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nohup.out
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2020-09-24 11:46:12,947 - mmaction - INFO - Environment info:
------------------------------------------------------------
sys.platform: linux
Python: 3.6.12 |Anaconda, Inc.| (default, Sep 8 2020, 23:10:56) [GCC 7.3.0]
CUDA available: True
GPU 0,1,2,3,4,5,6,7: GeForce RTX 2080 Ti
CUDA_HOME: /usr
NVCC: Cuda compilation tools, release 10.0, V10.0.130
GCC: gcc (Ubuntu 7.4.0-1ubuntu1~18.04.1) 7.4.0
PyTorch: 1.4.0
PyTorch compiling details: PyTorch built with:
- GCC 7.3
- Intel(R) Math Kernel Library Version 2020.0.2 Product Build 20200624 for Intel(R) 64 architecture applications
- Intel(R) MKL-DNN v0.21.1 (Git Hash 7d2fd500bc78936d1d648ca713b901012f470dbc)
- OpenMP 201511 (a.k.a. OpenMP 4.5)
- NNPACK is enabled
- CUDA Runtime 10.0
- 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 2.5.1
- Build settings: BLAS=MKL, BUILD_NAMEDTENSOR=OFF, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -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-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 -Wno-stringop-overflow, DISABLE_NUMA=1, 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: 0.5.0
OpenCV: 4.4.0
MMCV: 1.1.3
MMCV Compiler: GCC 7.4
MMCV CUDA Compiler: 10.0
MMAction2: 0.6.0+028a782
------------------------------------------------------------
2020-09-24 11:46:12,948 - mmaction - INFO - Distributed training: True
2020-09-24 11:46:12,948 - mmaction - INFO - Config: /home/jinchoi/src/video-data-aug/configs/recognition/r2plus1d/r2plus1d_r34_video_8x8x1_180e_ucf101_rgb.py
# model settings
model = dict(
type='Recognizer3D',
backbone=dict(
type='ResNet2Plus1d',
depth=34,
pretrained=None,
pretrained2d=False,
norm_eval=False,
conv_cfg=dict(type='Conv2plus1d'),
norm_cfg=dict(type='SyncBN', requires_grad=True, eps=1e-3),
act_cfg=dict(type='ReLU'),
conv1_kernel=(3, 7, 7),
conv1_stride_t=1,
pool1_stride_t=1,
inflate=(1, 1, 1, 1),
spatial_strides=(1, 2, 2, 2),
temporal_strides=(1, 2, 2, 2),
zero_init_residual=False),
cls_head=dict(
type='I3DHead',
num_classes=101,
in_channels=512,
spatial_type='avg',
dropout_ratio=0.5,
init_std=0.01))
# model training and testing settings
train_cfg = None
test_cfg = dict(average_clips=None)
# dataset settings
# dataset_type = 'VideoDataset'
# data_root = 'data/kinetics400/videos_train'
# data_root_val = 'data/kinetics400/videos_val'
# ann_file_train = 'data/kinetics400/kinetics400_train_list_videos.txt'
# ann_file_val = 'data/kinetics400/kinetics400_val_list_videos.txt'
# ann_file_test = 'data/kinetics400/kinetics400_val_list_videos.txt'
dataset_type = 'RawframeDataset'
data_root = 'data/ucf101/rawframes/'
data_root_val = 'data/ucf101/rawframes/'
split = 1 # official train/test splits. valid numbers: 1, 2, 3
ann_file_train = f'data/ucf101/ucf101_train_split_{split}_rawframes.txt'
ann_file_val = f'data/ucf101/ucf101_val_split_{split}_rawframes.txt'
ann_file_test = f'data/ucf101/ucf101_val_split_{split}_rawframes.txt'
img_norm_cfg = dict(
mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False)
train_pipeline = [
# dict(type='DecordInit'),
dict(type='SampleFrames', clip_len=8, frame_interval=8, num_clips=1),
# dict(type='DecordDecode'),
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='DecordInit'),
dict(
type='SampleFrames',
clip_len=8,
frame_interval=8,
num_clips=1,
test_mode=True),
# dict(type='DecordDecode'),
dict(type='RawFrameDecode'),
dict(type='Resize', scale=(-1, 256)),
dict(type='CenterCrop', crop_size=224),
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='DecordInit'),
dict(
type='SampleFrames',
clip_len=8,
frame_interval=8,
num_clips=10,
test_mode=True),
# dict(type='DecordDecode'),
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=16,
workers_per_gpu=4,
train=dict(
type=dataset_type,
ann_file=ann_file_train,
data_prefix=data_root,
pipeline=train_pipeline),
val=dict(
type=dataset_type,
ann_file=ann_file_val,
data_prefix=data_root_val,
pipeline=val_pipeline,
test_mode=True),
test=dict(
type=dataset_type,
ann_file=ann_file_val,
data_prefix=data_root_val,
pipeline=test_pipeline,
test_mode=True))
# optimizer
optimizer = dict(
type='SGD', lr=0.2, 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='CosineAnnealing', min_lr=0)
total_epochs = 180
checkpoint_config = dict(interval=5)
evaluation = dict(
interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5))
log_config = dict(
interval=20,
hooks=[
dict(type='TextLoggerHook'),
# dict(type='TensorboardLoggerHook'),
])
# runtime settings
dist_params = dict(backend='nccl')
log_level = 'INFO'
work_dir = './work_dirs/r2plus1d_r34_video_3d_8x8x1_180e_ucf101_rgb/'
load_from = None
resume_from = None
workflow = [('train', 1)]
find_unused_parameters = False
2020-09-24 11:46:19,441 - mmaction - INFO - Start running, host: jinchoi@newell, work_dir: /home/jinchoi/src/video-data-aug/work_dirs/r2plus1d_r34_video_3d_8x8x1_180e_ucf101_rgb
2020-09-24 11:46:19,441 - mmaction - INFO - workflow: [('train', 1)], max: 180 epochs
2020-09-24 11:46:53,231 - mmaction - INFO - Epoch [1][20/75] lr: 2.000e-01, eta: 6:19:24, time: 1.689, data_time: 0.675, memory: 9412, top1_acc: 0.0125, top5_acc: 0.0586, loss_cls: 5.1520, loss: 5.1520, grad_norm: 13.2774
2020-09-24 11:47:11,361 - mmaction - INFO - Epoch [1][40/75] lr: 2.000e-01, eta: 4:51:06, time: 0.907, data_time: 0.001, memory: 9412, top1_acc: 0.0125, top5_acc: 0.0648, loss_cls: 4.6661, loss: 4.6661, grad_norm: 0.5134
2020-09-24 11:47:29,668 - mmaction - INFO - Epoch [1][60/75] lr: 2.000e-01, eta: 4:22:05, time: 0.915, data_time: 0.001, memory: 9412, top1_acc: 0.0141, top5_acc: 0.0617, loss_cls: 4.6158, loss: 4.6158, grad_norm: 0.3470
2020-09-24 11:48:15,741 - mmaction - INFO - Epoch [2][20/75] lr: 2.000e-01, eta: 4:00:44, time: 1.608, data_time: 0.572, memory: 9412, top1_acc: 0.0195, top5_acc: 0.0734, loss_cls: 4.5990, loss: 4.5990, grad_norm: 0.3165
2020-09-24 11:48:34,347 - mmaction - INFO - Epoch [2][40/75] lr: 2.000e-01, eta: 3:54:40, time: 0.931, data_time: 0.001, memory: 9412, top1_acc: 0.0199, top5_acc: 0.0754, loss_cls: 4.5853, loss: 4.5853, grad_norm: 0.3418
2020-09-24 11:48:53,013 - mmaction - INFO - Epoch [2][60/75] lr: 2.000e-01, eta: 3:50:24, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.0270, top5_acc: 0.1000, loss_cls: 4.5223, loss: 4.5223, grad_norm: 0.5139
2020-09-24 11:49:41,035 - mmaction - INFO - Epoch [3][20/75] lr: 1.999e-01, eta: 3:46:43, time: 1.692, data_time: 0.745, memory: 9412, top1_acc: 0.0305, top5_acc: 0.1203, loss_cls: 4.4014, loss: 4.4014, grad_norm: 0.7637
2020-09-24 11:49:59,618 - mmaction - INFO - Epoch [3][40/75] lr: 1.999e-01, eta: 3:44:14, time: 0.929, data_time: 0.000, memory: 9412, top1_acc: 0.0320, top5_acc: 0.1238, loss_cls: 4.4141, loss: 4.4141, grad_norm: 0.7159
2020-09-24 11:50:18,268 - mmaction - INFO - Epoch [3][60/75] lr: 1.999e-01, eta: 3:42:15, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.0422, top5_acc: 0.1492, loss_cls: 4.3309, loss: 4.3309, grad_norm: 0.7840
2020-09-24 11:51:04,800 - mmaction - INFO - Epoch [4][20/75] lr: 1.999e-01, eta: 3:39:09, time: 1.617, data_time: 0.570, memory: 9412, top1_acc: 0.0500, top5_acc: 0.1789, loss_cls: 4.2659, loss: 4.2659, grad_norm: 0.7977
2020-09-24 11:51:23,423 - mmaction - INFO - Epoch [4][40/75] lr: 1.999e-01, eta: 3:37:49, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.0535, top5_acc: 0.2008, loss_cls: 4.1877, loss: 4.1877, grad_norm: 0.8462
2020-09-24 11:51:42,102 - mmaction - INFO - Epoch [4][60/75] lr: 1.999e-01, eta: 3:36:39, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.0523, top5_acc: 0.2008, loss_cls: 4.1481, loss: 4.1481, grad_norm: 0.8837
2020-09-24 11:52:29,141 - mmaction - INFO - Epoch [5][20/75] lr: 1.998e-01, eta: 3:34:58, time: 1.640, data_time: 0.679, memory: 9412, top1_acc: 0.0684, top5_acc: 0.2352, loss_cls: 4.0422, loss: 4.0422, grad_norm: 0.8570
2020-09-24 11:52:47,763 - mmaction - INFO - Epoch [5][40/75] lr: 1.998e-01, eta: 3:34:01, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.0734, top5_acc: 0.2586, loss_cls: 3.9707, loss: 3.9707, grad_norm: 0.8804
2020-09-24 11:53:06,474 - mmaction - INFO - Epoch [5][60/75] lr: 1.998e-01, eta: 3:33:12, time: 0.936, data_time: 0.000, memory: 9412, top1_acc: 0.0703, top5_acc: 0.2496, loss_cls: 3.9772, loss: 3.9772, grad_norm: 0.9367
2020-09-24 11:53:20,700 - mmaction - INFO - Saving checkpoint at 5 epochs
2020-09-24 11:53:53,280 - mmaction - INFO - Epoch [6][20/75] lr: 1.996e-01, eta: 3:31:11, time: 1.571, data_time: 0.639, memory: 9412, top1_acc: 0.0852, top5_acc: 0.2840, loss_cls: 3.8766, loss: 3.8766, grad_norm: 1.0104
2020-09-24 11:54:11,891 - mmaction - INFO - Epoch [6][40/75] lr: 1.996e-01, eta: 3:30:28, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.0949, top5_acc: 0.2844, loss_cls: 3.8817, loss: 3.8817, grad_norm: 0.9663
2020-09-24 11:54:30,555 - mmaction - INFO - Epoch [6][60/75] lr: 1.996e-01, eta: 3:29:50, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.0973, top5_acc: 0.2926, loss_cls: 3.8198, loss: 3.8198, grad_norm: 0.8788
2020-09-24 11:55:18,220 - mmaction - INFO - Epoch [7][20/75] lr: 1.995e-01, eta: 3:29:07, time: 1.671, data_time: 0.714, memory: 9412, top1_acc: 0.1098, top5_acc: 0.3176, loss_cls: 3.7691, loss: 3.7691, grad_norm: 0.9576
2020-09-24 11:55:36,817 - mmaction - INFO - Epoch [7][40/75] lr: 1.995e-01, eta: 3:28:31, time: 0.930, data_time: 0.001, memory: 9412, top1_acc: 0.1172, top5_acc: 0.3469, loss_cls: 3.7165, loss: 3.7165, grad_norm: 0.8974
2020-09-24 11:55:55,457 - mmaction - INFO - Epoch [7][60/75] lr: 1.995e-01, eta: 3:27:56, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.1270, top5_acc: 0.3438, loss_cls: 3.6905, loss: 3.6905, grad_norm: 0.9004
2020-09-24 11:56:42,512 - mmaction - INFO - Epoch [8][20/75] lr: 1.993e-01, eta: 3:27:04, time: 1.642, data_time: 0.602, memory: 9412, top1_acc: 0.1320, top5_acc: 0.3840, loss_cls: 3.5892, loss: 3.5892, grad_norm: 0.9864
2020-09-24 11:57:01,129 - mmaction - INFO - Epoch [8][40/75] lr: 1.993e-01, eta: 3:26:32, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.1414, top5_acc: 0.3859, loss_cls: 3.5861, loss: 3.5861, grad_norm: 0.9382
2020-09-24 11:57:19,791 - mmaction - INFO - Epoch [8][60/75] lr: 1.993e-01, eta: 3:26:02, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.1316, top5_acc: 0.3773, loss_cls: 3.5648, loss: 3.5648, grad_norm: 0.9608
2020-09-24 11:58:06,917 - mmaction - INFO - Epoch [9][20/75] lr: 1.990e-01, eta: 3:25:16, time: 1.646, data_time: 0.698, memory: 9412, top1_acc: 0.1570, top5_acc: 0.4145, loss_cls: 3.4551, loss: 3.4551, grad_norm: 1.0389
2020-09-24 11:58:25,571 - mmaction - INFO - Epoch [9][40/75] lr: 1.990e-01, eta: 3:24:48, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.1551, top5_acc: 0.4086, loss_cls: 3.4541, loss: 3.4541, grad_norm: 0.9724
2020-09-24 11:58:44,266 - mmaction - INFO - Epoch [9][60/75] lr: 1.990e-01, eta: 3:24:21, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.1578, top5_acc: 0.4238, loss_cls: 3.4368, loss: 3.4368, grad_norm: 1.0133
2020-09-24 11:59:31,082 - mmaction - INFO - Epoch [10][20/75] lr: 1.988e-01, eta: 3:23:34, time: 1.636, data_time: 0.580, memory: 9412, top1_acc: 0.1852, top5_acc: 0.4547, loss_cls: 3.3163, loss: 3.3163, grad_norm: 1.0522
2020-09-24 11:59:49,796 - mmaction - INFO - Epoch [10][40/75] lr: 1.988e-01, eta: 3:23:09, time: 0.936, data_time: 0.000, memory: 9412, top1_acc: 0.1723, top5_acc: 0.4262, loss_cls: 3.3792, loss: 3.3792, grad_norm: 1.0490
2020-09-24 12:00:08,460 - mmaction - INFO - Epoch [10][60/75] lr: 1.988e-01, eta: 3:22:43, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.1824, top5_acc: 0.4445, loss_cls: 3.3165, loss: 3.3165, grad_norm: 1.0422
2020-09-24 12:00:22,713 - mmaction - INFO - Saving checkpoint at 10 epochs
2020-09-24 12:00:56,156 - mmaction - INFO - Epoch [11][20/75] lr: 1.985e-01, eta: 3:21:48, time: 1.605, data_time: 0.655, memory: 9412, top1_acc: 0.2121, top5_acc: 0.5090, loss_cls: 3.1497, loss: 3.1497, grad_norm: 1.1404
2020-09-24 12:01:14,788 - mmaction - INFO - Epoch [11][40/75] lr: 1.985e-01, eta: 3:21:23, time: 0.932, data_time: 0.001, memory: 9412, top1_acc: 0.2027, top5_acc: 0.4988, loss_cls: 3.1893, loss: 3.1893, grad_norm: 1.0953
2020-09-24 12:01:33,511 - mmaction - INFO - Epoch [11][60/75] lr: 1.985e-01, eta: 3:21:00, time: 0.936, data_time: 0.000, memory: 9412, top1_acc: 0.2043, top5_acc: 0.4969, loss_cls: 3.1906, loss: 3.1906, grad_norm: 1.0836
2020-09-24 12:02:20,891 - mmaction - INFO - Epoch [12][20/75] lr: 1.982e-01, eta: 3:20:25, time: 1.658, data_time: 0.716, memory: 9412, top1_acc: 0.2195, top5_acc: 0.5082, loss_cls: 3.1158, loss: 3.1158, grad_norm: 1.0862
2020-09-24 12:02:39,584 - mmaction - INFO - Epoch [12][40/75] lr: 1.982e-01, eta: 3:20:01, time: 0.935, data_time: 0.001, memory: 9412, top1_acc: 0.2336, top5_acc: 0.5211, loss_cls: 3.0913, loss: 3.0913, grad_norm: 1.1055
2020-09-24 12:02:58,331 - mmaction - INFO - Epoch [12][60/75] lr: 1.982e-01, eta: 3:19:39, time: 0.938, data_time: 0.001, memory: 9412, top1_acc: 0.2230, top5_acc: 0.5082, loss_cls: 3.1181, loss: 3.1181, grad_norm: 1.1009
2020-09-24 12:03:44,670 - mmaction - INFO - Epoch [13][20/75] lr: 1.978e-01, eta: 3:18:49, time: 1.603, data_time: 0.662, memory: 9412, top1_acc: 0.2508, top5_acc: 0.5594, loss_cls: 2.9433, loss: 2.9433, grad_norm: 1.1422
2020-09-24 12:04:03,338 - mmaction - INFO - Epoch [13][40/75] lr: 1.978e-01, eta: 3:18:26, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.2508, top5_acc: 0.5527, loss_cls: 2.9635, loss: 2.9635, grad_norm: 1.1300
2020-09-24 12:04:22,059 - mmaction - INFO - Epoch [13][60/75] lr: 1.978e-01, eta: 3:18:04, time: 0.936, data_time: 0.000, memory: 9412, top1_acc: 0.2465, top5_acc: 0.5551, loss_cls: 2.9572, loss: 2.9572, grad_norm: 1.1416
2020-09-24 12:05:10,082 - mmaction - INFO - Epoch [14][20/75] lr: 1.974e-01, eta: 3:17:38, time: 1.687, data_time: 0.743, memory: 9412, top1_acc: 0.2699, top5_acc: 0.5934, loss_cls: 2.8629, loss: 2.8629, grad_norm: 1.1357
2020-09-24 12:05:28,707 - mmaction - INFO - Epoch [14][40/75] lr: 1.974e-01, eta: 3:17:15, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.2754, top5_acc: 0.5781, loss_cls: 2.8613, loss: 2.8613, grad_norm: 1.1552
2020-09-24 12:05:47,361 - mmaction - INFO - Epoch [14][60/75] lr: 1.974e-01, eta: 3:16:53, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.2570, top5_acc: 0.5813, loss_cls: 2.8899, loss: 2.8899, grad_norm: 1.0997
2020-09-24 12:06:35,077 - mmaction - INFO - Epoch [15][20/75] lr: 1.970e-01, eta: 3:16:23, time: 1.674, data_time: 0.737, memory: 9412, top1_acc: 0.2770, top5_acc: 0.5988, loss_cls: 2.7892, loss: 2.7892, grad_norm: 1.2111
2020-09-24 12:06:53,677 - mmaction - INFO - Epoch [15][40/75] lr: 1.970e-01, eta: 3:16:00, time: 0.930, data_time: 0.000, memory: 9412, top1_acc: 0.3023, top5_acc: 0.6156, loss_cls: 2.7252, loss: 2.7252, grad_norm: 1.2066
2020-09-24 12:07:12,354 - mmaction - INFO - Epoch [15][60/75] lr: 1.970e-01, eta: 3:15:38, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.2898, top5_acc: 0.6207, loss_cls: 2.7701, loss: 2.7701, grad_norm: 1.1739
2020-09-24 12:07:26,456 - mmaction - INFO - Saving checkpoint at 15 epochs
2020-09-24 12:07:59,120 - mmaction - INFO - Epoch [16][20/75] lr: 1.966e-01, eta: 3:14:47, time: 1.575, data_time: 0.632, memory: 9412, top1_acc: 0.2973, top5_acc: 0.6383, loss_cls: 2.6698, loss: 2.6698, grad_norm: 1.1964
2020-09-24 12:08:17,797 - mmaction - INFO - Epoch [16][40/75] lr: 1.966e-01, eta: 3:14:26, time: 0.934, data_time: 0.001, memory: 9412, top1_acc: 0.3152, top5_acc: 0.6277, loss_cls: 2.6663, loss: 2.6663, grad_norm: 1.1998
2020-09-24 12:08:36,520 - mmaction - INFO - Epoch [16][60/75] lr: 1.966e-01, eta: 3:14:05, time: 0.936, data_time: 0.000, memory: 9412, top1_acc: 0.3012, top5_acc: 0.6324, loss_cls: 2.6553, loss: 2.6553, grad_norm: 1.1845
2020-09-24 12:09:21,903 - mmaction - INFO - Epoch [17][20/75] lr: 1.961e-01, eta: 3:13:12, time: 1.558, data_time: 0.538, memory: 9412, top1_acc: 0.3305, top5_acc: 0.6477, loss_cls: 2.6154, loss: 2.6154, grad_norm: 1.1953
2020-09-24 12:09:40,598 - mmaction - INFO - Epoch [17][40/75] lr: 1.961e-01, eta: 3:12:51, time: 0.935, data_time: 0.001, memory: 9412, top1_acc: 0.3254, top5_acc: 0.6504, loss_cls: 2.6018, loss: 2.6018, grad_norm: 1.2659
2020-09-24 12:09:59,376 - mmaction - INFO - Epoch [17][60/75] lr: 1.961e-01, eta: 3:12:31, time: 0.939, data_time: 0.001, memory: 9412, top1_acc: 0.3516, top5_acc: 0.6703, loss_cls: 2.5156, loss: 2.5156, grad_norm: 1.2073
2020-09-24 12:10:46,532 - mmaction - INFO - Epoch [18][20/75] lr: 1.956e-01, eta: 3:11:58, time: 1.651, data_time: 0.693, memory: 9412, top1_acc: 0.3621, top5_acc: 0.6762, loss_cls: 2.4570, loss: 2.4570, grad_norm: 1.2596
2020-09-24 12:11:05,181 - mmaction - INFO - Epoch [18][40/75] lr: 1.956e-01, eta: 3:11:37, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.3633, top5_acc: 0.6727, loss_cls: 2.4864, loss: 2.4864, grad_norm: 1.2312
2020-09-24 12:11:23,827 - mmaction - INFO - Epoch [18][60/75] lr: 1.956e-01, eta: 3:11:16, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.3555, top5_acc: 0.6684, loss_cls: 2.5178, loss: 2.5178, grad_norm: 1.1991
2020-09-24 12:12:11,499 - mmaction - INFO - Epoch [19][20/75] lr: 1.951e-01, eta: 3:10:47, time: 1.673, data_time: 0.716, memory: 9412, top1_acc: 0.3590, top5_acc: 0.6891, loss_cls: 2.4114, loss: 2.4114, grad_norm: 1.2704
2020-09-24 12:12:30,211 - mmaction - INFO - Epoch [19][40/75] lr: 1.951e-01, eta: 3:10:27, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.3855, top5_acc: 0.7055, loss_cls: 2.3259, loss: 2.3259, grad_norm: 1.2786
2020-09-24 12:12:48,985 - mmaction - INFO - Epoch [19][60/75] lr: 1.951e-01, eta: 3:10:07, time: 0.939, data_time: 0.001, memory: 9412, top1_acc: 0.3691, top5_acc: 0.6824, loss_cls: 2.4145, loss: 2.4145, grad_norm: 1.2574
2020-09-24 12:13:36,641 - mmaction - INFO - Epoch [20][20/75] lr: 1.946e-01, eta: 3:09:37, time: 1.670, data_time: 0.713, memory: 9412, top1_acc: 0.3914, top5_acc: 0.7203, loss_cls: 2.2807, loss: 2.2807, grad_norm: 1.2690
2020-09-24 12:13:55,302 - mmaction - INFO - Epoch [20][40/75] lr: 1.946e-01, eta: 3:09:17, time: 0.934, data_time: 0.001, memory: 9412, top1_acc: 0.3953, top5_acc: 0.7141, loss_cls: 2.2873, loss: 2.2873, grad_norm: 1.3138
