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gabrielaltay commited on
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Upload bigbiohub.py

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  1. bigbiohub.py +67 -0
bigbiohub.py ADDED
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+ import json
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+ from collections import defaultdict
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+ from enum import Enum
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+ from types import SimpleNamespace
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+
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+ from dataclasses import dataclass
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+ import datasets
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+
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+ from licenses import License
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+ from licenses import Licenses
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+
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+
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+ BigBioValues = SimpleNamespace(NULL="<BB_NULL_STR>")
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+
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+
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+ @dataclass
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+ class BigBioConfig(datasets.BuilderConfig):
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+ """BuilderConfig for BigBio."""
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+
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+ name: str = None
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+ version: datasets.Version = None
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+ description: str = None
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+ schema: str = None
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+ subset_id: str = None
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+
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+
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+
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+
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+ # shamelessly compied from:
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+ # https://github.com/huggingface/datasets/blob/master/src/datasets/utils/metadata.py
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+ langs_json = json.load(open("languages.json", "r"))
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+ langs_dict = {k.replace("-", "_").upper(): v for k, v in langs_json.items()}
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+ Lang = Enum("Lang", langs_dict)
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+
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+
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+ METADATA: dict = {
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+ "_LOCAL": bool,
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+ "_LANGUAGES": Lang,
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+ "_PUBMED": bool,
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+ "_LICENSE": License,
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+ "_DISPLAYNAME": str,
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+ }
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+
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+
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+ class Tasks(Enum):
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+ NAMED_ENTITY_RECOGNITION = "NER"
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+ NAMED_ENTITY_DISAMBIGUATION = "NED"
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+ EVENT_EXTRACTION = "EE"
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+ RELATION_EXTRACTION = "RE"
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+ COREFERENCE_RESOLUTION = "COREF"
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+ QUESTION_ANSWERING = "QA"
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+ TEXTUAL_ENTAILMENT = "TE"
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+ SEMANTIC_SIMILARITY = "STS"
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+ PARAPHRASING = "PARA"
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+ TRANSLATION = "TRANSL"
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+ SUMMARIZATION = "SUM"
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+ TEXT_CLASSIFICATION = "TXTCLASS"
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+
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+
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+ entailment_features = datasets.Features(
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+ {
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+ "id": datasets.Value("string"),
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+ "premise": datasets.Value("string"),
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+ "hypothesis": datasets.Value("string"),
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+ "label": datasets.Value("string"),
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+ }
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+ )