2023/02/16 13:39:42 - mmengine - INFO - 
------------------------------------------------------------
System environment:
    sys.platform: linux
    Python: 3.7.0 (default, Oct  9 2018, 10:31:47) [GCC 7.3.0]
    CUDA available: True
    numpy_random_seed: 1931855127
    GPU 0,1,2,3,4,5,6,7: NVIDIA A100-SXM4-80GB
    CUDA_HOME: /mnt/cache/share/cuda-11.1
    NVCC: Cuda compilation tools, release 11.1, V11.1.74
    GCC: gcc (GCC) 5.4.0
    PyTorch: 1.9.0+cu111
    PyTorch compiling details: PyTorch built with:
  - GCC 7.3
  - C++ Version: 201402
  - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 for Intel(R) 64 architecture applications
  - Intel(R) MKL-DNN v2.1.2 (Git Hash 98be7e8afa711dc9b66c8ff3504129cb82013cdb)
  - OpenMP 201511 (a.k.a. OpenMP 4.5)
  - NNPACK is enabled
  - CPU capability usage: AVX2
  - CUDA Runtime 11.1
  - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86
  - CuDNN 8.0.5
  - Magma 2.5.2
  - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.1, CUDNN_VERSION=8.0.5, CXX_COMPILER=/opt/rh/devtoolset-7/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.9.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, 

    TorchVision: 0.10.0+cu111
    OpenCV: 4.6.0
    MMEngine: 0.5.0

Runtime environment:
    cudnn_benchmark: False
    mp_cfg: {'mp_start_method': 'fork', 'opencv_num_threads': 0}
    dist_cfg: {'backend': 'nccl'}
    seed: None
    diff_rank_seed: False
    deterministic: False
    Distributed launcher: pytorch
    Distributed training: True
    GPU number: 16
------------------------------------------------------------

2023/02/16 13:39:43 - mmengine - INFO - Config:
default_scope = 'mmaction'
default_hooks = dict(
    runtime_info=dict(type='RuntimeInfoHook'),
    timer=dict(type='IterTimerHook'),
    logger=dict(type='LoggerHook', interval=100, ignore_last=False),
    param_scheduler=dict(type='ParamSchedulerHook'),
    checkpoint=dict(
        type='CheckpointHook', interval=3, save_best='auto', max_keep_ckpts=5),
    sampler_seed=dict(type='DistSamplerSeedHook'),
    sync_buffers=dict(type='SyncBuffersHook'))
env_cfg = dict(
    cudnn_benchmark=False,
    mp_cfg=dict(mp_start_method='fork', opencv_num_threads=0),
    dist_cfg=dict(backend='nccl'))
log_processor = dict(type='LogProcessor', window_size=20, by_epoch=True)
vis_backends = [
    dict(type='LocalVisBackend'),
    dict(type='TensorboardVisBackend')
]
visualizer = dict(
    type='ActionVisualizer',
    vis_backends=[
        dict(type='LocalVisBackend'),
        dict(type='TensorboardVisBackend')
    ])
log_level = 'INFO'
load_from = None
resume = False
num_frames = 8
model = dict(
    type='Recognizer3D',
    backbone=dict(
        type='UniFormerV2',
        input_resolution=224,
        patch_size=16,
        width=768,
        layers=12,
        heads=12,
        t_size=8,
        dw_reduction=1.5,
        backbone_drop_path_rate=0.0,
        temporal_downsample=False,
        no_lmhra=True,
        double_lmhra=True,
        return_list=[8, 9, 10, 11],
        n_layers=4,
        n_dim=768,
        n_head=12,
        mlp_factor=4.0,
        drop_path_rate=0.0,
        mlp_dropout=[0.5, 0.5, 0.5, 0.5],
        clip_pretrained=False,
        init_cfg=dict(
            type='Pretrained',
            checkpoint=
            'https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth',
            prefix='backbone.')),
    cls_head=dict(
        type='TimeSformerHead',
        dropout_ratio=0.5,
        num_classes=339,
        in_channels=768,
        average_clips='prob'),
    data_preprocessor=dict(
        type='ActionDataPreprocessor',
        mean=[114.75, 114.75, 114.75],
        std=[57.375, 57.375, 57.375],
        format_shape='NCTHW'))
dataset_type = 'VideoDataset'
data_root = 'data/mit/videos/training'
data_root_val = 'data/mit/videos/validation'
ann_file_train = 'data/mit/mit_train_list_videos.txt'
ann_file_val = 'data/mit/mit_val_list_videos.txt'
ann_file_test = 'data/mit/mit_val_list_videos.txt'
file_client_args = dict(
    io_backend='petrel',
    path_mapping=dict({'data/mit': 's254:s3://openmmlab/datasets/action/mit'}))
train_pipeline = [
    dict(
        type='DecordInit',
        io_backend='petrel',
        path_mapping=dict(
            {'data/mit': 's254:s3://openmmlab/datasets/action/mit'})),
    dict(type='UniformSample', clip_len=8, num_clips=1),
    dict(type='DecordDecode'),
    dict(type='Resize', scale=(-1, 256)),
    dict(
        type='PytorchVideoWrapper',
        op='RandAugment',
        magnitude=7,
        num_layers=4),
    dict(type='RandomResizedCrop'),
    dict(type='Resize', scale=(224, 224), keep_ratio=False),
    dict(type='Flip', flip_ratio=0.5),
    dict(type='FormatShape', input_format='NCTHW'),
    dict(type='PackActionInputs')
]
val_pipeline = [
    dict(
        type='DecordInit',
        io_backend='petrel',
        path_mapping=dict(
            {'data/mit': 's254:s3://openmmlab/datasets/action/mit'})),
    dict(type='UniformSample', clip_len=8, num_clips=1, test_mode=True),
    dict(type='DecordDecode'),
    dict(type='Resize', scale=(-1, 224)),
    dict(type='CenterCrop', crop_size=224),
    dict(type='FormatShape', input_format='NCTHW'),
    dict(type='PackActionInputs')
]
test_pipeline = [
    dict(
        type='DecordInit',
        io_backend='petrel',
        path_mapping=dict(
            {'data/mit': 's254:s3://openmmlab/datasets/action/mit'})),
    dict(type='UniformSample', clip_len=8, num_clips=4, test_mode=True),
    dict(type='DecordDecode'),
    dict(type='Resize', scale=(-1, 224)),
    dict(type='ThreeCrop', crop_size=224),
    dict(type='FormatShape', input_format='NCTHW'),
    dict(type='PackActionInputs')
]
train_dataloader = dict(
    batch_size=32,
    num_workers=8,
    persistent_workers=True,
    sampler=dict(type='DefaultSampler', shuffle=True),
    dataset=dict(
        type='VideoDataset',
        ann_file='data/mit/mit_train_list_videos.txt',
        data_prefix=dict(video='data/mit/videos/training'),
        pipeline=[
            dict(
                type='DecordInit',
                io_backend='petrel',
                path_mapping=dict(
                    {'data/mit': 's254:s3://openmmlab/datasets/action/mit'})),
            dict(type='UniformSample', clip_len=8, num_clips=1),
            dict(type='DecordDecode'),
            dict(type='Resize', scale=(-1, 256)),
            dict(
                type='PytorchVideoWrapper',
                op='RandAugment',
                magnitude=7,
                num_layers=4),
            dict(type='RandomResizedCrop'),
            dict(type='Resize', scale=(224, 224), keep_ratio=False),
            dict(type='Flip', flip_ratio=0.5),
            dict(type='FormatShape', input_format='NCTHW'),
            dict(type='PackActionInputs')
        ]))
val_dataloader = dict(
    batch_size=8,
    num_workers=8,
    persistent_workers=True,
    sampler=dict(type='DefaultSampler', shuffle=False),
    dataset=dict(
        type='VideoDataset',
        ann_file='data/mit/mit_val_list_videos.txt',
        data_prefix=dict(video='data/mit/videos/validation'),
        pipeline=[
            dict(
                type='DecordInit',
                io_backend='petrel',
                path_mapping=dict(
                    {'data/mit': 's254:s3://openmmlab/datasets/action/mit'})),
            dict(
                type='UniformSample', clip_len=8, num_clips=1, test_mode=True),
            dict(type='DecordDecode'),
            dict(type='Resize', scale=(-1, 224)),
            dict(type='CenterCrop', crop_size=224),
            dict(type='FormatShape', input_format='NCTHW'),
            dict(type='PackActionInputs')
        ],
        test_mode=True))
test_dataloader = dict(
    batch_size=8,
    num_workers=8,
    persistent_workers=True,
    sampler=dict(type='DefaultSampler', shuffle=False),
    dataset=dict(
        type='VideoDataset',
        ann_file='data/mit/mit_val_list_videos.txt',
        data_prefix=dict(video='data/mit/videos/validation'),
        pipeline=[
            dict(
                type='DecordInit',
                io_backend='petrel',
                path_mapping=dict(
                    {'data/mit': 's254:s3://openmmlab/datasets/action/mit'})),
            dict(
                type='UniformSample', clip_len=8, num_clips=4, test_mode=True),
            dict(type='DecordDecode'),
            dict(type='Resize', scale=(-1, 224)),
            dict(type='ThreeCrop', crop_size=224),
            dict(type='FormatShape', input_format='NCTHW'),
            dict(type='PackActionInputs')
        ],
        test_mode=True))
val_evaluator = dict(type='AccMetric')
test_evaluator = dict(type='AccMetric')
train_cfg = dict(
    type='EpochBasedTrainLoop', max_epochs=24, val_begin=1, val_interval=1)
val_cfg = dict(type='ValLoop')
test_cfg = dict(type='TestLoop')
base_lr = 2e-05
optim_wrapper = dict(
    optimizer=dict(
        type='AdamW', lr=2e-05, betas=(0.9, 0.999), weight_decay=0.05),
    paramwise_cfg=dict(norm_decay_mult=0.0, bias_decay_mult=0.0),
    clip_grad=dict(max_norm=20, norm_type=2))
param_scheduler = [
    dict(
        type='LinearLR',
        start_factor=0.05,
        by_epoch=True,
        begin=0,
        end=5,
        convert_to_iter_based=True),
    dict(
        type='CosineAnnealingLR',
        eta_min_ratio=0.05,
        by_epoch=True,
        begin=5,
        end=24,
        convert_to_iter_based=True)
]
auto_scale_lr = dict(enable=True, base_batch_size=512)
launcher = 'pytorch'
work_dir = 'work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb'
randomness = dict(seed=None, diff_rank_seed=False, deterministic=False)

2023/02/16 13:39:46 - mmengine - INFO - Drop path rate: 0.0
2023/02/16 13:39:46 - mmengine - INFO - No L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Double L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Drop path rate: 0.0
2023/02/16 13:39:46 - mmengine - INFO - No L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Double L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Drop path rate: 0.0
2023/02/16 13:39:46 - mmengine - INFO - No L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Double L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Drop path rate: 0.0
2023/02/16 13:39:46 - mmengine - INFO - No L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Double L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Drop path rate: 0.0
2023/02/16 13:39:46 - mmengine - INFO - No L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Double L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Drop path rate: 0.0
2023/02/16 13:39:46 - mmengine - INFO - No L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Double L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Drop path rate: 0.0
2023/02/16 13:39:46 - mmengine - INFO - No L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Double L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Drop path rate: 0.0
2023/02/16 13:39:46 - mmengine - INFO - No L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Double L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Drop path rate: 0.0
2023/02/16 13:39:46 - mmengine - INFO - No L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Double L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Drop path rate: 0.0
2023/02/16 13:39:46 - mmengine - INFO - No L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Double L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Drop path rate: 0.0
2023/02/16 13:39:46 - mmengine - INFO - No L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Double L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Drop path rate: 0.0
2023/02/16 13:39:46 - mmengine - INFO - No L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Double L_MHRA: True
2023/02/16 13:39:46 - mmengine - INFO - Drop path rate: 0.0
2023/02/16 13:39:47 - mmengine - INFO - Drop path rate: 0.0
2023/02/16 13:39:47 - mmengine - INFO - Drop path rate: 0.0
2023/02/16 13:39:47 - mmengine - INFO - Drop path rate: 0.0
2023/02/16 13:39:47 - mmengine - INFO - Hooks will be executed in the following order:
before_run:
(VERY_HIGH   ) RuntimeInfoHook                    
(BELOW_NORMAL) LoggerHook                         
 -------------------- 
before_train:
(VERY_HIGH   ) RuntimeInfoHook                    
(NORMAL      ) IterTimerHook                      
(VERY_LOW    ) CheckpointHook                     
 -------------------- 
before_train_epoch:
(VERY_HIGH   ) RuntimeInfoHook                    
(NORMAL      ) IterTimerHook                      
(NORMAL      ) DistSamplerSeedHook                
 -------------------- 
before_train_iter:
(VERY_HIGH   ) RuntimeInfoHook                    
(NORMAL      ) IterTimerHook                      
 -------------------- 
after_train_iter:
(VERY_HIGH   ) RuntimeInfoHook                    
(NORMAL      ) IterTimerHook                      
(BELOW_NORMAL) LoggerHook                         
(LOW         ) ParamSchedulerHook                 
(VERY_LOW    ) CheckpointHook                     
 -------------------- 
after_train_epoch:
(NORMAL      ) IterTimerHook                      
(NORMAL      ) SyncBuffersHook                    
(LOW         ) ParamSchedulerHook                 
(VERY_LOW    ) CheckpointHook                     
 -------------------- 
before_val_epoch:
(NORMAL      ) IterTimerHook                      
 -------------------- 
before_val_iter:
(NORMAL      ) IterTimerHook                      
 -------------------- 
after_val_iter:
(NORMAL      ) IterTimerHook                      
(BELOW_NORMAL) LoggerHook                         
 -------------------- 
after_val_epoch:
(VERY_HIGH   ) RuntimeInfoHook                    
(NORMAL      ) IterTimerHook                      
(BELOW_NORMAL) LoggerHook                         
(LOW         ) ParamSchedulerHook                 
(VERY_LOW    ) CheckpointHook                     
 -------------------- 
before_test_epoch:
(NORMAL      ) IterTimerHook                      
 -------------------- 
before_test_iter:
(NORMAL      ) IterTimerHook                      
 -------------------- 
after_test_iter:
(NORMAL      ) IterTimerHook                      
(BELOW_NORMAL) LoggerHook                         
 -------------------- 
after_test_epoch:
(VERY_HIGH   ) RuntimeInfoHook                    
(NORMAL      ) IterTimerHook                      
(BELOW_NORMAL) LoggerHook                         
 -------------------- 
after_run:
(BELOW_NORMAL) LoggerHook                         
 -------------------- 
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.ln_pre.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.ln_pre.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.0.attn.out_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.0.ln_1.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.0.ln_1.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.0.mlp.c_fc.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.0.mlp.c_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.0.ln_2.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.0.ln_2.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.1.attn.out_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.1.ln_1.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.1.ln_1.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.1.mlp.c_fc.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.1.mlp.c_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.1.ln_2.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.1.ln_2.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.2.attn.out_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.2.ln_1.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.2.ln_1.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.2.mlp.c_fc.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.2.mlp.c_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.2.ln_2.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.2.ln_2.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.3.attn.out_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.3.ln_1.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.3.ln_1.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.3.mlp.c_fc.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.3.mlp.c_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.3.ln_2.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.3.ln_2.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.4.attn.out_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.4.ln_1.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.4.ln_1.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.4.mlp.c_fc.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.4.mlp.c_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.4.ln_2.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.4.ln_2.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.5.attn.out_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.5.ln_1.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.5.ln_1.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.5.mlp.c_fc.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.5.mlp.c_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.5.ln_2.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.5.ln_2.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.6.attn.out_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.6.ln_1.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.6.ln_1.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.6.mlp.c_fc.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.6.mlp.c_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.6.ln_2.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.6.ln_2.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.7.attn.out_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.7.ln_1.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.7.ln_1.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.7.mlp.c_fc.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.7.mlp.c_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.7.ln_2.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.7.ln_2.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.8.attn.out_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.8.ln_1.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.8.ln_1.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.8.mlp.c_fc.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.8.mlp.c_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.8.ln_2.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.8.ln_2.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.9.attn.out_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.9.ln_1.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.9.ln_1.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.9.mlp.c_fc.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.9.mlp.c_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.9.ln_2.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.9.ln_2.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.10.attn.out_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.10.ln_1.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.10.ln_1.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.10.mlp.c_fc.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.10.mlp.c_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.10.ln_2.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.10.ln_2.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.11.attn.out_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.11.ln_1.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.11.ln_1.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.11.mlp.c_fc.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.11.mlp.c_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.11.ln_2.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.resblocks.11.ln_2.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dpe.0.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dpe.1.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dpe.2.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dpe.3.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.attn.out_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.ln_1.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.ln_1.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.mlp.c_fc.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.mlp.c_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.ln_2.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.ln_2.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.ln_3.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.0.ln_3.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.attn.out_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.ln_1.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.ln_1.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.mlp.c_fc.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.mlp.c_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.ln_2.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.ln_2.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.ln_3.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.1.ln_3.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.attn.out_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.ln_1.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.ln_1.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.mlp.c_fc.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.mlp.c_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.ln_2.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.ln_2.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.ln_3.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.2.ln_3.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.attn.out_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.ln_1.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.ln_1.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.mlp.c_fc.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.mlp.c_proj.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.ln_2.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.ln_2.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.ln_3.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.dec.3.ln_3.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.norm.weight:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- backbone.transformer.norm.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - paramwise_options -- cls_head.fc_cls.bias:weight_decay=0.0
2023/02/16 13:39:52 - mmengine - INFO - LR is set based on batch size of 512 and the current batch size is 512. Scaling the original LR by 1.0.
2023/02/16 13:39:53 - mmengine - INFO - load backbone. in model from: https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth
Name of parameter - Initialization information

backbone.class_embedding - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.positional_embedding - torch.Size([197, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.conv1.weight - torch.Size([768, 3, 1, 16, 16]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.ln_pre.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.ln_pre.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.temporal_cls_token - torch.Size([1, 1, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.balance - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.0.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.0.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.0.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.0.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.0.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.0.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.0.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.0.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.0.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.0.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.0.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.0.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.1.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.1.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.1.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.1.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.1.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.1.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.1.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.1.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.1.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.1.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.1.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.1.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.2.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.2.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.2.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.2.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.2.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.2.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.2.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.2.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.2.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.2.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.2.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.2.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.3.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.3.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.3.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.3.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.3.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.3.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.3.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.3.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.3.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.3.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.3.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.3.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.4.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.4.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.4.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.4.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.4.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.4.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.4.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.4.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.4.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.4.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.4.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.4.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.5.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.5.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.5.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.5.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.5.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.5.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.5.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.5.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.5.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.5.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.5.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.5.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.6.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.6.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.6.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.6.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.6.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.6.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.6.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.6.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.6.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.6.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.6.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.6.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.7.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.7.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.7.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.7.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.7.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.7.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.7.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.7.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.7.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.7.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.7.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.7.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.8.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.8.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.8.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.8.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.8.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.8.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.8.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.8.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.8.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.8.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.8.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.8.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.9.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.9.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.9.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.9.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.9.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.9.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.9.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.9.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.9.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.9.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.9.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.9.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.10.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.10.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.10.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.10.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.10.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.10.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.10.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.10.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.10.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.10.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.10.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.10.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.11.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.11.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.11.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.11.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.11.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.11.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.11.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.11.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.11.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.11.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.11.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.resblocks.11.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dpe.0.weight - torch.Size([768, 1, 3, 3, 3]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dpe.0.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dpe.1.weight - torch.Size([768, 1, 3, 3, 3]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dpe.1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dpe.2.weight - torch.Size([768, 1, 3, 3, 3]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dpe.2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dpe.3.weight - torch.Size([768, 1, 3, 3, 3]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dpe.3.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.0.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.0.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.0.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.0.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.0.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.0.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.0.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.0.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.0.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.0.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.0.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.0.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.0.ln_3.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.0.ln_3.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.1.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.1.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.1.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.1.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.1.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.1.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.1.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.1.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.1.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.1.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.1.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.1.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.1.ln_3.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.1.ln_3.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.2.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.2.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.2.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.2.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.2.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.2.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.2.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.2.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.2.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.2.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.2.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.2.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.2.ln_3.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.2.ln_3.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.3.attn.in_proj_weight - torch.Size([2304, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.3.attn.in_proj_bias - torch.Size([2304]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.3.attn.out_proj.weight - torch.Size([768, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.3.attn.out_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.3.ln_1.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.3.ln_1.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.3.mlp.c_fc.weight - torch.Size([3072, 768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.3.mlp.c_fc.bias - torch.Size([3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.3.mlp.c_proj.weight - torch.Size([768, 3072]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.3.mlp.c_proj.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.3.ln_2.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.3.ln_2.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.3.ln_3.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.dec.3.ln_3.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.norm.weight - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

backbone.transformer.norm.bias - torch.Size([768]): 
PretrainedInit: load from https://download.openmmlab.com/mmaction/v1.0/recognition/uniformerv2/kinetics400/uniformerv2-base-p16-res224_clip-kinetics710-pre_u8_kinetics400-rgb_20221219-203d6aac.pth 

cls_head.fc_cls.weight - torch.Size([339, 768]): 
Initialized by user-defined `init_weights` in TimeSformerHead  

cls_head.fc_cls.bias - torch.Size([339]): 
Initialized by user-defined `init_weights` in TimeSformerHead  
2023/02/16 13:39:54 - mmengine - INFO - Checkpoints will be saved to /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb.
