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Digital Currency Futures Multi Variety ATR Strategy Teaching

Related articles:https://www.fmz.com/digest-topic/8726 The strategy is transplanted from a simple Mai language strategy: For multi-currency design, parameters are designed as a JSON string: The strategy uses a…

Author
发明者量化-小小梦
Complexity
Intermediate · 191 lines
Parameters
9
Backtest bar
1d · swing
Tested on
ETH/USDT · futures

Related articles:https://www.fmz.com/digest-topic/8726

The strategy is transplanted from a simple Mai language strategy:

TR:=MAX(MAX((H-L),ABS(REF(C,1)-H)),ABS(REF(C,1)-L));
ATR:=EMA(TR,LENGTH2);

MIDLINE^^EMA((H + L + C)/3,LENGTH1);
UPBAND^^MIDLINE + N*ATR;
DOWNBAND^^MIDLINE - N*ATR;


BKVOL=0 AND C>=UPBAND AND REF(C,1)<REF(UPBAND,1),BPK;
SKVOL=0 AND C<=DOWNBAND AND REF(C,1)>REF(DOWNBAND,1),SPK;

BKVOL>0 AND C<=MIDLINE,SP(BKVOL);
SKVOL>0 AND C>=MIDLINE,BP(SKVOL);
// stop loss
// stop loss
C>=SKPRICE*(1+SLOSS*0.01),BP;
C<=BKPRICE*(1-SLOSS*0.01),SP;
AUTOFILTER;

For multi-currency design, parameters are designed as a JSON string:

var params = '[{
        "symbol" : "swap",
        "period" : 86400,
        "stopLoss" : 0.07,
        "atrPeriod" : 10,
        "emaPeriod" : 10,
        "trackRatio" : 1,
        "openRatio" : 0.1
    }, {
        "symbol" : "swap",
        "period" : 86400,
        "stopLoss" : 0.07,
        "atrPeriod" : 10,
        "emaPeriod" : 10,
        "trackRatio" : 1,
        "openRatio" : 0.1
    }]'

The strategy uses a template library: Cryptocurrency Futures Trading Library (Test Version))

Parameters

NameDefaultWhat it controls
paramsParameters
onlyOnetrueRun Single Product Only
symbolswapFutures contract code
period86400KLine Period Seconds
stopLoss0.07stop loss
atrPeriod10ATRtimeframe
emaPeriod10EMAtimeframe
trackRatiotrueOrbit coefficient
openRatio0.1Opening Coefficient

Source JavaScript

/*backtest
start: 2021-09-01 00:00:00
end: 2022-01-06 00:00:00
period: 1d
basePeriod: 15m
exchanges: [{"eid":"Futures_Binance","currency":"ETH_USDT","balance":1000000},{"eid":"Futures_Binance","currency":"LTC_USDT"}]
args: [["params","[{         \"symbol\" : \"swap\",         \"period\" : 86400,         \"stopLoss\" : 0.07,         \"atrPeriod\" : 10,         \"emaPeriod\" : 20,         \"trackRatio\" : 2,         \"openRatio\" : 0.1     }, {         \"symbol\" : \"swap\",         \"period\" : 86400,         \"stopLoss\" : 0.07,         \"atrPeriod\" : 10,         \"emaPeriod\" : 20,         \"trackRatio\" : 2,         \"openRatio\" : 0.1     }]"]]
*/

var arrParam = onlyOne ? [{"symbol": symbol, "period": period, "stopLoss": stopLoss, "atrPeriod": atrPeriod, "emaPeriod": emaPeriod, "trackRatio": trackRatio, "openRatio": openRatio}] : JSON.parse(params)