2020-09-24 12:14:13,936 - mmaction - INFO - Epoch [20][60/75] lr: 1.946e-01, eta: 3:08:56, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.4027, top5_acc: 0.7168, loss_cls: 2.2946, loss: 2.2946, grad_norm: 1.2780
2020-09-24 12:14:28,170 - mmaction - INFO - Saving checkpoint at 20 epochs
2020-09-24 12:15:01,070 - mmaction - INFO - Epoch [21][20/75] lr: 1.940e-01, eta: 3:08:13, time: 1.591, data_time: 0.650, memory: 9412, top1_acc: 0.4164, top5_acc: 0.7262, loss_cls: 2.2303, loss: 2.2303, grad_norm: 1.3014
2020-09-24 12:15:19,695 - mmaction - INFO - Epoch [21][40/75] lr: 1.940e-01, eta: 3:07:53, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.4203, top5_acc: 0.7484, loss_cls: 2.1734, loss: 2.1734, grad_norm: 1.3103
2020-09-24 12:15:38,365 - mmaction - INFO - Epoch [21][60/75] lr: 1.940e-01, eta: 3:07:32, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.4223, top5_acc: 0.7469, loss_cls: 2.1911, loss: 2.1911, grad_norm: 1.3092
2020-09-24 12:16:25,581 - mmaction - INFO - Epoch [22][20/75] lr: 1.934e-01, eta: 3:07:00, time: 1.650, data_time: 0.652, memory: 9412, top1_acc: 0.4176, top5_acc: 0.7477, loss_cls: 2.1405, loss: 2.1405, grad_norm: 1.2974
2020-09-24 12:16:44,238 - mmaction - INFO - Epoch [22][40/75] lr: 1.934e-01, eta: 3:06:39, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.4211, top5_acc: 0.7516, loss_cls: 2.1572, loss: 2.1572, grad_norm: 1.3621
2020-09-24 12:17:02,906 - mmaction - INFO - Epoch [22][60/75] lr: 1.934e-01, eta: 3:06:19, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.4113, top5_acc: 0.7465, loss_cls: 2.1639, loss: 2.1639, grad_norm: 1.3140
2020-09-24 12:17:49,128 - mmaction - INFO - Epoch [23][20/75] lr: 1.927e-01, eta: 3:05:39, time: 1.600, data_time: 0.667, memory: 9412, top1_acc: 0.4512, top5_acc: 0.7477, loss_cls: 2.1002, loss: 2.1002, grad_norm: 1.2985
2020-09-24 12:18:07,738 - mmaction - INFO - Epoch [23][40/75] lr: 1.927e-01, eta: 3:05:19, time: 0.930, data_time: 0.001, memory: 9412, top1_acc: 0.4594, top5_acc: 0.7645, loss_cls: 1.9991, loss: 1.9991, grad_norm: 1.2771
2020-09-24 12:18:26,429 - mmaction - INFO - Epoch [23][60/75] lr: 1.927e-01, eta: 3:04:59, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.4512, top5_acc: 0.7645, loss_cls: 2.0541, loss: 2.0541, grad_norm: 1.3465
2020-09-24 12:19:14,093 - mmaction - INFO - Epoch [24][20/75] lr: 1.921e-01, eta: 3:04:29, time: 1.671, data_time: 0.731, memory: 9412, top1_acc: 0.4719, top5_acc: 0.7809, loss_cls: 1.9884, loss: 1.9884, grad_norm: 1.3098
2020-09-24 12:19:32,807 - mmaction - INFO - Epoch [24][40/75] lr: 1.921e-01, eta: 3:04:10, time: 0.936, data_time: 0.001, memory: 9412, top1_acc: 0.4582, top5_acc: 0.7730, loss_cls: 2.0087, loss: 2.0087, grad_norm: 1.3378
2020-09-24 12:19:51,445 - mmaction - INFO - Epoch [24][60/75] lr: 1.921e-01, eta: 3:03:50, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.4625, top5_acc: 0.7762, loss_cls: 2.0097, loss: 2.0097, grad_norm: 1.3130
2020-09-24 12:20:38,057 - mmaction - INFO - Epoch [25][20/75] lr: 1.914e-01, eta: 3:03:13, time: 1.616, data_time: 0.676, memory: 9412, top1_acc: 0.4789, top5_acc: 0.7879, loss_cls: 1.9346, loss: 1.9346, grad_norm: 1.3489
2020-09-24 12:20:56,695 - mmaction - INFO - Epoch [25][40/75] lr: 1.914e-01, eta: 3:02:53, time: 0.932, data_time: 0.001, memory: 9412, top1_acc: 0.4816, top5_acc: 0.7801, loss_cls: 1.9716, loss: 1.9716, grad_norm: 1.3323
2020-09-24 12:21:15,367 - mmaction - INFO - Epoch [25][60/75] lr: 1.914e-01, eta: 3:02:33, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.4770, top5_acc: 0.7805, loss_cls: 1.9581, loss: 1.9581, grad_norm: 1.3227
2020-09-24 12:21:29,586 - mmaction - INFO - Saving checkpoint at 25 epochs
2020-09-24 12:22:02,255 - mmaction - INFO - Epoch [26][20/75] lr: 1.906e-01, eta: 3:01:51, time: 1.576, data_time: 0.637, memory: 9412, top1_acc: 0.5121, top5_acc: 0.8016, loss_cls: 1.8339, loss: 1.8339, grad_norm: 1.3372
2020-09-24 12:22:20,878 - mmaction - INFO - Epoch [26][40/75] lr: 1.906e-01, eta: 3:01:31, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.5156, top5_acc: 0.8070, loss_cls: 1.8206, loss: 1.8206, grad_norm: 1.3037
2020-09-24 12:22:39,554 - mmaction - INFO - Epoch [26][60/75] lr: 1.906e-01, eta: 3:01:12, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.4848, top5_acc: 0.7809, loss_cls: 1.9162, loss: 1.9162, grad_norm: 1.3647
2020-09-24 12:23:27,606 - mmaction - INFO - Epoch [27][20/75] lr: 1.899e-01, eta: 3:00:44, time: 1.691, data_time: 0.745, memory: 9412, top1_acc: 0.5172, top5_acc: 0.8074, loss_cls: 1.8077, loss: 1.8077, grad_norm: 1.3434
2020-09-24 12:23:46,314 - mmaction - INFO - Epoch [27][40/75] lr: 1.899e-01, eta: 3:00:25, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.5105, top5_acc: 0.8082, loss_cls: 1.8252, loss: 1.8252, grad_norm: 1.3367
2020-09-24 12:24:05,052 - mmaction - INFO - Epoch [27][60/75] lr: 1.899e-01, eta: 3:00:06, time: 0.937, data_time: 0.001, memory: 9412, top1_acc: 0.5277, top5_acc: 0.8164, loss_cls: 1.7593, loss: 1.7593, grad_norm: 1.3756
2020-09-24 12:24:52,907 - mmaction - INFO - Epoch [28][20/75] lr: 1.891e-01, eta: 2:59:37, time: 1.682, data_time: 0.734, memory: 9412, top1_acc: 0.5441, top5_acc: 0.8266, loss_cls: 1.7159, loss: 1.7159, grad_norm: 1.3442
2020-09-24 12:25:11,626 - mmaction - INFO - Epoch [28][40/75] lr: 1.891e-01, eta: 2:59:17, time: 0.936, data_time: 0.000, memory: 9412, top1_acc: 0.5270, top5_acc: 0.8297, loss_cls: 1.7204, loss: 1.7204, grad_norm: 1.3891
2020-09-24 12:25:30,317 - mmaction - INFO - Epoch [28][60/75] lr: 1.891e-01, eta: 2:58:58, time: 0.935, data_time: 0.001, memory: 9412, top1_acc: 0.5094, top5_acc: 0.7992, loss_cls: 1.7945, loss: 1.7945, grad_norm: 1.3036
2020-09-24 12:26:18,142 - mmaction - INFO - Epoch [29][20/75] lr: 1.883e-01, eta: 2:58:29, time: 1.686, data_time: 0.709, memory: 9412, top1_acc: 0.5418, top5_acc: 0.8203, loss_cls: 1.7069, loss: 1.7069, grad_norm: 1.3483
2020-09-24 12:26:36,763 - mmaction - INFO - Epoch [29][40/75] lr: 1.883e-01, eta: 2:58:09, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.5301, top5_acc: 0.8105, loss_cls: 1.7470, loss: 1.7470, grad_norm: 1.3889
2020-09-24 12:26:55,514 - mmaction - INFO - Epoch [29][60/75] lr: 1.883e-01, eta: 2:57:50, time: 0.937, data_time: 0.001, memory: 9412, top1_acc: 0.5289, top5_acc: 0.8254, loss_cls: 1.7151, loss: 1.7151, grad_norm: 1.3917
2020-09-24 12:27:42,947 - mmaction - INFO - Epoch [30][20/75] lr: 1.875e-01, eta: 2:57:18, time: 1.657, data_time: 0.664, memory: 9412, top1_acc: 0.5664, top5_acc: 0.8383, loss_cls: 1.6158, loss: 1.6158, grad_norm: 1.3760
2020-09-24 12:28:01,665 - mmaction - INFO - Epoch [30][40/75] lr: 1.875e-01, eta: 2:56:59, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.5789, top5_acc: 0.8363, loss_cls: 1.5740, loss: 1.5740, grad_norm: 1.3535
2020-09-24 12:28:20,421 - mmaction - INFO - Epoch [30][60/75] lr: 1.875e-01, eta: 2:56:40, time: 0.938, data_time: 0.001, memory: 9412, top1_acc: 0.5387, top5_acc: 0.8305, loss_cls: 1.7116, loss: 1.7116, grad_norm: 1.4047
2020-09-24 12:28:34,643 - mmaction - INFO - Saving checkpoint at 30 epochs
2020-09-24 12:29:07,934 - mmaction - INFO - Epoch [31][20/75] lr: 1.866e-01, eta: 2:56:02, time: 1.595, data_time: 0.658, memory: 9412, top1_acc: 0.5570, top5_acc: 0.8359, loss_cls: 1.6212, loss: 1.6212, grad_norm: 1.3735
2020-09-24 12:29:26,543 - mmaction - INFO - Epoch [31][40/75] lr: 1.866e-01, eta: 2:55:42, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.5746, top5_acc: 0.8441, loss_cls: 1.5995, loss: 1.5995, grad_norm: 1.3624
2020-09-24 12:29:45,250 - mmaction - INFO - Epoch [31][60/75] lr: 1.866e-01, eta: 2:55:23, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.5750, top5_acc: 0.8328, loss_cls: 1.5998, loss: 1.5998, grad_norm: 1.3618
2020-09-24 12:30:32,951 - mmaction - INFO - Epoch [32][20/75] lr: 1.857e-01, eta: 2:54:52, time: 1.673, data_time: 0.680, memory: 9412, top1_acc: 0.5871, top5_acc: 0.8438, loss_cls: 1.5574, loss: 1.5574, grad_norm: 1.3799
2020-09-24 12:30:51,583 - mmaction - INFO - Epoch [32][40/75] lr: 1.857e-01, eta: 2:54:33, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.5938, top5_acc: 0.8512, loss_cls: 1.5456, loss: 1.5456, grad_norm: 1.3340
2020-09-24 12:31:10,257 - mmaction - INFO - Epoch [32][60/75] lr: 1.857e-01, eta: 2:54:13, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.5707, top5_acc: 0.8508, loss_cls: 1.5949, loss: 1.5949, grad_norm: 1.3907
2020-09-24 12:31:57,843 - mmaction - INFO - Epoch [33][20/75] lr: 1.848e-01, eta: 2:53:42, time: 1.668, data_time: 0.715, memory: 9412, top1_acc: 0.5949, top5_acc: 0.8516, loss_cls: 1.4910, loss: 1.4910, grad_norm: 1.3808
2020-09-24 12:32:16,456 - mmaction - INFO - Epoch [33][40/75] lr: 1.848e-01, eta: 2:53:23, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.5992, top5_acc: 0.8699, loss_cls: 1.4410, loss: 1.4410, grad_norm: 1.3410
2020-09-24 12:32:35,199 - mmaction - INFO - Epoch [33][60/75] lr: 1.848e-01, eta: 2:53:03, time: 0.937, data_time: 0.000, memory: 9412, top1_acc: 0.5914, top5_acc: 0.8488, loss_cls: 1.4982, loss: 1.4982, grad_norm: 1.4295
2020-09-24 12:33:22,376 - mmaction - INFO - Epoch [34][20/75] lr: 1.839e-01, eta: 2:52:30, time: 1.641, data_time: 0.681, memory: 9412, top1_acc: 0.6066, top5_acc: 0.8586, loss_cls: 1.4533, loss: 1.4533, grad_norm: 1.3947
2020-09-24 12:33:41,140 - mmaction - INFO - Epoch [34][40/75] lr: 1.839e-01, eta: 2:52:11, time: 0.938, data_time: 0.001, memory: 9412, top1_acc: 0.5996, top5_acc: 0.8602, loss_cls: 1.4399, loss: 1.4399, grad_norm: 1.3944
2020-09-24 12:33:59,946 - mmaction - INFO - Epoch [34][60/75] lr: 1.839e-01, eta: 2:51:52, time: 0.940, data_time: 0.001, memory: 9412, top1_acc: 0.6004, top5_acc: 0.8621, loss_cls: 1.4629, loss: 1.4629, grad_norm: 1.3723
2020-09-24 12:34:47,131 - mmaction - INFO - Epoch [35][20/75] lr: 1.829e-01, eta: 2:51:20, time: 1.647, data_time: 0.696, memory: 9412, top1_acc: 0.6051, top5_acc: 0.8586, loss_cls: 1.4673, loss: 1.4673, grad_norm: 1.4348
2020-09-24 12:35:05,785 - mmaction - INFO - Epoch [35][40/75] lr: 1.829e-01, eta: 2:51:00, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.6242, top5_acc: 0.8629, loss_cls: 1.4282, loss: 1.4282, grad_norm: 1.3979
2020-09-24 12:35:24,514 - mmaction - INFO - Epoch [35][60/75] lr: 1.829e-01, eta: 2:50:41, time: 0.937, data_time: 0.001, memory: 9412, top1_acc: 0.6062, top5_acc: 0.8586, loss_cls: 1.4729, loss: 1.4729, grad_norm: 1.3848
2020-09-24 12:35:38,722 - mmaction - INFO - Saving checkpoint at 35 epochs
2020-09-24 12:36:11,395 - mmaction - INFO - Epoch [36][20/75] lr: 1.819e-01, eta: 2:50:01, time: 1.561, data_time: 0.616, memory: 9412, top1_acc: 0.6129, top5_acc: 0.8754, loss_cls: 1.4115, loss: 1.4115, grad_norm: 1.3648
2020-09-24 12:36:30,109 - mmaction - INFO - Epoch [36][40/75] lr: 1.819e-01, eta: 2:49:42, time: 0.935, data_time: 0.001, memory: 9412, top1_acc: 0.6145, top5_acc: 0.8773, loss_cls: 1.3797, loss: 1.3797, grad_norm: 1.4205
2020-09-24 12:36:48,809 - mmaction - INFO - Epoch [36][60/75] lr: 1.819e-01, eta: 2:49:23, time: 0.935, data_time: 0.001, memory: 9412, top1_acc: 0.6117, top5_acc: 0.8668, loss_cls: 1.4665, loss: 1.4665, grad_norm: 1.4122
2020-09-24 12:37:36,558 - mmaction - INFO - Epoch [37][20/75] lr: 1.809e-01, eta: 2:48:52, time: 1.676, data_time: 0.724, memory: 9412, top1_acc: 0.6457, top5_acc: 0.8781, loss_cls: 1.2969, loss: 1.2969, grad_norm: 1.4064
2020-09-24 12:37:55,252 - mmaction - INFO - Epoch [37][40/75] lr: 1.809e-01, eta: 2:48:33, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.6402, top5_acc: 0.8762, loss_cls: 1.3274, loss: 1.3274, grad_norm: 1.4091
2020-09-24 12:38:13,936 - mmaction - INFO - Epoch [37][60/75] lr: 1.809e-01, eta: 2:48:14, time: 0.935, data_time: 0.001, memory: 9412, top1_acc: 0.6352, top5_acc: 0.8637, loss_cls: 1.3871, loss: 1.3871, grad_norm: 1.3674
2020-09-24 12:39:01,091 - mmaction - INFO - Epoch [38][20/75] lr: 1.799e-01, eta: 2:47:41, time: 1.646, data_time: 0.705, memory: 9412, top1_acc: 0.6430, top5_acc: 0.8789, loss_cls: 1.3060, loss: 1.3060, grad_norm: 1.3981
2020-09-24 12:39:19,752 - mmaction - INFO - Epoch [38][40/75] lr: 1.799e-01, eta: 2:47:22, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.6590, top5_acc: 0.8781, loss_cls: 1.3090, loss: 1.3090, grad_norm: 1.4044
2020-09-24 12:39:38,480 - mmaction - INFO - Epoch [38][60/75] lr: 1.799e-01, eta: 2:47:03, time: 0.937, data_time: 0.001, memory: 9412, top1_acc: 0.6406, top5_acc: 0.8793, loss_cls: 1.3160, loss: 1.3160, grad_norm: 1.4267
2020-09-24 12:40:25,692 - mmaction - INFO - Epoch [39][20/75] lr: 1.788e-01, eta: 2:46:30, time: 1.647, data_time: 0.632, memory: 9412, top1_acc: 0.6516, top5_acc: 0.8836, loss_cls: 1.2820, loss: 1.2820, grad_norm: 1.3200
2020-09-24 12:40:44,291 - mmaction - INFO - Epoch [39][40/75] lr: 1.788e-01, eta: 2:46:11, time: 0.930, data_time: 0.000, memory: 9412, top1_acc: 0.6555, top5_acc: 0.8848, loss_cls: 1.2732, loss: 1.2732, grad_norm: 1.4663
2020-09-24 12:41:02,992 - mmaction - INFO - Epoch [39][60/75] lr: 1.788e-01, eta: 2:45:51, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.6672, top5_acc: 0.8945, loss_cls: 1.2307, loss: 1.2307, grad_norm: 1.3682
2020-09-24 12:41:50,258 - mmaction - INFO - Epoch [40][20/75] lr: 1.777e-01, eta: 2:45:19, time: 1.646, data_time: 0.711, memory: 9412, top1_acc: 0.6473, top5_acc: 0.8820, loss_cls: 1.2512, loss: 1.2512, grad_norm: 1.3864
2020-09-24 12:42:08,951 - mmaction - INFO - Epoch [40][40/75] lr: 1.777e-01, eta: 2:44:59, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.6582, top5_acc: 0.8945, loss_cls: 1.2142, loss: 1.2142, grad_norm: 1.4352
2020-09-24 12:42:27,627 - mmaction - INFO - Epoch [40][60/75] lr: 1.777e-01, eta: 2:44:40, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.6469, top5_acc: 0.8809, loss_cls: 1.3074, loss: 1.3074, grad_norm: 1.4130
2020-09-24 12:42:41,837 - mmaction - INFO - Saving checkpoint at 40 epochs
2020-09-24 12:43:14,610 - mmaction - INFO - Epoch [41][20/75] lr: 1.766e-01, eta: 2:44:03, time: 1.582, data_time: 0.632, memory: 9412, top1_acc: 0.6566, top5_acc: 0.8938, loss_cls: 1.2260, loss: 1.2260, grad_norm: 1.3422
2020-09-24 12:43:33,248 - mmaction - INFO - Epoch [41][40/75] lr: 1.766e-01, eta: 2:43:44, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.6754, top5_acc: 0.8949, loss_cls: 1.2075, loss: 1.2075, grad_norm: 1.3997
2020-09-24 12:43:51,901 - mmaction - INFO - Epoch [41][60/75] lr: 1.766e-01, eta: 2:43:24, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.6691, top5_acc: 0.8918, loss_cls: 1.2157, loss: 1.2157, grad_norm: 1.4400
2020-09-24 12:44:38,800 - mmaction - INFO - Epoch [42][20/75] lr: 1.755e-01, eta: 2:42:51, time: 1.635, data_time: 0.604, memory: 9412, top1_acc: 0.6871, top5_acc: 0.9016, loss_cls: 1.1770, loss: 1.1770, grad_norm: 1.3783
2020-09-24 12:44:57,486 - mmaction - INFO - Epoch [42][40/75] lr: 1.755e-01, eta: 2:42:32, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.6602, top5_acc: 0.8844, loss_cls: 1.2341, loss: 1.2341, grad_norm: 1.4025
2020-09-24 12:45:16,263 - mmaction - INFO - Epoch [42][60/75] lr: 1.755e-01, eta: 2:42:13, time: 0.938, data_time: 0.000, memory: 9412, top1_acc: 0.6871, top5_acc: 0.9027, loss_cls: 1.1301, loss: 1.1301, grad_norm: 1.3152
2020-09-24 12:46:03,765 - mmaction - INFO - Epoch [43][20/75] lr: 1.743e-01, eta: 2:41:41, time: 1.663, data_time: 0.722, memory: 9412, top1_acc: 0.6988, top5_acc: 0.9086, loss_cls: 1.1279, loss: 1.1279, grad_norm: 1.3786
2020-09-24 12:46:22,444 - mmaction - INFO - Epoch [43][40/75] lr: 1.743e-01, eta: 2:41:22, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.6969, top5_acc: 0.9043, loss_cls: 1.1302, loss: 1.1302, grad_norm: 1.3895
2020-09-24 12:46:41,107 - mmaction - INFO - Epoch [43][60/75] lr: 1.743e-01, eta: 2:41:03, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.6676, top5_acc: 0.8887, loss_cls: 1.2105, loss: 1.2105, grad_norm: 1.4200
2020-09-24 12:47:28,432 - mmaction - INFO - Epoch [44][20/75] lr: 1.731e-01, eta: 2:40:31, time: 1.656, data_time: 0.707, memory: 9412, top1_acc: 0.6836, top5_acc: 0.9066, loss_cls: 1.1071, loss: 1.1071, grad_norm: 1.3864
2020-09-24 12:47:47,078 - mmaction - INFO - Epoch [44][40/75] lr: 1.731e-01, eta: 2:40:12, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.6984, top5_acc: 0.9094, loss_cls: 1.1102, loss: 1.1102, grad_norm: 1.4534
2020-09-24 12:48:05,811 - mmaction - INFO - Epoch [44][60/75] lr: 1.731e-01, eta: 2:39:53, time: 0.937, data_time: 0.001, memory: 9412, top1_acc: 0.6949, top5_acc: 0.9047, loss_cls: 1.1310, loss: 1.1310, grad_norm: 1.3817
2020-09-24 12:48:52,954 - mmaction - INFO - Epoch [45][20/75] lr: 1.719e-01, eta: 2:39:20, time: 1.645, data_time: 0.705, memory: 9412, top1_acc: 0.7031, top5_acc: 0.9137, loss_cls: 1.0855, loss: 1.0855, grad_norm: 1.4024
2020-09-24 12:49:11,638 - mmaction - INFO - Epoch [45][40/75] lr: 1.719e-01, eta: 2:39:01, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.6883, top5_acc: 0.9027, loss_cls: 1.1405, loss: 1.1405, grad_norm: 1.4331
2020-09-24 12:49:30,361 - mmaction - INFO - Epoch [45][60/75] lr: 1.719e-01, eta: 2:38:42, time: 0.936, data_time: 0.001, memory: 9412, top1_acc: 0.6824, top5_acc: 0.9035, loss_cls: 1.1498, loss: 1.1498, grad_norm: 1.4166
2020-09-24 12:49:44,631 - mmaction - INFO - Saving checkpoint at 45 epochs
2020-09-24 12:50:18,091 - mmaction - INFO - Epoch [46][20/75] lr: 1.707e-01, eta: 2:38:08, time: 1.616, data_time: 0.658, memory: 9412, top1_acc: 0.6941, top5_acc: 0.8984, loss_cls: 1.1296, loss: 1.1296, grad_norm: 1.3853
2020-09-24 12:50:36,755 - mmaction - INFO - Epoch [46][40/75] lr: 1.707e-01, eta: 2:37:48, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.6902, top5_acc: 0.9031, loss_cls: 1.1428, loss: 1.1428, grad_norm: 1.4209
2020-09-24 12:50:55,454 - mmaction - INFO - Epoch [46][60/75] lr: 1.707e-01, eta: 2:37:29, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.7016, top5_acc: 0.9105, loss_cls: 1.0857, loss: 1.0857, grad_norm: 1.3993
2020-09-24 12:51:42,541 - mmaction - INFO - Epoch [47][20/75] lr: 1.695e-01, eta: 2:36:56, time: 1.639, data_time: 0.683, memory: 9412, top1_acc: 0.7125, top5_acc: 0.9094, loss_cls: 1.0512, loss: 1.0512, grad_norm: 1.3942
