Update qlib_data_preprocess.py
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@ -39,11 +39,20 @@ class QlibDataPreprocessor:
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# Determine the actual start and end times to load, including buffer for lookback and predict windows.
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start_index = cal.searchsorted(pd.Timestamp(self.config.dataset_begin_time))
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end_index = cal.searchsorted(pd.Timestamp(self.config.dataset_end_time))
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real_start_time = cal[start_index - self.config.lookback_window]
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if cal[end_index] != pd.Timestamp(self.config.dataset_end_time):
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# 检查start_index - lookback_window是否会导致负数索引
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adjusted_start_index = max(start_index - self.config.lookback_window, 0)
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real_start_time = cal[adjusted_start_index]
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# 检查end_index是否超出数组范围
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if end_index >= len(cal):
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end_index = len(cal) - 1
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elif cal[end_index] != pd.Timestamp(self.config.dataset_end_time):
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end_index -= 1
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real_end_time = cal[end_index + self.config.predict_window]
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# 检查end_index + predict_window是否会超出数组范围
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adjusted_end_index = min(end_index + self.config.predict_window, len(cal) - 1)
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real_end_time = cal[adjusted_end_index]
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# Load data using Qlib's data loader.
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data_df = QlibDataLoader(config=data_fields_qlib).load(
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