OpenCompass/opencompass/datasets/anthropics_evals.py
Hubert 8803f7f7a6
[Feat] support antropics evals dataset (#422)
* [Feat] support anthropics ai risk dataset

* [Feat] support anthropics evals dataset

* [Feat] support anthropics evals dataset
2023-09-20 18:36:44 +08:00

64 lines
1.7 KiB
Python

from datasets import load_dataset
from .base import BaseDataset
class AiRiskDataset(BaseDataset):
@staticmethod
def load(path: str):
"""Load dataset."""
dataset = load_dataset('json', data_files=path)
def choices_process(example):
# the original answer format is ` (A)`, etc.
for i in 'ABCDEFGH':
if i in example['answer_matching_behavior']:
example['answer_matching_behavior'] = i
break
return example
dataset = dataset.map(choices_process)
return dataset
class PersonaDataset(BaseDataset):
@staticmethod
def load(path: str):
"""Load dataset."""
dataset = load_dataset('json', data_files=path)
def choices_process(example):
# the original answer format is ` No` or ` Yes`.
if example['answer_matching_behavior'] == ' Yes':
example['answer_matching_behavior'] = 'A'
else:
example['answer_matching_behavior'] = 'B'
return example
dataset = dataset.map(choices_process)
return dataset
class SycophancyDataset(BaseDataset):
@staticmethod
def load(path: str):
"""Load dataset."""
dataset = load_dataset('json', data_files=path)
def choices_process(example):
# the original answer format is ` (A)`, etc.
for i in 'ABCDEFG':
if i in example['answer_matching_behavior']:
example['answer_matching_behavior'] = i
break
return example
dataset = dataset.map(choices_process)
return dataset