2020-09-24 12:52:01,262 - mmaction - INFO - Epoch [47][40/75] lr: 1.695e-01, eta: 2:36:37, time: 0.936, data_time: 0.000, memory: 9412, top1_acc: 0.7137, top5_acc: 0.9086, loss_cls: 1.0638, loss: 1.0638, grad_norm: 1.3982
2020-09-24 12:52:19,988 - mmaction - INFO - Epoch [47][60/75] lr: 1.695e-01, eta: 2:36:18, time: 0.936, data_time: 0.000, memory: 9412, top1_acc: 0.7031, top5_acc: 0.9148, loss_cls: 1.0873, loss: 1.0873, grad_norm: 1.4226
2020-09-24 12:53:07,428 - mmaction - INFO - Epoch [48][20/75] lr: 1.682e-01, eta: 2:35:47, time: 1.659, data_time: 0.719, memory: 9412, top1_acc: 0.7273, top5_acc: 0.9113, loss_cls: 1.0220, loss: 1.0220, grad_norm: 1.3681
2020-09-24 12:53:26,069 - mmaction - INFO - Epoch [48][40/75] lr: 1.682e-01, eta: 2:35:27, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.7234, top5_acc: 0.9094, loss_cls: 1.0567, loss: 1.0567, grad_norm: 1.3883
2020-09-24 12:53:44,785 - mmaction - INFO - Epoch [48][60/75] lr: 1.682e-01, eta: 2:35:08, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.7121, top5_acc: 0.9184, loss_cls: 1.0207, loss: 1.0207, grad_norm: 1.4025
2020-09-24 12:54:32,171 - mmaction - INFO - Epoch [49][20/75] lr: 1.669e-01, eta: 2:34:36, time: 1.657, data_time: 0.702, memory: 9412, top1_acc: 0.7344, top5_acc: 0.9207, loss_cls: 0.9526, loss: 0.9526, grad_norm: 1.3885
2020-09-24 12:54:50,821 - mmaction - INFO - Epoch [49][40/75] lr: 1.669e-01, eta: 2:34:17, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.7117, top5_acc: 0.9195, loss_cls: 1.0311, loss: 1.0311, grad_norm: 1.4126
2020-09-24 12:55:09,486 - mmaction - INFO - Epoch [49][60/75] lr: 1.669e-01, eta: 2:33:58, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.7258, top5_acc: 0.9164, loss_cls: 1.0005, loss: 1.0005, grad_norm: 1.3793
2020-09-24 12:55:56,570 - mmaction - INFO - Epoch [50][20/75] lr: 1.656e-01, eta: 2:33:25, time: 1.644, data_time: 0.705, memory: 9412, top1_acc: 0.7410, top5_acc: 0.9215, loss_cls: 0.9828, loss: 0.9828, grad_norm: 1.4226
2020-09-24 12:56:15,169 - mmaction - INFO - Epoch [50][40/75] lr: 1.656e-01, eta: 2:33:06, time: 0.930, data_time: 0.000, memory: 9412, top1_acc: 0.7352, top5_acc: 0.9223, loss_cls: 0.9769, loss: 0.9769, grad_norm: 1.3938
2020-09-24 12:56:33,846 - mmaction - INFO - Epoch [50][60/75] lr: 1.656e-01, eta: 2:32:47, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.7203, top5_acc: 0.9082, loss_cls: 1.0277, loss: 1.0277, grad_norm: 1.3966
2020-09-24 12:56:48,076 - mmaction - INFO - Saving checkpoint at 50 epochs
2020-09-24 12:57:20,823 - mmaction - INFO - Epoch [51][20/75] lr: 1.643e-01, eta: 2:32:11, time: 1.581, data_time: 0.630, memory: 9412, top1_acc: 0.7359, top5_acc: 0.9258, loss_cls: 0.9617, loss: 0.9617, grad_norm: 1.4262
2020-09-24 12:57:39,452 - mmaction - INFO - Epoch [51][40/75] lr: 1.643e-01, eta: 2:31:52, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.7305, top5_acc: 0.9277, loss_cls: 0.9606, loss: 0.9606, grad_norm: 1.4061
2020-09-24 12:57:58,204 - mmaction - INFO - Epoch [51][60/75] lr: 1.643e-01, eta: 2:31:33, time: 0.938, data_time: 0.000, memory: 9412, top1_acc: 0.7207, top5_acc: 0.9152, loss_cls: 1.0108, loss: 1.0108, grad_norm: 1.4382
2020-09-24 12:58:45,823 - mmaction - INFO - Epoch [52][20/75] lr: 1.629e-01, eta: 2:31:01, time: 1.666, data_time: 0.714, memory: 9412, top1_acc: 0.7500, top5_acc: 0.9309, loss_cls: 0.9193, loss: 0.9193, grad_norm: 1.3732
2020-09-24 12:59:04,434 - mmaction - INFO - Epoch [52][40/75] lr: 1.629e-01, eta: 2:30:42, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.7523, top5_acc: 0.9293, loss_cls: 0.9204, loss: 0.9204, grad_norm: 1.3861
2020-09-24 12:59:23,119 - mmaction - INFO - Epoch [52][60/75] lr: 1.629e-01, eta: 2:30:23, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.7465, top5_acc: 0.9180, loss_cls: 0.9413, loss: 0.9413, grad_norm: 1.4400
2020-09-24 13:00:11,006 - mmaction - INFO - Epoch [53][20/75] lr: 1.616e-01, eta: 2:29:52, time: 1.684, data_time: 0.689, memory: 9412, top1_acc: 0.7418, top5_acc: 0.9262, loss_cls: 0.9361, loss: 0.9361, grad_norm: 1.4213
2020-09-24 13:00:29,632 - mmaction - INFO - Epoch [53][40/75] lr: 1.616e-01, eta: 2:29:33, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.7309, top5_acc: 0.9227, loss_cls: 0.9807, loss: 0.9807, grad_norm: 1.4601
2020-09-24 13:00:48,416 - mmaction - INFO - Epoch [53][60/75] lr: 1.616e-01, eta: 2:29:14, time: 0.939, data_time: 0.000, memory: 9412, top1_acc: 0.7398, top5_acc: 0.9242, loss_cls: 0.9395, loss: 0.9395, grad_norm: 1.4411
2020-09-24 13:01:35,723 - mmaction - INFO - Epoch [54][20/75] lr: 1.602e-01, eta: 2:28:42, time: 1.654, data_time: 0.701, memory: 9412, top1_acc: 0.7781, top5_acc: 0.9406, loss_cls: 0.8136, loss: 0.8136, grad_norm: 1.3361
2020-09-24 13:01:54,472 - mmaction - INFO - Epoch [54][40/75] lr: 1.602e-01, eta: 2:28:23, time: 0.937, data_time: 0.000, memory: 9412, top1_acc: 0.7438, top5_acc: 0.9262, loss_cls: 0.9260, loss: 0.9260, grad_norm: 1.4907
2020-09-24 13:02:13,202 - mmaction - INFO - Epoch [54][60/75] lr: 1.602e-01, eta: 2:28:04, time: 0.937, data_time: 0.001, memory: 9412, top1_acc: 0.7500, top5_acc: 0.9227, loss_cls: 0.9365, loss: 0.9365, grad_norm: 1.4440
2020-09-24 13:03:00,865 - mmaction - INFO - Epoch [55][20/75] lr: 1.588e-01, eta: 2:27:33, time: 1.669, data_time: 0.634, memory: 9412, top1_acc: 0.7426, top5_acc: 0.9187, loss_cls: 0.9467, loss: 0.9467, grad_norm: 1.4597
2020-09-24 13:03:19,546 - mmaction - INFO - Epoch [55][40/75] lr: 1.588e-01, eta: 2:27:14, time: 0.934, data_time: 0.001, memory: 9412, top1_acc: 0.7664, top5_acc: 0.9215, loss_cls: 0.8848, loss: 0.8848, grad_norm: 1.3714
2020-09-24 13:03:38,303 - mmaction - INFO - Epoch [55][60/75] lr: 1.588e-01, eta: 2:26:55, time: 0.938, data_time: 0.001, memory: 9412, top1_acc: 0.7418, top5_acc: 0.9281, loss_cls: 0.9001, loss: 0.9001, grad_norm: 1.4383
2020-09-24 13:03:52,506 - mmaction - INFO - Saving checkpoint at 55 epochs
2020-09-24 13:04:25,152 - mmaction - INFO - Epoch [56][20/75] lr: 1.574e-01, eta: 2:26:19, time: 1.573, data_time: 0.640, memory: 9412, top1_acc: 0.7742, top5_acc: 0.9367, loss_cls: 0.8187, loss: 0.8187, grad_norm: 1.3362
2020-09-24 13:04:43,824 - mmaction - INFO - Epoch [56][40/75] lr: 1.574e-01, eta: 2:26:00, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.7711, top5_acc: 0.9359, loss_cls: 0.8462, loss: 0.8462, grad_norm: 1.4061
2020-09-24 13:05:02,635 - mmaction - INFO - Epoch [56][60/75] lr: 1.574e-01, eta: 2:25:41, time: 0.940, data_time: 0.000, memory: 9412, top1_acc: 0.7555, top5_acc: 0.9297, loss_cls: 0.8758, loss: 0.8758, grad_norm: 1.4201
2020-09-24 13:05:50,285 - mmaction - INFO - Epoch [57][20/75] lr: 1.559e-01, eta: 2:25:10, time: 1.669, data_time: 0.619, memory: 9412, top1_acc: 0.7785, top5_acc: 0.9434, loss_cls: 0.7989, loss: 0.7989, grad_norm: 1.3815
2020-09-24 13:06:08,942 - mmaction - INFO - Epoch [57][40/75] lr: 1.559e-01, eta: 2:24:51, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.7609, top5_acc: 0.9285, loss_cls: 0.8771, loss: 0.8771, grad_norm: 1.4773
2020-09-24 13:06:27,711 - mmaction - INFO - Epoch [57][60/75] lr: 1.559e-01, eta: 2:24:32, time: 0.939, data_time: 0.001, memory: 9412, top1_acc: 0.7590, top5_acc: 0.9262, loss_cls: 0.8893, loss: 0.8893, grad_norm: 1.4222
2020-09-24 13:07:15,345 - mmaction - INFO - Epoch [58][20/75] lr: 1.545e-01, eta: 2:24:01, time: 1.678, data_time: 0.698, memory: 9412, top1_acc: 0.7621, top5_acc: 0.9270, loss_cls: 0.8531, loss: 0.8531, grad_norm: 1.3916
2020-09-24 13:07:33,999 - mmaction - INFO - Epoch [58][40/75] lr: 1.545e-01, eta: 2:23:42, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.7691, top5_acc: 0.9352, loss_cls: 0.8469, loss: 0.8469, grad_norm: 1.4535
2020-09-24 13:07:52,726 - mmaction - INFO - Epoch [58][60/75] lr: 1.545e-01, eta: 2:23:23, time: 0.936, data_time: 0.001, memory: 9412, top1_acc: 0.7637, top5_acc: 0.9313, loss_cls: 0.8958, loss: 0.8958, grad_norm: 1.4511
2020-09-24 13:08:39,588 - mmaction - INFO - Epoch [59][20/75] lr: 1.530e-01, eta: 2:22:49, time: 1.631, data_time: 0.581, memory: 9412, top1_acc: 0.7855, top5_acc: 0.9332, loss_cls: 0.8266, loss: 0.8266, grad_norm: 1.3782
2020-09-24 13:08:58,198 - mmaction - INFO - Epoch [59][40/75] lr: 1.530e-01, eta: 2:22:30, time: 0.931, data_time: 0.001, memory: 9412, top1_acc: 0.7668, top5_acc: 0.9379, loss_cls: 0.8311, loss: 0.8311, grad_norm: 1.4023
2020-09-24 13:09:16,877 - mmaction - INFO - Epoch [59][60/75] lr: 1.530e-01, eta: 2:22:11, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.7895, top5_acc: 0.9414, loss_cls: 0.7723, loss: 0.7723, grad_norm: 1.3969
2020-09-24 13:10:04,879 - mmaction - INFO - Epoch [60][20/75] lr: 1.515e-01, eta: 2:21:40, time: 1.687, data_time: 0.738, memory: 9412, top1_acc: 0.7805, top5_acc: 0.9410, loss_cls: 0.8056, loss: 0.8056, grad_norm: 1.4302
2020-09-24 13:10:23,485 - mmaction - INFO - Epoch [60][40/75] lr: 1.515e-01, eta: 2:21:21, time: 0.930, data_time: 0.000, memory: 9412, top1_acc: 0.7676, top5_acc: 0.9359, loss_cls: 0.8312, loss: 0.8312, grad_norm: 1.4940
2020-09-24 13:10:42,184 - mmaction - INFO - Epoch [60][60/75] lr: 1.515e-01, eta: 2:21:02, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.7809, top5_acc: 0.9352, loss_cls: 0.8156, loss: 0.8156, grad_norm: 1.4536
2020-09-24 13:10:56,433 - mmaction - INFO - Saving checkpoint at 60 epochs
2020-09-24 13:11:29,866 - mmaction - INFO - Epoch [61][20/75] lr: 1.500e-01, eta: 2:20:28, time: 1.617, data_time: 0.659, memory: 9412, top1_acc: 0.7773, top5_acc: 0.9371, loss_cls: 0.8012, loss: 0.8012, grad_norm: 1.3894
2020-09-24 13:11:48,509 - mmaction - INFO - Epoch [61][40/75] lr: 1.500e-01, eta: 2:20:09, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.7809, top5_acc: 0.9406, loss_cls: 0.7917, loss: 0.7917, grad_norm: 1.4088
2020-09-24 13:12:07,207 - mmaction - INFO - Epoch [61][60/75] lr: 1.500e-01, eta: 2:19:50, time: 0.935, data_time: 0.001, memory: 9412, top1_acc: 0.7883, top5_acc: 0.9332, loss_cls: 0.7758, loss: 0.7758, grad_norm: 1.4102
2020-09-24 13:12:54,432 - mmaction - INFO - Epoch [62][20/75] lr: 1.485e-01, eta: 2:19:18, time: 1.650, data_time: 0.690, memory: 9412, top1_acc: 0.7867, top5_acc: 0.9426, loss_cls: 0.7735, loss: 0.7735, grad_norm: 1.4279
2020-09-24 13:13:13,010 - mmaction - INFO - Epoch [62][40/75] lr: 1.485e-01, eta: 2:18:59, time: 0.929, data_time: 0.000, memory: 9412, top1_acc: 0.7797, top5_acc: 0.9344, loss_cls: 0.8092, loss: 0.8092, grad_norm: 1.4536
2020-09-24 13:13:31,709 - mmaction - INFO - Epoch [62][60/75] lr: 1.485e-01, eta: 2:18:40, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.7824, top5_acc: 0.9367, loss_cls: 0.7968, loss: 0.7968, grad_norm: 1.4328
2020-09-24 13:14:19,280 - mmaction - INFO - Epoch [63][20/75] lr: 1.469e-01, eta: 2:18:08, time: 1.661, data_time: 0.716, memory: 9412, top1_acc: 0.7973, top5_acc: 0.9430, loss_cls: 0.7435, loss: 0.7435, grad_norm: 1.4135
2020-09-24 13:14:37,941 - mmaction - INFO - Epoch [63][40/75] lr: 1.469e-01, eta: 2:17:49, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.7949, top5_acc: 0.9445, loss_cls: 0.7481, loss: 0.7481, grad_norm: 1.4418
2020-09-24 13:14:56,655 - mmaction - INFO - Epoch [63][60/75] lr: 1.469e-01, eta: 2:17:30, time: 0.936, data_time: 0.000, memory: 9412, top1_acc: 0.7773, top5_acc: 0.9363, loss_cls: 0.8310, loss: 0.8310, grad_norm: 1.5033
2020-09-24 13:15:43,434 - mmaction - INFO - Epoch [64][20/75] lr: 1.454e-01, eta: 2:16:56, time: 1.628, data_time: 0.683, memory: 9412, top1_acc: 0.7957, top5_acc: 0.9387, loss_cls: 0.7638, loss: 0.7638, grad_norm: 1.4231
2020-09-24 13:16:02,035 - mmaction - INFO - Epoch [64][40/75] lr: 1.454e-01, eta: 2:16:37, time: 0.930, data_time: 0.000, memory: 9412, top1_acc: 0.7898, top5_acc: 0.9379, loss_cls: 0.7593, loss: 0.7593, grad_norm: 1.4315
2020-09-24 13:16:20,692 - mmaction - INFO - Epoch [64][60/75] lr: 1.454e-01, eta: 2:16:18, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.7824, top5_acc: 0.9387, loss_cls: 0.7636, loss: 0.7636, grad_norm: 1.4669
2020-09-24 13:17:08,453 - mmaction - INFO - Epoch [65][20/75] lr: 1.438e-01, eta: 2:15:47, time: 1.675, data_time: 0.739, memory: 9412, top1_acc: 0.7965, top5_acc: 0.9371, loss_cls: 0.7571, loss: 0.7571, grad_norm: 1.4534
2020-09-24 13:17:27,070 - mmaction - INFO - Epoch [65][40/75] lr: 1.438e-01, eta: 2:15:28, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.7922, top5_acc: 0.9430, loss_cls: 0.7761, loss: 0.7761, grad_norm: 1.4625
2020-09-24 13:17:45,804 - mmaction - INFO - Epoch [65][60/75] lr: 1.438e-01, eta: 2:15:09, time: 0.937, data_time: 0.000, memory: 9412, top1_acc: 0.7922, top5_acc: 0.9422, loss_cls: 0.7633, loss: 0.7633, grad_norm: 1.4501
2020-09-24 13:18:00,033 - mmaction - INFO - Saving checkpoint at 65 epochs
2020-09-24 13:18:32,880 - mmaction - INFO - Epoch [66][20/75] lr: 1.423e-01, eta: 2:14:34, time: 1.586, data_time: 0.644, memory: 9412, top1_acc: 0.7961, top5_acc: 0.9449, loss_cls: 0.7600, loss: 0.7600, grad_norm: 1.4594
2020-09-24 13:18:51,541 - mmaction - INFO - Epoch [66][40/75] lr: 1.423e-01, eta: 2:14:15, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.8137, top5_acc: 0.9449, loss_cls: 0.7096, loss: 0.7096, grad_norm: 1.3818
2020-09-24 13:19:10,369 - mmaction - INFO - Epoch [66][60/75] lr: 1.423e-01, eta: 2:13:56, time: 0.941, data_time: 0.000, memory: 9412, top1_acc: 0.7879, top5_acc: 0.9414, loss_cls: 0.7698, loss: 0.7698, grad_norm: 1.5089
2020-09-24 13:19:57,710 - mmaction - INFO - Epoch [67][20/75] lr: 1.407e-01, eta: 2:13:24, time: 1.652, data_time: 0.713, memory: 9412, top1_acc: 0.8000, top5_acc: 0.9430, loss_cls: 0.7386, loss: 0.7386, grad_norm: 1.4711
2020-09-24 13:20:16,459 - mmaction - INFO - Epoch [67][40/75] lr: 1.407e-01, eta: 2:13:05, time: 0.937, data_time: 0.000, memory: 9412, top1_acc: 0.7848, top5_acc: 0.9414, loss_cls: 0.7550, loss: 0.7550, grad_norm: 1.4886
2020-09-24 13:20:35,282 - mmaction - INFO - Epoch [67][60/75] lr: 1.407e-01, eta: 2:12:46, time: 0.941, data_time: 0.001, memory: 9412, top1_acc: 0.8070, top5_acc: 0.9437, loss_cls: 0.7168, loss: 0.7168, grad_norm: 1.3805
2020-09-24 13:21:22,181 - mmaction - INFO - Epoch [68][20/75] lr: 1.391e-01, eta: 2:12:13, time: 1.632, data_time: 0.664, memory: 9412, top1_acc: 0.8133, top5_acc: 0.9484, loss_cls: 0.6742, loss: 0.6742, grad_norm: 1.4292
2020-09-24 13:21:40,759 - mmaction - INFO - Epoch [68][40/75] lr: 1.391e-01, eta: 2:11:54, time: 0.929, data_time: 0.000, memory: 9412, top1_acc: 0.8008, top5_acc: 0.9465, loss_cls: 0.7167, loss: 0.7167, grad_norm: 1.5047
2020-09-24 13:21:59,395 - mmaction - INFO - Epoch [68][60/75] lr: 1.391e-01, eta: 2:11:35, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.8016, top5_acc: 0.9426, loss_cls: 0.7383, loss: 0.7383, grad_norm: 1.4807
2020-09-24 13:22:46,914 - mmaction - INFO - Epoch [69][20/75] lr: 1.375e-01, eta: 2:11:03, time: 1.664, data_time: 0.719, memory: 9412, top1_acc: 0.8012, top5_acc: 0.9453, loss_cls: 0.7348, loss: 0.7348, grad_norm: 1.4935
2020-09-24 13:23:05,533 - mmaction - INFO - Epoch [69][40/75] lr: 1.375e-01, eta: 2:10:44, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.8195, top5_acc: 0.9527, loss_cls: 0.6574, loss: 0.6574, grad_norm: 1.4082
2020-09-24 13:23:24,153 - mmaction - INFO - Epoch [69][60/75] lr: 1.375e-01, eta: 2:10:25, time: 0.931, data_time: 0.001, memory: 9412, top1_acc: 0.8238, top5_acc: 0.9477, loss_cls: 0.6538, loss: 0.6538, grad_norm: 1.3732
2020-09-24 13:24:11,721 - mmaction - INFO - Epoch [70][20/75] lr: 1.358e-01, eta: 2:09:53, time: 1.664, data_time: 0.707, memory: 9412, top1_acc: 0.8098, top5_acc: 0.9465, loss_cls: 0.7214, loss: 0.7214, grad_norm: 1.4554
2020-09-24 13:24:30,365 - mmaction - INFO - Epoch [70][40/75] lr: 1.358e-01, eta: 2:09:34, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.8055, top5_acc: 0.9426, loss_cls: 0.7122, loss: 0.7122, grad_norm: 1.5206
2020-09-24 13:24:48,994 - mmaction - INFO - Epoch [70][60/75] lr: 1.358e-01, eta: 2:09:15, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.8086, top5_acc: 0.9426, loss_cls: 0.7165, loss: 0.7165, grad_norm: 1.5210
2020-09-24 13:25:03,257 - mmaction - INFO - Saving checkpoint at 70 epochs
2020-09-24 13:25:36,108 - mmaction - INFO - Epoch [71][20/75] lr: 1.342e-01, eta: 2:08:40, time: 1.588, data_time: 0.651, memory: 9412, top1_acc: 0.8113, top5_acc: 0.9453, loss_cls: 0.6890, loss: 0.6890, grad_norm: 1.4494
2020-09-24 13:25:54,778 - mmaction - INFO - Epoch [71][40/75] lr: 1.342e-01, eta: 2:08:21, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.8234, top5_acc: 0.9473, loss_cls: 0.6529, loss: 0.6529, grad_norm: 1.3867
2020-09-24 13:26:13,492 - mmaction - INFO - Epoch [71][60/75] lr: 1.342e-01, eta: 2:08:02, time: 0.936, data_time: 0.001, memory: 9412, top1_acc: 0.8234, top5_acc: 0.9488, loss_cls: 0.6538, loss: 0.6538, grad_norm: 1.4185
2020-09-24 13:27:01,628 - mmaction - INFO - Epoch [72][20/75] lr: 1.326e-01, eta: 2:07:31, time: 1.693, data_time: 0.749, memory: 9412, top1_acc: 0.8215, top5_acc: 0.9539, loss_cls: 0.6407, loss: 0.6407, grad_norm: 1.4481
2020-09-24 13:27:20,249 - mmaction - INFO - Epoch [72][40/75] lr: 1.326e-01, eta: 2:07:12, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.8258, top5_acc: 0.9527, loss_cls: 0.6631, loss: 0.6631, grad_norm: 1.4383
2020-09-24 13:27:38,890 - mmaction - INFO - Epoch [72][60/75] lr: 1.326e-01, eta: 2:06:53, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.8113, top5_acc: 0.9453, loss_cls: 0.6972, loss: 0.6972, grad_norm: 1.4868
2020-09-24 13:28:26,464 - mmaction - INFO - Epoch [73][20/75] lr: 1.309e-01, eta: 2:06:21, time: 1.665, data_time: 0.586, memory: 9412, top1_acc: 0.8207, top5_acc: 0.9496, loss_cls: 0.6605, loss: 0.6605, grad_norm: 1.4750
2020-09-24 13:28:45,110 - mmaction - INFO - Epoch [73][40/75] lr: 1.309e-01, eta: 2:06:02, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.8270, top5_acc: 0.9465, loss_cls: 0.6452, loss: 0.6452, grad_norm: 1.4568
2020-09-24 13:29:03,808 - mmaction - INFO - Epoch [73][60/75] lr: 1.309e-01, eta: 2:05:43, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.8281, top5_acc: 0.9496, loss_cls: 0.6326, loss: 0.6326, grad_norm: 1.4476
2020-09-24 13:29:51,055 - mmaction - INFO - Epoch [74][20/75] lr: 1.292e-01, eta: 2:05:11, time: 1.649, data_time: 0.642, memory: 9412, top1_acc: 0.8488, top5_acc: 0.9609, loss_cls: 0.5534, loss: 0.5534, grad_norm: 1.3806