2023/02/16 13:42:51 - mmengine - INFO - Epoch(train)  [1][ 100/1567]  lr: 1.2401e-06  eta: 18:27:09  time: 1.2403  data_time: 0.0264  memory: 52505  grad_norm: 14.1887  loss: 6.0380  top1_acc: 0.0000  top5_acc: 0.0000  loss_cls: 6.0380
2023/02/16 13:44:49 - mmengine - INFO - Epoch(train)  [1][ 200/1567]  lr: 1.4826e-06  eta: 15:19:46  time: 1.1750  data_time: 0.0257  memory: 52505  grad_norm: 14.8715  loss: 5.7782  top1_acc: 0.0312  top5_acc: 0.0625  loss_cls: 5.7782
2023/02/16 13:46:48 - mmengine - INFO - Epoch(train)  [1][ 300/1567]  lr: 1.7252e-06  eta: 14:18:25  time: 1.1972  data_time: 0.0275  memory: 52505  grad_norm: 15.0517  loss: 5.5539  top1_acc: 0.0312  top5_acc: 0.2188  loss_cls: 5.5539
2023/02/16 13:48:48 - mmengine - INFO - Epoch(train)  [1][ 400/1567]  lr: 1.9677e-06  eta: 13:47:47  time: 1.1845  data_time: 0.0308  memory: 52505  grad_norm: 15.3890  loss: 5.2452  top1_acc: 0.0938  top5_acc: 0.3125  loss_cls: 5.2452
2023/02/16 13:50:47 - mmengine - INFO - Epoch(train)  [1][ 500/1567]  lr: 2.2102e-06  eta: 13:27:58  time: 1.2031  data_time: 0.0304  memory: 52505  grad_norm: 15.3228  loss: 4.9263  top1_acc: 0.1250  top5_acc: 0.3438  loss_cls: 4.9263
2023/02/16 13:52:44 - mmengine - INFO - Epoch(train)  [1][ 600/1567]  lr: 2.4528e-06  eta: 13:12:09  time: 1.1593  data_time: 0.0310  memory: 52505  grad_norm: 15.4941  loss: 4.8284  top1_acc: 0.2188  top5_acc: 0.4375  loss_cls: 4.8284
2023/02/16 13:54:44 - mmengine - INFO - Epoch(train)  [1][ 700/1567]  lr: 2.6953e-06  eta: 13:02:33  time: 1.2259  data_time: 0.0272  memory: 52505  grad_norm: 15.4627  loss: 4.7856  top1_acc: 0.1875  top5_acc: 0.3125  loss_cls: 4.7856
2023/02/16 13:56:43 - mmengine - INFO - Epoch(train)  [1][ 800/1567]  lr: 2.9378e-06  eta: 12:53:53  time: 1.1856  data_time: 0.0310  memory: 52505  grad_norm: 15.5817  loss: 4.6252  top1_acc: 0.2188  top5_acc: 0.3750  loss_cls: 4.6252
2023/02/16 13:58:41 - mmengine - INFO - Epoch(train)  [1][ 900/1567]  lr: 3.1804e-06  eta: 12:46:15  time: 1.2053  data_time: 0.0290  memory: 52505  grad_norm: 15.4420  loss: 4.4533  top1_acc: 0.3125  top5_acc: 0.4688  loss_cls: 4.4533
2023/02/16 14:00:46 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 14:00:46 - mmengine - INFO - Epoch(train)  [1][1000/1567]  lr: 3.4229e-06  eta: 12:43:49  time: 1.2357  data_time: 0.0314  memory: 52505  grad_norm: 15.4398  loss: 4.3413  top1_acc: 0.1875  top5_acc: 0.3125  loss_cls: 4.3413
2023/02/16 14:02:50 - mmengine - INFO - Epoch(train)  [1][1100/1567]  lr: 3.6654e-06  eta: 12:41:09  time: 1.2920  data_time: 0.0261  memory: 52505  grad_norm: 15.4973  loss: 4.3969  top1_acc: 0.2812  top5_acc: 0.4688  loss_cls: 4.3969
2023/02/16 14:04:49 - mmengine - INFO - Epoch(train)  [1][1200/1567]  lr: 3.9080e-06  eta: 12:35:58  time: 1.2094  data_time: 0.0277  memory: 52505  grad_norm: 15.7125  loss: 4.2644  top1_acc: 0.1875  top5_acc: 0.5312  loss_cls: 4.2644
2023/02/16 14:06:47 - mmengine - INFO - Epoch(train)  [1][1300/1567]  lr: 4.1505e-06  eta: 12:31:12  time: 1.1895  data_time: 0.0294  memory: 52505  grad_norm: 15.8032  loss: 4.1863  top1_acc: 0.1875  top5_acc: 0.3750  loss_cls: 4.1863
2023/02/16 14:08:48 - mmengine - INFO - Epoch(train)  [1][1400/1567]  lr: 4.3930e-06  eta: 12:27:43  time: 1.1606  data_time: 0.0336  memory: 52505  grad_norm: 15.3871  loss: 4.0181  top1_acc: 0.1875  top5_acc: 0.3438  loss_cls: 4.0181
2023/02/16 14:10:46 - mmengine - INFO - Epoch(train)  [1][1500/1567]  lr: 4.6356e-06  eta: 12:23:19  time: 1.1769  data_time: 0.0299  memory: 52505  grad_norm: 15.6554  loss: 4.0418  top1_acc: 0.3125  top5_acc: 0.5000  loss_cls: 4.0418
2023/02/16 14:12:06 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 14:12:06 - mmengine - INFO - Epoch(train)  [1][1567/1567]  lr: 4.7981e-06  eta: 12:20:47  time: 1.1173  data_time: 0.0267  memory: 52505  grad_norm: 15.4595  loss: 3.9689  top1_acc: 0.3103  top5_acc: 0.3448  loss_cls: 3.9689
2023/02/16 14:13:02 - mmengine - INFO - Epoch(val)  [1][100/265]    eta: 0:01:32  time: 0.1235  data_time: 0.0431  memory: 2897  
2023/02/16 14:13:18 - mmengine - INFO - Epoch(val)  [1][200/265]    eta: 0:00:23  time: 0.1326  data_time: 0.0492  memory: 2897  
2023/02/16 14:13:38 - mmengine - INFO - Epoch(val) [1][265/265]  acc/top1: 0.2346  acc/top5: 0.4637  acc/mean1: 0.2346
2023/02/16 14:13:41 - mmengine - INFO - The best checkpoint with 0.2346 acc/top1 at 1 epoch is saved to best_acc/top1_epoch_1.pth.
2023/02/16 14:15:49 - mmengine - INFO - Epoch(train)  [2][ 100/1567]  lr: 5.0406e-06  eta: 12:20:33  time: 1.1808  data_time: 0.0489  memory: 52505  grad_norm: 15.6695  loss: 3.8691  top1_acc: 0.2188  top5_acc: 0.3438  loss_cls: 3.8691
2023/02/16 14:17:46 - mmengine - INFO - Epoch(train)  [2][ 200/1567]  lr: 5.2831e-06  eta: 12:16:18  time: 1.1689  data_time: 0.0358  memory: 52505  grad_norm: 15.6562  loss: 4.0455  top1_acc: 0.1875  top5_acc: 0.4375  loss_cls: 4.0455
2023/02/16 14:19:45 - mmengine - INFO - Epoch(train)  [2][ 300/1567]  lr: 5.5257e-06  eta: 12:12:42  time: 1.1715  data_time: 0.0352  memory: 52505  grad_norm: 15.7134  loss: 3.8476  top1_acc: 0.2500  top5_acc: 0.4688  loss_cls: 3.8476
2023/02/16 14:21:44 - mmengine - INFO - Epoch(train)  [2][ 400/1567]  lr: 5.7682e-06  eta: 12:09:32  time: 1.1813  data_time: 0.0375  memory: 52505  grad_norm: 16.2492  loss: 3.7139  top1_acc: 0.2500  top5_acc: 0.4062  loss_cls: 3.7139
2023/02/16 14:22:23 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 14:23:41 - mmengine - INFO - Epoch(train)  [2][ 500/1567]  lr: 6.0107e-06  eta: 12:05:50  time: 1.1646  data_time: 0.0384  memory: 52505  grad_norm: 16.1749  loss: 3.7290  top1_acc: 0.2188  top5_acc: 0.3750  loss_cls: 3.7290
2023/02/16 14:25:39 - mmengine - INFO - Epoch(train)  [2][ 600/1567]  lr: 6.2533e-06  eta: 12:02:30  time: 1.1605  data_time: 0.0324  memory: 52505  grad_norm: 16.0727  loss: 3.8944  top1_acc: 0.2500  top5_acc: 0.3438  loss_cls: 3.8944
2023/02/16 14:27:37 - mmengine - INFO - Epoch(train)  [2][ 700/1567]  lr: 6.4958e-06  eta: 11:59:22  time: 1.1781  data_time: 0.0363  memory: 52505  grad_norm: 15.8415  loss: 3.8710  top1_acc: 0.2812  top5_acc: 0.5000  loss_cls: 3.8710
2023/02/16 14:29:36 - mmengine - INFO - Epoch(train)  [2][ 800/1567]  lr: 6.7383e-06  eta: 11:56:25  time: 1.1747  data_time: 0.0340  memory: 52505  grad_norm: 15.8861  loss: 3.6939  top1_acc: 0.2812  top5_acc: 0.4375  loss_cls: 3.6939
2023/02/16 14:31:34 - mmengine - INFO - Epoch(train)  [2][ 900/1567]  lr: 6.9809e-06  eta: 11:53:32  time: 1.1793  data_time: 0.0352  memory: 52505  grad_norm: 15.7344  loss: 3.7038  top1_acc: 0.3438  top5_acc: 0.5625  loss_cls: 3.7038
2023/02/16 14:33:31 - mmengine - INFO - Epoch(train)  [2][1000/1567]  lr: 7.2234e-06  eta: 11:50:30  time: 1.1756  data_time: 0.0363  memory: 52505  grad_norm: 16.3624  loss: 3.7563  top1_acc: 0.2188  top5_acc: 0.4375  loss_cls: 3.7563
2023/02/16 14:35:30 - mmengine - INFO - Epoch(train)  [2][1100/1567]  lr: 7.4659e-06  eta: 11:47:52  time: 1.1894  data_time: 0.0387  memory: 52505  grad_norm: 15.8510  loss: 3.7206  top1_acc: 0.5312  top5_acc: 0.6250  loss_cls: 3.7206
2023/02/16 14:37:29 - mmengine - INFO - Epoch(train)  [2][1200/1567]  lr: 7.7085e-06  eta: 11:45:21  time: 1.1878  data_time: 0.0434  memory: 52505  grad_norm: 16.0004  loss: 3.6332  top1_acc: 0.3125  top5_acc: 0.5312  loss_cls: 3.6332
2023/02/16 14:39:27 - mmengine - INFO - Epoch(train)  [2][1300/1567]  lr: 7.9510e-06  eta: 11:42:36  time: 1.1647  data_time: 0.0363  memory: 52505  grad_norm: 16.3097  loss: 3.7784  top1_acc: 0.1562  top5_acc: 0.3750  loss_cls: 3.7784
2023/02/16 14:41:26 - mmengine - INFO - Epoch(train)  [2][1400/1567]  lr: 8.1935e-06  eta: 11:39:58  time: 1.1741  data_time: 0.0384  memory: 52505  grad_norm: 15.7887  loss: 3.6883  top1_acc: 0.3438  top5_acc: 0.5938  loss_cls: 3.6883
2023/02/16 14:42:06 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 14:43:24 - mmengine - INFO - Epoch(train)  [2][1500/1567]  lr: 8.4360e-06  eta: 11:37:26  time: 1.1709  data_time: 0.0365  memory: 52505  grad_norm: 15.7659  loss: 3.6574  top1_acc: 0.2500  top5_acc: 0.5312  loss_cls: 3.6574
2023/02/16 14:44:41 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 14:44:41 - mmengine - INFO - Epoch(train)  [2][1567/1567]  lr: 8.5985e-06  eta: 11:35:22  time: 1.1152  data_time: 0.0216  memory: 52505  grad_norm: 16.2560  loss: 3.5162  top1_acc: 0.2414  top5_acc: 0.4483  loss_cls: 3.5162
2023/02/16 14:44:57 - mmengine - INFO - Epoch(val)  [2][100/265]    eta: 0:00:24  time: 0.1213  data_time: 0.0395  memory: 2897  
2023/02/16 14:45:11 - mmengine - INFO - Epoch(val)  [2][200/265]    eta: 0:00:09  time: 0.1290  data_time: 0.0463  memory: 2897  
2023/02/16 14:45:27 - mmengine - INFO - Epoch(val) [2][265/265]  acc/top1: 0.2958  acc/top5: 0.5576  acc/mean1: 0.2958
2023/02/16 14:45:27 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb/best_acc/top1_epoch_1.pth is removed
2023/02/16 14:45:30 - mmengine - INFO - The best checkpoint with 0.2958 acc/top1 at 2 epoch is saved to best_acc/top1_epoch_2.pth.
2023/02/16 14:47:39 - mmengine - INFO - Epoch(train)  [3][ 100/1567]  lr: 8.8411e-06  eta: 11:34:39  time: 1.2675  data_time: 0.0386  memory: 52505  grad_norm: 16.5811  loss: 3.5067  top1_acc: 0.2188  top5_acc: 0.5312  loss_cls: 3.5067
2023/02/16 14:49:36 - mmengine - INFO - Epoch(train)  [3][ 200/1567]  lr: 9.0836e-06  eta: 11:31:56  time: 1.1680  data_time: 0.0329  memory: 52505  grad_norm: 15.9583  loss: 3.5182  top1_acc: 0.2500  top5_acc: 0.5312  loss_cls: 3.5182
2023/02/16 14:51:35 - mmengine - INFO - Epoch(train)  [3][ 300/1567]  lr: 9.3261e-06  eta: 11:29:30  time: 1.1746  data_time: 0.0394  memory: 52505  grad_norm: 16.1006  loss: 3.4739  top1_acc: 0.2188  top5_acc: 0.3438  loss_cls: 3.4739
2023/02/16 14:53:33 - mmengine - INFO - Epoch(train)  [3][ 400/1567]  lr: 9.5687e-06  eta: 11:27:00  time: 1.2108  data_time: 0.0375  memory: 52505  grad_norm: 16.4428  loss: 3.5167  top1_acc: 0.3125  top5_acc: 0.5312  loss_cls: 3.5167
2023/02/16 14:55:31 - mmengine - INFO - Epoch(train)  [3][ 500/1567]  lr: 9.8112e-06  eta: 11:24:34  time: 1.1849  data_time: 0.0354  memory: 52505  grad_norm: 16.0636  loss: 3.5914  top1_acc: 0.1875  top5_acc: 0.3750  loss_cls: 3.5914
2023/02/16 14:57:29 - mmengine - INFO - Epoch(train)  [3][ 600/1567]  lr: 1.0054e-05  eta: 11:22:12  time: 1.1594  data_time: 0.0352  memory: 52505  grad_norm: 15.7935  loss: 3.3729  top1_acc: 0.2812  top5_acc: 0.5625  loss_cls: 3.3729
2023/02/16 14:59:26 - mmengine - INFO - Epoch(train)  [3][ 700/1567]  lr: 1.0296e-05  eta: 11:19:37  time: 1.1671  data_time: 0.0387  memory: 52505  grad_norm: 15.6423  loss: 3.5099  top1_acc: 0.4062  top5_acc: 0.7188  loss_cls: 3.5099
2023/02/16 15:01:27 - mmengine - INFO - Epoch(train)  [3][ 800/1567]  lr: 1.0539e-05  eta: 11:17:34  time: 1.1890  data_time: 0.0330  memory: 52505  grad_norm: 15.7355  loss: 3.6155  top1_acc: 0.3438  top5_acc: 0.6250  loss_cls: 3.6155
2023/02/16 15:02:47 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 15:03:26 - mmengine - INFO - Epoch(train)  [3][ 900/1567]  lr: 1.0781e-05  eta: 11:15:21  time: 1.1676  data_time: 0.0346  memory: 52505  grad_norm: 16.4005  loss: 3.3468  top1_acc: 0.1875  top5_acc: 0.5000  loss_cls: 3.3468
2023/02/16 15:05:26 - mmengine - INFO - Epoch(train)  [3][1000/1567]  lr: 1.1024e-05  eta: 11:13:15  time: 1.2662  data_time: 0.0348  memory: 52505  grad_norm: 15.8743  loss: 3.5267  top1_acc: 0.3438  top5_acc: 0.6875  loss_cls: 3.5267
2023/02/16 15:07:24 - mmengine - INFO - Epoch(train)  [3][1100/1567]  lr: 1.1266e-05  eta: 11:10:53  time: 1.1810  data_time: 0.0397  memory: 52505  grad_norm: 16.3345  loss: 3.4190  top1_acc: 0.3438  top5_acc: 0.4688  loss_cls: 3.4190
2023/02/16 15:09:22 - mmengine - INFO - Epoch(train)  [3][1200/1567]  lr: 1.1509e-05  eta: 11:08:34  time: 1.1823  data_time: 0.0381  memory: 52505  grad_norm: 15.8275  loss: 3.3315  top1_acc: 0.3438  top5_acc: 0.6875  loss_cls: 3.3315
2023/02/16 15:11:21 - mmengine - INFO - Epoch(train)  [3][1300/1567]  lr: 1.1751e-05  eta: 11:06:17  time: 1.1750  data_time: 0.0386  memory: 52505  grad_norm: 16.0455  loss: 3.2991  top1_acc: 0.4062  top5_acc: 0.4688  loss_cls: 3.2991
2023/02/16 15:13:20 - mmengine - INFO - Epoch(train)  [3][1400/1567]  lr: 1.1994e-05  eta: 11:04:04  time: 1.1760  data_time: 0.0410  memory: 52505  grad_norm: 15.9752  loss: 3.4368  top1_acc: 0.2812  top5_acc: 0.4375  loss_cls: 3.4368
2023/02/16 15:15:18 - mmengine - INFO - Epoch(train)  [3][1500/1567]  lr: 1.2237e-05  eta: 11:01:52  time: 1.1599  data_time: 0.0323  memory: 52505  grad_norm: 15.6340  loss: 3.4210  top1_acc: 0.2500  top5_acc: 0.5000  loss_cls: 3.4210
2023/02/16 15:16:37 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 15:16:37 - mmengine - INFO - Epoch(train)  [3][1567/1567]  lr: 1.2399e-05  eta: 11:00:16  time: 1.1031  data_time: 0.0227  memory: 52505  grad_norm: 15.6086  loss: 3.5125  top1_acc: 0.3793  top5_acc: 0.7241  loss_cls: 3.5125
2023/02/16 15:16:37 - mmengine - INFO - Saving checkpoint at 3 epochs
2023/02/16 15:16:58 - mmengine - INFO - Epoch(val)  [3][100/265]    eta: 0:00:25  time: 0.1310  data_time: 0.0481  memory: 2897  
2023/02/16 15:17:13 - mmengine - INFO - Epoch(val)  [3][200/265]    eta: 0:00:09  time: 0.1324  data_time: 0.0507  memory: 2897  
2023/02/16 15:17:23 - mmengine - INFO - Epoch(val) [3][265/265]  acc/top1: 0.3223  acc/top5: 0.5983  acc/mean1: 0.3223
2023/02/16 15:17:23 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb/best_acc/top1_epoch_2.pth is removed
2023/02/16 15:17:26 - mmengine - INFO - The best checkpoint with 0.3223 acc/top1 at 3 epoch is saved to best_acc/top1_epoch_3.pth.
2023/02/16 15:19:34 - mmengine - INFO - Epoch(train)  [4][ 100/1567]  lr: 1.2642e-05  eta: 10:59:07  time: 1.1696  data_time: 0.0302  memory: 52505  grad_norm: 15.7019  loss: 3.3229  top1_acc: 0.3438  top5_acc: 0.7188  loss_cls: 3.3229
2023/02/16 15:21:35 - mmengine - INFO - Epoch(train)  [4][ 200/1567]  lr: 1.2884e-05  eta: 10:57:05  time: 1.2938  data_time: 0.0304  memory: 52505  grad_norm: 15.9833  loss: 3.3371  top1_acc: 0.2812  top5_acc: 0.5625  loss_cls: 3.3371
2023/02/16 15:23:33 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 15:23:34 - mmengine - INFO - Epoch(train)  [4][ 300/1567]  lr: 1.3127e-05  eta: 10:55:00  time: 1.1726  data_time: 0.0480  memory: 52505  grad_norm: 16.0944  loss: 3.1072  top1_acc: 0.3750  top5_acc: 0.5000  loss_cls: 3.1072
2023/02/16 15:25:39 - mmengine - INFO - Epoch(train)  [4][ 400/1567]  lr: 1.3369e-05  eta: 10:53:26  time: 1.1514  data_time: 0.0263  memory: 52505  grad_norm: 16.3343  loss: 3.3036  top1_acc: 0.4375  top5_acc: 0.6250  loss_cls: 3.3036
2023/02/16 15:27:37 - mmengine - INFO - Epoch(train)  [4][ 500/1567]  lr: 1.3612e-05  eta: 10:51:08  time: 1.2179  data_time: 0.0289  memory: 52505  grad_norm: 16.4283  loss: 3.3811  top1_acc: 0.3438  top5_acc: 0.5625  loss_cls: 3.3811
2023/02/16 15:29:36 - mmengine - INFO - Epoch(train)  [4][ 600/1567]  lr: 1.3854e-05  eta: 10:49:01  time: 1.1764  data_time: 0.0253  memory: 52505  grad_norm: 16.0035  loss: 3.2088  top1_acc: 0.2812  top5_acc: 0.6875  loss_cls: 3.2088
2023/02/16 15:31:36 - mmengine - INFO - Epoch(train)  [4][ 700/1567]  lr: 1.4097e-05  eta: 10:46:56  time: 1.1649  data_time: 0.0326  memory: 52505  grad_norm: 15.8451  loss: 3.2330  top1_acc: 0.2500  top5_acc: 0.5000  loss_cls: 3.2330
2023/02/16 15:33:35 - mmengine - INFO - Epoch(train)  [4][ 800/1567]  lr: 1.4339e-05  eta: 10:44:48  time: 1.2429  data_time: 0.0303  memory: 52505  grad_norm: 16.1135  loss: 3.3662  top1_acc: 0.3125  top5_acc: 0.4688  loss_cls: 3.3662
2023/02/16 15:35:34 - mmengine - INFO - Epoch(train)  [4][ 900/1567]  lr: 1.4582e-05  eta: 10:42:35  time: 1.1682  data_time: 0.0295  memory: 52505  grad_norm: 15.7976  loss: 3.3575  top1_acc: 0.3125  top5_acc: 0.4375  loss_cls: 3.3575
2023/02/16 15:37:31 - mmengine - INFO - Epoch(train)  [4][1000/1567]  lr: 1.4824e-05  eta: 10:40:17  time: 1.1732  data_time: 0.0297  memory: 52505  grad_norm: 15.8058  loss: 3.4682  top1_acc: 0.3125  top5_acc: 0.6562  loss_cls: 3.4682
2023/02/16 15:39:31 - mmengine - INFO - Epoch(train)  [4][1100/1567]  lr: 1.5067e-05  eta: 10:38:16  time: 1.1629  data_time: 0.0325  memory: 52505  grad_norm: 16.0775  loss: 3.1397  top1_acc: 0.3125  top5_acc: 0.5312  loss_cls: 3.1397
2023/02/16 15:41:32 - mmengine - INFO - Epoch(train)  [4][1200/1567]  lr: 1.5309e-05  eta: 10:36:15  time: 1.1746  data_time: 0.0348  memory: 52505  grad_norm: 16.0883  loss: 3.3614  top1_acc: 0.3750  top5_acc: 0.5312  loss_cls: 3.3614
2023/02/16 15:43:27 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 15:43:29 - mmengine - INFO - Epoch(train)  [4][1300/1567]  lr: 1.5552e-05  eta: 10:33:56  time: 1.1676  data_time: 0.0284  memory: 52505  grad_norm: 15.8577  loss: 3.2783  top1_acc: 0.3438  top5_acc: 0.6875  loss_cls: 3.2783
2023/02/16 15:45:27 - mmengine - INFO - Epoch(train)  [4][1400/1567]  lr: 1.5794e-05  eta: 10:31:46  time: 1.2265  data_time: 0.0334  memory: 52505  grad_norm: 15.4333  loss: 3.3048  top1_acc: 0.3125  top5_acc: 0.6250  loss_cls: 3.3048
2023/02/16 15:47:23 - mmengine - INFO - Epoch(train)  [4][1500/1567]  lr: 1.6037e-05  eta: 10:29:26  time: 1.1570  data_time: 0.0251  memory: 52505  grad_norm: 15.8866  loss: 3.2116  top1_acc: 0.4062  top5_acc: 0.5312  loss_cls: 3.2116
2023/02/16 15:48:42 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 15:48:42 - mmengine - INFO - Epoch(train)  [4][1567/1567]  lr: 1.6200e-05  eta: 10:27:55  time: 1.1181  data_time: 0.0257  memory: 52505  grad_norm: 16.0205  loss: 3.2206  top1_acc: 0.3793  top5_acc: 0.5172  loss_cls: 3.2206
2023/02/16 15:48:58 - mmengine - INFO - Epoch(val)  [4][100/265]    eta: 0:00:25  time: 0.1184  data_time: 0.0371  memory: 2897  
2023/02/16 15:49:13 - mmengine - INFO - Epoch(val)  [4][200/265]    eta: 0:00:09  time: 0.1332  data_time: 0.0511  memory: 2897  
2023/02/16 15:49:28 - mmengine - INFO - Epoch(val) [4][265/265]  acc/top1: 0.3357  acc/top5: 0.6194  acc/mean1: 0.3357
2023/02/16 15:49:28 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb/best_acc/top1_epoch_3.pth is removed
2023/02/16 15:49:31 - mmengine - INFO - The best checkpoint with 0.3357 acc/top1 at 4 epoch is saved to best_acc/top1_epoch_4.pth.
