
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"):
    lowerCamelCase  ={
        "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:
    lowerCamelCase  ={
        "linear": PIL.Image.LINEAR,
        "bilinear": PIL.Image.BILINEAR,
        "bicubic": PIL.Image.BICUBIC,
        "lanczos": PIL.Image.LANCZOS,
        "nearest": PIL.Image.NEAREST,
    }


def 				SCREAMING_SNAKE_CASE_   (      UpperCamelCase__		):
      UpperCamelCase__     : List[str]											=					(images / 2 + 0.5).clamp(0			,		1		)
      UpperCamelCase__     : int											=					images.cpu().permute(0			,		2			,		3			,		1		).float().numpy()
      UpperCamelCase__     : Any											=					numpy_to_pil(UpperCamelCase__		)
      return images


def 				SCREAMING_SNAKE_CASE_   (      UpperCamelCase__		):
      if images.ndim == 3:
            UpperCamelCase__     : Union[str, Any]											=					images[None, ...]
      UpperCamelCase__     : Optional[int]											=					(images * 2_5_5).round().astype('''uint8'''		)
      if images.shape[-1] == 1:
            # special case for grayscale (single channel) images
            UpperCamelCase__     : Any											=					[Image.fromarray(image.squeeze()			,		mode='''L'''		) for image in images]
      else:
            UpperCamelCase__     : List[Any]											=					[Image.fromarray(UpperCamelCase__		) for image in images]

      return pil_images




def 				SCREAMING_SNAKE_CASE_   (      UpperCamelCase__ = 2_0_0_0_0_0_0		):
      UpperCamelCase__     : Dict											=					[0 for i in range(n + 1		)]
      UpperCamelCase__     : Any											=					1
      UpperCamelCase__     : int											=					1

      for i in range(2			,		int(n**0.5		) + 1		):
            if primality_list[i] == 0:
                  for j in range(i * i			,		n + 1			,		UpperCamelCase__		):
                        UpperCamelCase__     : Any											=					1
      UpperCamelCase__     : Optional[Any]											=					0
      for i in range(UpperCamelCase__		):
            if primality_list[i] == 0:
                  sum_of_primes += i
      return sum_of_primes


if __name__ == "__main__":
    print(F'''{solution() = }''')


