'''simple docstring'''


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

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


snake_case__					:      Optional[int]				      =  logging.getLogger(__name__)






class 					__SCREAMING_SNAKE_CASE						(	lowerCamelCase_	):







  '''simple docstring'''






  def __init__(			self				,		snake_case_=-1						):




       '''simple docstring'''

       UpperCAmelCase_							:       List[Any]       =				label_idx


  def _UpperCamelCase					(			self				,		snake_case_				,		snake_case_						):




       '''simple docstring'''

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


  def _UpperCamelCase					(			self				,		snake_case_				,		snake_case_				,		snake_case_						):




       '''simple docstring'''

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






  def _UpperCamelCase					(			self				,		snake_case_						):




       '''simple docstring'''

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







class 					__SCREAMING_SNAKE_CASE						(	lowerCamelCase_	):







  '''simple docstring'''






  def __init__(			self						):




       '''simple docstring'''

       super().__init__(label_idx=-2						)






  def _UpperCamelCase					(			self				,		snake_case_						):




       '''simple docstring'''

       if path:
            with open(snake_case_				,		'r'						) as f:
                 UpperCAmelCase_							:       int       =				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 					__SCREAMING_SNAKE_CASE						(	lowerCamelCase_	):







  '''simple docstring'''






  def _UpperCamelCase					(			self				,		snake_case_				,		snake_case_						):




       '''simple docstring'''

       if isinstance(snake_case_				,		snake_case_						):
            UpperCAmelCase_							:       int       =				mode.value
       UpperCAmelCase_							:       List[Any]       =				os.path.join(snake_case_				,		F'''{mode}.txt'''						)
       UpperCAmelCase_							:       Optional[int]       =				1
       UpperCAmelCase_							:       List[Any]       =				[]

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


  def _UpperCamelCase					(			self				,		snake_case_				,		snake_case_				,		snake_case_						):




       '''simple docstring'''

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






  def _UpperCamelCase					(			self				,		snake_case_						):




       '''simple docstring'''

       if path:
            with open(snake_case_				,		'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'''


def  _lowerCamelCase   (				lowerCamelCase_ :							str       ):



     """simple docstring"""





     UpperCAmelCase_							:       Optional[int]       =				[0] * len(lowerCamelCase_       )

     for i in range(1     ,					len(lowerCamelCase_       )       ):
          # use last results for better performance - dynamic programming
          UpperCAmelCase_							:       List[Any]       =				prefix_result[i - 1]
          while j > 0 and input_string[i] != input_string[j]:
               UpperCAmelCase_							:       str       =				prefix_result[j - 1]

          if input_string[i] == input_string[j]:
               j += 1
          UpperCAmelCase_							:       Any       =				j

     return prefix_result


def  _lowerCamelCase   (				lowerCamelCase_ :							str       ):



     """simple docstring"""





     return max(prefix_function(lowerCamelCase_       )       )


if __name__ == "__main__":
 import doctest

 doctest.testmod()






