"""South East Asia mC4 dataset.""" import gzip import json import datasets logger = datasets.logging.get_logger(__name__) _DESCRIPTION = """ South East Asia mC4 dataset.""" _CITATION = """EMPTY""" _URL = "EMPTY" _DATA_URL = "https://huggingface.co/datasets/aisingapore/sea-pile/tree/main/sea-pile-mc4/{language}/mc4-{language}-{index:05d}-of-{n_shards:05d}.json.gz" _N_SHARDS_PER_LANGUAGES = { "zh": 468, "id": 21, "ms": 4, "tl": 6, "my": 11, "vi": 329, "th": 74, "lo": 2, "km": 9, "ta": 29, } class SEAPileConfig(datasets.BuilderConfig): """BuilderConfig for SEAmC4.""" def __init__(self, *args, languages, **kwargs): """BuilderConfig for SEAmC4. Args: languages (:obj:`List[str]`): list of languages to load **kwargs: keyword arguments forwarded to super. """ super().__init__( *args, name="+".join(languages), **kwargs, ) self.languages = languages class SEAPile(datasets.GeneratorBasedBuilder): """South East Asia mC4 dataset.""" BUILDER_CONFIGS = [ SEAPileConfig(languages=[lang]) for lang in _N_SHARDS_PER_LANGUAGES ] BUILDER_CONFIG_CLASS = SEAPileConfig def _info(self): return datasets.DatasetInfo( description=_DESCRIPTION, features=datasets.Features( { "id": datasets.Value("string"), "text": datasets.Value("string"), } ), supervised_keys=None, homepage=_URL, citation=_CITATION, ) def _split_generators(self, dl_manager): data_urls = {} for split in ["train"]: data_urls[split] = [ _DATA_URL.format( language=lang, index=index, n_shards=_N_SHARDS_PER_LANGUAGES[lang], ) for lang in self.config.languages for index in range(0, _N_SHARDS_PER_LANGUAGES[lang]) ] train_downloaded_files = dl_manager.download(data_urls["train"]) return [ datasets.SplitGenerator( name=datasets.Split.TRAIN, gen_kwargs={"filepaths": train_downloaded_files}, ), ] def _generate_examples(self, filepaths): """This function returns the examples in the raw (text) form by iterating on all the files.""" id_ = 0 for filepath in filepaths: logger.info("generating examples from = %s", filepath) with gzip.open(open(filepath, "rb"), "rt", encoding="utf-8") as f: for line in f: if line: example = json.loads(line) yield id_, example id_ += 1