


'''simple docstring'''


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

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


__magic_name__								=   logging.getLogger(__name__)



class 						__lowerCAmelCase		(				__SCREAMING_SNAKE_CASE     ):


  '''simple docstring'''







  def __init__(				self			:							int						,_a			:							Any=-1			):

        '''simple docstring'''




        A_    :	Dict							 =					label_idx






  def 							_a				(				self			:							Dict						,_a			:							Any						,_a			:							str			):

        '''simple docstring'''




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






  def 							_a				(				self			:							Any						,_a			:							int						,_a			:							Optional[int]						,_a			:							str			):

        '''simple docstring'''




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






  def 							_a				(				self			:							str						,_a			:							Dict			):

        '''simple docstring'''




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


  '''simple docstring'''







  def __init__(				self			:							Optional[Any]			):

        '''simple docstring'''




        super().__init__(label_idx=-2			)






  def 							_a				(				self			:							str						,_a			:							Tuple			):

        '''simple docstring'''




        if path:
              with open(_SCREAMING_SNAKE_CASE						,"""r"""			) as f:
                    A_    :	Optional[int]							 =					f.read().splitlines()
              if "O" not in labels:
                    A_    :	List[str]							 =					["""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		(				__SCREAMING_SNAKE_CASE     ):


  '''simple docstring'''







  def 							_a				(				self			:							List[Any]						,_a			:							List[str]						,_a			:							Dict			):

        '''simple docstring'''




        if isinstance(_SCREAMING_SNAKE_CASE						,_SCREAMING_SNAKE_CASE			):
              A_    :	Union[str, Any]							 =					mode.value
        A_    :	List[Any]							 =					os.path.join(_SCREAMING_SNAKE_CASE						,f'{mode}.txt'			)
        A_    :	Tuple							 =					1
        A_    :	Optional[Any]							 =					[]

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






  def 							_a				(				self			:							List[str]						,_a			:							Optional[int]						,_a			:							Optional[Any]						,_a			:							Optional[int]			):

        '''simple docstring'''




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






  def 							_a				(				self			:							List[str]						,_a			:							Any			):

        '''simple docstring'''




        if path:
              with open(_SCREAMING_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",
              ]




from __future__ import annotations

def 			lowerCAmelCase__					(     a__:						str     ,    a__:						str			)    ->						bool:


							'''simple docstring'''





							_UpperCAmelCase											=     get_failure_array(a__			)

							# 2) Step through text searching for pattern
							_UpperCAmelCase						,			_UpperCAmelCase											=     0, 0  # index into text, pattern
							while i < len(a__			):
														if pattern[j] == text[i]:
																					if j == (len(a__			) - 1):
																												return True
																					j += 1

														# if this is a prefix in our pattern
														# just go back far enough to continue
														elif j > 0:
																					_UpperCAmelCase											=     failure[j - 1]
																					continue
														i += 1
							return False

def 			lowerCAmelCase__					(     a__:						str			)    ->						list[int]:


							'''simple docstring'''





							_UpperCAmelCase											=     [0]
							_UpperCAmelCase											=     0
							_UpperCAmelCase											=     1
							while j < len(a__			):
														if pattern[i] == pattern[j]:
																					i += 1
														elif i > 0:
																					_UpperCAmelCase											=     failure[i - 1]
																					continue
														j += 1
														failure.append(a__			)
							return failure


if __name__ == "__main__":
		# Test 1)
		lowerCAmelCase__    :List[Any]       =				'''abc1abc12'''
		lowerCAmelCase__    :Optional[int]       =				'''alskfjaldsabc1abc1abc12k23adsfabcabc'''
		lowerCAmelCase__    :int       =				'''alskfjaldsk23adsfabcabc'''
		assert kmp(pattern, texta) and not kmp(pattern, texta)

		# Test 2)
		lowerCAmelCase__    :List[str]       =				'''ABABX'''
		lowerCAmelCase__    :int       =				'''ABABZABABYABABX'''
		assert kmp(pattern, text)

		# Test 3)
		lowerCAmelCase__    :int       =				'''AAAB'''
		lowerCAmelCase__    :Any       =				'''ABAAAAAB'''
		assert kmp(pattern, text)

		# Test 4)
		lowerCAmelCase__    :Union[str, Any]       =				'''abcdabcy'''
		lowerCAmelCase__    :Any       =				'''abcxabcdabxabcdabcdabcy'''
		assert kmp(pattern, text)

		# Test 5)
		lowerCAmelCase__    :List[Any]       =				'''aabaabaaa'''
		assert get_failure_array(pattern) == [0, 1, 0, 1, 2, 3, 4, 5, 2]
