time: 1.752, data_time: 0.532, memory: 10959, top1_acc: 0.7460, top5_acc: 0.9339, loss_cls: 0.7783, loss: 0.7783, grad_norm: 1.9026 2020-11-10 21:25:43,140 - mmaction - INFO - Epoch [72][40/54] lr: 6.000e-02, eta: 0:49:56, time: 1.104, data_time: 0.012, memory: 10959, top1_acc: 0.7552, top5_acc: 0.9367, loss_cls: 0.7758, loss: 0.7758, grad_norm: 1.8813 2020-11-10 21:26:30,791 - mmaction - INFO - Epoch [73][20/54] lr: 6.000e-02, eta: 0:49:14, time: 1.739, data_time: 0.603, memory: 10959, top1_acc: 0.7612, top5_acc: 0.9385, loss_cls: 0.7415, loss: 0.7415, grad_norm: 1.8247 2020-11-10 21:26:52,704 - mmaction - INFO - Epoch [73][40/54] lr: 6.000e-02, eta: 0:48:50, time: 1.093, data_time: 0.007, memory: 10959, top1_acc: 0.7599, top5_acc: 0.9385, loss_cls: 0.7416, loss: 0.7416, grad_norm: 1.8100 2020-11-10 21:27:40,240 - mmaction - INFO - Epoch [74][20/54] lr: 6.000e-02, eta: 0:48:09, time: 1.724, data_time: 0.483, memory: 10959, top1_acc: 0.7444, top5_acc: 0.9323, loss_cls: 0.8001, loss: 0.8001, grad_norm: 1.9305 2020-11-10 21:28:02,154 - mmaction - INFO - Epoch [74][40/54] lr: 6.000e-02, eta: 0:47:45, time: 1.089, data_time: 0.006, memory: 10959, top1_acc: 0.7578, top5_acc: 0.9305, loss_cls: 0.7804, loss: 0.7804, grad_norm: 1.8204 2020-11-10 21:28:49,835 - mmaction - INFO - Epoch [75][20/54] lr: 6.000e-02, eta: 0:47:03, time: 1.740, data_time: 0.544, memory: 10959, top1_acc: 0.7607, top5_acc: 0.9371, loss_cls: 0.7572, loss: 0.7572, grad_norm: 1.7981 2020-11-10 21:29:12,119 - mmaction - INFO - Epoch [75][40/54] lr: 6.000e-02, eta: 0:46:40, time: 1.115, data_time: 0.017, memory: 10959, top1_acc: 0.7671, top5_acc: 0.9382, loss_cls: 0.7419, loss: 0.7419, grad_norm: 1.8518 2020-11-10 21:29:24,892 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-11-10 21:29:51,034 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 21:29:51,103 - mmaction - INFO - top1_acc 0.7297 top5_acc 0.9575 2020-11-10 21:29:51,103 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 21:29:51,116 - mmaction - INFO - mean_acc 0.6108 2020-11-10 21:29:51,116 - mmaction - INFO - Now best checkpoint is epoch_75.pth 2020-11-10 21:29:51,146 - mmaction - INFO - Epoch(val) [75][54] top1_acc: 0.7297, top5_acc: 0.9575, mean_class_accuracy: 0.6108 2020-11-10 21:30:28,597 - mmaction - INFO - Epoch [76][20/54] lr: 6.000e-02, eta: 0:46:00, time: 1.860, data_time: 0.752, memory: 10959, top1_acc: 0.7585, top5_acc: 0.9348, loss_cls: 0.7643, loss: 0.7643, grad_norm: 1.8615 2020-11-10 21:30:50,642 - mmaction - INFO - Epoch [76][40/54] lr: 6.000e-02, eta: 0:45:37, time: 1.106, data_time: 0.018, memory: 10959, top1_acc: 0.7694, top5_acc: 0.9345, loss_cls: 0.7400, loss: 0.7400, grad_norm: 1.7421 2020-11-10 21:31:38,048 - mmaction - INFO - Epoch [77][20/54] lr: 6.000e-02, eta: 0:44:55, time: 1.722, data_time: 0.578, memory: 10959, top1_acc: 0.7589, top5_acc: 0.9405, loss_cls: 0.7523, loss: 0.7523, grad_norm: 1.8841 2020-11-10 21:32:00,061 - mmaction - INFO - Epoch [77][40/54] lr: 6.000e-02, eta: 0:44:32, time: 1.097, data_time: 0.013, memory: 10959, top1_acc: 0.7652, top5_acc: 0.9449, loss_cls: 0.7369, loss: 0.7369, grad_norm: 1.8183 2020-11-10 21:32:47,793 - mmaction - INFO - Epoch [78][20/54] lr: 6.000e-02, eta: 0:43:50, time: 1.727, data_time: 0.551, memory: 10959, top1_acc: 0.7565, top5_acc: 0.9382, loss_cls: 0.7600, loss: 0.7600, grad_norm: 1.8402 2020-11-10 21:33:09,737 - mmaction - INFO - Epoch [78][40/54] lr: 6.000e-02, eta: 0:43:27, time: 1.097, data_time: 0.013, memory: 10959, top1_acc: 0.7535, top5_acc: 0.9337, loss_cls: 0.7634, loss: 0.7634, grad_norm: 1.8839 2020-11-10 21:33:58,413 - mmaction - INFO - Epoch [79][20/54] lr: 6.000e-02, eta: 0:42:46, time: 1.751, data_time: 0.659, memory: 10959, top1_acc: 0.7764, top5_acc: 0.9398, loss_cls: 0.7166, loss: 0.7166, grad_norm: 1.7699 2020-11-10 21:34:20,791 - mmaction - INFO - Epoch [79][40/54] lr: 6.000e-02, eta: 0:42:23, time: 1.122, data_time: 0.021, memory: 10959, top1_acc: 0.7590, top5_acc: 0.9355, loss_cls: 0.7536, loss: 0.7536, grad_norm: 1.8046 2020-11-10 21:35:08,218 - mmaction - INFO - Epoch [80][20/54] lr: 6.000e-02, eta: 0:41:42, time: 1.727, data_time: 0.567, memory: 10959, top1_acc: 0.7611, top5_acc: 0.9374, loss_cls: 0.7535, loss: 0.7535, grad_norm: 1.8319 2020-11-10 21:35:30,128 - mmaction - INFO - Epoch [80][40/54] lr: 6.000e-02, eta: 0:41:19, time: 1.090, data_time: 0.007, memory: 10959, top1_acc: 0.7766, top5_acc: 0.9383, loss_cls: 0.7276, loss: 0.7276, grad_norm: 1.7830 2020-11-10 21:35:43,041 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-11-10 21:36:08,686 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 21:36:08,748 - mmaction - INFO - top1_acc 0.7416 top5_acc 0.9637 2020-11-10 21:36:08,748 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 21:36:08,761 - mmaction - INFO - mean_acc 0.6367 2020-11-10 21:36:08,761 - mmaction - INFO - Now best checkpoint is epoch_80.pth 2020-11-10 21:36:08,801 - mmaction - INFO - Epoch(val) [80][54] top1_acc: 0.7416, top5_acc: 0.9637, mean_class_accuracy: 0.6367 2020-11-10 21:36:45,972 - mmaction - INFO - Epoch [81][20/54] lr: 6.000e-02, eta: 0:40:39, time: 1.853, data_time: 0.664, memory: 10959, top1_acc: 0.7638, top5_acc: 0.9409, loss_cls: 0.7379, loss: 0.7379, grad_norm: 1.7856 2020-11-10 21:37:08,080 - mmaction - INFO - Epoch [81][40/54] lr: 6.000e-02, eta: 0:40:16, time: 1.102, data_time: 0.023, memory: 10959, top1_acc: 0.7698, top5_acc: 0.9379, loss_cls: 0.7294, loss: 0.7294, grad_norm: 1.8258 2020-11-10 21:37:56,414 - mmaction - INFO - Epoch [82][20/54] lr: 6.000e-02, eta: 0:39:36, time: 1.758, data_time: 0.461, memory: 10959, top1_acc: 0.7786, top5_acc: 0.9374, loss_cls: 0.7115, loss: 0.7115, grad_norm: 1.7762 2020-11-10 21:38:18,337 - mmaction - INFO - Epoch [82][40/54] lr: 6.000e-02, eta: 0:39:12, time: 1.102, data_time: 0.014, memory: 10959, top1_acc: 0.7717, top5_acc: 0.9414, loss_cls: 0.7211, loss: 0.7211, grad_norm: 1.8008 2020-11-10 21:39:05,903 - mmaction - INFO - Epoch [83][20/54] lr: 6.000e-02, eta: 0:38:32, time: 1.721, data_time: 0.564, memory: 10959, top1_acc: 0.7786, top5_acc: 0.9415, loss_cls: 0.7039, loss: 0.7039, grad_norm: 1.7953 2020-11-10 21:39:27,796 - mmaction - INFO - Epoch [83][40/54] lr: 6.000e-02, eta: 0:38:09, time: 1.105, data_time: 0.023, memory: 10959, top1_acc: 0.7634, top5_acc: 0.9400, loss_cls: 0.7344, loss: 0.7344, grad_norm: 1.7760 2020-11-10 21:40:15,402 - mmaction - INFO - Epoch [84][20/54] lr: 6.000e-02, eta: 0:37:28, time: 1.740, data_time: 0.596, memory: 10959, top1_acc: 0.7738, top5_acc: 0.9470, loss_cls: 0.7079, loss: 0.7079, grad_norm: 1.8701 2020-11-10 21:40:37,324 - mmaction - INFO - Epoch [84][40/54] lr: 6.000e-02, eta: 0:37:05, time: 1.091, data_time: 0.006, memory: 10959, top1_acc: 0.7785, top5_acc: 