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