OpenCompass/opencompass/datasets/teval/__init__.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

61 lines
1.9 KiB
Python

import json
import os.path as osp
from typing import Dict, Optional
import mmengine
from datasets import Dataset, DatasetDict
from opencompass.registry import TEXT_POSTPROCESSORS
from opencompass.utils import get_data_path
from ..base import BaseDataset
class TEvalDataset(BaseDataset):
def __init__(self, reader_cfg: Optional[Dict] = {}, **kwargs):
super().__init__(reader_cfg=reader_cfg, **kwargs)
def load(self, path: str, name: str):
path = get_data_path(path, local_mode=True)
dataset = DatasetDict()
data = mmengine.load(osp.join(path, f'{name}.json'))
raw_data = []
for i in data.keys():
origin_prompt = data[i]['origin_prompt']
if isinstance(origin_prompt, str):
origin_prompt = json.loads(origin_prompt)
# Aligning the default roles of opencompass
prompt = origin_prompt + [
dict(role='assistant',
content=str(data[i].get('ground_truth')))
]
raw_data.append({
'prompt': prompt,
'ground_truth': json.dumps(data[i])
})
dataset['test'] = Dataset.from_list(raw_data)
dataset['train'] = Dataset.from_list(raw_data)
return dataset
@TEXT_POSTPROCESSORS.register_module('teval')
def teval_postprocess(text: str) -> str:
if isinstance(text, str):
text = text.split('<eoa>')[0]
text = text.split('<TOKENS_UNUSED_1>')[0]
text = text.split('<|im_end|>')[0]
text = text.split('\nuser')[0]
text = text.split('\nUSER')[0]
text = text.split('[INST]')[0]
text = text.strip()
if text.startswith('```json'):
text = text[len('```json'):]
text = text.strip('`').strip()
if text[:2] == '{{' and text[-2:] == '}}':
text = text[1:-1]
return str(text)