


'''simple docstring'''

import json
from typing import List, Optional, Tuple

from tokenizers import normalizers
from tokenizers.pre_tokenizers import BertPreTokenizer, PreTokenizer

from ...tokenization_utils_fast import PreTrainedTokenizerFast
from ...utils import logging
from .tokenization_roformer import RoFormerTokenizer
from .tokenization_utils import JiebaPreTokenizer


lowerCamelCase							:   Optional[int]  						=	logging.get_logger(__name__)

lowerCamelCase							:   List[str]  						=	{'vocab_file': 'vocab.txt', 'tokenizer_file': 'tokenizer.json'}

lowerCamelCase							:   Tuple  						=	{
    'vocab_file': {
        'junnyu/roformer_chinese_small': 'https://huggingface.co/junnyu/roformer_chinese_small/resolve/main/vocab.txt',
        'junnyu/roformer_chinese_base': 'https://huggingface.co/junnyu/roformer_chinese_base/resolve/main/vocab.txt',
        'junnyu/roformer_chinese_char_small': (
            'https://huggingface.co/junnyu/roformer_chinese_char_small/resolve/main/vocab.txt'
        ),
        'junnyu/roformer_chinese_char_base': (
            'https://huggingface.co/junnyu/roformer_chinese_char_base/resolve/main/vocab.txt'
        ),
        'junnyu/roformer_small_discriminator': (
            'https://huggingface.co/junnyu/roformer_small_discriminator/resolve/main/vocab.txt'
        ),
        'junnyu/roformer_small_generator': (
            'https://huggingface.co/junnyu/roformer_small_generator/resolve/main/vocab.txt'
        ),
    }
}

lowerCamelCase							:   int  						=	{
    'junnyu/roformer_chinese_small': 1_536,
    'junnyu/roformer_chinese_base': 1_536,
    'junnyu/roformer_chinese_char_small': 512,
    'junnyu/roformer_chinese_char_base': 512,
    'junnyu/roformer_small_discriminator': 128,
    'junnyu/roformer_small_generator': 128,
}


lowerCamelCase							:   Union[str, Any]  						=	{
    'junnyu/roformer_chinese_small': {'do_lower_case': True},
    'junnyu/roformer_chinese_base': {'do_lower_case': True},
    'junnyu/roformer_chinese_char_small': {'do_lower_case': True},
    'junnyu/roformer_chinese_char_base': {'do_lower_case': True},
    'junnyu/roformer_small_discriminator': {'do_lower_case': True},
    'junnyu/roformer_small_generator': {'do_lower_case': True},
}
class   __lowerCAmelCase						(lowercase_     ):





      '''simple docstring'''






      lowerCAmelCase__					:     Optional[Any]  					=							VOCAB_FILES_NAMES
      lowerCAmelCase__					:     List[str]  					=							PRETRAINED_VOCAB_FILES_MAP
      lowerCAmelCase__					:     Optional[Any]  					=							PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
      lowerCAmelCase__					:     Tuple  					=							PRETRAINED_INIT_CONFIGURATION
      lowerCAmelCase__					:     List[str]  					=							RoFormerTokenizer



      def __init__(self    :    int   ,						UpperCamelCase    :    Dict=None   ,						UpperCamelCase    :    List[Any]=None   ,						UpperCamelCase    :    Union[str, Any]=True   ,						UpperCamelCase    :    Tuple="[UNK]"   ,						UpperCamelCase    :    Union[str, Any]="[SEP]"   ,						UpperCamelCase    :    int="[PAD]"   ,						UpperCamelCase    :    List[Any]="[CLS]"   ,						UpperCamelCase    :    Optional[int]="[MASK]"   ,						UpperCamelCase    :    List[Any]=True   ,						UpperCamelCase    :    Dict=None   ,						**UpperCamelCase    :    List[Any]   ,						):

             '''simple docstring'''







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

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

             lowercase__      			= do_lower_case



      def __getstate__(self    :    Optional[int] ):

             '''simple docstring'''







             lowercase__      			= self.__dict__.copy()
             lowercase__      			= BertPreTokenizer()
             return state



      def __setstate__(self    :    int   ,						UpperCamelCase    :    Tuple ):

