



"""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[str]      =    logging.getLogger(__name__)



class 			A__   (  __SCREAMING_SNAKE_CASE							):




	'''simple docstring'''





	def __init__(     self:		Union[str, Any]       ,			_SCREAMING_SNAKE_CASE:		Union[str, Any]=-1)				->       Dict:

				"""simple docstring"""

				__lowerCAmelCase      :  int												=       label_idx

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

				"""simple docstring"""

				if isinstance(_SCREAMING_SNAKE_CASE       ,			_SCREAMING_SNAKE_CASE):
							__lowerCAmelCase      :  int												=       mode.value
				__lowerCAmelCase      :  Union[str, Any]												=       os.path.join(_SCREAMING_SNAKE_CASE       ,			F"""{mode}.txt""")
				__lowerCAmelCase      :  str												=       1
				__lowerCAmelCase      :  Optional[int]												=       []
				with open(_SCREAMING_SNAKE_CASE       ,			encoding="utf-8") as f:
							__lowerCAmelCase      :  Dict												=       []
							__lowerCAmelCase      :  Optional[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=_SCREAMING_SNAKE_CASE       ,			labels=_SCREAMING_SNAKE_CASE))
																guid_index += 1
																__lowerCAmelCase      :  Tuple												=       []
																__lowerCAmelCase      :  str												=       []
										else:
													__lowerCAmelCase      :  Optional[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 							_SCREAMING_SNAKE_CASE   (     self:		Optional[Any]       ,			_SCREAMING_SNAKE_CASE:		TextIO       ,			_SCREAMING_SNAKE_CASE:		TextIO       ,			_SCREAMING_SNAKE_CASE:		List)				->       int:

				"""simple docstring"""

				__lowerCAmelCase      :  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]:
										__lowerCAmelCase      :  List[str]												=       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 							_SCREAMING_SNAKE_CASE   (     self:		int       ,			_SCREAMING_SNAKE_CASE:		str)				->       List[str]:

				"""simple docstring"""

				if path:
							with open(_SCREAMING_SNAKE_CASE       ,			"r") as f:
										__lowerCAmelCase      :  int												=       f.read().splitlines()
							if "O" not in labels:
										__lowerCAmelCase      :  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 			A__   (  __SCREAMING_SNAKE_CASE							):




	'''simple docstring'''





	def __init__(     self:		Union[str, Any])				->       str:

				"""simple docstring"""

				super().__init__(label_idx=-2)







	def 							_SCREAMING_SNAKE_CASE   (     self:		Tuple       ,			_SCREAMING_SNAKE_CASE:		str)				->       List[str]:

				"""simple docstring"""

				if path:
							with open(_SCREAMING_SNAKE_CASE       ,			"r") as f:
										__lowerCAmelCase      :  str												=       f.read().splitlines()
							if "O" not in labels:
										__lowerCAmelCase      :  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 			A__   (  __SCREAMING_SNAKE_CASE							):




	'''simple docstring'''





	def 							_SCREAMING_SNAKE_CASE   (     self:		Optional[int]       ,			_SCREAMING_SNAKE_CASE:		int       ,			_SCREAMING_SNAKE_CASE:		Union[Split, str])				->       List[InputExample]:

				"""simple docstring"""

				if isinstance(_SCREAMING_SNAKE_CASE       ,			_SCREAMING_SNAKE_CASE):
							__lowerCAmelCase      :  str												=       mode.value
				__lowerCAmelCase      :  Union[str, Any]												=       os.path.join(_SCREAMING_SNAKE_CASE       ,			F"""{mode}.txt""")
				__lowerCAmelCase      :  Tuple												=       1
				__lowerCAmelCase      :  int												=       []

				with open(_SCREAMING_SNAKE_CASE       ,			encoding="utf-8") as f:
							for sentence in parse_incr(_SCREAMING_SNAKE_CASE):
										__lowerCAmelCase      :  str												=       []
										__lowerCAmelCase      :  Union[str, Any]												=       []
										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 							_SCREAMING_SNAKE_CASE   (     self:		Tuple       ,			_SCREAMING_SNAKE_CASE:		TextIO       ,			_SCREAMING_SNAKE_CASE:		TextIO       ,			_SCREAMING_SNAKE_CASE:		List)				->       Tuple:

				"""simple docstring"""

				__lowerCAmelCase      :  Dict												=       0
				for sentence in parse_incr(_SCREAMING_SNAKE_CASE):
							__lowerCAmelCase      :  Dict												=       preds_list[example_id]
							__lowerCAmelCase      :  Tuple												=       ""
							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 							_SCREAMING_SNAKE_CASE   (     self:		Optional[int]       ,			_SCREAMING_SNAKE_CASE:		str)				->       List[str]:

				"""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",
							]




"""simple docstring"""






from ..utils import DummyObject, requires_backends



class 			A__   (  metaclass=__SCREAMING_SNAKE_CASE							):




	'''simple docstring'''





	SCREAMING_SNAKE_CASE          =	['torch', 'torchsde']

	def __init__(     self:		int       ,			*_SCREAMING_SNAKE_CASE:		Optional[Any]       ,			**_SCREAMING_SNAKE_CASE:		str)				->       Dict:

				"""simple docstring"""

				requires_backends(self       ,			["torch", "torchsde"])

	@classmethod
	def 							_SCREAMING_SNAKE_CASE   (     cls:		Optional[Any]       ,			*_SCREAMING_SNAKE_CASE:		Optional[int]       ,			**_SCREAMING_SNAKE_CASE:		Optional[int])				->       Optional[Any]:

				"""simple docstring"""

				requires_backends(cls       ,			["torch", "torchsde"])







	@classmethod
	def 							_SCREAMING_SNAKE_CASE   (     cls:		Dict       ,			*_SCREAMING_SNAKE_CASE:		List[Any]       ,			**_SCREAMING_SNAKE_CASE:		Any)				->       Optional[int]:

				"""simple docstring"""

				requires_backends(cls       ,			["torch", "torchsde"])