Simulation Function Separated
This commit is contained in:
Luis Fernando Molina committed
1 parent
3d13adeef8
commit
afaed2f577
1 file changed
+334
-332
+334
-332
@@ -355,7 +355,7 @@
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}
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buildRecords();
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runSimulation(candles, bollingerBandsMap, percentgeBandwidthMap, recordsArray, outputPeriod, writeRecordsFile)
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}
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catch (err) {
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@@ -364,337 +364,6 @@
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}
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}
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function buildRecords() {
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try {
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if (FULL_LOG === true) { logger.write(MODULE_NAME, "[INFO] start -> buildRecords -> loopBody -> buildRecords -> Entering function."); }
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/* Initial Values */
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let lastOperation = 'Buy';
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let initialDate = new Date("2018-08-01");
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let initialBalanceA = 1;
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/* Strategy and Phases */
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let strategy = 0;
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let strategyPhase = 0;
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/* Building records */
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let stopLossPercentage = 1.5;
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let previousStopLoss = 0;
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let trailingStop = false;
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let stopLoss = 0;
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let stopLossDecay = 0;
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let stopLossDecayIncrement = 0.06;
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let record;
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let balanceAssetA = initialBalanceA;
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let balanceAssetB = 0;
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let profit = 0;
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let lastProfit = 0;
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let lastProfitPercent = 0;
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let sellRate = 0;
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let previousBalanceAssetA = 0;
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let roundtrips = 0;
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let hits = 0;
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let fails = 0;
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let hitRatio = 0;
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let ROI = 0;
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let periods = 0;
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let days = 0;
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let anualizedRateOfReturn = 0;
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let type = '""';
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let signal = '""';
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let rate = 0;
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let presellModeIsActive = false;
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let initialBuffer = 3;
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/* Main Simulation Loop: We go thourgh all the candles at this time period. */
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for (let i = 0 + initialBuffer; i < candles.length; i++) {
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let candle = candles[i];
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let percentgeBandwidth = percentgeBandwidthMap.get(candle.begin);
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let band = bollingerBandsMap.get(candle.begin);
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if (percentgeBandwidth === undefined) { continue;} // percentageBandwidth might start after the first few candles.
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if (candle.begin < initialDate.valueOf()) { continue; }
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periods++;
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let band1 = bollingerBandsMap.get(candles[i - 1].begin);
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let band2 = bollingerBandsMap.get(candles[i - 2].begin);
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let band3 = bollingerBandsMap.get(candles[i - 3].begin);
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let percentgeBandwidth1 = percentgeBandwidthMap.get(candles[i - 1].begin);
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let percentgeBandwidth2 = percentgeBandwidthMap.get(candles[i - 2].begin);
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let percentgeBandwidth3 = percentgeBandwidthMap.get(candles[i - 3].begin);
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if (strategy === 0) {
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/*
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Here we need to pick a strategy, or if there is not suitable strategy for the current
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market conditions, we pass until the next period.
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To pick a new strategy we will need a new indicator called Bollinger Channels,
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which I dont have right now, so for the time being, I will choose the strategy
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manually.
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*/
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strategy = 1;
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}
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if (strategy === 1) {
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/* Strategy #1: Trend Following. */
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/*
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Strategy Summary:
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Once Percentage Bandwidth (PB) moving average is going down and
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it is abobe 70%, we enter into Pre-Sell mode, which means that we are ready to
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sell as soon as the trend starts going down. The trend should be measured by the
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Bollinger Bands moving average.
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Once the band's moving average starts going down we Sell and we set the stop loss,
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which initially is static or going down if the prices starts going up too.
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Once the candles minimun goes out of the lower Bollinger band, we enter into stop loss
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trailing mode, which means that the stop loss will follow the band's moving average
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from there on, getting closer or farther from it depending on the slope of the moving average
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itself.