function createChartConfig(symbol, atrPeriod, emaPeriod, index) {
    var chart = {                                        
        __isStock: true,    
        extension: {
                layout: 'single', 
                height: 600, 
        },
        title : { text : symbol},                       
        xAxis: { type: 'datetime'},           
        series : [                                          
            {                                      
                type: 'candlestick',    // KLine Data Series                         
                name: symbol,   
                id: symbol + "-" + index,
                data: []                                           
            }, {                                      
                type: 'line',           // EMA
                name: symbol + ',EMA:' + emaPeriod,          
                data: [],               
            }, {
                type: 'line',           // upBand
                name: symbol + ',upBand' + atrPeriod,
                data: []
            }, {
                type: 'line',           // downBand
                name: symbol + ',downBand' + atrPeriod,
                data: []
            }, {
                type: 'flags',
                onSeries: symbol + "-" + index,
                data: [],
            }
        ]
    }
    return chart
}

function process(e, kIndex, c) {
    var r = e.GetRecords(e.param.period)
    if (!r || r.length < e.param.atrPeriod + 2 || r.length < e.param.emaPeriod + 2) {
        return 
    }

    var atr = TA.ATR(r, e.param.atrPeriod)
    var arrAvgPrice = []
    _.each(r, function(bar) {
        arrAvgPrice.push((bar.High + bar.Low + bar.Close) / 3)
    })
    var midLine = TA.EMA(arrAvgPrice, e.param.emaPeriod)
    var upBand = []
    var downBand = [] 
    _.each(midLine, function(mid, index) {
        if (index < e.param.emaPeriod - 1 || index < e.param.atrPeriod - 1) {
            upBand.push(NaN)
            downBand.push(NaN)
            return 
        }
        upBand.push(mid + e.param.trackRatio * atr[index])
        downBand.push(mid - e.param.trackRatio * atr[index])
    })

    // Drawing
    for (var i = 0 ; i < r.length ; i++) {
        if (r[i].Time == e.state.lastBarTime) {
            // Update
            c.add(kIndex, [r[i].Time, r[i].Open, r[i].High, r[i].Low, r[i].Close], -1)
            c.add(kIndex + 1, [r[i].Time, midLine[i]], -1)
            c.add(kIndex + 2, [r[i].Time, upBand[i]], -1)
            c.add(kIndex + 3, [r[i].Time, downBand[i]], -1)
        } else if (r[i].Time > e.state.lastBarTime) {
            // Add
            e.state.lastBarTime = r[i].Time
            c.add(kIndex, [r[i].Time, r[i].Open, r[i].High, r[i].Low, r[i].Close])  
            c.add(kIndex + 1, [r[i].Time, midLine[i]])
            c.add(kIndex + 2, [r[i].Time, upBand[i]])
            c.add(kIndex + 3, [r[i].Time, downBand[i]])
        }
    }

    // Check Positions
    var pos = e.GetPosition()
    if (!pos) {
        return 
    }
    var holdAmount = 0
    var holdPrice = 0
    if (pos.length > 1) {
        throw "Detect both long and short positions simultaneously!"
    } else if (pos.length != 0) {
        holdAmount = pos[0].Type == PD_LONG ? pos[0].Amount : -pos[0].Amount
        holdPrice = pos[0].Price
    }

