# Loading script for the VilaSum dataset. import json import datasets logger = datasets.logging.get_logger(__name__) _CITATION = """@misc{degibert2022sequencetosequence, title={Sequence-to-Sequence Resources for Catalan}, author={Ona de Gibert and Ksenia Kharitonova and Blanca Calvo Figueras and Jordi Armengol-Estapé and Maite Melero}, year={2022}, eprint={2202.06871}, archivePrefix={arXiv}, primaryClass={cs.CL} }""" _DESCRIPTION = """VilaSum is a summarization dataset for evaluation. It is extracted from a newswire corpus crawled from Vilaweb. The corpus consists of 13,843 instances that are composed by the headline and the body. """ _HOMEPAGE = """https://github.com/TeMU-BSC/seq-to-seq-catalan""" _URL = "https://huggingface.co/datasets/projecte-aina/vilasum/resolve/main/" _TEST_FILE = "test.jsonl" class VilaSumConfig(datasets.BuilderConfig): """ Builder config for the VilaSum dataset """ def __init__(self, **kwargs): """BuilderConfig for VilaSum. Args: **kwargs: keyword arguments forwarded to super. """ super(VilaSumConfig, self).__init__(**kwargs) class VilaSum(datasets.GeneratorBasedBuilder): """VilaSum Dataset.""" BUILDER_CONFIGS = [ VilaSumConfig( name="VilaSum", version=datasets.Version("1.0.0"), description="VilaSum dataset" ), ] def _info(self): return datasets.DatasetInfo( description=_DESCRIPTION, features=datasets.Features( { "summary": datasets.Value("string"), "text": datasets.Value("string") } ), supervised_keys=None, homepage=_HOMEPAGE, citation=_CITATION ) def _split_generators(self, dl_manager): """Returns SplitGenerators.""" urls_to_download = { "test": f"{_URL}{_TEST_FILE}" } downloaded_files = dl_manager.download_and_extract(urls_to_download) return [ datasets.SplitGenerator(name=datasets.Split.TEST, gen_kwargs={"filepath": downloaded_files["test"]}), ] def _generate_examples(self, filepath): """This function returns the examples in the raw (text) form.""" logger.info("generating examples from = %s", filepath) with open(filepath) as f: for id_, row in enumerate(f): article = json.loads(row) text = article['text'] summary = article['summary'] yield id_, { "summary": summary,"text": text}