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





def        a_  (   _lowerCAmelCase						:				List[str]  ):





       '''simple docstring'''

       lowercase__    :	List[Any]     					=			(images / 2 + 0.5).clamp(0     ,				1  )
       lowercase__    :	List[Any]     					=			images.cpu().permute(0     ,				2     ,				3     ,				1  ).float().numpy()
       lowercase__    :	Optional[int]     					=			numpy_to_pil(__a  )
       return images






def        a_  (   _lowerCAmelCase						:				Optional[Any]  ):





       '''simple docstring'''

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

       return pil_images


"""simple docstring"""





from collections.abc import Sequence





def        a_  (   _lowerCAmelCase						:				Sequence[float]     ,				_lowerCAmelCase						:				float  ):





       '''simple docstring'''

       return sum(c * (x**i) for i, c in enumerate(_lowerCAmelCase  )  )





def        a_  (   _lowerCAmelCase						:				Sequence[float]     ,				_lowerCAmelCase						:				float  ):





       '''simple docstring'''

       lowercase__    :	int     					=			0.0
       for coeff in reversed(_lowerCAmelCase  ):
              lowercase__    :	List[Any]     					=			result * x + coeff
       return result


if __name__ == "__main__":
       _UpperCamelCase     :		int											=					(0.0, 0.0, 5.0, 9.3, 7.0)
       _UpperCamelCase     :		Dict											=					1_0.0
       print(evaluate_poly(poly, x))
       print(horner(poly, x))

