



import logging

from transformers.configuration_utils import PretrainedConfig


a__      :				Any   	=			logging.getLogger(__name__)



class       UpperCAmelCase__(							lowerCamelCase	):

   '''simple docstring'''




   A    :  Tuple       				=    "masked_bert"


   def __init__(						self  :			Dict			,				lowerCAmelCase  :			Dict=3_05_22			,				lowerCAmelCase  :			Dict=7_68			,				lowerCAmelCase  :			Any=12			,				lowerCAmelCase  :			int=12			,				lowerCAmelCase  :			List[Any]=30_72			,				lowerCAmelCase  :			Union[str, Any]="gelu"			,				lowerCAmelCase  :			Tuple=0.1			,				lowerCAmelCase  :			int=0.1			,				lowerCAmelCase  :			Dict=5_12			,				lowerCAmelCase  :			Optional[int]=2			,				lowerCAmelCase  :			Union[str, Any]=0.02			,				lowerCAmelCase  :			str=1E-1_2			,				lowerCAmelCase  :			Tuple=0			,				lowerCAmelCase  :			List[str]="topK"			,				lowerCAmelCase  :			Dict="constant"			,				lowerCAmelCase  :			Dict=0.0			,				**lowerCAmelCase  :			int			,				)	->				Any:




         """simple docstring"""

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

         lowercase__     =  vocab_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__     =  pruning_method
         lowercase__     =  mask_init
         lowercase__     =  mask_scale





from __future__ import annotations

def   _lowerCAmelCase   (						A__						,  A__	):
      if b == 0:
            return (1, 0)
      ((lowercase__),	(lowercase__))     =  extended_euclid(A__						,  a % b	)
      lowercase__     =  a // b
      return (y, x - k * y)

def   _lowerCAmelCase   (						A__						,  A__						,  A__						,  A__	):
      ((lowercase__),	(lowercase__))     =  extended_euclid(A__						,  A__	)
      lowercase__     =  na * na
      lowercase__     =  ra * x * na + ra * y * na
      return (n % m + m) % m

def   _lowerCAmelCase   (						A__						,  A__	):
      ((lowercase__),	(lowercase__))     =  extended_euclid(A__						,  A__	)
      if b < 0:
            lowercase__     =  (b % n + n) % n
      return b

def   _lowerCAmelCase   (						A__						,  A__						,  A__						,  A__	):
      lowercase__,	lowercase__     =  invert_modulo(A__						,  A__	), invert_modulo(A__						,  A__	)
      lowercase__     =  na * na
      lowercase__     =  ra * x * na + ra * y * na
      return (n % m + m) % m


if __name__ == "__main__":
       from doctest import testmod

       testmod(name="chinese_remainder_theorem", verbose=True)
       testmod(name="chinese_remainder_theorem2", verbose=True)
       testmod(name="invert_modulo", verbose=True)
       testmod(name="extended_euclid", verbose=True)