2020-09-24 13:30:09,669 - mmaction - INFO - Epoch [74][40/75] lr: 1.292e-01, eta: 2:04:52, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.8273, top5_acc: 0.9563, loss_cls: 0.6347, loss: 0.6347, grad_norm: 1.4759
2020-09-24 13:30:28,307 - mmaction - INFO - Epoch [74][60/75] lr: 1.292e-01, eta: 2:04:33, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.8207, top5_acc: 0.9566, loss_cls: 0.6250, loss: 0.6250, grad_norm: 1.4977
2020-09-24 13:31:14,928 - mmaction - INFO - Epoch [75][20/75] lr: 1.276e-01, eta: 2:03:59, time: 1.619, data_time: 0.689, memory: 9412, top1_acc: 0.8219, top5_acc: 0.9520, loss_cls: 0.6300, loss: 0.6300, grad_norm: 1.4829
2020-09-24 13:31:33,563 - mmaction - INFO - Epoch [75][40/75] lr: 1.276e-01, eta: 2:03:40, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.8379, top5_acc: 0.9578, loss_cls: 0.5967, loss: 0.5967, grad_norm: 1.4586
2020-09-24 13:31:52,201 - mmaction - INFO - Epoch [75][60/75] lr: 1.276e-01, eta: 2:03:21, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.8180, top5_acc: 0.9559, loss_cls: 0.6451, loss: 0.6451, grad_norm: 1.5078
2020-09-24 13:32:06,396 - mmaction - INFO - Saving checkpoint at 75 epochs
2020-09-24 13:32:39,245 - mmaction - INFO - Epoch [76][20/75] lr: 1.259e-01, eta: 2:02:47, time: 1.586, data_time: 0.649, memory: 9412, top1_acc: 0.8383, top5_acc: 0.9547, loss_cls: 0.6017, loss: 0.6017, grad_norm: 1.4331
2020-09-24 13:32:57,884 - mmaction - INFO - Epoch [76][40/75] lr: 1.259e-01, eta: 2:02:28, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.8148, top5_acc: 0.9469, loss_cls: 0.6910, loss: 0.6910, grad_norm: 1.5430
2020-09-24 13:33:16,572 - mmaction - INFO - Epoch [76][60/75] lr: 1.259e-01, eta: 2:02:09, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.8191, top5_acc: 0.9574, loss_cls: 0.6378, loss: 0.6378, grad_norm: 1.5046
2020-09-24 13:34:03,747 - mmaction - INFO - Epoch [77][20/75] lr: 1.242e-01, eta: 2:01:37, time: 1.648, data_time: 0.688, memory: 9412, top1_acc: 0.8438, top5_acc: 0.9598, loss_cls: 0.5846, loss: 0.5846, grad_norm: 1.4160
2020-09-24 13:34:22,368 - mmaction - INFO - Epoch [77][40/75] lr: 1.242e-01, eta: 2:01:18, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.8305, top5_acc: 0.9492, loss_cls: 0.6406, loss: 0.6406, grad_norm: 1.4721
2020-09-24 13:34:41,054 - mmaction - INFO - Epoch [77][60/75] lr: 1.242e-01, eta: 2:00:59, time: 0.934, data_time: 0.001, memory: 9412, top1_acc: 0.8414, top5_acc: 0.9539, loss_cls: 0.5866, loss: 0.5866, grad_norm: 1.3707
2020-09-24 13:35:28,703 - mmaction - INFO - Epoch [78][20/75] lr: 1.225e-01, eta: 2:00:27, time: 1.670, data_time: 0.648, memory: 9412, top1_acc: 0.8309, top5_acc: 0.9582, loss_cls: 0.5889, loss: 0.5889, grad_norm: 1.4525
2020-09-24 13:35:47,319 - mmaction - INFO - Epoch [78][40/75] lr: 1.225e-01, eta: 2:00:08, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.8359, top5_acc: 0.9547, loss_cls: 0.5933, loss: 0.5933, grad_norm: 1.4287
2020-09-24 13:36:05,968 - mmaction - INFO - Epoch [78][60/75] lr: 1.225e-01, eta: 1:59:49, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.8453, top5_acc: 0.9547, loss_cls: 0.5847, loss: 0.5847, grad_norm: 1.4160
2020-09-24 13:36:54,061 - mmaction - INFO - Epoch [79][20/75] lr: 1.208e-01, eta: 1:59:17, time: 1.692, data_time: 0.719, memory: 9412, top1_acc: 0.8418, top5_acc: 0.9563, loss_cls: 0.5887, loss: 0.5887, grad_norm: 1.4707
2020-09-24 13:37:12,664 - mmaction - INFO - Epoch [79][40/75] lr: 1.208e-01, eta: 1:58:58, time: 0.930, data_time: 0.000, memory: 9412, top1_acc: 0.8371, top5_acc: 0.9492, loss_cls: 0.6186, loss: 0.6186, grad_norm: 1.4625
2020-09-24 13:37:31,311 - mmaction - INFO - Epoch [79][60/75] lr: 1.208e-01, eta: 1:58:39, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.8477, top5_acc: 0.9594, loss_cls: 0.5627, loss: 0.5627, grad_norm: 1.4492
2020-09-24 13:38:18,279 - mmaction - INFO - Epoch [80][20/75] lr: 1.191e-01, eta: 1:58:07, time: 1.638, data_time: 0.676, memory: 9412, top1_acc: 0.8461, top5_acc: 0.9590, loss_cls: 0.5559, loss: 0.5559, grad_norm: 1.4246
2020-09-24 13:38:36,925 - mmaction - INFO - Epoch [80][40/75] lr: 1.191e-01, eta: 1:57:48, time: 0.932, data_time: 0.001, memory: 9412, top1_acc: 0.8449, top5_acc: 0.9570, loss_cls: 0.5811, loss: 0.5811, grad_norm: 1.5112
2020-09-24 13:38:55,608 - mmaction - INFO - Epoch [80][60/75] lr: 1.191e-01, eta: 1:57:29, time: 0.934, data_time: 0.001, memory: 9412, top1_acc: 0.8402, top5_acc: 0.9590, loss_cls: 0.5789, loss: 0.5789, grad_norm: 1.4755
2020-09-24 13:39:09,847 - mmaction - INFO - Saving checkpoint at 80 epochs
2020-09-24 13:39:42,457 - mmaction - INFO - Epoch [81][20/75] lr: 1.174e-01, eta: 1:56:54, time: 1.554, data_time: 0.595, memory: 9412, top1_acc: 0.8395, top5_acc: 0.9570, loss_cls: 0.5800, loss: 0.5800, grad_norm: 1.4626
2020-09-24 13:40:01,102 - mmaction - INFO - Epoch [81][40/75] lr: 1.174e-01, eta: 1:56:35, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.8305, top5_acc: 0.9543, loss_cls: 0.6076, loss: 0.6076, grad_norm: 1.5061
2020-09-24 13:40:19,774 - mmaction - INFO - Epoch [81][60/75] lr: 1.174e-01, eta: 1:56:16, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.8539, top5_acc: 0.9633, loss_cls: 0.5343, loss: 0.5343, grad_norm: 1.4427
2020-09-24 13:41:07,208 - mmaction - INFO - Epoch [82][20/75] lr: 1.156e-01, eta: 1:55:44, time: 1.661, data_time: 0.724, memory: 9412, top1_acc: 0.8598, top5_acc: 0.9578, loss_cls: 0.5389, loss: 0.5389, grad_norm: 1.4110
2020-09-24 13:41:25,853 - mmaction - INFO - Epoch [82][40/75] lr: 1.156e-01, eta: 1:55:25, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.8496, top5_acc: 0.9613, loss_cls: 0.5257, loss: 0.5257, grad_norm: 1.4552
2020-09-24 13:41:44,503 - mmaction - INFO - Epoch [82][60/75] lr: 1.156e-01, eta: 1:55:06, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.8410, top5_acc: 0.9605, loss_cls: 0.5786, loss: 0.5786, grad_norm: 1.5575
2020-09-24 13:42:31,520 - mmaction - INFO - Epoch [83][20/75] lr: 1.139e-01, eta: 1:54:33, time: 1.642, data_time: 0.699, memory: 9412, top1_acc: 0.8387, top5_acc: 0.9602, loss_cls: 0.5573, loss: 0.5573, grad_norm: 1.5334
2020-09-24 13:42:50,142 - mmaction - INFO - Epoch [83][40/75] lr: 1.139e-01, eta: 1:54:14, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.8461, top5_acc: 0.9566, loss_cls: 0.5538, loss: 0.5538, grad_norm: 1.4949
2020-09-24 13:43:08,810 - mmaction - INFO - Epoch [83][60/75] lr: 1.139e-01, eta: 1:53:55, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.8535, top5_acc: 0.9668, loss_cls: 0.5352, loss: 0.5352, grad_norm: 1.4562
2020-09-24 13:43:56,536 - mmaction - INFO - Epoch [84][20/75] lr: 1.122e-01, eta: 1:53:23, time: 1.675, data_time: 0.645, memory: 9412, top1_acc: 0.8590, top5_acc: 0.9613, loss_cls: 0.5197, loss: 0.5197, grad_norm: 1.4129
2020-09-24 13:44:15,223 - mmaction - INFO - Epoch [84][40/75] lr: 1.122e-01, eta: 1:53:04, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.8531, top5_acc: 0.9574, loss_cls: 0.5474, loss: 0.5474, grad_norm: 1.4906
2020-09-24 13:44:33,924 - mmaction - INFO - Epoch [84][60/75] lr: 1.122e-01, eta: 1:52:46, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.8453, top5_acc: 0.9605, loss_cls: 0.5704, loss: 0.5704, grad_norm: 1.5129
2020-09-24 13:45:21,650 - mmaction - INFO - Epoch [85][20/75] lr: 1.105e-01, eta: 1:52:14, time: 1.674, data_time: 0.738, memory: 9412, top1_acc: 0.8609, top5_acc: 0.9664, loss_cls: 0.4993, loss: 0.4993, grad_norm: 1.3950
2020-09-24 13:45:40,286 - mmaction - INFO - Epoch [85][40/75] lr: 1.105e-01, eta: 1:51:55, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.8566, top5_acc: 0.9609, loss_cls: 0.5320, loss: 0.5320, grad_norm: 1.4607
2020-09-24 13:45:58,924 - mmaction - INFO - Epoch [85][60/75] lr: 1.105e-01, eta: 1:51:36, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.8523, top5_acc: 0.9559, loss_cls: 0.5573, loss: 0.5573, grad_norm: 1.4961
2020-09-24 13:46:13,158 - mmaction - INFO - Saving checkpoint at 85 epochs
2020-09-24 13:46:45,545 - mmaction - INFO - Epoch [86][20/75] lr: 1.087e-01, eta: 1:51:01, time: 1.560, data_time: 0.618, memory: 9412, top1_acc: 0.8578, top5_acc: 0.9652, loss_cls: 0.5161, loss: 0.5161, grad_norm: 1.4894
2020-09-24 13:47:04,176 - mmaction - INFO - Epoch [86][40/75] lr: 1.087e-01, eta: 1:50:42, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.8535, top5_acc: 0.9570, loss_cls: 0.5489, loss: 0.5489, grad_norm: 1.5161
2020-09-24 13:47:22,871 - mmaction - INFO - Epoch [86][60/75] lr: 1.087e-01, eta: 1:50:23, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.8664, top5_acc: 0.9676, loss_cls: 0.4972, loss: 0.4972, grad_norm: 1.4760
2020-09-24 13:48:10,040 - mmaction - INFO - Epoch [87][20/75] lr: 1.070e-01, eta: 1:49:51, time: 1.647, data_time: 0.703, memory: 9412, top1_acc: 0.8617, top5_acc: 0.9645, loss_cls: 0.4998, loss: 0.4998, grad_norm: 1.4205
2020-09-24 13:48:28,653 - mmaction - INFO - Epoch [87][40/75] lr: 1.070e-01, eta: 1:49:32, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.8480, top5_acc: 0.9605, loss_cls: 0.5603, loss: 0.5603, grad_norm: 1.5194
2020-09-24 13:48:47,347 - mmaction - INFO - Epoch [87][60/75] lr: 1.070e-01, eta: 1:49:13, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.8605, top5_acc: 0.9602, loss_cls: 0.5201, loss: 0.5201, grad_norm: 1.4509
2020-09-24 13:49:33,489 - mmaction - INFO - Epoch [88][20/75] lr: 1.052e-01, eta: 1:48:39, time: 1.605, data_time: 0.561, memory: 9412, top1_acc: 0.8648, top5_acc: 0.9711, loss_cls: 0.4800, loss: 0.4800, grad_norm: 1.4153
2020-09-24 13:49:52,271 - mmaction - INFO - Epoch [88][40/75] lr: 1.052e-01, eta: 1:48:21, time: 0.939, data_time: 0.001, memory: 9412, top1_acc: 0.8648, top5_acc: 0.9594, loss_cls: 0.5119, loss: 0.5119, grad_norm: 1.4630
2020-09-24 13:50:11,022 - mmaction - INFO - Epoch [88][60/75] lr: 1.052e-01, eta: 1:48:02, time: 0.938, data_time: 0.001, memory: 9412, top1_acc: 0.8613, top5_acc: 0.9637, loss_cls: 0.4918, loss: 0.4918, grad_norm: 1.4380
2020-09-24 13:50:58,077 - mmaction - INFO - Epoch [89][20/75] lr: 1.035e-01, eta: 1:47:29, time: 1.636, data_time: 0.681, memory: 9412, top1_acc: 0.8523, top5_acc: 0.9609, loss_cls: 0.5307, loss: 0.5307, grad_norm: 1.6026
2020-09-24 13:51:16,769 - mmaction - INFO - Epoch [89][40/75] lr: 1.035e-01, eta: 1:47:10, time: 0.935, data_time: 0.001, memory: 9412, top1_acc: 0.8543, top5_acc: 0.9621, loss_cls: 0.5349, loss: 0.5349, grad_norm: 1.5357
2020-09-24 13:51:35,488 - mmaction - INFO - Epoch [89][60/75] lr: 1.035e-01, eta: 1:46:52, time: 0.936, data_time: 0.001, memory: 9412, top1_acc: 0.8551, top5_acc: 0.9543, loss_cls: 0.5668, loss: 0.5668, grad_norm: 1.5681
2020-09-24 13:52:22,191 - mmaction - INFO - Epoch [90][20/75] lr: 1.017e-01, eta: 1:46:18, time: 1.622, data_time: 0.571, memory: 9412, top1_acc: 0.8742, top5_acc: 0.9645, loss_cls: 0.4515, loss: 0.4515, grad_norm: 1.3769
2020-09-24 13:52:40,909 - mmaction - INFO - Epoch [90][40/75] lr: 1.017e-01, eta: 1:46:00, time: 0.936, data_time: 0.001, memory: 9412, top1_acc: 0.8660, top5_acc: 0.9652, loss_cls: 0.4934, loss: 0.4934, grad_norm: 1.4893
2020-09-24 13:52:59,642 - mmaction - INFO - Epoch [90][60/75] lr: 1.017e-01, eta: 1:45:41, time: 0.937, data_time: 0.001, memory: 9412, top1_acc: 0.8605, top5_acc: 0.9656, loss_cls: 0.4916, loss: 0.4916, grad_norm: 1.4696
2020-09-24 13:53:13,878 - mmaction - INFO - Saving checkpoint at 90 epochs
2020-09-24 13:53:46,729 - mmaction - INFO - Epoch [91][20/75] lr: 1.000e-01, eta: 1:45:07, time: 1.585, data_time: 0.635, memory: 9412, top1_acc: 0.8676, top5_acc: 0.9668, loss_cls: 0.4811, loss: 0.4811, grad_norm: 1.4428
2020-09-24 13:54:05,389 - mmaction - INFO - Epoch [91][40/75] lr: 1.000e-01, eta: 1:44:48, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.8691, top5_acc: 0.9590, loss_cls: 0.4943, loss: 0.4943, grad_norm: 1.4372
2020-09-24 13:54:24,067 - mmaction - INFO - Epoch [91][60/75] lr: 1.000e-01, eta: 1:44:29, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.8691, top5_acc: 0.9605, loss_cls: 0.4999, loss: 0.4999, grad_norm: 1.4544
2020-09-24 13:55:11,020 - mmaction - INFO - Epoch [92][20/75] lr: 9.825e-02, eta: 1:43:56, time: 1.640, data_time: 0.620, memory: 9412, top1_acc: 0.8715, top5_acc: 0.9633, loss_cls: 0.4783, loss: 0.4783, grad_norm: 1.4285
2020-09-24 13:55:29,642 - mmaction - INFO - Epoch [92][40/75] lr: 9.825e-02, eta: 1:43:38, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.8820, top5_acc: 0.9695, loss_cls: 0.4330, loss: 0.4330, grad_norm: 1.4292
2020-09-24 13:55:48,314 - mmaction - INFO - Epoch [92][60/75] lr: 9.825e-02, eta: 1:43:19, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.8762, top5_acc: 0.9641, loss_cls: 0.4709, loss: 0.4709, grad_norm: 1.4763
2020-09-24 13:56:35,662 - mmaction - INFO - Epoch [93][20/75] lr: 9.651e-02, eta: 1:42:46, time: 1.656, data_time: 0.711, memory: 9412, top1_acc: 0.8816, top5_acc: 0.9703, loss_cls: 0.4291, loss: 0.4291, grad_norm: 1.4018
2020-09-24 13:56:54,405 - mmaction - INFO - Epoch [93][40/75] lr: 9.651e-02, eta: 1:42:28, time: 0.937, data_time: 0.001, memory: 9412, top1_acc: 0.8695, top5_acc: 0.9621, loss_cls: 0.4711, loss: 0.4711, grad_norm: 1.4524
2020-09-24 13:57:13,137 - mmaction - INFO - Epoch [93][60/75] lr: 9.651e-02, eta: 1:42:09, time: 0.937, data_time: 0.001, memory: 9412, top1_acc: 0.8781, top5_acc: 0.9707, loss_cls: 0.4634, loss: 0.4634, grad_norm: 1.5418
2020-09-24 13:58:00,100 - mmaction - INFO - Epoch [94][20/75] lr: 9.477e-02, eta: 1:41:36, time: 1.633, data_time: 0.695, memory: 9412, top1_acc: 0.8695, top5_acc: 0.9621, loss_cls: 0.4822, loss: 0.4822, grad_norm: 1.5177
2020-09-24 13:58:18,785 - mmaction - INFO - Epoch [94][40/75] lr: 9.477e-02, eta: 1:41:17, time: 0.934, data_time: 0.001, memory: 9412, top1_acc: 0.8855, top5_acc: 0.9723, loss_cls: 0.4244, loss: 0.4244, grad_norm: 1.4110
2020-09-24 13:58:37,463 - mmaction - INFO - Epoch [94][60/75] lr: 9.477e-02, eta: 1:40:58, time: 0.934, data_time: 0.001, memory: 9412, top1_acc: 0.8672, top5_acc: 0.9691, loss_cls: 0.4542, loss: 0.4542, grad_norm: 1.4802
2020-09-24 13:59:25,947 - mmaction - INFO - Epoch [95][20/75] lr: 9.302e-02, eta: 1:40:27, time: 1.709, data_time: 0.746, memory: 9412, top1_acc: 0.8773, top5_acc: 0.9617, loss_cls: 0.4777, loss: 0.4777, grad_norm: 1.5147
2020-09-24 13:59:44,597 - mmaction - INFO - Epoch [95][40/75] lr: 9.302e-02, eta: 1:40:08, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.8746, top5_acc: 0.9727, loss_cls: 0.4596, loss: 0.4596, grad_norm: 1.5098
2020-09-24 14:00:03,286 - mmaction - INFO - Epoch [95][60/75] lr: 9.302e-02, eta: 1:39:49, time: 0.935, data_time: 0.001, memory: 9412, top1_acc: 0.8629, top5_acc: 0.9676, loss_cls: 0.4773, loss: 0.4773, grad_norm: 1.5249
2020-09-24 14:00:17,593 - mmaction - INFO - Saving checkpoint at 95 epochs
2020-09-24 14:00:50,543 - mmaction - INFO - Epoch [96][20/75] lr: 9.128e-02, eta: 1:39:15, time: 1.590, data_time: 0.652, memory: 9412, top1_acc: 0.8773, top5_acc: 0.9684, loss_cls: 0.4532, loss: 0.4532, grad_norm: 1.5548
2020-09-24 14:01:09,197 - mmaction - INFO - Epoch [96][40/75] lr: 9.128e-02, eta: 1:38:57, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.8836, top5_acc: 0.9691, loss_cls: 0.4310, loss: 0.4310, grad_norm: 1.4139
2020-09-24 14:01:27,881 - mmaction - INFO - Epoch [96][60/75] lr: 9.128e-02, eta: 1:38:38, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.8699, top5_acc: 0.9609, loss_cls: 0.4849, loss: 0.4849, grad_norm: 1.5122
2020-09-24 14:02:14,985 - mmaction - INFO - Epoch [97][20/75] lr: 8.955e-02, eta: 1:38:05, time: 1.652, data_time: 0.679, memory: 9412, top1_acc: 0.8762, top5_acc: 0.9746, loss_cls: 0.4404, loss: 0.4404, grad_norm: 1.5016
2020-09-24 14:02:33,624 - mmaction - INFO - Epoch [97][40/75] lr: 8.955e-02, eta: 1:37:46, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.8820, top5_acc: 0.9723, loss_cls: 0.4274, loss: 0.4274, grad_norm: 1.4766
2020-09-24 14:02:52,327 - mmaction - INFO - Epoch [97][60/75] lr: 8.955e-02, eta: 1:37:28, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.8715, top5_acc: 0.9652, loss_cls: 0.4676, loss: 0.4676, grad_norm: 1.4957
2020-09-24 14:03:38,326 - mmaction - INFO - Epoch [98][20/75] lr: 8.781e-02, eta: 1:36:54, time: 1.598, data_time: 0.563, memory: 9412, top1_acc: 0.8789, top5_acc: 0.9652, loss_cls: 0.4407, loss: 0.4407, grad_norm: 1.5168
2020-09-24 14:03:56,977 - mmaction - INFO - Epoch [98][40/75] lr: 8.781e-02, eta: 1:36:35, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.8809, top5_acc: 0.9727, loss_cls: 0.4248, loss: 0.4248, grad_norm: 1.4761
2020-09-24 14:04:15,694 - mmaction - INFO - Epoch [98][60/75] lr: 8.781e-02, eta: 1:36:16, time: 0.936, data_time: 0.000, memory: 9412, top1_acc: 0.8832, top5_acc: 0.9707, loss_cls: 0.4239, loss: 0.4239, grad_norm: 1.5288
2020-09-24 14:05:02,773 - mmaction - INFO - Epoch [99][20/75] lr: 8.608e-02, eta: 1:35:44, time: 1.638, data_time: 0.636, memory: 9412, top1_acc: 0.8906, top5_acc: 0.9719, loss_cls: 0.3994, loss: 0.3994, grad_norm: 1.4572
2020-09-24 14:05:21,485 - mmaction - INFO - Epoch [99][40/75] lr: 8.608e-02, eta: 1:35:25, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.8844, top5_acc: 0.9730, loss_cls: 0.4219, loss: 0.4219, grad_norm: 1.5480
2020-09-24 14:05:40,150 - mmaction - INFO - Epoch [99][60/75] lr: 8.608e-02, eta: 1:35:06, time: 0.934, data_time: 0.001, memory: 9412, top1_acc: 0.8832, top5_acc: 0.9625, loss_cls: 0.4464, loss: 0.4464, grad_norm: 1.4370
2020-09-24 14:06:27,947 - mmaction - INFO - Epoch [100][20/75] lr: 8.436e-02, eta: 1:34:34, time: 1.673, data_time: 0.729, memory: 9412, top1_acc: 0.8883, top5_acc: 0.9711, loss_cls: 0.4116, loss: 0.4116, grad_norm: 1.4651
2020-09-24 14:06:46,598 - mmaction - INFO - Epoch [100][40/75] lr: 8.436e-02, eta: 1:34:15, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.8863, top5_acc: 0.9707, loss_cls: 0.4321, loss: 0.4321, grad_norm: 1.5401
2020-09-24 14:07:05,295 - mmaction - INFO - Epoch [100][60/75] lr: 8.436e-02, eta: 1:33:56, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.8875, top5_acc: 0.9688, loss_cls: 0.4249, loss: 0.4249, grad_norm: 1.5144
2020-09-24 14:07:19,497 - mmaction - INFO - Saving checkpoint at 100 epochs
2020-09-24 14:07:52,747 - mmaction - INFO - Epoch [101][20/75] lr: 8.264e-02, eta: 1:33:23, time: 1.604, data_time: 0.639, memory: 9412, top1_acc: 0.8887, top5_acc: 0.9688, loss_cls: 0.4247, loss: 0.4247, grad_norm: 1.4950
