




import logging

from transformers.configuration_utils import PretrainedConfig


_UpperCAmelCase	:						Any			=     logging.getLogger(__name__)




class    __lowerCAmelCase       (							lowerCAmelCase):
       _a 					=						'''masked_bert'''






       def __init__(   self:					List[Any]       ,					_lowerCAmelCase:					List[Any]=3_05_22       ,					_lowerCAmelCase:					List[str]=7_68       ,					_lowerCAmelCase:					str=12       ,					_lowerCAmelCase:					List[str]=12       ,					_lowerCAmelCase:					List[str]=30_72       ,					_lowerCAmelCase:					List[str]="gelu"       ,					_lowerCAmelCase:					Any=0.1       ,					_lowerCAmelCase:					Union[str, Any]=0.1       ,					_lowerCAmelCase:					Optional[int]=5_12       ,					_lowerCAmelCase:					Optional[int]=2       ,					_lowerCAmelCase:					List[str]=0.02       ,					_lowerCAmelCase:					str=1e-1_2       ,					_lowerCAmelCase:					str=0       ,					_lowerCAmelCase:					Optional[int]="topK"       ,					_lowerCAmelCase:					List[str]="constant"       ,					_lowerCAmelCase:					Optional[int]=0.0       ,					**_lowerCAmelCase:					List[str]       ,					):
         super().__init__(pad_token_id=_lowerCAmelCase       ,					**_lowerCAmelCase				)

         lowercase    :int      	=						vocab_size
         lowercase    :List[Any]      	=						hidden_size
         lowercase    :List[str]      	=						num_hidden_layers
         lowercase    :Tuple      	=						num_attention_heads
         lowercase    :List[Any]      	=						hidden_act
         lowercase    :int      	=						intermediate_size
         lowercase    :str      	=						hidden_dropout_prob
         lowercase    :List[Any]      	=						attention_probs_dropout_prob
         lowercase    :str      	=						max_position_embeddings
         lowercase    :str      	=						type_vocab_size
         lowercase    :Optional[int]      	=						initializer_range
         lowercase    :Optional[Any]      	=						layer_norm_eps
         lowercase    :Dict      	=						pruning_method
         lowercase    :int      	=						mask_init
         lowercase    :Dict      	=						mask_scale









import string



def       UpperCAmelCase__  (     lowerCamelCase   ):
  lowercase    :Optional[int]      	=						""
  for i in sequence:
    lowercase    :Optional[Any]      	=						ord(lowerCamelCase   )
    if 65 <= extract <= 90:
      output += chr(155 - extract   )
    elif 97 <= extract <= 122:
      output += chr(219 - extract   )
    else:
      output += i
  return output



def       UpperCAmelCase__  (     lowerCamelCase   ):
  lowercase    :Union[str, Any]      	=						string.ascii_letters
  lowercase    :Dict      	=						string.ascii_lowercase[::-1] + string.ascii_uppercase[::-1]
  return "".join(
      letters_reversed[letters.index(lowerCamelCase   )] if c in letters else c for c in sequence   )



def       UpperCAmelCase__  (     ):
  from timeit import timeit

  print("Running performance benchmarks..."   )
  lowercase    :Dict      	=						"from string import printable ; from __main__ import atbash, atbash_slow"
  print(F"> atbash_slow(): {timeit('atbash_slow(printable)',			setup=lowerCamelCase   )} seconds"   )
  print(F">      atbash(): {timeit('atbash(printable)',			setup=lowerCamelCase   )} seconds"   )


if __name__ == "__main__":
     for example in ("ABCDEFGH", "123GGjj", "testStringtest", "with space"):
          print(f'''{example} encrypted in atbash: {atbash(example)}''')
     benchmark()



