import json import os from os import environ from datasets import Dataset, DatasetDict from opencompass.registry import LOAD_DATASET from opencompass.utils import get_data_path from .base import BaseDataset @LOAD_DATASET.register_module() class StoryClozeDataset(BaseDataset): @staticmethod def load(path, lang): path = get_data_path(path) dataset_list = [] for split in ['train', 'eval']: if environ.get('DATASET_SOURCE') == 'ModelScope': from modelscope import MsDataset ms_dataset = MsDataset.load(path, subset_name=lang, split=split) for line in ms_dataset: line['context'] = ' '.join([ line['input_sentence_1'], line['input_sentence_2'], line['input_sentence_3'], line['input_sentence_4'] ]) dataset_list.append(line) else: split_path = os.path.join(path, f'{lang}_{split}.jsonl') with open(split_path, 'r', encoding='utf-8') as f: for line in f: line = json.loads(line) line['context'] = ' '.join([ line['input_sentence_1'], line['input_sentence_2'], line['input_sentence_3'], line['input_sentence_4'] ]) dataset_list.append(line) dataset_list = Dataset.from_list(dataset_list) return DatasetDict({'test': dataset_list}) @LOAD_DATASET.register_module() class StoryClozeDatasetV2(BaseDataset): @staticmethod def load(path, lang): path = get_data_path(path) dataset_list = [] for split in ['train', 'eval']: if environ.get('DATASET_SOURCE') == 'ModelScope': from modelscope import MsDataset ms_dataset = MsDataset.load(path, subset_name=lang, split=split) for line in ms_dataset: line['context'] = ' '.join([ line['input_sentence_1'], line['input_sentence_2'], line['input_sentence_3'], line['input_sentence_4'] ]) line['answer_right_ending'] = ' AB'[ line['answer_right_ending']] dataset_list.append(line) else: split_path = os.path.join(path, f'{lang}_{split}.jsonl') with open(split_path, 'r', encoding='utf-8') as f: for line in f: line = json.loads(line) line['context'] = ' '.join([ line['input_sentence_1'], line['input_sentence_2'], line['input_sentence_3'], line['input_sentence_4'] ]) line['answer_right_ending'] = ' AB'[ line['answer_right_ending']] dataset_list.append(line) dataset_list = Dataset.from_list(dataset_list) return dataset_list