Datasets:
Tasks:
Text Generation
Modalities:
Text
Sub-tasks:
language-modeling
Languages:
code
Size:
100K - 1M
ArXiv:
License:
| # coding=utf-8 | |
| # Copyright 2020 The HuggingFace Datasets Authors and the current dataset script contributor. | |
| # | |
| # Licensed under the Apache License, Version 2.0 (the "License"); | |
| # you may not use this file except in compliance with the License. | |
| # You may obtain a copy of the License at | |
| # | |
| # http://www.apache.org/licenses/LICENSE-2.0 | |
| # | |
| # Unless required by applicable law or agreed to in writing, software | |
| # distributed under the License is distributed on an "AS IS" BASIS, | |
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | |
| # See the License for the specific language governing permissions and | |
| # limitations under the License. | |
| """APPS dataset.""" | |
| import json | |
| import datasets | |
| _CITATION = """\ | |
| @misc{zhu2022xlcost, | |
| title = {XLCoST: A Benchmark Dataset for Cross-lingual Code Intelligence}, | |
| url = {https://arxiv.org/abs/2206.08474}, | |
| author = {Zhu, Ming and Jain, Aneesh and Suresh, Karthik and Ravindran, Roshan and Tipirneni, Sindhu and Reddy, Chandan K.}, | |
| year = {2022}, | |
| eprint={2206.08474}, | |
| archivePrefix={arXiv} | |
| } | |
| """ | |
| _DESCRIPTION = """\ | |
| XLCoST is a machine learning benchmark dataset that contains fine-grained parallel data in 7 commonly used programming languages (C++, Java, Python, C#, Javascript, PHP, C), and natural language (English).""" | |
| _HOMEPAGE = "https://github.com/reddy-lab-code-research/XLCoST" | |
| _URLS = { | |
| "train": "train.json", | |
| "test": "test.json", | |
| "valid": "valid.json", | |
| } | |
| def new_url(name): | |
| urls = {"train": f"data/{name}/{_URLS['train']}", | |
| "test": f"data/{name}/{_URLS['test']}", | |
| "valid": f"data/{name}/{_URLS['valid']}"} | |
| return urls | |
| def split_generator(dl_manager, name): | |
| downloaded_files = new_url(name) | |
| downloaded_files = dl_manager.download(new_url(name)) | |
| return [ | |
| datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloaded_files["train"]}), | |
| datasets.SplitGenerator(name=datasets.Split.TEST, gen_kwargs={"filepath": downloaded_files["test"]}), | |
| datasets.SplitGenerator(name=datasets.Split.VALIDATION, gen_kwargs={"filepath": downloaded_files["valid"]}), | |
| ] | |
| class XlcostConfig(datasets.BuilderConfig): | |
| """BuilderConfig for SuperGLUE.""" | |
| def __init__(self, name, description, features, **kwargs): | |
| super(XlcostConfig, self).__init__(version=datasets.Version("2.1.0", ""), **kwargs) | |
| self.name = name | |
| self.description = description | |
| self.features = features | |
| class Xlcost(datasets.GeneratorBasedBuilder): | |
| VERSION = datasets.Version("2.1.0") | |
| BUILDER_CONFIGS = [ | |
| XlcostConfig( | |
| name="Python-snippet-level", | |
| description="snippet level text and code pairs for Python", | |
| features=["text", "code"] | |
| ), | |
| XlcostConfig( | |
| name="Python-program-level", | |
| description="program level text and code pairs for Python", | |
| features=["text", "code"] | |
| ), | |
| XlcostConfig( | |
| name="C-snippet-level", | |
| description="snippet level text and code pairs for C", | |
| features=["text", "code"] | |
| ), | |
| XlcostConfig( | |
| name="C-program-level", | |
| description="program level text and code pairs for C", | |
| features=["text", "code"] | |
| ), | |
| XlcostConfig( | |
| name="Java-snippet-level", | |
| description="snippet level text and code pairs for Java", | |
| features=["text", "code"] | |