             '''simple docstring'''







             lowercase__      			= d
             lowercase__      			= self.__dict__['''_tokenizer'''].get_vocab()
             lowercase__      			= PreTokenizer.custom(JiebaPreTokenizer(UpperCamelCase ) )



      def       UpperCamelCase__		(self    :    Optional[int]   ,						UpperCamelCase    :    Optional[Any]   ,						UpperCamelCase    :    List[str]=None ):

             '''simple docstring'''







             lowercase__      			= [self.cls_token_id] + token_ids_a + [self.sep_token_id]

             if token_ids_a:
                    output += token_ids_a + [self.sep_token_id]

             return output



      def       UpperCamelCase__		(self    :    Dict   ,						UpperCamelCase    :    List[int]   ,						UpperCamelCase    :    Optional[List[int]] = None ):

             '''simple docstring'''







             lowercase__      			= [self.sep_token_id]
             lowercase__      			= [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 ) * [0] + len(token_ids_a + sep ) * [1]



      def       UpperCamelCase__		(self    :    Dict   ,						UpperCamelCase    :    str   ,						UpperCamelCase    :    Optional[str] = None ):

             '''simple docstring'''







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






      def       UpperCamelCase__		(self    :    Any   ,						UpperCamelCase    :    Optional[int]   ,						UpperCamelCase    :    Union[str, Any]=None   ,						UpperCamelCase    :    Optional[Any]=None   ,						UpperCamelCase    :    Union[str, Any]=False   ,						**UpperCamelCase    :    Any   ,						):

             '''simple docstring'''







             lowercase__      			= BertPreTokenizer()
             return super().save_pretrained(UpperCamelCase   ,						UpperCamelCase   ,						UpperCamelCase   ,						UpperCamelCase   ,						**UpperCamelCase )








'''simple docstring'''

import logging
import os
from typing import List, TextIO, Union

from conllu import parse_incr
from utils_ner import InputExample, Split, TokenClassificationTask


lowerCamelCase							:   List[Any]  						=	logging.getLogger(__name__)
class   __lowerCAmelCase						(lowercase_     ):





      '''simple docstring'''






      def __init__(self    :    Optional[Any]   ,						UpperCamelCase    :    Any=-1 ):

             '''simple docstring'''







             lowercase__      			= label_idx



      def       UpperCamelCase__		(self    :    Union[str, Any]   ,						UpperCamelCase    :    Optional[Any]   ,						UpperCamelCase    :    Union[Split, str] ):

             '''simple docstring'''







             if isinstance(UpperCamelCase   ,						UpperCamelCase ):
                    lowercase__      			= mode.value
             lowercase__      			= os.path.join(UpperCamelCase   ,						f"{mode}.txt" )
             lowercase__      			= 1
             lowercase__      			= []
             with open(UpperCamelCase   ,						encoding='''utf-8''' ) as f:
                    lowercase__      			= []
                    lowercase__      			= []
                    for line in f:
                           if line.startswith('''-DOCSTART-''' ) or line == "" or line == "\n":
                                  if words:
                                         examples.append(InputExample(guid=f"{mode}-{guid_index}"   ,						words=UpperCamelCase   ,						labels=UpperCamelCase ) )
                                         guid_index += 1
                                         lowercase__      			= []
                                         lowercase__      			= []
                           else:
                                  lowercase__      			= line.split(''' ''' )
                                  words.append(splits[0] )
                                  if len(UpperCamelCase ) > 1:
                                         labels.append(splits[self.label_idx].replace('''\n'''   ,						'''''' ) )
                                  else:
                                         # Examples could have no label for mode = "test"
                                         labels.append('''O''' )
                    if words:
                           examples.append(InputExample(guid=f"{mode}-{guid_index}"   ,						words=UpperCamelCase   ,						labels=UpperCamelCase ) )
             return examples



      def       UpperCamelCase__		(self    :    Optional[int]   ,						UpperCamelCase    :    TextIO   ,						UpperCamelCase    :    TextIO   ,						UpperCamelCase    :    List ):

             '''simple docstring'''







             lowercase__      			= 0
             for line in test_input_reader:
                    if line.startswith('''-DOCSTART-''' ) or line == "" or line == "\n":
                           writer.write(UpperCamelCase )
                           if not preds_list[example_id]:
                                  example_id += 1
                    elif preds_list[example_id]:
                           lowercase__      			= line.split()[0] + ''' ''' + preds_list[example_id].pop(0 ) + '''\n'''
                           writer.write(UpperCamelCase )
                    else:
                           logger.warning('''Maximum sequence length exceeded: No prediction for \'%s\'.'''   ,						line.split()[0] )






      def       UpperCamelCase__		(self    :    Union[str, Any]   ,						UpperCamelCase    :    str ):

