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35 lines
1004 B
Python
35 lines
1004 B
Python
from datasets import Dataset, load_dataset
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from opencompass.registry import LOAD_DATASET
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from opencompass.utils import get_data_path
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from .base import BaseDataset
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@LOAD_DATASET.register_module()
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class ScienceQADataset(BaseDataset):
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@staticmethod
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def load_single(path):
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dataset = []
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ds = load_dataset(path)
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for data in ds['test']:
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if data['image'] is None:
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data['label'] = chr(65 + data['answer']
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) + '. ' + data['choices'][data['answer']]
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choices = ''
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for i in range(len(data['choices'])):
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choices += chr(65 + i) + '. ' + data['choices'][i] + '\n'
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data['choices'] = choices
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# print(data)
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dataset.append(data)
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return Dataset.from_list(dataset)
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@staticmethod
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def load(path):
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path = get_data_path(path)
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dataset = ScienceQADataset.load_single(path)
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return dataset
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