



from __future__ import annotations






def 					__lowerCAmelCase		(  __lowerCamelCase	:    list[int]				,   __lowerCamelCase	:    int				,   __lowerCamelCase	:    int				,   __lowerCamelCase	:    int	)  ->						None:
					if (direction == 1 and array[indexa] > array[indexa]) or (
					    direction == 0 and array[indexa] < array[indexa]
					):
										__lowerCAmelCase   ,	__lowerCAmelCase	   =array[indexa], array[indexa]






def 					__lowerCAmelCase		(  __lowerCamelCase	:    list[int]				,   __lowerCamelCase	:    int				,   __lowerCamelCase	:    int				,   __lowerCamelCase	:    int	)  ->						None:
					if length > 1:
										__lowerCAmelCase	   =int(length / 2	)
										for i in range(__lowerCamelCase				,   low + middle	):
															comp_and_swap(__lowerCamelCase				,   __lowerCamelCase				,   i + middle				,   __lowerCamelCase	)
										bitonic_merge(__lowerCamelCase				,   __lowerCamelCase				,   __lowerCamelCase				,   __lowerCamelCase	)
										bitonic_merge(__lowerCamelCase				,   low + middle				,   __lowerCamelCase				,   __lowerCamelCase	)






def 					__lowerCAmelCase		(  __lowerCamelCase	:    list[int]				,   __lowerCamelCase	:    int				,   __lowerCamelCase	:    int				,   __lowerCamelCase	:    int	)  ->						None:
					if length > 1:
										__lowerCAmelCase	   =int(length / 2	)
										bitonic_sort(__lowerCamelCase				,   __lowerCamelCase				,   __lowerCamelCase				,   1	)
										bitonic_sort(__lowerCamelCase				,   low + middle				,   __lowerCamelCase				,   0	)
										bitonic_merge(__lowerCamelCase				,   __lowerCamelCase				,   __lowerCamelCase				,   __lowerCamelCase	)


if __name__ == "__main__":
				lowercase_	       =			input('''Enter numbers separated by a comma:\n''').strip()
				lowercase_	       =			[int(item.strip()) for item in user_input.split(''',''')]

				bitonic_sort(unsorted, 0, len(unsorted), 1)
				print('''\nSorted array in ascending order is: ''', end='''''')
				print(*unsorted, sep=''', ''')

				bitonic_merge(unsorted, 0, len(unsorted), 0)
				print('''Sorted array in descending order is: ''', end='''''')
				print(*unsorted, sep=''', ''')









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_	       =			{
				    '''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_	       =			{
				    '''linear''': PIL.Image.LINEAR,
				    '''bilinear''': PIL.Image.BILINEAR,
				    '''bicubic''': PIL.Image.BICUBIC,
				    '''lanczos''': PIL.Image.LANCZOS,
				    '''nearest''': PIL.Image.NEAREST,
				}






def 					__lowerCAmelCase		(  __lowerCamelCase	:    List[str]	)  ->						int:
					__lowerCAmelCase	   =(images / 2 + 0.5).clamp(0				,   1	)
					__lowerCAmelCase	   =images.cpu().permute(0				,   2				,   3				,   1	).float().numpy()
					__lowerCAmelCase	   =numpy_to_pil(__lowerCamelCase	)
					return images






def 					__lowerCAmelCase		(  __lowerCamelCase	:    str	)  ->						str:
					if images.ndim == 3:
										__lowerCAmelCase	   =images[None, ...]
					__lowerCAmelCase	   =(images * 255).round().astype("""uint8"""	)
					if images.shape[-1] == 1:
										# special case for grayscale (single channel) images
										__lowerCAmelCase	   =[Image.fromarray(image.squeeze()				,   mode="""L"""	) for image in images]
					else:
										__lowerCAmelCase	   =[Image.fromarray(__lowerCamelCase	) for image in images]

					return pil_images