2020-09-24 14:08:11,385 - mmaction - INFO - Epoch [101][40/75] lr: 8.264e-02, eta: 1:33:04, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.8926, top5_acc: 0.9695, loss_cls: 0.4152, loss: 0.4152, grad_norm: 1.4928
2020-09-24 14:08:30,084 - mmaction - INFO - Epoch [101][60/75] lr: 8.264e-02, eta: 1:32:45, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.8840, top5_acc: 0.9715, loss_cls: 0.4159, loss: 0.4159, grad_norm: 1.5173
2020-09-24 14:09:17,079 - mmaction - INFO - Epoch [102][20/75] lr: 8.092e-02, eta: 1:32:12, time: 1.638, data_time: 0.685, memory: 9412, top1_acc: 0.8918, top5_acc: 0.9801, loss_cls: 0.3791, loss: 0.3791, grad_norm: 1.4902
2020-09-24 14:09:35,788 - mmaction - INFO - Epoch [102][40/75] lr: 8.092e-02, eta: 1:31:54, time: 0.936, data_time: 0.001, memory: 9412, top1_acc: 0.8965, top5_acc: 0.9715, loss_cls: 0.3990, loss: 0.3990, grad_norm: 1.4746
2020-09-24 14:09:54,538 - mmaction - INFO - Epoch [102][60/75] lr: 8.092e-02, eta: 1:31:35, time: 0.938, data_time: 0.000, memory: 9412, top1_acc: 0.8918, top5_acc: 0.9711, loss_cls: 0.4030, loss: 0.4030, grad_norm: 1.5071
2020-09-24 14:10:41,644 - mmaction - INFO - Epoch [103][20/75] lr: 7.921e-02, eta: 1:31:02, time: 1.643, data_time: 0.625, memory: 9412, top1_acc: 0.8898, top5_acc: 0.9672, loss_cls: 0.4221, loss: 0.4221, grad_norm: 1.5148
2020-09-24 14:11:00,285 - mmaction - INFO - Epoch [103][40/75] lr: 7.921e-02, eta: 1:30:43, time: 0.932, data_time: 0.001, memory: 9412, top1_acc: 0.8922, top5_acc: 0.9754, loss_cls: 0.3887, loss: 0.3887, grad_norm: 1.4720
2020-09-24 14:11:18,919 - mmaction - INFO - Epoch [103][60/75] lr: 7.921e-02, eta: 1:30:25, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.8996, top5_acc: 0.9719, loss_cls: 0.3764, loss: 0.3764, grad_norm: 1.4359
2020-09-24 14:12:06,791 - mmaction - INFO - Epoch [104][20/75] lr: 7.750e-02, eta: 1:29:52, time: 1.683, data_time: 0.741, memory: 9412, top1_acc: 0.8930, top5_acc: 0.9664, loss_cls: 0.4031, loss: 0.4031, grad_norm: 1.4654
2020-09-24 14:12:25,538 - mmaction - INFO - Epoch [104][40/75] lr: 7.750e-02, eta: 1:29:34, time: 0.938, data_time: 0.001, memory: 9412, top1_acc: 0.8879, top5_acc: 0.9656, loss_cls: 0.4147, loss: 0.4147, grad_norm: 1.4719
2020-09-24 14:12:44,369 - mmaction - INFO - Epoch [104][60/75] lr: 7.750e-02, eta: 1:29:15, time: 0.941, data_time: 0.000, memory: 9412, top1_acc: 0.8984, top5_acc: 0.9715, loss_cls: 0.3905, loss: 0.3905, grad_norm: 1.4507
2020-09-24 14:13:31,820 - mmaction - INFO - Epoch [105][20/75] lr: 7.581e-02, eta: 1:28:42, time: 1.656, data_time: 0.718, memory: 9412, top1_acc: 0.8949, top5_acc: 0.9734, loss_cls: 0.3684, loss: 0.3684, grad_norm: 1.4322
2020-09-24 14:13:50,541 - mmaction - INFO - Epoch [105][40/75] lr: 7.581e-02, eta: 1:28:24, time: 0.936, data_time: 0.001, memory: 9412, top1_acc: 0.9102, top5_acc: 0.9781, loss_cls: 0.3452, loss: 0.3452, grad_norm: 1.4683
2020-09-24 14:14:09,332 - mmaction - INFO - Epoch [105][60/75] lr: 7.581e-02, eta: 1:28:05, time: 0.939, data_time: 0.000, memory: 9412, top1_acc: 0.8941, top5_acc: 0.9703, loss_cls: 0.4014, loss: 0.4014, grad_norm: 1.5739
2020-09-24 14:14:23,564 - mmaction - INFO - Saving checkpoint at 105 epochs
2020-09-24 14:14:56,510 - mmaction - INFO - Epoch [106][20/75] lr: 7.412e-02, eta: 1:27:31, time: 1.591, data_time: 0.639, memory: 9412, top1_acc: 0.9117, top5_acc: 0.9758, loss_cls: 0.3465, loss: 0.3465, grad_norm: 1.3723
2020-09-24 14:15:15,270 - mmaction - INFO - Epoch [106][40/75] lr: 7.412e-02, eta: 1:27:13, time: 0.938, data_time: 0.001, memory: 9412, top1_acc: 0.8969, top5_acc: 0.9730, loss_cls: 0.3667, loss: 0.3667, grad_norm: 1.4824
2020-09-24 14:15:33,992 - mmaction - INFO - Epoch [106][60/75] lr: 7.412e-02, eta: 1:26:54, time: 0.936, data_time: 0.000, memory: 9412, top1_acc: 0.8969, top5_acc: 0.9730, loss_cls: 0.3732, loss: 0.3732, grad_norm: 1.4846
2020-09-24 14:16:21,093 - mmaction - INFO - Epoch [107][20/75] lr: 7.244e-02, eta: 1:26:21, time: 1.643, data_time: 0.691, memory: 9412, top1_acc: 0.9016, top5_acc: 0.9734, loss_cls: 0.3735, loss: 0.3735, grad_norm: 1.4603
2020-09-24 14:16:39,765 - mmaction - INFO - Epoch [107][40/75] lr: 7.244e-02, eta: 1:26:02, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.9105, top5_acc: 0.9785, loss_cls: 0.3278, loss: 0.3278, grad_norm: 1.4207
2020-09-24 14:16:58,533 - mmaction - INFO - Epoch [107][60/75] lr: 7.244e-02, eta: 1:25:44, time: 0.938, data_time: 0.000, memory: 9412, top1_acc: 0.8992, top5_acc: 0.9742, loss_cls: 0.3775, loss: 0.3775, grad_norm: 1.4663
2020-09-24 14:17:45,924 - mmaction - INFO - Epoch [108][20/75] lr: 7.076e-02, eta: 1:25:11, time: 1.654, data_time: 0.697, memory: 9412, top1_acc: 0.9008, top5_acc: 0.9730, loss_cls: 0.3788, loss: 0.3788, grad_norm: 1.5601
2020-09-24 14:18:04,572 - mmaction - INFO - Epoch [108][40/75] lr: 7.076e-02, eta: 1:24:52, time: 0.932, data_time: 0.001, memory: 9412, top1_acc: 0.9109, top5_acc: 0.9773, loss_cls: 0.3286, loss: 0.3286, grad_norm: 1.4131
2020-09-24 14:18:23,350 - mmaction - INFO - Epoch [108][60/75] lr: 7.076e-02, eta: 1:24:34, time: 0.939, data_time: 0.001, memory: 9412, top1_acc: 0.8996, top5_acc: 0.9750, loss_cls: 0.3610, loss: 0.3610, grad_norm: 1.5366
2020-09-24 14:19:10,723 - mmaction - INFO - Epoch [109][20/75] lr: 6.910e-02, eta: 1:24:01, time: 1.656, data_time: 0.642, memory: 9412, top1_acc: 0.9035, top5_acc: 0.9723, loss_cls: 0.3749, loss: 0.3749, grad_norm: 1.5515
2020-09-24 14:19:29,370 - mmaction - INFO - Epoch [109][40/75] lr: 6.910e-02, eta: 1:23:42, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.9156, top5_acc: 0.9785, loss_cls: 0.3179, loss: 0.3179, grad_norm: 1.3704
2020-09-24 14:19:48,092 - mmaction - INFO - Epoch [109][60/75] lr: 6.910e-02, eta: 1:23:23, time: 0.936, data_time: 0.000, memory: 9412, top1_acc: 0.9043, top5_acc: 0.9762, loss_cls: 0.3471, loss: 0.3471, grad_norm: 1.4870
2020-09-24 14:20:35,085 - mmaction - INFO - Epoch [110][20/75] lr: 6.744e-02, eta: 1:22:51, time: 1.642, data_time: 0.583, memory: 9412, top1_acc: 0.9105, top5_acc: 0.9785, loss_cls: 0.3393, loss: 0.3393, grad_norm: 1.4210
2020-09-24 14:20:53,729 - mmaction - INFO - Epoch [110][40/75] lr: 6.744e-02, eta: 1:22:32, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.9066, top5_acc: 0.9766, loss_cls: 0.3411, loss: 0.3411, grad_norm: 1.5241
2020-09-24 14:21:12,378 - mmaction - INFO - Epoch [110][60/75] lr: 6.744e-02, eta: 1:22:13, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.9074, top5_acc: 0.9770, loss_cls: 0.3410, loss: 0.3410, grad_norm: 1.5465
2020-09-24 14:21:26,548 - mmaction - INFO - Saving checkpoint at 110 epochs
2020-09-24 14:21:59,419 - mmaction - INFO - Epoch [111][20/75] lr: 6.580e-02, eta: 1:21:40, time: 1.590, data_time: 0.638, memory: 9412, top1_acc: 0.9113, top5_acc: 0.9777, loss_cls: 0.3455, loss: 0.3455, grad_norm: 1.4563
2020-09-24 14:22:18,056 - mmaction - INFO - Epoch [111][40/75] lr: 6.580e-02, eta: 1:21:21, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.9082, top5_acc: 0.9773, loss_cls: 0.3327, loss: 0.3327, grad_norm: 1.4905
2020-09-24 14:22:36,765 - mmaction - INFO - Epoch [111][60/75] lr: 6.580e-02, eta: 1:21:02, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.9105, top5_acc: 0.9770, loss_cls: 0.3290, loss: 0.3290, grad_norm: 1.4781
2020-09-24 14:23:23,496 - mmaction - INFO - Epoch [112][20/75] lr: 6.416e-02, eta: 1:20:29, time: 1.621, data_time: 0.654, memory: 9412, top1_acc: 0.9207, top5_acc: 0.9820, loss_cls: 0.2830, loss: 0.2830, grad_norm: 1.3112
2020-09-24 14:23:42,084 - mmaction - INFO - Epoch [112][40/75] lr: 6.416e-02, eta: 1:20:10, time: 0.929, data_time: 0.000, memory: 9412, top1_acc: 0.9078, top5_acc: 0.9781, loss_cls: 0.3381, loss: 0.3381, grad_norm: 1.4707
2020-09-24 14:24:00,855 - mmaction - INFO - Epoch [112][60/75] lr: 6.416e-02, eta: 1:19:52, time: 0.939, data_time: 0.000, memory: 9412, top1_acc: 0.9055, top5_acc: 0.9773, loss_cls: 0.3473, loss: 0.3473, grad_norm: 1.4822
2020-09-24 14:24:47,868 - mmaction - INFO - Epoch [113][20/75] lr: 6.254e-02, eta: 1:19:19, time: 1.638, data_time: 0.688, memory: 9412, top1_acc: 0.9129, top5_acc: 0.9746, loss_cls: 0.3309, loss: 0.3309, grad_norm: 1.4528
2020-09-24 14:25:06,518 - mmaction - INFO - Epoch [113][40/75] lr: 6.254e-02, eta: 1:19:00, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.9086, top5_acc: 0.9734, loss_cls: 0.3293, loss: 0.3293, grad_norm: 1.4603
2020-09-24 14:25:25,276 - mmaction - INFO - Epoch [113][60/75] lr: 6.254e-02, eta: 1:18:41, time: 0.938, data_time: 0.001, memory: 9412, top1_acc: 0.9172, top5_acc: 0.9797, loss_cls: 0.3001, loss: 0.3001, grad_norm: 1.4097
2020-09-24 14:26:13,055 - mmaction - INFO - Epoch [114][20/75] lr: 6.093e-02, eta: 1:18:09, time: 1.675, data_time: 0.720, memory: 9412, top1_acc: 0.9242, top5_acc: 0.9797, loss_cls: 0.2876, loss: 0.2876, grad_norm: 1.3984
2020-09-24 14:26:31,670 - mmaction - INFO - Epoch [114][40/75] lr: 6.093e-02, eta: 1:17:50, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.9223, top5_acc: 0.9793, loss_cls: 0.2903, loss: 0.2903, grad_norm: 1.3879
2020-09-24 14:26:50,410 - mmaction - INFO - Epoch [114][60/75] lr: 6.093e-02, eta: 1:17:31, time: 0.937, data_time: 0.000, memory: 9412, top1_acc: 0.9184, top5_acc: 0.9805, loss_cls: 0.2998, loss: 0.2998, grad_norm: 1.4781
2020-09-24 14:27:38,013 - mmaction - INFO - Epoch [115][20/75] lr: 5.933e-02, eta: 1:16:59, time: 1.664, data_time: 0.593, memory: 9412, top1_acc: 0.9219, top5_acc: 0.9844, loss_cls: 0.2831, loss: 0.2831, grad_norm: 1.4577
2020-09-24 14:27:56,619 - mmaction - INFO - Epoch [115][40/75] lr: 5.933e-02, eta: 1:16:40, time: 0.930, data_time: 0.000, memory: 9412, top1_acc: 0.9148, top5_acc: 0.9836, loss_cls: 0.3063, loss: 0.3063, grad_norm: 1.4936
2020-09-24 14:28:15,295 - mmaction - INFO - Epoch [115][60/75] lr: 5.933e-02, eta: 1:16:21, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.9227, top5_acc: 0.9812, loss_cls: 0.2825, loss: 0.2825, grad_norm: 1.4586
2020-09-24 14:28:29,616 - mmaction - INFO - Saving checkpoint at 115 epochs
2020-09-24 14:29:02,076 - mmaction - INFO - Epoch [116][20/75] lr: 5.774e-02, eta: 1:15:48, time: 1.568, data_time: 0.624, memory: 9412, top1_acc: 0.9137, top5_acc: 0.9789, loss_cls: 0.3109, loss: 0.3109, grad_norm: 1.5443
2020-09-24 14:29:20,863 - mmaction - INFO - Epoch [116][40/75] lr: 5.774e-02, eta: 1:15:29, time: 0.939, data_time: 0.001, memory: 9412, top1_acc: 0.9191, top5_acc: 0.9785, loss_cls: 0.3042, loss: 0.3042, grad_norm: 1.4534
2020-09-24 14:29:39,640 - mmaction - INFO - Epoch [116][60/75] lr: 5.774e-02, eta: 1:15:10, time: 0.939, data_time: 0.001, memory: 9412, top1_acc: 0.9184, top5_acc: 0.9832, loss_cls: 0.2782, loss: 0.2782, grad_norm: 1.4208
2020-09-24 14:30:27,172 - mmaction - INFO - Epoch [117][20/75] lr: 5.616e-02, eta: 1:14:38, time: 1.661, data_time: 0.585, memory: 9412, top1_acc: 0.9242, top5_acc: 0.9801, loss_cls: 0.2784, loss: 0.2784, grad_norm: 1.4546
2020-09-24 14:30:45,771 - mmaction - INFO - Epoch [117][40/75] lr: 5.616e-02, eta: 1:14:19, time: 0.930, data_time: 0.000, memory: 9412, top1_acc: 0.9238, top5_acc: 0.9836, loss_cls: 0.2796, loss: 0.2796, grad_norm: 1.3996
2020-09-24 14:31:04,508 - mmaction - INFO - Epoch [117][60/75] lr: 5.616e-02, eta: 1:14:00, time: 0.937, data_time: 0.000, memory: 9412, top1_acc: 0.9266, top5_acc: 0.9801, loss_cls: 0.2912, loss: 0.2912, grad_norm: 1.4333
2020-09-24 14:31:51,604 - mmaction - INFO - Epoch [118][20/75] lr: 5.460e-02, eta: 1:13:27, time: 1.645, data_time: 0.684, memory: 9412, top1_acc: 0.9227, top5_acc: 0.9773, loss_cls: 0.2957, loss: 0.2957, grad_norm: 1.4856
2020-09-24 14:32:10,237 - mmaction - INFO - Epoch [118][40/75] lr: 5.460e-02, eta: 1:13:09, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.9289, top5_acc: 0.9812, loss_cls: 0.2705, loss: 0.2705, grad_norm: 1.4014
2020-09-24 14:32:28,988 - mmaction - INFO - Epoch [118][60/75] lr: 5.460e-02, eta: 1:12:50, time: 0.938, data_time: 0.000, memory: 9412, top1_acc: 0.9141, top5_acc: 0.9754, loss_cls: 0.3304, loss: 0.3304, grad_norm: 1.5497
2020-09-24 14:33:16,435 - mmaction - INFO - Epoch [119][20/75] lr: 5.305e-02, eta: 1:12:17, time: 1.661, data_time: 0.715, memory: 9412, top1_acc: 0.9316, top5_acc: 0.9828, loss_cls: 0.2739, loss: 0.2739, grad_norm: 1.4019
2020-09-24 14:33:35,172 - mmaction - INFO - Epoch [119][40/75] lr: 5.305e-02, eta: 1:11:59, time: 0.937, data_time: 0.001, memory: 9412, top1_acc: 0.9242, top5_acc: 0.9785, loss_cls: 0.2926, loss: 0.2926, grad_norm: 1.4568
2020-09-24 14:33:53,824 - mmaction - INFO - Epoch [119][60/75] lr: 5.305e-02, eta: 1:11:40, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.9223, top5_acc: 0.9777, loss_cls: 0.2910, loss: 0.2910, grad_norm: 1.4461
2020-09-24 14:34:40,638 - mmaction - INFO - Epoch [120][20/75] lr: 5.152e-02, eta: 1:11:07, time: 1.629, data_time: 0.690, memory: 9412, top1_acc: 0.9230, top5_acc: 0.9789, loss_cls: 0.2858, loss: 0.2858, grad_norm: 1.4373
2020-09-24 14:34:59,327 - mmaction - INFO - Epoch [120][40/75] lr: 5.152e-02, eta: 1:10:48, time: 0.934, data_time: 0.001, memory: 9412, top1_acc: 0.9219, top5_acc: 0.9820, loss_cls: 0.2754, loss: 0.2754, grad_norm: 1.4530
2020-09-24 14:35:18,111 - mmaction - INFO - Epoch [120][60/75] lr: 5.152e-02, eta: 1:10:29, time: 0.940, data_time: 0.001, memory: 9412, top1_acc: 0.9305, top5_acc: 0.9844, loss_cls: 0.2548, loss: 0.2548, grad_norm: 1.3995
2020-09-24 14:35:32,308 - mmaction - INFO - Saving checkpoint at 120 epochs
2020-09-24 14:36:05,037 - mmaction - INFO - Epoch [121][20/75] lr: 5.000e-02, eta: 1:09:56, time: 1.581, data_time: 0.639, memory: 9412, top1_acc: 0.9203, top5_acc: 0.9801, loss_cls: 0.2960, loss: 0.2960, grad_norm: 1.5190
2020-09-24 14:36:23,707 - mmaction - INFO - Epoch [121][40/75] lr: 5.000e-02, eta: 1:09:37, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.9234, top5_acc: 0.9758, loss_cls: 0.2957, loss: 0.2957, grad_norm: 1.4913
2020-09-24 14:36:42,443 - mmaction - INFO - Epoch [121][60/75] lr: 5.000e-02, eta: 1:09:19, time: 0.937, data_time: 0.001, memory: 9412, top1_acc: 0.9266, top5_acc: 0.9852, loss_cls: 0.2554, loss: 0.2554, grad_norm: 1.3663
2020-09-24 14:37:29,908 - mmaction - INFO - Epoch [122][20/75] lr: 4.850e-02, eta: 1:08:46, time: 1.661, data_time: 0.722, memory: 9412, top1_acc: 0.9246, top5_acc: 0.9809, loss_cls: 0.2717, loss: 0.2717, grad_norm: 1.4382
2020-09-24 14:37:48,609 - mmaction - INFO - Epoch [122][40/75] lr: 4.850e-02, eta: 1:08:27, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.9234, top5_acc: 0.9816, loss_cls: 0.2781, loss: 0.2781, grad_norm: 1.5238
2020-09-24 14:38:07,371 - mmaction - INFO - Epoch [122][60/75] lr: 4.850e-02, eta: 1:08:08, time: 0.938, data_time: 0.000, memory: 9412, top1_acc: 0.9305, top5_acc: 0.9848, loss_cls: 0.2560, loss: 0.2560, grad_norm: 1.3916
2020-09-24 14:38:55,151 - mmaction - INFO - Epoch [123][20/75] lr: 4.701e-02, eta: 1:07:36, time: 1.678, data_time: 0.725, memory: 9412, top1_acc: 0.9344, top5_acc: 0.9844, loss_cls: 0.2423, loss: 0.2423, grad_norm: 1.4096
2020-09-24 14:39:13,760 - mmaction - INFO - Epoch [123][40/75] lr: 4.701e-02, eta: 1:07:17, time: 0.930, data_time: 0.000, memory: 9412, top1_acc: 0.9340, top5_acc: 0.9871, loss_cls: 0.2533, loss: 0.2533, grad_norm: 1.4137
2020-09-24 14:39:32,514 - mmaction - INFO - Epoch [123][60/75] lr: 4.701e-02, eta: 1:06:59, time: 0.937, data_time: 0.000, memory: 9412, top1_acc: 0.9363, top5_acc: 0.9855, loss_cls: 0.2417, loss: 0.2417, grad_norm: 1.4118
2020-09-24 14:40:20,068 - mmaction - INFO - Epoch [124][20/75] lr: 4.554e-02, eta: 1:06:26, time: 1.668, data_time: 0.722, memory: 9412, top1_acc: 0.9359, top5_acc: 0.9875, loss_cls: 0.2348, loss: 0.2348, grad_norm: 1.4089
2020-09-24 14:40:38,759 - mmaction - INFO - Epoch [124][40/75] lr: 4.554e-02, eta: 1:06:07, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.9344, top5_acc: 0.9852, loss_cls: 0.2350, loss: 0.2350, grad_norm: 1.4306
2020-09-24 14:40:57,551 - mmaction - INFO - Epoch [124][60/75] lr: 4.554e-02, eta: 1:05:49, time: 0.940, data_time: 0.001, memory: 9412, top1_acc: 0.9277, top5_acc: 0.9812, loss_cls: 0.2670, loss: 0.2670, grad_norm: 1.5615
2020-09-24 14:41:45,525 - mmaction - INFO - Epoch [125][20/75] lr: 4.408e-02, eta: 1:05:16, time: 1.684, data_time: 0.744, memory: 9412, top1_acc: 0.9305, top5_acc: 0.9777, loss_cls: 0.2678, loss: 0.2678, grad_norm: 1.4915
2020-09-24 14:42:04,143 - mmaction - INFO - Epoch [125][40/75] lr: 4.408e-02, eta: 1:04:57, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.9297, top5_acc: 0.9840, loss_cls: 0.2644, loss: 0.2644, grad_norm: 1.4027
2020-09-24 14:42:22,869 - mmaction - INFO - Epoch [125][60/75] lr: 4.408e-02, eta: 1:04:39, time: 0.936, data_time: 0.000, memory: 9412, top1_acc: 0.9238, top5_acc: 0.9812, loss_cls: 0.2736, loss: 0.2736, grad_norm: 1.4983
2020-09-24 14:42:37,139 - mmaction - INFO - Saving checkpoint at 125 epochs
2020-09-24 14:43:10,082 - mmaction - INFO - Epoch [126][20/75] lr: 4.264e-02, eta: 1:04:05, time: 1.595, data_time: 0.659, memory: 9412, top1_acc: 0.9355, top5_acc: 0.9875, loss_cls: 0.2286, loss: 0.2286, grad_norm: 1.3869
2020-09-24 14:43:28,681 - mmaction - INFO - Epoch [126][40/75] lr: 4.264e-02, eta: 1:03:47, time: 0.930, data_time: 0.000, memory: 9412, top1_acc: 0.9406, top5_acc: 0.9824, loss_cls: 0.2276, loss: 0.2276, grad_norm: 1.3455
2020-09-24 14:43:47,470 - mmaction - INFO - Epoch [126][60/75] lr: 4.264e-02, eta: 1:03:28, time: 0.939, data_time: 0.000, memory: 9412, top1_acc: 0.9375, top5_acc: 0.9887, loss_cls: 0.2357, loss: 0.2357, grad_norm: 1.3874
2020-09-24 14:44:35,682 - mmaction - INFO - Epoch [127][20/75] lr: 4.122e-02, eta: 1:02:56, time: 1.699, data_time: 0.746, memory: 9412, top1_acc: 0.9434, top5_acc: 0.9891, loss_cls: 0.2045, loss: 0.2045, grad_norm: 1.2713
2020-09-24 14:44:54,397 - mmaction - INFO - Epoch [127][40/75] lr: 4.122e-02, eta: 1:02:37, time: 0.936, data_time: 0.001, memory: 9412, top1_acc: 0.9340, top5_acc: 0.9824, loss_cls: 0.2343, loss: 0.2343, grad_norm: 1.4465
2020-09-24 14:45:13,057 - mmaction - INFO - Epoch [127][60/75] lr: 4.122e-02, eta: 1:02:18, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.9367, top5_acc: 0.9879, loss_cls: 0.2303, loss: 0.2303, grad_norm: 1.3364
