| | from datasets import GeneratorBasedBuilder, BuilderConfig, Version, load_dataset |
| |
|
| | _DESCRIPTION = 'Dataset for {0} repositories...' |
| | _CITATION = '...' |
| |
|
| | class RepositoryConfig(BuilderConfig): |
| | """BuilderConfig for Repository.""" |
| |
|
| | def __init__(self, language, features, data_url, citation, url, **kwargs): |
| | """ |
| | Args: |
| | language: name of the programming language |
| | features: list of the features that will appear in the feature dict. Should not include "label". |
| | data_url: url to download the zip file from. |
| | citation: citation for the data set. |
| | url: url for information about the data set. |
| | **kwargs: keyword arguments forwarded to super. |
| | """ |
| | super().__init__(version=Version("1.0.0"), **kwargs) |
| | self.language = language |
| | self.features = features |
| | self.data_url = data_url |
| | self.citation = citation |
| | self.url = url |
| |
|
| | class Repository(GeneratorBasedBuilder): |
| | """The Repository benchmark.""" |
| |
|
| | LANGUAGES = [ |
| | 'C#', 'C++', 'C', 'Go', 'HTML', 'Haskell', 'Java', 'JavaScript', |
| | 'Jupyter', 'Kotlin', 'PHP', 'Perl', 'Python', 'Ruby', 'Rust', |
| | 'Shell', 'Swift', 'TypeScript', 'V' |
| | ] |
| |
|
| | BUILDER_CONFIGS = [ |
| | RepositoryConfig( |
| | name=lang.lower().replace('+', 'p').replace('#', 'sharp'), |
| | description=_DESCRIPTION.format(lang), |
| | language=lang, |
| | features=["repo_name", "repo_creator", "programming_language", "code", "num_lines"], |
| | data_url=f"https://example.com/data/{lang.lower().replace('+', 'p').replace('#', 'sharp')}.zip", |
| | citation=_CITATION, |
| | url=f"https://example.com/{lang.lower().replace('+', 'p').replace('#', 'sharp')}_dataset", |
| | ) for lang in LANGUAGES |
| | ] |
| |
|
| | |
| | dataset = load_dataset('repository', 'python') |