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*/
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if (
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percentgeBandwidth.value >= 70 &&
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lastOperation === 'Buy' &&
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(percentgeBandwidth1.movingAverage > percentgeBandwidth.movingAverage) &&
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presellModeIsActive === false
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) {
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signal = '"Pre-Sell"';
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presellModeIsActive = true;
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strategyPhase = 1;
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};
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let sellSignalActivated = false;
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/* Sell Condition #1 */
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if (
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presellModeIsActive === true &&
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band2.movingAverage > band1.movingAverage &&
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band1.movingAverage > band.movingAverage &&
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lastOperation === 'Buy'
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) {
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type = '"Sell-1"';
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sellSignalActivated = true;
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strategyPhase = 2;
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}
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/* Sell Condition #2 */
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if (
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candles[i - 3].min < band3.movingAverage - band3.deviation &&
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candles[i - 2].min < band2.movingAverage - band2.deviation &&
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candles[i - 1].min < band1.movingAverage - band1.deviation &&
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candle.min < band.movingAverage - band.deviation &&
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lastOperation === 'Buy'
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) {
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type = '"Sell-2"';
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sellSignalActivated = true;
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strategyPhase = 2;
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}
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if (sellSignalActivated === true) {
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previousBalanceAssetA = balanceAssetA;
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lastProfit = 0;
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lastProfitPercent = 0;
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balanceAssetB = balanceAssetA * candle.close;
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balanceAssetA = 0;
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rate = candle.close;
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sellRate = rate;
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stopLoss = sellRate + sellRate * stopLossPercentage / 100;
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lastOperation = 'Sell';
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presellModeIsActive = false;
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stopLossDecay = 0;
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addRecord();
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sellSignalActivated = false;
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continue;
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}
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/* Start Trailing Stop Condition */
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if (
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candle.max < band.movingAverage &&
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lastOperation === 'Sell' &&
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band1.movingAverage > band.movingAverage &&
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candle.min < band.movingAverage - band.deviation
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) {
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strategyPhase = 3;
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trailingStop = true;
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}
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/* Stop Loss Management: Initially it is tied to the sell rate but when it enters
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into trailing mode it follows the moving average of the band.*/
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let newStopLoss;
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if (trailingStop === true) {
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newStopLoss = band.movingAverage + band.movingAverage * (stopLossPercentage - stopLossDecay) / 100;
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} else {
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newStopLoss = sellRate + sellRate * (stopLossPercentage - stopLossDecay) / 100;
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}
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/* A trailing stop loss can never go higher. */
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if (newStopLoss < previousStopLoss) {
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stopLoss = newStopLoss;
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} else {
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stopLoss = previousStopLoss;
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}
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}
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if (strategy === 2) {
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/* Strategy #2: Range Trading. */
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/*
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Strategy Summary:
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Once the candles maximun gets above the Bollinger Upper Band we wait until the B% moving average points
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downward and then we Sell.
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We keep our buy order just below the the Bollinger Bands moving average.
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*/
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}
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/* Common Logic */
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/* Stop Loss condition: Here we verify if the Stop Loss was hitted or not. */
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let buySignalActivated = false;
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if (candle.max >= stopLoss && lastOperation === 'Sell') {
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balanceAssetA = balanceAssetB / stopLoss;
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balanceAssetB = 0;
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rate = stopLoss;
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buySignalActivated = true;
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}
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if (buySignalActivated === true) {
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stopLoss = 0;
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sellRate = 0;
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trailingStop = false;
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roundtrips++;
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lastProfit = balanceAssetA - previousBalanceAssetA;
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lastProfitPercent = lastProfit / previousBalanceAssetA * 100;
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profit = profit + lastProfit;
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ROI = (initialBalanceA + profit) / initialBalanceA - 1;
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if (lastProfit > 0) {
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hits++;
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} else {
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fails++;
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}
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hitRatio = hits / roundtrips;
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let miliSecondsPerDay = 24 * 60 * 60 * 1000;
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days = periods * outputPeriod / miliSecondsPerDay;
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anualizedRateOfReturn = ROI / days * 365;
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type = '"Buy"';
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lastOperation = 'Buy';
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strategy = 0;
