code: 
  
  import logging
  
  # standard libraries
  import sys
  
  import numpy as np
  import pytest  # type: ignore
  
  # Custom/local libraries
  from matrix import matrix_operation as matop
  
  lowerCamelCase     =      [[12, 10], [3, 9]]
  lowerCamelCase     =      [[3, 4], [7, 4]]
  lowerCamelCase     =      [[3, 0, 2], [2, 0, -2], [0, 1, 1]]
  lowerCamelCase     =      [[3, 0, -2], [2, 0, 2], [0, 1, 1]]
  lowerCamelCase     =      [[3, 0, 2], [2, 0, -2], [0, 1, 1], [2, 0, -2]]
  lowerCamelCase     =      [1]
  lowerCamelCase     =      [2]
  
  lowerCamelCase     =      logging.getLogger()
  lowerCamelCase     =      logging.DEBUG
  lowerCamelCase     =      logging.StreamHandler(sys.stdout)
  logger.addHandler(stream_handler)
  
  
  
  
  @pytest.mark.mat_ops
  @pytest.mark.parametrize(
      ('''mat1''', '''mat2''')			,   [(mat_a, mat_b), (mat_c, mat_d), (mat_d, mat_e), (mat_f, mat_h)]							)
  def     UpperCAmelCase__       (    _A   :				List[Any]			,   _A   :				Union[str, Any]							):
  
  
  
  
  
    '''simple docstring'''
  
  
  
  
  
  
  
    if (np.array(_A							)).shape < (2, 2) or (np.array(_A							)).shape < (2, 2):
      with pytest.raises(_A							):
        logger.info(F"""\n\t{test_addition.__name__} returned integer"""							)
        matop.add(_A			,   _A							)
    elif (np.array(_A							)).shape == (np.array(_A							)).shape:
      logger.info(F"""\n\t{test_addition.__name__} with same matrix dims"""							)
      a__						=(np.array(_A							) + np.array(_A							)).tolist()
      a__						=matop.add(_A			,   _A							)
      assert theo == act
    else:
      with pytest.raises(_A							):
        logger.info(F"""\n\t{test_addition.__name__} with different matrix dims"""							)
        matop.add(_A			,   _A							)
  
  
  
  
  @pytest.mark.mat_ops
  @pytest.mark.parametrize(
      ('''mat1''', '''mat2''')			,   [(mat_a, mat_b), (mat_c, mat_d), (mat_d, mat_e), (mat_f, mat_h)]							)
  def     UpperCAmelCase__       (    _A   :				Optional[Any]			,   _A   :				List[str]							):
  
  
  
  
  
    '''simple docstring'''
  
  
  
  
  
  
  
    if (np.array(_A							)).shape < (2, 2) or (np.array(_A							)).shape < (2, 2):
      with pytest.raises(_A							):
        logger.info(F"""\n\t{test_subtraction.__name__} returned integer"""							)
        matop.subtract(_A			,   _A							)
    elif (np.array(_A							)).shape == (np.array(_A							)).shape:
      logger.info(F"""\n\t{test_subtraction.__name__} with same matrix dims"""							)
      a__						=(np.array(_A							) - np.array(_A							)).tolist()
      a__						=matop.subtract(_A			,   _A							)
      assert theo == act
    else:
      with pytest.raises(_A							):
        logger.info(F"""\n\t{test_subtraction.__name__} with different matrix dims"""							)
        assert matop.subtract(_A			,   _A							)
  
  
  
  
  @pytest.mark.mat_ops
  @pytest.mark.parametrize(
      ('''mat1''', '''mat2''')			,   [(mat_a, mat_b), (mat_c, mat_d), (mat_d, mat_e), (mat_f, mat_h)]							)
  def     UpperCAmelCase__       (    _A   :				Any			,   _A   :				Union[str, Any]							):
  
  
  
  
  
    '''simple docstring'''
  
  
  
  
  
  
  
    if (np.array(_A							)).shape < (2, 2) or (np.array(_A							)).shape < (2, 2):
      logger.info(F"""\n\t{test_multiplication.__name__} returned integer"""							)
      with pytest.raises(_A							):
        matop.add(_A			,   _A							)
    elif (np.array(_A							)).shape == (np.array(_A							)).shape:
      logger.info(F"""\n\t{test_multiplication.__name__} meets dim requirements"""							)
      a__						=(np.matmul(_A			,   _A							)).tolist()
      a__						=matop.multiply(_A			,   _A							)
      assert theo == act
    else:
      with pytest.raises(_A							):
        logger.info(
            F"""\n\t{test_multiplication.__name__} does not meet dim requirements"""							)
        assert matop.subtract(_A			,   _A							)
  
  
  
  
  @pytest.mark.mat_ops
  def     UpperCAmelCase__       (    ):
  
  
  
  
  
    '''simple docstring'''
  
  
  
  
  
  
  
    a__						=(3.5 * np.array(_A							)).tolist()
    a__						=matop.scalar_multiply(_A			,   3.5							)
    assert theo == act
  
  
  
  
  @pytest.mark.mat_ops
  def     UpperCAmelCase__       (    ):
  
  
  
  
  
    '''simple docstring'''
  
  
  
  
  
  
  
    a__						=(np.identity(5							)).tolist()
    a__						=matop.identity(5							)
    assert theo == act
  
  
  
  
  @pytest.mark.mat_ops
  @pytest.mark.parametrize('''mat'''			,   [mat_a, mat_b, mat_c, mat_d, mat_e, mat_f]							)
  def     UpperCAmelCase__       (    _A   :				Optional[Any]							):
  
  
  
  
  
    '''simple docstring'''
  
  
  
  
  
  
  
    if (np.array(_A							)).shape < (2, 2):
      with pytest.raises(_A							):
        logger.info(F"""\n\t{test_transpose.__name__} returned integer"""							)
        matop.transpose(_A							)
    else:
      a__						=(np.transpose(_A							)).tolist()
      a__						=matop.transpose(_A			,   return_map=_A							)
      assert theo == act
  
style_context: 
  
  import math
  from decimal import Decimal, getcontext
  
  
  
  
  def     UpperCAmelCase__       (    _A   :				int = 4_00_00_00							):
  
  
  
  
  
    '''simple docstring'''
  
  
  
  
  
  
  
    try:
      a__						=int(_A							)
    except (TypeError, ValueError):
      raise TypeError('''Parameter n must be int or castable to int.'''							)
    if n <= 0:
      raise ValueError('''Parameter n must be greater than or equal to one.'''							)
    a__						=1_00
    a__						=(Decimal(5							) ** Decimal(0.5							) + 1) / Decimal(2							)
  
    a__						=(math.floor(math.log(n * (phi + 2)			,   _A							) - 1							) // 3) * 3 + 2
    a__						=Decimal(round(phi ** Decimal(index + 1							)							)							) / (phi + 2)
    a__						=num // 2
    return int(_A							)
  
  
  if __name__ == "__main__":
         print(f"""{solution() = }""")
  