





'''simple docstring'''


from ...configuration_utils import PretrainedConfig
from ...utils import logging


a__			:					List[str]       						=						logging.get_logger(__name__)

a__			:					Union[str, Any]       						=						{
    'facebook/vit-mae-base': 'https://huggingface.co/facebook/vit-mae-base/resolve/main/config.json',
    # See all ViT MAE models at https://huggingface.co/models?filter=vit-mae
}






class     lowerCAmelCase__ (				UpperCAmelCase_    ):

       '''simple docstring'''
       _lowerCamelCase								="vit_mae"

       def __init__( self					:				Any       ,     a__					:				Any=768       ,     a__					:				List[Any]=12       ,     a__					:				Union[str, Any]=12       ,     a__					:				Optional[Any]=3072       ,     a__					:				Dict="gelu"       ,     a__					:				List[Any]=0.0       ,     a__					:				int=0.0       ,     a__					:				int=0.02       ,     a__					:				Any=1e-1_2       ,     a__					:				Any=224       ,     a__					:				List[str]=16       ,     a__					:				List[str]=3       ,     a__					:				Optional[int]=True       ,     a__					:				str=16       ,     a__					:				Union[str, Any]=512       ,     a__					:				Dict=8       ,     a__					:				int=2048       ,     a__					:				List[str]=0.75       ,     a__					:				Dict=False       ,     **a__					:				Optional[int]       ,     ):
              super().__init__(**a__						)

              UpperCAmelCase  =						hidden_size
              UpperCAmelCase  =						num_hidden_layers
              UpperCAmelCase  =						num_attention_heads
              UpperCAmelCase  =						intermediate_size
              UpperCAmelCase  =						hidden_act
              UpperCAmelCase  =						hidden_dropout_prob
              UpperCAmelCase  =						attention_probs_dropout_prob
              UpperCAmelCase  =						initializer_range
              UpperCAmelCase  =						layer_norm_eps
              UpperCAmelCase  =						image_size
              UpperCAmelCase  =						patch_size
              UpperCAmelCase  =						num_channels
              UpperCAmelCase  =						qkv_bias
              UpperCAmelCase  =						decoder_num_attention_heads
              UpperCAmelCase  =						decoder_hidden_size
              UpperCAmelCase  =						decoder_num_hidden_layers
              UpperCAmelCase  =						decoder_intermediate_size
              UpperCAmelCase  =						mask_ratio
              UpperCAmelCase  =						norm_pix_loss






'''simple docstring'''






from __future__ import annotations

import numpy as np







def 							UpperCamelCase_     (       A__   :  np.ndarray   ):
  '''simple docstring'''





  lowerCAmelCase_,				lowerCAmelCase_     : List[str]     =  np.shape(A__   )
  if rows != columns:
    lowerCAmelCase_     : List[str]     =  (
        """'table' has to be of square shaped array but got a """
        f'{rows}x{columns} array:\n{table}'
    )
    raise ValueError(A__   )

  lowerCAmelCase_     : Optional[int]     =  np.zeros((rows, columns)   )
  lowerCAmelCase_     : Tuple     =  np.zeros((rows, columns)   )
  for i in range(A__   ):
    for j in range(A__   ):
      lowerCAmelCase_     : str     =  sum(lower[i][k] * upper[k][j] for k in range(A__   )   )
      if upper[j][j] == 0:
        raise ArithmeticError("""No LU decomposition exists"""   )
      lowerCAmelCase_     : Union[str, Any]     =  (table[i][j] - total) / upper[j][j]
    lowerCAmelCase_     : Dict     =  1
    for j in range(A__				,       A__   ):
      lowerCAmelCase_     : str     =  sum(lower[i][k] * upper[k][j] for k in range(A__   )   )
      lowerCAmelCase_     : List[str]     =  table[i][j] - total
  return lower, upper


if __name__ == "__main__":
  import doctest

  doctest.testmod()