2023/02/16 15:51:41 - mmengine - INFO - Epoch(train)  [5][ 100/1567]  lr: 1.6442e-05  eta: 10:26:40  time: 1.2458  data_time: 0.0343  memory: 52505  grad_norm: 15.4015  loss: 3.1485  top1_acc: 0.5000  top5_acc: 0.6562  loss_cls: 3.1485
2023/02/16 15:53:39 - mmengine - INFO - Epoch(train)  [5][ 200/1567]  lr: 1.6685e-05  eta: 10:24:27  time: 1.1750  data_time: 0.0379  memory: 52505  grad_norm: 15.7437  loss: 3.4600  top1_acc: 0.4062  top5_acc: 0.6875  loss_cls: 3.4600
2023/02/16 15:55:37 - mmengine - INFO - Epoch(train)  [5][ 300/1567]  lr: 1.6927e-05  eta: 10:22:18  time: 1.1903  data_time: 0.0317  memory: 52505  grad_norm: 16.1404  loss: 3.3214  top1_acc: 0.3125  top5_acc: 0.4688  loss_cls: 3.3214
2023/02/16 15:57:34 - mmengine - INFO - Epoch(train)  [5][ 400/1567]  lr: 1.7170e-05  eta: 10:20:04  time: 1.1784  data_time: 0.0293  memory: 52505  grad_norm: 16.1605  loss: 3.1348  top1_acc: 0.3125  top5_acc: 0.5625  loss_cls: 3.1348
2023/02/16 15:59:35 - mmengine - INFO - Epoch(train)  [5][ 500/1567]  lr: 1.7412e-05  eta: 10:18:04  time: 1.2158  data_time: 0.0291  memory: 52505  grad_norm: 15.6875  loss: 3.0187  top1_acc: 0.5312  top5_acc: 0.7188  loss_cls: 3.0187
2023/02/16 16:01:35 - mmengine - INFO - Epoch(train)  [5][ 600/1567]  lr: 1.7655e-05  eta: 10:16:06  time: 1.2487  data_time: 0.0290  memory: 52505  grad_norm: 16.0614  loss: 3.3150  top1_acc: 0.3125  top5_acc: 0.6562  loss_cls: 3.3150
2023/02/16 16:06:33 - mmengine - INFO - Epoch(train)  [5][ 700/1567]  lr: 1.7897e-05  eta: 10:27:05  time: 1.1812  data_time: 0.0312  memory: 52505  grad_norm: 15.9748  loss: 3.3432  top1_acc: 0.3125  top5_acc: 0.4688  loss_cls: 3.3432
2023/02/16 16:13:14 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 16:14:34 - mmengine - INFO - Epoch(train)  [5][ 800/1567]  lr: 1.8140e-05  eta: 10:50:51  time: 1.1929  data_time: 0.0314  memory: 52505  grad_norm: 15.8700  loss: 3.1506  top1_acc: 0.3125  top5_acc: 0.5625  loss_cls: 3.1506
2023/02/16 16:16:34 - mmengine - INFO - Epoch(train)  [5][ 900/1567]  lr: 1.8382e-05  eta: 10:48:10  time: 1.2536  data_time: 0.0341  memory: 52505  grad_norm: 15.9597  loss: 3.3480  top1_acc: 0.4375  top5_acc: 0.7500  loss_cls: 3.3480
2023/02/16 16:18:30 - mmengine - INFO - Epoch(train)  [5][1000/1567]  lr: 1.8625e-05  eta: 10:45:14  time: 1.1588  data_time: 0.0334  memory: 52505  grad_norm: 15.4910  loss: 3.3185  top1_acc: 0.3125  top5_acc: 0.5625  loss_cls: 3.3185
2023/02/16 16:20:29 - mmengine - INFO - Epoch(train)  [5][1100/1567]  lr: 1.8867e-05  eta: 10:42:31  time: 1.1768  data_time: 0.0294  memory: 52505  grad_norm: 15.6728  loss: 3.1265  top1_acc: 0.2500  top5_acc: 0.3750  loss_cls: 3.1265
2023/02/16 16:22:28 - mmengine - INFO - Epoch(train)  [5][1200/1567]  lr: 1.9110e-05  eta: 10:39:49  time: 1.1620  data_time: 0.0263  memory: 52505  grad_norm: 16.5535  loss: 3.2049  top1_acc: 0.3125  top5_acc: 0.5625  loss_cls: 3.2049
2023/02/16 16:24:27 - mmengine - INFO - Epoch(train)  [5][1300/1567]  lr: 1.9352e-05  eta: 10:37:07  time: 1.1819  data_time: 0.0280  memory: 52505  grad_norm: 15.3856  loss: 3.1991  top1_acc: 0.3750  top5_acc: 0.7812  loss_cls: 3.1991
2023/02/16 16:26:29 - mmengine - INFO - Epoch(train)  [5][1400/1567]  lr: 1.9595e-05  eta: 10:34:40  time: 1.3299  data_time: 0.0259  memory: 52505  grad_norm: 15.4414  loss: 3.2869  top1_acc: 0.1875  top5_acc: 0.5000  loss_cls: 3.2869
2023/02/16 16:28:28 - mmengine - INFO - Epoch(train)  [5][1500/1567]  lr: 1.9838e-05  eta: 10:32:00  time: 1.1772  data_time: 0.0338  memory: 52505  grad_norm: 15.0496  loss: 3.2467  top1_acc: 0.3125  top5_acc: 0.5312  loss_cls: 3.2467
2023/02/16 16:29:45 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 16:29:45 - mmengine - INFO - Epoch(train)  [5][1567/1567]  lr: 2.0000e-05  eta: 10:30:05  time: 1.1149  data_time: 0.0180  memory: 52505  grad_norm: 15.6128  loss: 3.1732  top1_acc: 0.3793  top5_acc: 0.6552  loss_cls: 3.1732
2023/02/16 16:30:01 - mmengine - INFO - Epoch(val)  [5][100/265]    eta: 0:00:25  time: 0.1219  data_time: 0.0401  memory: 2897  
2023/02/16 16:30:16 - mmengine - INFO - Epoch(val)  [5][200/265]    eta: 0:00:09  time: 0.1330  data_time: 0.0512  memory: 2897  
2023/02/16 16:30:31 - mmengine - INFO - Epoch(val) [5][265/265]  acc/top1: 0.3493  acc/top5: 0.6301  acc/mean1: 0.3493
2023/02/16 16:30:31 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb/best_acc/top1_epoch_4.pth is removed
2023/02/16 16:30:34 - mmengine - INFO - The best checkpoint with 0.3493 acc/top1 at 5 epoch is saved to best_acc/top1_epoch_5.pth.
2023/02/16 16:32:42 - mmengine - INFO - Epoch(train)  [6][ 100/1567]  lr: 1.9999e-05  eta: 10:27:59  time: 1.1653  data_time: 0.0335  memory: 52505  grad_norm: 15.6184  loss: 3.1691  top1_acc: 0.1875  top5_acc: 0.5312  loss_cls: 3.1691
2023/02/16 16:33:59 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 16:34:40 - mmengine - INFO - Epoch(train)  [6][ 200/1567]  lr: 1.9998e-05  eta: 10:25:20  time: 1.1619  data_time: 0.0239  memory: 52505  grad_norm: 15.4784  loss: 3.1654  top1_acc: 0.3125  top5_acc: 0.6562  loss_cls: 3.1654
2023/02/16 16:36:41 - mmengine - INFO - Epoch(train)  [6][ 300/1567]  lr: 1.9995e-05  eta: 10:22:53  time: 1.2086  data_time: 0.0303  memory: 52505  grad_norm: 15.3887  loss: 3.1909  top1_acc: 0.3750  top5_acc: 0.5938  loss_cls: 3.1909
2023/02/16 16:38:40 - mmengine - INFO - Epoch(train)  [6][ 400/1567]  lr: 1.9992e-05  eta: 10:20:17  time: 1.1674  data_time: 0.0287  memory: 52505  grad_norm: 15.2697  loss: 3.3117  top1_acc: 0.4688  top5_acc: 0.6250  loss_cls: 3.3117
2023/02/16 16:40:37 - mmengine - INFO - Epoch(train)  [6][ 500/1567]  lr: 1.9987e-05  eta: 10:17:38  time: 1.2291  data_time: 0.0299  memory: 52505  grad_norm: 15.3379  loss: 3.2947  top1_acc: 0.3438  top5_acc: 0.5625  loss_cls: 3.2947
2023/02/16 16:42:36 - mmengine - INFO - Epoch(train)  [6][ 600/1567]  lr: 1.9981e-05  eta: 10:15:06  time: 1.2438  data_time: 0.0232  memory: 52505  grad_norm: 15.6646  loss: 3.2375  top1_acc: 0.3125  top5_acc: 0.4375  loss_cls: 3.2375
2023/02/16 16:44:33 - mmengine - INFO - Epoch(train)  [6][ 700/1567]  lr: 1.9974e-05  eta: 10:12:27  time: 1.1501  data_time: 0.0304  memory: 52505  grad_norm: 15.1874  loss: 3.0927  top1_acc: 0.3438  top5_acc: 0.4688  loss_cls: 3.0927
2023/02/16 16:46:32 - mmengine - INFO - Epoch(train)  [6][ 800/1567]  lr: 1.9966e-05  eta: 10:09:53  time: 1.1731  data_time: 0.0257  memory: 52505  grad_norm: 15.2294  loss: 3.1164  top1_acc: 0.4688  top5_acc: 0.6562  loss_cls: 3.1164
2023/02/16 16:48:30 - mmengine - INFO - Epoch(train)  [6][ 900/1567]  lr: 1.9957e-05  eta: 10:07:19  time: 1.1648  data_time: 0.0295  memory: 52505  grad_norm: 15.4617  loss: 3.1307  top1_acc: 0.2188  top5_acc: 0.5000  loss_cls: 3.1307
2023/02/16 16:50:28 - mmengine - INFO - Epoch(train)  [6][1000/1567]  lr: 1.9947e-05  eta: 10:04:48  time: 1.1630  data_time: 0.0293  memory: 52505  grad_norm: 15.5832  loss: 3.2752  top1_acc: 0.2812  top5_acc: 0.4688  loss_cls: 3.2752
2023/02/16 16:52:27 - mmengine - INFO - Epoch(train)  [6][1100/1567]  lr: 1.9936e-05  eta: 10:02:19  time: 1.2059  data_time: 0.0414  memory: 52505  grad_norm: 15.2392  loss: 3.3451  top1_acc: 0.3438  top5_acc: 0.5938  loss_cls: 3.3451
2023/02/16 16:53:44 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 16:54:25 - mmengine - INFO - Epoch(train)  [6][1200/1567]  lr: 1.9924e-05  eta: 9:59:48  time: 1.1608  data_time: 0.0279  memory: 52505  grad_norm: 15.0472  loss: 3.2224  top1_acc: 0.3438  top5_acc: 0.4375  loss_cls: 3.2224
2023/02/16 16:56:24 - mmengine - INFO - Epoch(train)  [6][1300/1567]  lr: 1.9911e-05  eta: 9:57:20  time: 1.1679  data_time: 0.0339  memory: 52505  grad_norm: 15.1463  loss: 3.0476  top1_acc: 0.2500  top5_acc: 0.5625  loss_cls: 3.0476
2023/02/16 16:58:24 - mmengine - INFO - Epoch(train)  [6][1400/1567]  lr: 1.9897e-05  eta: 9:54:56  time: 1.1709  data_time: 0.0273  memory: 52505  grad_norm: 14.6892  loss: 3.0791  top1_acc: 0.4062  top5_acc: 0.6250  loss_cls: 3.0791
2023/02/16 17:00:22 - mmengine - INFO - Epoch(train)  [6][1500/1567]  lr: 1.9881e-05  eta: 9:52:26  time: 1.1799  data_time: 0.0344  memory: 52505  grad_norm: 15.3129  loss: 3.2404  top1_acc: 0.3438  top5_acc: 0.5938  loss_cls: 3.2404
2023/02/16 17:01:42 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 17:01:42 - mmengine - INFO - Epoch(train)  [6][1567/1567]  lr: 1.9871e-05  eta: 9:50:48  time: 1.1763  data_time: 0.0216  memory: 52505  grad_norm: 15.7525  loss: 3.1657  top1_acc: 0.5172  top5_acc: 0.6897  loss_cls: 3.1657
2023/02/16 17:01:42 - mmengine - INFO - Saving checkpoint at 6 epochs
2023/02/16 17:02:02 - mmengine - INFO - Epoch(val)  [6][100/265]    eta: 0:00:24  time: 0.1281  data_time: 0.0456  memory: 2897  
2023/02/16 17:02:17 - mmengine - INFO - Epoch(val)  [6][200/265]    eta: 0:00:09  time: 0.1284  data_time: 0.0465  memory: 2897  
2023/02/16 17:02:27 - mmengine - INFO - Epoch(val) [6][265/265]  acc/top1: 0.3554  acc/top5: 0.6442  acc/mean1: 0.3554
2023/02/16 17:02:28 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb/best_acc/top1_epoch_5.pth is removed
2023/02/16 17:02:31 - mmengine - INFO - The best checkpoint with 0.3554 acc/top1 at 6 epoch is saved to best_acc/top1_epoch_6.pth.
2023/02/16 17:04:39 - mmengine - INFO - Epoch(train)  [7][ 100/1567]  lr: 1.9854e-05  eta: 9:48:48  time: 1.2046  data_time: 0.0584  memory: 52505  grad_norm: 15.2021  loss: 3.0199  top1_acc: 0.3125  top5_acc: 0.6250  loss_cls: 3.0199
2023/02/16 17:06:37 - mmengine - INFO - Epoch(train)  [7][ 200/1567]  lr: 1.9836e-05  eta: 9:46:22  time: 1.1817  data_time: 0.0329  memory: 52505  grad_norm: 15.5186  loss: 3.1253  top1_acc: 0.2188  top5_acc: 0.5000  loss_cls: 3.1253
2023/02/16 17:08:35 - mmengine - INFO - Epoch(train)  [7][ 300/1567]  lr: 1.9816e-05  eta: 9:43:53  time: 1.1634  data_time: 0.0271  memory: 52505  grad_norm: 15.6342  loss: 3.1226  top1_acc: 0.4062  top5_acc: 0.6562  loss_cls: 3.1226
2023/02/16 17:10:36 - mmengine - INFO - Epoch(train)  [7][ 400/1567]  lr: 1.9796e-05  eta: 9:41:35  time: 1.3212  data_time: 0.0276  memory: 52505  grad_norm: 15.2692  loss: 3.1568  top1_acc: 0.2812  top5_acc: 0.5625  loss_cls: 3.1568
2023/02/16 17:12:36 - mmengine - INFO - Epoch(train)  [7][ 500/1567]  lr: 1.9775e-05  eta: 9:39:14  time: 1.2152  data_time: 0.0272  memory: 52505  grad_norm: 15.2673  loss: 3.1196  top1_acc: 0.3750  top5_acc: 0.5000  loss_cls: 3.1196
2023/02/16 17:14:32 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 17:14:34 - mmengine - INFO - Epoch(train)  [7][ 600/1567]  lr: 1.9753e-05  eta: 9:36:48  time: 1.1670  data_time: 0.0277  memory: 52505  grad_norm: 15.1317  loss: 3.1443  top1_acc: 0.3125  top5_acc: 0.5312  loss_cls: 3.1443
2023/02/16 17:16:33 - mmengine - INFO - Epoch(train)  [7][ 700/1567]  lr: 1.9730e-05  eta: 9:34:26  time: 1.1592  data_time: 0.0330  memory: 52505  grad_norm: 15.2814  loss: 2.9778  top1_acc: 0.4062  top5_acc: 0.6250  loss_cls: 2.9778
2023/02/16 17:21:14 - mmengine - INFO - Epoch(train)  [7][ 800/1567]  lr: 1.9705e-05  eta: 9:39:19  time: 1.1859  data_time: 0.0316  memory: 52505  grad_norm: 14.9097  loss: 3.1491  top1_acc: 0.2188  top5_acc: 0.5312  loss_cls: 3.1491
2023/02/16 17:23:13 - mmengine - INFO - Epoch(train)  [7][ 900/1567]  lr: 1.9680e-05  eta: 9:36:50  time: 1.2023  data_time: 0.0359  memory: 52505  grad_norm: 15.3705  loss: 3.0777  top1_acc: 0.3438  top5_acc: 0.6562  loss_cls: 3.0777
2023/02/16 17:25:11 - mmengine - INFO - Epoch(train)  [7][1000/1567]  lr: 1.9654e-05  eta: 9:34:21  time: 1.2090  data_time: 0.0271  memory: 52505  grad_norm: 16.0355  loss: 3.1856  top1_acc: 0.1875  top5_acc: 0.5625  loss_cls: 3.1856
2023/02/16 17:27:10 - mmengine - INFO - Epoch(train)  [7][1100/1567]  lr: 1.9627e-05  eta: 9:31:56  time: 1.1720  data_time: 0.0316  memory: 52505  grad_norm: 15.0456  loss: 3.0379  top1_acc: 0.1562  top5_acc: 0.5312  loss_cls: 3.0379
2023/02/16 17:29:08 - mmengine - INFO - Epoch(train)  [7][1200/1567]  lr: 1.9598e-05  eta: 9:29:26  time: 1.1752  data_time: 0.0310  memory: 52505  grad_norm: 15.7677  loss: 3.1621  top1_acc: 0.3438  top5_acc: 0.5625  loss_cls: 3.1621
2023/02/16 17:31:08 - mmengine - INFO - Epoch(train)  [7][1300/1567]  lr: 1.9569e-05  eta: 9:27:02  time: 1.2207  data_time: 0.0272  memory: 52505  grad_norm: 15.3309  loss: 3.1207  top1_acc: 0.3438  top5_acc: 0.5312  loss_cls: 3.1207
2023/02/16 17:33:04 - mmengine - INFO - Epoch(train)  [7][1400/1567]  lr: 1.9539e-05  eta: 9:24:31  time: 1.1615  data_time: 0.0296  memory: 52505  grad_norm: 15.2218  loss: 3.0180  top1_acc: 0.2812  top5_acc: 0.5938  loss_cls: 3.0180
2023/02/16 17:35:04 - mmengine - INFO - Epoch(train)  [7][1500/1567]  lr: 1.9507e-05  eta: 9:22:09  time: 1.1829  data_time: 0.0325  memory: 52505  grad_norm: 14.9050  loss: 3.0796  top1_acc: 0.3125  top5_acc: 0.5625  loss_cls: 3.0796
2023/02/16 17:36:22 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 17:36:22 - mmengine - INFO - Epoch(train)  [7][1567/1567]  lr: 1.9486e-05  eta: 9:20:27  time: 1.1195  data_time: 0.0281  memory: 52505  grad_norm: 14.7843  loss: 3.0993  top1_acc: 0.4138  top5_acc: 0.5517  loss_cls: 3.0993
2023/02/16 17:36:37 - mmengine - INFO - Epoch(val)  [7][100/265]    eta: 0:00:25  time: 0.1201  data_time: 0.0383  memory: 2897  
2023/02/16 17:36:53 - mmengine - INFO - Epoch(val)  [7][200/265]    eta: 0:00:10  time: 0.1247  data_time: 0.0422  memory: 2897  
2023/02/16 17:37:07 - mmengine - INFO - Epoch(val) [7][265/265]  acc/top1: 0.3627  acc/top5: 0.6497  acc/mean1: 0.3627
2023/02/16 17:37:07 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb/best_acc/top1_epoch_6.pth is removed
2023/02/16 17:37:11 - mmengine - INFO - The best checkpoint with 0.3627 acc/top1 at 7 epoch is saved to best_acc/top1_epoch_7.pth.
