



"""simple docstring"""







from __future__ import annotations

def     UpperCamelCase_   (   lowerCAmelCase__				:    str   ,       lowerCAmelCase__				:    str						)						->       bool:

  """simple docstring"""




  lowerCAmelCase_       :    Optional[int]								=			get_failure_array(lowerCAmelCase__						)

  # 2) Step through text searching for pattern
  lowerCAmelCase_						,lowerCAmelCase_       :    Optional[Any]								=			0, 0  # index into text, pattern
  while i < len(lowerCAmelCase__						):
    if pattern[j] == text[i]:
      if j == (len(lowerCAmelCase__						) - 1):
        return True
      j += 1

    # if this is a prefix in our pattern
    # just go back far enough to continue
    elif j > 0:
      lowerCAmelCase_       :    List[str]								=			failure[j - 1]
      continue
    i += 1
  return False

def     UpperCamelCase_   (   lowerCAmelCase__				:    str						)						->       list[int]:

  """simple docstring"""




  lowerCAmelCase_       :    Optional[int]								=			[0]
  lowerCAmelCase_       :    List[str]								=			0
  lowerCAmelCase_       :    Optional[Any]								=			1
  while j < len(lowerCAmelCase__						):
    if pattern[i] == pattern[j]:
      i += 1
    elif i > 0:
      lowerCAmelCase_       :    str								=			failure[i - 1]
      continue
    j += 1
    failure.append(lowerCAmelCase__						)
  return failure


if __name__ == "__main__":
     # Test 1)
     lowercase__		:    Any				   =     """abc1abc12"""
     lowercase__		:    Dict				   =     """alskfjaldsabc1abc1abc12k23adsfabcabc"""
     lowercase__		:    Any				   =     """alskfjaldsk23adsfabcabc"""
     assert kmp(pattern, texta) and not kmp(pattern, texta)

     # Test 2)
     lowercase__		:    Tuple				   =     """ABABX"""
     lowercase__		:    int				   =     """ABABZABABYABABX"""
     assert kmp(pattern, text)

     # Test 3)
     lowercase__		:    Union[str, Any]				   =     """AAAB"""
     lowercase__		:    int				   =     """ABAAAAAB"""
     assert kmp(pattern, text)

     # Test 4)
     lowercase__		:    Dict				   =     """abcdabcy"""
     lowercase__		:    Any				   =     """abcxabcdabxabcdabcdabcy"""
     assert kmp(pattern, text)

     # Test 5)
     lowercase__		:    Tuple				   =     """aabaabaaa"""
     assert get_failure_array(pattern) == [0, 1, 0, 1, 2, 3, 4, 5, 2]










"""simple docstring"""







import logging

from transformers.configuration_utils import PretrainedConfig


lowercase__		:    List[Any]				   =     logging.getLogger(__name__)







class 				UpperCamelCase__       (     lowercase_  ):




      """simple docstring"""




      _SCREAMING_SNAKE_CASE      =					"""masked_bert"""



      def __init__(				self    :				Any   ,      SCREAMING_SNAKE_CASE_    :				Union[str, Any]=3_0_5_2_2   ,      SCREAMING_SNAKE_CASE_    :				int=7_6_8   ,      SCREAMING_SNAKE_CASE_    :				Tuple=1_2   ,      SCREAMING_SNAKE_CASE_    :				List[Any]=1_2   ,      SCREAMING_SNAKE_CASE_    :				Tuple=3_0_7_2   ,      SCREAMING_SNAKE_CASE_    :				List[str]="gelu"   ,      SCREAMING_SNAKE_CASE_    :				Tuple=0.1   ,      SCREAMING_SNAKE_CASE_    :				List[Any]=0.1   ,      SCREAMING_SNAKE_CASE_    :				List[Any]=5_1_2   ,      SCREAMING_SNAKE_CASE_    :				Optional[Any]=2   ,      SCREAMING_SNAKE_CASE_    :				Dict=0.02   ,      SCREAMING_SNAKE_CASE_    :				Any=1E-12   ,      SCREAMING_SNAKE_CASE_    :				List[str]=0   ,      SCREAMING_SNAKE_CASE_    :				Optional[int]="topK"   ,      SCREAMING_SNAKE_CASE_    :				Optional[int]="constant"   ,      SCREAMING_SNAKE_CASE_    :				Union[str, Any]=0.0   ,      **SCREAMING_SNAKE_CASE_    :				Any   ,      ):
        super().__init__(pad_token_id=SCREAMING_SNAKE_CASE_   ,      **SCREAMING_SNAKE_CASE_	)

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





