



def 						__lowerCamelCase       (      __magic_name__	:  list[list[int]]     , __magic_name__	:  list[list[int]]						):
							a__:       Optional[int]											=[]
							a__:       Tuple											=len(__magic_name__						)
							for i in range(__magic_name__						):
														a__:       List[Any]											=[]
														for j in range(__magic_name__						):
																					a__:       Any											=0
																					for k in range(__magic_name__						):
																												a__:       Optional[Any]											=val + matrix_a[i][k] * matrix_b[k][j]
																					list_a.append(__magic_name__						)
														matrix_c.append(__magic_name__						)
							return matrix_c





def 						__lowerCamelCase       (      __magic_name__	:  int						):
							return [[int(row == column						) for column in range(__magic_name__						)] for row in range(__magic_name__						)]





def 						__lowerCamelCase       (      __magic_name__	:  int						):
							if n <= 1:
														return n
							a__:       List[str]											=identity(2						)
							a__:       Optional[int]											=[[1, 1], [1, 0]]
							a__:       List[Any]											=n - 1
							while n > 0:
														if n % 2 == 1:
																					a__:       int											=multiply(__magic_name__     , __magic_name__						)
														a__:       List[str]											=multiply(__magic_name__     , __magic_name__						)
														a__:       Optional[Any]											=int(n / 2						)
							return res_matrix[0][0]





def 						__lowerCamelCase       (      __magic_name__	:  int						):
							if n <= 1:
														return n
							a__:       List[Any]											=0
							a__:       Any											=1
							for _ in range(2     , n + 1						):
														a__:       Tuple											=fiba, fiba + fiba
							return fiba





def 						__lowerCamelCase       (      ):
							for ordinal in "0th 1st 2nd 3rd 10th 100th 1000th".split():
														a__:       str											=int("".join(c for c in ordinal if c in "0123456789"						)						)  # 1000th --> 1000
														print(
														    F"{ordinal} fibonacci number using matrix exponentiation is "
														    F"{nth_fibonacci_matrix(__magic_name__						)} and using bruteforce is "
														    F"{nth_fibonacci_bruteforce(__magic_name__						)}\n"						)
							# from timeit import timeit
							# print(timeit("nth_fibonacci_matrix(1000000)",
							#              "from main import nth_fibonacci_matrix", number=5))
							# print(timeit("nth_fibonacci_bruteforce(1000000)",
							#              "from main import nth_fibonacci_bruteforce", number=5))
							# 2.3342058970001744
							# 57.256506615000035


if __name__ == "__main__":
		import doctest

		doctest.testmod()
		main()











from ...utils import is_transformers_available
from .pipeline_latent_diffusion_superresolution import LDMSuperResolutionPipeline


if is_transformers_available():
		from .pipeline_latent_diffusion import LDMBertModel, LDMTextToImagePipeline