0.9400, loss_cls: 0.7065, loss: 0.7065, grad_norm: 1.7659 2020-11-10 21:41:25,078 - mmaction - INFO - Epoch [85][20/54] lr: 6.000e-02, eta: 0:36:25, time: 1.738, data_time: 0.574, memory: 10959, top1_acc: 0.7715, top5_acc: 0.9380, loss_cls: 0.7304, loss: 0.7304, grad_norm: 1.8447 2020-11-10 21:41:47,059 - mmaction - INFO - Epoch [85][40/54] lr: 6.000e-02, eta: 0:36:02, time: 1.097, data_time: 0.027, memory: 10959, top1_acc: 0.7664, top5_acc: 0.9341, loss_cls: 0.7355, loss: 0.7355, grad_norm: 1.7862 2020-11-10 21:42:00,072 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-11-10 21:42:25,233 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 21:42:25,299 - mmaction - INFO - top1_acc 0.7369 top5_acc 0.9574 2020-11-10 21:42:25,299 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 21:42:25,311 - mmaction - INFO - mean_acc 0.6423 2020-11-10 21:42:25,313 - mmaction - INFO - Epoch(val) [85][54] top1_acc: 0.7369, top5_acc: 0.9574, mean_class_accuracy: 0.6423 2020-11-10 21:43:04,846 - mmaction - INFO - Epoch [86][20/54] lr: 6.000e-02, eta: 0:35:23, time: 1.967, data_time: 0.846, memory: 10959, top1_acc: 0.7768, top5_acc: 0.9418, loss_cls: 0.7071, loss: 0.7071, grad_norm: 1.7437 2020-11-10 21:43:27,267 - mmaction - INFO - Epoch [86][40/54] lr: 6.000e-02, eta: 0:35:01, time: 1.122, data_time: 0.015, memory: 10959, top1_acc: 0.7799, top5_acc: 0.9445, loss_cls: 0.6901, loss: 0.6901, grad_norm: 1.7756 2020-11-10 21:44:15,755 - mmaction - INFO - Epoch [87][20/54] lr: 6.000e-02, eta: 0:34:21, time: 1.774, data_time: 0.585, memory: 10959, top1_acc: 0.7813, top5_acc: 0.9413, loss_cls: 0.7131, loss: 0.7131, grad_norm: 1.8135 2020-11-10 21:44:37,661 - mmaction - INFO - Epoch [87][40/54] lr: 6.000e-02, eta: 0:33:58, time: 1.091, data_time: 0.020, memory: 10959, top1_acc: 0.7732, top5_acc: 0.9414, loss_cls: 0.7275, loss: 0.7275, grad_norm: 1.7667 2020-11-10 21:45:25,268 - mmaction - INFO - Epoch [88][20/54] lr: 6.000e-02, eta: 0:33:18, time: 1.727, data_time: 0.490, memory: 10959, top1_acc: 0.7732, top5_acc: 0.9395, loss_cls: 0.7159, loss: 0.7159, grad_norm: 1.8574 2020-11-10 21:45:47,033 - mmaction - INFO - Epoch [88][40/54] lr: 6.000e-02, eta: 0:32:55, time: 1.096, data_time: 0.027, memory: 10959, top1_acc: 0.7702, top5_acc: 0.9396, loss_cls: 0.7266, loss: 0.7266, grad_norm: 1.8459 2020-11-10 21:46:35,127 - mmaction - INFO - Epoch [89][20/54] lr: 6.000e-02, eta: 0:32:15, time: 1.756, data_time: 0.655, memory: 10959, top1_acc: 0.7822, top5_acc: 0.9454, loss_cls: 0.6898, loss: 0.6898, grad_norm: 1.7881 2020-11-10 21:46:57,262 - mmaction - INFO - Epoch [89][40/54] lr: 6.000e-02, eta: 0:31:52, time: 1.101, data_time: 0.010, memory: 10959, top1_acc: 0.7758, top5_acc: 0.9404, loss_cls: 0.7129, loss: 0.7129, grad_norm: 1.8528 2020-11-10 21:47:47,064 - mmaction - INFO - Epoch [90][20/54] lr: 6.000e-02, eta: 0:31:13, time: 1.838, data_time: 0.691, memory: 10959, top1_acc: 0.7707, top5_acc: 0.9406, loss_cls: 0.7186, loss: 0.7186, grad_norm: 1.7388 2020-11-10 21:48:08,801 - mmaction - INFO - Epoch [90][40/54] lr: 6.000e-02, eta: 0:30:50, time: 1.096, data_time: 0.027, memory: 10959, top1_acc: 0.7719, top5_acc: 0.9475, loss_cls: 0.7119, loss: 0.7119, grad_norm: 1.8350 2020-11-10 21:48:22,104 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-11-10 21:48:47,531 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 21:48:47,590 - mmaction - INFO - top1_acc 0.7438 top5_acc 0.9610 2020-11-10 21:48:47,591 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 21:48:47,602 - mmaction - INFO - mean_acc 0.6412 2020-11-10 21:48:47,602 - mmaction - INFO - Now best checkpoint is epoch_90.pth 2020-11-10 21:48:47,633 - mmaction - INFO - Epoch(val) [90][54] top1_acc: 0.7438, top5_acc: 0.9610, mean_class_accuracy: 0.6412 2020-11-10 21:49:25,669 - mmaction - INFO - Epoch [91][20/54] lr: 6.000e-03, eta: 0:30:11, time: 1.901, data_time: 0.697, memory: 10959, top1_acc: 0.7913, top5_acc: 0.9440, loss_cls: 0.6665, loss: 0.6665, grad_norm: 1.6414 2020-11-10 21:49:47,762 - mmaction - INFO - Epoch [91][40/54] lr: 6.000e-03, eta: 0:29:49, time: 1.103, data_time: 0.005, memory: 10959, top1_acc: 0.7965, top5_acc: 0.9441, loss_cls: 0.6456, loss: 0.6456, grad_norm: 1.5093 2020-11-10 21:50:37,258 - mmaction - INFO - Epoch [92][20/54] lr: 6.000e-03, eta: 0:29:09, time: 1.825, data_time: 0.480, memory: 10959, top1_acc: 0.8086, top5_acc: 0.9491, loss_cls: 0.6105, loss: 0.6105, grad_norm: 1.4763 2020-11-10 21:50:59,357 - mmaction - INFO - Epoch [92][40/54] lr: 6.000e-03, eta: 0:28:47, time: 1.107, data_time: 0.018, memory: 10959, top1_acc: 0.8125, top5_acc: 0.9557, loss_cls: 0.5884, loss: 0.5884, grad_norm: 1.4608 2020-11-10 21:51:46,660 - mmaction - INFO - Epoch [93][20/54] lr: 6.000e-03, eta: 0:28:07, time: 1.708, data_time: 0.601, memory: 10959, top1_acc: 0.8181, top5_acc: 0.9531, loss_cls: 0.5753, loss: 0.5753, grad_norm: 1.4649 2020-11-10 21:52:08,474 - mmaction - INFO - Epoch [93][40/54] lr: 6.000e-03, eta: 0:27:44, time: 1.086, data_time: 0.017, memory: 10959, top1_acc: 0.8169, top5_acc: 0.9568, loss_cls: 0.5637, loss: 0.5637, grad_norm: 1.5009 2020-11-10 21:52:55,670 - mmaction - INFO - Epoch [94][20/54] lr: 6.000e-03, eta: 0:27:04, time: 1.713, data_time: 0.570, memory: 10959, top1_acc: 0.8125, top5_acc: 0.9548, loss_cls: 0.5657, loss: 0.5657, grad_norm: 1.5182 2020-11-10 21:53:17,606 - mmaction - INFO - Epoch [94][40/54] lr: 6.000e-03, eta: 0:26:42, time: 1.104, data_time: 0.017, memory: 10959, top1_acc: 0.8180, top5_acc: 0.9527, loss_cls: 0.5720, loss: 0.5720, grad_norm: 1.5033 2020-11-10 21:54:05,263 - mmaction - INFO - Epoch [95][20/54] lr: 6.000e-03, eta: 0:26:02, time: 1.735, data_time: 0.615, memory: 10959, top1_acc: 0.8267, top5_acc: 0.9577, loss_cls: 0.5439, loss: 0.5439, grad_norm: 1.4645 2020-11-10 21:54:27,477 - mmaction - INFO - Epoch [95][40/54] lr: 6.000e-03, eta: 0:25:39, time: 1.110, data_time: 0.010, memory: 10959, top1_acc: 0.8132, top5_acc: 0.9553, loss_cls: 0.5763, loss: 0.5763, grad_norm: 1.5243 2020-11-10 21:54:40,444 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-11-10 21:55:07,436 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 21:55:07,497 - mmaction - INFO - top1_acc 0.7816 top5_acc 0.9730 2020-11-10 21:55:07,497 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 21:55:07,508 - mmaction - INFO - mean_acc 0.6904 2020-11-10 21:55:07,508 - mmaction - INFO - Now best checkpoint is epoch_95.pth 2020-11-10 21:55:07,524 - mmaction - INFO - Epoch(val) [95][54] top1_acc: 0.7816, top5_acc: 0.9730, mean_class_accuracy: 0.6904 2020-11-10 21:55:44,562 - mmaction - INFO - Epoch [96][20/54] lr: 6.000e-03, eta: 0:25:01, time: 1.847, data_time: 0.639, memory: 10959, top1_acc: 0.8150, top5_acc: 0.9518, loss_cls: 0.5730, loss: 0.5730, grad_norm: 1.5759 