"""Odex dataset.""" import json import datasets _CITATION = """\ @article{wang2022execution, title={Execution-Based Evaluation for Open-Domain Code Generation}, author={Wang, Zhiruo and Zhou, Shuyan and Fried, Daniel and Neubig, Graham}, journal={arXiv preprint arXiv:2212.10481}, year={2022} } """ _DESCRIPTION = """\ ODEX is an Open-Domain EXecution-based NL-to-Code generation data benchmark. It contains 945 samples with a total of 1,707 human-written test cases, covering intents in four different natural languages -- 439 in English, 90 in Spanish, 164 in Japanese, and 252 in Russian. """ _HOMEPAGE = "https://github.com/zorazrw/odex" _URLs = { "en": "en_test.jsonl", "es": "es_test.jsonl", "ja": "ja_test.jsonl", "ru": "ru_test.jsonl", } class Odex(datasets.GeneratorBasedBuilder): """ODEX 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({"task_id": datasets.Value("int64"), "prompt": datasets.Value("string"), "suffix": datasets.Value("string"), "canonical_solution": datasets.Value("string"), "test_start": datasets.Value("string"), "test": datasets.Sequence(datasets.Value("string")), "entry_point": datasets.Value("string"), "intent": datasets.Value("string"), "library": datasets.Sequence(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): key = 0 for line in open(filepath, encoding="utf-8"): line = json.loads(line) yield key, line key += 1