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/**
* The MIT License (MIT)
*
* Copyright (c) 2017-2022 Ta4j Organization & respective
* authors (see AUTHORS)
*
* Permission is hereby granted, free of charge, to any person obtaining a copy of
* this software and associated documentation files (the "Software"), to deal in
* the Software without restriction, including without limitation the rights to
* use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of
* the Software, and to permit persons to whom the Software is furnished to do so,
* subject to the following conditions:
*
* The above copyright notice and this permission notice shall be included in all
* copies or substantial portions of the Software.
*
* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS
* FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR
* COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER
* IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN
* CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
*/
package ta4jexamples.backtesting;
import java.time.Duration;
import java.time.ZoneId;
import java.time.ZonedDateTime;
import org.ta4j.core.AnalysisCriterion;
import org.ta4j.core.BarSeries;
import org.ta4j.core.BarSeriesManager;
import org.ta4j.core.BaseBar;
import org.ta4j.core.BaseBarSeries;
import org.ta4j.core.BaseStrategy;
import org.ta4j.core.Strategy;
import org.ta4j.core.Trade;
import org.ta4j.core.TradingRecord;
import org.ta4j.core.criteria.pnl.GrossReturnCriterion;
import org.ta4j.core.indicators.SMAIndicator;
import org.ta4j.core.indicators.helpers.ClosePriceIndicator;
import org.ta4j.core.num.DecimalNum;
import org.ta4j.core.num.Num;
import org.ta4j.core.rules.OverIndicatorRule;
import org.ta4j.core.rules.UnderIndicatorRule;
public class SimpleMovingAverageBacktest {
public static void main(String[] args) throws InterruptedException {
BarSeries series = createBarSeries();
Strategy strategy3DaySma = create3DaySmaStrategy(series);
BarSeriesManager seriesManager = new BarSeriesManager(series);
TradingRecord tradingRecord3DaySma = seriesManager.run(strategy3DaySma, Trade.TradeType.BUY,
DecimalNum.valueOf(50));
System.out.println(tradingRecord3DaySma);
Strategy strategy2DaySma = create2DaySmaStrategy(series);
TradingRecord tradingRecord2DaySma = seriesManager.run(strategy2DaySma, Trade.TradeType.BUY,
DecimalNum.valueOf(50));
System.out.println(tradingRecord2DaySma);
AnalysisCriterion criterion = new GrossReturnCriterion();
Num calculate3DaySma = criterion.calculate(series, tradingRecord3DaySma);
Num calculate2DaySma = criterion.calculate(series, tradingRecord2DaySma);
System.out.println(calculate3DaySma);
System.out.println(calculate2DaySma);
}
private static BarSeries createBarSeries() {
BarSeries series = new BaseBarSeries();
series.addBar(createBar(CreateDay(1), 100.0, 100.0, 100.0, 100.0, 1060));
series.addBar(createBar(CreateDay(2), 110.0, 110.0, 110.0, 110.0, 1070));
series.addBar(createBar(CreateDay(3), 140.0, 140.0, 140.0, 140.0, 1080));
series.addBar(createBar(CreateDay(4), 119.0, 119.0, 119.0, 119.0, 1090));
series.addBar(createBar(CreateDay(5), 100.0, 100.0, 100.0, 100.0, 1100));
series.addBar(createBar(CreateDay(6), 110.0, 110.0, 110.0, 110.0, 1110));
series.addBar(createBar(CreateDay(7), 120.0, 120.0, 120.0, 120.0, 1120));
series.addBar(createBar(CreateDay(8), 130.0, 130.0, 130.0, 130.0, 1130));
return series;
}
private static BaseBar createBar(ZonedDateTime endTime, Number openPrice, Number highPrice, Number lowPrice,
Number closePrice, Number volume) {
return BaseBar.builder(DecimalNum::valueOf, Number.class)
.timePeriod(Duration.ofDays(1))
.endTime(endTime)
.openPrice(openPrice)
.highPrice(highPrice)
.lowPrice(lowPrice)
.closePrice(closePrice)
.volume(volume)
.build();
}
private static ZonedDateTime CreateDay(int day) {
return ZonedDateTime.of(2018, 01, day, 12, 0, 0, 0, ZoneId.systemDefault());
}
private static Strategy create3DaySmaStrategy(BarSeries series) {
ClosePriceIndicator closePrice = new ClosePriceIndicator(series);
SMAIndicator sma = new SMAIndicator(closePrice, 3);
return new BaseStrategy(new UnderIndicatorRule(sma, closePrice), new OverIndicatorRule(sma, closePrice));
}
private static Strategy create2DaySmaStrategy(BarSeries series) {
ClosePriceIndicator closePrice = new ClosePriceIndicator(series);
SMAIndicator sma = new SMAIndicator(closePrice, 2);
return new BaseStrategy(new UnderIndicatorRule(sma, closePrice), new OverIndicatorRule(sma, closePrice));
}
}