2023/02/16 17:37:56 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 17:39:19 - mmengine - INFO - Epoch(train)  [8][ 100/1567]  lr: 1.9453e-05  eta: 9:18:24  time: 1.1599  data_time: 0.0355  memory: 52505  grad_norm: 15.4760  loss: 3.1305  top1_acc: 0.3125  top5_acc: 0.5625  loss_cls: 3.1305
2023/02/16 17:41:18 - mmengine - INFO - Epoch(train)  [8][ 200/1567]  lr: 1.9419e-05  eta: 9:16:01  time: 1.1790  data_time: 0.0264  memory: 52505  grad_norm: 15.3391  loss: 3.0351  top1_acc: 0.3125  top5_acc: 0.4375  loss_cls: 3.0351
2023/02/16 17:43:18 - mmengine - INFO - Epoch(train)  [8][ 300/1567]  lr: 1.9383e-05  eta: 9:13:40  time: 1.1920  data_time: 0.0571  memory: 52505  grad_norm: 15.8826  loss: 3.0341  top1_acc: 0.2500  top5_acc: 0.6562  loss_cls: 3.0341
2023/02/16 17:45:16 - mmengine - INFO - Epoch(train)  [8][ 400/1567]  lr: 1.9347e-05  eta: 9:11:15  time: 1.1671  data_time: 0.0259  memory: 52505  grad_norm: 15.3744  loss: 3.0149  top1_acc: 0.4062  top5_acc: 0.7188  loss_cls: 3.0149
2023/02/16 17:47:13 - mmengine - INFO - Epoch(train)  [8][ 500/1567]  lr: 1.9310e-05  eta: 9:08:49  time: 1.1735  data_time: 0.0415  memory: 52505  grad_norm: 15.8985  loss: 2.9691  top1_acc: 0.2812  top5_acc: 0.6250  loss_cls: 2.9691
2023/02/16 17:49:15 - mmengine - INFO - Epoch(train)  [8][ 600/1567]  lr: 1.9272e-05  eta: 9:06:35  time: 1.2561  data_time: 0.0286  memory: 52505  grad_norm: 15.0683  loss: 3.0247  top1_acc: 0.4688  top5_acc: 0.6250  loss_cls: 3.0247
2023/02/16 17:51:12 - mmengine - INFO - Epoch(train)  [8][ 700/1567]  lr: 1.9234e-05  eta: 9:04:09  time: 1.1642  data_time: 0.0263  memory: 52505  grad_norm: 14.6822  loss: 2.9047  top1_acc: 0.5000  top5_acc: 0.6250  loss_cls: 2.9047
2023/02/16 17:53:11 - mmengine - INFO - Epoch(train)  [8][ 800/1567]  lr: 1.9194e-05  eta: 9:01:48  time: 1.2113  data_time: 0.0310  memory: 52505  grad_norm: 15.2834  loss: 3.0365  top1_acc: 0.2812  top5_acc: 0.5938  loss_cls: 3.0365
2023/02/16 17:55:09 - mmengine - INFO - Epoch(train)  [8][ 900/1567]  lr: 1.9153e-05  eta: 8:59:26  time: 1.1801  data_time: 0.0295  memory: 52505  grad_norm: 14.8557  loss: 2.9245  top1_acc: 0.4688  top5_acc: 0.6562  loss_cls: 2.9245
2023/02/16 17:57:08 - mmengine - INFO - Epoch(train)  [8][1000/1567]  lr: 1.9111e-05  eta: 8:57:04  time: 1.1550  data_time: 0.0283  memory: 52505  grad_norm: 14.8083  loss: 3.1067  top1_acc: 0.4375  top5_acc: 0.6875  loss_cls: 3.1067
2023/02/16 17:57:44 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 17:59:06 - mmengine - INFO - Epoch(train)  [8][1100/1567]  lr: 1.9068e-05  eta: 8:54:42  time: 1.1698  data_time: 0.0366  memory: 52505  grad_norm: 15.0051  loss: 2.9159  top1_acc: 0.1562  top5_acc: 0.5938  loss_cls: 2.9159
2023/02/16 18:01:05 - mmengine - INFO - Epoch(train)  [8][1200/1567]  lr: 1.9024e-05  eta: 8:52:23  time: 1.1853  data_time: 0.0325  memory: 52505  grad_norm: 15.4637  loss: 3.0267  top1_acc: 0.3125  top5_acc: 0.6250  loss_cls: 3.0267
2023/02/16 18:03:06 - mmengine - INFO - Epoch(train)  [8][1300/1567]  lr: 1.8980e-05  eta: 8:50:08  time: 1.1801  data_time: 0.0331  memory: 52505  grad_norm: 15.4527  loss: 3.0258  top1_acc: 0.3125  top5_acc: 0.5938  loss_cls: 3.0258
2023/02/16 18:05:04 - mmengine - INFO - Epoch(train)  [8][1400/1567]  lr: 1.8934e-05  eta: 8:47:46  time: 1.1961  data_time: 0.0309  memory: 52505  grad_norm: 15.3415  loss: 3.0808  top1_acc: 0.3125  top5_acc: 0.5000  loss_cls: 3.0808
2023/02/16 18:07:01 - mmengine - INFO - Epoch(train)  [8][1500/1567]  lr: 1.8887e-05  eta: 8:45:24  time: 1.1677  data_time: 0.0259  memory: 52505  grad_norm: 15.3753  loss: 3.0916  top1_acc: 0.5000  top5_acc: 0.7500  loss_cls: 3.0916
2023/02/16 18:08:20 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 18:08:20 - mmengine - INFO - Epoch(train)  [8][1567/1567]  lr: 1.8855e-05  eta: 8:43:51  time: 1.1096  data_time: 0.0251  memory: 52505  grad_norm: 14.6749  loss: 3.0553  top1_acc: 0.4138  top5_acc: 0.6552  loss_cls: 3.0553
2023/02/16 18:08:35 - mmengine - INFO - Epoch(val)  [8][100/265]    eta: 0:00:25  time: 0.1193  data_time: 0.0371  memory: 2897  
2023/02/16 18:08:51 - mmengine - INFO - Epoch(val)  [8][200/265]    eta: 0:00:09  time: 0.1286  data_time: 0.0469  memory: 2897  
2023/02/16 18:09:05 - mmengine - INFO - Epoch(val) [8][265/265]  acc/top1: 0.3708  acc/top5: 0.6606  acc/mean1: 0.3708
2023/02/16 18:09:05 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb/best_acc/top1_epoch_7.pth is removed
2023/02/16 18:09:10 - mmengine - INFO - The best checkpoint with 0.3708 acc/top1 at 8 epoch is saved to best_acc/top1_epoch_8.pth.
2023/02/16 18:11:18 - mmengine - INFO - Epoch(train)  [9][ 100/1567]  lr: 1.8807e-05  eta: 8:41:52  time: 1.1840  data_time: 0.0458  memory: 52505  grad_norm: 15.6531  loss: 2.8321  top1_acc: 0.4375  top5_acc: 0.5312  loss_cls: 2.8321
2023/02/16 18:13:16 - mmengine - INFO - Epoch(train)  [9][ 200/1567]  lr: 1.8758e-05  eta: 8:39:31  time: 1.1850  data_time: 0.0424  memory: 52505  grad_norm: 14.7628  loss: 2.9305  top1_acc: 0.3438  top5_acc: 0.6250  loss_cls: 2.9305
2023/02/16 18:15:13 - mmengine - INFO - Epoch(train)  [9][ 300/1567]  lr: 1.8708e-05  eta: 8:37:10  time: 1.1868  data_time: 0.0314  memory: 52505  grad_norm: 15.3471  loss: 2.9653  top1_acc: 0.4688  top5_acc: 0.6250  loss_cls: 2.9653
2023/02/16 18:17:11 - mmengine - INFO - Epoch(train)  [9][ 400/1567]  lr: 1.8657e-05  eta: 8:34:51  time: 1.1714  data_time: 0.0269  memory: 52505  grad_norm: 15.0811  loss: 2.9721  top1_acc: 0.5938  top5_acc: 0.8125  loss_cls: 2.9721
2023/02/16 18:18:28 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 18:19:12 - mmengine - INFO - Epoch(train)  [9][ 500/1567]  lr: 1.8605e-05  eta: 8:32:37  time: 1.2343  data_time: 0.0321  memory: 52505  grad_norm: 15.4197  loss: 3.0066  top1_acc: 0.2812  top5_acc: 0.6562  loss_cls: 3.0066
2023/02/16 18:21:12 - mmengine - INFO - Epoch(train)  [9][ 600/1567]  lr: 1.8553e-05  eta: 8:30:22  time: 1.1827  data_time: 0.0284  memory: 52505  grad_norm: 15.4857  loss: 3.0669  top1_acc: 0.3125  top5_acc: 0.5312  loss_cls: 3.0669
2023/02/16 18:23:10 - mmengine - INFO - Epoch(train)  [9][ 700/1567]  lr: 1.8499e-05  eta: 8:28:05  time: 1.1601  data_time: 0.0298  memory: 52505  grad_norm: 15.9148  loss: 2.9751  top1_acc: 0.2812  top5_acc: 0.6562  loss_cls: 2.9751
2023/02/16 18:25:11 - mmengine - INFO - Epoch(train)  [9][ 800/1567]  lr: 1.8445e-05  eta: 8:25:52  time: 1.1702  data_time: 0.0290  memory: 52505  grad_norm: 15.0086  loss: 2.8999  top1_acc: 0.3125  top5_acc: 0.5938  loss_cls: 2.8999
2023/02/16 18:27:09 - mmengine - INFO - Epoch(train)  [9][ 900/1567]  lr: 1.8389e-05  eta: 8:23:34  time: 1.1652  data_time: 0.0259  memory: 52505  grad_norm: 14.7773  loss: 2.9544  top1_acc: 0.4375  top5_acc: 0.6875  loss_cls: 2.9544
2023/02/16 18:29:10 - mmengine - INFO - Epoch(train)  [9][1000/1567]  lr: 1.8333e-05  eta: 8:21:21  time: 1.2831  data_time: 0.0275  memory: 52505  grad_norm: 15.3864  loss: 2.9455  top1_acc: 0.2812  top5_acc: 0.5938  loss_cls: 2.9455
2023/02/16 18:31:07 - mmengine - INFO - Epoch(train)  [9][1100/1567]  lr: 1.8276e-05  eta: 8:19:03  time: 1.1813  data_time: 0.0302  memory: 52505  grad_norm: 15.4023  loss: 3.0216  top1_acc: 0.2500  top5_acc: 0.6562  loss_cls: 3.0216
2023/02/16 18:33:05 - mmengine - INFO - Epoch(train)  [9][1200/1567]  lr: 1.8218e-05  eta: 8:16:47  time: 1.1768  data_time: 0.0267  memory: 52505  grad_norm: 14.5162  loss: 2.9026  top1_acc: 0.4062  top5_acc: 0.8125  loss_cls: 2.9026
2023/02/16 18:35:06 - mmengine - INFO - Epoch(train)  [9][1300/1567]  lr: 1.8159e-05  eta: 8:14:35  time: 1.1640  data_time: 0.0264  memory: 52505  grad_norm: 14.9289  loss: 2.8846  top1_acc: 0.5938  top5_acc: 0.6562  loss_cls: 2.8846
2023/02/16 18:37:05 - mmengine - INFO - Epoch(train)  [9][1400/1567]  lr: 1.8099e-05  eta: 8:12:19  time: 1.1780  data_time: 0.0347  memory: 52505  grad_norm: 15.7921  loss: 3.0349  top1_acc: 0.4062  top5_acc: 0.5938  loss_cls: 3.0349
2023/02/16 18:38:21 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 18:39:05 - mmengine - INFO - Epoch(train)  [9][1500/1567]  lr: 1.8039e-05  eta: 8:10:07  time: 1.2867  data_time: 0.0271  memory: 52505  grad_norm: 14.9222  loss: 2.8565  top1_acc: 0.4688  top5_acc: 0.6875  loss_cls: 2.8565
2023/02/16 18:40:23 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 18:40:23 - mmengine - INFO - Epoch(train)  [9][1567/1567]  lr: 1.7997e-05  eta: 8:08:34  time: 1.1512  data_time: 0.0235  memory: 52505  grad_norm: 14.9036  loss: 2.9710  top1_acc: 0.4828  top5_acc: 0.6552  loss_cls: 2.9710
2023/02/16 18:40:23 - mmengine - INFO - Saving checkpoint at 9 epochs
2023/02/16 18:40:48 - mmengine - INFO - Epoch(val)  [9][100/265]    eta: 0:00:25  time: 0.1186  data_time: 0.0365  memory: 2897  
2023/02/16 18:41:03 - mmengine - INFO - Epoch(val)  [9][200/265]    eta: 0:00:09  time: 0.1105  data_time: 0.0297  memory: 2897  
2023/02/16 18:41:12 - mmengine - INFO - Epoch(val) [9][265/265]  acc/top1: 0.3720  acc/top5: 0.6659  acc/mean1: 0.3720
2023/02/16 18:41:12 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb/best_acc/top1_epoch_8.pth is removed
2023/02/16 18:41:15 - mmengine - INFO - The best checkpoint with 0.3720 acc/top1 at 9 epoch is saved to best_acc/top1_epoch_9.pth.
2023/02/16 18:43:23 - mmengine - INFO - Epoch(train) [10][ 100/1567]  lr: 1.7935e-05  eta: 8:06:34  time: 1.1758  data_time: 0.0293  memory: 52505  grad_norm: 15.4237  loss: 2.9662  top1_acc: 0.4688  top5_acc: 0.6875  loss_cls: 2.9662
2023/02/16 18:45:20 - mmengine - INFO - Epoch(train) [10][ 200/1567]  lr: 1.7873e-05  eta: 8:04:16  time: 1.1691  data_time: 0.0293  memory: 52505  grad_norm: 14.7581  loss: 2.7806  top1_acc: 0.3750  top5_acc: 0.6250  loss_cls: 2.7806
2023/02/16 18:47:22 - mmengine - INFO - Epoch(train) [10][ 300/1567]  lr: 1.7809e-05  eta: 8:02:07  time: 1.2001  data_time: 0.0303  memory: 52505  grad_norm: 15.1398  loss: 2.8120  top1_acc: 0.4375  top5_acc: 0.7188  loss_cls: 2.8120
2023/02/16 18:49:23 - mmengine - INFO - Epoch(train) [10][ 400/1567]  lr: 1.7745e-05  eta: 7:59:57  time: 1.1929  data_time: 0.0279  memory: 52505  grad_norm: 14.9901  loss: 3.1078  top1_acc: 0.2500  top5_acc: 0.5938  loss_cls: 3.1078
2023/02/16 18:51:22 - mmengine - INFO - Epoch(train) [10][ 500/1567]  lr: 1.7679e-05  eta: 7:57:43  time: 1.1779  data_time: 0.0310  memory: 52505  grad_norm: 15.1509  loss: 2.9481  top1_acc: 0.3438  top5_acc: 0.5938  loss_cls: 2.9481
2023/02/16 18:53:21 - mmengine - INFO - Epoch(train) [10][ 600/1567]  lr: 1.7613e-05  eta: 7:55:30  time: 1.1682  data_time: 0.0278  memory: 52505  grad_norm: 15.2544  loss: 2.9861  top1_acc: 0.3438  top5_acc: 0.5938  loss_cls: 2.9861
2023/02/16 18:55:19 - mmengine - INFO - Epoch(train) [10][ 700/1567]  lr: 1.7546e-05  eta: 7:53:16  time: 1.1858  data_time: 0.0286  memory: 52505  grad_norm: 15.4608  loss: 2.8889  top1_acc: 0.3750  top5_acc: 0.5938  loss_cls: 2.8889
2023/02/16 18:57:18 - mmengine - INFO - Epoch(train) [10][ 800/1567]  lr: 1.7479e-05  eta: 7:51:02  time: 1.1590  data_time: 0.0316  memory: 52505  grad_norm: 15.7294  loss: 2.7009  top1_acc: 0.3125  top5_acc: 0.6250  loss_cls: 2.7009
2023/02/16 18:59:13 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 18:59:16 - mmengine - INFO - Epoch(train) [10][ 900/1567]  lr: 1.7410e-05  eta: 7:48:49  time: 1.1706  data_time: 0.0285  memory: 52505  grad_norm: 15.2054  loss: 2.9596  top1_acc: 0.4062  top5_acc: 0.7188  loss_cls: 2.9596
2023/02/16 19:01:16 - mmengine - INFO - Epoch(train) [10][1000/1567]  lr: 1.7341e-05  eta: 7:46:37  time: 1.2061  data_time: 0.0315  memory: 52505  grad_norm: 15.2492  loss: 2.9634  top1_acc: 0.3750  top5_acc: 0.6250  loss_cls: 2.9634
2023/02/16 19:03:14 - mmengine - INFO - Epoch(train) [10][1100/1567]  lr: 1.7271e-05  eta: 7:44:24  time: 1.1748  data_time: 0.0362  memory: 52505  grad_norm: 14.8015  loss: 2.8302  top1_acc: 0.4375  top5_acc: 0.7188  loss_cls: 2.8302
2023/02/16 19:05:15 - mmengine - INFO - Epoch(train) [10][1200/1567]  lr: 1.7201e-05  eta: 7:42:14  time: 1.2086  data_time: 0.0303  memory: 52505  grad_norm: 15.5656  loss: 2.8280  top1_acc: 0.3125  top5_acc: 0.6250  loss_cls: 2.8280
2023/02/16 19:07:15 - mmengine - INFO - Epoch(train) [10][1300/1567]  lr: 1.7129e-05  eta: 7:40:04  time: 1.1559  data_time: 0.0311  memory: 52505  grad_norm: 15.2949  loss: 2.9983  top1_acc: 0.4062  top5_acc: 0.6562  loss_cls: 2.9983
2023/02/16 19:09:13 - mmengine - INFO - Epoch(train) [10][1400/1567]  lr: 1.7057e-05  eta: 7:37:51  time: 1.1734  data_time: 0.0356  memory: 52505  grad_norm: 15.0086  loss: 3.1341  top1_acc: 0.2188  top5_acc: 0.4688  loss_cls: 3.1341
2023/02/16 19:11:12 - mmengine - INFO - Epoch(train) [10][1500/1567]  lr: 1.6984e-05  eta: 7:35:39  time: 1.1718  data_time: 0.0290  memory: 52505  grad_norm: 15.0098  loss: 2.7602  top1_acc: 0.5000  top5_acc: 0.8125  loss_cls: 2.7602
2023/02/16 19:12:29 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 19:12:29 - mmengine - INFO - Epoch(train) [10][1567/1567]  lr: 1.6935e-05  eta: 7:34:07  time: 1.1182  data_time: 0.0275  memory: 52505  grad_norm: 15.5316  loss: 2.8279  top1_acc: 0.3793  top5_acc: 0.7241  loss_cls: 2.8279
2023/02/16 19:12:45 - mmengine - INFO - Epoch(val) [10][100/265]    eta: 0:00:25  time: 0.1189  data_time: 0.0364  memory: 2897  
2023/02/16 19:13:00 - mmengine - INFO - Epoch(val) [10][200/265]    eta: 0:00:09  time: 0.1250  data_time: 0.0431  memory: 2897  
2023/02/16 19:13:15 - mmengine - INFO - Epoch(val) [10][265/265]  acc/top1: 0.3783  acc/top5: 0.6679  acc/mean1: 0.3783
2023/02/16 19:13:15 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb/best_acc/top1_epoch_9.pth is removed
2023/02/16 19:13:19 - mmengine - INFO - The best checkpoint with 0.3783 acc/top1 at 10 epoch is saved to best_acc/top1_epoch_10.pth.
