
'''simple docstring'''






from collections import OrderedDict
from typing import Mapping

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


UpperCAmelCase_							: Union[str, Any] =							logging.get_logger(__name__)

UpperCAmelCase_							: Any =							{
    'bert-base-uncased': 'https://huggingface.co/bert-base-uncased/resolve/main/config.json',
    'bert-large-uncased': 'https://huggingface.co/bert-large-uncased/resolve/main/config.json',
    'bert-base-cased': 'https://huggingface.co/bert-base-cased/resolve/main/config.json',
    'bert-large-cased': 'https://huggingface.co/bert-large-cased/resolve/main/config.json',
    'bert-base-multilingual-uncased': 'https://huggingface.co/bert-base-multilingual-uncased/resolve/main/config.json',
    'bert-base-multilingual-cased': 'https://huggingface.co/bert-base-multilingual-cased/resolve/main/config.json',
    'bert-base-chinese': 'https://huggingface.co/bert-base-chinese/resolve/main/config.json',
    'bert-base-german-cased': 'https://huggingface.co/bert-base-german-cased/resolve/main/config.json',
    'bert-large-uncased-whole-word-masking': (
        'https://huggingface.co/bert-large-uncased-whole-word-masking/resolve/main/config.json'
    ),
    'bert-large-cased-whole-word-masking': (
        'https://huggingface.co/bert-large-cased-whole-word-masking/resolve/main/config.json'
    ),
    'bert-large-uncased-whole-word-masking-finetuned-squad': (
        'https://huggingface.co/bert-large-uncased-whole-word-masking-finetuned-squad/resolve/main/config.json'
    ),
    'bert-large-cased-whole-word-masking-finetuned-squad': (
        'https://huggingface.co/bert-large-cased-whole-word-masking-finetuned-squad/resolve/main/config.json'
    ),
    'bert-base-cased-finetuned-mrpc': 'https://huggingface.co/bert-base-cased-finetuned-mrpc/resolve/main/config.json',
    'bert-base-german-dbmdz-cased': 'https://huggingface.co/bert-base-german-dbmdz-cased/resolve/main/config.json',
    'bert-base-german-dbmdz-uncased': 'https://huggingface.co/bert-base-german-dbmdz-uncased/resolve/main/config.json',
    'cl-tohoku/bert-base-japanese': 'https://huggingface.co/cl-tohoku/bert-base-japanese/resolve/main/config.json',
    'cl-tohoku/bert-base-japanese-whole-word-masking': (
        'https://huggingface.co/cl-tohoku/bert-base-japanese-whole-word-masking/resolve/main/config.json'
    ),
    'cl-tohoku/bert-base-japanese-char': (
        'https://huggingface.co/cl-tohoku/bert-base-japanese-char/resolve/main/config.json'
    ),
    'cl-tohoku/bert-base-japanese-char-whole-word-masking': (
        'https://huggingface.co/cl-tohoku/bert-base-japanese-char-whole-word-masking/resolve/main/config.json'
    ),
    'TurkuNLP/bert-base-finnish-cased-v1': (
        'https://huggingface.co/TurkuNLP/bert-base-finnish-cased-v1/resolve/main/config.json'
    ),
    'TurkuNLP/bert-base-finnish-uncased-v1': (
        'https://huggingface.co/TurkuNLP/bert-base-finnish-uncased-v1/resolve/main/config.json'
    ),
    'wietsedv/bert-base-dutch-cased': 'https://huggingface.co/wietsedv/bert-base-dutch-cased/resolve/main/config.json',
    # See all BERT models at https://huggingface.co/models?filter=bert
}

class 			UpperCAmelCase__    (							A			):
    lowerCAmelCase_					     =		'bert'



    def __init__(						self   :							Dict,__A   :							str=3_0_5_2_2,__A   :							List[Any]=7_6_8,__A   :							Union[str, Any]=1_2,__A   :							Any=1_2,__A   :							str=3_0_7_2,__A   :							List[str]="gelu",__A   :							int=0.1,__A   :							Any=0.1,__A   :							int=5_1_2,__A   :							Union[str, Any]=2,__A   :							List[str]=0.02,__A   :							Tuple=1e-12,__A   :							Optional[Any]=0,__A   :							int="absolute",__A   :							str=True,__A   :							Any=None,**__A   :							str,):
          super().__init__(pad_token_id=__A,**__A  )

