
"""simple docstring"""


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""": 5_12,
}

lowerCAmelCase			=		{
    """microsoft/mpnet-base""": {"""do_lower_case""": True},
}

class 					A_			(  A__     ):



							"""simple docstring"""






							SCREAMING_SNAKE_CASE_			   =     VOCAB_FILES_NAMES
							SCREAMING_SNAKE_CASE_			   =     PRETRAINED_VOCAB_FILES_MAP
							SCREAMING_SNAKE_CASE_			   =     PRETRAINED_INIT_CONFIGURATION
							SCREAMING_SNAKE_CASE_			   =     PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
							SCREAMING_SNAKE_CASE_			   =     MPNetTokenizer
							SCREAMING_SNAKE_CASE_			   =     ["""input_ids""", """attention_mask"""]





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





										"""simple docstring"""

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

										lowerCamelCase__			:  List[str]  =json.loads(self.backend_tokenizer.normalizer.__getstate__() )
										if (
										    pre_tok_state.get('lowercase'  ,							lowerCamelCase_ ) != do_lower_case
										    or pre_tok_state.get('strip_accents'  ,							lowerCamelCase_ ) != strip_accents
										):
													lowerCamelCase__			:  str  =getattr(lowerCamelCase_  ,							pre_tok_state.pop('type' ) )
													lowerCamelCase__			:  Optional[Any]  =do_lower_case
													lowerCamelCase__			:  Dict  =strip_accents
													lowerCamelCase__			:  Any  =pre_tok_class(**lowerCamelCase_ )

										lowerCamelCase__			:  List[str]  =do_lower_case





							@property
							def    UpperCAmelCase__							(						self						:Dict ):





										"""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    UpperCAmelCase__							(						self						:Optional[Any]  ,							lowerCamelCase_						:Optional[Any] ):





										"""simple docstring"""

										lowerCamelCase__			:  List[Any]  =AddedToken(lowerCamelCase_  ,							lstrip=lowerCamelCase_  ,							rstrip=lowerCamelCase_ ) if isinstance(lowerCamelCase_  ,							lowerCamelCase_ ) else value
										lowerCamelCase__			:  Any  =value





							def    UpperCAmelCase__							(						self						:List[Any]  ,							lowerCamelCase_						:Dict  ,							lowerCamelCase_						:Dict=None ):





										"""simple docstring"""

										lowerCamelCase__			:  List[str]  =[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    UpperCAmelCase__							(						self						:List[str]  ,							lowerCamelCase_						:List[int]  ,							lowerCamelCase_						:Optional[List[int]] = None ):





										"""simple docstring"""

										lowerCamelCase__			:  int  =[self.sep_token_id]
										lowerCamelCase__			:  Any  =[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    UpperCAmelCase__							(						self						:Tuple  ,							lowerCamelCase_						:str  ,							lowerCamelCase_						:Optional[str] = None ):





										"""simple docstring"""

										lowerCamelCase__			:  Dict  =self._tokenizer.model.save(lowerCamelCase_  ,							name=lowerCamelCase_ )
										return tuple(lowerCamelCase_ )

"""simple docstring"""


from sklearn.neural_network import MLPClassifier

lowerCAmelCase			=		[[0.0, 0.0], [1.0, 1.0], [1.0, 0.0], [0.0, 1.0]]
lowerCAmelCase			=		[0, 1, 0, 0]


lowerCAmelCase			=		MLPClassifier(
    solver="""lbfgs""", alpha=1E-5, hidden_layer_sizes=(5, 2), random_state=1
)

clf.fit(X, y)


lowerCAmelCase			=		[[0.0, 0.0], [0.0, 1.0], [1.0, 1.0]]
lowerCAmelCase			=		clf.predict(test)






def      lowerCAmelCase_     (	snake_case_	:    Tuple    )     ->List[Any]:
			return list(snake_case_    )


if __name__ == "__main__":
							import doctest

							doctest.testmod()