# 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. import json import os import datasets _DESCRIPTION = """\ RareBench is a pioneering benchmark designed to systematically evaluate the capabilities of LLMs within the realm of rare diseases. """ _HOMEPAGE = "https://github.com/chenxz1111/RareBench" _URL = r"https://huggingface.co/datasets/chenxz/RareBench/resolve/main/data.zip" data_list = [ "RAMEDIS", "HMS", "MME", "LIRICAL", "PUMCH_ADM" ] class RareBenchConfig(datasets.BuilderConfig): def __init__(self, **kwargs): super().__init__(version=datasets.Version("1.0.0"), **kwargs) class RareBench(datasets.GeneratorBasedBuilder): BUILDER_CONFIGS = [ RareBenchConfig( name=data_name, ) for data_name in data_list ] def _info(self): features = datasets.Features( { "Phenotype": [datasets.Value("string")], "RareDisease": [datasets.Value("string")], "Department": datasets.Value("string"), } ) return datasets.DatasetInfo( description=_DESCRIPTION, features=features, homepage=_HOMEPAGE, ) def _split_generators(self, dl_manager): data_dir = dl_manager.download_and_extract(_URL) data_name = self.config.name return [ datasets.SplitGenerator( name=datasets.Split.TEST, gen_kwargs={ "filepath": os.path.join( data_dir, "data", f"{data_name}.jsonl" ), }, ) ] def _generate_examples(self, filepath): with open(filepath, encoding="utf-8") as f: for idx, line in enumerate(f): key = f"{self.config.name}-{idx}" item = json.loads(line) yield key, { "Phenotype": item["Phenotype"], "RareDisease": item["RareDisease"], "Department": item["Department"], }