
'''simple docstring'''


import PIL.Image
import PIL.ImageOps
from packaging import version
from PIL import Image


if version.parse(version.parse(PIL.__version__).base_version) >= version.parse('''9.1.0'''):
					__lowercase				: List[str]											=  {
					    '''linear''': PIL.Image.Resampling.BILINEAR,
					    '''bilinear''': PIL.Image.Resampling.BILINEAR,
					    '''bicubic''': PIL.Image.Resampling.BICUBIC,
					    '''lanczos''': PIL.Image.Resampling.LANCZOS,
					    '''nearest''': PIL.Image.Resampling.NEAREST,
					}
else:
					__lowercase				: Optional[int]											=  {
					    '''linear''': PIL.Image.LINEAR,
					    '''bilinear''': PIL.Image.BILINEAR,
					    '''bicubic''': PIL.Image.BICUBIC,
					    '''lanczos''': PIL.Image.LANCZOS,
					    '''nearest''': PIL.Image.NEAREST,
					}




def lowercase_						( _lowercase					)  ->				Dict:
					'''simple docstring'''

					lowerCamelCase_       :   Optional[Any]  =		(images / 2 + 0.5).clamp(0      ,							1					)
					lowerCamelCase_       :   Optional[int]  =		images.cpu().permute(0      ,							2      ,							3      ,							1					).float().numpy()
					lowerCamelCase_       :   Dict  =		numpy_to_pil(lowerCamelCase__					)
					return images






def lowercase_						( _lowercase					)  ->				Any:
					'''simple docstring'''

					if images.ndim == 3:
										lowerCamelCase_       :   str  =		images[None, ...]
					lowerCamelCase_       :   Any  =		(images * 255).round().astype('''uint8'''					)
					if images.shape[-1] == 1:
										# special case for grayscale (single channel) images
										lowerCamelCase_       :   Tuple  =		[Image.fromarray(image.squeeze()      ,							mode='''L'''					) for image in images]
					else:
										lowerCamelCase_       :   Tuple  =		[Image.fromarray(lowerCamelCase__					) for image in images]

					return pil_images






"""simple docstring"""


import random


def    _lowerCamelCase   (     lowerCamelCase__	:							Tuple       ,		lowerCamelCase__	:							Dict       ,		lowerCamelCase__	:							str  ):
 lowercase__       :       List[Any]				=						a[left_index]
 lowercase__       :       List[Any]				=						left_index + 1
 for j in range(left_index + 1       ,		lowerCamelCase__  ):
  if a[j] < pivot:
   lowercase__	,       lowercase__       :       Dict				=						a[i], a[j]
   i += 1
 lowercase__	,       lowercase__       :       Any				=						a[i - 1], a[left_index]
 return i - 1


def    _lowerCamelCase   (     lowerCamelCase__	:							int       ,		lowerCamelCase__	:							Tuple       ,		lowerCamelCase__	:							Optional[int]  ):
 if left < right:
  lowercase__       :       str				=						random.randint(lowerCamelCase__       ,		right - 1  )
  lowercase__	,       lowercase__       :       Any				=						(
      a[left],
      a[pivot],
  )  # switches the pivot with the left most bound
  lowercase__       :       str				=						partition(lowerCamelCase__       ,		lowerCamelCase__       ,		lowerCamelCase__  )
  quick_sort_random(
      lowerCamelCase__       ,		lowerCamelCase__       ,		lowerCamelCase__  )  # recursive quicksort to the left of the pivot point
  quick_sort_random(
      lowerCamelCase__       ,		pivot_index + 1       ,		lowerCamelCase__  )  # recursive quicksort to the right of the pivot point


def    _lowerCamelCase   (     ):
 lowercase__       :       List[Any]				=						input("""Enter numbers separated by a comma:\n"""  ).strip()
 lowercase__       :       int				=						[int(lowerCamelCase__  ) for item in user_input.split(""","""  )]

 quick_sort_random(lowerCamelCase__       ,		0       ,		len(lowerCamelCase__  )  )

 print(lowerCamelCase__  )


if __name__ == "__main__":
   main()