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start frequi with historical data if available
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@ -229,20 +229,34 @@ class FreqaiDataDrawer:
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# dynamic df returned to strategy and plotted in frequi
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mrv_df = self.model_return_values[pair] = pd.DataFrame()
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for label in dk.label_list:
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mrv_df[label] = pred_df[label]
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mrv_df[f"{label}_mean"] = dk.data["labels_mean"][label]
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mrv_df[f"{label}_std"] = dk.data["labels_std"][label]
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# if user reused `idenfitier` in config and has historical predictions collected, loadthem
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# so that frequi remains uninterrupted after a crash
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hist_df = self.historic_predictions
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if pair in hist_df:
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len_diff = len(hist_df[pair].index) - len(pred_df.index)
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if len_diff < 0:
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df_concat = pd.concat([pred_df.iloc[:abs(len_diff)], hist_df[pair]],
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ignore_index=True, keys=hist_df[pair].keys())
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else:
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df_concat = hist_df[pair].tail(len(pred_df.index))
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df_concat = df_concat.fillna(0)
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self.model_return_values[pair] = df_concat
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if self.freqai_info["feature_parameters"].get("DI_threshold", 0) > 0:
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mrv_df["DI_values"] = dk.DI_values
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else:
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for label in dk.label_list:
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mrv_df[label] = pred_df[label]
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mrv_df[f"{label}_mean"] = dk.data["labels_mean"][label]
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mrv_df[f"{label}_std"] = dk.data["labels_std"][label]
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mrv_df["do_predict"] = do_preds
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if self.freqai_info["feature_parameters"].get("DI_threshold", 0) > 0:
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mrv_df["DI_values"] = dk.DI_values
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if dk.data['extra_returns_per_train']:
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rets = dk.data['extra_returns_per_train']
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for return_str in rets:
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mrv_df[return_str] = rets[return_str]
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mrv_df["do_predict"] = do_preds
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if dk.data['extra_returns_per_train']:
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rets = dk.data['extra_returns_per_train']
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for return_str in rets:
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mrv_df[return_str] = rets[return_str]
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# for keras type models, the conv_window needs to be prepended so
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# viewing is correct in frequi
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