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addRecord();
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continue;
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}
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/* Not a buy or sell condition */
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rate = candle.close;
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addRecord();
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function addRecord() {
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record = {
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begin: candle.begin,
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end: candle.end,
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type: type,
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rate: rate,
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amount: 1,
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balanceA: balanceAssetA,
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balanceB: balanceAssetB,
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profit: profit,
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lastProfit: lastProfit,
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stopLoss: stopLoss,
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roundtrips: roundtrips,
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hits: hits,
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fails: fails,
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hitRatio: hitRatio,
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ROI: ROI,
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periods: periods,
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days: days,
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anualizedRateOfReturn: anualizedRateOfReturn,
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sellRate: sellRate,
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lastProfitPercent: lastProfitPercent,
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signal: signal,
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strategy: strategy,
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strategyPhase: strategyPhase
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}
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recordsArray.push(record);
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previousStopLoss = stopLoss;
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if (bollingerBandsMap.get(candles[i - 1].begin).movingAverage < band.movingAverage) {
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stopLossDecay = stopLossDecay + stopLossDecayIncrement * 2;
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} else {
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stopLossDecay = stopLossDecay - stopLossDecayIncrement / 2;
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}
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type = '""';
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signal = '""';
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}
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}
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writeRecordsFile();
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}
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catch (err) {
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logger.write(MODULE_NAME, "[ERROR] start -> buildRecords -> loopBody -> buildRecords -> err = " + err.message);
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callBackFunction(global.DEFAULT_FAIL_RESPONSE);
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}
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}
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function writeRecordsFile() {
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try {
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@@ -839,7 +508,340 @@
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callBackFunction(global.DEFAULT_FAIL_RESPONSE);
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}
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}
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function runSimulation(candles, bollingerBandsMap, percentgeBandwidthMap, recordsArray, outputPeriod, callback) {
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try {
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if (FULL_LOG === true) { logger.write(MODULE_NAME, "[INFO] start -> runSimulation -> Entering function."); }
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/* Initial Values */
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let lastOperation = 'Buy';
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let initialDate = new Date("2018-08-01");
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let initialBalanceA = 1;
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/* Strategy and Phases */
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let strategy = 0;
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let strategyPhase = 0;
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/* Building records */
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let stopLossPercentage = 1.5;
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let previousStopLoss = 0;
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let trailingStop = false;
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let stopLoss = 0;
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let stopLossDecay = 0;
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let stopLossDecayIncrement = 0.06;
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let record;
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let balanceAssetA = initialBalanceA;
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let balanceAssetB = 0;
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let profit = 0;
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let lastProfit = 0;
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let lastProfitPercent = 0;
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let sellRate = 0;
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let previousBalanceAssetA = 0;
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let roundtrips = 0;
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let hits = 0;
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let fails = 0;
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let hitRatio = 0;
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let ROI = 0;
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let periods = 0;
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let days = 0;
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let anualizedRateOfReturn = 0;
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let type = '""';
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let signal = '""';
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let rate = 0;
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let presellModeIsActive = false;
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let initialBuffer = 3;
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/* Main Simulation Loop: We go thourgh all the candles at this time period. */
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for (let i = 0 + initialBuffer; i < candles.length; i++) {
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let candle = candles[i];
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let percentgeBandwidth = percentgeBandwidthMap.get(candle.begin);
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let band = bollingerBandsMap.get(candle.begin);
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if (percentgeBandwidth === undefined) { continue; } // percentageBandwidth might start after the first few candles.
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if (candle.begin < initialDate.valueOf()) { continue; }
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periods++;
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let band1 = bollingerBandsMap.get(candles[i - 1].begin);
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let band2 = bollingerBandsMap.get(candles[i - 2].begin);
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let band3 = bollingerBandsMap.get(candles[i - 3].begin);
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let percentgeBandwidth1 = percentgeBandwidthMap.get(candles[i - 1].begin);
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let percentgeBandwidth2 = percentgeBandwidthMap.get(candles[i - 2].begin);
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let percentgeBandwidth3 = percentgeBandwidthMap.get(candles[i - 3].begin);
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if (strategy === 0) {
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/*
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Here we need to pick a strategy, or if there is not suitable strategy for the current
|
||||
market conditions, we pass until the next period.
|
||||
|
||||
To pick a new strategy we will need a new indicator called Bollinger Channels,
|
||||
which I dont have right now, so for the time being, I will choose the strategy
|
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manually.