    if (e.state.preBar == -1) {
        e.state.preBar = r[r.length - 1].Time
    }
    // Check Signals
    if (e.state.preBar != r[r.length - 1].Time) {   // Closing Price Model
        if (holdAmount <= 0 && r[r.length - 3].Close < upBand[upBand.length - 3] && r[r.length - 2].Close > upBand[upBand.length - 2]) {   // Closing price crosses above the upper band
            if (holdAmount < 0) {   // Hold short position, close
                Log(e.GetCurrency(), "Close Short Position", "#FF0000")
                $.CoverShort(e, e.param.symbol, Math.abs(holdAmount))
                c.add(kIndex + 4, {x: r[r.length - 2].Time, color: 'red', shape: 'flag', title: 'Flat', text: "Close Short Position"})
            }
            // open long
            Log(e.GetCurrency(), "Open long position", "#FF0000")
            $.OpenLong(e, e.param.symbol, 10)
            c.add(kIndex + 4, {x: r[r.length - 2].Time, color: 'red', shape: 'flag', title: 'Many', text: "Open long position"})
        } else if (holdAmount >= 0 && r[r.length - 3].Close > downBand[downBand.length - 3] && r[r.length - 2].Close < downBand[downBand.length - 2]) {  // Closing price crosses below the lower band
            if (holdAmount > 0) {   // Hold long position, close position
                Log(e.GetCurrency(), "Close Long Position", "#FF0000")
                $.CoverLong(e, e.param.symbol, Math.abs(holdAmount))
                c.add(kIndex + 4, {x: r[r.length - 2].Time, color: 'green', shape: 'flag', title: 'Flat', text: "Close Long Position"})
            }
            // open short
            Log(e.GetCurrency(), "Open short position", "#FF0000")
            $.OpenShort(e, e.param.symbol, 10)
            c.add(kIndex + 4, {x: r[r.length - 2].Time, color: 'green', shape: 'flag', title: 'Empty', text: "Open short position"})
        } else {
            // Close Position
            if (holdAmount > 0 && (r[r.length - 2].Close <= holdPrice * (1 - e.param.stopLoss) || r[r.length - 2].Close <= midLine[midLine.length - 2])) {   // Hold a long position, if the closing price is less than or equal to the midline, stop loss at the opening price
                Log(e.GetCurrency(), "Trigger mid-line or stop loss, close long position", "#FF0000")
                $.CoverLong(e, e.param.symbol, Math.abs(holdAmount))
                c.add(kIndex + 4, {x: r[r.length - 2].Time, color: 'green', shape: 'flag', title: 'Flat', text: "Close Long Position"})
            } else if (holdAmount < 0 && (r[r.length - 2].Close >= holdPrice * (1 + e.param.stopLoss) || r[r.length - 2].Close >= midLine[midLine.length - 2])) {  // Hold a short position, if the closing price is greater than or equal to the midline, stop loss at the opening price
                Log(e.GetCurrency(), "Trigger mid-line or stop loss, close short position", "#FF0000")
                $.CoverShort(e, e.param.symbol, Math.abs(holdAmount))
                c.add(kIndex + 4, {x: r[r.length - 2].Time, color: 'red', shape: 'flag', title: 'Flat', text: "Close Short Position"})
            }
        }
        e.state.preBar = r[r.length - 1].Time
    }
}

function main() {
    var arrChartConfig = []
    if (arrParam.length != exchanges.length) {
        throw "Parameters do not match the exchange object!"
    }
    var arrState = _G("arrState")
    _.each(exchanges, function(e, index) {
        if (e.GetName() != "Futures_Binance") {
            throw "This exchange is not supported!"
        }
        e.param = arrParam[index]
        e.state = {lastBarTime: 0, symbol: e.param.symbol, currency: e.GetCurrency()}
        if (arrState) {
            if (arrState[index].symbol == e.param.symbol && arrState[index].currency == e.GetCurrency()) {
                Log("Restore:", e.state)
                e.state = arrState[index]
            } else {
                throw "The restored data does not match the current settings!"
            }
        }
        e.state.preBar = -1   // Initial Settings-1
        e.SetContractType(e.param.symbol)
        Log(e.GetName(), e.GetLabel(), "Set Contract:", e.param.symbol)
        arrChartConfig.push(createChartConfig(e.GetCurrency(), e.param.atrPeriod, e.param.emaPeriod, index))
    })
    var chart = Chart(arrChartConfig)
    chart.reset()

    while (true) {
        _.each(exchanges, function(e, index) {
            process(e, index + index * 4, chart)
            Sleep(500)
        })      
    }
}

function onexit() {
    // Record e.state
    var arrState = []
    _.each(exchanges, function(e) {
        arrState.push(e.state)
    })
    Log("Record:", arrState)
    _G("arrState", arrState)
}

Published by 发明者量化-小小梦 on the FMZ strategy square · last modified 2022-01-22. Collected in the Quant Trading Vault. Unvalidated research: re-test with your own data and costs before trusting it.

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