


'''simple docstring'''






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


__A   :    Dict											= logging.get_logger(__name__)

__A   :    Union[str, Any]											= {
    "bigcode/gpt_bigcode-santacoder": "https://huggingface.co/bigcode/gpt_bigcode-santacoder/resolve/main/config.json",
}






class   __snake_case			(  _SCREAMING_SNAKE_CASE):







    """simple docstring"""



    lowercase  					=   'gpt_bigcode'
    lowercase  					=   ['past_key_values']
    lowercase  					=   {
        'hidden_size': 'n_embd',
        'max_position_embeddings': 'n_positions',
        'num_attention_heads': 'n_head',
        'num_hidden_layers': 'n_layer',
    }

    def __init__(  self       :    Any       ,		lowerCamelCase       :    Dict=5_02_57       ,		lowerCamelCase       :    Tuple=10_24       ,		lowerCamelCase       :    Any=7_68       ,		lowerCamelCase       :    List[Any]=12       ,		lowerCamelCase       :    List[str]=12       ,		lowerCamelCase       :    List[str]=None       ,		lowerCamelCase       :    int="gelu_pytorch_tanh"       ,		lowerCamelCase       :    List[str]=0.1       ,		lowerCamelCase       :    Optional[int]=0.1       ,		lowerCamelCase       :    Tuple=0.1       ,		lowerCamelCase       :    str=1E-5       ,		lowerCamelCase       :    str=0.02       ,		lowerCamelCase       :    Union[str, Any]=True       ,		lowerCamelCase       :    List[str]=True       ,		lowerCamelCase       :    int=5_02_56       ,		lowerCamelCase       :    int=5_02_56       ,		lowerCamelCase       :    Optional[Any]=True       ,		lowerCamelCase       :    Any=True       ,		lowerCamelCase       :    Tuple=True       ,		**lowerCamelCase       :    List[str]       ,		)  ->    int:
      lowerCAmelCase_     : Optional[int]     =  vocab_size
      lowerCAmelCase_     : Optional[Any]     =  n_positions
      lowerCAmelCase_     : List[str]     =  n_embd
      lowerCAmelCase_     : List[Any]     =  n_layer
      lowerCAmelCase_     : Optional[int]     =  n_head
      lowerCAmelCase_     : Optional[Any]     =  n_inner
      lowerCAmelCase_     : str     =  activation_function
      lowerCAmelCase_     : Tuple     =  resid_pdrop
      lowerCAmelCase_     : Tuple     =  embd_pdrop
      lowerCAmelCase_     : Optional[int]     =  attn_pdrop
      lowerCAmelCase_     : Tuple     =  layer_norm_epsilon
      lowerCAmelCase_     : Tuple     =  initializer_range
      lowerCAmelCase_     : Any     =  scale_attn_weights
      lowerCAmelCase_     : str     =  use_cache
      lowerCAmelCase_     : Optional[int]     =  attention_softmax_in_fpaa
      lowerCAmelCase_     : Union[str, Any]     =  scale_attention_softmax_in_fpaa
      lowerCAmelCase_     : Optional[Any]     =  multi_query

      lowerCAmelCase_     : List[Any]     =  bos_token_id
      lowerCAmelCase_     : Union[str, Any]     =  eos_token_id

      super().__init__(bos_token_id=lowerCamelCase       ,		eos_token_id=lowerCamelCase       ,		**lowerCamelCase						)







'''simple docstring'''






def 							UpperCamelCase_     (       A__   :  list[list[int | float]]   ):
  '''simple docstring'''





  lowerCAmelCase_     : List[str]     =  len(A__   )
  lowerCAmelCase_     : Union[str, Any]     =  len(matrix[0]   )
  lowerCAmelCase_     : Optional[int]     =  min(A__				,       A__   )

  for row in range(A__   ):
    # 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				,       A__   ):
        lowerCAmelCase_     : int     =  matrix[col][row] / matrix[row][row]
        for i in range(A__				,       A__   ):
          matrix[col][i] -= multiplier * matrix[row][i]
    else:
      # Find a non-zero diagonal element to swap rows
      lowerCAmelCase_     : int     =  True
      for i in range(row + 1				,       A__   ):
        if matrix[i][row] != 0:
          lowerCAmelCase_,				lowerCAmelCase_     : List[Any]     =  matrix[i], matrix[row]
          lowerCAmelCase_     : Dict     =  False
          break
      if reduce:
        rank -= 1
        for i in range(A__   ):
          lowerCAmelCase_     : List[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()