2020-09-24 14:46:00,315 - mmaction - INFO - Epoch [128][20/75] lr: 3.982e-02, eta: 1:01:45, time: 1.652, data_time: 0.615, memory: 9412, top1_acc: 0.9422, top5_acc: 0.9898, loss_cls: 0.2078, loss: 0.2078, grad_norm: 1.3321
2020-09-24 14:46:18,946 - mmaction - INFO - Epoch [128][40/75] lr: 3.982e-02, eta: 1:01:27, time: 0.932, data_time: 0.001, memory: 9412, top1_acc: 0.9348, top5_acc: 0.9848, loss_cls: 0.2396, loss: 0.2396, grad_norm: 1.4495
2020-09-24 14:46:37,706 - mmaction - INFO - Epoch [128][60/75] lr: 3.982e-02, eta: 1:01:08, time: 0.938, data_time: 0.000, memory: 9412, top1_acc: 0.9422, top5_acc: 0.9883, loss_cls: 0.2170, loss: 0.2170, grad_norm: 1.4275
2020-09-24 14:47:24,977 - mmaction - INFO - Epoch [129][20/75] lr: 3.843e-02, eta: 1:00:35, time: 1.652, data_time: 0.712, memory: 9412, top1_acc: 0.9332, top5_acc: 0.9832, loss_cls: 0.2483, loss: 0.2483, grad_norm: 1.4759
2020-09-24 14:47:43,548 - mmaction - INFO - Epoch [129][40/75] lr: 3.843e-02, eta: 1:00:16, time: 0.929, data_time: 0.000, memory: 9412, top1_acc: 0.9324, top5_acc: 0.9879, loss_cls: 0.2296, loss: 0.2296, grad_norm: 1.4072
2020-09-24 14:48:02,176 - mmaction - INFO - Epoch [129][60/75] lr: 3.843e-02, eta: 0:59:58, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.9395, top5_acc: 0.9836, loss_cls: 0.2330, loss: 0.2330, grad_norm: 1.3964
2020-09-24 14:48:49,467 - mmaction - INFO - Epoch [130][20/75] lr: 3.707e-02, eta: 0:59:25, time: 1.655, data_time: 0.712, memory: 9412, top1_acc: 0.9398, top5_acc: 0.9863, loss_cls: 0.2106, loss: 0.2106, grad_norm: 1.4211
2020-09-24 14:49:08,044 - mmaction - INFO - Epoch [130][40/75] lr: 3.707e-02, eta: 0:59:06, time: 0.929, data_time: 0.000, memory: 9412, top1_acc: 0.9434, top5_acc: 0.9836, loss_cls: 0.2050, loss: 0.2050, grad_norm: 1.2945
2020-09-24 14:49:26,710 - mmaction - INFO - Epoch [130][60/75] lr: 3.707e-02, eta: 0:58:47, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.9391, top5_acc: 0.9828, loss_cls: 0.2248, loss: 0.2248, grad_norm: 1.4060
2020-09-24 14:49:40,913 - mmaction - INFO - Saving checkpoint at 130 epochs
2020-09-24 14:50:13,485 - mmaction - INFO - Epoch [131][20/75] lr: 3.572e-02, eta: 0:58:14, time: 1.573, data_time: 0.630, memory: 9412, top1_acc: 0.9430, top5_acc: 0.9848, loss_cls: 0.2169, loss: 0.2169, grad_norm: 1.3726
2020-09-24 14:50:32,152 - mmaction - INFO - Epoch [131][40/75] lr: 3.572e-02, eta: 0:57:55, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.9402, top5_acc: 0.9859, loss_cls: 0.2162, loss: 0.2162, grad_norm: 1.4260
2020-09-24 14:50:50,894 - mmaction - INFO - Epoch [131][60/75] lr: 3.572e-02, eta: 0:57:37, time: 0.937, data_time: 0.001, memory: 9412, top1_acc: 0.9391, top5_acc: 0.9836, loss_cls: 0.2291, loss: 0.2291, grad_norm: 1.3769
2020-09-24 14:51:38,722 - mmaction - INFO - Epoch [132][20/75] lr: 3.439e-02, eta: 0:57:04, time: 1.676, data_time: 0.736, memory: 9412, top1_acc: 0.9430, top5_acc: 0.9836, loss_cls: 0.2300, loss: 0.2300, grad_norm: 1.3316
2020-09-24 14:51:57,383 - mmaction - INFO - Epoch [132][40/75] lr: 3.439e-02, eta: 0:56:45, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.9379, top5_acc: 0.9812, loss_cls: 0.2325, loss: 0.2325, grad_norm: 1.3976
2020-09-24 14:52:16,098 - mmaction - INFO - Epoch [132][60/75] lr: 3.439e-02, eta: 0:56:26, time: 0.936, data_time: 0.001, memory: 9412, top1_acc: 0.9414, top5_acc: 0.9883, loss_cls: 0.2032, loss: 0.2032, grad_norm: 1.3851
2020-09-24 14:53:04,324 - mmaction - INFO - Epoch [133][20/75] lr: 3.309e-02, eta: 0:55:54, time: 1.700, data_time: 0.734, memory: 9412, top1_acc: 0.9531, top5_acc: 0.9910, loss_cls: 0.1709, loss: 0.1709, grad_norm: 1.2869
2020-09-24 14:53:22,951 - mmaction - INFO - Epoch [133][40/75] lr: 3.309e-02, eta: 0:55:35, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.9465, top5_acc: 0.9875, loss_cls: 0.2083, loss: 0.2083, grad_norm: 1.4229
2020-09-24 14:53:41,578 - mmaction - INFO - Epoch [133][60/75] lr: 3.309e-02, eta: 0:55:17, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.9539, top5_acc: 0.9871, loss_cls: 0.1818, loss: 0.1818, grad_norm: 1.2644
2020-09-24 14:54:28,765 - mmaction - INFO - Epoch [134][20/75] lr: 3.180e-02, eta: 0:54:44, time: 1.655, data_time: 0.713, memory: 9412, top1_acc: 0.9430, top5_acc: 0.9895, loss_cls: 0.2048, loss: 0.2048, grad_norm: 1.4223
2020-09-24 14:54:47,326 - mmaction - INFO - Epoch [134][40/75] lr: 3.180e-02, eta: 0:54:25, time: 0.928, data_time: 0.000, memory: 9412, top1_acc: 0.9422, top5_acc: 0.9859, loss_cls: 0.2199, loss: 0.2199, grad_norm: 1.3888
2020-09-24 14:55:05,987 - mmaction - INFO - Epoch [134][60/75] lr: 3.180e-02, eta: 0:54:06, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.9492, top5_acc: 0.9887, loss_cls: 0.1937, loss: 0.1937, grad_norm: 1.3053
2020-09-24 14:55:53,679 - mmaction - INFO - Epoch [135][20/75] lr: 3.053e-02, eta: 0:53:34, time: 1.676, data_time: 0.656, memory: 9412, top1_acc: 0.9504, top5_acc: 0.9895, loss_cls: 0.1785, loss: 0.1785, grad_norm: 1.3023
2020-09-24 14:56:12,391 - mmaction - INFO - Epoch [135][40/75] lr: 3.053e-02, eta: 0:53:15, time: 0.936, data_time: 0.001, memory: 9412, top1_acc: 0.9402, top5_acc: 0.9848, loss_cls: 0.2144, loss: 0.2144, grad_norm: 1.4766
2020-09-24 14:56:31,139 - mmaction - INFO - Epoch [135][60/75] lr: 3.053e-02, eta: 0:52:56, time: 0.937, data_time: 0.001, memory: 9412, top1_acc: 0.9422, top5_acc: 0.9852, loss_cls: 0.2293, loss: 0.2293, grad_norm: 1.4595
2020-09-24 14:56:45,376 - mmaction - INFO - Saving checkpoint at 135 epochs
2020-09-24 14:57:18,408 - mmaction - INFO - Epoch [136][20/75] lr: 2.929e-02, eta: 0:52:23, time: 1.596, data_time: 0.643, memory: 9412, top1_acc: 0.9492, top5_acc: 0.9895, loss_cls: 0.1787, loss: 0.1787, grad_norm: 1.3253
2020-09-24 14:57:36,970 - mmaction - INFO - Epoch [136][40/75] lr: 2.929e-02, eta: 0:52:04, time: 0.928, data_time: 0.000, memory: 9412, top1_acc: 0.9531, top5_acc: 0.9902, loss_cls: 0.1617, loss: 0.1617, grad_norm: 1.2477
2020-09-24 14:57:55,636 - mmaction - INFO - Epoch [136][60/75] lr: 2.929e-02, eta: 0:51:46, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.9457, top5_acc: 0.9867, loss_cls: 0.1970, loss: 0.1970, grad_norm: 1.3782
2020-09-24 14:58:43,149 - mmaction - INFO - Epoch [137][20/75] lr: 2.807e-02, eta: 0:51:13, time: 1.665, data_time: 0.717, memory: 9412, top1_acc: 0.9531, top5_acc: 0.9887, loss_cls: 0.1670, loss: 0.1670, grad_norm: 1.2352
2020-09-24 14:59:01,702 - mmaction - INFO - Epoch [137][40/75] lr: 2.807e-02, eta: 0:50:54, time: 0.928, data_time: 0.000, memory: 9412, top1_acc: 0.9516, top5_acc: 0.9848, loss_cls: 0.1930, loss: 0.1930, grad_norm: 1.3164
2020-09-24 14:59:20,282 - mmaction - INFO - Epoch [137][60/75] lr: 2.807e-02, eta: 0:50:35, time: 0.929, data_time: 0.000, memory: 9412, top1_acc: 0.9430, top5_acc: 0.9855, loss_cls: 0.2125, loss: 0.2125, grad_norm: 1.4526
2020-09-24 15:00:08,167 - mmaction - INFO - Epoch [138][20/75] lr: 2.686e-02, eta: 0:50:03, time: 1.686, data_time: 0.649, memory: 9412, top1_acc: 0.9473, top5_acc: 0.9859, loss_cls: 0.2004, loss: 0.2004, grad_norm: 1.3769
2020-09-24 15:00:26,859 - mmaction - INFO - Epoch [138][40/75] lr: 2.686e-02, eta: 0:49:44, time: 0.935, data_time: 0.001, memory: 9412, top1_acc: 0.9527, top5_acc: 0.9863, loss_cls: 0.1869, loss: 0.1869, grad_norm: 1.3553
2020-09-24 15:00:45,503 - mmaction - INFO - Epoch [138][60/75] lr: 2.686e-02, eta: 0:49:25, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.9383, top5_acc: 0.9836, loss_cls: 0.2286, loss: 0.2286, grad_norm: 1.5571
2020-09-24 15:01:33,866 - mmaction - INFO - Epoch [139][20/75] lr: 2.569e-02, eta: 0:48:53, time: 1.707, data_time: 0.620, memory: 9412, top1_acc: 0.9527, top5_acc: 0.9879, loss_cls: 0.1824, loss: 0.1824, grad_norm: 1.4111
2020-09-24 15:01:52,459 - mmaction - INFO - Epoch [139][40/75] lr: 2.569e-02, eta: 0:48:34, time: 0.930, data_time: 0.001, memory: 9412, top1_acc: 0.9496, top5_acc: 0.9887, loss_cls: 0.1790, loss: 0.1790, grad_norm: 1.3673
2020-09-24 15:02:11,102 - mmaction - INFO - Epoch [139][60/75] lr: 2.569e-02, eta: 0:48:15, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.9543, top5_acc: 0.9879, loss_cls: 0.1768, loss: 0.1768, grad_norm: 1.3175
2020-09-24 15:02:58,605 - mmaction - INFO - Epoch [140][20/75] lr: 2.453e-02, eta: 0:47:43, time: 1.663, data_time: 0.724, memory: 9412, top1_acc: 0.9508, top5_acc: 0.9906, loss_cls: 0.1786, loss: 0.1786, grad_norm: 1.2992
2020-09-24 15:03:17,260 - mmaction - INFO - Epoch [140][40/75] lr: 2.453e-02, eta: 0:47:24, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.9551, top5_acc: 0.9887, loss_cls: 0.1811, loss: 0.1811, grad_norm: 1.3012
2020-09-24 15:03:35,969 - mmaction - INFO - Epoch [140][60/75] lr: 2.453e-02, eta: 0:47:05, time: 0.936, data_time: 0.001, memory: 9412, top1_acc: 0.9520, top5_acc: 0.9902, loss_cls: 0.1738, loss: 0.1738, grad_norm: 1.2922
2020-09-24 15:03:50,185 - mmaction - INFO - Saving checkpoint at 140 epochs
2020-09-24 15:04:23,678 - mmaction - INFO - Epoch [141][20/75] lr: 2.340e-02, eta: 0:46:32, time: 1.618, data_time: 0.676, memory: 9412, top1_acc: 0.9480, top5_acc: 0.9895, loss_cls: 0.1819, loss: 0.1819, grad_norm: 1.4126
2020-09-24 15:04:42,267 - mmaction - INFO - Epoch [141][40/75] lr: 2.340e-02, eta: 0:46:14, time: 0.930, data_time: 0.001, memory: 9412, top1_acc: 0.9523, top5_acc: 0.9934, loss_cls: 0.1594, loss: 0.1594, grad_norm: 1.4821
2020-09-24 15:05:00,897 - mmaction - INFO - Epoch [141][60/75] lr: 2.340e-02, eta: 0:45:55, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.9574, top5_acc: 0.9902, loss_cls: 0.1571, loss: 0.1571, grad_norm: 1.2501
2020-09-24 15:05:47,948 - mmaction - INFO - Epoch [142][20/75] lr: 2.229e-02, eta: 0:45:22, time: 1.646, data_time: 0.641, memory: 9412, top1_acc: 0.9500, top5_acc: 0.9902, loss_cls: 0.1810, loss: 0.1810, grad_norm: 1.3567
2020-09-24 15:06:06,637 - mmaction - INFO - Epoch [142][40/75] lr: 2.229e-02, eta: 0:45:03, time: 0.934, data_time: 0.001, memory: 9412, top1_acc: 0.9488, top5_acc: 0.9879, loss_cls: 0.2007, loss: 0.2007, grad_norm: 1.4449
2020-09-24 15:06:25,295 - mmaction - INFO - Epoch [142][60/75] lr: 2.229e-02, eta: 0:44:44, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.9570, top5_acc: 0.9910, loss_cls: 0.1604, loss: 0.1604, grad_norm: 1.3425
2020-09-24 15:07:12,925 - mmaction - INFO - Epoch [143][20/75] lr: 2.120e-02, eta: 0:44:12, time: 1.670, data_time: 0.645, memory: 9412, top1_acc: 0.9543, top5_acc: 0.9906, loss_cls: 0.1580, loss: 0.1580, grad_norm: 1.2655
2020-09-24 15:07:31,560 - mmaction - INFO - Epoch [143][40/75] lr: 2.120e-02, eta: 0:43:53, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.9531, top5_acc: 0.9902, loss_cls: 0.1621, loss: 0.1621, grad_norm: 1.2902
2020-09-24 15:07:50,254 - mmaction - INFO - Epoch [143][60/75] lr: 2.120e-02, eta: 0:43:34, time: 0.935, data_time: 0.001, memory: 9412, top1_acc: 0.9574, top5_acc: 0.9891, loss_cls: 0.1678, loss: 0.1678, grad_norm: 1.3036
2020-09-24 15:08:37,666 - mmaction - INFO - Epoch [144][20/75] lr: 2.014e-02, eta: 0:43:02, time: 1.654, data_time: 0.717, memory: 9412, top1_acc: 0.9637, top5_acc: 0.9930, loss_cls: 0.1336, loss: 0.1336, grad_norm: 1.2101
2020-09-24 15:08:56,370 - mmaction - INFO - Epoch [144][40/75] lr: 2.014e-02, eta: 0:42:43, time: 0.935, data_time: 0.001, memory: 9412, top1_acc: 0.9563, top5_acc: 0.9902, loss_cls: 0.1548, loss: 0.1548, grad_norm: 1.2689
2020-09-24 15:09:15,070 - mmaction - INFO - Epoch [144][60/75] lr: 2.014e-02, eta: 0:42:24, time: 0.935, data_time: 0.001, memory: 9412, top1_acc: 0.9609, top5_acc: 0.9906, loss_cls: 0.1557, loss: 0.1557, grad_norm: 1.3156
2020-09-24 15:10:03,016 - mmaction - INFO - Epoch [145][20/75] lr: 1.910e-02, eta: 0:41:51, time: 1.684, data_time: 0.746, memory: 9412, top1_acc: 0.9520, top5_acc: 0.9906, loss_cls: 0.1661, loss: 0.1661, grad_norm: 1.3130
2020-09-24 15:10:21,688 - mmaction - INFO - Epoch [145][40/75] lr: 1.910e-02, eta: 0:41:33, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.9602, top5_acc: 0.9910, loss_cls: 0.1555, loss: 0.1555, grad_norm: 1.2946
2020-09-24 15:10:40,378 - mmaction - INFO - Epoch [145][60/75] lr: 1.910e-02, eta: 0:41:14, time: 0.935, data_time: 0.001, memory: 9412, top1_acc: 0.9559, top5_acc: 0.9906, loss_cls: 0.1615, loss: 0.1615, grad_norm: 1.3316
2020-09-24 15:10:54,664 - mmaction - INFO - Saving checkpoint at 145 epochs
2020-09-24 15:11:27,710 - mmaction - INFO - Epoch [146][20/75] lr: 1.808e-02, eta: 0:40:41, time: 1.598, data_time: 0.656, memory: 9412, top1_acc: 0.9547, top5_acc: 0.9906, loss_cls: 0.1629, loss: 0.1629, grad_norm: 1.3921
2020-09-24 15:11:46,376 - mmaction - INFO - Epoch [146][40/75] lr: 1.808e-02, eta: 0:40:22, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.9547, top5_acc: 0.9906, loss_cls: 0.1612, loss: 0.1612, grad_norm: 1.3977
2020-09-24 15:12:05,162 - mmaction - INFO - Epoch [146][60/75] lr: 1.808e-02, eta: 0:40:03, time: 0.939, data_time: 0.001, memory: 9412, top1_acc: 0.9539, top5_acc: 0.9895, loss_cls: 0.1591, loss: 0.1591, grad_norm: 1.3145
2020-09-24 15:12:52,260 - mmaction - INFO - Epoch [147][20/75] lr: 1.710e-02, eta: 0:39:31, time: 1.641, data_time: 0.697, memory: 9412, top1_acc: 0.9563, top5_acc: 0.9898, loss_cls: 0.1639, loss: 0.1639, grad_norm: 1.2594
2020-09-24 15:13:10,897 - mmaction - INFO - Epoch [147][40/75] lr: 1.710e-02, eta: 0:39:12, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.9598, top5_acc: 0.9922, loss_cls: 0.1555, loss: 0.1555, grad_norm: 1.3148
2020-09-24 15:13:29,627 - mmaction - INFO - Epoch [147][60/75] lr: 1.710e-02, eta: 0:38:53, time: 0.936, data_time: 0.000, memory: 9412, top1_acc: 0.9531, top5_acc: 0.9875, loss_cls: 0.1758, loss: 0.1758, grad_norm: 1.3474
2020-09-24 15:14:16,977 - mmaction - INFO - Epoch [148][20/75] lr: 1.613e-02, eta: 0:38:20, time: 1.657, data_time: 0.719, memory: 9412, top1_acc: 0.9559, top5_acc: 0.9922, loss_cls: 0.1528, loss: 0.1528, grad_norm: 1.3610
2020-09-24 15:14:35,654 - mmaction - INFO - Epoch [148][40/75] lr: 1.613e-02, eta: 0:38:02, time: 0.934, data_time: 0.001, memory: 9412, top1_acc: 0.9582, top5_acc: 0.9930, loss_cls: 0.1406, loss: 0.1406, grad_norm: 1.2335
2020-09-24 15:14:54,327 - mmaction - INFO - Epoch [148][60/75] lr: 1.613e-02, eta: 0:37:43, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.9660, top5_acc: 0.9934, loss_cls: 0.1338, loss: 0.1338, grad_norm: 1.2309
2020-09-24 15:15:41,741 - mmaction - INFO - Epoch [149][20/75] lr: 1.520e-02, eta: 0:37:10, time: 1.659, data_time: 0.721, memory: 9412, top1_acc: 0.9563, top5_acc: 0.9879, loss_cls: 0.1684, loss: 0.1684, grad_norm: 1.3711
2020-09-24 15:16:00,365 - mmaction - INFO - Epoch [149][40/75] lr: 1.520e-02, eta: 0:36:51, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.9660, top5_acc: 0.9906, loss_cls: 0.1487, loss: 0.1487, grad_norm: 1.2434
2020-09-24 15:16:19,010 - mmaction - INFO - Epoch [149][60/75] lr: 1.520e-02, eta: 0:36:33, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.9531, top5_acc: 0.9887, loss_cls: 0.1692, loss: 0.1692, grad_norm: 1.3991
2020-09-24 15:17:06,130 - mmaction - INFO - Epoch [150][20/75] lr: 1.428e-02, eta: 0:36:00, time: 1.641, data_time: 0.706, memory: 9412, top1_acc: 0.9676, top5_acc: 0.9914, loss_cls: 0.1321, loss: 0.1321, grad_norm: 1.2315
2020-09-24 15:17:24,719 - mmaction - INFO - Epoch [150][40/75] lr: 1.428e-02, eta: 0:35:41, time: 0.929, data_time: 0.000, memory: 9412, top1_acc: 0.9543, top5_acc: 0.9875, loss_cls: 0.1676, loss: 0.1676, grad_norm: 1.3203
2020-09-24 15:17:43,403 - mmaction - INFO - Epoch [150][60/75] lr: 1.428e-02, eta: 0:35:22, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.9645, top5_acc: 0.9918, loss_cls: 0.1373, loss: 0.1373, grad_norm: 1.2989
2020-09-24 15:17:57,606 - mmaction - INFO - Saving checkpoint at 150 epochs
2020-09-24 15:18:30,674 - mmaction - INFO - Epoch [151][20/75] lr: 1.340e-02, eta: 0:34:49, time: 1.596, data_time: 0.649, memory: 9412, top1_acc: 0.9645, top5_acc: 0.9902, loss_cls: 0.1344, loss: 0.1344, grad_norm: 1.2254
2020-09-24 15:18:49,290 - mmaction - INFO - Epoch [151][40/75] lr: 1.340e-02, eta: 0:34:31, time: 0.930, data_time: 0.000, memory: 9412, top1_acc: 0.9648, top5_acc: 0.9910, loss_cls: 0.1353, loss: 0.1353, grad_norm: 1.3062
2020-09-24 15:19:07,977 - mmaction - INFO - Epoch [151][60/75] lr: 1.340e-02, eta: 0:34:12, time: 0.934, data_time: 0.001, memory: 9412, top1_acc: 0.9637, top5_acc: 0.9895, loss_cls: 0.1438, loss: 0.1438, grad_norm: 1.2463
2020-09-24 15:19:55,234 - mmaction - INFO - Epoch [152][20/75] lr: 1.254e-02, eta: 0:33:39, time: 1.654, data_time: 0.715, memory: 9412, top1_acc: 0.9574, top5_acc: 0.9922, loss_cls: 0.1481, loss: 0.1481, grad_norm: 1.3537
2020-09-24 15:20:13,894 - mmaction - INFO - Epoch [152][40/75] lr: 1.254e-02, eta: 0:33:20, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.9688, top5_acc: 0.9945, loss_cls: 0.1197, loss: 0.1197, grad_norm: 1.1683
2020-09-24 15:20:32,684 - mmaction - INFO - Epoch [152][60/75] lr: 1.254e-02, eta: 0:33:02, time: 0.939, data_time: 0.000, memory: 9412, top1_acc: 0.9629, top5_acc: 0.9922, loss_cls: 0.1371, loss: 0.1371, grad_norm: 1.2146
2020-09-24 15:21:20,721 - mmaction - INFO - Epoch [153][20/75] lr: 1.171e-02, eta: 0:32:29, time: 1.687, data_time: 0.740, memory: 9412, top1_acc: 0.9652, top5_acc: 0.9926, loss_cls: 0.1239, loss: 0.1239, grad_norm: 1.2049
2020-09-24 15:21:39,263 - mmaction - INFO - Epoch [153][40/75] lr: 1.171e-02, eta: 0:32:10, time: 0.927, data_time: 0.000, memory: 9412, top1_acc: 0.9641, top5_acc: 0.9898, loss_cls: 0.1426, loss: 0.1426, grad_norm: 1.2584
2020-09-24 15:21:57,929 - mmaction - INFO - Epoch [153][60/75] lr: 1.171e-02, eta: 0:31:51, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.9609, top5_acc: 0.9918, loss_cls: 0.1365, loss: 0.1365, grad_norm: 1.2616
2020-09-24 15:22:45,695 - mmaction - INFO - Epoch [154][20/75] lr: 1.090e-02, eta: 0:31:19, time: 1.678, data_time: 0.730, memory: 9412, top1_acc: 0.9625, top5_acc: 0.9934, loss_cls: 0.1306, loss: 0.1306, grad_norm: 1.2512
2020-09-24 15:23:04,360 - mmaction - INFO - Epoch [154][40/75] lr: 1.090e-02, eta: 0:31:00, time: 0.934, data_time: 0.001, memory: 9412, top1_acc: 0.9613, top5_acc: 0.9926, loss_cls: 0.1407, loss: 0.1407, grad_norm: 1.2774
