import json from datasets import Dataset, load_dataset from opencompass.registry import LOAD_DATASET from opencompass.utils import get_data_path from .base import BaseDataset @LOAD_DATASET.register_module() class CHIDDataset(BaseDataset): @staticmethod def load(**kwargs): if 'data_files' in kwargs: kwargs['data_files'] = get_data_path(kwargs['data_files'], local_mode=True) dataset = load_dataset(**kwargs) def preprocess(example): content = example['content'] for i, c in enumerate(example['candidates']): example[f'content{i}'] = content.replace('#idiom#', c) return example dataset = dataset.map(preprocess) return dataset @LOAD_DATASET.register_module() class CHIDDatasetV2(BaseDataset): @staticmethod def load(path): path = get_data_path(path, local_mode=True) data = [] with open(path, 'r', encoding='utf-8') as f: for line in f: line = json.loads(line) item = {} item['content'] = line['content'].replace('#idiom#', '______') for i, c in enumerate(line['candidates']): item[chr(ord('A') + i)] = c item['answer'] = 'ABCDEFG'[line['answer']] data.append(item) return Dataset.from_list(data)