



'''simple docstring'''



import unittest

from transformers import load_tool
from transformers.tools.agent_types import AGENT_TYPE_MAPPING

from .test_tools_common import ToolTesterMixin, output_types






class        UpperCAmelCase__						(		unittest.TestCase				,							UpperCamelCase__			):



					def 							UpperCAmelCase_			(     self  )  ->      List[Any]:
						__lowerCAmelCase       				=	load_tool("translation"  )
						self.tool.setup()
						__lowerCAmelCase       				=	load_tool("translation"      ,					remote=UpperCamelCase  )



					def 							UpperCAmelCase_			(     self  )  ->      int:
						__lowerCAmelCase       				=	self.tool("Hey, what's up?"      ,					src_lang="English"      ,					tgt_lang="French"  )
						self.assertEqual(UpperCamelCase      ,					"- Hé, comment ça va?"  )



					def 							UpperCAmelCase_			(     self  )  ->      List[Any]:
						__lowerCAmelCase       				=	self.remote_tool("Hey, what's up?"      ,					src_lang="English"      ,					tgt_lang="French"  )
						self.assertEqual(UpperCamelCase      ,					"- Hé, comment ça va?"  )



					def 							UpperCAmelCase_			(     self  )  ->      Optional[int]:
						__lowerCAmelCase       				=	self.tool(text="Hey, what's up?"      ,					src_lang="English"      ,					tgt_lang="French"  )
						self.assertEqual(UpperCamelCase      ,					"- Hé, comment ça va?"  )



					def 							UpperCAmelCase_			(     self  )  ->      int:
						__lowerCAmelCase       				=	self.remote_tool(text="Hey, what's up?"      ,					src_lang="English"      ,					tgt_lang="French"  )
						self.assertEqual(UpperCamelCase      ,					"- Hé, comment ça va?"  )



					def 							UpperCAmelCase_			(     self  )  ->      Dict:
						__lowerCAmelCase       				=	["Hey, what's up?", "English", "Spanish"]
						__lowerCAmelCase       				=	self.tool(*UpperCamelCase  )

						# There is a single output
						if len(self.tool.outputs  ) == 1:
							__lowerCAmelCase       				=	[outputs]

						self.assertListEqual(output_types(UpperCamelCase  )      ,					self.tool.outputs  )



					def 							UpperCAmelCase_			(     self  )  ->      Union[str, Any]:
						__lowerCAmelCase       				=	["Hey, what's up?", "English", "Spanish"]
						__lowerCAmelCase       				=	self.tool(*UpperCamelCase  )

						if not isinstance(UpperCamelCase      ,					UpperCamelCase  ):
							__lowerCAmelCase       				=	[outputs]

						self.assertEqual(len(UpperCamelCase  )      ,					len(self.tool.outputs  )  )

						for output, output_type in zip(UpperCamelCase      ,					self.tool.outputs  ):
							__lowerCAmelCase       				=	AGENT_TYPE_MAPPING[output_type]
							self.assertTrue(isinstance(UpperCamelCase      ,					UpperCamelCase  )  )



					def 							UpperCAmelCase_			(     self  )  ->      Tuple:
						__lowerCAmelCase       				=	["Hey, what's up?", "English", "Spanish"]

						__lowerCAmelCase       				=	[]

						for _input, input_type in zip(UpperCamelCase      ,					self.tool.inputs  ):
							if isinstance(UpperCamelCase      ,					UpperCamelCase  ):
								_inputs.append([AGENT_TYPE_MAPPING[_input_type](_input  ) for _input_type in input_type]  )
							else:
								_inputs.append(AGENT_TYPE_MAPPING[input_type](_input  )  )

        # Should not raise an error
						__lowerCAmelCase       				=	self.tool(*UpperCamelCase  )

						if not isinstance(UpperCamelCase      ,					UpperCamelCase  ):
							__lowerCAmelCase       				=	[outputs]

						self.assertEqual(len(UpperCamelCase  )      ,					len(self.tool.outputs  )  )




'''simple docstring'''



def 	__lowerCAmelCase       (				lowerCamelCase :    list[list[int]]					,		lowerCamelCase :    list[list[int]]       ):






	'''simple docstring'''




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



def 	__lowerCAmelCase       (				lowerCamelCase :    int       ):






	'''simple docstring'''




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



def 	__lowerCAmelCase       (				lowerCamelCase :    int       ):






	'''simple docstring'''




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



def 	__lowerCAmelCase       (				lowerCamelCase :    int       ):






	'''simple docstring'''




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



def 	__lowerCAmelCase       (				):






	'''simple docstring'''




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