



def 				A			(		__UpperCAmelCase							,					__UpperCAmelCase	)       ->       list[list[int]]:



						'''simple docstring'''






						UpperCAmelCase_     							=     []
						UpperCAmelCase_     							=     len(__UpperCAmelCase	)
						for i in range(__UpperCAmelCase	):
												UpperCAmelCase_     							=     []
												for j in range(__UpperCAmelCase	):
																		UpperCAmelCase_     							=     0
																		for k in range(__UpperCAmelCase	):
																								UpperCAmelCase_     							=     val + matrix_a[i][k] * matrix_b[k][j]
																		list_a.append(__UpperCAmelCase	)
												matrix_c.append(__UpperCAmelCase	)
						return matrix_c







def 				A			(		__UpperCAmelCase	)       ->       list[list[int]]:



						'''simple docstring'''






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







def 				A			(		__UpperCAmelCase	)       ->       int:



						'''simple docstring'''






						if n <= 1:
												return n
						UpperCAmelCase_     							=     identity(2	)
						UpperCAmelCase_     							=     [[1, 1], [1, 0]]
						UpperCAmelCase_     							=     n - 1
						while n > 0:
												if n % 2 == 1:
																		UpperCAmelCase_     							=     multiply(__UpperCAmelCase							,					__UpperCAmelCase	)
												UpperCAmelCase_     							=     multiply(__UpperCAmelCase							,					__UpperCAmelCase	)
												UpperCAmelCase_     							=     int(n / 2	)
						return res_matrix[0][0]







def 				A			(		__UpperCAmelCase	)       ->       int:



						'''simple docstring'''






						if n <= 1:
												return n
						UpperCAmelCase_     							=     0
						UpperCAmelCase_     							=     1
						for _ in range(2							,					n + 1	):
												UpperCAmelCase_							,      UpperCAmelCase_     							=     fiba, fiba + fiba
						return fiba







def 				A			(		)       ->       None:



						'''simple docstring'''






						for ordinal in "0th 1st 2nd 3rd 10th 100th 1000th".split():
												UpperCAmelCase_     							=     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(__UpperCAmelCase	)} and using bruteforce is "
												    f"{nth_fibonacci_bruteforce(__UpperCAmelCase	)}\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()










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 							a_  (		unittest.TestCase					, _snake_case				):

						def 	__a       (    self	:Union[str, Any])		->					Optional[Any]:
												UpperCAmelCase_     							=     load_tool('''image-question-answering''')
												self.tool.setup()
												UpperCAmelCase_     							=     load_tool('''image-question-answering'''   ,						remote=_lowercase)

						def 	__a       (    self	:int)		->					Union[str, Any]:
												UpperCAmelCase_     							=     Image.open(Path(get_tests_dir('''fixtures/tests_samples/COCO''')) / '''000000039769.png''')
												UpperCAmelCase_     							=     self.tool(_lowercase   ,						'''How many cats are sleeping on the couch?''')
												self.assertEqual(_lowercase   ,						'''2''')

						def 	__a       (    self	:int)		->					Dict:
												UpperCAmelCase_     							=     Image.open(Path(get_tests_dir('''fixtures/tests_samples/COCO''')) / '''000000039769.png''')
												UpperCAmelCase_     							=     self.remote_tool(_lowercase   ,						'''How many cats are sleeping on the couch?''')
												self.assertEqual(_lowercase   ,						'''2''')

						def 	__a       (    self	:Optional[int])		->					int:
												UpperCAmelCase_     							=     Image.open(Path(get_tests_dir('''fixtures/tests_samples/COCO''')) / '''000000039769.png''')
												UpperCAmelCase_     							=     self.tool(image=_lowercase   ,						question='''How many cats are sleeping on the couch?''')
												self.assertEqual(_lowercase   ,						'''2''')




						def 	__a       (    self	:Optional[Any])		->					List[str]:
												UpperCAmelCase_     							=     Image.open(Path(get_tests_dir('''fixtures/tests_samples/COCO''')) / '''000000039769.png''')
												UpperCAmelCase_     							=     self.remote_tool(image=_lowercase   ,						question='''How many cats are sleeping on the couch?''')
												self.assertEqual(_lowercase   ,						'''2''')





