

from __future__ import annotations

from typing import Any



def   UpperCamelCase(   *lowercase_				)      ->							list[list[int]]:





  '''simple docstring'''





  if all(_check_not_integer(lowercase_				) for m in matrix_s				):
    for i in matrix_s[1:]:
      _verify_matrix_sizes(matrix_s[0]     ,   lowercase_				)
    return [[sum(lowercase_				) for t in zip(*lowercase_				)] for m in zip(*lowercase_				)]
  raise TypeError("""Expected a matrix, got int/list instead"""				)



def   UpperCamelCase(   lowercase_     ,   lowercase_				)      ->							list[list[int]]:





  '''simple docstring'''





  if (
      _check_not_integer(lowercase_				)
      and _check_not_integer(lowercase_				)
      and _verify_matrix_sizes(lowercase_     ,   lowercase_				)
  ):
    return [[i - j for i, j in zip(*lowercase_				)] for m in zip(lowercase_     ,   lowercase_				)]
  raise TypeError("""Expected a matrix, got int/list instead"""				)



def   UpperCamelCase(   lowercase_     ,   lowercase_				)      ->							list[list[float]]:





  '''simple docstring'''





  return [[x * n for x in row] for row in matrix]



def   UpperCamelCase(   lowercase_     ,   lowercase_				)      ->							list[list[int]]:





  '''simple docstring'''





  if _check_not_integer(lowercase_				) and _check_not_integer(lowercase_				):
    snake_case_		,							snake_case_					= _verify_matrix_sizes(lowercase_     ,   lowercase_				)

  if cols[0] != rows[1]:
    snake_case_					= (
        """Cannot multiply matrix of dimensions """
        f'''({rows[0]},{cols[0]}) and ({rows[1]},{cols[1]})'''
    )
    raise ValueError(lowercase_				)
  return [
      [sum(m * n for m, n in zip(lowercase_     ,   lowercase_				)				) for j in zip(*lowercase_				)] for i in matrix_a
  ]



def   UpperCamelCase(   lowercase_				)      ->							list[list[int]]:





  '''simple docstring'''





  snake_case_					= int(lowercase_				)
  return [[int(row == column				) for column in range(lowercase_				)] for row in range(lowercase_				)]



def   UpperCamelCase(   lowercase_     ,   lowercase_ = True				)      ->							list[list[int]] | map[list[int]]:





  '''simple docstring'''





  if _check_not_integer(lowercase_				):
    if return_map:
      return map(lowercase_     ,   zip(*lowercase_				)				)
    else:
      return list(map(lowercase_     ,   zip(*lowercase_				)				)				)
  raise TypeError("""Expected a matrix, got int/list instead"""				)



def   UpperCamelCase(   lowercase_     ,   lowercase_     ,   lowercase_				)      ->							list[list[int]]:





  '''simple docstring'''





  snake_case_					= matrix[:row] + matrix[row + 1 :]
  return [row[:column] + row[column + 1 :] for row in minor]



def   UpperCamelCase(   lowercase_				)      ->							Any:





  '''simple docstring'''





  if len(lowercase_				) == 1:
    return matrix[0][0]

  return sum(
      x * determinant(minor(lowercase_     ,   0     ,   lowercase_				)				) * (-1) ** i
      for i, x in enumerate(matrix[0]				)				)



def   UpperCamelCase(   lowercase_				)      ->							list[list[float]] | None:





  '''simple docstring'''





  snake_case_					= determinant(lowercase_				)
  if det == 0:
    return None

  snake_case_					= [
      [determinant(minor(lowercase_     ,   lowercase_     ,   lowercase_				)				) for j in range(len(lowercase_				)				)]
      for i in range(len(lowercase_				)				)
  ]

  snake_case_					= [
      [x * (-1) ** (row + col) for col, x in enumerate(matrix_minor[row]				)]
      for row in range(len(lowercase_				)				)
  ]
  snake_case_					= list(transpose(lowercase_				)				)
  return scalar_multiply(lowercase_     ,   1 / det				)



def   UpperCamelCase(   lowercase_				)      ->							bool:





  '''simple docstring'''





  return not isinstance(lowercase_     ,   lowercase_				) and not isinstance(matrix[0]     ,   lowercase_				)



def   UpperCamelCase(   lowercase_				)      ->							tuple[int, int]:





