




'''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				:				List[Any]       							=		logging.getLogger(__name__)

class       A   (		_a   ):







							def __init__(  self	:  Dict							,      lowerCAmelCase_	:  Optional[Any]=-1 )      ->							List[Any]:


														"""simple docstring"""


														_a     					=    label_idx







							def        __lowerCAmelCase      (  self	:  Optional[Any]							,      lowerCAmelCase_	:  Any							,      lowerCAmelCase_	:  Union[Split, str] )      ->							List[InputExample]:


														"""simple docstring"""


														if isinstance(lowerCAmelCase_							,      lowerCAmelCase_ ):
																					_a     					=    mode.value
														_a     					=    os.path.join(lowerCAmelCase_							,      F'{mode}.txt' )
														_a     					=    1
														_a     					=    []
														with open(lowerCAmelCase_							,      encoding='''utf-8''' ) as f:
																					_a     					=    []
																					_a     					=    []
																					for line in f:
																												if line.startswith('''-DOCSTART-''' ) or line == "" or line == "\n":
																																			if words:
																																										examples.append(InputExample(guid=F'{mode}-{guid_index}'							,      words=lowerCAmelCase_							,      labels=lowerCAmelCase_ ) )
																																										guid_index += 1
																																										_a     					=    []
																																										_a     					=    []
																												else:
																																			_a     					=    line.split(''' ''' )
																																			words.append(splits[0] )
																																			if len(lowerCAmelCase_ ) > 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=lowerCAmelCase_							,      labels=lowerCAmelCase_ ) )
														return examples







							def        __lowerCAmelCase      (  self	:  int							,      lowerCAmelCase_	:  TextIO							,      lowerCAmelCase_	:  TextIO							,      lowerCAmelCase_	:  List )      ->							Dict:


														"""simple docstring"""


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







							def        __lowerCAmelCase      (  self	:  Optional[int]							,      lowerCAmelCase_	:  str )      ->							List[str]:


														"""simple docstring"""


														if path:
																					with open(lowerCAmelCase_							,      '''r''' ) as f:
																												_a     					=    f.read().splitlines()
																					if "O" not in labels:
																												_a     					=    ['''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   (		_a   ):







							def __init__(  self	:  Tuple )      ->							List[Any]:


														"""simple docstring"""


														super().__init__(label_idx=-2 )







							def        __lowerCAmelCase      (  self	:  int							,      lowerCAmelCase_	:  str )      ->							List[str]:


														"""simple docstring"""


														if path:
																					with open(lowerCAmelCase_							,      '''r''' ) as f:
																												_a     					=    f.read().splitlines()
																					if "O" not in labels:
																												_a     					=    ['''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   (		_a   ):







							def        __lowerCAmelCase      (  self	:  Optional[Any]							,      lowerCAmelCase_	:  Union[str, Any]							,      lowerCAmelCase_	:  Union[Split, str] )      ->							List[InputExample]:


														"""simple docstring"""


														if isinstance(lowerCAmelCase_							,      lowerCAmelCase_ ):
																					_a     					=    mode.value
														_a     					=    os.path.join(lowerCAmelCase_							,      F'{mode}.txt' )
														_a     					=    1
														_a     					=    []

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







							def        __lowerCAmelCase      (  self	:  Dict							,      lowerCAmelCase_	:  TextIO							,      lowerCAmelCase_	:  TextIO							,      lowerCAmelCase_	:  List )      ->							Dict:


														"""simple docstring"""


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







							def        __lowerCAmelCase      (  self	:  Any							,      lowerCAmelCase_	:  str )      ->							List[str]:


														"""simple docstring"""


														if path:
																					with open(lowerCAmelCase_							,      '''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 ..utils import DummyObject, requires_backends

class       A   (		metaclass=_a   ):
							lowercase_          =    ['torch', 'scipy']







							def __init__(  self	:  Tuple							,      *lowerCAmelCase_	:  str							,      **lowerCAmelCase_	:  Any )      ->							Tuple:


														"""simple docstring"""


														requires_backends(self							,      ['''torch''', '''scipy'''] )







							@classmethod
							def        __lowerCAmelCase      (  cls	:  Dict							,      *lowerCAmelCase_	:  Dict							,      **lowerCAmelCase_	:  str )      ->							Tuple:


														"""simple docstring"""


														requires_backends(cls							,      ['''torch''', '''scipy'''] )







							@classmethod
							def        __lowerCAmelCase      (  cls	:  Optional[int]							,      *lowerCAmelCase_	:  str							,      **lowerCAmelCase_	:  List[str] )      ->							str:


														"""simple docstring"""


														requires_backends(cls							,      ['''torch''', '''scipy'''] )

