





"""simple docstring"""





import os
from shutil import copyfile
from typing import List, Optional, Tuple

from ...tokenization_utils import AddedToken
from ...tokenization_utils_fast import PreTrainedTokenizerFast
from ...utils import is_sentencepiece_available, logging


if is_sentencepiece_available():
  from .tokenization_camembert import CamembertTokenizer
else:
  __A											=		None


__A											=		logging.get_logger(__name__)

__A											=		{"""vocab_file""": """sentencepiece.bpe.model""", """tokenizer_file""": """tokenizer.json"""}

__A											=		{
    """vocab_file""": {
        """camembert-base""": """https://huggingface.co/camembert-base/resolve/main/sentencepiece.bpe.model""",
    },
    """tokenizer_file""": {
        """camembert-base""": """https://huggingface.co/camembert-base/resolve/main/tokenizer.json""",
    },
}

__A											=		{
    """camembert-base""": 512,
}

__A											=		"""▁"""






class 					_lowerCAmelCase   (     a       ):
       """simple docstring"""




       __magic_name__     :Optional[Any]		  =					VOCAB_FILES_NAMES
       __magic_name__     :Optional[int]		  =					PRETRAINED_VOCAB_FILES_MAP
       __magic_name__     :Any		  =					PRETRAINED_POSITIONAL_EMBEDDINGS_SIZES
       __magic_name__     :Tuple		  =					["""input_ids""", """attention_mask"""]
       __magic_name__     :int		  =					CamembertTokenizer






       def __init__(    self    , __UpperCAmelCase=None    , __UpperCAmelCase=None    , __UpperCAmelCase="<s>"    , __UpperCAmelCase="</s>"    , __UpperCAmelCase="</s>"    , __UpperCAmelCase="<s>"    , __UpperCAmelCase="<unk>"    , __UpperCAmelCase="<pad>"    , __UpperCAmelCase="<mask>"    , __UpperCAmelCase=["<s>NOTUSED", "</s>NOTUSED"]    , **__UpperCAmelCase    , ):



         '''simple docstring'''

         lowerCAmelCase__			:Any											=							AddedToken(__UpperCAmelCase    , lstrip=__UpperCAmelCase    , rstrip=__UpperCAmelCase      ) if isinstance(__UpperCAmelCase    , __UpperCAmelCase      ) else mask_token

         super().__init__(
             __UpperCAmelCase    , tokenizer_file=__UpperCAmelCase    , bos_token=__UpperCAmelCase    , eos_token=__UpperCAmelCase    , sep_token=__UpperCAmelCase    , cls_token=__UpperCAmelCase    , unk_token=__UpperCAmelCase    , pad_token=__UpperCAmelCase    , mask_token=__UpperCAmelCase    , additional_special_tokens=__UpperCAmelCase    , **__UpperCAmelCase    , )

         lowerCAmelCase__			:Optional[int]											=							vocab_file
         lowerCAmelCase__			:List[Any]											=							False if not self.vocab_file else True






       def      snake_case						(    self    , __UpperCAmelCase    , __UpperCAmelCase = None      ):



         '''simple docstring'''

         if token_ids_a is None:
           return [self.cls_token_id] + token_ids_a + [self.sep_token_id]
         lowerCAmelCase__			:Optional[Any]											=							[self.cls_token_id]
         lowerCAmelCase__			:Optional[Any]											=							[self.sep_token_id]
         return cls + token_ids_a + sep + sep + token_ids_a + sep






       def      snake_case						(    self    , __UpperCAmelCase    , __UpperCAmelCase = None      ):



         '''simple docstring'''

         lowerCAmelCase__			:List[Any]											=							[self.sep_token_id]
         lowerCAmelCase__			:Union[str, 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      snake_case						(    self    , __UpperCAmelCase    , __UpperCAmelCase = None      ):



         '''simple docstring'''

         if not self.can_save_slow_tokenizer:
           raise ValueError(
               'Your fast tokenizer does not have the necessary information to save the vocabulary for a slow '
               'tokenizer.'      )

         if not os.path.isdir(__UpperCAmelCase      ):
           logger.error(F"Vocabulary path ({save_directory}) should be a directory"      )
           return
         lowerCAmelCase__			:Dict											=							os.path.join(
             __UpperCAmelCase    , (filename_prefix + '-' if filename_prefix else '') + VOCAB_FILES_NAMES['vocab_file']      )

         if os.path.abspath(self.vocab_file      ) != os.path.abspath(__UpperCAmelCase      ):
           copyfile(self.vocab_file    , __UpperCAmelCase      )

         return (out_vocab_file,)







