



"""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 :				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:
					__A :				Optional[Any]					    = {
					    'linear': PIL.Image.LINEAR,
					    'bilinear': PIL.Image.BILINEAR,
					    'bicubic': PIL.Image.BICUBIC,
					    'lanczos': PIL.Image.LANCZOS,
					    'nearest': PIL.Image.NEAREST,
					}







def 			lowercase						(   _SCREAMING_SNAKE_CASE :    Any					):






				'''simple docstring'''



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







def 			lowercase						(   _SCREAMING_SNAKE_CASE :    List[Any]					):






				'''simple docstring'''



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

				return pil_images







def    a__    (		snake_case__					:							int						,   snake_case__					:							int     ):
  return 1 if input_a == input_a else 0




def    a__    (		):
  assert xnor_gate(0						,   0     ) == 1
  assert xnor_gate(0						,   1     ) == 0
  assert xnor_gate(1						,   0     ) == 0
  assert xnor_gate(1						,   1     ) == 1


if __name__ == "__main__":
 print(xnor_gate(0, 0))
 print(xnor_gate(0, 1))
 print(xnor_gate(1, 0))
 print(xnor_gate(1, 1))





