

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      a      (			A__	:   Tuple     )    ->      Any:





      """simple docstring"""



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







def      a      (			A__	:   int     )    ->      int:





      """simple docstring"""



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

      return pil_images





import os
def      a      (			)    ->      Any:





      """simple docstring"""



      with open(os.path.dirname(A__     ) + '/p022_names.txt'     ) as file:
            _lowercase	       =str(file.readlines()[0]     )
            _lowercase	       =names.replace('"'      ,   ''     ).split(','     )

      names.sort()

      _lowercase	       =0
      _lowercase	       =0

      for i, name in enumerate(A__     ):
            for letter in name:
                  name_score += ord(A__     ) - 64

            total_score += (i + 1) * name_score
            _lowercase	       =0
      return total_score


if __name__ == "__main__":
  print(solution())


