


from __future__ import annotations

a					  =     '#'







class        UpperCamelCase__   :

					def __init__(     self       :   List[str]       ):






										'''simple docstring'''






										lowercase_  							=			{}

					def   UpperCAmelCase__       (     self       :   Any							,					UpperCamelCase__       :   str       ):






										'''simple docstring'''






										lowercase_  							=			self._trie
										for char in text:
															if char not in trie:
																				lowercase_  							=			{}
															lowercase_  							=			trie[char]
										lowercase_  							=			True

					def   UpperCAmelCase__       (     self       :   List[str]							,					UpperCamelCase__       :   str       ):






										'''simple docstring'''






										lowercase_  							=			self._trie
										for char in prefix:
															if char in trie:
																				lowercase_  							=			trie[char]
															else:
																				return []
										return self._elements(UpperCamelCase__       )







					def   UpperCAmelCase__       (     self       :   str							,					UpperCamelCase__       :   dict       ):






										'''simple docstring'''






										lowercase_  							=			[]
										for c, v in d.items():
															lowercase_  							=			[""" """] if c == END else [(c + s) for s in self._elements(UpperCamelCase__       )]
															result.extend(UpperCamelCase__       )
										return tuple(UpperCamelCase__       )



a					  =     Trie()
a					  =     ('depart', 'detergent', 'daring', 'dog', 'deer', 'deal')
for word in words:
							trie.insert_word(word)


def 			UpperCAmelCase_				(      UpperCAmelCase__  ):
					lowercase_  							=			trie.find_word(UpperCAmelCase__  )
					return tuple(string + word for word in suffixes  )


def 			UpperCAmelCase_				(      ):
					print(autocomplete_using_trie("""de"""  )  )


if __name__ == "__main__":
							import doctest

							doctest.testmod()
							main()






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'):
							a					  =     {
							    '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:
							a					  =     {
							    'linear': PIL.Image.LINEAR,
							    'bilinear': PIL.Image.BILINEAR,
							    'bicubic': PIL.Image.BICUBIC,
							    'lanczos': PIL.Image.LANCZOS,
							    'nearest': PIL.Image.NEAREST,
							}


def 			UpperCAmelCase_				(      UpperCAmelCase__  ):
					lowercase_  							=			(images / 2 + 0.5).clamp(0						,							1  )
					lowercase_  							=			images.cpu().permute(0						,							2						,							3						,							1  ).float().numpy()
					lowercase_  							=			numpy_to_pil(UpperCAmelCase__  )
					return images



def 			UpperCAmelCase_				(      UpperCAmelCase__  ):
					if images.ndim == 3:
										lowercase_  							=			images[None, ...]
					lowercase_  							=			(images * 2_5_5).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(UpperCAmelCase__  ) for image in images]

					return pil_images


