from freqtrade.strategy import IStrategy

class FQ_TurboQuantStrategy(IStrategy):
    """
    Strategy for Freqtrade using TurboQuant (VQ) compressed features.
    """
    def populate_indicators(self, dataframe, metadata):
        # Apply TurboQuant here
        return dataframe

    def populate_buy_trend(self, dataframe, metadata):
        dataframe.loc[(), 'buy'] = 1
        return dataframe

    def populate_sell_trend(self, dataframe, metadata):
        dataframe.loc[(), 'sell'] = 1
        return dataframe