





def  __UpperCAmelCase(   lowercase_   ):
       _lowerCamelCase				:  int						=		len(lowercase_   )
       _lowerCamelCase				:  str						=		len(matrix[0]   )
       _lowerCamelCase				:  Tuple						=		min(lowercase_			,     lowercase_   )

       for row in range(lowercase_   ):
              # Check if diagonal element is not zero
              if matrix[row][row] != 0:
                     # Eliminate all the elements below the diagonal
                     for col in range(row + 1			,     lowercase_   ):
                            _lowerCamelCase				:  Dict						=		matrix[col][row] / matrix[row][row]
                            for i in range(lowercase_			,     lowercase_   ):
                                   matrix[col][i] -= multiplier * matrix[row][i]
              else:
                     # Find a non-zero diagonal element to swap rows
                     _lowerCamelCase				:  Union[str, Any]						=		True
                     for i in range(row + 1			,     lowercase_   ):
                            if matrix[i][row] != 0:
                                   _lowerCamelCase,	_lowerCamelCase				:  str						=		matrix[i], matrix[row]
                                   _lowerCamelCase				:  str						=		False
                                   break
                     if reduce:
                            rank -= 1
                            for i in range(lowercase_   ):
                                   _lowerCamelCase				:  Any						=		matrix[i][rank]

            # Reduce the row pointer by one to stay on the same row
                     row -= 1

       return rank


if __name__ == "__main__":
       import doctest

       doctest.testmod()








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


_lowerCamelCase      							=   logging.get_logger(__name__)

_lowerCamelCase      							=   {
    'sayakpaul/vit-msn-base': 'https://huggingface.co/sayakpaul/vit-msn-base/resolve/main/config.json',
    # See all ViT MSN models at https://huggingface.co/models?filter=vit_msn
}







class       __A							(   lowerCamelCase__	):




      """simple docstring"""







      UpperCAmelCase__							=   """vit_msn"""


      def __init__(		self   ,				a__=768   ,				a__=12   ,				a__=12   ,				a__=3072   ,				a__="gelu"   ,				a__=0.0   ,				a__=0.0   ,				a__=0.02   ,				a__=1e-06   ,				a__=224   ,				a__=16   ,				a__=3   ,				a__=True   ,				**a__   ,				):



             """simple docstring"""





             super().__init__(**a__)

             _lowerCamelCase				:  Tuple						=		hidden_size
             _lowerCamelCase				:  str						=		num_hidden_layers
             _lowerCamelCase				:  int						=		num_attention_heads
             _lowerCamelCase				:  Optional[int]						=		intermediate_size
             _lowerCamelCase				:  Union[str, Any]						=		hidden_act
             _lowerCamelCase				:  str						=		hidden_dropout_prob
             _lowerCamelCase				:  List[Any]						=		attention_probs_dropout_prob
             _lowerCamelCase				:  Optional[int]						=		initializer_range
             _lowerCamelCase				:  Optional[Any]						=		layer_norm_eps
             _lowerCamelCase				:  Dict						=		image_size
             _lowerCamelCase				:  Tuple						=		patch_size
             _lowerCamelCase				:  List[str]						=		num_channels
             _lowerCamelCase				:  Optional[int]						=		qkv_bias

