goldenChart/ta4j-master/ta4j-examples/src/main/java/ta4jexamples/bots/TradingBotOnMovingBarSeries.java

/*
 * SPDX-License-Identifier: MIT
 */
package ta4jexamples.bots;

import java.time.Duration;
import java.time.Instant;

import org.apache.logging.log4j.LogManager;
import org.apache.logging.log4j.Logger;
import org.ta4j.core.Bar;
import org.ta4j.core.BarSeries;
import org.ta4j.core.BaseStrategy;
import org.ta4j.core.BaseTradingRecord;
import org.ta4j.core.Strategy;
import org.ta4j.core.Trade;
import org.ta4j.core.TradingRecord;
import org.ta4j.core.bars.TimeBarBuilder;
import org.ta4j.core.indicators.averages.SMAIndicator;
import org.ta4j.core.indicators.helpers.ClosePriceIndicator;
import org.ta4j.core.num.DecimalNum;
import org.ta4j.core.num.DecimalNumFactory;
import org.ta4j.core.num.Num;
import org.ta4j.core.rules.OverIndicatorRule;
import org.ta4j.core.rules.UnderIndicatorRule;

import ta4jexamples.datasources.BitStampCsvTradesFileBarSeriesDataSource;

/**
 * Example of a trading bot running on a live, moving {@link BarSeries}.
 *
 * This example simulates a real-time trading environment:
 * <ul>
 * <li>A strategy is evaluated on the latest bar on each tick/iteration.</li>
 * <li>The bot maintains a {@link BaseTradingRecord} and updates it using
 * {@link Trade.TradeType} entry/exit signals.</li>
 * <li>The series is continuously fed with new simulated ticks, mimicking a live
 * feed.</li>
 * </ul>
 */
public class TradingBotOnMovingBarSeries {

    private static final Logger LOG = LogManager.getLogger(TradingBotOnMovingBarSeries.class);

    /**
     * Close price of the last bar
     */
    private static Num LAST_BAR_CLOSE_PRICE;

    /**
     * Builds a moving bar series (i.e. keeping only the maxBarCount last bars)
     *
     * @param maxBarCount the number of bars to keep in the bar series (at maximum)
     * @return a moving bar series
     */
    private static BarSeries initMovingBarSeries(int maxBarCount) {
        BarSeries series = BitStampCsvTradesFileBarSeriesDataSource.loadBitstampSeries();
        // Limitating the number of bars to maxBarCount
        series.setMaximumBarCount(maxBarCount);
        LAST_BAR_CLOSE_PRICE = series.getBar(series.getEndIndex()).getClosePrice();
        LOG.debug("Initial bar count: {} (limited to {}), close price = {}", series.getBarCount(), maxBarCount,
                LAST_BAR_CLOSE_PRICE);
        return series;
    }

    /**
     * @param series a bar series
     * @return a dummy strategy
     */
    private static Strategy buildStrategy(BarSeries series) {
        if (series == null) {
            throw new IllegalArgumentException("Series cannot be null");
        }

        ClosePriceIndicator closePrice = new ClosePriceIndicator(series);
        SMAIndicator sma = new SMAIndicator(closePrice, 12);

        // Signals
        // Buy when SMA goes over close price
        // Sell when close price goes over SMA
        Strategy buySellSignals = new BaseStrategy(new OverIndicatorRule(sma, closePrice),
                new UnderIndicatorRule(sma, closePrice));
        return buySellSignals;
    }

    /**
     * Generates a random decimal number between min and max.
     *
     * @param min the minimum bound
     * @param max the maximum bound
     * @return a random decimal number between min and max
     */
    private static Num randDecimal(Num min, Num max) {
        Num randomDecimal = null;
        if (min != null && max != null && min.isLessThan(max)) {
            Num range = max.minus(min);
            Num position = range.multipliedBy(DecimalNum.valueOf(Math.random()));
            randomDecimal = min.plus(position);
        }
        return randomDecimal;
    }

    /**
     * Generates a random bar.
     *
     * @return a random bar
     */
    private static Bar generateRandomBar() {
        final Num maxRange = DecimalNum.valueOf("0.03"); // 3.0%
        Num openPrice = LAST_BAR_CLOSE_PRICE;
        Num lowPrice = openPrice.minus(maxRange.multipliedBy(DecimalNum.valueOf(Math.random())));
        Num highPrice = openPrice.plus(maxRange.multipliedBy(DecimalNum.valueOf(Math.random())));
        Num closePrice = randDecimal(lowPrice, highPrice);
        LAST_BAR_CLOSE_PRICE = closePrice;
        return new TimeBarBuilder(DecimalNumFactory.getInstance()).amount(1)
                .volume(1)
                .timePeriod(Duration.ofDays(1))
                .endTime(Instant.now())
                .openPrice(openPrice)
                .highPrice(highPrice)
                .lowPrice(lowPrice)
                .closePrice(closePrice)
                .build();
    }

    public static void main(String[] args) throws InterruptedException {

        LOG.debug("********************** Initialization **********************");
        // Getting the bar series
        BarSeries series = initMovingBarSeries(20);

        // Building the trading strategy
        Strategy strategy = buildStrategy(series);

        // Initializing the trading history
        TradingRecord tradingRecord = new BaseTradingRecord();
        LOG.debug("************************************************************");

        /*
         * We run the strategy for the 50 next bars.
         */
        for (int i = 0; i < 50; i++) {

            // New bar
            Thread.sleep(30); // I know...
            Bar newBar = generateRandomBar();
            LOG.debug("------------------------------------------------------\nBar {} added, close price = {}", i,
                    newBar.getClosePrice().doubleValue());
            series.addBar(newBar);

            int endIndex = series.getEndIndex();
            if (strategy.shouldEnter(endIndex)) {
                // Our strategy should enter
                LOG.debug("Strategy should ENTER on {}", endIndex);
                boolean entered = tradingRecord.enter(endIndex, newBar.getClosePrice(), DecimalNum.valueOf(10));
                if (entered) {
                    Trade entry = tradingRecord.getLastEntry();
                    LOG.debug("Entered on {} (price={}, amount={})", entry.getIndex(),
                            entry.getNetPrice().doubleValue(), entry.getAmount().doubleValue());
                }
            } else if (strategy.shouldExit(endIndex)) {
                // Our strategy should exit
                LOG.debug("Strategy should EXIT on {}", endIndex);
                boolean exited = tradingRecord.exit(endIndex, newBar.getClosePrice(), DecimalNum.valueOf(10));
                if (exited) {
                    Trade exit = tradingRecord.getLastExit();
                    LOG.debug("Exited on {} (price={}, amount={})", exit.getIndex(), exit.getNetPrice().doubleValue(),
                            exit.getAmount().doubleValue());
                }
            }
        }
    }
}