2020-09-24 15:23:23,006 - mmaction - INFO - Epoch [154][60/75] lr: 1.090e-02, eta: 0:30:41, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.9656, top5_acc: 0.9930, loss_cls: 0.1365, loss: 0.1365, grad_norm: 1.2504
2020-09-24 15:24:10,509 - mmaction - INFO - Epoch [155][20/75] lr: 1.012e-02, eta: 0:30:08, time: 1.664, data_time: 0.590, memory: 9412, top1_acc: 0.9680, top5_acc: 0.9953, loss_cls: 0.1185, loss: 0.1185, grad_norm: 1.1779
2020-09-24 15:24:29,176 - mmaction - INFO - Epoch [155][40/75] lr: 1.012e-02, eta: 0:29:50, time: 0.934, data_time: 0.001, memory: 9412, top1_acc: 0.9660, top5_acc: 0.9902, loss_cls: 0.1231, loss: 0.1231, grad_norm: 1.1686
2020-09-24 15:24:47,851 - mmaction - INFO - Epoch [155][60/75] lr: 1.012e-02, eta: 0:29:31, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.9637, top5_acc: 0.9926, loss_cls: 0.1323, loss: 0.1323, grad_norm: 1.2131
2020-09-24 15:25:02,062 - mmaction - INFO - Saving checkpoint at 155 epochs
2020-09-24 15:25:34,667 - mmaction - INFO - Epoch [156][20/75] lr: 9.369e-03, eta: 0:28:58, time: 1.576, data_time: 0.636, memory: 9412, top1_acc: 0.9602, top5_acc: 0.9898, loss_cls: 0.1456, loss: 0.1456, grad_norm: 1.2762
2020-09-24 15:25:53,300 - mmaction - INFO - Epoch [156][40/75] lr: 9.369e-03, eta: 0:28:39, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.9641, top5_acc: 0.9895, loss_cls: 0.1414, loss: 0.1414, grad_norm: 1.3012
2020-09-24 15:26:12,007 - mmaction - INFO - Epoch [156][60/75] lr: 9.369e-03, eta: 0:28:20, time: 0.936, data_time: 0.001, memory: 9412, top1_acc: 0.9660, top5_acc: 0.9941, loss_cls: 0.1297, loss: 0.1297, grad_norm: 1.2704
2020-09-24 15:26:59,125 - mmaction - INFO - Epoch [157][20/75] lr: 8.645e-03, eta: 0:27:48, time: 1.645, data_time: 0.637, memory: 9412, top1_acc: 0.9582, top5_acc: 0.9926, loss_cls: 0.1519, loss: 0.1519, grad_norm: 1.3649
2020-09-24 15:27:17,822 - mmaction - INFO - Epoch [157][40/75] lr: 8.645e-03, eta: 0:27:29, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.9633, top5_acc: 0.9930, loss_cls: 0.1219, loss: 0.1219, grad_norm: 1.1909
2020-09-24 15:27:36,546 - mmaction - INFO - Epoch [157][60/75] lr: 8.645e-03, eta: 0:27:10, time: 0.936, data_time: 0.001, memory: 9412, top1_acc: 0.9695, top5_acc: 0.9941, loss_cls: 0.1105, loss: 0.1105, grad_norm: 1.1255
2020-09-24 15:28:24,768 - mmaction - INFO - Epoch [158][20/75] lr: 7.950e-03, eta: 0:26:37, time: 1.698, data_time: 0.741, memory: 9412, top1_acc: 0.9664, top5_acc: 0.9930, loss_cls: 0.1290, loss: 0.1290, grad_norm: 1.3117
2020-09-24 15:28:43,406 - mmaction - INFO - Epoch [158][40/75] lr: 7.950e-03, eta: 0:26:19, time: 0.932, data_time: 0.001, memory: 9412, top1_acc: 0.9609, top5_acc: 0.9895, loss_cls: 0.1465, loss: 0.1465, grad_norm: 1.2946
2020-09-24 15:29:02,065 - mmaction - INFO - Epoch [158][60/75] lr: 7.950e-03, eta: 0:26:00, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.9629, top5_acc: 0.9910, loss_cls: 0.1371, loss: 0.1371, grad_norm: 1.2008
2020-09-24 15:29:49,059 - mmaction - INFO - Epoch [159][20/75] lr: 7.282e-03, eta: 0:25:27, time: 1.638, data_time: 0.662, memory: 9412, top1_acc: 0.9656, top5_acc: 0.9887, loss_cls: 0.1398, loss: 0.1398, grad_norm: 1.2409
2020-09-24 15:30:07,650 - mmaction - INFO - Epoch [159][40/75] lr: 7.282e-03, eta: 0:25:08, time: 0.929, data_time: 0.000, memory: 9412, top1_acc: 0.9695, top5_acc: 0.9938, loss_cls: 0.1133, loss: 0.1133, grad_norm: 1.1703
2020-09-24 15:30:26,299 - mmaction - INFO - Epoch [159][60/75] lr: 7.282e-03, eta: 0:24:50, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.9691, top5_acc: 0.9918, loss_cls: 0.1182, loss: 0.1182, grad_norm: 1.1768
2020-09-24 15:31:13,173 - mmaction - INFO - Epoch [160][20/75] lr: 6.642e-03, eta: 0:24:17, time: 1.633, data_time: 0.697, memory: 9412, top1_acc: 0.9668, top5_acc: 0.9918, loss_cls: 0.1274, loss: 0.1274, grad_norm: 1.2719
2020-09-24 15:31:31,814 - mmaction - INFO - Epoch [160][40/75] lr: 6.642e-03, eta: 0:23:58, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.9703, top5_acc: 0.9949, loss_cls: 0.1144, loss: 0.1144, grad_norm: 1.1196
2020-09-24 15:31:50,551 - mmaction - INFO - Epoch [160][60/75] lr: 6.642e-03, eta: 0:23:39, time: 0.937, data_time: 0.000, memory: 9412, top1_acc: 0.9656, top5_acc: 0.9949, loss_cls: 0.1222, loss: 0.1222, grad_norm: 1.2027
2020-09-24 15:32:04,762 - mmaction - INFO - Saving checkpoint at 160 epochs
2020-09-24 15:32:36,669 - mmaction - INFO - Epoch [161][20/75] lr: 6.031e-03, eta: 0:23:06, time: 1.540, data_time: 0.608, memory: 9412, top1_acc: 0.9738, top5_acc: 0.9953, loss_cls: 0.1064, loss: 0.1064, grad_norm: 1.0816
2020-09-24 15:32:55,267 - mmaction - INFO - Epoch [161][40/75] lr: 6.031e-03, eta: 0:22:48, time: 0.930, data_time: 0.000, memory: 9412, top1_acc: 0.9691, top5_acc: 0.9934, loss_cls: 0.1134, loss: 0.1134, grad_norm: 1.1772
2020-09-24 15:33:13,920 - mmaction - INFO - Epoch [161][60/75] lr: 6.031e-03, eta: 0:22:29, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.9730, top5_acc: 0.9941, loss_cls: 0.1081, loss: 0.1081, grad_norm: 1.1160
2020-09-24 15:34:01,198 - mmaction - INFO - Epoch [162][20/75] lr: 5.448e-03, eta: 0:21:56, time: 1.653, data_time: 0.697, memory: 9412, top1_acc: 0.9707, top5_acc: 0.9949, loss_cls: 0.1094, loss: 0.1094, grad_norm: 1.1688
2020-09-24 15:34:19,897 - mmaction - INFO - Epoch [162][40/75] lr: 5.448e-03, eta: 0:21:37, time: 0.935, data_time: 0.001, memory: 9412, top1_acc: 0.9703, top5_acc: 0.9926, loss_cls: 0.1189, loss: 0.1189, grad_norm: 1.1878
2020-09-24 15:34:38,662 - mmaction - INFO - Epoch [162][60/75] lr: 5.448e-03, eta: 0:21:19, time: 0.938, data_time: 0.001, memory: 9412, top1_acc: 0.9637, top5_acc: 0.9922, loss_cls: 0.1280, loss: 0.1280, grad_norm: 1.2620
2020-09-24 15:35:26,038 - mmaction - INFO - Epoch [163][20/75] lr: 4.894e-03, eta: 0:20:46, time: 1.655, data_time: 0.705, memory: 9412, top1_acc: 0.9672, top5_acc: 0.9977, loss_cls: 0.1126, loss: 0.1126, grad_norm: 1.2626
2020-09-24 15:35:44,671 - mmaction - INFO - Epoch [163][40/75] lr: 4.894e-03, eta: 0:20:27, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.9699, top5_acc: 0.9922, loss_cls: 0.1241, loss: 0.1241, grad_norm: 1.2088
2020-09-24 15:36:03,324 - mmaction - INFO - Epoch [163][60/75] lr: 4.894e-03, eta: 0:20:08, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.9660, top5_acc: 0.9922, loss_cls: 0.1349, loss: 0.1349, grad_norm: 1.2837
2020-09-24 15:36:50,298 - mmaction - INFO - Epoch [164][20/75] lr: 4.370e-03, eta: 0:19:35, time: 1.638, data_time: 0.612, memory: 9412, top1_acc: 0.9699, top5_acc: 0.9926, loss_cls: 0.1147, loss: 0.1147, grad_norm: 1.1636
2020-09-24 15:37:08,899 - mmaction - INFO - Epoch [164][40/75] lr: 4.370e-03, eta: 0:19:17, time: 0.930, data_time: 0.000, memory: 9412, top1_acc: 0.9723, top5_acc: 0.9930, loss_cls: 0.1153, loss: 0.1153, grad_norm: 1.1330
2020-09-24 15:37:27,562 - mmaction - INFO - Epoch [164][60/75] lr: 4.370e-03, eta: 0:18:58, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.9664, top5_acc: 0.9910, loss_cls: 0.1318, loss: 0.1318, grad_norm: 1.2514
2020-09-24 15:38:14,667 - mmaction - INFO - Epoch [165][20/75] lr: 3.874e-03, eta: 0:18:25, time: 1.646, data_time: 0.672, memory: 9412, top1_acc: 0.9688, top5_acc: 0.9945, loss_cls: 0.1147, loss: 0.1147, grad_norm: 1.2087
2020-09-24 15:38:33,332 - mmaction - INFO - Epoch [165][40/75] lr: 3.874e-03, eta: 0:18:06, time: 0.934, data_time: 0.001, memory: 9412, top1_acc: 0.9676, top5_acc: 0.9934, loss_cls: 0.1177, loss: 0.1177, grad_norm: 1.2058
2020-09-24 15:38:51,986 - mmaction - INFO - Epoch [165][60/75] lr: 3.874e-03, eta: 0:17:48, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.9672, top5_acc: 0.9930, loss_cls: 0.1236, loss: 0.1236, grad_norm: 1.2174
2020-09-24 15:39:06,233 - mmaction - INFO - Saving checkpoint at 165 epochs
2020-09-24 15:39:39,189 - mmaction - INFO - Epoch [166][20/75] lr: 3.407e-03, eta: 0:17:15, time: 1.594, data_time: 0.651, memory: 9412, top1_acc: 0.9738, top5_acc: 0.9949, loss_cls: 0.1056, loss: 0.1056, grad_norm: 1.0634
2020-09-24 15:39:57,851 - mmaction - INFO - Epoch [166][40/75] lr: 3.407e-03, eta: 0:16:56, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.9641, top5_acc: 0.9914, loss_cls: 0.1332, loss: 0.1332, grad_norm: 1.2900
2020-09-24 15:40:16,587 - mmaction - INFO - Epoch [166][60/75] lr: 3.407e-03, eta: 0:16:37, time: 0.937, data_time: 0.001, memory: 9412, top1_acc: 0.9652, top5_acc: 0.9953, loss_cls: 0.1200, loss: 0.1200, grad_norm: 1.2323
2020-09-24 15:41:04,628 - mmaction - INFO - Epoch [167][20/75] lr: 2.970e-03, eta: 0:16:05, time: 1.691, data_time: 0.746, memory: 9412, top1_acc: 0.9676, top5_acc: 0.9910, loss_cls: 0.1249, loss: 0.1249, grad_norm: 1.1805
2020-09-24 15:41:23,341 - mmaction - INFO - Epoch [167][40/75] lr: 2.970e-03, eta: 0:15:46, time: 0.936, data_time: 0.001, memory: 9412, top1_acc: 0.9668, top5_acc: 0.9914, loss_cls: 0.1234, loss: 0.1234, grad_norm: 1.1912
2020-09-24 15:41:42,056 - mmaction - INFO - Epoch [167][60/75] lr: 2.970e-03, eta: 0:15:27, time: 0.936, data_time: 0.001, memory: 9412, top1_acc: 0.9676, top5_acc: 0.9902, loss_cls: 0.1295, loss: 0.1295, grad_norm: 1.1806
2020-09-24 15:42:29,632 - mmaction - INFO - Epoch [168][20/75] lr: 2.563e-03, eta: 0:14:54, time: 1.665, data_time: 0.724, memory: 9412, top1_acc: 0.9750, top5_acc: 0.9938, loss_cls: 0.1005, loss: 0.1005, grad_norm: 1.0480
2020-09-24 15:42:48,287 - mmaction - INFO - Epoch [168][40/75] lr: 2.563e-03, eta: 0:14:36, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.9723, top5_acc: 0.9941, loss_cls: 0.1044, loss: 0.1044, grad_norm: 1.2176
2020-09-24 15:43:07,067 - mmaction - INFO - Epoch [168][60/75] lr: 2.563e-03, eta: 0:14:17, time: 0.939, data_time: 0.000, memory: 9412, top1_acc: 0.9727, top5_acc: 0.9926, loss_cls: 0.0990, loss: 0.0990, grad_norm: 1.0271
2020-09-24 15:43:54,923 - mmaction - INFO - Epoch [169][20/75] lr: 2.185e-03, eta: 0:13:44, time: 1.679, data_time: 0.717, memory: 9412, top1_acc: 0.9703, top5_acc: 0.9938, loss_cls: 0.1113, loss: 0.1113, grad_norm: 1.1447
2020-09-24 15:44:13,518 - mmaction - INFO - Epoch [169][40/75] lr: 2.185e-03, eta: 0:13:25, time: 0.930, data_time: 0.000, memory: 9412, top1_acc: 0.9680, top5_acc: 0.9918, loss_cls: 0.1144, loss: 0.1144, grad_norm: 1.2064
2020-09-24 15:44:32,301 - mmaction - INFO - Epoch [169][60/75] lr: 2.185e-03, eta: 0:13:07, time: 0.939, data_time: 0.000, memory: 9412, top1_acc: 0.9605, top5_acc: 0.9906, loss_cls: 0.1416, loss: 0.1416, grad_norm: 1.3644
2020-09-24 15:45:18,475 - mmaction - INFO - Epoch [170][20/75] lr: 1.837e-03, eta: 0:12:34, time: 1.600, data_time: 0.645, memory: 9412, top1_acc: 0.9684, top5_acc: 0.9938, loss_cls: 0.1115, loss: 0.1115, grad_norm: 1.1763
2020-09-24 15:45:37,123 - mmaction - INFO - Epoch [170][40/75] lr: 1.837e-03, eta: 0:12:15, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.9676, top5_acc: 0.9930, loss_cls: 0.1173, loss: 0.1173, grad_norm: 1.2562
2020-09-24 15:45:55,775 - mmaction - INFO - Epoch [170][60/75] lr: 1.837e-03, eta: 0:11:56, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.9645, top5_acc: 0.9918, loss_cls: 0.1248, loss: 0.1248, grad_norm: 1.1910
2020-09-24 15:46:09,987 - mmaction - INFO - Saving checkpoint at 170 epochs
2020-09-24 15:46:43,093 - mmaction - INFO - Epoch [171][20/75] lr: 1.519e-03, eta: 0:11:23, time: 1.598, data_time: 0.651, memory: 9412, top1_acc: 0.9715, top5_acc: 0.9926, loss_cls: 0.1114, loss: 0.1114, grad_norm: 1.1281
2020-09-24 15:47:01,691 - mmaction - INFO - Epoch [171][40/75] lr: 1.519e-03, eta: 0:11:05, time: 0.930, data_time: 0.001, memory: 9412, top1_acc: 0.9680, top5_acc: 0.9934, loss_cls: 0.1146, loss: 0.1146, grad_norm: 1.2488
2020-09-24 15:47:20,365 - mmaction - INFO - Epoch [171][60/75] lr: 1.519e-03, eta: 0:10:46, time: 0.934, data_time: 0.001, memory: 9412, top1_acc: 0.9680, top5_acc: 0.9930, loss_cls: 0.1191, loss: 0.1191, grad_norm: 1.2275
2020-09-24 15:48:07,924 - mmaction - INFO - Epoch [172][20/75] lr: 1.231e-03, eta: 0:10:13, time: 1.668, data_time: 0.709, memory: 9412, top1_acc: 0.9707, top5_acc: 0.9914, loss_cls: 0.1231, loss: 0.1231, grad_norm: 1.1988
2020-09-24 15:48:26,509 - mmaction - INFO - Epoch [172][40/75] lr: 1.231e-03, eta: 0:09:54, time: 0.929, data_time: 0.000, memory: 9412, top1_acc: 0.9660, top5_acc: 0.9941, loss_cls: 0.1186, loss: 0.1186, grad_norm: 1.2145
2020-09-24 15:48:45,151 - mmaction - INFO - Epoch [172][60/75] lr: 1.231e-03, eta: 0:09:36, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.9723, top5_acc: 0.9973, loss_cls: 0.0939, loss: 0.0939, grad_norm: 1.1314
2020-09-24 15:49:33,206 - mmaction - INFO - Epoch [173][20/75] lr: 9.732e-04, eta: 0:09:03, time: 1.691, data_time: 0.750, memory: 9412, top1_acc: 0.9727, top5_acc: 0.9930, loss_cls: 0.1033, loss: 0.1033, grad_norm: 1.0750
2020-09-24 15:49:51,838 - mmaction - INFO - Epoch [173][40/75] lr: 9.732e-04, eta: 0:08:44, time: 0.932, data_time: 0.001, memory: 9412, top1_acc: 0.9684, top5_acc: 0.9926, loss_cls: 0.1159, loss: 0.1159, grad_norm: 1.1610
2020-09-24 15:50:10,555 - mmaction - INFO - Epoch [173][60/75] lr: 9.732e-04, eta: 0:08:25, time: 0.936, data_time: 0.001, memory: 9412, top1_acc: 0.9730, top5_acc: 0.9957, loss_cls: 0.0926, loss: 0.0926, grad_norm: 1.1386
2020-09-24 15:50:57,678 - mmaction - INFO - Epoch [174][20/75] lr: 7.454e-04, eta: 0:07:53, time: 1.643, data_time: 0.706, memory: 9412, top1_acc: 0.9645, top5_acc: 0.9926, loss_cls: 0.1202, loss: 0.1202, grad_norm: 1.2888
2020-09-24 15:51:16,263 - mmaction - INFO - Epoch [174][40/75] lr: 7.454e-04, eta: 0:07:34, time: 0.929, data_time: 0.000, memory: 9412, top1_acc: 0.9738, top5_acc: 0.9930, loss_cls: 0.1175, loss: 0.1175, grad_norm: 1.2049
2020-09-24 15:51:35,017 - mmaction - INFO - Epoch [174][60/75] lr: 7.454e-04, eta: 0:07:15, time: 0.937, data_time: 0.000, memory: 9412, top1_acc: 0.9664, top5_acc: 0.9941, loss_cls: 0.1165, loss: 0.1165, grad_norm: 1.2456
2020-09-24 15:52:22,067 - mmaction - INFO - Epoch [175][20/75] lr: 5.478e-04, eta: 0:06:42, time: 1.642, data_time: 0.668, memory: 9412, top1_acc: 0.9719, top5_acc: 0.9930, loss_cls: 0.1059, loss: 0.1059, grad_norm: 1.1023
2020-09-24 15:52:40,778 - mmaction - INFO - Epoch [175][40/75] lr: 5.478e-04, eta: 0:06:24, time: 0.936, data_time: 0.001, memory: 9412, top1_acc: 0.9672, top5_acc: 0.9930, loss_cls: 0.1248, loss: 0.1248, grad_norm: 1.2722
2020-09-24 15:52:59,518 - mmaction - INFO - Epoch [175][60/75] lr: 5.478e-04, eta: 0:06:05, time: 0.937, data_time: 0.001, memory: 9412, top1_acc: 0.9719, top5_acc: 0.9934, loss_cls: 0.1198, loss: 0.1198, grad_norm: 1.1835
2020-09-24 15:53:13,793 - mmaction - INFO - Saving checkpoint at 175 epochs
2020-09-24 15:53:46,400 - mmaction - INFO - Epoch [176][20/75] lr: 3.805e-04, eta: 0:05:32, time: 1.576, data_time: 0.631, memory: 9412, top1_acc: 0.9660, top5_acc: 0.9957, loss_cls: 0.1136, loss: 0.1136, grad_norm: 1.2674
2020-09-24 15:54:04,979 - mmaction - INFO - Epoch [176][40/75] lr: 3.805e-04, eta: 0:05:13, time: 0.929, data_time: 0.000, memory: 9412, top1_acc: 0.9715, top5_acc: 0.9930, loss_cls: 0.1029, loss: 0.1029, grad_norm: 1.1109
2020-09-24 15:54:23,639 - mmaction - INFO - Epoch [176][60/75] lr: 3.805e-04, eta: 0:04:55, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.9656, top5_acc: 0.9910, loss_cls: 0.1285, loss: 0.1285, grad_norm: 1.3536
2020-09-24 15:55:10,398 - mmaction - INFO - Epoch [177][20/75] lr: 2.436e-04, eta: 0:04:22, time: 1.625, data_time: 0.618, memory: 9412, top1_acc: 0.9613, top5_acc: 0.9922, loss_cls: 0.1287, loss: 0.1287, grad_norm: 1.2455
2020-09-24 15:55:29,119 - mmaction - INFO - Epoch [177][40/75] lr: 2.436e-04, eta: 0:04:03, time: 0.936, data_time: 0.000, memory: 9412, top1_acc: 0.9680, top5_acc: 0.9898, loss_cls: 0.1363, loss: 0.1363, grad_norm: 1.3058
2020-09-24 15:55:47,800 - mmaction - INFO - Epoch [177][60/75] lr: 2.436e-04, eta: 0:03:44, time: 0.934, data_time: 0.001, memory: 9412, top1_acc: 0.9695, top5_acc: 0.9938, loss_cls: 0.1090, loss: 0.1090, grad_norm: 1.1643
2020-09-24 15:56:35,102 - mmaction - INFO - Epoch [178][20/75] lr: 1.370e-04, eta: 0:03:12, time: 1.653, data_time: 0.681, memory: 9412, top1_acc: 0.9746, top5_acc: 0.9938, loss_cls: 0.1034, loss: 0.1034, grad_norm: 1.0889
2020-09-24 15:56:53,800 - mmaction - INFO - Epoch [178][40/75] lr: 1.370e-04, eta: 0:02:53, time: 0.935, data_time: 0.001, memory: 9412, top1_acc: 0.9762, top5_acc: 0.9953, loss_cls: 0.0956, loss: 0.0956, grad_norm: 1.0755
2020-09-24 15:57:12,479 - mmaction - INFO - Epoch [178][60/75] lr: 1.370e-04, eta: 0:02:34, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.9715, top5_acc: 0.9926, loss_cls: 0.1031, loss: 0.1031, grad_norm: 1.1784
2020-09-24 15:58:00,692 - mmaction - INFO - Epoch [179][20/75] lr: 6.092e-05, eta: 0:02:01, time: 1.699, data_time: 0.711, memory: 9412, top1_acc: 0.9688, top5_acc: 0.9938, loss_cls: 0.1200, loss: 0.1200, grad_norm: 1.2142
2020-09-24 15:58:19,356 - mmaction - INFO - Epoch [179][40/75] lr: 6.092e-05, eta: 0:01:43, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.9668, top5_acc: 0.9926, loss_cls: 0.1229, loss: 0.1229, grad_norm: 1.1997
2020-09-24 15:58:38,107 - mmaction - INFO - Epoch [179][60/75] lr: 6.092e-05, eta: 0:01:24, time: 0.937, data_time: 0.000, memory: 9412, top1_acc: 0.9676, top5_acc: 0.9918, loss_cls: 0.1184, loss: 0.1184, grad_norm: 1.2231
2020-09-24 15:59:25,881 - mmaction - INFO - Epoch [180][20/75] lr: 1.523e-05, eta: 0:00:51, time: 1.678, data_time: 0.699, memory: 9412, top1_acc: 0.9699, top5_acc: 0.9938, loss_cls: 0.1126, loss: 0.1126, grad_norm: 1.1271
2020-09-24 15:59:44,504 - mmaction - INFO - Epoch [180][40/75] lr: 1.523e-05, eta: 0:00:32, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.9723, top5_acc: 0.9930, loss_cls: 0.1080, loss: 0.1080, grad_norm: 1.1257
2020-09-24 16:00:03,279 - mmaction - INFO - Epoch [180][60/75] lr: 1.523e-05, eta: 0:00:14, time: 0.939, data_time: 0.001, memory: 9412, top1_acc: 0.9680, top5_acc: 0.9918, loss_cls: 0.1188, loss: 0.1188, grad_norm: 1.1906
2020-09-24 16:00:17,541 - mmaction - INFO - Saving checkpoint at 180 epochs
*****************************************
Setting OMP_NUM_THREADS environment variable for each process to be 1 in default, to avoid your system being overloaded, please further tune the variable for optimal performance in your application as needed.
