import os import datasets from datasets import DownloadManager, DatasetInfo, Features, Value, Split, SplitGenerator _CITATION = """"@misc{birco,\n title={{BIRCO: A Benchmark of Information Retrieval Tasks with Complex Objectives}},\n author={{Xiaoyue Wang et al.}},\n year={2024},\n url={https://arxiv.org/abs/2402.14151},\n}"""" _DESCRIPTION = """"BIRCO benchmark containing corpus, queries, and relevance judgments"""" _HOMEPAGE = "https://github.com/BIRCO-benchmark/BIRCO" _LICENSE = "CC-BY-4.0" class BIRCO(datasets.GeneratorBasedBuilder): BUILDER_CONFIGS = [ datasets.BuilderConfig( name="corpus", version=datasets.Version("1.0.0"), description="Document corpus", ), datasets.BuilderConfig( name="queries", version=datasets.Version("1.0.0"), description="Search queries", ), datasets.BuilderConfig( name="default", version=datasets.Version("1.0.0"), description="Relevance judgments", ), ] def _info(self): if self.config.name == "corpus": features = Features({ "_id": Value("string"), "text": Value("string"), "title": Value("string") }) elif self.config.name == "queries": features = Features({ "_id": Value("string"), "text": Value("string") }) elif self.config.name == "default": features = Features({ "query-id": Value("string"), "corpus-id": Value("string"), "score": Value("float64") }) return DatasetInfo( description=_DESCRIPTION, features=features, citation=_CITATION, homepage=_HOMEPAGE, license=_LICENSE ) def _split_generators(self, dl_manager): return [ SplitGenerator( name=Split.TEST, gen_kwargs={ "files": dl_manager.download_and_extract({ "data": f"data/{self.config.name}/test-*.parquet" }), "split": "test" } ) ] def _generate_examples(self, files, split): dataset = datasets.load_dataset("parquet", data_files=files["data"], split=split) for idx, example in enumerate(dataset): yield idx, example