/*
* SPDX-License-Identifier: MIT
*/
package ta4jexamples.strategies;
import org.apache.logging.log4j.LogManager;
import org.apache.logging.log4j.Logger;
import org.jfree.chart.JFreeChart;
import org.ta4j.core.BarSeries;
import org.ta4j.core.BaseStrategy;
import org.ta4j.core.Indicator;
import org.ta4j.core.Rule;
import org.ta4j.core.Strategy;
import org.ta4j.core.TradingRecord;
import org.ta4j.core.backtest.BarSeriesManager;
import org.ta4j.core.criteria.pnl.GrossReturnCriterion;
import org.ta4j.core.indicators.macd.MACDHistogramMode;
import org.ta4j.core.indicators.macd.MACDVMomentumProfile;
import org.ta4j.core.indicators.macd.MACDVMomentumState;
import org.ta4j.core.indicators.macd.VolatilityNormalizedMACDIndicator;
import org.ta4j.core.indicators.averages.SMAIndicator;
import org.ta4j.core.indicators.helpers.ClosePriceIndicator;
import org.ta4j.core.indicators.numeric.NumericIndicator;
import org.ta4j.core.num.Num;
import org.ta4j.core.rules.OverIndicatorRule;
import org.ta4j.core.rules.UnderIndicatorRule;
import ta4jexamples.charting.workflow.ChartWorkflow;
import ta4jexamples.datasources.BitStampCsvTradesFileBarSeriesDataSource;
/**
* Strategy showing the volatility-normalized MACD-V workflow:
*
*
* - custom signal-line injection ({@link SMAIndicator})
* - histogram polarity configuration
* - momentum-state filtering via {@link MACDVMomentumProfile}
*
*/
public class MACDVMomentumStateStrategy {
private static final Logger LOG = LogManager.getLogger(MACDVMomentumStateStrategy.class);
private static final int FAST_EMA = 12;
private static final int SLOW_EMA = 26;
private static final int ATR_PERIOD = 26;
private static final int SIGNAL_PERIOD = 9;
private static final MACDVMomentumProfile MOMENTUM_PROFILE = new MACDVMomentumProfile(25, 80, -25, -80);
/**
* @param series bar series
* @return strategy based on volatility-normalized MACD-V momentum-state helpers
*/
public static Strategy buildStrategy(BarSeries series) {
if (series == null) {
throw new IllegalArgumentException("Series cannot be null");
}
ClosePriceIndicator closePrice = new ClosePriceIndicator(series);
VolatilityNormalizedMACDIndicator macdV = new VolatilityNormalizedMACDIndicator(closePrice, FAST_EMA, SLOW_EMA,
ATR_PERIOD, SIGNAL_PERIOD, 100);
NumericIndicator histogram = macdV.getHistogram(SIGNAL_PERIOD, SMAIndicator::new,
MACDHistogramMode.MACD_MINUS_SIGNAL);
Rule bullishMomentum = macdV.inMomentumState(MOMENTUM_PROFILE, MACDVMomentumState.RALLYING_OR_RETRACING)
.or(macdV.inMomentumState(MOMENTUM_PROFILE, MACDVMomentumState.HIGH_RISK));
Rule bearishMomentum = macdV.inMomentumState(MOMENTUM_PROFILE, MACDVMomentumState.REBOUNDING_OR_REVERSING)
.or(macdV.inMomentumState(MOMENTUM_PROFILE, MACDVMomentumState.LOW_RISK));
Rule entryRule = macdV.crossedUpSignal(SIGNAL_PERIOD, SMAIndicator::new)
.and(new OverIndicatorRule(histogram, 0))
.and(bullishMomentum);
Rule exitRule = macdV.crossedDownSignal(SIGNAL_PERIOD, SMAIndicator::new)
.or(new UnderIndicatorRule(histogram, 0))
.or(bearishMomentum);
return new BaseStrategy(MACDVMomentumStateStrategy.class.getSimpleName(), entryRule, exitRule,
macdV.getCountOfUnstableBars());
}
public static void main(String[] args) {
BarSeries series = BitStampCsvTradesFileBarSeriesDataSource.loadBitstampSeries();
Strategy strategy = buildStrategy(series);
BarSeriesManager seriesManager = new BarSeriesManager(series);
TradingRecord tradingRecord = seriesManager.run(strategy);
LOG.debug(() -> strategy.toJson());
LOG.debug("{}'s number of positions: {}", strategy.getName(), tradingRecord.getPositionCount());
Num grossReturn = new GrossReturnCriterion().calculate(series, tradingRecord);
LOG.debug("{}'s gross return: {}", strategy.getName(), grossReturn);
VolatilityNormalizedMACDIndicator macdV = new VolatilityNormalizedMACDIndicator(series, FAST_EMA, SLOW_EMA,
ATR_PERIOD, SIGNAL_PERIOD, 100);
Indicator signal = macdV.getSignalLine(SIGNAL_PERIOD, SMAIndicator::new);
NumericIndicator histogram = macdV.getHistogram(SIGNAL_PERIOD, SMAIndicator::new,
MACDHistogramMode.MACD_MINUS_SIGNAL);
ChartWorkflow chartWorkflow = new ChartWorkflow();
JFreeChart chart = chartWorkflow.builder()
.withSeries(series)
.withTradingRecordOverlay(tradingRecord)
.withSubChart(macdV)
.withIndicatorOverlay(signal)
.withSubChart(histogram)
.withAnalysisCriterionOverlay(new GrossReturnCriterion(), tradingRecord)
.toChart();
chartWorkflow.displayChart(chart);
chartWorkflow.saveChartImage(chart, series, "macdv-momentum-state-strategy", "temp/charts");
}
}