  '''simple docstring'''





  return len(lowercase_				), len(matrix[0]				)



def   UpperCamelCase(   lowercase_     ,   lowercase_				)      ->							tuple[tuple[int, int], tuple[int, int]]:





  '''simple docstring'''





  snake_case_					= _shape(lowercase_				) + _shape(lowercase_				)
  if shape[0] != shape[3] or shape[1] != shape[2]:
    snake_case_					= (
        """operands could not be broadcast together with shape """
        f'''({shape[0], shape[1]}), ({shape[2], shape[3]})'''
    )
    raise ValueError(lowercase_				)
  return (shape[0], shape[2]), (shape[1], shape[3])



def   UpperCamelCase(   )      ->							None:





  '''simple docstring'''





  snake_case_					= [[12, 10], [3, 9]]
  snake_case_					= [[3, 4], [7, 4]]
  snake_case_					= [[11, 12, 13, 14], [21, 22, 23, 24], [31, 32, 33, 34], [41, 42, 43, 44]]
  snake_case_					= [[3, 0, 2], [2, 0, -2], [0, 1, 1]]
  print(f'''Add Operation, {add(lowercase_     ,   lowercase_				) = } \n'''				)
  print(
      f'''Multiply Operation, {multiply(lowercase_     ,   lowercase_				) = } \n'''     ,   )
  print(f'''Identity: {identity(5				)}\n'''				)
  print(f'''Minor of {matrix_c} = {minor(lowercase_     ,   1     ,   2				)} \n'''				)
  print(f'''Determinant of {matrix_b} = {determinant(lowercase_				)} \n'''				)
  print(f'''Inverse of {matrix_d} = {inverse(lowercase_				)}\n'''				)


if __name__ == "__main__":
    import doctest

    doctest.testmod()
    main()


import unittest

from diffusers import __version__
from diffusers.utils import deprecate







class 					__lowerCamelCase							(      unittest.TestCase      ):
      lowerCamelCase_      : Dict  			=   '.'.join([str(int(__version__.split('.'      )[0]      ) + 1      )] + __version__.split('.'      )[1:]      )
      lowerCamelCase_      : int  			=   '0.0.1'







      def       lowerCAmelCase_       (	self  )		->			Optional[int]:
        snake_case_					= {"""deprecated_arg""": 4}

        with self.assertWarns(lowerCamelCase  ) as warning:
          snake_case_					= deprecate("""deprecated_arg"""				,    self.higher_version				,    """message"""				,    take_from=lowerCamelCase  )

        assert output == 4
        assert (
            str(warning.warning  )
            == f'''The `deprecated_arg` argument is deprecated and will be removed in version {self.higher_version}.'''
            " message"
        )







      def       lowerCAmelCase_       (	self  )		->			List[Any]:
        snake_case_					= {"""deprecated_arg""": 4}

        with self.assertWarns(lowerCamelCase  ) as warning:
          snake_case_					= deprecate(("""deprecated_arg""", self.higher_version, """message""")				,    take_from=lowerCamelCase  )

        assert output == 4
        assert (
            str(warning.warning  )
            == f'''The `deprecated_arg` argument is deprecated and will be removed in version {self.higher_version}.'''
            " message"
        )







      def       lowerCAmelCase_       (	self  )		->			int:
        snake_case_					= {"""deprecated_arg_1""": 4, """deprecated_arg_2""": 8}
        with self.assertWarns(lowerCamelCase  ) as warning:
          snake_case_		,							snake_case_					= deprecate(
              ("""deprecated_arg_1""", self.higher_version, """Hey""")				,    ("""deprecated_arg_2""", self.higher_version, """Hey""")				,    take_from=lowerCamelCase				,    )
        assert output_a == 4
        assert output_a == 8
        assert (
            str(warning.warnings[0].message  )
            == "The `deprecated_arg_1` argument is deprecated and will be removed in version"
            f''' {self.higher_version}. Hey'''
        )
        assert (
            str(warning.warnings[1].message  )
            == "The `deprecated_arg_2` argument is deprecated and will be removed in version"
            f''' {self.higher_version}. Hey'''
        )







      def       lowerCAmelCase_       (	self  )		->			Any:
        snake_case_					= {"""deprecated_arg""": 4}

