from __future__ import annotations



def    lowerCamelCase_   (  _lowercase    )							->	list[int]:
		if not list_of_ints:
				return []

		if min(_lowercase    ) < 0:
				raise ValueError("All numbers must be positive"    )

		__A							:   Optional[Any]	  =				max(len(bin(_lowercase    )[2:]    ) for x in list_of_ints    )
		return _msd_radix_sort(_lowercase ,     _lowercase    )



def    lowerCamelCase_   (  _lowercase ,     _lowercase    )							->	list[int]:
		if bit_position == 0 or len(_lowercase    ) in [0, 1]:
				return list_of_ints

		__A							:   Optional[Any]	  =				[]
		__A							:   Optional[int]	  =				[]
		# Split numbers based on bit at bit_position from the right
		for number in list_of_ints:
				if (number >> (bit_position - 1)) & 1:
						# number has a one at bit bit_position
						ones.append(_lowercase    )
				else:
						# number has a zero at bit bit_position
						zeros.append(_lowercase    )

    # recursively split both lists further
		__A							:   str	  =				_msd_radix_sort(_lowercase ,     bit_position - 1    )
		__A							:   List[Any]	  =				_msd_radix_sort(_lowercase ,     bit_position - 1    )

		# recombine lists
		__A							:   List[Any]	  =				zeros
		res.extend(_lowercase    )

		return res



def    lowerCamelCase_   (  _lowercase    )							->	Optional[Any]:
		__A							:   Optional[Any]	  =				len(_lowercase    )
		if not list_of_ints or length == 1:
				return

		if min(_lowercase    ) < 0:
				raise ValueError("All numbers must be positive"    )

		__A							:   Union[str, Any]	  =				max(len(bin(_lowercase    )[2:]    ) for x in list_of_ints    )
		_msd_radix_sort_inplace(_lowercase ,     _lowercase ,     0 ,     _lowercase    )



def    lowerCamelCase_   (  _lowercase ,     _lowercase ,     _lowercase ,     _lowercase    )							->	List[Any]:
		if bit_position == 0 or end_index - begin_index <= 1:
				return

		bit_position -= 1

		__A							:   Any	  =				begin_index
		__A							:   List[Any]	  =				end_index - 1
		while i <= j:
				__A							:   List[Any]	  =				False
				if not (list_of_ints[i] >> bit_position) & 1:
						# found zero at the beginning
						i += 1
						__A							:   List[str]	  =				True
				if (list_of_ints[j] >> bit_position) & 1:
						# found one at the end
						j -= 1
						__A							:   str	  =				True

				if changed:
						continue

				__A  ,       __A							:   Optional[Any]	  =				list_of_ints[j], list_of_ints[i]
				j -= 1
				if j != i:
						i += 1

		_msd_radix_sort_inplace(_lowercase ,     _lowercase ,     _lowercase ,     _lowercase    )
		_msd_radix_sort_inplace(_lowercase ,     _lowercase ,     _lowercase ,     _lowercase    )


if __name__ == "__main__":
					import doctest

					doctest.testmod()






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





