code: 
  
  
  
  
  
  import functools
  from math import sqrt
  from time import time
  
  def     a						(      _lowercase   :     int ,						*_lowercase   :     Optional[Any] ,						**_lowercase   :     List[Any]       )     ->List[str]:
  		UpperCamelCase__         =	time()
  		UpperCamelCase__         =	func(*_lowercase ,						**_lowercase       )
  		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) * 1_0_0_0:0.4f} ms"""       )
  		return output
  
  def     a						(      _lowercase   :     int       )     ->list[int]:
  		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						(      _lowercase   :     int       )     ->list[int]:
  
  		def fib_recursive_term(_lowercase   :     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(_lowercase       ) for i in range(n + 1       )]
  
  def     a						(      _lowercase   :     int       )     ->list[int]:
  
  		@functools.cache
  		def fib_recursive_term(_lowercase   :     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(_lowercase       ) for i in range(n + 1       )]
  
  def     a						(      _lowercase   :     int       )     ->list[int]:
  		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(_lowercase   :     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(_lowercase       ) for i in range(n + 1       )]
  
  def     a						(      _lowercase   :     int       )     ->list[int]:
  		if n < 0:
  				raise Exception("""n is negative"""       )
  		if n >= 1_4_7_5:
  				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__":
  				__lowerCAmelCase     =			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)
  
  
  
  
  
  
style_context: 
  
  
  
  
  
  import warnings
  
  from .generation import FlaxGenerationMixin
  
  
  
  
  class   _UpperCAmelCase	(   _lowercase					):
  					# warning at import time
  					warnings.warn(
  					    "Importing `FlaxGenerationMixin` from `src/transformers/generation_flax_utils.py` is deprecated and will "
  					    "be removed in Transformers v5. Import as `from transformers import FlaxGenerationMixin` instead." ,       _lowercase ,       )
  
  
  
  
  
  