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 ] # load a specific configuration of the dataset with the configuration name dataset = load_dataset('repository', 'python')