Datasets:
Tags:
License:
| import datasets | |
| logger = datasets.logging.get_logger(__name__) | |
| _LICENSE = "Creative Commons Attribution 4.0 International" | |
| _VERSION = "1.1.0" | |
| _URL = "https://huggingface.co/datasets/plncmm/wl-procedure/resolve/main/" | |
| _TRAINING_FILE = "train.conll" | |
| _DEV_FILE = "dev.conll" | |
| _TEST_FILE = "test.conll" | |
| class ProcedureConfig(datasets.BuilderConfig): | |
| """BuilderConfig for Disease dataset.""" | |
| def __init__(self, **kwargs): | |
| super(ProcedureConfig, self).__init__(**kwargs) | |
| class Procedure(datasets.GeneratorBasedBuilder): | |
| """Procedure dataset.""" | |
| BUILDER_CONFIGS = [ | |
| ProcedureConfig( | |
| name="Procedure", | |
| version=datasets.Version(_VERSION), | |
| description="Procedure dataset"), | |
| ] | |
| def _info(self): | |
| return datasets.DatasetInfo( | |
| features=datasets.Features( | |
| { | |
| "id": datasets.Value("string"), | |
| "tokens": datasets.Sequence(datasets.Value("string")), | |
| "ner_tags": datasets.Sequence( | |
| datasets.features.ClassLabel( | |
| names=[ | |
| "O", | |
| "B-Procedure", | |
| "I-Procedure", | |
| ] | |
| ) | |
| ), | |
| } | |
| ), | |
| supervised_keys=None, | |
| ) | |
| def _split_generators(self, dl_manager): | |
| """Returns SplitGenerators.""" | |
| urls_to_download = { | |
| "train": f"{_URL}{_TRAINING_FILE}", | |
| "dev": f"{_URL}{_DEV_FILE}", | |
| "test": f"{_URL}{_TEST_FILE}", | |
| } | |
| downloaded_files = dl_manager.download_and_extract(urls_to_download) | |
| return [ | |
| datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloaded_files["train"]}), | |
| datasets.SplitGenerator(name=datasets.Split.VALIDATION, gen_kwargs={"filepath": downloaded_files["dev"]}), | |
| datasets.SplitGenerator(name=datasets.Split.TEST, gen_kwargs={"filepath": downloaded_files["test"]}), | |
| ] | |
| def _generate_examples(self, filepath): | |
| logger.info("⏳ Generating examples from = %s", filepath) | |
| with open(filepath, encoding="utf-8") as f: | |
| guid = 0 | |
| tokens = [] | |
| pos_tags = [] | |
| ner_tags = [] | |
| for line in f: | |
| if line == "\n": | |
| if tokens: | |
| yield guid, { | |
| "id": str(guid), | |
| "tokens": tokens, | |
| "ner_tags": ner_tags, | |
| } | |
| guid += 1 | |
| tokens = [] | |
| ner_tags = [] | |
| else: | |
| splits = line.split(" ") | |
| tokens.append(splits[0]) | |
| ner_tags.append(splits[-1].rstrip()) | |
| # last example | |
| yield guid, { | |
| "id": str(guid), | |
| "tokens": tokens, | |
| "ner_tags": ner_tags, | |
| } |