

import os




def 			UpperCAmelCase__				(			_A      : Any							):





  '''simple docstring'''







  a__  =len(grid[0]							)
  a__  =len(_A							)

  a__  =0
  a__  =0
  a__  =0

  # Check vertically, horizontally, diagonally at the same time (only works
  # for nxn grid)
  for i in range(_A							):
    for j in range(n_rows - 3							):
      a__  =grid[j][i] * grid[j + 1][i] * grid[j + 2][i] * grid[j + 3][i]
      a__  =grid[i][j] * grid[i][j + 1] * grid[i][j + 2] * grid[i][j + 3]

      # Left-to-right diagonal (\) product
      if i < n_columns - 3:
        a__  =(
            grid[i][j]
            * grid[i + 1][j + 1]
            * grid[i + 2][j + 2]
            * grid[i + 3][j + 3]
        )

      # Right-to-left diagonal(/) product
      if i > 2:
        a__  =(
            grid[i][j]
            * grid[i - 1][j + 1]
            * grid[i - 2][j + 2]
            * grid[i - 3][j + 3]
        )

      a__  =max(
          _A	,      _A	,      _A	,      _A							)
      if max_product > largest:
        a__  =max_product

  return largest




def 			UpperCAmelCase__				(			):





  '''simple docstring'''







  a__  =[]
  with open(os.path.dirname(_A							) + '''/grid.txt'''							) as file:
    for line in file:
      grid.append(line.strip('''\n'''							).split(''' '''							)							)

  a__  =[[int(_A							) for i in grid[j]] for j in range(len(_A							)							)]

  return largest_product(_A							)


if __name__ == "__main__":
       print(solution())



from ..utils import DummyObject, requires_backends







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Dict    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[str]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Union[str, Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Dict    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Union[str, Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Dict    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	int    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[str]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Union[str, Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )





def 			UpperCAmelCase__				(			*_A      : Optional[Any]	,      **_A      : Optional[Any]							):





  '''simple docstring'''







  requires_backends(_A	,      ['''torch''']							)




def 			UpperCAmelCase__				(			*_A      : Union[str, Any]	,      **_A      : List[Any]							):





  '''simple docstring'''







  requires_backends(_A	,      ['''torch''']							)




def 			UpperCAmelCase__				(			*_A      : Union[str, Any]	,      **_A      : Tuple							):





  '''simple docstring'''







  requires_backends(_A	,      ['''torch''']							)




def 			UpperCAmelCase__				(			*_A      : List[str]	,      **_A      : List[str]							):





  '''simple docstring'''







  requires_backends(_A	,      ['''torch''']							)




def 			UpperCAmelCase__				(			*_A      : Dict	,      **_A      : Dict							):





  '''simple docstring'''







  requires_backends(_A	,      ['''torch''']							)




def 			UpperCAmelCase__				(			*_A      : List[str]	,      **_A      : str							):





  '''simple docstring'''







  requires_backends(_A	,      ['''torch''']							)




def 			UpperCAmelCase__				(			*_A      : Optional[int]	,      **_A      : Dict							):





  '''simple docstring'''







  requires_backends(_A	,      ['''torch''']							)







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Union[str, Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	str    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Tuple    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Tuple    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Dict    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[str]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Any    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Union[str, Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[str]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	str    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	int    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Optional[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Union[str, Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Optional[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Union[str, Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Optional[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	str    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Union[str, Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	int    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Union[str, Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Dict    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Optional[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Union[str, Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Union[str, Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Tuple    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	int    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Union[str, Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Dict    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Union[str, Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	str    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Optional[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	str    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    List[str]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Dict    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	List[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Union[str, Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Dict    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Any    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Dict:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	int    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Union[str, Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    int:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Optional[Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Any:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Optional[int]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Union[str, Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[Any]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	Union[str, Any]    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Optional[int]:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    List[Any]:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )







class 						__magic_name__			(							metaclass=lowerCamelCase__							):

   '''simple docstring'''




   lowerCamelCase__ :	int    =   ['torch']



   def __init__(				self,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(self,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    Tuple:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )



   @classmethod
   def  _UpperCAmelCase (				cls,    *lowercase_,    **lowercase_       )							->    str:






     """simple docstring"""






     requires_backends(cls,    ['''torch''']       )
