





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				= {
    """google/rembert""": """https://huggingface.co/google/rembert/resolve/main/config.json""",
    # See all RemBERT models at https://huggingface.co/models?filter=rembert
}





class 					lowerCAmelCase							(   lowercase_					):
  __lowerCamelCase		=			'rembert'







  def __init__(			self  :List[Any]    ,							_lowercase  :int=25_03_00    ,							_lowercase  :List[str]=11_52    ,							_lowercase  :List[str]=32    ,							_lowercase  :Tuple=18    ,							_lowercase  :Tuple=2_56    ,							_lowercase  :List[Any]=16_64    ,							_lowercase  :List[str]=46_08    ,							_lowercase  :Optional[Any]="gelu"    ,							_lowercase  :str=0.0    ,							_lowercase  :Any=0.0    ,							_lowercase  :Dict=0.1    ,							_lowercase  :List[str]=5_12    ,							_lowercase  :Optional[int]=2    ,							_lowercase  :List[Any]=0.02    ,							_lowercase  :Union[str, Any]=1e-12    ,							_lowercase  :str=True    ,							_lowercase  :int=0    ,							_lowercase  :List[Any]=3_12    ,							_lowercase  :int=3_13    ,							**_lowercase  :Dict    ,							):






     '''simple docstring'''





     super().__init__(pad_token_id=lowercase__    ,							bos_token_id=lowercase__    ,							eos_token_id=lowercase__    ,							**lowercase__					)

     lowercase__    =  vocab_size
     lowercase__    =  input_embedding_size
     lowercase__    =  output_embedding_size
     lowercase__    =  max_position_embeddings
     lowercase__    =  hidden_size
     lowercase__    =  num_hidden_layers
     lowercase__    =  num_attention_heads
     lowercase__    =  intermediate_size
     lowercase__    =  hidden_act
     lowercase__    =  hidden_dropout_prob
     lowercase__    =  attention_probs_dropout_prob
     lowercase__    =  classifier_dropout_prob
     lowercase__    =  initializer_range
     lowercase__    =  type_vocab_size
     lowercase__    =  layer_norm_eps
     lowercase__    =  use_cache
     lowercase__    =  False





class 					lowerCAmelCase							(   lowercase_					):







  @property
  def   UpperCAmelCase     (			self  :Optional[Any]					):






     '''simple docstring'''





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







  @property
  def   UpperCAmelCase     (			self  :str					):






     '''simple docstring'''





     return 1e-4







import json
from typing import List, Optional, Tuple

from tokenizers import normalizers

from ...tokenization_utils import AddedToken
from ...tokenization_utils_fast import PreTrainedTokenizerFast
from ...utils import logging
from .tokenization_mpnet import MPNetTokenizer


lowerCAmelCase__							= logging.get_logger(__name__)

lowerCAmelCase__							= {'vocab_file': 'vocab.txt', 'tokenizer_file': 'tokenizer.json'}

lowerCAmelCase__							= {
    'vocab_file': {
        'microsoft/mpnet-base': 'https://huggingface.co/microsoft/mpnet-base/resolve/main/vocab.txt',
    },
    'tokenizer_file': {
        'microsoft/mpnet-base': 'https://huggingface.co/microsoft/mpnet-base/resolve/main/tokenizer.json',
    },
}

lowerCAmelCase__							= {
    'microsoft/mpnet-base': 512,
}

lowerCAmelCase__							= {
    'microsoft/mpnet-base': {'do_lower_case': True},
}
class 				a_ (						SCREAMING_SNAKE_CASE						):






 '''simple docstring'''






 UpperCAmelCase_	 =					VOCAB_FILES_NAMES
 UpperCAmelCase_	 =					PRETRAINED_VOCAB_FILES_MAP
 UpperCAmelCase_	 =					PRETRAINED_INIT_CONFIGURATION
 UpperCAmelCase_	 =					PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
 UpperCAmelCase_	 =					MPNetTokenizer
 UpperCAmelCase_	 =					['input_ids', 'attention_mask']




 def __init__(			self					:  Dict			,    lowercase__					:  Optional[int]=None			,    lowercase__					:  Tuple=None			,    lowercase__					:  str=True			,    lowercase__					:  int="<s>"			,    lowercase__					:  List[str]="</s>"			,    lowercase__					:  Tuple="</s>"			,    lowercase__					:  Tuple="<s>"			,    lowercase__					:  Dict="[UNK]"			,    lowercase__					:  int="<pad>"			,    lowercase__					:  Union[str, Any]="<mask>"			,    lowercase__					:  Tuple=True			,    lowercase__					:  int=None			,    **lowercase__					:  Union[str, Any]			,    ):







        '''simple docstring'''



        super().__init__(
            lowercase__			,    tokenizer_file=lowercase__			,    do_lower_case=lowercase__			,    bos_token=lowercase__			,    eos_token=lowercase__			,    sep_token=lowercase__			,    cls_token=lowercase__			,    unk_token=lowercase__			,    pad_token=lowercase__			,    mask_token=lowercase__			,    tokenize_chinese_chars=lowercase__			,    strip_accents=lowercase__			,    **lowercase__			,    )

        lowerCAmelCase__     	=					json.loads(self.backend_tokenizer.normalizer.__getstate__())
        if (
            pre_tok_state.get('lowercase'			,    lowercase__) != do_lower_case
            or pre_tok_state.get('strip_accents'			,    lowercase__) != strip_accents
        ):
               lowerCAmelCase__     	=					getattr(lowercase__			,    pre_tok_state.pop('type'))
               lowerCAmelCase__     	=					do_lower_case
               lowerCAmelCase__     	=					strip_accents
               lowerCAmelCase__     	=					pre_tok_class(**lowercase__)

        lowerCAmelCase__     	=					do_lower_case




 @property
 def 		__snake_case						(			self					:  Tuple):







        '''simple docstring'''



        if self._mask_token is None:
               if self.verbose:
                      logger.error('Using mask_token, but it is not set yet.')
               return None
        return str(self._mask_token)




 @mask_token.setter
 def 		__snake_case						(			self					:  Optional[int]			,    lowercase__					:  str):







        '''simple docstring'''



        lowerCAmelCase__     	=					AddedToken(lowercase__			,    lstrip=lowercase__			,    rstrip=lowercase__) if isinstance(lowercase__			,    lowercase__) else value
        lowerCAmelCase__     	=					value




 def 		__snake_case						(			self					:  Tuple			,    lowercase__					:  Union[str, Any]			,    lowercase__					:  Any=None):







        '''simple docstring'''



        lowerCAmelCase__     	=					[self.bos_token_id] + token_ids_a + [self.eos_token_id]
        if token_ids_a is None:
               return output

        return output + [self.eos_token_id] + token_ids_a + [self.eos_token_id]




 def 		__snake_case						(			self					:  Optional[int]			,    lowercase__					:  List[int]			,    lowercase__					:  Optional[List[int]] = None):







        '''simple docstring'''



        lowerCAmelCase__     	=					[self.sep_token_id]
        lowerCAmelCase__     	=					[self.cls_token_id]

        if token_ids_a is None:
               return len(cls + token_ids_a + sep) * [0]
        return len(cls + token_ids_a + sep + sep + token_ids_a + sep) * [0]




 def 		__snake_case						(			self					:  Tuple			,    lowercase__					:  str			,    lowercase__					:  Optional[str] = None):







        '''simple docstring'''



        lowerCAmelCase__     	=					self._tokenizer.model.save(lowercase__			,    name=lowercase__)
        return tuple(lowercase__)