2023/02/16 19:15:30 - mmengine - INFO - Epoch(train) [11][ 100/1567]  lr: 1.6861e-05  eta: 7:32:13  time: 1.2568  data_time: 0.0308  memory: 52505  grad_norm: 15.6340  loss: 2.8735  top1_acc: 0.2500  top5_acc: 0.5938  loss_cls: 2.8735
2023/02/16 19:17:30 - mmengine - INFO - Epoch(train) [11][ 200/1567]  lr: 1.6786e-05  eta: 7:30:03  time: 1.2112  data_time: 0.0277  memory: 52505  grad_norm: 15.1400  loss: 2.8644  top1_acc: 0.4375  top5_acc: 0.5938  loss_cls: 2.8644
2023/02/16 19:19:28 - mmengine - INFO - Epoch(train) [11][ 300/1567]  lr: 1.6710e-05  eta: 7:27:51  time: 1.1876  data_time: 0.0387  memory: 52505  grad_norm: 15.5732  loss: 2.7821  top1_acc: 0.4375  top5_acc: 0.6250  loss_cls: 2.7821
2023/02/16 19:20:07 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 19:21:31 - mmengine - INFO - Epoch(train) [11][ 400/1567]  lr: 1.6634e-05  eta: 7:25:44  time: 1.1749  data_time: 0.0290  memory: 52505  grad_norm: 15.7203  loss: 2.7752  top1_acc: 0.5000  top5_acc: 0.7812  loss_cls: 2.7752
2023/02/16 19:23:30 - mmengine - INFO - Epoch(train) [11][ 500/1567]  lr: 1.6557e-05  eta: 7:23:34  time: 1.2581  data_time: 0.1301  memory: 52505  grad_norm: 15.5979  loss: 2.7361  top1_acc: 0.3750  top5_acc: 0.5312  loss_cls: 2.7361
2023/02/16 19:25:30 - mmengine - INFO - Epoch(train) [11][ 600/1567]  lr: 1.6480e-05  eta: 7:21:23  time: 1.1941  data_time: 0.0282  memory: 52505  grad_norm: 15.3905  loss: 2.9173  top1_acc: 0.4688  top5_acc: 0.6562  loss_cls: 2.9173
2023/02/16 19:27:30 - mmengine - INFO - Epoch(train) [11][ 700/1567]  lr: 1.6402e-05  eta: 7:19:14  time: 1.1685  data_time: 0.0345  memory: 52505  grad_norm: 15.2564  loss: 2.9268  top1_acc: 0.4062  top5_acc: 0.7500  loss_cls: 2.9268
2023/02/16 19:29:30 - mmengine - INFO - Epoch(train) [11][ 800/1567]  lr: 1.6323e-05  eta: 7:17:04  time: 1.1622  data_time: 0.0280  memory: 52505  grad_norm: 15.6831  loss: 3.0011  top1_acc: 0.3125  top5_acc: 0.5938  loss_cls: 3.0011
2023/02/16 19:31:30 - mmengine - INFO - Epoch(train) [11][ 900/1567]  lr: 1.6243e-05  eta: 7:14:56  time: 1.1608  data_time: 0.0292  memory: 52505  grad_norm: 16.3017  loss: 2.8185  top1_acc: 0.3438  top5_acc: 0.5000  loss_cls: 2.8185
2023/02/16 19:33:28 - mmengine - INFO - Epoch(train) [11][1000/1567]  lr: 1.6163e-05  eta: 7:12:45  time: 1.1922  data_time: 0.0289  memory: 52505  grad_norm: 16.0065  loss: 2.9515  top1_acc: 0.4062  top5_acc: 0.7188  loss_cls: 2.9515
2023/02/16 19:35:26 - mmengine - INFO - Epoch(train) [11][1100/1567]  lr: 1.6082e-05  eta: 7:10:33  time: 1.1790  data_time: 0.0288  memory: 52505  grad_norm: 14.9586  loss: 2.8880  top1_acc: 0.3125  top5_acc: 0.5938  loss_cls: 2.8880
2023/02/16 19:37:29 - mmengine - INFO - Epoch(train) [11][1200/1567]  lr: 1.6001e-05  eta: 7:08:27  time: 1.2652  data_time: 0.0246  memory: 52505  grad_norm: 15.5055  loss: 2.7617  top1_acc: 0.4688  top5_acc: 0.6562  loss_cls: 2.7617
2023/02/16 19:39:27 - mmengine - INFO - Epoch(train) [11][1300/1567]  lr: 1.5919e-05  eta: 7:06:16  time: 1.1781  data_time: 0.0277  memory: 52505  grad_norm: 15.1549  loss: 2.8583  top1_acc: 0.3438  top5_acc: 0.5312  loss_cls: 2.8583
2023/02/16 19:40:04 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 19:41:31 - mmengine - INFO - Epoch(train) [11][1400/1567]  lr: 1.5836e-05  eta: 7:04:13  time: 1.4594  data_time: 0.0291  memory: 52505  grad_norm: 15.4458  loss: 2.8984  top1_acc: 0.5000  top5_acc: 0.7812  loss_cls: 2.8984
2023/02/16 19:43:28 - mmengine - INFO - Epoch(train) [11][1500/1567]  lr: 1.5753e-05  eta: 7:02:00  time: 1.1789  data_time: 0.0299  memory: 52505  grad_norm: 15.3326  loss: 2.6291  top1_acc: 0.4062  top5_acc: 0.6562  loss_cls: 2.6291
2023/02/16 19:44:46 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 19:44:46 - mmengine - INFO - Epoch(train) [11][1567/1567]  lr: 1.5697e-05  eta: 7:00:32  time: 1.1157  data_time: 0.0228  memory: 52505  grad_norm: 15.2205  loss: 2.8797  top1_acc: 0.3793  top5_acc: 0.5862  loss_cls: 2.8797
2023/02/16 19:45:02 - mmengine - INFO - Epoch(val) [11][100/265]    eta: 0:00:25  time: 0.1225  data_time: 0.0408  memory: 2897  
2023/02/16 19:45:17 - mmengine - INFO - Epoch(val) [11][200/265]    eta: 0:00:09  time: 0.1325  data_time: 0.0495  memory: 2897  
2023/02/16 19:45:32 - mmengine - INFO - Epoch(val) [11][265/265]  acc/top1: 0.3797  acc/top5: 0.6733  acc/mean1: 0.3797
2023/02/16 19:45:32 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb/best_acc/top1_epoch_10.pth is removed
2023/02/16 19:45:36 - mmengine - INFO - The best checkpoint with 0.3797 acc/top1 at 11 epoch is saved to best_acc/top1_epoch_11.pth.
2023/02/16 19:47:45 - mmengine - INFO - Epoch(train) [12][ 100/1567]  lr: 1.5613e-05  eta: 6:58:34  time: 1.2340  data_time: 0.0854  memory: 52505  grad_norm: 15.8861  loss: 2.7675  top1_acc: 0.4688  top5_acc: 0.6562  loss_cls: 2.7675
2023/02/16 19:49:44 - mmengine - INFO - Epoch(train) [12][ 200/1567]  lr: 1.5528e-05  eta: 6:56:24  time: 1.1707  data_time: 0.0446  memory: 52505  grad_norm: 15.7988  loss: 2.7600  top1_acc: 0.3438  top5_acc: 0.5625  loss_cls: 2.7600
2023/02/16 19:51:43 - mmengine - INFO - Epoch(train) [12][ 300/1567]  lr: 1.5443e-05  eta: 6:54:15  time: 1.1708  data_time: 0.0420  memory: 52505  grad_norm: 15.5595  loss: 2.6613  top1_acc: 0.5312  top5_acc: 0.7812  loss_cls: 2.6613
2023/02/16 19:53:42 - mmengine - INFO - Epoch(train) [12][ 400/1567]  lr: 1.5357e-05  eta: 6:52:05  time: 1.2121  data_time: 0.0353  memory: 52505  grad_norm: 15.4229  loss: 2.7536  top1_acc: 0.4375  top5_acc: 0.5312  loss_cls: 2.7536
2023/02/16 19:55:41 - mmengine - INFO - Epoch(train) [12][ 500/1567]  lr: 1.5270e-05  eta: 6:49:56  time: 1.1716  data_time: 0.0344  memory: 52505  grad_norm: 15.5947  loss: 2.8391  top1_acc: 0.4375  top5_acc: 0.6562  loss_cls: 2.8391
2023/02/16 19:57:39 - mmengine - INFO - Epoch(train) [12][ 600/1567]  lr: 1.5183e-05  eta: 6:47:46  time: 1.1788  data_time: 0.0365  memory: 52505  grad_norm: 15.6804  loss: 2.6682  top1_acc: 0.3750  top5_acc: 0.6562  loss_cls: 2.6682
2023/02/16 19:59:40 - mmengine - INFO - Epoch(train) [12][ 700/1567]  lr: 1.5096e-05  eta: 6:45:40  time: 1.2745  data_time: 0.0316  memory: 52505  grad_norm: 15.2999  loss: 2.7335  top1_acc: 0.5312  top5_acc: 0.6875  loss_cls: 2.7335
2023/02/16 20:00:54 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 20:01:39 - mmengine - INFO - Epoch(train) [12][ 800/1567]  lr: 1.5008e-05  eta: 6:43:30  time: 1.2097  data_time: 0.0363  memory: 52505  grad_norm: 15.3356  loss: 2.6800  top1_acc: 0.4375  top5_acc: 0.5938  loss_cls: 2.6800
2023/02/16 20:03:39 - mmengine - INFO - Epoch(train) [12][ 900/1567]  lr: 1.4919e-05  eta: 6:41:23  time: 1.2246  data_time: 0.0330  memory: 52505  grad_norm: 15.3124  loss: 2.6378  top1_acc: 0.4062  top5_acc: 0.7188  loss_cls: 2.6378
2023/02/16 20:05:38 - mmengine - INFO - Epoch(train) [12][1000/1567]  lr: 1.4830e-05  eta: 6:39:14  time: 1.1975  data_time: 0.0405  memory: 52505  grad_norm: 15.7178  loss: 2.7712  top1_acc: 0.3750  top5_acc: 0.6250  loss_cls: 2.7712
2023/02/16 20:07:37 - mmengine - INFO - Epoch(train) [12][1100/1567]  lr: 1.4741e-05  eta: 6:37:05  time: 1.2530  data_time: 0.0359  memory: 52505  grad_norm: 15.9208  loss: 2.8318  top1_acc: 0.2812  top5_acc: 0.4688  loss_cls: 2.8318
2023/02/16 20:09:35 - mmengine - INFO - Epoch(train) [12][1200/1567]  lr: 1.4651e-05  eta: 6:34:56  time: 1.1697  data_time: 0.0349  memory: 52505  grad_norm: 15.3180  loss: 2.7632  top1_acc: 0.4688  top5_acc: 0.6562  loss_cls: 2.7632
2023/02/16 20:11:34 - mmengine - INFO - Epoch(train) [12][1300/1567]  lr: 1.4561e-05  eta: 6:32:48  time: 1.2420  data_time: 0.0292  memory: 52505  grad_norm: 15.3180  loss: 2.9338  top1_acc: 0.3438  top5_acc: 0.5938  loss_cls: 2.9338
2023/02/16 20:13:36 - mmengine - INFO - Epoch(train) [12][1400/1567]  lr: 1.4470e-05  eta: 6:30:42  time: 1.1831  data_time: 0.0326  memory: 52505  grad_norm: 15.7408  loss: 2.7994  top1_acc: 0.3750  top5_acc: 0.6875  loss_cls: 2.7994
2023/02/16 20:15:36 - mmengine - INFO - Epoch(train) [12][1500/1567]  lr: 1.4378e-05  eta: 6:28:35  time: 1.1543  data_time: 0.0359  memory: 52505  grad_norm: 15.2787  loss: 2.7078  top1_acc: 0.6562  top5_acc: 0.8125  loss_cls: 2.7078
2023/02/16 20:16:56 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 20:16:56 - mmengine - INFO - Epoch(train) [12][1567/1567]  lr: 1.4317e-05  eta: 6:27:10  time: 1.1135  data_time: 0.0261  memory: 52505  grad_norm: 15.7112  loss: 2.7474  top1_acc: 0.4828  top5_acc: 0.6552  loss_cls: 2.7474
2023/02/16 20:16:56 - mmengine - INFO - Saving checkpoint at 12 epochs
2023/02/16 20:17:18 - mmengine - INFO - Epoch(val) [12][100/265]    eta: 0:00:25  time: 0.1258  data_time: 0.0435  memory: 2897  
2023/02/16 20:17:32 - mmengine - INFO - Epoch(val) [12][200/265]    eta: 0:00:09  time: 0.1262  data_time: 0.0432  memory: 2897  
2023/02/16 20:17:43 - mmengine - INFO - Epoch(val) [12][265/265]  acc/top1: 0.3883  acc/top5: 0.6795  acc/mean1: 0.3883
2023/02/16 20:17:43 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb/best_acc/top1_epoch_11.pth is removed
2023/02/16 20:17:46 - mmengine - INFO - The best checkpoint with 0.3883 acc/top1 at 12 epoch is saved to best_acc/top1_epoch_12.pth.
2023/02/16 20:19:54 - mmengine - INFO - Epoch(train) [13][ 100/1567]  lr: 1.4225e-05  eta: 6:25:11  time: 1.1795  data_time: 0.0288  memory: 52505  grad_norm: 16.3099  loss: 2.9123  top1_acc: 0.3438  top5_acc: 0.6562  loss_cls: 2.9123
2023/02/16 20:21:47 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 20:21:52 - mmengine - INFO - Epoch(train) [13][ 200/1567]  lr: 1.4133e-05  eta: 6:23:01  time: 1.1780  data_time: 0.0292  memory: 52505  grad_norm: 15.6964  loss: 3.0428  top1_acc: 0.3125  top5_acc: 0.6875  loss_cls: 3.0428
2023/02/16 20:23:51 - mmengine - INFO - Epoch(train) [13][ 300/1567]  lr: 1.4040e-05  eta: 6:20:53  time: 1.1560  data_time: 0.0301  memory: 52505  grad_norm: 15.5586  loss: 2.8031  top1_acc: 0.4062  top5_acc: 0.5938  loss_cls: 2.8031
2023/02/16 20:25:48 - mmengine - INFO - Epoch(train) [13][ 400/1567]  lr: 1.3947e-05  eta: 6:18:44  time: 1.1640  data_time: 0.0275  memory: 52505  grad_norm: 15.6105  loss: 2.7534  top1_acc: 0.4688  top5_acc: 0.6250  loss_cls: 2.7534
2023/02/16 20:27:49 - mmengine - INFO - Epoch(train) [13][ 500/1567]  lr: 1.3853e-05  eta: 6:16:38  time: 1.1525  data_time: 0.0330  memory: 52505  grad_norm: 15.7537  loss: 2.6843  top1_acc: 0.2188  top5_acc: 0.5312  loss_cls: 2.6843
2023/02/16 20:29:48 - mmengine - INFO - Epoch(train) [13][ 600/1567]  lr: 1.3759e-05  eta: 6:14:30  time: 1.1792  data_time: 0.0278  memory: 52505  grad_norm: 15.6772  loss: 2.7303  top1_acc: 0.2500  top5_acc: 0.5938  loss_cls: 2.7303
2023/02/16 20:31:45 - mmengine - INFO - Epoch(train) [13][ 700/1567]  lr: 1.3665e-05  eta: 6:12:21  time: 1.1607  data_time: 0.0299  memory: 52505  grad_norm: 15.9892  loss: 2.8038  top1_acc: 0.3125  top5_acc: 0.5000  loss_cls: 2.8038
2023/02/16 20:33:47 - mmengine - INFO - Epoch(train) [13][ 800/1567]  lr: 1.3570e-05  eta: 6:10:16  time: 1.1638  data_time: 0.0345  memory: 52505  grad_norm: 15.7492  loss: 2.5384  top1_acc: 0.5312  top5_acc: 0.7812  loss_cls: 2.5384
2023/02/16 20:35:47 - mmengine - INFO - Epoch(train) [13][ 900/1567]  lr: 1.3475e-05  eta: 6:08:10  time: 1.2132  data_time: 0.0293  memory: 52505  grad_norm: 15.5397  loss: 2.6117  top1_acc: 0.3438  top5_acc: 0.5938  loss_cls: 2.6117
2023/02/16 20:37:48 - mmengine - INFO - Epoch(train) [13][1000/1567]  lr: 1.3380e-05  eta: 6:06:04  time: 1.2560  data_time: 0.0345  memory: 52505  grad_norm: 15.8409  loss: 2.5657  top1_acc: 0.5000  top5_acc: 0.7188  loss_cls: 2.5657
2023/02/16 20:39:47 - mmengine - INFO - Epoch(train) [13][1100/1567]  lr: 1.3284e-05  eta: 6:03:57  time: 1.1928  data_time: 0.0366  memory: 52505  grad_norm: 15.8104  loss: 2.5781  top1_acc: 0.4688  top5_acc: 0.7188  loss_cls: 2.5781
2023/02/16 20:41:44 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 20:41:49 - mmengine - INFO - Epoch(train) [13][1200/1567]  lr: 1.3188e-05  eta: 6:01:52  time: 1.2062  data_time: 0.0713  memory: 52505  grad_norm: 15.1069  loss: 2.7377  top1_acc: 0.2812  top5_acc: 0.6250  loss_cls: 2.7377
2023/02/16 20:43:50 - mmengine - INFO - Epoch(train) [13][1300/1567]  lr: 1.3092e-05  eta: 5:59:47  time: 1.2542  data_time: 0.1306  memory: 52505  grad_norm: 15.6592  loss: 2.7262  top1_acc: 0.3750  top5_acc: 0.6250  loss_cls: 2.7262
2023/02/16 20:45:47 - mmengine - INFO - Epoch(train) [13][1400/1567]  lr: 1.2995e-05  eta: 5:57:38  time: 1.1587  data_time: 0.0276  memory: 52505  grad_norm: 15.7533  loss: 2.6523  top1_acc: 0.3438  top5_acc: 0.6250  loss_cls: 2.6523
2023/02/16 20:47:47 - mmengine - INFO - Epoch(train) [13][1500/1567]  lr: 1.2898e-05  eta: 5:55:32  time: 1.1596  data_time: 0.0342  memory: 52505  grad_norm: 15.8241  loss: 2.7719  top1_acc: 0.5312  top5_acc: 0.6250  loss_cls: 2.7719
2023/02/16 20:49:04 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 20:49:04 - mmengine - INFO - Epoch(train) [13][1567/1567]  lr: 1.2833e-05  eta: 5:54:05  time: 1.1124  data_time: 0.0207  memory: 52505  grad_norm: 15.7873  loss: 2.7679  top1_acc: 0.2069  top5_acc: 0.6897  loss_cls: 2.7679
2023/02/16 20:49:19 - mmengine - INFO - Epoch(val) [13][100/265]    eta: 0:00:25  time: 0.1196  data_time: 0.0386  memory: 2897  
2023/02/16 20:49:34 - mmengine - INFO - Epoch(val) [13][200/265]    eta: 0:00:09  time: 0.1302  data_time: 0.0478  memory: 2897  
2023/02/16 20:49:49 - mmengine - INFO - Epoch(val) [13][265/265]  acc/top1: 0.3914  acc/top5: 0.6862  acc/mean1: 0.3914
2023/02/16 20:49:49 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb/best_acc/top1_epoch_12.pth is removed
2023/02/16 20:49:53 - mmengine - INFO - The best checkpoint with 0.3914 acc/top1 at 13 epoch is saved to best_acc/top1_epoch_13.pth.
2023/02/16 20:52:01 - mmengine - INFO - Epoch(train) [14][ 100/1567]  lr: 1.2736e-05  eta: 5:52:05  time: 1.2170  data_time: 0.0864  memory: 52505  grad_norm: 15.8729  loss: 2.5943  top1_acc: 0.5000  top5_acc: 0.7188  loss_cls: 2.5943
2023/02/16 20:53:59 - mmengine - INFO - Epoch(train) [14][ 200/1567]  lr: 1.2638e-05  eta: 5:49:57  time: 1.1681  data_time: 0.0277  memory: 52505  grad_norm: 15.8778  loss: 2.6525  top1_acc: 0.5312  top5_acc: 0.6875  loss_cls: 2.6525
2023/02/16 20:56:01 - mmengine - INFO - Epoch(train) [14][ 300/1567]  lr: 1.2540e-05  eta: 5:47:53  time: 1.2608  data_time: 0.0465  memory: 52505  grad_norm: 15.9223  loss: 2.5724  top1_acc: 0.4688  top5_acc: 0.5938  loss_cls: 2.5724
2023/02/16 20:57:59 - mmengine - INFO - Epoch(train) [14][ 400/1567]  lr: 1.2442e-05  eta: 5:45:46  time: 1.1707  data_time: 0.0320  memory: 52505  grad_norm: 15.8853  loss: 2.7372  top1_acc: 0.3125  top5_acc: 0.6562  loss_cls: 2.7372
2023/02/16 21:00:00 - mmengine - INFO - Epoch(train) [14][ 500/1567]  lr: 1.2344e-05  eta: 5:43:41  time: 1.2490  data_time: 0.0349  memory: 52505  grad_norm: 15.4707  loss: 2.6504  top1_acc: 0.5938  top5_acc: 0.6875  loss_cls: 2.6504
2023/02/16 21:02:01 - mmengine - INFO - Epoch(train) [14][ 600/1567]  lr: 1.2246e-05  eta: 5:41:36  time: 1.2028  data_time: 0.0306  memory: 52505  grad_norm: 16.0618  loss: 2.5638  top1_acc: 0.2500  top5_acc: 0.5000  loss_cls: 2.5638
2023/02/16 21:02:37 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 21:04:00 - mmengine - INFO - Epoch(train) [14][ 700/1567]  lr: 1.2147e-05  eta: 5:39:29  time: 1.1544  data_time: 0.0300  memory: 52505  grad_norm: 16.0327  loss: 2.5918  top1_acc: 0.4062  top5_acc: 0.6250  loss_cls: 2.5918
2023/02/16 21:05:57 - mmengine - INFO - Epoch(train) [14][ 800/1567]  lr: 1.2048e-05  eta: 5:37:21  time: 1.1625  data_time: 0.0290  memory: 52505  grad_norm: 16.0507  loss: 2.6546  top1_acc: 0.3438  top5_acc: 0.6562  loss_cls: 2.6546
2023/02/16 21:07:58 - mmengine - INFO - Epoch(train) [14][ 900/1567]  lr: 1.1949e-05  eta: 5:35:16  time: 1.1719  data_time: 0.0385  memory: 52505  grad_norm: 15.7699  loss: 2.7741  top1_acc: 0.4688  top5_acc: 0.7188  loss_cls: 2.7741
2023/02/16 21:09:57 - mmengine - INFO - Epoch(train) [14][1000/1567]  lr: 1.1850e-05  eta: 5:33:10  time: 1.1754  data_time: 0.0391  memory: 52505  grad_norm: 16.3660  loss: 2.6820  top1_acc: 0.3750  top5_acc: 0.6250  loss_cls: 2.6820
2023/02/16 21:11:55 - mmengine - INFO - Epoch(train) [14][1100/1567]  lr: 1.1751e-05  eta: 5:31:03  time: 1.1668  data_time: 0.0349  memory: 52505  grad_norm: 16.2908  loss: 2.6313  top1_acc: 0.2500  top5_acc: 0.5938  loss_cls: 2.6313
2023/02/16 21:13:55 - mmengine - INFO - Epoch(train) [14][1200/1567]  lr: 1.1651e-05  eta: 5:28:58  time: 1.2011  data_time: 0.0267  memory: 52505  grad_norm: 15.5269  loss: 2.7015  top1_acc: 0.3125  top5_acc: 0.6562  loss_cls: 2.7015
2023/02/16 21:15:54 - mmengine - INFO - Epoch(train) [14][1300/1567]  lr: 1.1552e-05  eta: 5:26:52  time: 1.1927  data_time: 0.0295  memory: 52505  grad_norm: 16.4809  loss: 2.6081  top1_acc: 0.5312  top5_acc: 0.7188  loss_cls: 2.6081
2023/02/16 21:17:56 - mmengine - INFO - Epoch(train) [14][1400/1567]  lr: 1.1452e-05  eta: 5:24:48  time: 1.3044  data_time: 0.0265  memory: 52505  grad_norm: 16.0168  loss: 2.6050  top1_acc: 0.5000  top5_acc: 0.7500  loss_cls: 2.6050
2023/02/16 21:19:53 - mmengine - INFO - Epoch(train) [14][1500/1567]  lr: 1.1352e-05  eta: 5:22:40  time: 1.1699  data_time: 0.0305  memory: 52505  grad_norm: 15.7530  loss: 2.7328  top1_acc: 0.4062  top5_acc: 0.6250  loss_cls: 2.7328
2023/02/16 21:21:13 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 21:21:13 - mmengine - INFO - Epoch(train) [14][1567/1567]  lr: 1.1286e-05  eta: 5:21:16  time: 1.1838  data_time: 0.0182  memory: 52505  grad_norm: 16.2782  loss: 2.4875  top1_acc: 0.3793  top5_acc: 0.7931  loss_cls: 2.4875
2023/02/16 21:21:29 - mmengine - INFO - Epoch(val) [14][100/265]    eta: 0:00:25  time: 0.1191  data_time: 0.0377  memory: 2897  
2023/02/16 21:21:44 - mmengine - INFO - Epoch(val) [14][200/265]    eta: 0:00:09  time: 0.1370  data_time: 0.0554  memory: 2897  
2023/02/16 21:21:59 - mmengine - INFO - Epoch(val) [14][265/265]  acc/top1: 0.3939  acc/top5: 0.6872  acc/mean1: 0.3939
2023/02/16 21:21:59 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb/best_acc/top1_epoch_13.pth is removed
2023/02/16 21:22:03 - mmengine - INFO - The best checkpoint with 0.3939 acc/top1 at 14 epoch is saved to best_acc/top1_epoch_14.pth.
