"""South East Asia ID Language mC4 dataset.""" import gzip import json import datasets logger = datasets.logging.get_logger(__name__) _DESCRIPTION = """South East Asia ID Language mC4 dataset.""" _CITATION = "" # EMPTY _HOMEPAGE = "" # EMPTY _DATA_URL = "https://huggingface.co/datasets/mohjamwong/pile-id/resolve/main/pile-mc4/{language}/mc4-{language}-{index:05d}-of-{n_shards:05d}.json.gz" _N_SHARDS_PER_LANGUAGE = { "id": 21, } class PileConfig(datasets.BuilderConfig): """BuilderConfig for Pile mC4 dataset.""" def __init__(self, language, n_shards, **kwargs): """BuilderConfig for Pile mC4. Args: language (str): Language code for the dataset. n_shards (int): Number of shards for this language. **kwargs: Keyword arguments forwarded to super. """ super().__init__(**kwargs) self.language = language self.n_shards = n_shards class Pile(datasets.GeneratorBasedBuilder): """South East Asia mC4 dataset.""" VERSION = datasets.Version("1.0.0") BUILDER_CONFIGS = [ PileConfig( name=lang, language=lang, n_shards=n_shards, description=f"Pile mC4 dataset for {lang} language.", ) for lang, n_shards in _N_SHARDS_PER_LANGUAGE.items() ] def _info(self): return datasets.DatasetInfo( description=_DESCRIPTION, features=datasets.Features({ "text": datasets.Value("string"), }), homepage=_HOMEPAGE, citation=_CITATION, ) def _split_generators(self, dl_manager): lang = self.config.language n_shards = self.config.n_shards urls = [ _DATA_URL.format( language=lang, index=index, n_shards=n_shards, ) for index in range(n_shards) ] downloaded_files = dl_manager.download(urls) return [ datasets.SplitGenerator( name=datasets.Split.TRAIN, gen_kwargs={"filepaths": downloaded_files}, ), ] def _generate_examples(self, filepaths): """Generates examples from JSON lines files.""" id_ = 0 for filepath in filepaths: logger.info("Processing file: %s", filepath) with gzip.open(filepath, "rt", encoding="utf-8") as f: for line in f: line = line.strip() if line: example = json.loads(line) yield id_, { "text": example["text"], } id_ += 1