Improve freqAI strategy formatting and readability
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@ -170,25 +170,31 @@ class FreqaiExampleStrategy(IStrategy):
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dataframe = self.freqai.start(dataframe, metadata, self)
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for val in self.std_dev_multiplier_buy.range:
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dataframe[f'target_roi_{val}'] = dataframe["&-s_close_mean"] + \
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dataframe["&-s_close_std"] * val
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dataframe[f'target_roi_{val}'] = (
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dataframe["&-s_close_mean"] + dataframe["&-s_close_std"] * val
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)
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for val in self.std_dev_multiplier_sell.range:
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dataframe[f'sell_roi_{val}'] = dataframe["&-s_close_mean"] - \
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dataframe["&-s_close_std"] * val
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dataframe[f'sell_roi_{val}'] = (
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dataframe["&-s_close_mean"] - dataframe["&-s_close_std"] * val
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)
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return dataframe
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def populate_entry_trend(self, df: DataFrame, metadata: dict) -> DataFrame:
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enter_long_conditions = [df["do_predict"] == 1, df["&-s_close"]
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> df[f"target_roi_{self.std_dev_multiplier_buy.value}"]]
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enter_long_conditions = [
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df["do_predict"] == 1,
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df["&-s_close"] > df[f"target_roi_{self.std_dev_multiplier_buy.value}"],
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]
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if enter_long_conditions:
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df.loc[
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reduce(lambda x, y: x & y, enter_long_conditions), ["enter_long", "enter_tag"]
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] = (1, "long")
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enter_short_conditions = [df["do_predict"] == 1, df["&-s_close"]
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< df[f"sell_roi_{self.std_dev_multiplier_sell.value}"]]
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enter_short_conditions = [
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df["do_predict"] == 1,
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df["&-s_close"] < df[f"sell_roi_{self.std_dev_multiplier_sell.value}"],
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]
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if enter_short_conditions:
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df.loc[
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@ -198,13 +204,17 @@ class FreqaiExampleStrategy(IStrategy):
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return df
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def populate_exit_trend(self, df: DataFrame, metadata: dict) -> DataFrame:
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exit_long_conditions = [df["do_predict"] == 1, df["&-s_close"] <
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df[f"sell_roi_{self.std_dev_multiplier_sell.value}"] * 0.25]
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exit_long_conditions = [
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df["do_predict"] == 1,
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df["&-s_close"] < df[f"sell_roi_{self.std_dev_multiplier_sell.value}"] * 0.25,
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]
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if exit_long_conditions:
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df.loc[reduce(lambda x, y: x & y, exit_long_conditions), "exit_long"] = 1
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exit_short_conditions = [df["do_predict"] == 1, df["&-s_close"] >
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df[f"target_roi_{self.std_dev_multiplier_buy.value}"] * 0.25]
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exit_short_conditions = [
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df["do_predict"] == 1,
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df["&-s_close"] > df[f"target_roi_{self.std_dev_multiplier_buy.value}"] * 0.25,
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]
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if exit_short_conditions:
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df.loc[reduce(lambda x, y: x & y, exit_short_conditions), "exit_short"] = 1
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