

'''simple docstring'''

from __future__ import annotations

from typing import Any




class        A_ :






     '''simple docstring'''



     def __init__(		self :     Tuple     ,			lowercase_ :     int     ,			lowercase_ :     int     ,			lowercase_ :     float = 0       )						->	Optional[int]:
      UpperCAmelCase					, UpperCAmelCase       :	Tuple											= row, column
      UpperCAmelCase       :	Tuple											= [[default_value for c in range(lowercase_       )] for r in range(lowercase_       )]


     def __str__(		self :     int       )						->	List[Any]:
      UpperCAmelCase       :	List[Any]											= f"""Matrix consist of {self.row} rows and {self.column} columns\n"""

      # Make string identifier
      UpperCAmelCase       :	Dict											= 0
      for row_vector in self.array:
       for obj in row_vector:
        UpperCAmelCase       :	Any											= max(lowercase_     ,			len(str(lowercase_       )       )       )
      UpperCAmelCase       :	str											= f"""%{max_element_length}s"""

      # Make string and return
      def single_line(lowercase_ :     list[float]       ) -> str:
       nonlocal string_format_identifier
       UpperCAmelCase       :	int											= '['
       line += ", ".join(string_format_identifier % (obj,) for obj in row_vector       )
       line += "]"
       return line

      s += "\n".join(single_line(lowercase_       ) for row_vector in self.array       )
      return s


     def __repr__(		self :     Dict       )						->	Optional[Any]:
      return str(self       )


     def    UpperCAmelCase_       (		self :     str     ,			lowercase_ :     tuple[int, int]       )						->	List[str]:


      if not (isinstance(lowercase_     ,			(list, tuple)       ) and len(lowercase_       ) == 2):
       return False
      elif not (0 <= loc[0] < self.row and 0 <= loc[1] < self.column):
       return False
      else:
       return True


     def __getitem__(		self :     Dict     ,			lowercase_ :     tuple[int, int]       )						->	str:
      assert self.validate_indicies(lowercase_       )
      return self.array[loc[0]][loc[1]]


     def __setitem__(		self :     str     ,			lowercase_ :     tuple[int, int]     ,			lowercase_ :     float       )						->	List[str]:
      assert self.validate_indicies(lowercase_       )
      UpperCAmelCase       :	Any											= value


     def __add__(		self :     str     ,			lowercase_ :     Matrix       )						->	Dict:
      assert isinstance(lowercase_     ,			lowercase_       )
      assert self.row == another.row and self.column == another.column

      # Add
      UpperCAmelCase       :	List[str]											= Matrix(self.row     ,			self.column       )
      for r in range(self.row       ):
       for c in range(self.column       ):
        UpperCAmelCase       :	Union[str, Any]											= self[r, c] + another[r, c]
      return result


     def __neg__(		self :     Tuple       )						->	str:
      UpperCAmelCase       :	int											= Matrix(self.row     ,			self.column       )
      for r in range(self.row       ):
       for c in range(self.column       ):
        UpperCAmelCase       :	Any											= -self[r, c]
      return result


     def __sub__(		self :     List[str]     ,			lowercase_ :     Matrix       )						->	List[Any]:
      return self + (-another)


     def __mul__(		self :     Dict     ,			lowercase_ :     int | float | Matrix       )						->	Union[str, Any]:


      if isinstance(lowercase_     ,			(int, float)       ):  # Scalar multiplication
       UpperCAmelCase       :	Dict											= Matrix(self.row     ,			self.column       )
       for r in range(self.row       ):
        for c in range(self.column       ):
         UpperCAmelCase       :	Optional[int]											= self[r, c] * another
       return result
      elif isinstance(lowercase_     ,			lowercase_       ):  # Matrix multiplication
       assert self.column == another.row
       UpperCAmelCase       :	Any											= Matrix(self.row     ,			another.column       )
       for r in range(self.row       ):
        for c in range(another.column       ):
         for i in range(self.column       ):
          result[r, c] += self[r, i] * another[i, c]
       return result
      else:
       UpperCAmelCase       :	List[str]											= f"""Unsupported type given for another ({type(lowercase_       )})"""
       raise TypeError(lowercase_       )


     def    UpperCAmelCase_       (		self :     Optional[Any]       )						->	str:
      UpperCAmelCase       :	List[str]											= Matrix(self.column     ,			self.row       )
      for r in range(self.row       ):
       for c in range(self.column       ):
        UpperCAmelCase       :	List[Any]											= self[r, c]
      return result




     def    UpperCAmelCase_       (		self :     List[Any]     ,			lowercase_ :     Matrix     ,			lowercase_ :     Matrix       )						->	Optional[Any]:
      assert isinstance(lowercase_     ,			lowercase_       ) and isinstance(lowercase_     ,			lowercase_       )
      assert self.row == self.column == u.row == v.row  # u, v should be column vector
      assert u.column == v.column == 1  # u, v should be column vector

      # Calculate
      UpperCAmelCase       :	List[str]											= v.transpose()
      UpperCAmelCase       :	str											= (v_t * self * u)[0, 0] + 1
      if numerator_factor == 0:
       return None  # It's not invertable
      return self - ((self * u) * (v_t * self) * (1.0 / numerator_factor))


# Testing
if __name__ == "__main__":




 def       UpperCamelCase(     ):
  # a^(-1)
  UpperCAmelCase       :	Optional[int]											= Matrix(3  ,       3  ,       0	)
  for i in range(3	):
   UpperCAmelCase       :	Union[str, Any]											= 1
  print(F"""a^(-1) is {ainv}"""	)
  # u, v
  UpperCAmelCase       :	Optional[int]											= Matrix(3  ,       1  ,       0	)
  UpperCAmelCase					, UpperCAmelCase					, UpperCAmelCase       :	List[str]											= 1, 2, -3
  UpperCAmelCase       :	List[str]											= Matrix(3  ,       1  ,       0	)
  UpperCAmelCase					, UpperCAmelCase					, UpperCAmelCase       :	Dict											= 4, -2, 5
  print(F"""u is {u}"""	)
  print(F"""v is {v}"""	)
  print(F"""uv^T is {u * v.transpose()}"""	)
  # Sherman Morrison
  print(F"""(a + uv^T)^(-1) is {ainv.sherman_morrison(__lowercase  ,       __lowercase	)}"""	)




 def       UpperCamelCase(     ):
  import doctest

  doctest.testmod()




 testa()






import warnings

from ...utils import logging
from .image_processing_chinese_clip import ChineseCLIPImageProcessor


_lowerCamelCase       :				Dict       =			logging.get_logger(__name__)




class    SCREAMING_SNAKE_CASE__     (	UpperCAmelCase					):





	'''simple docstring'''



	def __init__(  self	:    Tuple			,  *lowercase	:    Optional[int]			,  **lowercase	:    Any	):


				'''simple docstring'''


				warnings.warn(
				    'The class ChineseCLIPFeatureExtractor is deprecated and will be removed in version 5 of Transformers.'
				    ' Please use ChineseCLIPImageProcessor instead.'			,  lowercase			,  )
				super().__init__(*lowercase			,  **lowercase	)