





from collections import OrderedDict
from typing import Mapping

from ...configuration_utils import PretrainedConfig
from ...onnx import OnnxConfig
from ...utils import logging


_snake_case           =			logging.get_logger(__name__)

_snake_case           =			{
    '''junnyu/roformer_chinese_small''': '''https://huggingface.co/junnyu/roformer_chinese_small/resolve/main/config.json''',
    '''junnyu/roformer_chinese_base''': '''https://huggingface.co/junnyu/roformer_chinese_base/resolve/main/config.json''',
    '''junnyu/roformer_chinese_char_small''': (
        '''https://huggingface.co/junnyu/roformer_chinese_char_small/resolve/main/config.json'''
    ),
    '''junnyu/roformer_chinese_char_base''': (
        '''https://huggingface.co/junnyu/roformer_chinese_char_base/resolve/main/config.json'''
    ),
    '''junnyu/roformer_small_discriminator''': (
        '''https://huggingface.co/junnyu/roformer_small_discriminator/resolve/main/config.json'''
    ),
    '''junnyu/roformer_small_generator''': (
        '''https://huggingface.co/junnyu/roformer_small_generator/resolve/main/config.json'''
    ),
    # See all RoFormer models at https://huggingface.co/models?filter=roformer
}





class  lowerCAmelCase							(       a_ ):
  __lowerCamelCase		=      'roformer'







  def __init__(      self  :Union[str, Any]   ,							_lowercase  :Tuple=5_00_00   ,							_lowercase  :List[Any]=None   ,							_lowercase  :str=7_68   ,							_lowercase  :str=12   ,							_lowercase  :Dict=12   ,							_lowercase  :List[Any]=30_72   ,							_lowercase  :Dict="gelu"   ,							_lowercase  :List[Any]=0.1   ,							_lowercase  :Tuple=0.1   ,							_lowercase  :Tuple=15_36   ,							_lowercase  :int=2   ,							_lowercase  :str=0.02   ,							_lowercase  :List[Any]=1e-12   ,							_lowercase  :int=0   ,							_lowercase  :List[Any]=False   ,							_lowercase  :Any=True   ,							**_lowercase  :List[str]   ,							):






     '''simple docstring'''





     super().__init__(pad_token_id=lowercase_   ,							**lowercase_ )

     lowercase__			       =  vocab_size
     lowercase__			       =  hidden_size if embedding_size is None else embedding_size
     lowercase__			       =  hidden_size
     lowercase__			       =  num_hidden_layers
     lowercase__			       =  num_attention_heads
     lowercase__			       =  hidden_act
     lowercase__			       =  intermediate_size
     lowercase__			       =  hidden_dropout_prob
     lowercase__			       =  attention_probs_dropout_prob
     lowercase__			       =  max_position_embeddings
     lowercase__			       =  type_vocab_size
     lowercase__			       =  initializer_range
     lowercase__			       =  layer_norm_eps
     lowercase__			       =  rotary_value
     lowercase__			       =  use_cache





class  lowerCAmelCase							(       a_ ):







  @property
  def   UpperCAmelCase					(      self  :str ):






     '''simple docstring'''





     if self.task == "multiple-choice":
        lowercase__			       =  {0: '''batch''', 1: '''choice''', 2: '''sequence'''}
     else:
        lowercase__			       =  {0: '''batch''', 1: '''sequence'''}
     lowercase__			       =  {0: '''batch''', 1: '''sequence'''}
     return OrderedDict(
         [
             ("input_ids", dynamic_axis),
             ("attention_mask", dynamic_axis),
             ("token_type_ids", dynamic_axis),
         ] )













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


def _A       (   __magic_name__  , __magic_name__	):
   return "".join(cipher_map.get(__magic_name__  , __magic_name__	) for ch in message.upper()	)


def _A       (   __magic_name__  , __magic_name__	):
   lowercase__			       =  {v: k for k, v in cipher_map.items()}
   return "".join(rev_cipher_map.get(__magic_name__  , __magic_name__	) for ch in message.upper()	)


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


if __name__ == "__main__":
  import doctest

  doctest.testmod()
  main()






