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import json
from datasets import Dataset, load_dataset
from opencompass.registry import LOAD_DATASET
from .base import BaseDataset
@LOAD_DATASET.register_module()
class CslDataset(BaseDataset):
@staticmethod
def load(**kwargs):
dataset = load_dataset(**kwargs)
def preprocess(example):
keywords = '，'.join(example['keyword'])
example['keywords'] = keywords
return example
dataset = dataset.map(preprocess)
return dataset
@LOAD_DATASET.register_module()
class CslDataset_V2(BaseDataset):
@staticmethod
def load(path):
data = []
with open(path, 'r', encoding='utf-8') as f:
for line in f:
line = json.loads(line)
item = {
'abst': line['abst'],
'keywords': '，'.join(line['keyword']),
'label': 'AB'[int(line['label'])],
}
data.append(item)
return Dataset.from_list(data)
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