



import numpy as np

lowercase_	       =			[
    ['''a''', '''b''', '''c''', '''d''', '''e'''],
    ['''f''', '''g''', '''h''', '''i''', '''k'''],
    ['''l''', '''m''', '''n''', '''o''', '''p'''],
    ['''q''', '''r''', '''s''', '''t''', '''u'''],
    ['''v''', '''w''', '''x''', '''y''', '''z'''],
]






class 						__a :



	def __init__(						self							:    Any)->							None:
						__lowerCAmelCase	   =np.array(snake_case_)



	def 		UpperCamelCase							(						self							:    Any				,	snake_case_							:    str)->							np.ndarray:
						__lowerCAmelCase   ,	__lowerCAmelCase	   =np.where(letter == self.SQUARE)
						__lowerCAmelCase	   =np.concatenate([indexa + 1, indexa + 1])
						return indexes



	def 		UpperCamelCase							(						self							:    Any				,	snake_case_							:    int				,	snake_case_							:    int)->							str:
						__lowerCAmelCase	   =self.SQUARE[indexa - 1, indexa - 1]
						return letter



	def 		UpperCamelCase							(						self							:    Optional[int]				,	snake_case_							:    str)->							str:
						__lowerCAmelCase	   =message.lower()
						__lowerCAmelCase	   =message.replace(""" """				,	"""""")
						__lowerCAmelCase	   =message.replace("""j"""				,	"""i""")

						__lowerCAmelCase	   =np.empty((2, len(snake_case_)))
						for letter_index in range(len(snake_case_)):
											__lowerCAmelCase	   =self.letter_to_numbers(message[letter_index])

											__lowerCAmelCase	   =numbers[0]
											__lowerCAmelCase	   =numbers[1]

						__lowerCAmelCase	   =first_step.reshape(2 * len(snake_case_))
						__lowerCAmelCase	   =""""""
						for numbers_index in range(len(snake_case_)):
											__lowerCAmelCase	   =int(second_step[numbers_index * 2])
											__lowerCAmelCase	   =int(second_step[(numbers_index * 2) + 1])
											__lowerCAmelCase	   =self.numbers_to_letter(snake_case_				,	snake_case_)
											__lowerCAmelCase	   =encoded_message + letter

						return encoded_message



	def 		UpperCamelCase							(						self							:    List[str]				,	snake_case_							:    str)->							str:
						__lowerCAmelCase	   =message.lower()
						message.replace(""" """				,	"""""")
						__lowerCAmelCase	   =np.empty(2 * len(snake_case_))
						for letter_index in range(len(snake_case_)):
											__lowerCAmelCase	   =self.letter_to_numbers(message[letter_index])
											__lowerCAmelCase	   =numbers[0]
											__lowerCAmelCase	   =numbers[1]

						__lowerCAmelCase	   =first_step.reshape((2, len(snake_case_)))
						__lowerCAmelCase	   =""""""
						for numbers_index in range(len(snake_case_)):
											__lowerCAmelCase	   =int(second_step[0, numbers_index])
											__lowerCAmelCase	   =int(second_step[1, numbers_index])
											__lowerCAmelCase	   =self.numbers_to_letter(snake_case_				,	snake_case_)
											__lowerCAmelCase	   =decoded_message + letter

						return decoded_message









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 					__lowerCAmelCase		(  __lowerCamelCase	:    List[str]	)  ->						int:
					__lowerCAmelCase	   =(images / 2 + 0.5).clamp(0				,   1	)
					__lowerCAmelCase	   =images.cpu().permute(0				,   2				,   3				,   1	).float().numpy()
					__lowerCAmelCase	   =numpy_to_pil(__lowerCamelCase	)
					return images






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

					return pil_images




