import json import os from datasets import Dataset, DatasetDict from opencompass.registry import LOAD_DATASET from .base import BaseDataset @LOAD_DATASET.register_module() class winograndeDataset(BaseDataset): """Disconnect from Huggingface, winograndeDataset.""" @staticmethod def load(path): path = os.path.join(path, 'dev.jsonl') dataset_list = [] with open(path, 'r', encoding='utf-8') as f: for line in f: line = json.loads(line) prompt = line['sentence'] continue_prompt = prompt.split('_')[1] data_item = { 'opt1': prompt.replace('_', line['option1']), 'opt2': prompt.replace('_', line['option2']), 'answer': line['answer'], 'cont': continue_prompt, } dataset_list.append(data_item) dataset_list = Dataset.from_list(dataset_list) return dataset_list @LOAD_DATASET.register_module() class winograndeDataset_V2(BaseDataset): """Disconnect from Huggingface, winograndeDataset_V2.""" @staticmethod def load(path): path = os.path.join(path, 'dev.jsonl') dataset_list = [] with open(path, 'r', encoding='utf-8') as f: for line in f: line = json.loads(line) prompt = line['sentence'] continue_prompt = prompt.split('_')[1] answer = line['answer'] answer = ' AB'[int(answer)] if answer != '' else 'NULL' data_item = { 'opt1': prompt.replace('_', line['option1']), 'opt2': prompt.replace('_', line['option2']), 'answer': answer, 'cont': continue_prompt, } dataset_list.append(data_item) dataset_list = Dataset.from_list(dataset_list) return dataset_list @LOAD_DATASET.register_module() class winograndeDataset_V3(BaseDataset): """Disconnect from Huggingface, winograndeDataset_V2.""" @staticmethod def load(path): dataset_dict = DatasetDict() for split in ['train_xs', 'dev']: filename = os.path.join(path, f'{split}.jsonl') dataset_list = [] with open(filename, 'r', encoding='utf-8') as f: for line in f: line = json.loads(line) prompt = line['sentence'] continue_prompt = prompt.split('_')[1] answer = line['answer'] answer = ' AB'[int(answer)] if answer != '' else 'NULL' data_item = { 'opt1': prompt.replace('_', line['option1']), 'opt2': prompt.replace('_', line['option2']), 'answer': answer, 'cont': continue_prompt, } dataset_list.append(data_item) dataset_dict[split] = Dataset.from_list(dataset_list) return dataset_dict