Upload odex.py
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by
loubnabnl
HF staff
- opened
README.md
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@@ -16,6 +16,12 @@ __ODEX__ is an Open-Domain EXecution-based NL-to-Code generation data benchmark.
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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.
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If you find our dataset useful, please cite the paper
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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.
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You can load the dataset by specifying a subset from *en, es, ja, ru* (by default the english subset *en* is loaded):
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```python
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from datasets import load_dataset
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ds = load_dataset("neulab/odex", "ja", split="test")
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```
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If you find our dataset useful, please cite the paper
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odex.py
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@@ -0,0 +1,82 @@
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"""Odex dataset."""
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import json
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import datasets
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_CITATION = """\
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@article{wang2022execution,
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title={Execution-Based Evaluation for Open-Domain Code Generation},
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author={Wang, Zhiruo and Zhou, Shuyan and Fried, Daniel and Neubig, Graham},
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journal={arXiv preprint arXiv:2212.10481},
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year={2022}
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}
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"""
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_DESCRIPTION = """\
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ODEX is an Open-Domain EXecution-based NL-to-Code generation data benchmark.
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It contains 945 samples with a total of 1,707 human-written test cases,
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covering intents in four different natural languages -- 439 in English, 90 in Spanish, 164 in Japanese, and 252 in Russian.
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"""
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_HOMEPAGE = "https://github.com/zorazrw/odex"
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_URLs = {
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"en": "en_test.jsonl",
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"es": "es_test.jsonl",
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"ja": "ja_test.jsonl",
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"ru": "ru_test.jsonl",
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}
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class Odex(datasets.GeneratorBasedBuilder):
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"""ODEX Code dataset."""
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VERSION = datasets.Version("1.0.0")
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BUILDER_CONFIGS = [
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datasets.BuilderConfig(
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name=lang,
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version=datasets.Version("1.0.0"),
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description=_DESCRIPTION,
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) for lang in _URLs.keys()
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]
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DEFAULT_CONFIG_NAME = "en"
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def _info(self):
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features = datasets.Features({"task_id": datasets.Value("int64"),
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"prompt": datasets.Value("string"),
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"suffix": datasets.Value("string"),
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"canonical_solution": datasets.Value("string"),
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"test_start": datasets.Value("string"),
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"test": datasets.Sequence(datasets.Value("string")),
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"entry_point": datasets.Value("string"),
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"intent": datasets.Value("string"),
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"library": datasets.Sequence(datasets.Value("string")),
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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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supervised_keys=None,
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citation=_CITATION,
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homepage=_HOMEPAGE)
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def _split_generators(self, dl_manager):
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"""Returns SplitGenerators."""
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config_urls = _URLs[self.config.name]
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data_dir = dl_manager.download_and_extract(config_urls)
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return [
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datasets.SplitGenerator(
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name=datasets.Split.TEST,
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gen_kwargs={"filepath": data_dir, "split": "train"},
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),
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]
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def _generate_examples(self, filepath, split):
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key = 0
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for line in open(filepath, encoding="utf-8"):
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line = json.loads(line)
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yield key, line
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key += 1
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