| ), | |
| XlcostConfig( | |
| name="Java-program-level", | |
| description="program level text and code pairs for Java", | |
| features=["text", "code"] | |
| ), | |
| XlcostConfig( | |
| name="Javascript-snippet-level", | |
| description="snippet level text and code pairs for PHP", | |
| features=["text", "code"] | |
| ), | |
| XlcostConfig( | |
| name="Javascript-program-level", | |
| description="program level text and code pairs for PHP", | |
| features=["text", "code"] | |
| ), | |
| XlcostConfig( | |
| name="Csharp-snippet-level", | |
| description="snippet level text and code pairs for C#", | |
| features=["text", "code"] | |
| ), | |
| XlcostConfig( | |
| name="Csharp-program-level", | |
| description="program level text and code pairs for C#", | |
| features=["text", "code"] | |
| ), | |
| XlcostConfig( | |
| name="C++-snippet-level", | |
| description="snippet level text and code pairs for C#", | |
| features=["text", "code"] | |
| ), | |
| XlcostConfig( | |
| name="C++-program-level", | |
| description="program level text and code pairs for C#", | |
| features=["text", "code"] | |
| ), | |
| XlcostConfig( | |
| name="PHP-snippet-level", | |
| description="snippet level text and code pairs for PHP", | |
| features=["text", "code"] | |
| ), | |
| XlcostConfig( | |
| name="PHP-program-level", | |
| description="program level text and code pairs for PHP", | |
| features=["text", "code"] | |
| ), | |
| ] | |
| DEFAULT_CONFIG_NAME = "Python-snippet-level" | |
| def _info(self): | |
| return datasets.DatasetInfo( | |
| description=_DESCRIPTION, | |
| features=datasets.Features({"text": datasets.Value("string"), | |
| "code": datasets.Value("string")}), | |
| homepage=_HOMEPAGE, | |
| citation=_CITATION, | |
| ) | |
| def _split_generators(self, dl_manager): | |
| if self.config.name == "Python-snippet-level": | |
| return split_generator(dl_manager, self.config.name) | |
| elif self.config.name == "Python-program-level": | |
| return split_generator(dl_manager, self.config.name) | |
| elif self.config.name == "C-snippet-level": | |
| return split_generator(dl_manager, self.config.name) | |
| elif self.config.name == "C-program-level": | |
| return split_generator(dl_manager, self.config.name) | |
| elif self.config.name == "C++-snippet-level": | |
| return split_generator(dl_manager, self.config.name) | |
| elif self.config.name == "C++-program-level": | |
| return split_generator(dl_manager, self.config.name) | |
| elif self.config.name == "Java-snippet-level": | |
| return split_generator(dl_manager, self.config.name) | |
| elif self.config.name == "Java-program-level": | |
| return split_generator(dl_manager, self.config.name) | |
| elif self.config.name == "Javascript-snippet-level": | |
| return split_generator(dl_manager, self.config.name) | |
| elif self.config.name == "Javascript-program-level": | |
| return split_generator(dl_manager, self.config.name) | |
| elif self.config.name == "Csharp-snippet-level": | |
| return split_generator(dl_manager, self.config.name) | |
| elif self.config.name == "Csharp-program-level": | |
| return split_generator(dl_manager, self.config.name) | |
| elif self.config.name == "PHP-snippet-level": | |
| return split_generator(dl_manager, self.config.name) | |
| elif self.config.name == "PHP-program-level": | |
| return split_generator(dl_manager, self.config.name) | |
| def _generate_examples(self, filepath): | |
| key = 0 | |
| with open(filepath) as f: | |
| for line in f: | |
| row = json.loads(line) | |
| key += 1 | |
| yield key, { | |
| "text": row["text"], | |
| "code": row["code"], | |
| } | |
| key += 1 |