| """MCoNaLa dataset.""" |
|
|
| import json |
| import datasets |
|
|
|
|
| _CITATION = """\ |
| @article{wang2022mconala, |
| title={MCoNaLa: A Benchmark for Code Generation from Multiple Natural Languages}, |
| author={Zhiruo Wang, Grace Cuenca, Shuyan Zhou, Frank F. Xu, Graham Neubig}, |
| journal={arXiv preprint arXiv:2203.08388}, |
| year={2022} |
| } |
| """ |
|
|
| _DESCRIPTION = """\ |
| MCoNaLa is a Multilingual Code/Natural Language Challenge dataset with |
| 896 NL-Code pairs in three languages: Spanish, Japanese, and Russian. |
| """ |
|
|
| _HOMEPAGE = "https://github.com/zorazrw/multilingual-conala" |
| _URLs = { |
| "es": "es_test.json", |
| "ja": "ja_test.json", |
| "ru": "ru_test.json", |
| } |
|
|
| class MCoNaLa(datasets.GeneratorBasedBuilder): |
| """MCoNaLa NL-to-Code dataset.""" |
|
|
| VERSION = datasets.Version("1.0.0") |
|
|
|
|
| BUILDER_CONFIGS = [ |
| datasets.BuilderConfig( |
| name=lang, |
| version=datasets.Version("1.0.0"), |
| description=_DESCRIPTION, |
| ) for lang in _URLs.keys() |
| ] |
|
|
| DEFAULT_CONFIG_NAME = "en" |
| |
| |
| def _info(self): |
| features = datasets.Features({"question_id": datasets.Value("int64"), |
| "intent": datasets.Value("string"), |
| "rewritten_intent": datasets.Value("string"), |
| "snippet": datasets.Value("string"), |
| }) |
| return datasets.DatasetInfo( |
| description=_DESCRIPTION, |
| features=features, |
| supervised_keys=None, |
| citation=_CITATION, |
| homepage=_HOMEPAGE) |
|
|
| def _split_generators(self, dl_manager): |
| """Returns SplitGenerators.""" |
| config_urls = _URLs[self.config.name] |
| data_dir = dl_manager.download_and_extract(config_urls) |
| return [ |
| datasets.SplitGenerator( |
| name=datasets.Split.TEST, |
| gen_kwargs={"filepath": data_dir, "split": "train"}, |
| ), |
| ] |
|
|
|
|
| def _generate_examples(self, filepath, split): |
| dataset = json.load(open(filepath, encoding="utf-8")) |
| for key, line in enumerate(dataset): |
| yield key, line |