|
||||
*/
|
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|
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strategy = 1;
|
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}
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|
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if (strategy === 1) {
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|
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/* Strategy #1: Trend Following. */
|
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|
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/*
|
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Strategy Summary:
|
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|
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Once Percentage Bandwidth (PB) moving average is going down and
|
||||
it is abobe 70%, we enter into Pre-Sell mode, which means that we are ready to
|
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sell as soon as the trend starts going down. The trend should be measured by the
|
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Bollinger Bands moving average.
|
||||
|
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Once the band's moving average starts going down we Sell and we set the stop loss,
|
||||
which initially is static or going down if the prices starts going up too.
|
||||
|
||||
Once the candles minimun goes out of the lower Bollinger band, we enter into stop loss
|
||||
trailing mode, which means that the stop loss will follow the band's moving average
|
||||
from there on, getting closer or farther from it depending on the slope of the moving average
|
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itself.
|
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|
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*/
|
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if (
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percentgeBandwidth.value >= 70 &&
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lastOperation === 'Buy' &&
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(percentgeBandwidth1.movingAverage > percentgeBandwidth.movingAverage) &&
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presellModeIsActive === false
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) {
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signal = '"Pre-Sell"';
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presellModeIsActive = true;
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strategyPhase = 1;
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};
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let sellSignalActivated = false;
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/* Sell Condition #1 */
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if (
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presellModeIsActive === true &&
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band2.movingAverage > band1.movingAverage &&
|
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band1.movingAverage > band.movingAverage &&
|
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lastOperation === 'Buy'
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) {
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type = '"Sell-1"';
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sellSignalActivated = true;
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strategyPhase = 2;
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}
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/* Sell Condition #2 */
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if (
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candles[i - 3].min < band3.movingAverage - band3.deviation &&
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candles[i - 2].min < band2.movingAverage - band2.deviation &&
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candles[i - 1].min < band1.movingAverage - band1.deviation &&
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candle.min < band.movingAverage - band.deviation &&
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lastOperation === 'Buy'
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) {
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type = '"Sell-2"';
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sellSignalActivated = true;
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strategyPhase = 2;
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}
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|
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if (sellSignalActivated === true) {
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previousBalanceAssetA = balanceAssetA;
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lastProfit = 0;
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lastProfitPercent = 0;
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|
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balanceAssetB = balanceAssetA * candle.close;
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balanceAssetA = 0;
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|
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rate = candle.close;
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sellRate = rate;
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|
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stopLoss = sellRate + sellRate * stopLossPercentage / 100;
|
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|
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lastOperation = 'Sell';
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presellModeIsActive = false;
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stopLossDecay = 0;
|
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addRecord();
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sellSignalActivated = false;
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continue;
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}
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|
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/* Start Trailing Stop Condition */
|
||||
|
||||
if (
|
||||
candle.max < band.movingAverage &&
|
||||
lastOperation === 'Sell' &&
|
||||
band1.movingAverage > band.movingAverage &&
|
||||
candle.min < band.movingAverage - band.deviation
|
||||
) {
|
||||
|
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strategyPhase = 3;
|
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trailingStop = true;
|
||||
|
||||
}
|
||||
|
||||
/* Stop Loss Management: Initially it is tied to the sell rate but when it enters
|
||||
into trailing mode it follows the moving average of the band.*/
|
||||
|
||||
let newStopLoss;
|
||||
|
||||
if (trailingStop === true) {
|
||||
newStopLoss = band.movingAverage + band.movingAverage * (stopLossPercentage - stopLossDecay) / 100;
|
||||
} else {
|
||||
newStopLoss = sellRate + sellRate * (stopLossPercentage - stopLossDecay) / 100;
|
||||
}
|
||||
/* A trailing stop loss can never go higher. */
|
||||
|
||||
if (newStopLoss < previousStopLoss) {
|
||||
stopLoss = newStopLoss;
|
||||
} else {
|
||||
stopLoss = previousStopLoss;
|
||||
}
|
||||
|
||||
}
|
||||
|
||||
if (strategy === 2) {
|
||||
|
||||
/* Strategy #2: Range Trading. */
|
||||
|
||||
/*
|
||||
Strategy Summary:
|
||||
|
||||
Once the candles maximun gets above the Bollinger Upper Band we wait until the B% moving average points
|
||||
downward and then we Sell.
|
||||
|
||||
We keep our buy order just below the the Bollinger Bands moving average.
