import json import os from datasets import Dataset, DatasetDict from opencompass.registry import LOAD_DATASET from .base import BaseDataset @LOAD_DATASET.register_module() class commonsenseqaDataset(BaseDataset): @staticmethod def load(path): dataset = {} for split, stub in [ ['train', 'train_rand_split.jsonl'], ['validation', 'dev_rand_split.jsonl'], ]: data_path = os.path.join(path, stub) dataset_list = [] with open(data_path, 'r', encoding='utf-8') as f: for line in f: line = json.loads(line) dataset_list.append({ 'question': line['question']['stem'], 'A': line['question']['choices'][0]['text'], 'B': line['question']['choices'][1]['text'], 'C': line['question']['choices'][2]['text'], 'D': line['question']['choices'][3]['text'], 'E': line['question']['choices'][4]['text'], 'answerKey': line['answerKey'], }) dataset[split] = Dataset.from_list(dataset_list) return DatasetDict(dataset)