
"""simple docstring"""


import functools
from math import sqrt
from time import time






def  _snake_case			(						snake_case__				:       Union[str, Any]		, *snake_case__				:       Union[str, Any]		, **snake_case__				:       Optional[Any]       ):
	A  				=				time()
	A  				=				func(*snake_case__		, **snake_case__       )
	A  				=				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  _snake_case			(						snake_case__				:       int       ):
	if n < 0:
		raise Exception('n is negative'       )
	if n == 0:
		return [0]
	A  				=				[0, 1]
	for _ in range(n - 1       ):
		fib.append(fib[-1] + fib[-2]       )
	return fib






def  _snake_case			(						snake_case__				:       int       ):

	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  _snake_case			(						snake_case__				:       int       ):

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

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

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

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






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


if __name__ == "__main__":
		_lowercase											=			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)

"""simple docstring"""


from dataclasses import dataclass
from typing import List, Optional, Union

import numpy as np
import PIL
from PIL import Image

from ...utils import is_torch_available, is_transformers_available


if is_transformers_available() and is_torch_available():
		from .image_encoder import PaintByExampleImageEncoder
		from .pipeline_paint_by_example import PaintByExamplePipeline