|
||||
|
||||
*/
|
||||
}
|
||||
|
||||
|
||||
|
||||
|
||||
/* Common Logic */
|
||||
|
||||
/* Stop Loss condition: Here we verify if the Stop Loss was hitted or not. */
|
||||
|
||||
let buySignalActivated = false;
|
||||
|
||||
if (candle.max >= stopLoss && lastOperation === 'Sell') {
|
||||
|
||||
balanceAssetA = balanceAssetB / stopLoss;
|
||||
balanceAssetB = 0;
|
||||
rate = stopLoss;
|
||||
buySignalActivated = true;
|
||||
}
|
||||
|
||||
if (buySignalActivated === true) {
|
||||
|
||||
stopLoss = 0;
|
||||
sellRate = 0;
|
||||
trailingStop = false;
|
||||
|
||||
roundtrips++;
|
||||
lastProfit = balanceAssetA - previousBalanceAssetA;
|
||||
lastProfitPercent = lastProfit / previousBalanceAssetA * 100;
|
||||
profit = profit + lastProfit;
|
||||
ROI = (initialBalanceA + profit) / initialBalanceA - 1;
|
||||
|
||||
if (lastProfit > 0) {
|
||||
hits++;
|
||||
} else {
|
||||
fails++;
|
||||
}
|
||||
hitRatio = hits / roundtrips;
|
||||
|
||||
let miliSecondsPerDay = 24 * 60 * 60 * 1000;
|
||||
days = periods * outputPeriod / miliSecondsPerDay;
|
||||
anualizedRateOfReturn = ROI / days * 365;
|
||||
|
||||
type = '"Buy"';
|
||||
lastOperation = 'Buy';
|
||||
strategy = 0;
|
||||
|
||||
addRecord();
|
||||
|
||||
continue;
|
||||
|
||||
}
|
||||
|
||||
/* Not a buy or sell condition */
|
||||
|
||||
rate = candle.close;
|
||||
addRecord();
|
||||
|
||||
function addRecord() {
|
||||
|
||||
record = {
|
||||
begin: candle.begin,
|
||||
end: candle.end,
|
||||
type: type,
|
||||
rate: rate,
|
||||
amount: 1,
|
||||
balanceA: balanceAssetA,
|
||||
balanceB: balanceAssetB,
|
||||
profit: profit,
|
||||
lastProfit: lastProfit,
|
||||
stopLoss: stopLoss,
|
||||
roundtrips: roundtrips,
|
||||
hits: hits,
|
||||
fails: fails,
|
||||
hitRatio: hitRatio,
|
||||
ROI: ROI,
|
||||
periods: periods,
|
||||
days: days,
|
||||
anualizedRateOfReturn: anualizedRateOfReturn,
|
||||
sellRate: sellRate,
|
||||
lastProfitPercent: lastProfitPercent,
|
||||
signal: signal,
|
||||
strategy: strategy,
|
||||
strategyPhase: strategyPhase
|
||||
}
|
||||
|
||||
recordsArray.push(record);
|
||||
|
||||
previousStopLoss = stopLoss;
|
||||
|
||||
if (bollingerBandsMap.get(candles[i - 1].begin).movingAverage < band.movingAverage) {
|
||||
stopLossDecay = stopLossDecay + stopLossDecayIncrement * 2;
|
||||
} else {
|
||||
stopLossDecay = stopLossDecay - stopLossDecayIncrement / 2;
|
||||
}
|
||||
|
||||
type = '""';
|
||||
signal = '""';
|
||||
|
||||
}
|
||||
}
|
||||
|
||||
callback();
|
||||
}
|
||||
catch (err) {
|
||||
logger.write(MODULE_NAME, "[ERROR] start -> runSimulation -> err = " + err.message);
|
||||
callBackFunction(global.DEFAULT_FAIL_RESPONSE);
|
||||
}
|
||||
}
|
||||
|
||||
}
|
||||
|
||||
catch (err) {
|
||||
logger.write(MODULE_NAME, "[ERROR] start -> err = " + err.message);
|
||||
callBackFunction(global.DEFAULT_FAIL_RESPONSE);
|
||||
|
||||
Reference in new issue
Block a user