

"""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"):
						A_				:      Optional[int]           =			{
						    "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:
						A_				:      str           =			{
						    "linear": PIL.Image.LINEAR,
						    "bilinear": PIL.Image.BILINEAR,
						    "bicubic": PIL.Image.BICUBIC,
						    "lanczos": PIL.Image.LANCZOS,
						    "nearest": PIL.Image.NEAREST,
						}

def 						A							(  snake_case__     ):




			'''simple docstring'''


			SCREAMING_SNAKE_CASE__										=   (images / 2 + 0.5).clamp(0		,					1     )
			SCREAMING_SNAKE_CASE__										=   images.cpu().permute(0		,					2		,					3		,					1     ).float().numpy()
			SCREAMING_SNAKE_CASE__										=   numpy_to_pil(snake_case__     )
			return images




def 						A							(  snake_case__     ):




			'''simple docstring'''


			if images.ndim == 3:
						SCREAMING_SNAKE_CASE__										=   images[None, ...]
			SCREAMING_SNAKE_CASE__										=   (images * 2_55).round().astype("""uint8"""     )
			if images.shape[-1] == 1:
						# special case for grayscale (single channel) images
						SCREAMING_SNAKE_CASE__										=   [Image.fromarray(image.squeeze()		,					mode="""L"""     ) for image in images]
			else:
						SCREAMING_SNAKE_CASE__										=   [Image.fromarray(snake_case__     ) for image in images]

			return pil_images





"""simple docstring"""




def 						A							(  snake_case__		,					snake_case__     ):




			'''simple docstring'''


			SCREAMING_SNAKE_CASE__										=   len(snake_case__     )
			SCREAMING_SNAKE_CASE__										=   len(snake_case__     )
			SCREAMING_SNAKE_CASE__										=   (
			    first_str_length if first_str_length > second_str_length else second_str_length
			)
			SCREAMING_SNAKE_CASE__										=   []
			for char_count in range(snake_case__     ):
						if char_count < first_str_length:
									output_list.append(first_str[char_count]     )
						if char_count < second_str_length:
									output_list.append(second_str[char_count]     )
			return "".join(snake_case__     )


if __name__ == "__main__":
						print(alternative_string_arrange("AB", "XYZ"), end=" ")


