


import functools
from math import sqrt
from time import time




def 			__lowercase	(						_UpperCamelCase,    *_UpperCamelCase,    **_UpperCamelCase     )    ->List[Any]:







      """simple docstring"""

      lowercase			:   Union[str, Any]					   =		time()
      lowercase			:   int					   =		func(*_UpperCamelCase,    **_UpperCamelCase     )
      lowercase			:   Dict					   =		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	(						_UpperCamelCase     )    ->list[int]:







      """simple docstring"""

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




def 			__lowercase	(						_UpperCamelCase     )    ->list[int]:







      """simple docstring"""

      def fib_recursive_term(_UpperCamelCase     ) -> 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(_UpperCamelCase     ) for i in range(n + 1     )]




def 			__lowercase	(						_UpperCamelCase     )    ->list[int]:







      """simple docstring"""

      @functools.cache
      def fib_recursive_term(_UpperCamelCase     ) -> 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(_UpperCamelCase     ) for i in range(n + 1     )]




def 			__lowercase	(						_UpperCamelCase     )    ->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.
      lowercase			:   dict[int, int]					   =		{0: 0, 1: 1, 2: 1}  # Prefilled cache

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

            lowercase			:   Optional[int]					   =		rec_fn_memoized(num - 1     ) + rec_fn_memoized(num - 2     )
            lowercase			:   Union[str, Any]					   =		value
            return value

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




def 			__lowercase	(						_UpperCamelCase     )    ->list[int]:







      """simple docstring"""

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


if __name__ == "__main__":
  __a     :   Tuple   				=      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)





from ...utils import (
    OptionalDependencyNotAvailable,
    is_torch_available,
    is_transformers_available,
    is_transformers_version,
)


try:
  if not (is_transformers_available() and is_torch_available() and is_transformers_version('''>=''', '''4.27.0''')):
    raise OptionalDependencyNotAvailable()
except OptionalDependencyNotAvailable:
  from ...utils.dummy_torch_and_transformers_objects import (
      AudioLDMPipeline,
  )
else:
  from .pipeline_audioldm import AudioLDMPipeline