             '''simple docstring'''







             if path:
                    with open(UpperCamelCase   ,						'''r''' ) as f:
                           lowercase__      			= f.read().splitlines()
                    if "O" not in labels:
                           lowercase__      			= ['''O'''] + labels
                    return labels
             else:
                    return ["O", "B-MISC", "I-MISC", "B-PER", "I-PER", "B-ORG", "I-ORG", "B-LOC", "I-LOC"]






class   __lowerCAmelCase						(lowercase_     ):





      '''simple docstring'''






      def __init__(self    :    List[Any] ):

             '''simple docstring'''







             super().__init__(label_idx=-2 )






      def       UpperCamelCase__		(self    :    List[Any]   ,						UpperCamelCase    :    str ):

             '''simple docstring'''







             if path:
                    with open(UpperCamelCase   ,						'''r''' ) as f:
                           lowercase__      			= f.read().splitlines()
                    if "O" not in labels:
                           lowercase__      			= ['''O'''] + labels
                    return labels
             else:
                    return [
                        "O",
                        "B-ADVP",
                        "B-INTJ",
                        "B-LST",
                        "B-PRT",
                        "B-NP",
                        "B-SBAR",
                        "B-VP",
                        "B-ADJP",
                        "B-CONJP",
                        "B-PP",
                        "I-ADVP",
                        "I-INTJ",
                        "I-LST",
                        "I-PRT",
                        "I-NP",
                        "I-SBAR",
                        "I-VP",
                        "I-ADJP",
                        "I-CONJP",
                        "I-PP",
                    ]






class   __lowerCAmelCase						(lowercase_     ):





      '''simple docstring'''






      def       UpperCamelCase__		(self    :    Tuple   ,						UpperCamelCase    :    int   ,						UpperCamelCase    :    Union[Split, str] ):

             '''simple docstring'''







             if isinstance(UpperCamelCase   ,						UpperCamelCase ):
                    lowercase__      			= mode.value
             lowercase__      			= os.path.join(UpperCamelCase   ,						f"{mode}.txt" )
             lowercase__      			= 1
             lowercase__      			= []

             with open(UpperCamelCase   ,						encoding='''utf-8''' ) as f:
                    for sentence in parse_incr(UpperCamelCase ):
                           lowercase__      			= []
                           lowercase__      			= []
                           for token in sentence:
                                  words.append(token['''form'''] )
                                  labels.append(token['''upos'''] )
                           assert len(UpperCamelCase ) == len(UpperCamelCase )
                           if words:
                                  examples.append(InputExample(guid=f"{mode}-{guid_index}"   ,						words=UpperCamelCase   ,						labels=UpperCamelCase ) )
                                  guid_index += 1
             return examples



      def       UpperCamelCase__		(self    :    Tuple   ,						UpperCamelCase    :    TextIO   ,						UpperCamelCase    :    TextIO   ,						UpperCamelCase    :    List ):

             '''simple docstring'''







             lowercase__      			= 0
             for sentence in parse_incr(UpperCamelCase ):
                    lowercase__      			= preds_list[example_id]
                    lowercase__      			= ''''''
                    for token in sentence:
                           out += f"{token['form']} ({token['upos']}|{s_p.pop(0 )}) "
                    out += "\n"
                    writer.write(UpperCamelCase )
                    example_id += 1






      def       UpperCamelCase__		(self    :    Union[str, Any]   ,						UpperCamelCase    :    str ):

             '''simple docstring'''







             if path:
                    with open(UpperCamelCase   ,						'''r''' ) as f:
                           return f.read().splitlines()
             else:
                    return [
                        "ADJ",
                        "ADP",
                        "ADV",
                        "AUX",
                        "CCONJ",
                        "DET",
                        "INTJ",
                        "NOUN",
                        "NUM",
                        "PART",
                        "PRON",
                        "PROPN",
                        "PUNCT",
                        "SCONJ",
                        "SYM",
                        "VERB",
                        "X",
                    ]




