


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

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


lowerCAmelCase__    :str       =				logging.getLogger(__name__)

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




									"""simple docstring"""





									_UpperCAmelCase											=     label_idx
		def       UpperCAmelCase__							(     self     ,       _SCREAMING_SNAKE_CASE     ,       _SCREAMING_SNAKE_CASE		)					->			List[InputExample]:




									"""simple docstring"""





									if isinstance(_SCREAMING_SNAKE_CASE     ,       _SCREAMING_SNAKE_CASE		):
																_UpperCAmelCase											=     mode.value
									_UpperCAmelCase											=     os.path.join(_SCREAMING_SNAKE_CASE     ,       f'''{mode}.txt'''		)
									_UpperCAmelCase											=     1
									_UpperCAmelCase											=     []
									with open(_SCREAMING_SNAKE_CASE     ,       encoding='utf-8'		) as f:
																_UpperCAmelCase											=     []
																_UpperCAmelCase											=     []
																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
																																					_UpperCAmelCase											=     []
																																					_UpperCAmelCase											=     []
																							else:
																														_UpperCAmelCase											=     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       UpperCAmelCase__							(     self     ,       _SCREAMING_SNAKE_CASE     ,       _SCREAMING_SNAKE_CASE     ,       _SCREAMING_SNAKE_CASE		)					->			str:




									"""simple docstring"""





									_UpperCAmelCase											=     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]:
																							_UpperCAmelCase											=     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       UpperCAmelCase__							(     self     ,       _SCREAMING_SNAKE_CASE		)					->			List[str]:




									"""simple docstring"""





									if path:
																with open(_SCREAMING_SNAKE_CASE     ,       'r'		) as f:
																							_UpperCAmelCase											=     f.read().splitlines()
																if "O" not in labels:
																							_UpperCAmelCase											=     ['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 (							UpperCAmelCase     ):
		def __init__(     self		)					->			Any:




									"""simple docstring"""





									super().__init__(label_idx=-2		)






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




									"""simple docstring"""





									if path:
																with open(_SCREAMING_SNAKE_CASE     ,       'r'		) as f:
																							_UpperCAmelCase											=     f.read().splitlines()
																if "O" not in labels:
																							_UpperCAmelCase											=     ['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 (							UpperCAmelCase     ):
		def       UpperCAmelCase__							(     self     ,       _SCREAMING_SNAKE_CASE     ,       _SCREAMING_SNAKE_CASE		)					->			List[InputExample]:




									"""simple docstring"""





									if isinstance(_SCREAMING_SNAKE_CASE     ,       _SCREAMING_SNAKE_CASE		):
																_UpperCAmelCase											=     mode.value
									_UpperCAmelCase											=     os.path.join(_SCREAMING_SNAKE_CASE     ,       f'''{mode}.txt'''		)
									_UpperCAmelCase											=     1
									_UpperCAmelCase											=     []

									with open(_SCREAMING_SNAKE_CASE     ,       encoding='utf-8'		) as f:
																for sentence in parse_incr(_SCREAMING_SNAKE_CASE		):
																							_UpperCAmelCase											=     []
																							_UpperCAmelCase											=     []
																							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       UpperCAmelCase__							(     self     ,       _SCREAMING_SNAKE_CASE     ,       _SCREAMING_SNAKE_CASE     ,       _SCREAMING_SNAKE_CASE		)					->			List[str]:




									"""simple docstring"""





									_UpperCAmelCase											=     0
									for sentence in parse_incr(_SCREAMING_SNAKE_CASE		):
																_UpperCAmelCase											=     preds_list[example_id]
																_UpperCAmelCase											=     ''
																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       UpperCAmelCase__							(     self     ,       _SCREAMING_SNAKE_CASE		)					->			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",
																]




from .imports import is_rich_available


if is_rich_available():
		from rich.traceback import install

		install(show_locals=False)

else:
		raise ModuleNotFoundError('''To use the rich extension, install rich with `pip install rich`''')
