





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

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


__lowerCamelCase :  Dict										=  logging.getLogger(__name__)



class       A__     ( __snake_case    ):





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




       UpperCamelCase			:      Optional[Any] 			=     label_idx





      def  __UpperCamelCase(				self ,							A_ ,							A_     ):
       '''simple docstring'''




       if isinstance(A_ ,							A_     ):
        UpperCamelCase			:      str 			=     mode.value
       UpperCamelCase			:      List[Any] 			=     os.path.join(A_ ,							F"""{mode}.txt"""     )
       UpperCamelCase			:      Union[str, Any] 			=     1
       UpperCamelCase			:      List[Any] 			=     []
       with open(A_ ,							encoding="utf-8"     ) as f:
        UpperCamelCase			:      Dict 			=     []
        UpperCamelCase			:      Optional[int] 			=     []
        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
           UpperCamelCase			:      Optional[int] 			=     []
           UpperCamelCase			:      List[Any] 			=     []
         else:
          UpperCamelCase			:      Dict 			=     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  __UpperCamelCase(				self ,							A_ ,							A_ ,							A_     ):
       '''simple docstring'''




       UpperCamelCase			:      Optional[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]:
         UpperCamelCase			:      Optional[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  __UpperCamelCase(				self ,							A_     ):
       '''simple docstring'''




       if path:
        with open(A_ ,							"r"     ) as f:
         UpperCamelCase			:      Union[str, Any] 			=     f.read().splitlines()
        if "O" not in labels:
         UpperCamelCase			:      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       A__     ( __snake_case    ):





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




       super().__init__(label_idx=-2     )





      def  __UpperCamelCase(				self ,							A_     ):
       '''simple docstring'''




       if path:
        with open(A_ ,							"r"     ) as f:
         UpperCamelCase			:      List[str] 			=     f.read().splitlines()
        if "O" not in labels:
         UpperCamelCase			:      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       A__     ( __snake_case    ):





      def  __UpperCamelCase(				self ,							A_ ,							A_     ):
       '''simple docstring'''




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

       with open(A_ ,							encoding="utf-8"     ) as f:
        for sentence in parse_incr(A_     ):
         UpperCamelCase			:      int 			=     []
         UpperCamelCase			:      Tuple 			=     []
         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  __UpperCamelCase(				self ,							A_ ,							A_ ,							A_     ):
       '''simple docstring'''




       UpperCamelCase			:      List[Any] 			=     0
       for sentence in parse_incr(A_     ):
        UpperCamelCase			:      Optional[Any] 			=     preds_list[example_id]
        UpperCamelCase			:      str 			=     ""
        for token in sentence:
         out += F"""{token["form"]} ({token["upos"]}|{s_p.pop(0     )}) """
        out += "\n"
        writer.write(A_     )
        example_id += 1





      def  __UpperCamelCase(				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",
        ]







from math import loga



def 	A_       (  _lowerCAmelCase  )		->				int:
 if a < 0:
  raise ValueError("Input value must be a positive integer"  )
 elif isinstance(_lowerCAmelCase							,     _lowerCAmelCase  ):
  raise TypeError("Input value must be a 'int' type"  )
 return 0 if (a == 0) else int(loga(a & -a  )  )


if __name__ == "__main__":
    import doctest

    doctest.testmod()