2023/02/16 21:23:25 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 21:24:10 - mmengine - INFO - Epoch(train) [15][ 100/1567]  lr: 1.1186e-05  eta: 5:19:16  time: 1.2249  data_time: 0.1048  memory: 52505  grad_norm: 16.4376  loss: 2.6042  top1_acc: 0.4375  top5_acc: 0.7188  loss_cls: 2.6042
2023/02/16 21:26:09 - mmengine - INFO - Epoch(train) [15][ 200/1567]  lr: 1.1086e-05  eta: 5:17:10  time: 1.2145  data_time: 0.0766  memory: 52505  grad_norm: 16.0215  loss: 2.6097  top1_acc: 0.4375  top5_acc: 0.6875  loss_cls: 2.6097
2023/02/16 21:28:07 - mmengine - INFO - Epoch(train) [15][ 300/1567]  lr: 1.0985e-05  eta: 5:15:04  time: 1.1677  data_time: 0.0296  memory: 52505  grad_norm: 16.1247  loss: 2.6139  top1_acc: 0.3125  top5_acc: 0.6562  loss_cls: 2.6139
2023/02/16 21:30:06 - mmengine - INFO - Epoch(train) [15][ 400/1567]  lr: 1.0885e-05  eta: 5:12:59  time: 1.2466  data_time: 0.1169  memory: 52505  grad_norm: 16.0791  loss: 2.7448  top1_acc: 0.6250  top5_acc: 0.8125  loss_cls: 2.7448
2023/02/16 21:32:06 - mmengine - INFO - Epoch(train) [15][ 500/1567]  lr: 1.0785e-05  eta: 5:10:53  time: 1.1726  data_time: 0.0266  memory: 52505  grad_norm: 15.7928  loss: 2.6835  top1_acc: 0.4688  top5_acc: 0.6875  loss_cls: 2.6835
2023/02/16 21:34:04 - mmengine - INFO - Epoch(train) [15][ 600/1567]  lr: 1.0685e-05  eta: 5:08:47  time: 1.2263  data_time: 0.0314  memory: 52505  grad_norm: 15.7613  loss: 2.7244  top1_acc: 0.5000  top5_acc: 0.6562  loss_cls: 2.7244
2023/02/16 21:36:07 - mmengine - INFO - Epoch(train) [15][ 700/1567]  lr: 1.0585e-05  eta: 5:06:44  time: 1.2558  data_time: 0.0323  memory: 52505  grad_norm: 15.7229  loss: 2.7032  top1_acc: 0.3438  top5_acc: 0.5312  loss_cls: 2.7032
2023/02/16 21:38:07 - mmengine - INFO - Epoch(train) [15][ 800/1567]  lr: 1.0484e-05  eta: 5:04:39  time: 1.2137  data_time: 0.0314  memory: 52505  grad_norm: 15.9512  loss: 2.6412  top1_acc: 0.5938  top5_acc: 0.7812  loss_cls: 2.6412
2023/02/16 21:40:08 - mmengine - INFO - Epoch(train) [15][ 900/1567]  lr: 1.0384e-05  eta: 5:02:35  time: 1.2573  data_time: 0.0275  memory: 52505  grad_norm: 16.0837  loss: 2.6872  top1_acc: 0.5938  top5_acc: 0.8125  loss_cls: 2.6872
2023/02/16 21:42:08 - mmengine - INFO - Epoch(train) [15][1000/1567]  lr: 1.0284e-05  eta: 5:00:31  time: 1.1908  data_time: 0.0286  memory: 52505  grad_norm: 15.9907  loss: 2.5682  top1_acc: 0.5000  top5_acc: 0.7812  loss_cls: 2.5682
2023/02/16 21:43:22 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 21:44:08 - mmengine - INFO - Epoch(train) [15][1100/1567]  lr: 1.0184e-05  eta: 4:58:25  time: 1.1544  data_time: 0.0287  memory: 52505  grad_norm: 16.4466  loss: 2.6265  top1_acc: 0.4062  top5_acc: 0.5312  loss_cls: 2.6265
2023/02/16 21:46:06 - mmengine - INFO - Epoch(train) [15][1200/1567]  lr: 1.0084e-05  eta: 4:56:20  time: 1.1667  data_time: 0.0306  memory: 52505  grad_norm: 15.8348  loss: 2.4514  top1_acc: 0.5000  top5_acc: 0.7188  loss_cls: 2.4514
2023/02/16 21:48:06 - mmengine - INFO - Epoch(train) [15][1300/1567]  lr: 9.9835e-06  eta: 4:54:15  time: 1.2007  data_time: 0.0383  memory: 52505  grad_norm: 16.5070  loss: 2.5693  top1_acc: 0.5312  top5_acc: 0.6875  loss_cls: 2.5693
2023/02/16 21:50:06 - mmengine - INFO - Epoch(train) [15][1400/1567]  lr: 9.8834e-06  eta: 4:52:10  time: 1.1785  data_time: 0.0311  memory: 52505  grad_norm: 15.9056  loss: 2.5236  top1_acc: 0.3125  top5_acc: 0.5938  loss_cls: 2.5236
2023/02/16 21:52:04 - mmengine - INFO - Epoch(train) [15][1500/1567]  lr: 9.7834e-06  eta: 4:50:04  time: 1.1586  data_time: 0.0293  memory: 52505  grad_norm: 15.8521  loss: 2.4980  top1_acc: 0.4375  top5_acc: 0.8438  loss_cls: 2.4980
2023/02/16 21:53:22 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 21:53:22 - mmengine - INFO - Epoch(train) [15][1567/1567]  lr: 9.7165e-06  eta: 4:48:40  time: 1.1108  data_time: 0.0219  memory: 52505  grad_norm: 16.3603  loss: 2.7149  top1_acc: 0.4483  top5_acc: 0.7586  loss_cls: 2.7149
2023/02/16 21:53:22 - mmengine - INFO - Saving checkpoint at 15 epochs
2023/02/16 21:53:43 - mmengine - INFO - Epoch(val) [15][100/265]    eta: 0:00:25  time: 0.1282  data_time: 0.0448  memory: 2897  
2023/02/16 21:53:58 - mmengine - INFO - Epoch(val) [15][200/265]    eta: 0:00:09  time: 0.1349  data_time: 0.0523  memory: 2897  
2023/02/16 21:54:09 - mmengine - INFO - Epoch(val) [15][265/265]  acc/top1: 0.4002  acc/top5: 0.6933  acc/mean1: 0.4002
2023/02/16 21:54:09 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb/best_acc/top1_epoch_14.pth is removed
2023/02/16 21:54:12 - mmengine - INFO - The best checkpoint with 0.4002 acc/top1 at 15 epoch is saved to best_acc/top1_epoch_15.pth.
2023/02/16 21:56:23 - mmengine - INFO - Epoch(train) [16][ 100/1567]  lr: 9.6166e-06  eta: 4:46:42  time: 1.1605  data_time: 0.0335  memory: 52505  grad_norm: 16.2659  loss: 2.4763  top1_acc: 0.5000  top5_acc: 0.7500  loss_cls: 2.4763
2023/02/16 21:58:22 - mmengine - INFO - Epoch(train) [16][ 200/1567]  lr: 9.5169e-06  eta: 4:44:37  time: 1.1501  data_time: 0.0270  memory: 52505  grad_norm: 16.1784  loss: 2.4965  top1_acc: 0.4375  top5_acc: 0.5000  loss_cls: 2.4965
2023/02/16 22:00:22 - mmengine - INFO - Epoch(train) [16][ 300/1567]  lr: 9.4172e-06  eta: 4:42:32  time: 1.1829  data_time: 0.0327  memory: 52505  grad_norm: 16.2672  loss: 2.5510  top1_acc: 0.4062  top5_acc: 0.7188  loss_cls: 2.5510
2023/02/16 22:02:24 - mmengine - INFO - Epoch(train) [16][ 400/1567]  lr: 9.3177e-06  eta: 4:40:29  time: 1.2148  data_time: 0.0290  memory: 52505  grad_norm: 16.4363  loss: 2.6231  top1_acc: 0.3438  top5_acc: 0.6875  loss_cls: 2.6231
2023/02/16 22:04:17 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 22:04:23 - mmengine - INFO - Epoch(train) [16][ 500/1567]  lr: 9.2183e-06  eta: 4:38:24  time: 1.2091  data_time: 0.0315  memory: 52505  grad_norm: 16.2797  loss: 2.3417  top1_acc: 0.4375  top5_acc: 0.7500  loss_cls: 2.3417
2023/02/16 22:06:25 - mmengine - INFO - Epoch(train) [16][ 600/1567]  lr: 9.1191e-06  eta: 4:36:21  time: 1.2248  data_time: 0.0293  memory: 52505  grad_norm: 16.1948  loss: 2.5888  top1_acc: 0.3750  top5_acc: 0.6250  loss_cls: 2.5888
2023/02/16 22:08:23 - mmengine - INFO - Epoch(train) [16][ 700/1567]  lr: 9.0200e-06  eta: 4:34:15  time: 1.1691  data_time: 0.0271  memory: 52505  grad_norm: 16.6453  loss: 2.5166  top1_acc: 0.5000  top5_acc: 0.6875  loss_cls: 2.5166
2023/02/16 22:10:23 - mmengine - INFO - Epoch(train) [16][ 800/1567]  lr: 8.9210e-06  eta: 4:32:11  time: 1.3122  data_time: 0.1889  memory: 52505  grad_norm: 16.5403  loss: 2.6182  top1_acc: 0.4375  top5_acc: 0.5938  loss_cls: 2.6182
2023/02/16 22:12:22 - mmengine - INFO - Epoch(train) [16][ 900/1567]  lr: 8.8223e-06  eta: 4:30:06  time: 1.2714  data_time: 0.0321  memory: 52505  grad_norm: 16.1549  loss: 2.5931  top1_acc: 0.5625  top5_acc: 0.7500  loss_cls: 2.5931
2023/02/16 22:14:19 - mmengine - INFO - Epoch(train) [16][1000/1567]  lr: 8.7237e-06  eta: 4:28:01  time: 1.1659  data_time: 0.0303  memory: 52505  grad_norm: 16.4953  loss: 2.5777  top1_acc: 0.4688  top5_acc: 0.6875  loss_cls: 2.5777
2023/02/16 22:16:17 - mmengine - INFO - Epoch(train) [16][1100/1567]  lr: 8.6253e-06  eta: 4:25:55  time: 1.1745  data_time: 0.0265  memory: 52505  grad_norm: 16.5473  loss: 2.5448  top1_acc: 0.4375  top5_acc: 0.7500  loss_cls: 2.5448
2023/02/16 22:18:14 - mmengine - INFO - Epoch(train) [16][1200/1567]  lr: 8.5272e-06  eta: 4:23:49  time: 1.1873  data_time: 0.0344  memory: 52505  grad_norm: 16.4577  loss: 2.5842  top1_acc: 0.4062  top5_acc: 0.6250  loss_cls: 2.5842
2023/02/16 22:20:13 - mmengine - INFO - Epoch(train) [16][1300/1567]  lr: 8.4292e-06  eta: 4:21:45  time: 1.1816  data_time: 0.0293  memory: 52505  grad_norm: 16.3665  loss: 2.5648  top1_acc: 0.4375  top5_acc: 0.6875  loss_cls: 2.5648
2023/02/16 22:22:12 - mmengine - INFO - Epoch(train) [16][1400/1567]  lr: 8.3315e-06  eta: 4:19:40  time: 1.1805  data_time: 0.0328  memory: 52505  grad_norm: 16.4330  loss: 2.5434  top1_acc: 0.2812  top5_acc: 0.6562  loss_cls: 2.5434
2023/02/16 22:24:07 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 22:24:13 - mmengine - INFO - Epoch(train) [16][1500/1567]  lr: 8.2340e-06  eta: 4:17:37  time: 1.2320  data_time: 0.0313  memory: 52505  grad_norm: 16.4881  loss: 2.6502  top1_acc: 0.2188  top5_acc: 0.5000  loss_cls: 2.6502
2023/02/16 22:25:31 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 22:25:31 - mmengine - INFO - Epoch(train) [16][1567/1567]  lr: 8.1689e-06  eta: 4:16:13  time: 1.1175  data_time: 0.0239  memory: 52505  grad_norm: 16.3832  loss: 2.5009  top1_acc: 0.4828  top5_acc: 0.7931  loss_cls: 2.5009
2023/02/16 22:25:46 - mmengine - INFO - Epoch(val) [16][100/265]    eta: 0:00:25  time: 0.1234  data_time: 0.0417  memory: 2897  
2023/02/16 22:26:01 - mmengine - INFO - Epoch(val) [16][200/265]    eta: 0:00:09  time: 0.1346  data_time: 0.0522  memory: 2897  
2023/02/16 22:26:17 - mmengine - INFO - Epoch(val) [16][265/265]  acc/top1: 0.4042  acc/top5: 0.6941  acc/mean1: 0.4042
2023/02/16 22:26:17 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb/best_acc/top1_epoch_15.pth is removed
2023/02/16 22:26:21 - mmengine - INFO - The best checkpoint with 0.4042 acc/top1 at 16 epoch is saved to best_acc/top1_epoch_16.pth.
2023/02/16 22:28:29 - mmengine - INFO - Epoch(train) [17][ 100/1567]  lr: 8.0718e-06  eta: 4:14:13  time: 1.1572  data_time: 0.0322  memory: 52505  grad_norm: 16.2919  loss: 2.6415  top1_acc: 0.4375  top5_acc: 0.6562  loss_cls: 2.6415
2023/02/16 22:30:29 - mmengine - INFO - Epoch(train) [17][ 200/1567]  lr: 7.9750e-06  eta: 4:12:08  time: 1.2189  data_time: 0.0312  memory: 52505  grad_norm: 16.9785  loss: 2.4058  top1_acc: 0.4062  top5_acc: 0.6562  loss_cls: 2.4058
2023/02/16 22:32:28 - mmengine - INFO - Epoch(train) [17][ 300/1567]  lr: 7.8785e-06  eta: 4:10:04  time: 1.1634  data_time: 0.0265  memory: 52505  grad_norm: 16.4455  loss: 2.5307  top1_acc: 0.4688  top5_acc: 0.7500  loss_cls: 2.5307
2023/02/16 22:34:27 - mmengine - INFO - Epoch(train) [17][ 400/1567]  lr: 7.7823e-06  eta: 4:08:00  time: 1.2161  data_time: 0.0323  memory: 52505  grad_norm: 16.1727  loss: 2.6073  top1_acc: 0.5000  top5_acc: 0.8438  loss_cls: 2.6073
2023/02/16 22:36:27 - mmengine - INFO - Epoch(train) [17][ 500/1567]  lr: 7.6864e-06  eta: 4:05:56  time: 1.1963  data_time: 0.0292  memory: 52505  grad_norm: 16.4318  loss: 2.5304  top1_acc: 0.3750  top5_acc: 0.7500  loss_cls: 2.5304
2023/02/16 22:38:27 - mmengine - INFO - Epoch(train) [17][ 600/1567]  lr: 7.5909e-06  eta: 4:03:52  time: 1.1570  data_time: 0.0300  memory: 52505  grad_norm: 16.6523  loss: 2.5617  top1_acc: 0.3438  top5_acc: 0.5312  loss_cls: 2.5617
2023/02/16 22:40:28 - mmengine - INFO - Epoch(train) [17][ 700/1567]  lr: 7.4956e-06  eta: 4:01:49  time: 1.1579  data_time: 0.0260  memory: 52505  grad_norm: 16.9270  loss: 2.4744  top1_acc: 0.4375  top5_acc: 0.7188  loss_cls: 2.4744
2023/02/16 22:42:27 - mmengine - INFO - Epoch(train) [17][ 800/1567]  lr: 7.4007e-06  eta: 3:59:45  time: 1.1843  data_time: 0.0337  memory: 52505  grad_norm: 16.6534  loss: 2.5578  top1_acc: 0.5000  top5_acc: 0.7500  loss_cls: 2.5578
2023/02/16 22:44:27 - mmengine - INFO - Epoch(train) [17][ 900/1567]  lr: 7.3061e-06  eta: 3:57:41  time: 1.2852  data_time: 0.0295  memory: 52505  grad_norm: 16.2464  loss: 2.6640  top1_acc: 0.3125  top5_acc: 0.5312  loss_cls: 2.6640
2023/02/16 22:45:00 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 22:46:25 - mmengine - INFO - Epoch(train) [17][1000/1567]  lr: 7.2119e-06  eta: 3:55:36  time: 1.1840  data_time: 0.0378  memory: 52505  grad_norm: 16.5630  loss: 2.5578  top1_acc: 0.5938  top5_acc: 0.7188  loss_cls: 2.5578
2023/02/16 22:48:25 - mmengine - INFO - Epoch(train) [17][1100/1567]  lr: 7.1180e-06  eta: 3:53:33  time: 1.1688  data_time: 0.0293  memory: 52505  grad_norm: 16.5913  loss: 2.4077  top1_acc: 0.3750  top5_acc: 0.6875  loss_cls: 2.4077
2023/02/16 22:50:26 - mmengine - INFO - Epoch(train) [17][1200/1567]  lr: 7.0245e-06  eta: 3:51:29  time: 1.1733  data_time: 0.0275  memory: 52505  grad_norm: 16.6391  loss: 2.6130  top1_acc: 0.3125  top5_acc: 0.5938  loss_cls: 2.6130
2023/02/16 22:52:24 - mmengine - INFO - Epoch(train) [17][1300/1567]  lr: 6.9314e-06  eta: 3:49:25  time: 1.1895  data_time: 0.0333  memory: 52505  grad_norm: 16.6282  loss: 2.3774  top1_acc: 0.3750  top5_acc: 0.7500  loss_cls: 2.3774
2023/02/16 22:54:25 - mmengine - INFO - Epoch(train) [17][1400/1567]  lr: 6.8387e-06  eta: 3:47:22  time: 1.2322  data_time: 0.0328  memory: 52505  grad_norm: 16.5124  loss: 2.6384  top1_acc: 0.4062  top5_acc: 0.5938  loss_cls: 2.6384
2023/02/16 22:56:24 - mmengine - INFO - Epoch(train) [17][1500/1567]  lr: 6.7464e-06  eta: 3:45:18  time: 1.2627  data_time: 0.0332  memory: 52505  grad_norm: 16.8040  loss: 2.6831  top1_acc: 0.4062  top5_acc: 0.7188  loss_cls: 2.6831
2023/02/16 22:57:44 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 22:57:44 - mmengine - INFO - Epoch(train) [17][1567/1567]  lr: 6.6848e-06  eta: 3:43:55  time: 1.1069  data_time: 0.0216  memory: 52505  grad_norm: 16.9033  loss: 2.5034  top1_acc: 0.4483  top5_acc: 0.7241  loss_cls: 2.5034
2023/02/16 22:57:59 - mmengine - INFO - Epoch(val) [17][100/265]    eta: 0:00:25  time: 0.1212  data_time: 0.0388  memory: 2897  
2023/02/16 22:58:14 - mmengine - INFO - Epoch(val) [17][200/265]    eta: 0:00:09  time: 0.1260  data_time: 0.0440  memory: 2897  
2023/02/16 22:58:29 - mmengine - INFO - Epoch(val) [17][265/265]  acc/top1: 0.4036  acc/top5: 0.6944  acc/mean1: 0.4036
2023/02/16 23:00:39 - mmengine - INFO - Epoch(train) [18][ 100/1567]  lr: 6.5932e-06  eta: 3:41:55  time: 1.1781  data_time: 0.0291  memory: 52505  grad_norm: 16.8227  loss: 2.4219  top1_acc: 0.4688  top5_acc: 0.7188  loss_cls: 2.4219
2023/02/16 23:02:40 - mmengine - INFO - Epoch(train) [18][ 200/1567]  lr: 6.5021e-06  eta: 3:39:52  time: 1.1610  data_time: 0.0293  memory: 52505  grad_norm: 17.0155  loss: 2.4914  top1_acc: 0.5000  top5_acc: 0.7812  loss_cls: 2.4914
2023/02/16 23:04:40 - mmengine - INFO - Epoch(train) [18][ 300/1567]  lr: 6.4114e-06  eta: 3:37:49  time: 1.1647  data_time: 0.0301  memory: 52505  grad_norm: 16.7641  loss: 2.5127  top1_acc: 0.4375  top5_acc: 0.7500  loss_cls: 2.5127
2023/02/16 23:05:53 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 23:06:38 - mmengine - INFO - Epoch(train) [18][ 400/1567]  lr: 6.3211e-06  eta: 3:35:45  time: 1.1561  data_time: 0.0282  memory: 52505  grad_norm: 17.0405  loss: 2.7247  top1_acc: 0.5000  top5_acc: 0.7500  loss_cls: 2.7247
2023/02/16 23:08:36 - mmengine - INFO - Epoch(train) [18][ 500/1567]  lr: 6.2313e-06  eta: 3:33:40  time: 1.1766  data_time: 0.0278  memory: 52505  grad_norm: 17.0166  loss: 2.4681  top1_acc: 0.4375  top5_acc: 0.7500  loss_cls: 2.4681
2023/02/16 23:10:37 - mmengine - INFO - Epoch(train) [18][ 600/1567]  lr: 6.1420e-06  eta: 3:31:37  time: 1.2292  data_time: 0.0288  memory: 52505  grad_norm: 16.8761  loss: 2.4689  top1_acc: 0.4688  top5_acc: 0.7812  loss_cls: 2.4689
2023/02/16 23:12:36 - mmengine - INFO - Epoch(train) [18][ 700/1567]  lr: 6.0532e-06  eta: 3:29:33  time: 1.1790  data_time: 0.0281  memory: 52505  grad_norm: 16.8248  loss: 2.4163  top1_acc: 0.2812  top5_acc: 0.6250  loss_cls: 2.4163
2023/02/16 23:14:36 - mmengine - INFO - Epoch(train) [18][ 800/1567]  lr: 5.9648e-06  eta: 3:27:30  time: 1.2462  data_time: 0.0274  memory: 52505  grad_norm: 17.0020  loss: 2.5398  top1_acc: 0.3750  top5_acc: 0.7500  loss_cls: 2.5398
2023/02/16 23:16:33 - mmengine - INFO - Epoch(train) [18][ 900/1567]  lr: 5.8770e-06  eta: 3:25:26  time: 1.1643  data_time: 0.0349  memory: 52505  grad_norm: 16.9054  loss: 2.4393  top1_acc: 0.3750  top5_acc: 0.6250  loss_cls: 2.4393
2023/02/16 23:18:34 - mmengine - INFO - Epoch(train) [18][1000/1567]  lr: 5.7897e-06  eta: 3:23:23  time: 1.1760  data_time: 0.0301  memory: 52505  grad_norm: 17.3351  loss: 2.5631  top1_acc: 0.4375  top5_acc: 0.7188  loss_cls: 2.5631
2023/02/16 23:20:32 - mmengine - INFO - Epoch(train) [18][1100/1567]  lr: 5.7029e-06  eta: 3:21:19  time: 1.1755  data_time: 0.0350  memory: 52505  grad_norm: 17.3207  loss: 2.5041  top1_acc: 0.4375  top5_acc: 0.6250  loss_cls: 2.5041
2023/02/16 23:22:32 - mmengine - INFO - Epoch(train) [18][1200/1567]  lr: 5.6167e-06  eta: 3:19:16  time: 1.1647  data_time: 0.0316  memory: 52505  grad_norm: 17.0267  loss: 2.5758  top1_acc: 0.5312  top5_acc: 0.7188  loss_cls: 2.5758
2023/02/16 23:24:36 - mmengine - INFO - Epoch(train) [18][1300/1567]  lr: 5.5309e-06  eta: 3:17:14  time: 1.1848  data_time: 0.0676  memory: 52505  grad_norm: 17.3059  loss: 2.4923  top1_acc: 0.2812  top5_acc: 0.5312  loss_cls: 2.4923
2023/02/16 23:25:48 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 23:26:33 - mmengine - INFO - Epoch(train) [18][1400/1567]  lr: 5.4458e-06  eta: 3:15:10  time: 1.1768  data_time: 0.0314  memory: 52505  grad_norm: 17.0214  loss: 2.4575  top1_acc: 0.4688  top5_acc: 0.6562  loss_cls: 2.4575
2023/02/16 23:28:36 - mmengine - INFO - Epoch(train) [18][1500/1567]  lr: 5.3612e-06  eta: 3:13:07  time: 1.2815  data_time: 0.0524  memory: 52505  grad_norm: 16.9925  loss: 2.5628  top1_acc: 0.3125  top5_acc: 0.5312  loss_cls: 2.5628
2023/02/16 23:29:53 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 23:29:53 - mmengine - INFO - Epoch(train) [18][1567/1567]  lr: 5.3048e-06  eta: 3:11:44  time: 1.1166  data_time: 0.0232  memory: 52505  grad_norm: 16.9729  loss: 2.5044  top1_acc: 0.3793  top5_acc: 0.6897  loss_cls: 2.5044
2023/02/16 23:29:53 - mmengine - INFO - Saving checkpoint at 18 epochs
2023/02/16 23:30:14 - mmengine - INFO - Epoch(val) [18][100/265]    eta: 0:00:25  time: 0.1315  data_time: 0.0486  memory: 2897  
2023/02/16 23:30:29 - mmengine - INFO - Epoch(val) [18][200/265]    eta: 0:00:09  time: 0.1311  data_time: 0.0485  memory: 2897  
2023/02/16 23:30:39 - mmengine - INFO - Epoch(val) [18][265/265]  acc/top1: 0.4059  acc/top5: 0.6971  acc/mean1: 0.4059
2023/02/16 23:30:39 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb/best_acc/top1_epoch_16.pth is removed
2023/02/16 23:30:43 - mmengine - INFO - The best checkpoint with 0.4059 acc/top1 at 18 epoch is saved to best_acc/top1_epoch_18.pth.
