"""EU Wikipedias""" import json import datasets from huggingface_hub.file_download import hf_hub_url try: import lzma as xz except ImportError: import pylzma as xz datasets.logging.set_verbosity_info() logger = datasets.logging.get_logger(__name__) _CITATION = """\ @ONLINE {wikidump, author = {Wikimedia Foundation}, title = {Wikimedia Downloads}, url = {https://dumps.wikimedia.org} } """ _DESCRIPTION = """\ Wikipedia dataset containing cleaned articles of all languages. The datasets are built from the Wikipedia dump (https://dumps.wikimedia.org/) with one split per language. Each example contains the content of one full Wikipedia article with cleaning to strip markdown and unwanted sections (references, etc.). """ _LICENSE = ( "This work is licensed under the Creative Commons Attribution-ShareAlike " "3.0 Unported License. To view a copy of this license, visit " "http://creativecommons.org/licenses/by-sa/3.0/ or send a letter to " "Creative Commons, PO Box 1866, Mountain View, CA 94042, USA." ) _URL = "https://huggingface.co/datasets/joelito/EU_Wikipedias" _LANGUAGES = ["bg", "cs", "da", "de", "el", "en", "es", "et", "fi", "fr", "ga", "hr", "hu", "it", "lt", "lv", "mt", "nl", "pl", "pt", "ro", "sk", "sl", "sv"] _DATES = ["20221120"] # one can add more in the future with the file prepare_wikipedias.py # IMPORTANT: Increase this once larger datasets are available (English has 11 in 20221120) _HIGHEST_NUMBER_OF_SHARDS = 11 class EUWikipediasConfig(datasets.BuilderConfig): """BuilderConfig for EUWikipedias.""" def __init__(self, date=None, language=None, **kwargs): """BuilderConfig for EUWikipedias. Args: language: string, the language code for the Wikipedia dump to use: One of bg,cs,da,de,el,en,es,et,fi,fr,ga,hr,hu,it,lt,lv,mt,nl,pl,pt,ro,sk,sl,sv or all date: string, date of the Wikipedia dump in YYYYMMDD format. A list of available dates can be found at https://dumps.wikimedia.org/enwiki/. **kwargs: keyword arguments forwarded to super. """ if date not in _DATES: raise ValueError(f"date must be one of {_DATES} but was `{date}`") if language not in _LANGUAGES + ["all"]: raise ValueError(f"language must be one of {_LANGUAGES} but was `{language}`") super().__init__( name=f"{date}.{language}", description=f"Wikipedia dataset for {language}, parsed from {date} dump.", **kwargs, ) self.date = date self.language = language class EUWikipedias(datasets.GeneratorBasedBuilder): """EUWikipedias: A dataset of Wikipedias in the EU languages""" BUILDER_CONFIG_CLASS = EUWikipediasConfig BUILDER_CONFIGS = [EUWikipediasConfig(date=date, language=language) for language in _LANGUAGES + ["all"] for date in _DATES] def _info(self): return datasets.DatasetInfo( description=_DESCRIPTION, features=datasets.Features( { "language": datasets.Value("string"), "id": datasets.Value("string"), "url": datasets.Value("string"), "title": datasets.Value("string"), "text": datasets.Value("string"), } ), supervised_keys=None, # No default supervised_keys. homepage=_URL, citation=_CITATION, ) def _split_generators(self, dl_manager): def download_url(dataset, file_name): url = hf_hub_url(repo_id=dataset, filename=f"data/{file_name}.jsonl.xz", repo_type="dataset") return dl_manager.download(url) data_infos = [] languages = _LANGUAGES if self.config.language == "all" else [self.config.language] for language in languages: info = {"language": language} for shard in range(_HIGHEST_NUMBER_OF_SHARDS): try: info["filepath"] = download_url("joelito/EU_Wikipedias", f"{self.config.date}/{language}_{shard}") data_infos.append(info.copy()) except: break # we found the last shard return [datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"data_infos": data_infos})] def _generate_examples(self, data_infos): """This function returns the examples in the raw (text) form by iterating on all the files.""" id_ = 0 for data_info in data_infos: logger.info("Generating examples from = %s", data_info["filepath"]) try: with xz.open(open(data_info["filepath"], "rb"), "rt", encoding="utf-8") as f: for line in f: if line: example = json.loads(line) if example is not None and isinstance(example, dict): yield id_, { "language": data_info["language"], # add the language **example, } id_ += 1 except Exception: logger.exception("Error while processing file %s", data_info["filepath"])