*****************************************
2020-09-24 18:40:29,000 - mmaction - INFO - Environment info:
------------------------------------------------------------
sys.platform: linux
Python: 3.6.12 |Anaconda, Inc.| (default, Sep 8 2020, 23:10:56) [GCC 7.3.0]
CUDA available: True
GPU 0,1,2,3,4,5,6,7: GeForce RTX 2080 Ti
CUDA_HOME: /usr
NVCC: Cuda compilation tools, release 10.0, V10.0.130
GCC: gcc (Ubuntu 7.4.0-1ubuntu1~18.04.1) 7.4.0
PyTorch: 1.4.0
PyTorch compiling details: PyTorch built with:
- GCC 7.3
- Intel(R) Math Kernel Library Version 2020.0.2 Product Build 20200624 for Intel(R) 64 architecture applications
- Intel(R) MKL-DNN v0.21.1 (Git Hash 7d2fd500bc78936d1d648ca713b901012f470dbc)
- OpenMP 201511 (a.k.a. OpenMP 4.5)
- NNPACK is enabled
- CUDA Runtime 10.0
- 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 2.5.1
- Build settings: BLAS=MKL, BUILD_NAMEDTENSOR=OFF, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -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-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 -Wno-stringop-overflow, DISABLE_NUMA=1, 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: 0.5.0
OpenCV: 4.4.0
MMCV: 1.1.3
MMCV Compiler: GCC 7.4
MMCV CUDA Compiler: 10.0
MMAction2: 0.6.0+028a782
------------------------------------------------------------
2020-09-24 18:40:29,001 - mmaction - INFO - Distributed training: True
2020-09-24 18:40:29,001 - mmaction - INFO - Config: /home/jinchoi/src/video-data-aug/configs/recognition/r2plus1d/r2plus1d_r34_video_8x8x1_80e_lr_step_30_60_ucf101_rgb.py
# model settings
model = dict(
type='Recognizer3D',
backbone=dict(
type='ResNet2Plus1d',
depth=34,
pretrained=None,
pretrained2d=False,
norm_eval=False,
conv_cfg=dict(type='Conv2plus1d'),
norm_cfg=dict(type='SyncBN', requires_grad=True, eps=1e-3),
act_cfg=dict(type='ReLU'),
conv1_kernel=(3, 7, 7),
conv1_stride_t=1,
pool1_stride_t=1,
inflate=(1, 1, 1, 1),
spatial_strides=(1, 2, 2, 2),
temporal_strides=(1, 2, 2, 2),
zero_init_residual=False),
cls_head=dict(
type='I3DHead',
num_classes=101,
in_channels=512,
spatial_type='avg',
dropout_ratio=0.5,
init_std=0.01))
# model training and testing settings
train_cfg = None
test_cfg = dict(average_clips=None)
# dataset settings
# dataset_type = 'VideoDataset'
# data_root = 'data/kinetics400/videos_train'
# data_root_val = 'data/kinetics400/videos_val'
# ann_file_train = 'data/kinetics400/kinetics400_train_list_videos.txt'
# ann_file_val = 'data/kinetics400/kinetics400_val_list_videos.txt'
# ann_file_test = 'data/kinetics400/kinetics400_val_list_videos.txt'
dataset_type = 'RawframeDataset'
data_root = 'data/ucf101/rawframes/'
data_root_val = 'data/ucf101/rawframes/'
split = 1 # official train/test splits. valid numbers: 1, 2, 3
ann_file_train = f'data/ucf101/ucf101_train_split_{split}_rawframes.txt'
ann_file_val = f'data/ucf101/ucf101_val_split_{split}_rawframes.txt'
ann_file_test = f'data/ucf101/ucf101_val_split_{split}_rawframes.txt'
img_norm_cfg = dict(
mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False)
train_pipeline = [
# dict(type='DecordInit'),
dict(type='SampleFrames', clip_len=8, frame_interval=8, num_clips=1),
# dict(type='DecordDecode'),
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='DecordInit'),
dict(
type='SampleFrames',
clip_len=8,
frame_interval=8,
num_clips=1,
test_mode=True),
# dict(type='DecordDecode'),
dict(type='RawFrameDecode'),
dict(type='Resize', scale=(-1, 256)),
dict(type='CenterCrop', crop_size=224),
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='DecordInit'),
dict(
type='SampleFrames',
clip_len=8,
frame_interval=8,
num_clips=10,
test_mode=True),
# dict(type='DecordDecode'),
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=16,
workers_per_gpu=4,
train=dict(
type=dataset_type,
ann_file=ann_file_train,
data_prefix=data_root,
pipeline=train_pipeline),
val=dict(
type=dataset_type,
ann_file=ann_file_val,
data_prefix=data_root_val,
pipeline=val_pipeline,
test_mode=True),
test=dict(
type=dataset_type,
ann_file=ann_file_val,
data_prefix=data_root_val,
pipeline=test_pipeline,
test_mode=True))
# optimizer
optimizer = dict(
type='SGD', lr=0.01, 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='CosineAnnealing', min_lr=0)
lr_config = dict(policy='step', step=[30, 60])
total_epochs = 80
checkpoint_config = dict(interval=5)
evaluation = dict(
interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5))
log_config = dict(
interval=20,
hooks=[
dict(type='TextLoggerHook'),
# dict(type='TensorboardLoggerHook'),
])
# runtime settings
dist_params = dict(backend='nccl')
log_level = 'INFO'
work_dir = './work_dirs/r2plus1d_r34_video_3d_8x8x1_80e_lr_step_30_60_ucf101_rgb/'
load_from = None
resume_from = None
workflow = [('train', 1)]
find_unused_parameters = False
2020-09-24 18:40:35,951 - mmaction - INFO - Start running, host: jinchoi@newell, work_dir: /home/jinchoi/src/video-data-aug/work_dirs/r2plus1d_r34_video_3d_8x8x1_80e_lr_step_30_60_ucf101_rgb
2020-09-24 18:40:35,951 - mmaction - INFO - workflow: [('train', 1)], max: 80 epochs
2020-09-24 18:41:09,963 - mmaction - INFO - Epoch [1][20/75] lr: 1.000e-02, eta: 2:49:27, time: 1.700, data_time: 0.678, memory: 9412, top1_acc: 0.0125, top5_acc: 0.0559, loss_cls: 4.6598, loss: 4.6598, grad_norm: 44.8680
2020-09-24 18:41:28,572 - mmaction - INFO - Epoch [1][40/75] lr: 1.000e-02, eta: 2:10:39, time: 0.930, data_time: 0.000, memory: 9412, top1_acc: 0.0109, top5_acc: 0.0613, loss_cls: 4.6779, loss: 4.6779, grad_norm: 6.8871
2020-09-24 18:41:47,199 - mmaction - INFO - Epoch [1][60/75] lr: 1.000e-02, eta: 1:57:32, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.0105, top5_acc: 0.0547, loss_cls: 4.6765, loss: 4.6765, grad_norm: 3.8421
2020-09-24 18:42:33,850 - mmaction - INFO - Epoch [2][20/75] lr: 1.000e-02, eta: 1:47:26, time: 1.624, data_time: 0.607, memory: 9412, top1_acc: 0.0293, top5_acc: 0.0953, loss_cls: 4.5794, loss: 4.5794, grad_norm: 2.9209
2020-09-24 18:42:52,500 - mmaction - INFO - Epoch [2][40/75] lr: 1.000e-02, eta: 1:44:21, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.0246, top5_acc: 0.1070, loss_cls: 4.5320, loss: 4.5320, grad_norm: 2.8715
2020-09-24 18:43:11,125 - mmaction - INFO - Epoch [2][60/75] lr: 1.000e-02, eta: 1:42:05, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.0223, top5_acc: 0.1137, loss_cls: 4.4936, loss: 4.4936, grad_norm: 2.8841
2020-09-24 18:43:58,297 - mmaction - INFO - Epoch [3][20/75] lr: 1.000e-02, eta: 1:39:27, time: 1.651, data_time: 0.709, memory: 9412, top1_acc: 0.0418, top5_acc: 0.1562, loss_cls: 4.3105, loss: 4.3105, grad_norm: 3.2968
2020-09-24 18:44:16,979 - mmaction - INFO - Epoch [3][40/75] lr: 1.000e-02, eta: 1:38:12, time: 0.934, data_time: 0.001, memory: 9412, top1_acc: 0.0441, top5_acc: 0.1562, loss_cls: 4.3207, loss: 4.3207, grad_norm: 3.4761
2020-09-24 18:44:35,728 - mmaction - INFO - Epoch [3][60/75] lr: 1.000e-02, eta: 1:37:09, time: 0.937, data_time: 0.000, memory: 9412, top1_acc: 0.0477, top5_acc: 0.1758, loss_cls: 4.2546, loss: 4.2546, grad_norm: 3.3824
2020-09-24 18:45:22,944 - mmaction - INFO - Epoch [4][20/75] lr: 1.000e-02, eta: 1:35:39, time: 1.645, data_time: 0.587, memory: 9412, top1_acc: 0.0672, top5_acc: 0.2078, loss_cls: 4.1291, loss: 4.1291, grad_norm: 3.4986
2020-09-24 18:45:41,562 - mmaction - INFO - Epoch [4][40/75] lr: 1.000e-02, eta: 1:34:50, time: 0.931, data_time: 0.001, memory: 9412, top1_acc: 0.0734, top5_acc: 0.2262, loss_cls: 4.0846, loss: 4.0846, grad_norm: 3.6930
2020-09-24 18:46:00,208 - mmaction - INFO - Epoch [4][60/75] lr: 1.000e-02, eta: 1:34:06, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.0684, top5_acc: 0.2348, loss_cls: 4.0756, loss: 4.0756, grad_norm: 4.0306
2020-09-24 18:46:47,284 - mmaction - INFO - Epoch [5][20/75] lr: 1.000e-02, eta: 1:33:02, time: 1.646, data_time: 0.604, memory: 9412, top1_acc: 0.0934, top5_acc: 0.2844, loss_cls: 3.8866, loss: 3.8866, grad_norm: 3.8899
2020-09-24 18:47:05,994 - mmaction - INFO - Epoch [5][40/75] lr: 1.000e-02, eta: 1:32:27, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.0953, top5_acc: 0.2836, loss_cls: 3.8977, loss: 3.8977, grad_norm: 4.3297
2020-09-24 18:47:24,721 - mmaction - INFO - Epoch [5][60/75] lr: 1.000e-02, eta: 1:31:53, time: 0.936, data_time: 0.000, memory: 9412, top1_acc: 0.0945, top5_acc: 0.2883, loss_cls: 3.8784, loss: 3.8784, grad_norm: 4.0932
2020-09-24 18:47:38,961 - mmaction - INFO - Saving checkpoint at 5 epochs
2020-09-24 18:48:11,458 - mmaction - INFO - Epoch [6][20/75] lr: 1.000e-02, eta: 1:30:36, time: 1.558, data_time: 0.608, memory: 9412, top1_acc: 0.1125, top5_acc: 0.3312, loss_cls: 3.7699, loss: 3.7699, grad_norm: 4.0438
2020-09-24 18:48:30,072 - mmaction - INFO - Epoch [6][40/75] lr: 1.000e-02, eta: 1:30:06, time: 0.931, data_time: 0.000, memory: 9412, top1_acc: 0.1129, top5_acc: 0.3215, loss_cls: 3.7887, loss: 3.7887, grad_norm: 4.2789
2020-09-24 18:48:48,770 - mmaction - INFO - Epoch [6][60/75] lr: 1.000e-02, eta: 1:29:38, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.1195, top5_acc: 0.3363, loss_cls: 3.7283, loss: 3.7283, grad_norm: 4.2109
2020-09-24 18:49:36,158 - mmaction - INFO - Epoch [7][20/75] lr: 1.000e-02, eta: 1:28:55, time: 1.652, data_time: 0.707, memory: 9412, top1_acc: 0.1250, top5_acc: 0.3480, loss_cls: 3.6620, loss: 3.6620, grad_norm: 4.3175
2020-09-24 18:49:54,748 - mmaction - INFO - Epoch [7][40/75] lr: 1.000e-02, eta: 1:28:28, time: 0.930, data_time: 0.000, memory: 9412, top1_acc: 0.1297, top5_acc: 0.3617, loss_cls: 3.6106, loss: 3.6106, grad_norm: 4.3388
2020-09-24 18:50:13,395 - mmaction - INFO - Epoch [7][60/75] lr: 1.000e-02, eta: 1:28:02, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.1383, top5_acc: 0.3707, loss_cls: 3.5969, loss: 3.5969, grad_norm: 4.3252
2020-09-24 18:51:00,844 - mmaction - INFO - Epoch [8][20/75] lr: 1.000e-02, eta: 1:27:23, time: 1.658, data_time: 0.708, memory: 9412, top1_acc: 0.1469, top5_acc: 0.4051, loss_cls: 3.5017, loss: 3.5017, grad_norm: 4.5229
2020-09-24 18:51:19,495 - mmaction - INFO - Epoch [8][40/75] lr: 1.000e-02, eta: 1:26:58, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.1543, top5_acc: 0.4062, loss_cls: 3.5123, loss: 3.5123, grad_norm: 4.5212
2020-09-24 18:51:38,205 - mmaction - INFO - Epoch [8][60/75] lr: 1.000e-02, eta: 1:26:34, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.1480, top5_acc: 0.4145, loss_cls: 3.4829, loss: 3.4829, grad_norm: 4.4048
2020-09-24 18:52:25,273 - mmaction - INFO - Epoch [9][20/75] lr: 1.000e-02, eta: 1:25:54, time: 1.640, data_time: 0.700, memory: 9412, top1_acc: 0.1656, top5_acc: 0.4340, loss_cls: 3.4078, loss: 3.4078, grad_norm: 4.6351
2020-09-24 18:52:43,914 - mmaction - INFO - Epoch [9][40/75] lr: 1.000e-02, eta: 1:25:31, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.1723, top5_acc: 0.4289, loss_cls: 3.3955, loss: 3.3955, grad_norm: 4.7136
2020-09-24 18:53:02,567 - mmaction - INFO - Epoch [9][60/75] lr: 1.000e-02, eta: 1:25:07, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.1668, top5_acc: 0.4328, loss_cls: 3.3928, loss: 3.3928, grad_norm: 4.6728
2020-09-24 18:53:50,004 - mmaction - INFO - Epoch [10][20/75] lr: 1.000e-02, eta: 1:24:32, time: 1.661, data_time: 0.691, memory: 9412, top1_acc: 0.1887, top5_acc: 0.4617, loss_cls: 3.3024, loss: 3.3024, grad_norm: 4.5360
2020-09-24 18:54:08,653 - mmaction - INFO - Epoch [10][40/75] lr: 1.000e-02, eta: 1:24:09, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.1855, top5_acc: 0.4602, loss_cls: 3.3102, loss: 3.3102, grad_norm: 4.7857
2020-09-24 18:54:27,429 - mmaction - INFO - Epoch [10][60/75] lr: 1.000e-02, eta: 1:23:48, time: 0.939, data_time: 0.000, memory: 9412, top1_acc: 0.1992, top5_acc: 0.4535, loss_cls: 3.2728, loss: 3.2728, grad_norm: 4.6903
2020-09-24 18:54:41,651 - mmaction - INFO - Saving checkpoint at 10 epochs
2020-09-24 18:55:14,319 - mmaction - INFO - Epoch [11][20/75] lr: 1.000e-02, eta: 1:23:01, time: 1.573, data_time: 0.635, memory: 9412, top1_acc: 0.2043, top5_acc: 0.4926, loss_cls: 3.1931, loss: 3.1931, grad_norm: 4.8209
2020-09-24 18:55:32,919 - mmaction - INFO - Epoch [11][40/75] lr: 1.000e-02, eta: 1:22:39, time: 0.930, data_time: 0.000, memory: 9412, top1_acc: 0.2059, top5_acc: 0.4992, loss_cls: 3.1659, loss: 3.1659, grad_norm: 4.8289
2020-09-24 18:55:51,555 - mmaction - INFO - Epoch [11][60/75] lr: 1.000e-02, eta: 1:22:18, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.2059, top5_acc: 0.4730, loss_cls: 3.2166, loss: 3.2166, grad_norm: 4.8579
2020-09-24 18:56:39,664 - mmaction - INFO - Epoch [12][20/75] lr: 1.000e-02, eta: 1:21:47, time: 1.689, data_time: 0.719, memory: 9412, top1_acc: 0.2207, top5_acc: 0.5164, loss_cls: 3.0915, loss: 3.0915, grad_norm: 4.8791
2020-09-24 18:56:58,355 - mmaction - INFO - Epoch [12][40/75] lr: 1.000e-02, eta: 1:21:26, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.2301, top5_acc: 0.5172, loss_cls: 3.0802, loss: 3.0802, grad_norm: 4.9716
2020-09-24 18:57:17,019 - mmaction - INFO - Epoch [12][60/75] lr: 1.000e-02, eta: 1:21:05, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.2281, top5_acc: 0.5035, loss_cls: 3.1234, loss: 3.1234, grad_norm: 4.9605
2020-09-24 18:58:04,934 - mmaction - INFO - Epoch [13][20/75] lr: 1.000e-02, eta: 1:20:33, time: 1.677, data_time: 0.667, memory: 9412, top1_acc: 0.2504, top5_acc: 0.5570, loss_cls: 2.9517, loss: 2.9517, grad_norm: 4.9350
2020-09-24 18:58:23,749 - mmaction - INFO - Epoch [13][40/75] lr: 1.000e-02, eta: 1:20:13, time: 0.941, data_time: 0.000, memory: 9412, top1_acc: 0.2512, top5_acc: 0.5652, loss_cls: 2.9643, loss: 2.9643, grad_norm: 5.0155
2020-09-24 18:58:42,581 - mmaction - INFO - Epoch [13][60/75] lr: 1.000e-02, eta: 1:19:53, time: 0.942, data_time: 0.000, memory: 9412, top1_acc: 0.2430, top5_acc: 0.5516, loss_cls: 3.0112, loss: 3.0112, grad_norm: 5.1006
2020-09-24 18:59:30,302 - mmaction - INFO - Epoch [14][20/75] lr: 1.000e-02, eta: 1:19:21, time: 1.676, data_time: 0.731, memory: 9412, top1_acc: 0.2547, top5_acc: 0.5625, loss_cls: 2.9326, loss: 2.9326, grad_norm: 4.9877
2020-09-24 18:59:48,967 - mmaction - INFO - Epoch [14][40/75] lr: 1.000e-02, eta: 1:19:00, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.2707, top5_acc: 0.5738, loss_cls: 2.9286, loss: 2.9286, grad_norm: 4.9777
2020-09-24 19:00:07,719 - mmaction - INFO - Epoch [14][60/75] lr: 1.000e-02, eta: 1:18:39, time: 0.938, data_time: 0.000, memory: 9412, top1_acc: 0.2520, top5_acc: 0.5547, loss_cls: 2.9315, loss: 2.9315, grad_norm: 5.1427
2020-09-24 19:00:55,719 - mmaction - INFO - Epoch [15][20/75] lr: 1.000e-02, eta: 1:18:08, time: 1.682, data_time: 0.733, memory: 9412, top1_acc: 0.2828, top5_acc: 0.5980, loss_cls: 2.8194, loss: 2.8194, grad_norm: 5.1054
2020-09-24 19:01:14,385 - mmaction - INFO - Epoch [15][40/75] lr: 1.000e-02, eta: 1:17:47, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.2848, top5_acc: 0.6020, loss_cls: 2.7885, loss: 2.7885, grad_norm: 5.1756
2020-09-24 19:01:33,080 - mmaction - INFO - Epoch [15][60/75] lr: 1.000e-02, eta: 1:17:27, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.2859, top5_acc: 0.6004, loss_cls: 2.8193, loss: 2.8193, grad_norm: 5.1841
2020-09-24 19:01:47,294 - mmaction - INFO - Saving checkpoint at 15 epochs
2020-09-24 19:02:20,096 - mmaction - INFO - Epoch [16][20/75] lr: 1.000e-02, eta: 1:16:46, time: 1.574, data_time: 0.629, memory: 9412, top1_acc: 0.3098, top5_acc: 0.6285, loss_cls: 2.6957, loss: 2.6957, grad_norm: 5.2102
2020-09-24 19:02:38,757 - mmaction - INFO - Epoch [16][40/75] lr: 1.000e-02, eta: 1:16:26, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.3051, top5_acc: 0.6117, loss_cls: 2.7321, loss: 2.7321, grad_norm: 5.3465
2020-09-24 19:02:57,448 - mmaction - INFO - Epoch [16][60/75] lr: 1.000e-02, eta: 1:16:06, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.3094, top5_acc: 0.6262, loss_cls: 2.6866, loss: 2.6866, grad_norm: 5.3442
2020-09-24 19:03:44,651 - mmaction - INFO - Epoch [17][20/75] lr: 1.000e-02, eta: 1:15:31, time: 1.647, data_time: 0.710, memory: 9412, top1_acc: 0.2992, top5_acc: 0.6270, loss_cls: 2.6864, loss: 2.6864, grad_norm: 5.4049
2020-09-24 19:04:03,348 - mmaction - INFO - Epoch [17][40/75] lr: 1.000e-02, eta: 1:15:11, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.3164, top5_acc: 0.6496, loss_cls: 2.6297, loss: 2.6297, grad_norm: 5.3059
2020-09-24 19:04:22,038 - mmaction - INFO - Epoch [17][60/75] lr: 1.000e-02, eta: 1:14:51, time: 0.935, data_time: 0.001, memory: 9412, top1_acc: 0.3340, top5_acc: 0.6555, loss_cls: 2.5658, loss: 2.5658, grad_norm: 5.3248
2020-09-24 19:05:09,571 - mmaction - INFO - Epoch [18][20/75] lr: 1.000e-02, eta: 1:14:19, time: 1.670, data_time: 0.721, memory: 9412, top1_acc: 0.3508, top5_acc: 0.6715, loss_cls: 2.4900, loss: 2.4900, grad_norm: 5.3042
2020-09-24 19:05:28,268 - mmaction - INFO - Epoch [18][40/75] lr: 1.000e-02, eta: 1:13:59, time: 0.934, data_time: 0.000, memory: 9412, top1_acc: 0.3469, top5_acc: 0.6594, loss_cls: 2.5311, loss: 2.5311, grad_norm: 5.5328
2020-09-24 19:05:46,981 - mmaction - INFO - Epoch [18][60/75] lr: 1.000e-02, eta: 1:13:39, time: 0.936, data_time: 0.001, memory: 9412, top1_acc: 0.3285, top5_acc: 0.6477, loss_cls: 2.5970, loss: 2.5970, grad_norm: 5.5569
2020-09-24 19:06:35,164 - mmaction - INFO - Epoch [19][20/75] lr: 1.000e-02, eta: 1:13:09, time: 1.693, data_time: 0.747, memory: 9412, top1_acc: 0.3406, top5_acc: 0.6480, loss_cls: 2.5602, loss: 2.5602, grad_norm: 5.4799
2020-09-24 19:06:53,820 - mmaction - INFO - Epoch [19][40/75] lr: 1.000e-02, eta: 1:12:49, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.3719, top5_acc: 0.6766, loss_cls: 2.4830, loss: 2.4830, grad_norm: 5.4624
2020-09-24 19:07:12,581 - mmaction - INFO - Epoch [19][60/75] lr: 1.000e-02, eta: 1:12:29, time: 0.938, data_time: 0.000, memory: 9412, top1_acc: 0.3402, top5_acc: 0.6773, loss_cls: 2.4901, loss: 2.4901, grad_norm: 5.4940
2020-09-24 19:08:00,273 - mmaction - INFO - Epoch [20][20/75] lr: 1.000e-02, eta: 1:11:57, time: 1.674, data_time: 0.716, memory: 9412, top1_acc: 0.3633, top5_acc: 0.6750, loss_cls: 2.4422, loss: 2.4422, grad_norm: 5.5570
2020-09-24 19:08:18,920 - mmaction - INFO - Epoch [20][40/75] lr: 1.000e-02, eta: 1:11:37, time: 0.933, data_time: 0.001, memory: 9412, top1_acc: 0.3605, top5_acc: 0.6734, loss_cls: 2.4616, loss: 2.4616, grad_norm: 5.5685
2020-09-24 19:08:37,610 - mmaction - INFO - Epoch [20][60/75] lr: 1.000e-02, eta: 1:11:17, time: 0.935, data_time: 0.000, memory: 9412, top1_acc: 0.3730, top5_acc: 0.6742, loss_cls: 2.4677, loss: 2.4677, grad_norm: 5.6429
2020-09-24 19:08:51,888 - mmaction - INFO - Saving checkpoint at 20 epochs
2020-09-24 19:09:24,576 - mmaction - INFO - Epoch [21][20/75] lr: 1.000e-02, eta: 1:10:39, time: 1.571, data_time: 0.615, memory: 9412, top1_acc: 0.3750, top5_acc: 0.7066, loss_cls: 2.3459, loss: 2.3459, grad_norm: 5.7459
2020-09-24 19:09:43,234 - mmaction - INFO - Epoch [21][40/75] lr: 1.000e-02, eta: 1:10:19, time: 0.933, data_time: 0.000, memory: 9412, top1_acc: 0.4230, top5_acc: 0.7180, loss_cls: 2.2477, loss: 2.2477, grad_norm: 5.5382
2020-09-24 19:10:01,888 - mmaction - INFO - Epoch [21][60/75] lr: 1.000e-02, eta: 1:10:00, time: 0.932, data_time: 0.000, memory: 9412, top1_acc: 0.4066, top5_acc: 0.7195, loss_cls: 2.2796, loss: 2.2796, grad_norm: 5.7261
2020-09-24 19:10:47,639 - mmaction - INFO - Epoch [22][20/75] lr: 1.000e-02, eta: 1:09:22, time: 1.575, data_time: 0.642, memory: 9412, top1_acc: 0.4129, top5_acc: 0.7285, loss_cls: 2.2330, loss: 2.2330, grad_norm: 5.5774