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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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