



class        lowerCAmelCase__					:


				def __init__(							self      :  int						, __UpperCamelCase      :  Union[str, Any]						, __UpperCamelCase      :  Dict						, __UpperCamelCase      :  List[str]       )		->     Dict:
											A      						=    name
											A      						=    value
											A      						=    weight


				def __repr__(							self      :  Dict       )		->     int:
											return f'''{self.__class__.__name__}({self.name}, {self.value}, {self.weight})'''


				def __UpperCamelCase						(							self      :  Any       )		->     Optional[Any]:
											return self.value


				def __UpperCamelCase						(							self      :  Any       )		->     List[Any]:
											return self.name


				def __UpperCamelCase						(							self      :  Optional[Any]       )		->     Union[str, Any]:
											return self.weight


				def __UpperCamelCase						(							self      :  List[Any]       )		->     Optional[int]:
											return self.value / self.weight






def  lowerCamelCase_	(      lowerCAmelCase__	:	Tuple			,	lowerCAmelCase__	:	Optional[int]			,	lowerCAmelCase__	:	Optional[int]				)       ->							Union[str, Any]:

							'''simple docstring'''






							A      						=    []
							for i in range(len(lowerCAmelCase__				)				):
														menu.append(Things(name[i]			,	value[i]			,	weight[i]				)				)
							return menu






def  lowerCamelCase_	(      lowerCAmelCase__	:	Union[str, Any]			,	lowerCAmelCase__	:	List[str]			,	lowerCAmelCase__	:	List[Any]				)       ->							Tuple:

							'''simple docstring'''






							A      						=    sorted(lowerCAmelCase__			,	key=lowerCAmelCase__			,	reverse=lowerCAmelCase__				)
							A      						=    []
							A						,   A      						=    0.0, 0.0
							for i in range(len(lowerCAmelCase__				)				):
														if (total_cost + items_copy[i].get_weight()) <= max_cost:
																					result.append(items_copy[i]				)
																					total_cost += items_copy[i].get_weight()
																					total_value += items_copy[i].get_value()
							return (result, total_value)






def  lowerCamelCase_	(      )       ->							Any:

							'''simple docstring'''










if __name__ == "__main__":
				import doctest

				doctest.testmod()





'''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'):
				_snake_case : Tuple  				=						{
				    '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:
				_snake_case : Any  				=						{
				    'linear': PIL.Image.LINEAR,
				    'bilinear': PIL.Image.BILINEAR,
				    'bicubic': PIL.Image.BICUBIC,
				    'lanczos': PIL.Image.LANCZOS,
				    'nearest': PIL.Image.NEAREST,
				}
def 						snake_case_       (UpperCamelCase			:    Optional[int] ):





							'''simple docstring'''


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

def 						snake_case_       (UpperCamelCase			:    str ):





							'''simple docstring'''


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

							return pil_images

