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

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


lowerCAmelCase__     						=			logging.getLogger(__name__)
class     a_			(						_UpperCAmelCase						):






 '''simple docstring'''






 def __init__(      self :  Optional[int]      ,   lowercase__ :  Optional[int]=-1):







        '''simple docstring'''



        lowerCAmelCase__					     = label_idx




 def 		__snake_case						(      self :  Tuple      ,   lowercase__ :  Optional[int]      ,   lowercase__ :  Optional[Any]):







        '''simple docstring'''



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







        '''simple docstring'''



        lowerCAmelCase__					     = 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__					     = 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 :  List[str]      ,   lowercase__ :  List[str]):







        '''simple docstring'''



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






class     a_			(						_UpperCAmelCase						):






 '''simple docstring'''






 def __init__(      self :  Tuple):







        '''simple docstring'''



        super().__init__(label_idx=-2)




 def 		__snake_case						(      self :  Union[str, Any]      ,   lowercase__ :  List[str]):







        '''simple docstring'''



        if path:
               with open(_UpperCAmelCase      ,   'r') as f:
                      lowerCAmelCase__					     = f.read().splitlines()
               if "O" not in labels:
                      lowerCAmelCase__					     = ['''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     a_			(						_UpperCAmelCase						):






 '''simple docstring'''






 def 		__snake_case						(      self :  str      ,   lowercase__ :  Dict      ,   lowercase__ :  Union[str, Any]):







        '''simple docstring'''



        if isinstance(_UpperCAmelCase      ,   _UpperCAmelCase):
               lowerCAmelCase__					     = mode.value
        lowerCAmelCase__					     = os.path.join(_UpperCAmelCase      ,   F"""{mode}.txt""")
        lowerCAmelCase__					     = 1
        lowerCAmelCase__					     = []

        with open(_UpperCAmelCase      ,   encoding='utf-8') as f:
               for sentence in parse_incr(_UpperCAmelCase):
                      lowerCAmelCase__					     = []
                      lowerCAmelCase__					     = []
                      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 :  Optional[int]      ,   lowercase__ :  List[str]      ,   lowercase__ :  List[Any]      ,   lowercase__ :  Union[str, Any]):







        '''simple docstring'''



        lowerCAmelCase__					     = 0
        for sentence in parse_incr(_UpperCAmelCase):
               lowerCAmelCase__					     = preds_list[example_id]
               lowerCAmelCase__					     = ''''''
               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 :  int      ,   lowercase__ :  Union[str, Any]):







        '''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",
               ]

import numpy as np






def 				__lowerCamelCase		(						lowerCAmelCase__     ):
       return 1 / (1 + np.exp(-vector     ))






def 				__lowerCamelCase		(						lowerCAmelCase__     ):
       return vector * sigmoid(lowerCAmelCase__     )


if __name__ == "__main__":
    import doctest

    doctest.testmod()