2020-11-10 21:56:06,592 - mmaction - INFO - Epoch [96][40/54] lr: 6.000e-03, eta: 0:24:38, time: 1.096, data_time: 0.012, memory: 10959, top1_acc: 0.8247, top5_acc: 0.9600, loss_cls: 0.5393, loss: 0.5393, grad_norm: 1.5163 2020-11-10 21:56:54,881 - mmaction - INFO - Epoch [97][20/54] lr: 6.000e-03, eta: 0:23:59, time: 1.748, data_time: 0.576, memory: 10959, top1_acc: 0.8249, top5_acc: 0.9589, loss_cls: 0.5443, loss: 0.5443, grad_norm: 1.5591 2020-11-10 21:57:16,998 - mmaction - INFO - Epoch [97][40/54] lr: 6.000e-03, eta: 0:23:36, time: 1.099, data_time: 0.015, memory: 10959, top1_acc: 0.8298, top5_acc: 0.9603, loss_cls: 0.5389, loss: 0.5389, grad_norm: 1.5183 2020-11-10 21:58:04,449 - mmaction - INFO - Epoch [98][20/54] lr: 6.000e-03, eta: 0:22:57, time: 1.717, data_time: 0.456, memory: 10959, top1_acc: 0.8221, top5_acc: 0.9602, loss_cls: 0.5414, loss: 0.5414, grad_norm: 1.5470 2020-11-10 21:58:26,531 - mmaction - INFO - Epoch [98][40/54] lr: 6.000e-03, eta: 0:22:34, time: 1.116, data_time: 0.026, memory: 10959, top1_acc: 0.8246, top5_acc: 0.9572, loss_cls: 0.5421, loss: 0.5421, grad_norm: 1.5061 2020-11-10 21:59:14,266 - mmaction - INFO - Epoch [99][20/54] lr: 6.000e-03, eta: 0:21:55, time: 1.746, data_time: 0.630, memory: 10959, top1_acc: 0.8306, top5_acc: 0.9600, loss_cls: 0.5308, loss: 0.5308, grad_norm: 1.5126 2020-11-10 21:59:36,232 - mmaction - INFO - Epoch [99][40/54] lr: 6.000e-03, eta: 0:21:32, time: 1.100, data_time: 0.006, memory: 10959, top1_acc: 0.8301, top5_acc: 0.9620, loss_cls: 0.5295, loss: 0.5295, grad_norm: 1.5373 2020-11-10 22:00:23,085 - mmaction - INFO - Epoch [100][20/54] lr: 6.000e-03, eta: 0:20:53, time: 1.689, data_time: 0.599, memory: 10959, top1_acc: 0.8280, top5_acc: 0.9591, loss_cls: 0.5336, loss: 0.5336, grad_norm: 1.5352 2020-11-10 22:00:45,006 - mmaction - INFO - Epoch [100][40/54] lr: 6.000e-03, eta: 0:20:31, time: 1.094, data_time: 0.021, memory: 10959, top1_acc: 0.8311, top5_acc: 0.9587, loss_cls: 0.5348, loss: 0.5348, grad_norm: 1.5128 2020-11-10 22:00:57,629 - mmaction - INFO - Saving checkpoint at 100 epochs 2020-11-10 22:01:24,489 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 22:01:24,553 - mmaction - INFO - top1_acc 0.7861 top5_acc 0.9721 2020-11-10 22:01:24,553 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 22:01:24,565 - mmaction - INFO - mean_acc 0.6961 2020-11-10 22:01:24,565 - mmaction - INFO - Now best checkpoint is epoch_100.pth 2020-11-10 22:01:24,568 - mmaction - INFO - Epoch(val) [100][54] top1_acc: 0.7861, top5_acc: 0.9721, mean_class_accuracy: 0.6961 2020-11-10 22:02:00,820 - mmaction - INFO - Epoch [101][20/54] lr: 6.000e-03, eta: 0:19:52, time: 1.803, data_time: 0.629, memory: 10959, top1_acc: 0.8280, top5_acc: 0.9620, loss_cls: 0.5269, loss: 0.5269, grad_norm: 1.5852 2020-11-10 22:02:22,953 - mmaction - INFO - Epoch [101][40/54] lr: 6.000e-03, eta: 0:19:29, time: 1.108, data_time: 0.021, memory: 10959, top1_acc: 0.8228, top5_acc: 0.9605, loss_cls: 0.5449, loss: 0.5449, grad_norm: 1.5639 2020-11-10 22:03:10,567 - mmaction - INFO - Epoch [102][20/54] lr: 6.000e-03, eta: 0:18:50, time: 1.733, data_time: 0.568, memory: 10959, top1_acc: 0.8270, top5_acc: 0.9566, loss_cls: 0.5409, loss: 0.5409, grad_norm: 1.5529 2020-11-10 22:03:32,432 - mmaction - INFO - Epoch [102][40/54] lr: 6.000e-03, eta: 0:18:28, time: 1.093, data_time: 0.018, memory: 