





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)












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 ,       )





