OpenCompass/opencompass/datasets/multirc.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

67 lines
2.3 KiB
Python

import json
from datasets import Dataset
from opencompass.registry import LOAD_DATASET
from opencompass.utils import get_data_path
from .base import BaseDataset
@LOAD_DATASET.register_module()
class MultiRCDataset(BaseDataset):
@staticmethod
def load(path: str):
path = get_data_path(path, local_mode=True)
with open(path, 'r', errors='ignore') as in_f:
rows = []
for line in in_f:
sample = json.loads(line.strip())
passage = sample['passage']
text = passage['text']
questions = passage['questions']
for question_dict in questions:
question = question_dict['question']
answers = question_dict['answers']
for answer_dict in answers:
answer = answer_dict['text']
label = answer_dict['label']
rows.append({
'text': text,
'question': question,
'answer': answer,
'label': label
})
dataset = Dataset.from_dict({
'text': [row['text'] for row in rows],
'question': [row['question'] for row in rows],
'answer': [row['answer'] for row in rows],
'label': [row['label'] for row in rows]
})
return dataset
@LOAD_DATASET.register_module()
class MultiRCDatasetV2(BaseDataset):
@staticmethod
def load(path: str):
path = get_data_path(path, local_mode=True)
with open(path, 'r', errors='ignore') as in_f:
rows = []
for line in in_f:
sample = json.loads(line.strip())
text = sample['passage']['text']
for question_dict in sample['passage']['questions']:
question = question_dict['question']
answers = question_dict['answers']
for answer in answers:
rows.append({
'text': text,
'question': question,
'answer': answer['text'],
'label': 'BA'[answer['label']]
})
return Dataset.from_list(rows)