10959, top1_acc: 0.8298, top5_acc: 0.9624, loss_cls: 0.5266, loss: 0.5266, grad_norm: 1.5346 2020-11-10 22:04:20,491 - mmaction - INFO - Epoch [103][20/54] lr: 6.000e-03, eta: 0:17:49, time: 1.740, data_time: 0.559, memory: 10959, top1_acc: 0.8260, top5_acc: 0.9576, loss_cls: 0.5275, loss: 0.5275, grad_norm: 1.5552 2020-11-10 22:04:42,472 - mmaction - INFO - Epoch [103][40/54] lr: 6.000e-03, eta: 0:17:27, time: 1.111, data_time: 0.025, memory: 10959, top1_acc: 0.8355, top5_acc: 0.9652, loss_cls: 0.4969, loss: 0.4969, grad_norm: 1.5306 2020-11-10 22:05:29,833 - mmaction - INFO - Epoch [104][20/54] lr: 6.000e-03, eta: 0:16:48, time: 1.715, data_time: 0.491, memory: 10959, top1_acc: 0.8310, top5_acc: 0.9599, loss_cls: 0.5207, loss: 0.5207, grad_norm: 1.5973 2020-11-10 22:05:51,812 - mmaction - INFO - Epoch [104][40/54] lr: 6.000e-03, eta: 0:16:25, time: 1.099, data_time: 0.015, memory: 10959, top1_acc: 0.8361, top5_acc: 0.9612, loss_cls: 0.5070, loss: 0.5070, grad_norm: 1.5314 2020-11-10 22:06:39,913 - mmaction - INFO - Epoch [105][20/54] lr: 6.000e-03, eta: 0:15:47, time: 1.743, data_time: 0.609, memory: 10959, top1_acc: 0.8389, top5_acc: 0.9634, loss_cls: 0.5124, loss: 0.5124, grad_norm: 1.5807 2020-11-10 22:07:02,153 - mmaction - INFO - Epoch [105][40/54] lr: 6.000e-03, eta: 0:15:24, time: 1.121, data_time: 0.028, memory: 10959, top1_acc: 0.8294, top5_acc: 0.9599, loss_cls: 0.5300, loss: 0.5300, grad_norm: 1.6070 2020-11-10 22:07:14,936 - mmaction - INFO - Saving checkpoint at 105 epochs 2020-11-10 22:07:40,682 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 22:07:40,749 - mmaction - INFO - top1_acc 0.7834 top5_acc 0.9707 2020-11-10 22:07:40,749 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 22:07:40,761 - mmaction - INFO - mean_acc 0.6962 2020-11-10 22:07:40,763 - mmaction - INFO - Epoch(val) [105][54] top1_acc: 0.7834, top5_acc: 0.9707, mean_class_accuracy: 0.6962 2020-11-10 22:08:16,426 - mmaction - INFO - Epoch [106][20/54] lr: 6.000e-03, eta: 0:14:46, time: 1.776, data_time: 0.603, memory: 10959, top1_acc: 0.8372, top5_acc: 0.9594, loss_cls: 0.5147, loss: 0.5147, grad_norm: 1.5746 2020-11-10 22:08:38,285 - mmaction - INFO - Epoch [106][40/54] lr: 6.000e-03, eta: 0:14:23, time: 1.096, data_time: 0.012, memory: 10959, top1_acc: 0.8306, top5_acc: 0.9624, loss_cls: 0.5091, loss: 0.5091, grad_norm: 1.6012 2020-11-10 22:09:25,612 - mmaction - INFO - Epoch [107][20/54] lr: 6.000e-03, eta: 0:13:44, time: 1.725, data_time: 0.573, memory: 10959, top1_acc: 0.8357, top5_acc: 0.9603, loss_cls: 0.5084, loss: 0.5084, grad_norm: 1.5440 2020-11-10 22:09:47,547 - mmaction - INFO - Epoch [107][40/54] lr: 6.000e-03, eta: 0:13:22, time: 1.090, data_time: 0.017, memory: 10959, top1_acc: 0.8299, top5_acc: 0.9609, loss_cls: 0.5229, loss: 0.5229, grad_norm: 1.6238 2020-11-10 22:10:34,382 - mmaction - INFO - Epoch [108][20/54] lr: 6.000e-03, eta: 0:12:43, time: 1.695, data_time: 0.582, memory: 10959, top1_acc: 0.8357, top5_acc: 0.9573, loss_cls: 0.5230, loss: 0.5230, grad_norm: 1.5889 2020-11-10 22:10:56,632 - mmaction - INFO - Epoch [108][40/54] lr: 6.000e-03, eta: 0:12:21, time: 1.107, data_time: 0.007, memory: 10959, top1_acc: 0.8311, top5_acc: 0.9616, loss_cls: 0.5196, loss: 0.5196, grad_norm: 1.5950 2020-11-10 22:11:43,650 - mmaction - INFO - Epoch [109][20/54] lr: 6.000e-03, eta: 0:11:42, time: 1.704, data_time: 0.583, memory: 