


import functools
from math import sqrt
from time import time







def 						_lowercase       (     __lowerCamelCase			:					Optional[Any]		,*__lowerCamelCase			:					Any		,**__lowerCamelCase			:					Tuple			)  ->   Dict:





     '''simple docstring'''





     UpperCamelCase__							:  Any								=     time()
     UpperCamelCase__							:  Any								=     func(*__lowerCamelCase		,**__lowerCamelCase			)
     UpperCamelCase__							:  List[Any]								=     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 						_lowercase       (     __lowerCamelCase			:					int			)  ->   list[int]:





     '''simple docstring'''





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







def 						_lowercase       (     __lowerCamelCase			:					int			)  ->   list[int]:





     '''simple docstring'''





     def fib_recursive_term(__lowerCamelCase			:					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(__lowerCamelCase			) for i in range(n + 1			)]







def 						_lowercase       (     __lowerCamelCase			:					int			)  ->   list[int]:





     '''simple docstring'''





     @functools.cache
     def fib_recursive_term(__lowerCamelCase			:					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(__lowerCamelCase			) for i in range(n + 1			)]







def 						_lowercase       (     __lowerCamelCase			:					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__							:  dict[int, int]								=     {0: 0, 1: 1, 2: 1}  # Prefilled cache

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

          UpperCamelCase__							:  str								=     rec_fn_memoized(num - 1			) + rec_fn_memoized(num - 2			)
          UpperCamelCase__							:  Optional[Any]								=     value
          return value

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







def 						_lowercase       (     __lowerCamelCase			:					int			)  ->   list[int]:





     '''simple docstring'''





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


if __name__ == "__main__":
      _SCREAMING_SNAKE_CASE :					Optional[int]			=	30
      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)








import unittest

from transformers import BlenderbotTokenizer, BlenderbotTokenizerFast
from transformers.utils import cached_property

class  UpperCamelCase__ ( unittest.TestCase			):






      @cached_property
      def 	__lowercase(     self					:   List[Any]   )  -> int:
           return BlenderbotTokenizer.from_pretrained('''facebook/blenderbot-3B'''   )






      @cached_property
      def 	__lowercase(     self					:   List[Any]   )  -> Tuple:
           return BlenderbotTokenizerFast.from_pretrained('''facebook/blenderbot-3B'''   )






      def 	__lowercase(     self					:   List[str]   )  -> Optional[int]:
           UpperCamelCase__							:  Optional[Any]								=     self.tokenizer_ab
           UpperCamelCase__							:  str								=     ''' I am a small frog.'''
           UpperCamelCase__							:  Dict								=     tok([src_text],		padding=__lowerCamelCase,		truncation=__lowerCamelCase   )['''input_ids''']
           UpperCamelCase__							:  List[str]								=     tok.batch_decode(__lowerCamelCase,		skip_special_tokens=__lowerCamelCase,		clean_up_tokenization_spaces=__lowerCamelCase   )[0]
           assert src_text == decoded






      def 	__lowercase(     self					:   int   )  -> Any:
           UpperCamelCase__							:  str								=     self.rust_tokenizer_ab
           UpperCamelCase__							:  Optional[int]								=     ''' I am a small frog.'''
           UpperCamelCase__							:  List[str]								=     tok([src_text],		padding=__lowerCamelCase,		truncation=__lowerCamelCase   )['''input_ids''']
           UpperCamelCase__							:  Optional[int]								=     tok.batch_decode(__lowerCamelCase,		skip_special_tokens=__lowerCamelCase,		clean_up_tokenization_spaces=__lowerCamelCase   )[0]
           assert src_text == decoded






      def 	__lowercase(     self					:   Optional[int]   )  -> Optional[Any]:
           assert self.tokenizer_ab.add_prefix_space
           assert self.tokenizer_ab([''' Sam''', '''Sam''']   ).input_ids == [[55_02, 2], [55_02, 2]]






      def 	__lowercase(     self					:   Union[str, Any]   )  -> Optional[int]:
           assert self.rust_tokenizer_ab.add_prefix_space
           assert self.rust_tokenizer_ab([''' Sam''', '''Sam''']   ).input_ids == [[55_02, 2], [55_02, 2]]




