

"""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						=		logging.getLogger(__name__)







class 	__UpperCamelCase    (    a__						):

  def __init__(		self    ,_A=-1      ):
      '''simple docstring'''

      _lowerCAmelCase       :   Optional[Any]  =    label_idx

  def __lowerCamelCase		(		self    ,_A    ,_A      ):
      '''simple docstring'''

      if isinstance(_A    ,_A      ):
          _lowerCAmelCase       :   Any  =    mode.value
      _lowerCAmelCase       :   Optional[Any]  =    os.path.join(_A    ,F"""{mode}.txt"""      )
      _lowerCAmelCase       :   Optional[Any]  =    1
      _lowerCAmelCase       :   Tuple  =    []
      with open(_A    ,encoding='utf-8'      ) as f:
          _lowerCAmelCase       :   Any  =    []
          _lowerCAmelCase       :   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=_A    ,labels=_A      )      )
                      guid_index += 1
                      _lowerCAmelCase       :   str  =    []
                      _lowerCAmelCase       :   int  =    []
              else:
                  _lowerCAmelCase       :   int  =    line.split(' '      )
                  words.append(splits[0]      )
                  if len(_A      ) > 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=_A    ,labels=_A      )      )
      return examples

  def __lowerCamelCase		(		self    ,_A    ,_A    ,_A      ):
      '''simple docstring'''

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







  def __lowerCamelCase		(		self    ,_A      ):
      '''simple docstring'''

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







class 	__UpperCamelCase    (    a__						):

  def __init__(		self      ):
      '''simple docstring'''

      super().__init__(label_idx=-2      )







  def __lowerCamelCase		(		self    ,_A      ):
      '''simple docstring'''

      if path:
          with open(_A    ,'r'      ) as f:
              _lowerCAmelCase       :   Union[str, Any]  =    f.read().splitlines()
          if "O" not in labels:
              _lowerCAmelCase       :   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 	__UpperCamelCase    (    a__						):

  def __lowerCamelCase		(		self    ,_A    ,_A      ):
      '''simple docstring'''

      if isinstance(_A    ,_A      ):
          _lowerCAmelCase       :   Dict  =    mode.value
      _lowerCAmelCase       :   Dict  =    os.path.join(_A    ,F"""{mode}.txt"""      )
      _lowerCAmelCase       :   List[str]  =    1
      _lowerCAmelCase       :   str  =    []

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

  def __lowerCamelCase		(		self    ,_A    ,_A    ,_A      ):
      '''simple docstring'''

      _lowerCAmelCase       :   Union[str, Any]  =    0
      for sentence in parse_incr(_A      ):
          _lowerCAmelCase       :   str  =    preds_list[example_id]
          _lowerCAmelCase       :   Tuple  =    ''
          for token in sentence:
              out += F"""{token['form']} ({token['upos']}|{s_p.pop(0      )}) """
          out += "\n"
          writer.write(_A      )
          example_id += 1







  def __lowerCamelCase		(		self    ,_A      ):
      '''simple docstring'''

      if path:
          with open(_A    ,'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",
          ]








"""simple docstring"""






from collections.abc import Callable







class 	__UpperCamelCase    :

  def __init__(		self    ,_A = None      ):
      '''simple docstring'''

      _lowerCAmelCase       :   list  =    []
      # Stores indexes of each item for supporting updates and deletion.
      _lowerCAmelCase       :   dict  =    {}
      # Stores current size of heap.
      _lowerCAmelCase       :   Union[str, Any]  =    0
      # Stores function used to evaluate the score of an item on which basis ordering
      # will be done.
      _lowerCAmelCase       :   Union[str, Any]  =    key or (lambda _A      : x)

  def __lowerCamelCase		(		self    ,_A      ):
      '''simple docstring'''

      return int((i - 1) / 2      ) if i > 0 else None

  def __lowerCamelCase		(		self    ,_A      ):
      '''simple docstring'''

      _lowerCAmelCase       :   Union[str, Any]  =    int(2 * i + 1      )
      return left if 0 < left < self.size else None

  def __lowerCamelCase		(		self    ,_A      ):
      '''simple docstring'''