        with self.assertRaises(lowerCamelCase  ) as error:
          deprecate(("""wrong_arg""", self.higher_version, """message""")				,    take_from=lowerCamelCase  )

        assert "test_deprecate_function_incorrect_arg in" in str(error.exception  )
        assert "line" in str(error.exception  )
        assert "got an unexpected keyword argument `deprecated_arg`" in str(error.exception  )







      def       lowerCAmelCase_       (	self  )		->			Optional[Any]:
        with self.assertWarns(lowerCamelCase  ) as warning:
          deprecate(("""deprecated_arg""", self.higher_version, """message""")  )

        assert (
            str(warning.warning  )
            == f'''`deprecated_arg` is deprecated and will be removed in version {self.higher_version}. message'''
        )







      def       lowerCAmelCase_       (	self  )		->			Any:
        with self.assertWarns(lowerCamelCase  ) as warning:
          deprecate(
              ("""deprecated_arg_1""", self.higher_version, """Hey""")				,    ("""deprecated_arg_2""", self.higher_version, """Hey""")				,    )
        assert (
            str(warning.warnings[0].message  )
            == f'''`deprecated_arg_1` is deprecated and will be removed in version {self.higher_version}. Hey'''
        )
        assert (
            str(warning.warnings[1].message  )
            == f'''`deprecated_arg_2` is deprecated and will be removed in version {self.higher_version}. Hey'''
        )







      def       lowerCAmelCase_       (	self  )		->			Any:







        class 					__lowerCamelCase							:
              lowerCamelCase_      : Dict  			=   5

        with self.assertWarns(lowerCamelCase  ) as warning:
          snake_case_					= deprecate(("""arg""", self.higher_version, """message""")				,    take_from=Args()  )

        assert arg == 5
        assert (
            str(warning.warning  )
            == f'''The `arg` attribute is deprecated and will be removed in version {self.higher_version}. message'''
        )







      def       lowerCAmelCase_       (	self  )		->			Any:







        class 					__lowerCamelCase							:
              lowerCamelCase_      : str  			=   5
              lowerCamelCase_      : List[str]  			=   7

        with self.assertWarns(lowerCamelCase  ) as warning:
          snake_case_		,							snake_case_					= deprecate(
              ("""arg""", self.higher_version, """message""")				,    ("""foo""", self.higher_version, """message""")				,    ("""does not exist""", self.higher_version, """message""")				,    take_from=Args()				,    )

        assert arg_a == 5
        assert arg_a == 7
        assert (
            str(warning.warning  )
            == f'''The `arg` attribute is deprecated and will be removed in version {self.higher_version}. message'''
        )
        assert (
            str(warning.warnings[0].message  )
            == f'''The `arg` attribute is deprecated and will be removed in version {self.higher_version}. message'''
        )
        assert (
            str(warning.warnings[1].message  )
            == f'''The `foo` attribute is deprecated and will be removed in version {self.higher_version}. message'''
        )







      def       lowerCAmelCase_       (	self  )		->			int:
        snake_case_					= {"""deprecated_arg""": 4}

        with self.assertRaises(lowerCamelCase  ) as error:
          deprecate(("""wrong_arg""", self.lower_version, """message""")				,    take_from=lowerCamelCase  )

        assert (
            str(error.exception  )
            == "The deprecation tuple ('wrong_arg', '0.0.1', 'message') should be removed since diffusers' version"
            f''' {__version__} is >= {self.lower_version}'''
        )







      def       lowerCAmelCase_       (	self  )		->			List[Any]:
        with self.assertWarns(lowerCamelCase  ) as warning:
          deprecate(("""deprecated_arg""", self.higher_version, """This message is better!!!""")				,    standard_warn=lowerCamelCase  )

        assert str(warning.warning  ) == "This message is better!!!"







      def       lowerCAmelCase_       (	self  )		->			List[Any]:
        with self.assertWarns(lowerCamelCase  ) as warning:
          deprecate(("""deprecated_arg""", self.higher_version, """This message is better!!!""")				,    standard_warn=lowerCamelCase  )
        assert str(warning.warning  ) == "This message is better!!!"
        assert "diffusers/tests/others/test_utils.py" in warning.filename