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@@ -234,6 +234,8 @@ class DataHandler(object):
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col_time, features = self.opt.col_time, self.opt.features
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data = data.map(lambda x: float(x.to_decimal()) if isinstance(x, Decimal128) else float(x) if isinstance(x, numbers.Number) else x)
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data = data.sort_values(by=col_time).reset_index(drop=True, inplace=False)
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+ if not set(features).issubset(set(data.columns.tolist())):
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+ raise ValueError("预测数据特征不满足模型特征！")
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pre_data = data[features].copy()
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if self.opt.Model['predict_data_fill']:
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pre_data = self.fill_pre_data(pre_data)
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David