      _lowerCAmelCase       :   str  =    int(2 * i + 2      )
      return right if 0 < right < self.size else None

  def __lowerCamelCase		(		self    ,_A    ,_A      ):
      '''simple docstring'''

      _lowerCAmelCase,					_lowerCAmelCase       :   Tuple  =    (
          self.pos_map[self.arr[j][0]],
          self.pos_map[self.arr[i][0]],
      )
      # Then swap the items in the list.
      _lowerCAmelCase,					_lowerCAmelCase       :   Tuple  =    self.arr[j], self.arr[i]

  def __lowerCamelCase		(		self    ,_A    ,_A      ):
      '''simple docstring'''

      return self.arr[i][1] < self.arr[j][1]

  def __lowerCamelCase		(		self    ,_A      ):
      '''simple docstring'''

      _lowerCAmelCase       :   Tuple  =    self._left(_A      )
      _lowerCAmelCase       :   str  =    self._right(_A      )
      _lowerCAmelCase       :   Tuple  =    i

      if left is not None and not self._cmp(_A    ,_A      ):
          _lowerCAmelCase       :   int  =    left
      if right is not None and not self._cmp(_A    ,_A      ):
          _lowerCAmelCase       :   Optional[int]  =    right

      return valid_parent

  def __lowerCamelCase		(		self    ,_A      ):
      '''simple docstring'''

      _lowerCAmelCase       :   Any  =    self._parent(_A      )
      while parent is not None and not self._cmp(_A    ,_A      ):
          self._swap(_A    ,_A      )
          _lowerCAmelCase,					_lowerCAmelCase       :   List[str]  =    parent, self._parent(_A      )

  def __lowerCamelCase		(		self    ,_A      ):
      '''simple docstring'''

      _lowerCAmelCase       :   Union[str, Any]  =    self._get_valid_parent(_A      )
      while valid_parent != index:
          self._swap(_A    ,_A      )
          _lowerCAmelCase,					_lowerCAmelCase       :   Optional[int]  =    valid_parent, self._get_valid_parent(_A      )

  def __lowerCamelCase		(		self    ,_A    ,_A      ):
      '''simple docstring'''

      if item not in self.pos_map:
          return
      _lowerCAmelCase       :   int  =    self.pos_map[item]
      _lowerCAmelCase       :   Dict  =    [item, self.key(_A      )]
      # Make sure heap is right in both up and down direction.
      # Ideally only one of them will make any change.
      self._heapify_up(_A      )
      self._heapify_down(_A      )

  def __lowerCamelCase		(		self    ,_A      ):
      '''simple docstring'''

      if item not in self.pos_map:
          return
      _lowerCAmelCase       :   List[str]  =    self.pos_map[item]
      del self.pos_map[item]
      _lowerCAmelCase       :   Dict  =    self.arr[self.size - 1]
      _lowerCAmelCase       :   Optional[Any]  =    index
      self.size -= 1
      # Make sure heap is right in both up and down direction. Ideally only one
      # of them will make any change- so no performance loss in calling both.
      if self.size > index:
          self._heapify_up(_A      )
          self._heapify_down(_A      )

  def __lowerCamelCase		(		self    ,_A    ,_A      ):
      '''simple docstring'''

      _lowerCAmelCase       :   Tuple  =    len(self.arr      )
      if arr_len == self.size:
          self.arr.append([item, self.key(_A      )]      )
      else:
          _lowerCAmelCase       :   Any  =    [item, self.key(_A      )]
      _lowerCAmelCase       :   str  =    self.size
      self.size += 1
      self._heapify_up(self.size - 1      )

  def __lowerCamelCase		(		self      ):
      '''simple docstring'''

      return self.arr[0] if self.size else None







  def __lowerCamelCase		(		self      ):
      '''simple docstring'''

      _lowerCAmelCase       :   int  =    self.get_top()
      if top_item_tuple:
          self.delete_item(top_item_tuple[0]      )
      return top_item_tuple





def 		lowerCamelCase__		(					):

    '''simple docstring'''





if __name__ == "__main__":
 import doctest

 doctest.testmod()