10959, top1_acc: 0.8353, top5_acc: 0.9622, loss_cls: 0.5082, loss: 0.5082, grad_norm: 1.5899 2020-11-10 22:12:05,659 - mmaction - INFO - Epoch [109][40/54] lr: 6.000e-03, eta: 0:11:20, time: 1.100, data_time: 0.009, memory: 10959, top1_acc: 0.8322, top5_acc: 0.9669, loss_cls: 0.5043, loss: 0.5043, grad_norm: 1.5855 2020-11-10 22:12:53,363 - mmaction - INFO - Epoch [110][20/54] lr: 6.000e-03, eta: 0:10:42, time: 1.723, data_time: 0.567, memory: 10959, top1_acc: 0.8299, top5_acc: 0.9638, loss_cls: 0.5122, loss: 0.5122, grad_norm: 1.6425 2020-11-10 22:13:15,488 - mmaction - INFO - Epoch [110][40/54] lr: 6.000e-03, eta: 0:10:19, time: 1.113, data_time: 0.023, memory: 10959, top1_acc: 0.8307, top5_acc: 0.9599, loss_cls: 0.5140, loss: 0.5140, grad_norm: 1.6052 2020-11-10 22:13:28,406 - mmaction - INFO - Saving checkpoint at 110 epochs 2020-11-10 22:13:53,348 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 22:13:53,418 - mmaction - INFO - top1_acc 0.7837 top5_acc 0.9711 2020-11-10 22:13:53,418 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 22:13:53,432 - mmaction - INFO - mean_acc 0.6895 2020-11-10 22:13:53,434 - mmaction - INFO - Epoch(val) [110][54] top1_acc: 0.7837, top5_acc: 0.9711, mean_class_accuracy: 0.6895 2020-11-10 22:14:28,717 - mmaction - INFO - Epoch [111][20/54] lr: 6.000e-04, eta: 0:09:41, time: 1.753, data_time: 0.617, memory: 10959, top1_acc: 0.8439, top5_acc: 0.9661, loss_cls: 0.4825, loss: 0.4825, grad_norm: 1.5367 2020-11-10 22:14:50,311 - mmaction - INFO - Epoch [111][40/54] lr: 6.000e-04, eta: 0:09:19, time: 1.088, data_time: 0.012, memory: 10959, top1_acc: 0.8413, top5_acc: 0.9650, loss_cls: 0.4854, loss: 0.4854, grad_norm: 1.5110 2020-11-10 22:15:38,474 - mmaction - INFO - Epoch [112][20/54] lr: 6.000e-04, eta: 0:08:40, time: 1.744, data_time: 0.645, memory: 10959, top1_acc: 0.8371, top5_acc: 0.9637, loss_cls: 0.5021, loss: 0.5021, grad_norm: 1.5915 2020-11-10 22:16:00,178 - mmaction - INFO - Epoch [112][40/54] lr: 6.000e-04, eta: 0:08:18, time: 1.081, data_time: 0.009, memory: 10959, top1_acc: 0.8409, top5_acc: 0.9652, loss_cls: 0.4940, loss: 0.4940, grad_norm: 1.5884 2020-11-10 22:16:47,193 - mmaction - INFO - Epoch [113][20/54] lr: 6.000e-04, eta: 0:07:40, time: 1.714, data_time: 0.527, memory: 10959, top1_acc: 0.8385, top5_acc: 0.9633, loss_cls: 0.4942, loss: 0.4942, grad_norm: 1.6105 2020-11-10 22:17:09,284 - mmaction - INFO - Epoch [113][40/54] lr: 6.000e-04, eta: 0:07:17, time: 1.098, data_time: 0.010, memory: 10959, top1_acc: 0.8388, top5_acc: 0.9634, loss_cls: 0.4991, loss: 0.4991, grad_norm: 1.5607 2020-11-10 22:17:56,731 - mmaction - INFO - Epoch [114][20/54] lr: 6.000e-04, eta: 0:06:39, time: 1.733, data_time: 0.545, memory: 10959, top1_acc: 0.8376, top5_acc: 0.9603, loss_cls: 0.5020, loss: 0.5020, grad_norm: 1.5655 2020-11-10 22:18:18,795 - mmaction - INFO - Epoch [114][40/54] lr: 6.000e-04, eta: 0:06:17, time: 1.104, data_time: 0.010, memory: 10959, top1_acc: 0.8371, top5_acc: 0.9641, loss_cls: 0.4947, loss: 0.4947, grad_norm: 1.5606 2020-11-10 22:19:06,325 - mmaction - INFO - Epoch [115][20/54] lr: 6.000e-04, eta: 0:05:39, time: 1.732, data_time: 0.558, memory: 10959, top1_acc: 0.8408, top5_acc: 0.9668, loss_cls: 0.4732, loss: 0.4732, grad_norm: 1.5656 2020-11-10 22:19:28,058 - mmaction - INFO - Epoch [115][40/54] lr: 6.000e-04, eta: 0:05:16, time: 1.085, data_time: 