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from datasets import Dataset, load_dataset
from opencompass.registry import LOAD_DATASET
from ..base import BaseDataset
@LOAD_DATASET.register_module()
class LEvalNaturalQuestionDataset(BaseDataset):
@staticmethod
def load(**kwargs):
dataset = load_dataset(**kwargs)
split = 'test'
raw_data = []
for i in range(len(dataset[split])):
instructions = dataset[split]['instructions'][i]
outputs = dataset[split]['outputs'][i]
context = dataset[split]['input'][i]
for question, answer in zip(instructions, outputs):
raw_data.append({
'question': question,
'context': context,
'length': len(answer.split()),
'answer': answer
})
dataset[split] = Dataset.from_list(raw_data)
return dataset
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