2023/02/16 23:32:52 - mmengine - INFO - Epoch(train) [19][ 100/1567]  lr: 5.2212e-06  eta: 3:09:44  time: 1.2230  data_time: 0.0299  memory: 52505  grad_norm: 17.3254  loss: 2.3574  top1_acc: 0.4375  top5_acc: 0.6250  loss_cls: 2.3574
2023/02/16 23:34:51 - mmengine - INFO - Epoch(train) [19][ 200/1567]  lr: 5.1382e-06  eta: 3:07:40  time: 1.1577  data_time: 0.0283  memory: 52505  grad_norm: 17.3148  loss: 2.4059  top1_acc: 0.4688  top5_acc: 0.6875  loss_cls: 2.4059
2023/02/16 23:36:52 - mmengine - INFO - Epoch(train) [19][ 300/1567]  lr: 5.0557e-06  eta: 3:05:37  time: 1.2441  data_time: 0.0287  memory: 52505  grad_norm: 17.2932  loss: 2.4793  top1_acc: 0.5000  top5_acc: 0.7188  loss_cls: 2.4793
2023/02/16 23:38:49 - mmengine - INFO - Epoch(train) [19][ 400/1567]  lr: 4.9739e-06  eta: 3:03:33  time: 1.1661  data_time: 0.0334  memory: 52505  grad_norm: 18.0946  loss: 2.3124  top1_acc: 0.5000  top5_acc: 0.7812  loss_cls: 2.3124
2023/02/16 23:40:49 - mmengine - INFO - Epoch(train) [19][ 500/1567]  lr: 4.8926e-06  eta: 3:01:30  time: 1.2876  data_time: 0.0297  memory: 52505  grad_norm: 17.1286  loss: 2.3482  top1_acc: 0.4688  top5_acc: 0.5938  loss_cls: 2.3482
2023/02/16 23:42:49 - mmengine - INFO - Epoch(train) [19][ 600/1567]  lr: 4.8120e-06  eta: 2:59:27  time: 1.2488  data_time: 0.0283  memory: 52505  grad_norm: 17.5329  loss: 2.3079  top1_acc: 0.4062  top5_acc: 0.7188  loss_cls: 2.3079
2023/02/16 23:44:49 - mmengine - INFO - Epoch(train) [19][ 700/1567]  lr: 4.7321e-06  eta: 2:57:24  time: 1.1910  data_time: 0.0292  memory: 52505  grad_norm: 17.4370  loss: 2.5185  top1_acc: 0.4375  top5_acc: 0.5938  loss_cls: 2.5185
2023/02/16 23:46:40 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/16 23:46:47 - mmengine - INFO - Epoch(train) [19][ 800/1567]  lr: 4.6527e-06  eta: 2:55:21  time: 1.2064  data_time: 0.0340  memory: 52505  grad_norm: 17.1048  loss: 2.4214  top1_acc: 0.2812  top5_acc: 0.5625  loss_cls: 2.4214
2023/02/16 23:48:49 - mmengine - INFO - Epoch(train) [19][ 900/1567]  lr: 4.5740e-06  eta: 2:53:18  time: 1.1727  data_time: 0.0403  memory: 52505  grad_norm: 17.1887  loss: 2.3001  top1_acc: 0.3750  top5_acc: 0.7812  loss_cls: 2.3001
2023/02/16 23:50:49 - mmengine - INFO - Epoch(train) [19][1000/1567]  lr: 4.4960e-06  eta: 2:51:15  time: 1.2074  data_time: 0.0345  memory: 52505  grad_norm: 17.3065  loss: 2.3987  top1_acc: 0.4062  top5_acc: 0.7500  loss_cls: 2.3987
2023/02/16 23:52:49 - mmengine - INFO - Epoch(train) [19][1100/1567]  lr: 4.4187e-06  eta: 2:49:12  time: 1.1632  data_time: 0.0283  memory: 52505  grad_norm: 17.2478  loss: 2.4108  top1_acc: 0.4688  top5_acc: 0.6250  loss_cls: 2.4108
2023/02/16 23:54:49 - mmengine - INFO - Epoch(train) [19][1200/1567]  lr: 4.3420e-06  eta: 2:47:09  time: 1.2400  data_time: 0.0285  memory: 52505  grad_norm: 17.5609  loss: 2.5887  top1_acc: 0.2812  top5_acc: 0.6562  loss_cls: 2.5887
2023/02/16 23:56:50 - mmengine - INFO - Epoch(train) [19][1300/1567]  lr: 4.2660e-06  eta: 2:45:07  time: 1.1548  data_time: 0.0334  memory: 52505  grad_norm: 17.3650  loss: 2.4022  top1_acc: 0.5000  top5_acc: 0.5938  loss_cls: 2.4022
2023/02/16 23:58:47 - mmengine - INFO - Epoch(train) [19][1400/1567]  lr: 4.1907e-06  eta: 2:43:03  time: 1.1631  data_time: 0.0311  memory: 52505  grad_norm: 16.9698  loss: 2.4175  top1_acc: 0.3750  top5_acc: 0.6250  loss_cls: 2.4175
2023/02/17 00:00:46 - mmengine - INFO - Epoch(train) [19][1500/1567]  lr: 4.1161e-06  eta: 2:41:00  time: 1.2048  data_time: 0.0301  memory: 52505  grad_norm: 17.1704  loss: 2.5833  top1_acc: 0.4688  top5_acc: 0.7812  loss_cls: 2.5833
2023/02/17 00:02:07 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/17 00:02:07 - mmengine - INFO - Epoch(train) [19][1567/1567]  lr: 4.0666e-06  eta: 2:39:38  time: 1.1351  data_time: 0.0185  memory: 52505  grad_norm: 17.3397  loss: 2.4878  top1_acc: 0.3103  top5_acc: 0.4483  loss_cls: 2.4878
2023/02/17 00:02:22 - mmengine - INFO - Epoch(val) [19][100/265]    eta: 0:00:25  time: 0.1216  data_time: 0.0401  memory: 2897  
2023/02/17 00:02:37 - mmengine - INFO - Epoch(val) [19][200/265]    eta: 0:00:09  time: 0.1282  data_time: 0.0463  memory: 2897  
2023/02/17 00:02:52 - mmengine - INFO - Epoch(val) [19][265/265]  acc/top1: 0.4086  acc/top5: 0.7004  acc/mean1: 0.4086
2023/02/17 00:02:52 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb/best_acc/top1_epoch_18.pth is removed
2023/02/17 00:02:56 - mmengine - INFO - The best checkpoint with 0.4086 acc/top1 at 19 epoch is saved to best_acc/top1_epoch_19.pth.
2023/02/17 00:05:06 - mmengine - INFO - Epoch(train) [20][ 100/1567]  lr: 3.9932e-06  eta: 2:37:37  time: 1.1972  data_time: 0.0876  memory: 52505  grad_norm: 17.2911  loss: 2.4860  top1_acc: 0.4375  top5_acc: 0.7188  loss_cls: 2.4860
2023/02/17 00:07:05 - mmengine - INFO - Epoch(train) [20][ 200/1567]  lr: 3.9205e-06  eta: 2:35:34  time: 1.1670  data_time: 0.0291  memory: 52505  grad_norm: 17.4431  loss: 2.2617  top1_acc: 0.3438  top5_acc: 0.5625  loss_cls: 2.2617
2023/02/17 00:07:37 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/17 00:09:05 - mmengine - INFO - Epoch(train) [20][ 300/1567]  lr: 3.8485e-06  eta: 2:33:31  time: 1.2635  data_time: 0.1292  memory: 52505  grad_norm: 17.9308  loss: 2.3665  top1_acc: 0.4688  top5_acc: 0.6875  loss_cls: 2.3665
2023/02/17 00:11:03 - mmengine - INFO - Epoch(train) [20][ 400/1567]  lr: 3.7773e-06  eta: 2:31:28  time: 1.1678  data_time: 0.0244  memory: 52505  grad_norm: 17.1546  loss: 2.3625  top1_acc: 0.4062  top5_acc: 0.7812  loss_cls: 2.3625
2023/02/17 00:13:04 - mmengine - INFO - Epoch(train) [20][ 500/1567]  lr: 3.7069e-06  eta: 2:29:25  time: 1.2231  data_time: 0.0304  memory: 52505  grad_norm: 17.2892  loss: 2.3405  top1_acc: 0.4375  top5_acc: 0.7500  loss_cls: 2.3405
2023/02/17 00:15:06 - mmengine - INFO - Epoch(train) [20][ 600/1567]  lr: 3.6372e-06  eta: 2:27:23  time: 1.3152  data_time: 0.0301  memory: 52505  grad_norm: 17.3784  loss: 2.2913  top1_acc: 0.3750  top5_acc: 0.7188  loss_cls: 2.2913
2023/02/17 00:17:04 - mmengine - INFO - Epoch(train) [20][ 700/1567]  lr: 3.5683e-06  eta: 2:25:20  time: 1.1671  data_time: 0.0293  memory: 52505  grad_norm: 17.3420  loss: 2.4149  top1_acc: 0.4375  top5_acc: 0.6562  loss_cls: 2.4149
2023/02/17 00:19:06 - mmengine - INFO - Epoch(train) [20][ 800/1567]  lr: 3.5001e-06  eta: 2:23:18  time: 1.3004  data_time: 0.0277  memory: 52505  grad_norm: 17.0931  loss: 2.5395  top1_acc: 0.4375  top5_acc: 0.6562  loss_cls: 2.5395
2023/02/17 00:21:04 - mmengine - INFO - Epoch(train) [20][ 900/1567]  lr: 3.4327e-06  eta: 2:21:14  time: 1.2008  data_time: 0.0315  memory: 52505  grad_norm: 17.3074  loss: 2.2905  top1_acc: 0.3438  top5_acc: 0.5000  loss_cls: 2.2905
2023/02/17 00:23:03 - mmengine - INFO - Epoch(train) [20][1000/1567]  lr: 3.3661e-06  eta: 2:19:12  time: 1.1684  data_time: 0.0322  memory: 52505  grad_norm: 17.3758  loss: 2.4196  top1_acc: 0.3125  top5_acc: 0.5938  loss_cls: 2.4196
2023/02/17 00:25:04 - mmengine - INFO - Epoch(train) [20][1100/1567]  lr: 3.3003e-06  eta: 2:17:09  time: 1.2442  data_time: 0.0332  memory: 52505  grad_norm: 17.6042  loss: 2.5105  top1_acc: 0.3750  top5_acc: 0.5938  loss_cls: 2.5105
2023/02/17 00:27:04 - mmengine - INFO - Epoch(train) [20][1200/1567]  lr: 3.2353e-06  eta: 2:15:06  time: 1.1675  data_time: 0.0296  memory: 52505  grad_norm: 17.3732  loss: 2.4998  top1_acc: 0.5625  top5_acc: 0.8750  loss_cls: 2.4998
2023/02/17 00:27:35 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/17 00:29:02 - mmengine - INFO - Epoch(train) [20][1300/1567]  lr: 3.1711e-06  eta: 2:13:03  time: 1.2323  data_time: 0.0288  memory: 52505  grad_norm: 17.8190  loss: 2.5735  top1_acc: 0.4375  top5_acc: 0.7188  loss_cls: 2.5735
2023/02/17 00:31:02 - mmengine - INFO - Epoch(train) [20][1400/1567]  lr: 3.1078e-06  eta: 2:11:01  time: 1.2660  data_time: 0.1453  memory: 52505  grad_norm: 17.5151  loss: 2.4828  top1_acc: 0.2812  top5_acc: 0.8438  loss_cls: 2.4828
2023/02/17 00:33:04 - mmengine - INFO - Epoch(train) [20][1500/1567]  lr: 3.0452e-06  eta: 2:08:58  time: 1.2198  data_time: 0.0860  memory: 52505  grad_norm: 17.2779  loss: 2.3244  top1_acc: 0.5312  top5_acc: 0.8438  loss_cls: 2.3244
2023/02/17 00:34:21 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/17 00:34:21 - mmengine - INFO - Epoch(train) [20][1567/1567]  lr: 3.0038e-06  eta: 2:07:36  time: 1.1102  data_time: 0.0221  memory: 52505  grad_norm: 17.9290  loss: 2.4749  top1_acc: 0.4138  top5_acc: 0.5862  loss_cls: 2.4749
2023/02/17 00:34:36 - mmengine - INFO - Epoch(val) [20][100/265]    eta: 0:00:25  time: 0.1199  data_time: 0.0385  memory: 2897  
2023/02/17 00:34:51 - mmengine - INFO - Epoch(val) [20][200/265]    eta: 0:00:09  time: 0.1330  data_time: 0.0513  memory: 2897  
2023/02/17 00:35:06 - mmengine - INFO - Epoch(val) [20][265/265]  acc/top1: 0.4115  acc/top5: 0.7029  acc/mean1: 0.4115
2023/02/17 00:35:06 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb/best_acc/top1_epoch_19.pth is removed
2023/02/17 00:35:10 - mmengine - INFO - The best checkpoint with 0.4115 acc/top1 at 20 epoch is saved to best_acc/top1_epoch_20.pth.
2023/02/17 00:37:18 - mmengine - INFO - Epoch(train) [21][ 100/1567]  lr: 2.9426e-06  eta: 2:05:35  time: 1.1596  data_time: 0.0367  memory: 52505  grad_norm: 17.5057  loss: 2.4381  top1_acc: 0.5625  top5_acc: 0.7188  loss_cls: 2.4381
2023/02/17 00:39:17 - mmengine - INFO - Epoch(train) [21][ 200/1567]  lr: 2.8823e-06  eta: 2:03:32  time: 1.1652  data_time: 0.0379  memory: 52505  grad_norm: 17.6421  loss: 2.1852  top1_acc: 0.4062  top5_acc: 0.8438  loss_cls: 2.1852
2023/02/17 00:41:16 - mmengine - INFO - Epoch(train) [21][ 300/1567]  lr: 2.8228e-06  eta: 2:01:29  time: 1.2009  data_time: 0.0367  memory: 52505  grad_norm: 17.6041  loss: 2.4457  top1_acc: 0.3125  top5_acc: 0.7500  loss_cls: 2.4457
2023/02/17 00:43:15 - mmengine - INFO - Epoch(train) [21][ 400/1567]  lr: 2.7642e-06  eta: 1:59:26  time: 1.1731  data_time: 0.0357  memory: 52505  grad_norm: 17.8717  loss: 2.4222  top1_acc: 0.3750  top5_acc: 0.7812  loss_cls: 2.4222
2023/02/17 00:45:14 - mmengine - INFO - Epoch(train) [21][ 500/1567]  lr: 2.7065e-06  eta: 1:57:24  time: 1.2222  data_time: 0.0369  memory: 52505  grad_norm: 17.5888  loss: 2.1784  top1_acc: 0.5625  top5_acc: 0.7188  loss_cls: 2.1784
2023/02/17 00:47:17 - mmengine - INFO - Epoch(train) [21][ 600/1567]  lr: 2.6496e-06  eta: 1:55:22  time: 1.1974  data_time: 0.0361  memory: 52505  grad_norm: 17.6415  loss: 2.3372  top1_acc: 0.2500  top5_acc: 0.6250  loss_cls: 2.3372
2023/02/17 00:48:29 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/17 00:49:16 - mmengine - INFO - Epoch(train) [21][ 700/1567]  lr: 2.5936e-06  eta: 1:53:19  time: 1.1733  data_time: 0.0376  memory: 52505  grad_norm: 17.5070  loss: 2.4338  top1_acc: 0.3750  top5_acc: 0.7188  loss_cls: 2.4338
2023/02/17 00:51:13 - mmengine - INFO - Epoch(train) [21][ 800/1567]  lr: 2.5384e-06  eta: 1:51:16  time: 1.1656  data_time: 0.0373  memory: 52505  grad_norm: 17.7584  loss: 2.4192  top1_acc: 0.4375  top5_acc: 0.8125  loss_cls: 2.4192
2023/02/17 00:53:15 - mmengine - INFO - Epoch(train) [21][ 900/1567]  lr: 2.4842e-06  eta: 1:49:14  time: 1.3040  data_time: 0.0328  memory: 52505  grad_norm: 17.5021  loss: 2.1957  top1_acc: 0.5312  top5_acc: 0.7812  loss_cls: 2.1957
2023/02/17 00:55:12 - mmengine - INFO - Epoch(train) [21][1000/1567]  lr: 2.4308e-06  eta: 1:47:11  time: 1.1661  data_time: 0.0359  memory: 52505  grad_norm: 17.6962  loss: 2.3026  top1_acc: 0.4375  top5_acc: 0.7188  loss_cls: 2.3026
2023/02/17 00:57:13 - mmengine - INFO - Epoch(train) [21][1100/1567]  lr: 2.3784e-06  eta: 1:45:09  time: 1.2061  data_time: 0.0383  memory: 52505  grad_norm: 17.6311  loss: 2.3112  top1_acc: 0.4375  top5_acc: 0.7188  loss_cls: 2.3112
2023/02/17 00:59:12 - mmengine - INFO - Epoch(train) [21][1200/1567]  lr: 2.3268e-06  eta: 1:43:06  time: 1.1739  data_time: 0.0376  memory: 52505  grad_norm: 17.3381  loss: 2.4231  top1_acc: 0.3125  top5_acc: 0.6562  loss_cls: 2.4231
2023/02/17 01:01:13 - mmengine - INFO - Epoch(train) [21][1300/1567]  lr: 2.2762e-06  eta: 1:41:04  time: 1.2498  data_time: 0.0381  memory: 52505  grad_norm: 17.9315  loss: 2.2822  top1_acc: 0.5000  top5_acc: 0.7188  loss_cls: 2.2822
2023/02/17 01:03:15 - mmengine - INFO - Epoch(train) [21][1400/1567]  lr: 2.2265e-06  eta: 1:39:02  time: 1.1803  data_time: 0.0423  memory: 52505  grad_norm: 17.6058  loss: 2.4241  top1_acc: 0.3125  top5_acc: 0.6562  loss_cls: 2.4241
2023/02/17 01:05:12 - mmengine - INFO - Epoch(train) [21][1500/1567]  lr: 2.1777e-06  eta: 1:36:59  time: 1.1694  data_time: 0.0366  memory: 52505  grad_norm: 17.5025  loss: 2.3734  top1_acc: 0.5312  top5_acc: 0.7812  loss_cls: 2.3734
2023/02/17 01:06:30 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/17 01:06:30 - mmengine - INFO - Epoch(train) [21][1567/1567]  lr: 2.1455e-06  eta: 1:35:37  time: 1.1091  data_time: 0.0209  memory: 52505  grad_norm: 18.0939  loss: 2.3712  top1_acc: 0.4138  top5_acc: 0.6897  loss_cls: 2.3712
2023/02/17 01:06:30 - mmengine - INFO - Saving checkpoint at 21 epochs
2023/02/17 01:06:51 - mmengine - INFO - Epoch(val) [21][100/265]    eta: 0:00:24  time: 0.1272  data_time: 0.0451  memory: 2897  
2023/02/17 01:07:06 - mmengine - INFO - Epoch(val) [21][200/265]    eta: 0:00:09  time: 0.1328  data_time: 0.0506  memory: 2897  
2023/02/17 01:07:16 - mmengine - INFO - Epoch(val) [21][265/265]  acc/top1: 0.4132  acc/top5: 0.7026  acc/mean1: 0.4132
2023/02/17 01:07:16 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb/best_acc/top1_epoch_20.pth is removed
2023/02/17 01:07:20 - mmengine - INFO - The best checkpoint with 0.4132 acc/top1 at 21 epoch is saved to best_acc/top1_epoch_21.pth.
