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45 lines
1.2 KiB
Python
45 lines
1.2 KiB
Python
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from datasets import load_dataset
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from opencompass.registry import LOAD_DATASET
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from .base import BaseDataset
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@LOAD_DATASET.register_module()
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class winograndeDataset(BaseDataset):
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@staticmethod
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def load(**kwargs):
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dataset = load_dataset(**kwargs)
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def preprocess(example):
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prompt = example.pop('sentence')
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example['opt1'] = prompt.replace('_', example.pop('option1'))
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example['opt2'] = prompt.replace('_', example.pop('option2'))
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return example
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return dataset.map(preprocess)
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@LOAD_DATASET.register_module()
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class winograndeDataset_V2(BaseDataset):
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@staticmethod
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def load(**kwargs):
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dataset = load_dataset(**kwargs)
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def preprocess(example):
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prompt = example.pop('sentence')
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example['opt1'] = prompt.replace('_', example.pop('option1'))
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example['opt2'] = prompt.replace('_', example.pop('option2'))
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answer = example.pop('answer')
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if answer == '':
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example['label'] = 'NULL'
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else:
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example['label'] = ' AB'[int(answer)]
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return example
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return dataset.map(preprocess)
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