
"""simple docstring"""
import logging
import os
from typing import List, TextIO, Union

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


SCREAMING_SNAKE_CASE_ 			=     logging.getLogger(__name__)
class 	lowerCAmelCase_						(							UpperCAmelCase__      ):



							'''simple docstring'''





							def __init__(      self  ,							snake_case_=-1							)    ->   Tuple:
													__lowerCAmelCase   					=   label_idx




							def 					A__		(      self  ,							snake_case_  ,							snake_case_							)    ->   List[InputExample]:

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




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




							def 					A__		(      self  ,							snake_case_							)    ->   List[str]:

													if path:
																			with open(UpperCAmelCase__  ,							"""r"""							) as f:
																									__lowerCAmelCase   					=   f.read().splitlines()
																			if "O" not in labels:
																									__lowerCAmelCase   					=   ["""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_						(							UpperCAmelCase__      ):



							'''simple docstring'''





							def __init__(      self							)    ->   int:
													super().__init__(label_idx=-2							)




							def 					A__		(      self  ,							snake_case_							)    ->   List[str]:

													if path:
																			with open(UpperCAmelCase__  ,							"""r"""							) as f:
																									__lowerCAmelCase   					=   f.read().splitlines()
																			if "O" not in labels:
																									__lowerCAmelCase   					=   ["""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_						(							UpperCAmelCase__      ):



							'''simple docstring'''





							def 					A__		(      self  ,							snake_case_  ,							snake_case_							)    ->   List[InputExample]:

													if isinstance(UpperCAmelCase__  ,							UpperCAmelCase__							):
																			__lowerCAmelCase   					=   mode.value
													__lowerCAmelCase   					=   os.path.join(UpperCAmelCase__  ,							f"""{mode}.txt"""							)
													__lowerCAmelCase   					=   1
													__lowerCAmelCase   					=   []

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




							def 					A__		(      self  ,							snake_case_  ,							snake_case_  ,							snake_case_							)    ->   Dict:
													__lowerCAmelCase   					=   0
													for sentence in parse_incr(UpperCAmelCase__							):
																			__lowerCAmelCase   					=   preds_list[example_id]
																			__lowerCAmelCase   					=   """"""
																			for token in sentence:
																									out += f"""{token["form"]} ({token["upos"]}|{s_p.pop(0							)}) """
																			out += "\n"
																			writer.write(UpperCAmelCase__							)
																			example_id += 1




							def 					A__		(      self  ,							snake_case_							)    ->   List[str]:

													if path:
																			with open(UpperCAmelCase__  ,							"""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 SCREAMING_SNAKE_CASE				(       lowercase_ ,				lowercase_ ,				lowercase_						)   ->       tuple[float, list[float]]:



       """simple docstring"""

       A__       =    list(range(len(lowercase_						)						)						)
       A__       =    [v / w for v, w in zip(lowercase_ ,				lowercase_						)]
       index.sort(key=lambda lowercase_						: ratio[i] ,				reverse=lowercase_						)

       A__       =    0
       A__       =    [0] * len(lowercase_						)
       for i in index:
              if weight[i] <= capacity:
                     A__       =    1
                     max_value += value[i]
                     capacity -= weight[i]
              else:
                     A__       =    capacity / weight[i]
                     max_value += value[i] * capacity / weight[i]
                     break

       return max_value, fractions


if __name__ == "__main__":
  import doctest

  doctest.testmod()


