
import functools
from math import sqrt
from time import time




def 						A_			(				snake_case				: str			,   *snake_case				: Union[str, Any]			,   **snake_case				: int			)   ->     List[Any]:



						'''simple docstring'''

						__UpperCamelCase  	=      time()
						__UpperCamelCase  	=      func(*snake_case			,   **snake_case			)
						__UpperCamelCase  	=      time()
						if int(end - start			) > 0:
												print(f"{func.__name__} runtime: {(end - start):0.4f} s"			)
						else:
												print(f"{func.__name__} runtime: {(end - start) * 1000:0.4f} ms"			)
						return output




def 						A_			(				snake_case				: int			)   ->     list[int]:



						'''simple docstring'''

						if n < 0:
												raise Exception('''n is negative'''			)
						if n == 0:
												return [0]
						__UpperCamelCase  	=      [0, 1]
						for _ in range(n - 1			):
												fib.append(fib[-1] + fib[-2]			)
						return fib




def 						A_			(				snake_case				: int			)   ->     list[int]:



						'''simple docstring'''

						def fib_recursive_term(snake_case				: int			) -> int:
												if i < 0:
																		raise Exception('''n is negative'''			)
												if i < 2:
																		return i
												return fib_recursive_term(i - 1			) + fib_recursive_term(i - 2			)

						if n < 0:
												raise Exception('''n is negative'''			)
						return [fib_recursive_term(snake_case			) for i in range(n + 1			)]




def 						A_			(				snake_case				: int			)   ->     list[int]:



						'''simple docstring'''

						@functools.cache
						def fib_recursive_term(snake_case				: int			) -> int:
												if i < 0:
																		raise Exception('''n is negative'''			)
												if i < 2:
																		return i
												return fib_recursive_term(i - 1			) + fib_recursive_term(i - 2			)

						if n < 0:
												raise Exception('''n is negative'''			)
						return [fib_recursive_term(snake_case			) for i in range(n + 1			)]




def 						A_			(				snake_case				: int			)   ->     list[int]:



						'''simple docstring'''

						if n < 0:
												raise Exception('''n is negative'''			)
						# Cache must be outside recursuive function
						# other it will reset every time it calls itself.
						__UpperCamelCase  	=      {0: 0, 1: 1, 2: 1}  # Prefilled cache

						def rec_fn_memoized(snake_case				: int			) -> int:
												if num in cache:
																		return cache[num]

												__UpperCamelCase  	=      rec_fn_memoized(num - 1			) + rec_fn_memoized(num - 2			)
												__UpperCamelCase  	=      value
												return value

						return [rec_fn_memoized(snake_case			) for i in range(n + 1			)]




def 						A_			(				snake_case				: int			)   ->     list[int]:



						'''simple docstring'''

						if n < 0:
												raise Exception('''n is negative'''			)
						if n >= 1475:
												raise Exception('''n is too large'''			)
						__UpperCamelCase  	=      sqrt(5			)
						__UpperCamelCase  	=      (1 + sqrt_a) / 2
						return [round(phi**i / sqrt_a			) for i in range(n + 1			)]


if __name__ == "__main__":
				lowercase__				:				Optional[Any]						=      3_0
				time_func(fib_iterative, num)
				time_func(fib_recursive, num)  # Around 3s runtime
				time_func(fib_recursive_cached, num)  # Around 0ms runtime
				time_func(fib_memoization, num)
				time_func(fib_binet, num)












"""simple docstring"""



import unittest

from transformers import load_tool

from .test_tools_common import ToolTesterMixin


A_     =				'''
Hugging Face was founded in 2016 by French entrepreneurs Clément Delangue, Julien Chaumond, and Thomas Wolf originally as a company that developed a chatbot app targeted at teenagers.[2] After open-sourcing the model behind the chatbot, the company pivoted to focus on being a platform for machine learning.

In March 2021, Hugging Face raised $40 million in a Series B funding round.[3]

On April 28, 2021, the company launched the BigScience Research Workshop in collaboration with several other research groups to release an open large language model.[4] In 2022, the workshop concluded with the announcement of BLOOM, a multilingual large language model with 176 billion parameters.[5]
'''






class 				__SCREAMING_SNAKE_CASE    (					unittest.TestCase							,		UpperCamelCase		):


							def     _UpperCamelCase							(      self   :    int				):
													'''simple docstring'''





													A__    :	Any			=	load_tool("""summarization"""				)
													self.tool.setup()
													A__    :	List[Any]			=	load_tool("""summarization"""      ,     remote=snake_case				)


							def     _UpperCamelCase							(      self   :    Any				):
													'''simple docstring'''





													A__    :	List[Any]			=	self.tool(snake_case				)
													self.assertEqual(
													    snake_case      ,     """Hugging Face was founded in 2016 by French entrepreneurs Clément Delangue, Julien Chaumond, and Thomas Wolf. In March 2021, Hugging Face raised $40 million in a Series B funding round. On April 28, 2021, the company launched the BigScience Research Workshop in collaboration with several other research groups to release an open large language model. In 2022, the workshop concluded with the announcement of BLOOM."""      ,     )


							def     _UpperCamelCase							(      self   :    Optional[int]				):
													'''simple docstring'''





													A__    :	List[str]			=	self.remote_tool(snake_case				)
													self.assertEqual(
													    snake_case      ,     """Hugging Face was founded in 2016 by French entrepreneurs Clément Delangue, Julien Chaumond, and Thomas Wolf. In March 2021, Hugging Face raised $40 million in a Series B funding round. On April 28, 2021, the company launched the BigScience Research Workshop in collaboration with several other research groups to release an open large language model. In 2022, the workshop concluded with the announcement of BLOOM."""      ,     )


							def     _UpperCamelCase							(      self   :    Dict				):
													'''simple docstring'''





													A__    :	List[Any]			=	self.tool(text=snake_case				)
													self.assertEqual(
													    snake_case      ,     """Hugging Face was founded in 2016 by French entrepreneurs Clément Delangue, Julien Chaumond, and Thomas Wolf. In March 2021, Hugging Face raised $40 million in a Series B funding round. On April 28, 2021, the company launched the BigScience Research Workshop in collaboration with several other research groups to release an open large language model. In 2022, the workshop concluded with the announcement of BLOOM."""      ,     )


							def     _UpperCamelCase							(      self   :    Union[str, Any]				):
													'''simple docstring'''





													A__    :	Optional[int]			=	self.remote_tool(text=snake_case				)
													self.assertEqual(
													    snake_case      ,     """Hugging Face was founded in 2016 by French entrepreneurs Clément Delangue, Julien Chaumond, and Thomas Wolf. In March 2021, Hugging Face raised $40 million in a Series B funding round. On April 28, 2021, the company launched the BigScience Research Workshop in collaboration with several other research groups to release an open large language model. In 2022, the workshop concluded with the announcement of BLOOM."""      ,     )






