'''simple docstring'''

from ....configuration_utils import PretrainedConfig
from ....utils import logging


_A			:      int					      =				logging.get_logger(__name__)

# TODO: upload to AWS
_A			:      Union[str, Any]					      =				{
    'yjernite/retribert-base-uncased': (
        'https://huggingface.co/yjernite/retribert-base-uncased/resolve/main/config.json'
    ),
}







class 				_lowercase     (				_UpperCamelCase			):


 '''simple docstring'''






 _SCREAMING_SNAKE_CASE     :       str      	=					"""retribert"""
 def __init__(      self   :	int      ,       SCREAMING_SNAKE_CASE__   :	Optional[Any]=3_05_22      ,       SCREAMING_SNAKE_CASE__   :	List[Any]=7_68      ,       SCREAMING_SNAKE_CASE__   :	List[Any]=8      ,       SCREAMING_SNAKE_CASE__   :	List[str]=12      ,       SCREAMING_SNAKE_CASE__   :	Optional[Any]=30_72      ,       SCREAMING_SNAKE_CASE__   :	int="gelu"      ,       SCREAMING_SNAKE_CASE__   :	Any=0.1      ,       SCREAMING_SNAKE_CASE__   :	Dict=0.1      ,       SCREAMING_SNAKE_CASE__   :	List[Any]=5_12      ,       SCREAMING_SNAKE_CASE__   :	Union[str, Any]=2      ,       SCREAMING_SNAKE_CASE__   :	Tuple=0.0_2      ,       SCREAMING_SNAKE_CASE__   :	int=1e-1_2      ,       SCREAMING_SNAKE_CASE__   :	Any=True      ,       SCREAMING_SNAKE_CASE__   :	List[Any]=1_28      ,       SCREAMING_SNAKE_CASE__   :	Tuple=0      ,       **SCREAMING_SNAKE_CASE__   :	List[Any]      ,       )  ->    Optional[int]:
  super().__init__(pad_token_id=__lowerCamelCase      ,       **__lowerCamelCase							)

  __lowerCAmelCase											=						vocab_size
  __lowerCAmelCase											=						hidden_size
  __lowerCAmelCase											=						num_hidden_layers
  __lowerCAmelCase											=						num_attention_heads
  __lowerCAmelCase											=						hidden_act
  __lowerCAmelCase											=						intermediate_size
  __lowerCAmelCase											=						hidden_dropout_prob
  __lowerCAmelCase											=						attention_probs_dropout_prob
  __lowerCAmelCase											=						max_position_embeddings
  __lowerCAmelCase											=						type_vocab_size
  __lowerCAmelCase											=						initializer_range
  __lowerCAmelCase											=						layer_norm_eps
  __lowerCAmelCase											=						share_encoders
  __lowerCAmelCase											=						projection_dim












def 			__magic_name__				( A		:					str   ):






			'''simple docstring'''







			a    =			""
			for ch in key:
						if ch == " " or ch not in key_no_dups and ch.isalpha():
									key_no_dups += ch
			return key_no_dups




def 			__magic_name__				( A		:					str   ):






			'''simple docstring'''







			a    =			[chr(i + 65   ) for i in range(26   )]
			# Remove duplicate characters from key
			a    =			remove_duplicates(key.upper()   )
			a    =			len(A   )
			# First fill cipher with key characters
			a    =			{alphabet[i]: char for i, char in enumerate(A   )}
			# Then map remaining characters in alphabet to
			# the alphabet from the beginning
			for i in range(len(A   ),  26   ):
						a    =			alphabet[i - offset]
						# Ensure we are not mapping letters to letters previously mapped
						while char in key:
									offset -= 1
									a    =			alphabet[i - offset]
						a    =			char
			return cipher_alphabet




def 			__magic_name__				( A		:					str,  A		:					dict[str, str]   ):






			'''simple docstring'''







			return "".join(cipher_map.get(A,  A   ) for ch in message.upper()   )




def 			__magic_name__				( A		:					str,  A		:					dict[str, str]   ):






			'''simple docstring'''







			a    =			{v: k for k, v in cipher_map.items()}
			return "".join(rev_cipher_map.get(A,  A   ) for ch in message.upper()   )




def 			__magic_name__				( ):






			'''simple docstring'''







			a    =			input("Enter message to encode or decode: "   ).strip()
			a    =			input("Enter keyword: "   ).strip()
			a    =			input("Encipher or decipher? E/D:"   ).strip()[0].lower()
			try:
						a    =			{"e": encipher, "d": decipher}[option]
			except KeyError:
						raise KeyError("invalid input option"   )
			a    =			create_cipher_map(A   )
			print(func(A,  A   )   )


if __name__ == "__main__":
		import doctest

		doctest.testmod()
		main()






