

'''simple docstring'''




import logging

# standard libraries
import sys

import numpy as np
import pytest  # type: ignore

# Custom/local libraries
from matrix import matrix_operation as matop

_a				: str 							=						[[12, 10], [3, 9]]
_a				: Union[str, Any] 							=						[[3, 4], [7, 4]]
_a				: Optional[int] 							=						[[3, 0, 2], [2, 0, -2], [0, 1, 1]]
_a				: List[str] 							=						[[3, 0, -2], [2, 0, 2], [0, 1, 1]]
_a				: Dict 							=						[[3, 0, 2], [2, 0, -2], [0, 1, 1], [2, 0, -2]]
_a				: int 							=						[1]
_a				: Tuple 							=						[2]

_a				: str 							=						logging.getLogger()
_a				: Optional[Any] 							=						logging.DEBUG
_a				: Union[str, Any] 							=						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       lowerCamelCase__		(						SCREAMING_SNAKE_CASE      :   List[Any]       ,   SCREAMING_SNAKE_CASE      :   Union[str, Any]						):







  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'''						)
    UpperCAmelCase													=	(np.array(_A						) + np.array(_A						)).tolist()
    UpperCAmelCase													=	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       lowerCamelCase__		(						SCREAMING_SNAKE_CASE      :   Optional[Any]       ,   SCREAMING_SNAKE_CASE      :   List[str]						):







  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'''						)
    UpperCAmelCase													=	(np.array(_A						) - np.array(_A						)).tolist()
    UpperCAmelCase													=	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       lowerCamelCase__		(						SCREAMING_SNAKE_CASE      :   Any       ,   SCREAMING_SNAKE_CASE      :   Union[str, Any]						):







  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'''						)
    UpperCAmelCase													=	(np.matmul(_A       ,   _A						)).tolist()
    UpperCAmelCase													=	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       lowerCamelCase__		(						):
  UpperCAmelCase													=	(3.5 * np.array(_A						)).tolist()
  UpperCAmelCase													=	matop.scalar_multiply(_A       ,   3.5						)
  assert theo == act


@pytest.mark.mat_ops
def       lowerCamelCase__		(						):
  UpperCAmelCase													=	(np.identity(5						)).tolist()
  UpperCAmelCase													=	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       lowerCamelCase__		(						SCREAMING_SNAKE_CASE      :   Optional[Any]						):







  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:
    UpperCAmelCase													=	(np.transpose(_A						)).tolist()
    UpperCAmelCase													=	matop.transpose(_A       ,   return_map=_A						)
    assert theo == act





'''simple docstring'''




_a				: Tuple 							=						'\n# Diffusers installation\n! pip install diffusers transformers datasets accelerate\n# To install from source instead of the last release, comment the command above and uncomment the following one.\n# ! pip install git+https://github.com/huggingface/diffusers.git\n'

_a				: Tuple 							=						[{'type': 'code', 'content': INSTALL_CONTENT}]


