
from __future__ import annotations

from typing import Any

def 				lowercase      (*_lowerCAmelCase		):
						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 				lowercase      (_lowerCAmelCase				,  _lowerCAmelCase		):
						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 				lowercase      (_lowerCAmelCase				,  _lowerCAmelCase		):
						return [[x * n for x in row] for row in matrix]

def 				lowercase      (_lowerCAmelCase				,  _lowerCAmelCase		):
						if _check_not_integer(lowercase__		) and _check_not_integer(lowercase__		):
												__lowerCAmelCase ,      __lowerCAmelCase        =       _verify_matrix_sizes(lowercase__				,  lowercase__		)

						if cols[0] != rows[1]:
												__lowerCAmelCase        =       (
												    """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 				lowercase      (_lowerCAmelCase		):
						__lowerCAmelCase        =       int(lowercase__		)
						return [[int(row == column		) for column in range(lowercase__		)] for row in range(lowercase__		)]

def 				lowercase      (_lowerCAmelCase				,  _lowerCAmelCase = True		):
						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 				lowercase      (_lowerCAmelCase				,  _lowerCAmelCase				,  _lowerCAmelCase		):
						__lowerCAmelCase        =       matrix[:row] + matrix[row + 1 :]
						return [row[:column] + row[column + 1 :] for row in minor]

def 				lowercase      (_lowerCAmelCase		):
						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 				lowercase      (_lowerCAmelCase		):
						__lowerCAmelCase        =       determinant(lowercase__		)
						if det == 0:
												return None

						__lowerCAmelCase        =       [
						    [determinant(minor(lowercase__				,  lowercase__				,  lowercase__		)		) for j in range(len(lowercase__		)		)]
						    for i in range(len(lowercase__		)		)
						]

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

def 				lowercase      (_lowerCAmelCase		):
						return not isinstance(lowercase__				,  lowercase__		) and not isinstance(matrix[0]				,  lowercase__		)

def 				lowercase      (_lowerCAmelCase		):
						return len(lowercase__		), len(matrix[0]		)

def 				lowercase      (_lowerCAmelCase				,  _lowerCAmelCase		):
						__lowerCAmelCase        =       _shape(lowercase__		) + _shape(lowercase__		)
						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(lowercase__		)
						return (shape[0], shape[2]), (shape[1], shape[3])

def 				lowercase      ():
						__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(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()


"""simple docstring"""
import unittest

from transformers import is_torch_available, load_tool

from .test_tools_common import ToolTesterMixin


if is_torch_available():
			import torch
class      lowerCAmelCase_						(							unittest.TestCase							,							A__				):



							'''simple docstring'''





							def  A__		(				self							)   ->       Any:
													__lowerCAmelCase        =       load_tool("""speech-to-text"""							)
													self.tool.setup()




							def  A__		(				self							)   ->       int:
													__lowerCAmelCase        =       self.tool(torch.ones(3_000							)							)
													self.assertEqual(snake_case_  ,							""" you"""							)




							def  A__		(				self							)   ->       Optional[int]:
													__lowerCAmelCase        =       self.tool(audio=torch.ones(3_000							)							)
													self.assertEqual(snake_case_  ,							""" you"""							)