          _lowerCamelCase					: str		    = vocab_size
          _lowerCamelCase					: Optional[Any]		    = hidden_size
          _lowerCamelCase					: Optional[Any]		    = num_hidden_layers
          _lowerCamelCase					: List[str]		    = num_attention_heads
          _lowerCamelCase					: Any		    = hidden_act
          _lowerCamelCase					: Union[str, Any]		    = intermediate_size
          _lowerCamelCase					: int		    = hidden_dropout_prob
          _lowerCamelCase					: Optional[int]		    = attention_probs_dropout_prob
          _lowerCamelCase					: List[str]		    = max_position_embeddings
          _lowerCamelCase					: Optional[int]		    = type_vocab_size
          _lowerCamelCase					: Optional[Any]		    = initializer_range
          _lowerCamelCase					: int		    = layer_norm_eps
          _lowerCamelCase					: Tuple		    = position_embedding_type
          _lowerCamelCase					: List[Any]		    = use_cache
          _lowerCamelCase					: str		    = classifier_dropout


class 			UpperCAmelCase__    (							A			):



    @property
    def 	lowerCamelCase_	(						self   :							List[Any]  ):
          if self.task == "multiple-choice":
                _lowerCamelCase					: Dict		    = {0: "batch", 1: "choice", 2: "sequence"}
          else:
                _lowerCamelCase					: Optional[Any]		    = {0: "batch", 1: "sequence"}
          return OrderedDict(
              [
                  ("input_ids", dynamic_axis),
                  ("attention_mask", dynamic_axis),
                  ("token_type_ids", dynamic_axis),
              ]  )






from typing import List

from .keymap import KEYMAP, get_character
def      A__       (    SCREAMING_SNAKE_CASE_   :      str						)  ->  List[str]:






   """simple docstring"""







   def decorator(SCREAMING_SNAKE_CASE_   :      List[Any]						):
      _UpperCAmelCase           =   getattr(SCREAMING_SNAKE_CASE_				,	'''handle_key'''				,	[]						)
      handle += [key]
      setattr(SCREAMING_SNAKE_CASE_				,	'''handle_key'''				,	SCREAMING_SNAKE_CASE_						)
      return func

   return decorator
def      A__       (    *SCREAMING_SNAKE_CASE_   :      List[str]						)  ->  Dict:






   """simple docstring"""







   def decorator(SCREAMING_SNAKE_CASE_   :      Any						):
      _UpperCAmelCase           =   getattr(SCREAMING_SNAKE_CASE_				,	'''handle_key'''				,	[]						)
      handle += keys
      setattr(SCREAMING_SNAKE_CASE_				,	'''handle_key'''				,	SCREAMING_SNAKE_CASE_						)
      return func

   return decorator




class 			__UpperCamelCase    (							A__    ):





     def __new__(     cls				,							_UpperCamelCase				,							_UpperCamelCase				,							_UpperCamelCase					):
        _UpperCAmelCase           =   super().__new__(cls				,							_UpperCamelCase				,							_UpperCamelCase				,							_UpperCamelCase					)
        if not hasattr(_UpperCamelCase				,							'''key_handler'''					):
           setattr(_UpperCamelCase				,							'''key_handler'''				,							{}					)
        setattr(_UpperCamelCase				,							'''handle_input'''				,							KeyHandler.handle_input					)

        for value in attrs.values():
           _UpperCAmelCase           =   getattr(_UpperCamelCase				,							'''handle_key'''				,							[]					)
           for key in handled_keys:
              _UpperCAmelCase           =   value
        return new_cls





     @staticmethod
     def 		UpperCamelCase(     cls					):
        _UpperCAmelCase           =   get_character()
        if char != KEYMAP["undefined"]:
           _UpperCAmelCase           =   ord(_UpperCamelCase					)
        _UpperCAmelCase           =   cls.key_handler.get(_UpperCamelCase					)
        if handler:
           _UpperCAmelCase           =   char
           return handler(cls					)
        else:
           return None




def      A__       (    cls   :      Union[str, Any]						)  ->  Any:






   """simple docstring"""







   return KeyHandler(cls.__name__				,	cls.__bases__				,	cls.__dict__.copy()						)