
import timeit





class 						lowercase       :
					def __init__(		self ,	SCREAMING_SNAKE_CASE__    ):
								"""simple docstring"""







								if isinstance(SCREAMING_SNAKE_CASE__ ,	SCREAMING_SNAKE_CASE__    ):  # Initializes a matrix identical to the one provided.
											lowerCAmelCase__ :    Optional[Any]				      =			arg
											lowerCAmelCase__ :    List[Any]				      =			len(SCREAMING_SNAKE_CASE__    )
								else:  # Initializes a square matrix of the given size and set values to zero.
											lowerCAmelCase__ :    List[Any]				      =			arg
											lowerCAmelCase__ :    Dict				      =			[[0 for _ in range(self.n    )] for _ in range(self.n    )]
					def __mul__(		self ,	SCREAMING_SNAKE_CASE__    ):
								"""simple docstring"""







								lowerCAmelCase__ :    Any				      =			Matrix(self.n    )
								for i in range(self.n    ):
											for j in range(self.n    ):
														for k in range(self.n    ):
																	matrix.t[i][j] += self.t[i][k] * b.t[k][j]
								return matrix





def      _a     (   __UpperCamelCase       :  Union[str, Any]	,__UpperCamelCase       :  Any    )     ->   Optional[Any]:
			lowerCAmelCase__ :    Tuple				      =			Matrix([[1, 0], [0, 1]]    )
			while b > 0:
						if b & 1:
									matrix *= a
						a *= a
						b >>= 1
			return matrix



def      _a     (   __UpperCamelCase       :  int	,__UpperCamelCase       :  Optional[int]	,__UpperCamelCase       :  Optional[int]    )     ->   int:
			# Trivial Cases
			if n == 1:
						return fa
			elif n == 2:
						return fa
			lowerCAmelCase__ :    str				      =			Matrix([[1, 1], [1, 0]]    )
			lowerCAmelCase__ :    str				      =			modular_exponentiation(__UpperCamelCase	,n - 2    )
			return fa * matrix.t[0][0] + fa * matrix.t[0][1]



def      _a     (   __UpperCamelCase       :  List[str]	,__UpperCamelCase       :  str	,__UpperCamelCase       :  str    )     ->   Any:
			# Trivial Cases
			if n == 1:
						return fa
			elif n == 2:
						return fa

			lowerCAmelCase__ :    Dict				      =			fa
			lowerCAmelCase__ :    Union[str, Any]				      =			fa
			n -= 2

			while n > 0:
						lowerCAmelCase__ :    Dict				      =			fn_a + fn_a, fn_a
						n -= 1

			return fn_a



def      _a     (   )     ->   Tuple:
			lowerCAmelCase__ :    List[Any]				      =			'''
from random import randint
from __main__ import fibonacci_with_matrix_exponentiation
'''
			lowerCAmelCase__ :    Optional[int]				      =			'''fibonacci_with_matrix_exponentiation(randint(1,70000), 1, 1)'''
			lowerCAmelCase__ :    Optional[Any]				      =			timeit.timeit(setup=__UpperCamelCase	,stmt=__UpperCamelCase	,number=100    )
			print('''With matrix exponentiation the average execution time is '''	,exec_time / 100    )
			return exec_time



def      _a     (   )     ->   Dict:
			lowerCAmelCase__ :    List[str]				      =			'''
from random import randint
from __main__ import simple_fibonacci
'''
			lowerCAmelCase__ :    int				      =			'''simple_fibonacci(randint(1,70000), 1, 1)'''
			lowerCAmelCase__ :    Union[str, Any]				      =			timeit.timeit(setup=__UpperCamelCase	,stmt=__UpperCamelCase	,number=100    )
			print(
			    '''Without matrix exponentiation the average execution time is '''	,exec_time / 100    )
			return exec_time



def      _a     (   )     ->   Dict:
			matrix_exponentiation_time()
			simple_fibonacci_time()


if __name__ == "__main__":
							main()





import unittest
from pathlib import Path
from tempfile import TemporaryDirectory
from unittest.mock import Mock, patch

import diffusers.utils.hub_utils





class 						lowercase       (  unittest.TestCase					):
					@patch('''diffusers.utils.hub_utils.get_full_repo_name'''    )
					def lowercase_			(		self ,	SCREAMING_SNAKE_CASE__    ):
								"""simple docstring"""







								lowerCAmelCase__ :    str				      =			'''full_repo_name'''
								with TemporaryDirectory() as tmpdir:
											# Dummy args values
											lowerCAmelCase__ :    Optional[int]				      =			Mock()
											lowerCAmelCase__ :    Optional[int]				      =			tmpdir
											lowerCAmelCase__ :    Optional[Any]				      =			0
											lowerCAmelCase__ :    Optional[int]				      =			'''hub_token'''
											lowerCAmelCase__ :    Tuple				      =			'''dataset_name'''
											lowerCAmelCase__ :    int				      =			0.01
											lowerCAmelCase__ :    Optional[int]				      =			100000
											lowerCAmelCase__ :    Any				      =			10000
											lowerCAmelCase__ :    Union[str, Any]				      =			0.01
											lowerCAmelCase__ :    int				      =			0.02
											lowerCAmelCase__ :    Union[str, Any]				      =			0.03
											lowerCAmelCase__ :    str				      =			0.0_005
											lowerCAmelCase__ :    Dict				      =			0.000_001
											lowerCAmelCase__ :    Tuple				      =			1
											lowerCAmelCase__ :    Optional[int]				      =			10
											lowerCAmelCase__ :    int				      =			0.001
											lowerCAmelCase__ :    Union[str, Any]				      =			0.1
											lowerCAmelCase__ :    Tuple				      =			0.2
											lowerCAmelCase__ :    Optional[int]				      =			True

											# Model card mush be rendered and saved
											diffusers.utils.hub_utils.create_model_card(SCREAMING_SNAKE_CASE__ ,	model_name='''model_name'''    )
											self.assertTrue((Path(SCREAMING_SNAKE_CASE__    ) / '''README.md''').is_file()    )



