Add loading script
Browse files- liv4ever.py +145 -0
liv4ever.py
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"""OPUS liv4ever dataset."""
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from pathlib import Path
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import datasets
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_DESCRIPTION = """\
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This is the Livonian 4-lingual parallel corpus. Livonian is a Uralic / Finnic language with just about 20 fluent
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speakers and no native speakers (as of 2021). The texts and translations in this corpus were collected from all the
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digital text resources that could be found by the authors; scanned and printed materials are left for future work.
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"""
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_HOMEPAGE = "https://opus.nlpl.eu/liv4ever.php"
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_LICENSE = "CC BY-SA"
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_CITATION = r"""
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@inproceedings{rikters-etal-2022-machine,
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title = "Machine Translation for {L}ivonian: Catering to 20 Speakers",
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author = "Rikters, Mat{\=\i}ss and
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Tomingas, Marili and
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Tuisk, Tuuli and
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Ern{\v{s}}treits, Valts and
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Fishel, Mark",
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booktitle = "Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 2: Short Papers)",
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month = may,
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year = "2022",
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address = "Dublin, Ireland",
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publisher = "Association for Computational Linguistics",
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url = "https://aclanthology.org/2022.acl-short.55",
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doi = "10.18653/v1/2022.acl-short.55",
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pages = "508--514",
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}
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@inproceedings{tiedemann-2012-parallel,
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title = "Parallel Data, Tools and Interfaces in {OPUS}",
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author = {Tiedemann, J{\"o}rg},
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booktitle = "Proceedings of the Eighth International Conference on Language Resources and Evaluation ({LREC}'12)",
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month = may,
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year = "2012",
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address = "Istanbul, Turkey",
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publisher = "European Language Resources Association (ELRA)",
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url = "http://www.lrec-conf.org/proceedings/lrec2012/pdf/463_Paper.pdf",
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pages = "2214--2218",
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}
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"""
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_URLS = {
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"parallel": "https://opus.nlpl.eu/download.php?f=liv4ever/v1/moses/{}-{}.txt.zip",
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"monolingual": "https://opus.nlpl.eu/download.php?f=liv4ever/v1/mono/{}.txt.gz",
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}
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_LANGUAGES = ["en", "et", "fr", "liv", "lv"]
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_LANGUAGE_PAIRS = [("en", "liv"), ("et", "liv"), ("fr", "liv"), ("liv", "lv")]
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class Liv4EverConfig(datasets.BuilderConfig):
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def __init__(self, language_pair=None, language=None, version=datasets.Version("1.0.0"), **kwargs):
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if (language_pair and language) or (not language_pair and not language):
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raise ValueError("Pass either 'language_pair' or 'language'")
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if language_pair:
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if isinstance(language_pair, str):
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language_pair = language_pair.split("-")
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language_pair = tuple(sorted(language_pair))
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name = f"{'-'.join(language_pair) if language_pair else language}"
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else:
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name = f"{language}"
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super().__init__(name=name, version=version, **kwargs)
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self.language_pair = language_pair
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self.language = language
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class Liv4Ever(datasets.GeneratorBasedBuilder):
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BUILDER_CONFIG_CLASS = Liv4EverConfig
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BUILDER_CONFIGS = [Liv4EverConfig(language_pair=language_pair) for language_pair in _LANGUAGE_PAIRS] + [
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Liv4EverConfig(language=language) for language in _LANGUAGES
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]
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def _info(self):
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if self.config.language_pair:
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features = datasets.Features(
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{
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"translation": datasets.Translation(languages=self.config.language_pair),
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}
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)
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else:
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features = datasets.Features(
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{
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"text": datasets.Value("string"),
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}
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)
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return datasets.DatasetInfo(
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description=_DESCRIPTION,
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features=features,
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homepage=_HOMEPAGE,
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license=_LICENSE,
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citation=_CITATION,
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)
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def _split_generators(self, dl_manager):
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url = (
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_URLS["parallel"].format(*self.config.language_pair)
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if self.config.language_pair
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else _URLS["monolingual"].format(self.config.language)
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)
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path = dl_manager.download_and_extract(url)
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return [
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datasets.SplitGenerator(
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name=datasets.Split.TRAIN,
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gen_kwargs={
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"path": path,
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},
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),
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]
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def _generate_examples(self, path):
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if self.config.language_pair:
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for key, item in enumerate(_parse_txt_pair(path, self.config.language_pair)):
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# Skip first line containing just the language name
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if key == 0:
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continue
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yield key, {"translation": item}
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else:
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for key, line in enumerate(_parse_txt(path)):
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# Skip first line containing just the language name
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if key == 0:
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continue
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yield key, {
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"text": line,
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}
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def _parse_txt(path):
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with open(path, encoding="utf-8") as f:
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for line in f:
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line = line.strip()
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if line:
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yield line
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def _parse_txt_pair(path, language_pair):
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paths = [sorted(Path(path).glob(f"*.{language}"))[0] for language in language_pair]
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for line_pair in zip(_parse_txt(paths[0]), _parse_txt(paths[1])):
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yield {language: line for language, line in zip(language_pair, line_pair)}
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