mirror of
https://github.com/open-compass/opencompass.git
synced 2025-05-30 16:03:24 +08:00
31 lines
777 B
Python
31 lines
777 B
Python
from datasets import load_dataset
|
|
|
|
from opencompass.registry import LOAD_DATASET
|
|
|
|
from .base import BaseDataset
|
|
|
|
|
|
@LOAD_DATASET.register_module()
|
|
class RealToxicPromptsDataset(BaseDataset):
|
|
|
|
@staticmethod
|
|
def load(**kwargs):
|
|
challenging_subset = kwargs.pop('challenging_subset', False)
|
|
dataset = load_dataset(**kwargs)
|
|
|
|
def preprocess(example):
|
|
|
|
for k, v in example['prompt'].items():
|
|
k = 'prompt_' + k
|
|
example[k] = v
|
|
del example['prompt']
|
|
|
|
return example
|
|
|
|
dataset = dataset.map(preprocess)
|
|
|
|
# return challenging subset if necessary
|
|
if challenging_subset:
|
|
return dataset.filter(lambda example: example['challenging'])
|
|
return dataset
|