Upload tatoeba-challenge.py
Browse files- tatoeba-challenge.py +137 -0
tatoeba-challenge.py
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import gzip
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from datasets import (
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BuilderConfig,
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GeneratorBasedBuilder,
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DownloadManager,
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StreamingDownloadManager,
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Version,
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SplitGenerator,
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Split,
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DatasetInfo,
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Features,
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Value,
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)
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from typing import Union
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from pathlib import Path
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class TatoebaChallengeConfig(BuilderConfig):
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"""Builder config for Tatoeba challenge dataset."""
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def __init__(self, name: str, version: str, **kwargs):
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assert version == "2023-09-26", "Only v2023-09-26 is supported"
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super().__init__(
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name=name, version=Version(version.replace("-", ".")), **kwargs
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)
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self.version_str = version
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self.data_url = (
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f"https://object.pouta.csc.fi/Tatoeba-Challenge-v{version}/{name}.tar"
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)
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class TatoebaChallenge(GeneratorBasedBuilder):
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"""Tatoeba challenge dataset."""
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BUILDER_CONFIG_CLASS = TatoebaChallengeConfig
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BUILDER_CONFIGS = [
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TatoebaChallengeConfig(name="chv-eng", version="2023-09-26"),
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TatoebaChallengeConfig(name="chv-rus", version="2023-09-26"),
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]
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def _info(self) -> DatasetInfo:
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src, trg = self.config.name.split("-")
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return DatasetInfo(
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description="""
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The Tatoeba Translation Challenge.
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You can find more about the data here: https://github.com/Helsinki-NLP/Tatoeba-Challenge
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Here we have only Chuvash-English subset.
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We do not use official dataset https://huggingface.co/datasets/Helsinki-NLP/tatoeba_mt
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here because chv-eng of the dataset contains only test split.
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""",
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features=Features(
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{
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"id": Value("string"),
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src: Value("string"),
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trg: Value("string"),
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}
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),
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supervised_keys=None,
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homepage="https://github.com/Helsinki-NLP/Tatoeba-Challenge",
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citation="""
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@inproceedings{tiedemann-2020-tatoeba,
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title = "The {T}atoeba {T}ranslation {C}hallenge {--} {R}ealistic Data Sets for Low Resource and Multilingual {MT}",
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author = {Tiedemann, J{\"o}rg},
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booktitle = "Proceedings of the Fifth Conference on Machine Translation",
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month = nov,
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year = "2020",
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address = "Online",
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publisher = "Association for Computational Linguistics",
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url = "https://www.aclweb.org/anthology/2020.wmt-1.139",
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pages = "1174--1182"
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}
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""",
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)
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def _split_generators(
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self, dl_manager: Union[DownloadManager, StreamingDownloadManager]
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):
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dl_dir = dl_manager.download_and_extract(self.config.data_url)
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assert isinstance(dl_dir, str)
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path_to_folder = (
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Path(dl_dir)
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/ "data"
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/ "release"
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/ f"v{self.config.version_str}"
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/ self.config.name
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)
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return [
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SplitGenerator(
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name=Split.TRAIN._name,
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gen_kwargs={
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"langs": path_to_folder / "train.id.gz",
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"src": path_to_folder / "train.src.gz",
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"trg": path_to_folder / "train.trg.gz",
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},
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),
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SplitGenerator(
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name=Split.TEST._name,
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gen_kwargs={
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"langs": path_to_folder / "test.id",
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"src": path_to_folder / "test.src",
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"trg": path_to_folder / "test.trg",
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},
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),
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]
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def _generate_examples(self, langs: Path, src: Path, trg: Path):
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if langs.suffix == ".gz":
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assert src.suffix == trg.suffix
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assert trg.suffix == langs.suffix
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opener = gzip.open
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else:
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opener = open
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with opener(langs, "rb") as langs_src:
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with opener(src, "rb") as src_src:
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with opener(trg, "rb") as trg_src:
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for id_, (langs_line, src_line, trg_line) in enumerate(
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zip(langs_src, src_src, trg_src)
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):
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langs_row = langs_line.decode("utf8").strip().split("\t")
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# train contains 3 symbols
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if len(langs_row) == 3:
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_, src_lang, trg_lang = langs_row
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else:
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src_lang, trg_lang = langs_row
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yield (
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id_,
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{
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"id": id_,
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src_lang: src_line.decode("utf8").strip(),
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trg_lang: trg_line.decode("utf8").strip(),
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},
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)
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