




'''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"):
	_lowerCamelCase      :  Dict      						=						{
	    "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      :  List[str]      						=						{
	    "linear": PIL.Image.LINEAR,
	    "bilinear": PIL.Image.BILINEAR,
	    "bicubic": PIL.Image.BICUBIC,
	    "lanczos": PIL.Image.LANCZOS,
	    "nearest": PIL.Image.NEAREST,
	}




def 							_UpperCAmelCase  (UpperCamelCase_ : Tuple       ):
				'''simple docstring'''
				_lowerCAmelCase    :    Optional[Any]										=      (images / 2 + 0.5).clamp(0      ,    1       )
				_lowerCAmelCase    :    Union[str, Any]										=      images.cpu().permute(0      ,    2      ,    3      ,    1       ).float().numpy()
				_lowerCAmelCase    :    Optional[int]										=      numpy_to_pil(UpperCamelCase_       )
				return images





def 							_UpperCAmelCase  (UpperCamelCase_ : Any       ):
				'''simple docstring'''
				if images.ndim == 3:
								_lowerCAmelCase    :    int										=      images[None, ...]
				_lowerCAmelCase    :    List[Any]										=      (images * 255).round().astype("""uint8"""       )
				if images.shape[-1] == 1:
								# special case for grayscale (single channel) images
								_lowerCAmelCase    :    Optional[int]										=      [Image.fromarray(image.squeeze()      ,    mode="""L"""       ) for image in images]
				else:
								_lowerCAmelCase    :    List[str]										=      [Image.fromarray(UpperCamelCase_       ) for image in images]

				return pil_images







import sys

_lowerCamelCase      :  Optional[Any]      						=						(
    "73167176531330624919225119674426574742355349194934"
    "96983520312774506326239578318016984801869478851843"
    "85861560789112949495459501737958331952853208805511"
    "12540698747158523863050715693290963295227443043557"
    "66896648950445244523161731856403098711121722383113"
    "62229893423380308135336276614282806444486645238749"
    "30358907296290491560440772390713810515859307960866"
    "70172427121883998797908792274921901699720888093776"
    "65727333001053367881220235421809751254540594752243"
    "52584907711670556013604839586446706324415722155397"
    "53697817977846174064955149290862569321978468622482"
    "83972241375657056057490261407972968652414535100474"
    "82166370484403199890008895243450658541227588666881"
    "16427171479924442928230863465674813919123162824586"
    "17866458359124566529476545682848912883142607690042"
    "24219022671055626321111109370544217506941658960408"
    "07198403850962455444362981230987879927244284909188"
    "84580156166097919133875499200524063689912560717606"
    "05886116467109405077541002256983155200055935729725"
    "71636269561882670428252483600823257530420752963450"
)




def 							_UpperCAmelCase  (UpperCamelCase_ : str = N       ):
				'''simple docstring'''
				_lowerCAmelCase    :    List[str]										=      -sys.maxsize - 1
				for i in range(len(UpperCamelCase_       ) - 12       ):
								_lowerCAmelCase    :    List[str]										=      1
								for j in range(13       ):
												product *= int(n[i + j]       )
								if product > largest_product:
												_lowerCAmelCase    :    Any										=      product
				return largest_product


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

