OpenCompass/opencompass/datasets/drcd.py
Xingjun.Wang edab1c07ba
[Feature] Support ModelScope datasets (#1289)
* add ceval, gsm8k modelscope surpport

* update race, mmlu, arc, cmmlu, commonsenseqa, humaneval and unittest

* update bbh, flores, obqa, siqa, storycloze, summedits, winogrande, xsum datasets

* format file

* format file

* update dataset format

* support ms_dataset

* udpate dataset for modelscope support

* merge myl_dev and update test_ms_dataset

* udpate dataset for modelscope support

* update readme

* update eval_api_zhipu_v2

* remove unused code

* add get_data_path function

* update readme

* remove tydiqa japanese subset

* add ceval, gsm8k modelscope surpport

* update race, mmlu, arc, cmmlu, commonsenseqa, humaneval and unittest

* update bbh, flores, obqa, siqa, storycloze, summedits, winogrande, xsum datasets

* format file

* format file

* update dataset format

* support ms_dataset

* udpate dataset for modelscope support

* merge myl_dev and update test_ms_dataset

* update readme

* udpate dataset for modelscope support

* update eval_api_zhipu_v2

* remove unused code

* add get_data_path function

* remove tydiqa japanese subset

* update util

* remove .DS_Store

* fix md format

* move util into package

* update docs/get_started.md

* restore eval_api_zhipu_v2.py, add environment setting

* Update dataset

* Update

* Update

* Update

* Update

---------

Co-authored-by: Yun lin <yunlin@U-Q9X2K4QV-1904.local>
Co-authored-by: Yunnglin <mao.looper@qq.com>
Co-authored-by: Yun lin <yunlin@laptop.local>
Co-authored-by: Yunnglin <maoyl@smail.nju.edu.cn>
Co-authored-by: zhangsongyang <zhangsongyang@pjlab.org.cn>
2024-07-29 13:48:32 +08:00

50 lines
1.4 KiB
Python

import json
from datasets import Dataset
from opencompass.registry import LOAD_DATASET, TEXT_POSTPROCESSORS
from opencompass.utils import get_data_path
from .base import BaseDataset
@LOAD_DATASET.register_module()
class DRCDDataset(BaseDataset):
@staticmethod
def load(path: str):
path = get_data_path(path)
with open(path, 'r', encoding='utf-8') as f:
data = json.load(f)
# 将原始数据转换为所需的格式
rows = []
for index, paragraphs in enumerate(data['data']):
for paragraph in paragraphs['paragraphs']:
context = paragraph['context']
for question in paragraph['qas']:
answers = question['answers']
unique_answers = list(set([a['text'] for a in answers]))
rows.append({
'context': context,
'question': question['question'],
'answers': unique_answers
})
# 创建 Dataset
dataset = Dataset.from_dict({
'context': [row['context'] for row in rows],
'question': [row['question'] for row in rows],
'answers': [row['answers'] for row in rows]
})
return dataset
@TEXT_POSTPROCESSORS.register_module('drcd')
def drcd_postprocess(text: str) -> str:
if '答案是' in text:
text = text.split('答案是')[1]
return text