


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

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


__UpperCamelCase    :						Any     =							logging.getLogger(__name__)



class 							_UpperCamelCase (						_UpperCAmelCase						):

   '''simple docstring'''







   def __init__(  self  : List[Any]       ,  _lowerCamelCase  : int=-1							):






         '''simple docstring'''



         __lowerCamelCase     :      Union[str, Any]       						=						label_idx

   def   _snake_case    (  self  : Optional[int]       ,  _lowerCamelCase  : Optional[int]       ,  _lowerCamelCase  : List[Any]							):






         '''simple docstring'''



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

   def   _snake_case    (  self  : List[Any]       ,  _lowerCamelCase  : int       ,  _lowerCamelCase  : Tuple       ,  _lowerCamelCase  : List[Any]							):






         '''simple docstring'''



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


   def   _snake_case    (  self  : int       ,  _lowerCamelCase  : int							):






         '''simple docstring'''



         if path:
               with open(lowercase__       ,  """r"""							) as f:
                     __lowerCamelCase     :      Dict       						=						f.read().splitlines()
               if "O" not in labels:
                     __lowerCamelCase     :      List[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 							_UpperCamelCase (						_UpperCAmelCase						):

   '''simple docstring'''







   def __init__(  self  : Dict							):






         '''simple docstring'''



         super().__init__(label_idx=-2							)


   def   _snake_case    (  self  : Optional[Any]       ,  _lowerCamelCase  : Tuple							):






         '''simple docstring'''



         if path:
               with open(lowercase__       ,  """r"""							) as f:
                     __lowerCamelCase     :      Any       						=						f.read().splitlines()
               if "O" not in labels:
                     __lowerCamelCase     :      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 							_UpperCamelCase (						_UpperCAmelCase						):

   '''simple docstring'''







   def   _snake_case    (  self  : Optional[int]       ,  _lowerCamelCase  : Union[str, Any]       ,  _lowerCamelCase  : List[str]							):






         '''simple docstring'''



         if isinstance(lowercase__       ,  lowercase__							):
               __lowerCamelCase     :      List[Any]       						=						mode.value
         __lowerCamelCase     :      Optional[int]       						=						os.path.join(lowercase__       ,  F"""{mode}.txt"""							)
         __lowerCamelCase     :      Tuple       						=						1
         __lowerCamelCase     :      str       						=						[]

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

   def   _snake_case    (  self  : Any       ,  _lowerCamelCase  : Union[str, Any]       ,  _lowerCamelCase  : List[Any]       ,  _lowerCamelCase  : Tuple							):






         '''simple docstring'''



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


   def   _snake_case    (  self  : Any       ,  _lowerCamelCase  : Any							):






         '''simple docstring'''



         if path:
               with open(lowercase__       ,  """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",
               ]







from typing import Any





def   _UpperCAmelCase       (     UpperCAmelCase      :			list      ):
      """simple docstring"""




      if not input_list:
            return []
      __lowerCamelCase     :      int       						=						[input_list.count(UpperCAmelCase      ) for value in input_list]
      __lowerCamelCase     :      Tuple       						=						max(UpperCAmelCase      )  # Gets the maximum count in the input list.
      # Gets values of modes
      return sorted({input_list[i] for i, value in enumerate(UpperCAmelCase      ) if value == y}      )


if __name__ == "__main__":
    import doctest

    doctest.testmod()