0.009, memory: 10959, top1_acc: 0.8340, top5_acc: 0.9626, loss_cls: 0.5061, loss: 0.5061, grad_norm: 1.6275 2020-11-10 22:19:41,518 - mmaction - INFO - Saving checkpoint at 115 epochs 2020-11-10 22:20:06,574 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 22:20:06,652 - mmaction - INFO - top1_acc 0.7845 top5_acc 0.9702 2020-11-10 22:20:06,652 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 22:20:06,667 - mmaction - INFO - mean_acc 0.6930 2020-11-10 22:20:06,669 - mmaction - INFO - Epoch(val) [115][54] top1_acc: 0.7845, top5_acc: 0.9702, mean_class_accuracy: 0.6930 2020-11-10 22:20:41,539 - mmaction - INFO - Epoch [116][20/54] lr: 6.000e-04, eta: 0:04:38, time: 1.741, data_time: 0.636, memory: 10959, top1_acc: 0.8392, top5_acc: 0.9613, loss_cls: 0.5016, loss: 0.5016, grad_norm: 1.5843 2020-11-10 22:21:03,327 - mmaction - INFO - Epoch [116][40/54] lr: 6.000e-04, eta: 0:04:16, time: 1.085, data_time: 0.019, memory: 10959, top1_acc: 0.8404, top5_acc: 0.9605, loss_cls: 0.4929, loss: 0.4929, grad_norm: 1.5942 2020-11-10 22:21:51,320 - mmaction - INFO - Epoch [117][20/54] lr: 6.000e-04, eta: 0:03:38, time: 1.749, data_time: 0.633, memory: 10959, top1_acc: 0.8458, top5_acc: 0.9676, loss_cls: 0.4605, loss: 0.4605, grad_norm: 1.4994 2020-11-10 22:22:13,315 - mmaction - INFO - Epoch [117][40/54] lr: 6.000e-04, eta: 0:03:16, time: 1.095, data_time: 0.017, memory: 10959, top1_acc: 0.8465, top5_acc: 0.9674, loss_cls: 0.4695, loss: 0.4695, grad_norm: 1.5500 2020-11-10 22:23:00,624 - mmaction - INFO - Epoch [118][20/54] lr: 6.000e-04, eta: 0:02:38, time: 1.717, data_time: 0.588, memory: 10959, top1_acc: 0.8361, top5_acc: 0.9612, loss_cls: 0.5014, loss: 0.5014, grad_norm: 1.6073 2020-11-10 22:23:22,155 - mmaction - INFO - Epoch [118][40/54] lr: 6.000e-04, eta: 0:02:15, time: 1.077, data_time: 0.008, memory: 10959, top1_acc: 0.8387, top5_acc: 0.9633, loss_cls: 0.4928, loss: 0.4928, grad_norm: 1.5570 2020-11-10 22:24:09,234 - mmaction - INFO - Epoch [119][20/54] lr: 6.000e-04, eta: 0:01:37, time: 1.691, data_time: 0.448, memory: 10959, top1_acc: 0.8326, top5_acc: 0.9635, loss_cls: 0.5083, loss: 0.5083, grad_norm: 1.6421 2020-11-10 22:24:31,337 - mmaction - INFO - Epoch [119][40/54] lr: 6.000e-04, eta: 0:01:15, time: 1.115, data_time: 0.022, memory: 10959, top1_acc: 0.8363, top5_acc: 0.9655, loss_cls: 0.4962, loss: 0.4962, grad_norm: 1.5729 2020-11-10 22:25:18,578 - mmaction - INFO - Epoch [120][20/54] lr: 6.000e-04, eta: 0:00:37, time: 1.723, data_time: 0.584, memory: 10959, top1_acc: 0.8400, top5_acc: 0.9660, loss_cls: 0.4923, loss: 0.4923, grad_norm: 1.6101 2020-11-10 22:25:40,351 - mmaction - INFO - Epoch [120][40/54] lr: 6.000e-04, eta: 0:00:15, time: 1.093, data_time: 0.013, memory: 10959, top1_acc: 0.8438, top5_acc: 0.9642, loss_cls: 0.4815, loss: 0.4815, grad_norm: 1.5627 2020-11-10 22:25:53,279 - mmaction - INFO - Saving checkpoint at 120 epochs 2020-11-10 22:26:18,349 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 22:26:18,410 - mmaction - INFO - top1_acc 0.7862 top5_acc 0.9703 2020-11-10 22:26:18,411 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 22:26:18,422 - mmaction - INFO - mean_acc 0.6951 2020-11-10 22:26:18,422 - mmaction - INFO - Now best checkpoint is epoch_120.pth 2020-11-10 22:26:18,455 - mmaction - INFO - Epoch(val) [120][54] top1_acc: 0.7862, top5_acc: 0.9703, mean_class_accuracy: 0.6951