OpenCompass/opencompass/datasets/rolebench.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

89 lines
3.2 KiB
Python

import json
import os
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 RoleBenchBaseDataset(BaseDataset):
@staticmethod
def load_single(source_file, desc_list):
with open(source_file, 'r', encoding='utf-8') as f:
source_data = [json.loads(line) for line in f.readlines()]
dataset = [{
'role': item['role'],
'desc': desc_list[item['role']],
'question': item['question'],
'answer': item['generated'][0]
} for item in source_data]
return dataset
@staticmethod
def load_desc(path):
path = get_data_path(path, local_mode=True)
with open(path, 'r', encoding='utf-8') as f:
desc_list = json.load(f)
return desc_list
@staticmethod
def load_dataset(path, desc_list):
train_data_list = RoleBenchBaseDataset.load_single(
os.path.join(path, 'general/train.jsonl'), desc_list)
train_data_list.extend(
RoleBenchBaseDataset.load_single(
os.path.join(path, 'role_specific/train.jsonl'), desc_list))
test_dataset = RoleBenchBaseDataset.load_single(
os.path.join(path, 'general/test.jsonl'), desc_list)
test_dataset.extend(
RoleBenchBaseDataset.load_single(
os.path.join(path, 'role_specific/test.jsonl'), desc_list))
return Dataset.from_list(train_data_list).shuffle(
seed=42), Dataset.from_list(test_dataset).shuffle(seed=42)
@LOAD_DATASET.register_module()
class InstructionGeneralizationEnglishDataset(RoleBenchBaseDataset):
@staticmethod
def load(path):
path = get_data_path(path, local_mode=True)
desc_list = RoleBenchBaseDataset.load_desc(
os.path.join(path, 'profiles-eng/desc.json'))
path = os.path.join(path, 'rolebench-eng/instruction-generalization')
train_dataset, test_dataset = RoleBenchBaseDataset.load_dataset(
path, desc_list)
return DatasetDict({'train': train_dataset, 'test': test_dataset})
@LOAD_DATASET.register_module()
class RoleGeneralizationEnglishDataset(RoleBenchBaseDataset):
@staticmethod
def load(path):
path = get_data_path(path, local_mode=True)
desc_list = RoleBenchBaseDataset.load_desc(
os.path.join(path, 'profiles-eng/desc.json'))
path = os.path.join(path, 'rolebench-eng/role-generalization')
train_dataset, test_dataset = RoleBenchBaseDataset.load_dataset(
path, desc_list)
return DatasetDict({'train': train_dataset, 'test': test_dataset})
@LOAD_DATASET.register_module()
class InstructionGeneralizationChineseDataset(RoleBenchBaseDataset):
@staticmethod
def load(path):
desc_list = RoleBenchBaseDataset.load_desc(
os.path.join(path, 'profiles-zh/desc.json'))
path = os.path.join(path, 'rolebench-zh')
train_dataset, test_dataset = RoleBenchBaseDataset.load_dataset(
path, desc_list)
return DatasetDict({'train': train_dataset, 'test': test_dataset})