| import json |
| import datasets |
|
|
| logger = datasets.logging.get_logger(__name__) |
| _DESCRIPTION = """[ConceptNet5](https://ojs.aaai.org/index.php/AAAI/article/view/11164)""" |
| _NAME = "conceptnet" |
| _VERSION = "1.0.0" |
| _CITATION = """ |
| @inproceedings{speer2017conceptnet, |
| title={Conceptnet 5.5: An open multilingual graph of general knowledge}, |
| author={Speer, Robyn and Chin, Joshua and Havasi, Catherine}, |
| booktitle={Thirty-first AAAI conference on artificial intelligence}, |
| year={2017} |
| } |
| """ |
|
|
| _HOME_PAGE = "https://github.com/asahi417/relbert" |
| _URL = f'https://huggingface.co/datasets/relbert/{_NAME}/raw/main/dataset' |
| _URLS = { |
| |
| |
| str(datasets.Split.TRAIN): [f'{_URL}/train{i:02d}.jsonl' for i in range(33)], |
| str(datasets.Split.VALIDATION): [f'{_URL}/valid{i:02d}.jsonl' for i in range(25)], |
| } |
|
|
|
|
| class ConceptNetHighConfidenceConfig(datasets.BuilderConfig): |
| """BuilderConfig""" |
|
|
| def __init__(self, **kwargs): |
| """BuilderConfig. |
| Args: |
| **kwargs: keyword arguments forwarded to super. |
| """ |
| super(ConceptNetHighConfidenceConfig, self).__init__(**kwargs) |
|
|
|
|
| class ConceptNetHighConfidence(datasets.GeneratorBasedBuilder): |
| """Dataset.""" |
|
|
| BUILDER_CONFIGS = [ |
| ConceptNetHighConfidenceConfig(name=_NAME, version=datasets.Version(_VERSION), description=_DESCRIPTION), |
| ] |
|
|
| def _split_generators(self, dl_manager): |
| downloaded_file = dl_manager.download_and_extract(_URLS) |
| return [datasets.SplitGenerator(name=i, gen_kwargs={"filepaths": downloaded_file[str(i)]}) |
| for i in [datasets.Split.TRAIN, datasets.Split.VALIDATION]] |
|
|
| def _generate_examples(self, filepaths): |
| _key = 0 |
| for filepath in filepaths: |
| logger.info(f"generating examples from = {filepath}") |
| with open(filepath, encoding="utf-8") as f: |
| _list = [i for i in f.read().split('\n') if len(i) > 0] |
| for i in _list: |
| data = json.loads(i) |
| yield _key, data |
| _key += 1 |
|
|
| def _info(self): |
| return datasets.DatasetInfo( |
| description=_DESCRIPTION, |
| features=datasets.Features( |
| { |
| "relation_type": datasets.Value("string"), |
| "positives": datasets.Sequence(datasets.Sequence(datasets.Value("string"))), |
| "negatives": datasets.Sequence(datasets.Sequence(datasets.Value("string"))), |
| } |
| ), |
| supervised_keys=None, |
| homepage=_HOME_PAGE, |
| citation=_CITATION, |
| ) |
|
|
