





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 							_lowerCAmelCase     (      UpperCAmelCase_				):


  '''simple docstring'''







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


    '''simple docstring'''





    _snake_case :					Optional[Any]								=						label_idx







  def UpperCamelCase_			(   self   :       Tuple   ,					UpperCamelCase   :       Dict   ,					UpperCamelCase   :       Union[Split, str]				):


    '''simple docstring'''





    if isinstance(UpperCamelCase   ,					UpperCamelCase				):
      _snake_case :					List[Any]								=						mode.value
    _snake_case :					int								=						os.path.join(UpperCamelCase   ,					f"""{mode}.txt"""				)
    _snake_case :					Tuple								=						1
    _snake_case :					Tuple								=						[]
    with open(UpperCamelCase   ,					encoding='utf-8'				) as f:
      _snake_case :					Union[str, Any]								=						[]
      _snake_case :					Optional[Any]								=						[]
      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
            _snake_case :					Optional[Any]								=						[]
            _snake_case :					str								=						[]
        else:
          _snake_case :					Optional[Any]								=						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   :       List[Any]   ,					UpperCamelCase   :       TextIO   ,					UpperCamelCase   :       TextIO   ,					UpperCamelCase   :       List				):


    '''simple docstring'''





    _snake_case :					str								=						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]:
        _snake_case :					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 UpperCamelCase_			(   self   :       Optional[Any]   ,					UpperCamelCase   :       str				):


    '''simple docstring'''





    if path:
      with open(UpperCamelCase   ,					'r'				) as f:
        _snake_case :					Dict								=						f.read().splitlines()
      if "O" not in labels:
        _snake_case :					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     (      UpperCAmelCase_				):


  '''simple docstring'''







  def __init__(   self   :       List[Any]				):


    '''simple docstring'''





    super().__init__(label_idx=-2				)







  def UpperCamelCase_			(   self   :       str   ,					UpperCamelCase   :       str				):


    '''simple docstring'''





    if path:
      with open(UpperCamelCase   ,					'r'				) as f:
        _snake_case :					List[Any]								=						f.read().splitlines()
      if "O" not in labels:
        _snake_case :					Tuple								=						['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     (      UpperCAmelCase_				):


  '''simple docstring'''







  def UpperCamelCase_			(   self   :       Any   ,					UpperCamelCase   :       Tuple   ,					UpperCamelCase   :       Union[Split, str]				):


    '''simple docstring'''





    if isinstance(UpperCamelCase   ,					UpperCamelCase				):
      _snake_case :					Optional[int]								=						mode.value
    _snake_case :					Union[str, Any]								=						os.path.join(UpperCamelCase   ,					f"""{mode}.txt"""				)
    _snake_case :					Union[str, Any]								=						1
    _snake_case :					Dict								=						[]

    with open(UpperCamelCase   ,					encoding='utf-8'				) as f:
      for sentence in parse_incr(UpperCamelCase				):
        _snake_case :					List[str]								=						[]
        _snake_case :					List[str]								=						[]
        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   :       Union[str, Any]   ,					UpperCamelCase   :       TextIO   ,					UpperCamelCase   :       TextIO   ,					UpperCamelCase   :       List				):


    '''simple docstring'''





    _snake_case :					Tuple								=						0
    for sentence in parse_incr(UpperCamelCase				):
      _snake_case :					Dict								=						preds_list[example_id]
      _snake_case :					str								=						''
      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   :       List[str]   ,					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",
      ]









a__   :					Tuple 						=      "Tobias Carryer"

from time import time



class    UpperCAmelCase__:

   '''simple docstring'''




   def __init__(    self	:      str      ,					lowerCAmelCase	:      List[str]      ,					lowerCAmelCase	:      Any      ,					lowerCAmelCase	:      str      ,					lowerCAmelCase	:      str=int(time()))						->					List[Any]:  # noqa: B008




         """simple docstring"""

         lowercase__  =	multiplier
         lowercase__  =	increment
         lowercase__  =	modulo
         lowercase__  =	seed



   def       UpperCAmelCase		(    self	:      int)						->					Tuple:




         """simple docstring"""

         lowercase__  =	(self.multiplier * self.seed + self.increment) % self.modulo
         return self.seed


if __name__ == "__main__":
       # Show the LCG in action.
       a__   :					str 						=      LinearCongruentialGenerator(1_66_45_25, 10_13_90_42_23, 2 << 31)
       while True:
              print(lcg.next_number())