"""simple docstring"""





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

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


__A											=		logging.getLogger(__name__)






class 					_lowerCAmelCase   (     a       ):
       """simple docstring"""




       def __init__(    self    , __UpperCAmelCase=-1      ):



         '''simple docstring'''

         lowerCAmelCase__			:Dict											=							label_idx






       def      snake_case						(    self    , __UpperCAmelCase    , __UpperCAmelCase      ):



         '''simple docstring'''

         if isinstance(__UpperCAmelCase    , __UpperCAmelCase      ):
           lowerCAmelCase__			:Optional[Any]											=							mode.value
         lowerCAmelCase__			:List[str]											=							os.path.join(__UpperCAmelCase    , F"{mode}.txt"      )
         lowerCAmelCase__			:List[str]											=							1
         lowerCAmelCase__			:Union[str, Any]											=							[]
         with open(__UpperCAmelCase    , encoding='utf-8'      ) as f:
           lowerCAmelCase__			:str											=							[]
           lowerCAmelCase__			:Dict											=							[]
           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
                 lowerCAmelCase__			:Tuple											=							[]
                 lowerCAmelCase__			:List[str]											=							[]
             else:
               lowerCAmelCase__			:List[str]											=							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      snake_case						(    self    , __UpperCAmelCase    , __UpperCAmelCase    , __UpperCAmelCase      ):



         '''simple docstring'''

         lowerCAmelCase__			:Optional[int]											=							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]:
             lowerCAmelCase__			:Optional[Any]											=							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      snake_case						(    self    , __UpperCAmelCase      ):



         '''simple docstring'''

         if path:
           with open(__UpperCAmelCase    , 'r'      ) as f:
             lowerCAmelCase__			:Any											=							f.read().splitlines()
           if "O" not in labels:
             lowerCAmelCase__			:Union[str, Any]											=							['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   (     a       ):
       """simple docstring"""




       def __init__(    self      ):



         '''simple docstring'''

         super().__init__(label_idx=-2      )






       def      snake_case						(    self    , __UpperCAmelCase      ):



         '''simple docstring'''

         if path:
           with open(__UpperCAmelCase    , 'r'      ) as f:
             lowerCAmelCase__			:str											=							f.read().splitlines()
           if "O" not in labels:
             lowerCAmelCase__			:Optional[Any]											=							['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   (     a       ):
       """simple docstring"""




       def      snake_case						(    self    , __UpperCAmelCase    , __UpperCAmelCase      ):



         '''simple docstring'''

         if isinstance(__UpperCAmelCase    , __UpperCAmelCase      ):
           lowerCAmelCase__			:Union[str, Any]											=							mode.value
         lowerCAmelCase__			:Union[str, Any]											=							os.path.join(__UpperCAmelCase    , F"{mode}.txt"      )
         lowerCAmelCase__			:Any											=							1
         lowerCAmelCase__			:Optional[Any]											=							[]

         with open(__UpperCAmelCase    , encoding='utf-8'      ) as f:
           for sentence in parse_incr(__UpperCAmelCase      ):
             lowerCAmelCase__			:Dict											=							[]
             lowerCAmelCase__			:Dict											=							[]
             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      snake_case						(    self    , __UpperCAmelCase    , __UpperCAmelCase    , __UpperCAmelCase      ):



         '''simple docstring'''

         lowerCAmelCase__			:Any											=							0
         for sentence in parse_incr(__UpperCAmelCase      ):
           lowerCAmelCase__			:Optional[int]											=							preds_list[example_id]
           lowerCAmelCase__			:Tuple											=							''
           for token in sentence:
             out += F"{token['form']} ({token['upos']}|{s_p.pop(0      )}) "
           out += "\n"
           writer.write(__UpperCAmelCase      )
           example_id += 1






       def      snake_case						(    self    , __UpperCAmelCase      ):



         '''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",
           ]