2023/02/17 01:09:20 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/17 01:09:29 - mmengine - INFO - Epoch(train) [22][ 100/1567]  lr: 2.0982e-06  eta: 1:33:36  time: 1.2063  data_time: 0.0388  memory: 52505  grad_norm: 17.3914  loss: 2.5418  top1_acc: 0.3438  top5_acc: 0.6562  loss_cls: 2.5418
2023/02/17 01:11:29 - mmengine - INFO - Epoch(train) [22][ 200/1567]  lr: 2.0519e-06  eta: 1:31:33  time: 1.2195  data_time: 0.0323  memory: 52505  grad_norm: 17.8392  loss: 2.4179  top1_acc: 0.4375  top5_acc: 0.6875  loss_cls: 2.4179
2023/02/17 01:13:29 - mmengine - INFO - Epoch(train) [22][ 300/1567]  lr: 2.0065e-06  eta: 1:29:31  time: 1.1772  data_time: 0.0411  memory: 52505  grad_norm: 17.6778  loss: 2.1548  top1_acc: 0.4688  top5_acc: 0.6562  loss_cls: 2.1548
2023/02/17 01:15:27 - mmengine - INFO - Epoch(train) [22][ 400/1567]  lr: 1.9621e-06  eta: 1:27:28  time: 1.1819  data_time: 0.0391  memory: 52505  grad_norm: 17.9506  loss: 2.3737  top1_acc: 0.2188  top5_acc: 0.5000  loss_cls: 2.3737
2023/02/17 01:17:28 - mmengine - INFO - Epoch(train) [22][ 500/1567]  lr: 1.9186e-06  eta: 1:25:26  time: 1.2492  data_time: 0.0343  memory: 52505  grad_norm: 17.8161  loss: 2.3331  top1_acc: 0.4375  top5_acc: 0.6562  loss_cls: 2.3331
2023/02/17 01:19:25 - mmengine - INFO - Epoch(train) [22][ 600/1567]  lr: 1.8761e-06  eta: 1:23:24  time: 1.1863  data_time: 0.0387  memory: 52505  grad_norm: 17.8443  loss: 2.1784  top1_acc: 0.5312  top5_acc: 0.8125  loss_cls: 2.1784
2023/02/17 01:21:25 - mmengine - INFO - Epoch(train) [22][ 700/1567]  lr: 1.8345e-06  eta: 1:21:21  time: 1.1918  data_time: 0.0406  memory: 52505  grad_norm: 17.8187  loss: 2.3948  top1_acc: 0.5312  top5_acc: 0.7812  loss_cls: 2.3948
2023/02/17 01:23:25 - mmengine - INFO - Epoch(train) [22][ 800/1567]  lr: 1.7939e-06  eta: 1:19:19  time: 1.1844  data_time: 0.0402  memory: 52505  grad_norm: 17.6383  loss: 2.2881  top1_acc: 0.4375  top5_acc: 0.6250  loss_cls: 2.2881
2023/02/17 01:25:23 - mmengine - INFO - Epoch(train) [22][ 900/1567]  lr: 1.7543e-06  eta: 1:17:17  time: 1.1810  data_time: 0.0389  memory: 52505  grad_norm: 17.6207  loss: 2.4370  top1_acc: 0.5000  top5_acc: 0.6562  loss_cls: 2.4370
2023/02/17 01:27:20 - mmengine - INFO - Epoch(train) [22][1000/1567]  lr: 1.7156e-06  eta: 1:15:14  time: 1.1747  data_time: 0.0442  memory: 52505  grad_norm: 17.9947  loss: 2.2426  top1_acc: 0.4375  top5_acc: 0.6875  loss_cls: 2.2426
2023/02/17 01:29:13 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/17 01:29:21 - mmengine - INFO - Epoch(train) [22][1100/1567]  lr: 1.6780e-06  eta: 1:13:12  time: 1.1570  data_time: 0.0403  memory: 52505  grad_norm: 17.6762  loss: 2.2537  top1_acc: 0.3125  top5_acc: 0.6875  loss_cls: 2.2537
2023/02/17 01:31:23 - mmengine - INFO - Epoch(train) [22][1200/1567]  lr: 1.6413e-06  eta: 1:11:10  time: 1.2676  data_time: 0.0359  memory: 52505  grad_norm: 17.5191  loss: 2.4097  top1_acc: 0.4688  top5_acc: 0.6875  loss_cls: 2.4097
2023/02/17 01:33:22 - mmengine - INFO - Epoch(train) [22][1300/1567]  lr: 1.6055e-06  eta: 1:09:08  time: 1.1586  data_time: 0.0395  memory: 52505  grad_norm: 17.7994  loss: 2.2713  top1_acc: 0.5938  top5_acc: 0.9688  loss_cls: 2.2713
2023/02/17 01:35:20 - mmengine - INFO - Epoch(train) [22][1400/1567]  lr: 1.5708e-06  eta: 1:07:05  time: 1.1794  data_time: 0.0429  memory: 52505  grad_norm: 17.5531  loss: 2.3022  top1_acc: 0.3750  top5_acc: 0.6562  loss_cls: 2.3022
2023/02/17 01:37:18 - mmengine - INFO - Epoch(train) [22][1500/1567]  lr: 1.5371e-06  eta: 1:05:03  time: 1.1922  data_time: 0.0378  memory: 52505  grad_norm: 17.7110  loss: 2.4429  top1_acc: 0.4062  top5_acc: 0.6562  loss_cls: 2.4429
2023/02/17 01:38:38 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/17 01:38:38 - mmengine - INFO - Epoch(train) [22][1567/1567]  lr: 1.5151e-06  eta: 1:03:41  time: 1.1793  data_time: 0.0242  memory: 52505  grad_norm: 17.6970  loss: 2.4053  top1_acc: 0.4138  top5_acc: 0.6207  loss_cls: 2.4053
2023/02/17 01:38:53 - mmengine - INFO - Epoch(val) [22][100/265]    eta: 0:00:25  time: 0.1212  data_time: 0.0389  memory: 2897  
2023/02/17 01:39:08 - mmengine - INFO - Epoch(val) [22][200/265]    eta: 0:00:09  time: 0.1356  data_time: 0.0533  memory: 2897  
2023/02/17 01:39:23 - mmengine - INFO - Epoch(val) [22][265/265]  acc/top1: 0.4151  acc/top5: 0.7040  acc/mean1: 0.4151
2023/02/17 01:39:23 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb/best_acc/top1_epoch_21.pth is removed
2023/02/17 01:39:27 - mmengine - INFO - The best checkpoint with 0.4151 acc/top1 at 22 epoch is saved to best_acc/top1_epoch_22.pth.
2023/02/17 01:41:36 - mmengine - INFO - Epoch(train) [23][ 100/1567]  lr: 1.4830e-06  eta: 1:01:40  time: 1.1810  data_time: 0.0416  memory: 52505  grad_norm: 17.7878  loss: 2.4118  top1_acc: 0.4375  top5_acc: 0.7500  loss_cls: 2.4118
2023/02/17 01:43:34 - mmengine - INFO - Epoch(train) [23][ 200/1567]  lr: 1.4520e-06  eta: 0:59:37  time: 1.2093  data_time: 0.0330  memory: 52505  grad_norm: 17.9173  loss: 2.4343  top1_acc: 0.3438  top5_acc: 0.7188  loss_cls: 2.4343
2023/02/17 01:45:33 - mmengine - INFO - Epoch(train) [23][ 300/1567]  lr: 1.4219e-06  eta: 0:57:35  time: 1.1621  data_time: 0.0322  memory: 52505  grad_norm: 17.8557  loss: 2.3381  top1_acc: 0.4062  top5_acc: 0.5938  loss_cls: 2.3381
2023/02/17 01:47:31 - mmengine - INFO - Epoch(train) [23][ 400/1567]  lr: 1.3929e-06  eta: 0:55:33  time: 1.2207  data_time: 0.0702  memory: 52505  grad_norm: 18.1206  loss: 2.3378  top1_acc: 0.4688  top5_acc: 0.7500  loss_cls: 2.3378
2023/02/17 01:49:32 - mmengine - INFO - Epoch(train) [23][ 500/1567]  lr: 1.3648e-06  eta: 0:53:31  time: 1.2286  data_time: 0.0313  memory: 52505  grad_norm: 17.7605  loss: 2.4394  top1_acc: 0.4688  top5_acc: 0.6875  loss_cls: 2.4394
2023/02/17 01:50:02 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/17 01:51:28 - mmengine - INFO - Epoch(train) [23][ 600/1567]  lr: 1.3378e-06  eta: 0:51:29  time: 1.1640  data_time: 0.0400  memory: 52505  grad_norm: 17.7569  loss: 2.2453  top1_acc: 0.4688  top5_acc: 0.8125  loss_cls: 2.2453
2023/02/17 01:53:25 - mmengine - INFO - Epoch(train) [23][ 700/1567]  lr: 1.3119e-06  eta: 0:49:26  time: 1.1634  data_time: 0.0380  memory: 52505  grad_norm: 17.6846  loss: 2.2503  top1_acc: 0.5625  top5_acc: 0.7812  loss_cls: 2.2503
2023/02/17 01:55:24 - mmengine - INFO - Epoch(train) [23][ 800/1567]  lr: 1.2869e-06  eta: 0:47:24  time: 1.2195  data_time: 0.0390  memory: 52505  grad_norm: 18.1908  loss: 2.2906  top1_acc: 0.5625  top5_acc: 0.7500  loss_cls: 2.2906
2023/02/17 01:57:23 - mmengine - INFO - Epoch(train) [23][ 900/1567]  lr: 1.2630e-06  eta: 0:45:22  time: 1.1892  data_time: 0.0369  memory: 52505  grad_norm: 18.2551  loss: 2.3715  top1_acc: 0.4375  top5_acc: 0.7188  loss_cls: 2.3715
2023/02/17 01:59:21 - mmengine - INFO - Epoch(train) [23][1000/1567]  lr: 1.2401e-06  eta: 0:43:20  time: 1.2514  data_time: 0.0419  memory: 52505  grad_norm: 18.1767  loss: 2.2958  top1_acc: 0.4375  top5_acc: 0.6250  loss_cls: 2.2958
2023/02/17 02:01:25 - mmengine - INFO - Epoch(train) [23][1100/1567]  lr: 1.2182e-06  eta: 0:41:18  time: 1.2167  data_time: 0.0410  memory: 52505  grad_norm: 18.1000  loss: 2.3201  top1_acc: 0.6250  top5_acc: 0.7812  loss_cls: 2.3201
2023/02/17 02:05:03 - mmengine - INFO - Epoch(train) [23][1200/1567]  lr: 1.1973e-06  eta: 0:39:22  time: 1.1672  data_time: 0.0501  memory: 52505  grad_norm: 17.6755  loss: 2.2950  top1_acc: 0.6250  top5_acc: 0.8125  loss_cls: 2.2950
2023/02/17 02:07:01 - mmengine - INFO - Epoch(train) [23][1300/1567]  lr: 1.1775e-06  eta: 0:37:19  time: 1.1842  data_time: 0.0402  memory: 52505  grad_norm: 17.7510  loss: 2.4493  top1_acc: 0.4375  top5_acc: 0.6562  loss_cls: 2.4493
2023/02/17 02:09:01 - mmengine - INFO - Epoch(train) [23][1400/1567]  lr: 1.1588e-06  eta: 0:35:17  time: 1.1736  data_time: 0.0438  memory: 52505  grad_norm: 17.7518  loss: 2.3713  top1_acc: 0.4375  top5_acc: 0.8125  loss_cls: 2.3713
2023/02/17 02:11:02 - mmengine - INFO - Epoch(train) [23][1500/1567]  lr: 1.1410e-06  eta: 0:33:15  time: 1.1870  data_time: 0.0348  memory: 52505  grad_norm: 17.9922  loss: 2.3524  top1_acc: 0.5000  top5_acc: 0.7500  loss_cls: 2.3524
2023/02/17 02:11:34 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/17 02:12:22 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/17 02:12:22 - mmengine - INFO - Epoch(train) [23][1567/1567]  lr: 1.1297e-06  eta: 0:31:53  time: 1.1970  data_time: 0.0214  memory: 52505  grad_norm: 17.7989  loss: 2.4186  top1_acc: 0.3793  top5_acc: 0.6897  loss_cls: 2.4186
2023/02/17 02:12:38 - mmengine - INFO - Epoch(val) [23][100/265]    eta: 0:00:25  time: 0.1190  data_time: 0.0380  memory: 2897  
2023/02/17 02:12:53 - mmengine - INFO - Epoch(val) [23][200/265]    eta: 0:00:09  time: 0.1316  data_time: 0.0486  memory: 2897  
2023/02/17 02:13:08 - mmengine - INFO - Epoch(val) [23][265/265]  acc/top1: 0.4138  acc/top5: 0.7031  acc/mean1: 0.4138
2023/02/17 02:15:18 - mmengine - INFO - Epoch(train) [24][ 100/1567]  lr: 1.1137e-06  eta: 0:29:51  time: 1.1729  data_time: 0.0425  memory: 52505  grad_norm: 17.7450  loss: 2.3461  top1_acc: 0.4688  top5_acc: 0.5625  loss_cls: 2.3461
2023/02/17 02:17:18 - mmengine - INFO - Epoch(train) [24][ 200/1567]  lr: 1.0988e-06  eta: 0:27:49  time: 1.2498  data_time: 0.1023  memory: 52505  grad_norm: 18.0277  loss: 2.2400  top1_acc: 0.5312  top5_acc: 0.7812  loss_cls: 2.2400
2023/02/17 02:19:19 - mmengine - INFO - Epoch(train) [24][ 300/1567]  lr: 1.0849e-06  eta: 0:25:47  time: 1.2104  data_time: 0.0879  memory: 52505  grad_norm: 17.8772  loss: 2.2441  top1_acc: 0.5312  top5_acc: 0.6562  loss_cls: 2.2441
2023/02/17 02:21:16 - mmengine - INFO - Epoch(train) [24][ 400/1567]  lr: 1.0721e-06  eta: 0:23:45  time: 1.1663  data_time: 0.0314  memory: 52505  grad_norm: 17.8698  loss: 2.2800  top1_acc: 0.4688  top5_acc: 0.8125  loss_cls: 2.2800
2023/02/17 02:23:14 - mmengine - INFO - Epoch(train) [24][ 500/1567]  lr: 1.0603e-06  eta: 0:21:42  time: 1.2059  data_time: 0.0336  memory: 52505  grad_norm: 17.8380  loss: 2.3213  top1_acc: 0.3438  top5_acc: 0.6562  loss_cls: 2.3213
2023/02/17 02:25:16 - mmengine - INFO - Epoch(train) [24][ 600/1567]  lr: 1.0495e-06  eta: 0:19:40  time: 1.1783  data_time: 0.0413  memory: 52505  grad_norm: 17.6844  loss: 2.3192  top1_acc: 0.4375  top5_acc: 0.6875  loss_cls: 2.3192
2023/02/17 02:27:15 - mmengine - INFO - Epoch(train) [24][ 700/1567]  lr: 1.0398e-06  eta: 0:17:38  time: 1.2483  data_time: 0.0534  memory: 52505  grad_norm: 17.8052  loss: 2.4135  top1_acc: 0.3750  top5_acc: 0.5312  loss_cls: 2.4135
2023/02/17 02:29:15 - mmengine - INFO - Epoch(train) [24][ 800/1567]  lr: 1.0312e-06  eta: 0:15:36  time: 1.1618  data_time: 0.0407  memory: 52505  grad_norm: 17.9871  loss: 2.3025  top1_acc: 0.5625  top5_acc: 0.8438  loss_cls: 2.3025
2023/02/17 02:31:14 - mmengine - INFO - Epoch(train) [24][ 900/1567]  lr: 1.0236e-06  eta: 0:13:34  time: 1.2291  data_time: 0.0360  memory: 52505  grad_norm: 17.9760  loss: 2.3778  top1_acc: 0.3438  top5_acc: 0.6562  loss_cls: 2.3778
2023/02/17 02:32:24 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/17 02:33:13 - mmengine - INFO - Epoch(train) [24][1000/1567]  lr: 1.0171e-06  eta: 0:11:32  time: 1.1963  data_time: 0.0549  memory: 52505  grad_norm: 17.9888  loss: 2.3262  top1_acc: 0.3750  top5_acc: 0.7188  loss_cls: 2.3262
2023/02/17 02:35:14 - mmengine - INFO - Epoch(train) [24][1100/1567]  lr: 1.0116e-06  eta: 0:09:30  time: 1.2194  data_time: 0.0399  memory: 52505  grad_norm: 18.3182  loss: 2.3243  top1_acc: 0.5938  top5_acc: 0.7500  loss_cls: 2.3243
2023/02/17 02:37:13 - mmengine - INFO - Epoch(train) [24][1200/1567]  lr: 1.0072e-06  eta: 0:07:27  time: 1.1714  data_time: 0.0369  memory: 52505  grad_norm: 18.0545  loss: 2.3518  top1_acc: 0.5938  top5_acc: 0.8125  loss_cls: 2.3518
2023/02/17 02:39:12 - mmengine - INFO - Epoch(train) [24][1300/1567]  lr: 1.0038e-06  eta: 0:05:25  time: 1.1745  data_time: 0.0377  memory: 52505  grad_norm: 17.9418  loss: 2.3961  top1_acc: 0.2188  top5_acc: 0.6562  loss_cls: 2.3961
2023/02/17 02:41:11 - mmengine - INFO - Epoch(train) [24][1400/1567]  lr: 1.0015e-06  eta: 0:03:23  time: 1.1630  data_time: 0.0361  memory: 52505  grad_norm: 18.0101  loss: 2.4043  top1_acc: 0.4062  top5_acc: 0.6875  loss_cls: 2.4043
2023/02/17 02:43:11 - mmengine - INFO - Epoch(train) [24][1500/1567]  lr: 1.0002e-06  eta: 0:01:21  time: 1.2221  data_time: 0.0330  memory: 52505  grad_norm: 18.2467  loss: 2.4328  top1_acc: 0.4688  top5_acc: 0.7812  loss_cls: 2.4328
2023/02/17 02:44:28 - mmengine - INFO - Exp name: uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb_20230216_133933
2023/02/17 02:44:28 - mmengine - INFO - Epoch(train) [24][1567/1567]  lr: 1.0000e-06  eta: 0:00:00  time: 1.1186  data_time: 0.0268  memory: 52505  grad_norm: 18.2013  loss: 2.4555  top1_acc: 0.4138  top5_acc: 0.6207  loss_cls: 2.4555
2023/02/17 02:44:28 - mmengine - INFO - Saving checkpoint at 24 epochs
2023/02/17 02:44:49 - mmengine - INFO - Epoch(val) [24][100/265]    eta: 0:00:25  time: 0.1264  data_time: 0.0445  memory: 2897  
2023/02/17 02:45:04 - mmengine - INFO - Epoch(val) [24][200/265]    eta: 0:00:09  time: 0.1315  data_time: 0.0475  memory: 2897  
2023/02/17 02:45:14 - mmengine - INFO - Epoch(val) [24][265/265]  acc/top1: 0.4152  acc/top5: 0.7049  acc/mean1: 0.4152
2023/02/17 02:45:14 - mmengine - INFO - The previous best checkpoint /mnt/petrelfs/lilin/Repos/mmact_dev/mmaction2/work_dirs/uniformer_train/uniformerv2-base-p16-res224_clip-kinetics710-kinetics-k400-pre_u8_mitv1-rgb/best_acc/top1_epoch_22.pth is removed
2023/02/17 02:45:18 - mmengine - INFO - The best checkpoint with 0.4152 acc/top1 at 24 epoch is saved to best_acc/top1_epoch_24.pth.