



"""simple docstring"""




from __future__ import annotations

from typing import Any


def 		_UpperCAmelCase    (				*snake_case      ):





					"""simple docstring"""

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


def 		_UpperCAmelCase    (				snake_case     ,						snake_case      ):





					"""simple docstring"""

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


def 		_UpperCAmelCase    (				snake_case     ,						snake_case      ):





					"""simple docstring"""

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


def 		_UpperCAmelCase    (				snake_case     ,						snake_case      ):





					"""simple docstring"""

					if _check_not_integer(snake_case      ) and _check_not_integer(snake_case      ):
										_lowerCAmelCase     ,     _lowerCAmelCase      =   _verify_matrix_sizes(snake_case     ,						snake_case      )

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


def 		_UpperCAmelCase    (				snake_case      ):





					"""simple docstring"""

					_lowerCAmelCase      =   int(snake_case      )
					return [[int(row == column      ) for column in range(snake_case      )] for row in range(snake_case      )]


def 		_UpperCAmelCase    (				snake_case     ,						snake_case = True      ):





					"""simple docstring"""

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


def 		_UpperCAmelCase    (				snake_case     ,						snake_case     ,						snake_case      ):





					"""simple docstring"""

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


def 		_UpperCAmelCase    (				snake_case      ):





					"""simple docstring"""

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

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


def 		_UpperCAmelCase    (				snake_case      ):





					"""simple docstring"""

					_lowerCAmelCase      =   determinant(snake_case      )
					if det == 0:
										return None

					_lowerCAmelCase      =   [
					    [determinant(minor(snake_case     ,						snake_case     ,						snake_case      )      ) for j in range(len(snake_case      )      )]
					    for i in range(len(snake_case      )      )
					]

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


def 		_UpperCAmelCase    (				snake_case      ):





					"""simple docstring"""

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


def 		_UpperCAmelCase    (				snake_case      ):





					"""simple docstring"""

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


def 		_UpperCAmelCase    (				snake_case     ,						snake_case      ):





					"""simple docstring"""

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


def 		_UpperCAmelCase    (				):





					"""simple docstring"""

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


if __name__ == "__main__":
	import doctest

	doctest.testmod()
	main()








import unittest
from pathlib import Path

from transformers import is_vision_available, load_tool
from transformers.testing_utils import get_tests_dir

from .test_tools_common import ToolTesterMixin


if is_vision_available():
	from PIL import Image





class  __lowerCAmelCase			(					unittest.TestCase	,						lowerCamelCase__	):




				def 							snake_case       (							self		):



									"""simple docstring"""





									_lowerCAmelCase      =   load_tool("""image-question-answering"""		)
									self.tool.setup()
									_lowerCAmelCase      =   load_tool("""image-question-answering"""						,    remote=_snake_case		)




				def 							snake_case       (							self		):



									"""simple docstring"""





									_lowerCAmelCase      =   Image.open(Path(get_tests_dir("""fixtures/tests_samples/COCO"""		)		) / """000000039769.png"""		)
									_lowerCAmelCase      =   self.tool(_snake_case						,    """How many cats are sleeping on the couch?"""		)
									self.assertEqual(_snake_case						,    """2"""		)




				def 							snake_case       (							self		):



									"""simple docstring"""





									_lowerCAmelCase      =   Image.open(Path(get_tests_dir("""fixtures/tests_samples/COCO"""		)		) / """000000039769.png"""		)
									_lowerCAmelCase      =   self.remote_tool(_snake_case						,    """How many cats are sleeping on the couch?"""		)
									self.assertEqual(_snake_case						,    """2"""		)




				def 							snake_case       (							self		):



									"""simple docstring"""





									_lowerCAmelCase      =   Image.open(Path(get_tests_dir("""fixtures/tests_samples/COCO"""		)		) / """000000039769.png"""		)
									_lowerCAmelCase      =   self.tool(image=_snake_case						,    question="""How many cats are sleeping on the couch?"""		)
									self.assertEqual(_snake_case						,    """2"""		)




				def 							snake_case       (							self		):



									"""simple docstring"""





									_lowerCAmelCase      =   Image.open(Path(get_tests_dir("""fixtures/tests_samples/COCO"""		)		) / """000000039769.png"""		)
									_lowerCAmelCase      =   self.remote_tool(image=_snake_case						,    question="""How many cats are sleeping on the couch?"""		)
									self.assertEqual(_snake_case						,    """2"""		)



