






from ...processing_utils import ProcessorMixin
from ...tokenization_utils_base import BatchEncoding





class 						SCREAMING_SNAKE_CASE				( lowerCAmelCase__					):





							"""simple docstring"""

							A_						  =					["image_processor", "tokenizer"]
							A_						  =					"AutoImageProcessor"
							A_						  =					"AutoTokenizer"

							def __init__(  self:   int		,     __A:   str		,     __A:   Dict   )    ->				int:
												super().__init__(_SCREAMING_SNAKE_CASE		,     _SCREAMING_SNAKE_CASE   )
												_A								= self.image_processor

							def __call__(  self:   List[str]		,     __A:   Tuple=None		,     __A:   Optional[int]=None		,     __A:   List[Any]=None		,     **__A:   str   )    ->				Tuple:

												if text is None and images is None:
																	raise ValueError('''You have to specify either text or images. Both cannot be none.'''   )

												if text is not None:
																	_A								= self.tokenizer(_SCREAMING_SNAKE_CASE		,     return_tensors=_SCREAMING_SNAKE_CASE		,     **_SCREAMING_SNAKE_CASE   )

												if images is not None:
																	_A								= self.image_processor(_SCREAMING_SNAKE_CASE		,     return_tensors=_SCREAMING_SNAKE_CASE		,     **_SCREAMING_SNAKE_CASE   )

												if text is not None and images is not None:
																	_A								= image_features.pixel_values
																	return encoding
												elif text is not None:
																	return encoding
												else:
																	return BatchEncoding(data=dict(**_SCREAMING_SNAKE_CASE   )		,     tensor_type=_SCREAMING_SNAKE_CASE   )

							def       __A (  self:   Optional[int]		,     *__A:   int		,     **__A:   Optional[Any]   )    ->				Optional[int]:
												return self.tokenizer.batch_decode(*_SCREAMING_SNAKE_CASE		,     **_SCREAMING_SNAKE_CASE   )

							def       __A (  self:   Union[str, Any]		,     *__A:   Optional[Any]		,     **__A:   Tuple   )    ->				Optional[int]:
												return self.tokenizer.decode(*_SCREAMING_SNAKE_CASE		,     **_SCREAMING_SNAKE_CASE   )



							@property
							def       __A (  self:   Optional[int]   )    ->				Union[str, Any]:
												return ["input_ids", "attention_mask", "pixel_values"]











import itertools
import string
from collections.abc import Generator, Iterable




def      __A					(     _lowercase					,			_lowercase ):

					'''simple docstring'''







					_A								= iter(_lowercase )
					while True:
										_A								= tuple(itertools.islice(_lowercase					,			_lowercase ) )
										if not chunk:
															return
										yield chunk




def      __A					(     _lowercase ):

					'''simple docstring'''







					_A								= ''''''.join([c.upper() for c in dirty if c in string.ascii_letters] )
					_A								= ''''''

					if len(_lowercase ) < 2:
										return dirty

					for i in range(len(_lowercase ) - 1 ):
										clean += dirty[i]

										if dirty[i] == dirty[i + 1]:
															clean += "X"

					clean += dirty[-1]

					if len(_lowercase ) & 1:
										clean += "X"

					return clean




def      __A					(     _lowercase ):

					'''simple docstring'''







					_A								= '''ABCDEFGHIKLMNOPQRSTUVWXYZ'''
					# we're using a list instead of a '2d' array because it makes the math
					# for setting up the table and doing the actual encoding/decoding simpler
					_A								= []

					# copy key chars into the table if they are in `alphabet` ignoring duplicates
					for char in key.upper():
										if char not in table and char in alphabet:
															table.append(_lowercase )

    # fill the rest of the table in with the remaining alphabet chars
					for char in alphabet:
										if char not in table:
															table.append(_lowercase )

					return table




def      __A					(     _lowercase					,			_lowercase ):

					'''simple docstring'''







					_A								= generate_table(_lowercase )
					_A								= prepare_input(_lowercase )
					_A								= ''''''

					# https://en.wikipedia.org/wiki/Playfair_cipher#Description
					for chara, chara in chunker(_lowercase					,			2 ):
										_A							,_A								= divmod(table.index(_lowercase )					,			5 )
										_A							,_A								= divmod(table.index(_lowercase )					,			5 )

										if rowa == rowa:
															ciphertext += table[rowa * 5 + (cola + 1) % 5]
															ciphertext += table[rowa * 5 + (cola + 1) % 5]
										elif cola == cola:
															ciphertext += table[((rowa + 1) % 5) * 5 + cola]
															ciphertext += table[((rowa + 1) % 5) * 5 + cola]
										else:  # rectangle
															ciphertext += table[rowa * 5 + cola]
															ciphertext += table[rowa * 5 + cola]

					return ciphertext




def      __A					(     _lowercase					,			_lowercase ):

					'''simple docstring'''







					_A								= generate_table(_lowercase )
					_A								= ''''''

					# https://en.wikipedia.org/wiki/Playfair_cipher#Description
					for chara, chara in chunker(_lowercase					,			2 ):
										_A							,_A								= divmod(table.index(_lowercase )					,			5 )
										_A							,_A								= divmod(table.index(_lowercase )					,			5 )

										if rowa == rowa:
															plaintext += table[rowa * 5 + (cola - 1) % 5]
															plaintext += table[rowa * 5 + (cola - 1) % 5]
										elif cola == cola:
															plaintext += table[((rowa - 1) % 5) * 5 + cola]
															plaintext += table[((rowa - 1) % 5) * 5 + cola]
										else:  # rectangle
															plaintext += table[rowa * 5 + cola]
															plaintext += table[rowa * 5 + cola]

					return plaintext



