複数の指標で設定可能な戦略生成器

作者: リン・ハーンチャオチャン,日付: 2023-09-11 14:33:12
タグ:

この戦略生成器は,EMA,RSI,ストカスティック,MACD,ADXなどの様々な指標を組み合わせ,高度に構成可能なアルゴリズム的な取引戦略を作成します.ユーザーは,各指標を有効または無効に自由に選択し,そのパラメータをカスタマイズし,異なる市場環境に適した取引信号を生成することができます.

この戦略の利点は,指標を組み合わせることで,異なる指標が互いに検証し,誤った信号を減らすことができる効果的なフィルターを形成することです.また,高い構成可能性により,特定の製品とタイムフレームで徹底的なテストとパラメータ最適化が可能になり,強力な戦略が得られます.

しかし,パラメータの組み合わせが多すぎると,オーバーフィッティングやカーブフィッティングの危険も伴う.また,複数の指標を組み合わせると,その固有の遅延性が生じ,最適なエントリータイミングが欠けている可能性があります.したがって,ライブ取引では,継続的な監視と適時調整が依然として必要です.

概要すると,マルチインジケータ戦略生成器は,定量的な取引戦略を構築することをはるかに効率化します. しかし,安定した長期戦略を得る鍵は,パラメータ最適化に依存することではなく,厳格な統計的検証にあります.これを達成することによってのみ,生成された戦略はライブ取引で成功裏に適用できます.


/*backtest
start: 2023-08-11 00:00:00
end: 2023-08-25 00:00:00
period: 5m
basePeriod: 1m
exchanges: [{"eid":"Futures_Binance","currency":"BTC_USDT"}]
*/

 //@version=5
 // By Jordan Hall
// finished: 3/28/2023
strategy("Strategy Creator", overlay=true, margin_long=100, margin_short=100, pyramiding=10, default_qty_type=strategy.percent_of_equity)

///////////////////////////////////////////////////////////////////////////////////////////////////////
/// PERIOD /// 
testStartYear = input(2023, "Backtest Start Year") 
testStartMonth = input(1, "Backtest Start Month") 
testStartDay = input(1, "Backtest Start Day") 
testPeriodStart = timestamp(testStartYear,testStartMonth,testStartDay,0,0) 
 
testStopYear = input(2023, "Backtest Stop Year") 
testStopMonth = input(12, "Backtest Stop Month") 
testStopDay = input(31, "Backtest Stop Day") 
testPeriodStop = timestamp(testStopYear,testStopMonth,testStopDay,0,0) 
 
testPeriod() => 
    time >= testPeriodStart and time <= testPeriodStop ? true : false
///////////////////////////////////////////////////////////////////////////////////////////////////////

///////////////////////////////////////////EMA INPUTS//////////////////////////////////////////////////
EMAON = input.bool(true, "EMA ON?", group = "EMA Settings", tooltip = "Check box for on")
IS1EMA = input.bool(false,"Only 1 EMA", " USE EMA FAST LENGTH FOR INPUT", group = "EMA Settings")
IS2EMA = input.bool(false, "Only 2 EMAs", "Only leave this box checked for 2 EMAs. USE EMA MIDDLE LENGTH AND FAST LENGTH", group = "EMA Settings")
EMAFAST = input.int(50,title = "EMA Fast Length", minval = 1, maxval = 2000, group = "EMA Settings")
EMAMIDDLE = input.int(100, title= "EMA middle Length", minval = 1, maxval = 2000, group = "EMA Settings")
EMASLOW = input.int(200, title= "EMA Slow Length", minval = 1, maxval = 2000, group = "EMA Settings")
///////////////////////////////////////////////////////////////////////////////////////////////////////


///////////////////////////////////////////////RSI/////////////////////////////////////////////////////
RSION = input.bool(true, "RSI ON?", group = "RSI Settings", tooltip = "Check box for on")
ma(source, length, type) =>
    switch type
        "SMA" => ta.sma(source, length)
        "Bollinger Bands" => ta.sma(source, length)
        "EMA" => ta.ema(source, length)
        "SMMA (RMA)" => ta.rma(source, length)
        "WMA" => ta.wma(source, length)
        "VWMA" => ta.vwma(source, length)
//INPUTS & CALCULATIONS
RSIUL = input.float(52, "RSI SHORT", 0,100, tooltip = "RSI must be greater this number to enter a SHORT position", group = "RSI Settings")
RSILL = input.float(48, "RSI LONG", 0,100, tooltip = "RSI must be lower this number to enter a LONG position", group = "RSI Settings")
rsiLengthInput = input.int(14, minval=1, title="RSI Length", group="RSI Settings")
rsiSourceInput = input.source(close, "Source", group="RSI Settings")
maTypeInput = input.string("SMA", title="MA Type", options=["SMA", "Bollinger Bands", "EMA", "SMMA (RMA)", "WMA", "VWMA"], group="RSI Settings")
maLengthInput = input.int(14, title="MA Length", group="RSI Settings")
up = ta.rma(math.max(ta.change(rsiSourceInput), 0), rsiLengthInput)
down = ta.rma(-math.min(ta.change(rsiSourceInput), 0), rsiLengthInput)
rsi = down == 0 ? 100 : up == 0 ? 0 : 100 - (100 / (1 + up / down))
rsiMA = ma(rsi, maLengthInput, maTypeInput)
/////////////////////////////////////////////////////////////////////////////////////////////////////////


// ////////////////////////////////////////////////////TSI//////////////////////////////////////////////////
// TSION = input.bool(true, "TSI ON?", group = "TSI Settings", tooltip = "Check box for on")
// TSIUL = input.float(1, "TSI SHORT", -50,50, tooltip = "TSI must be greater this number to enter a SHORT position", group = "TSI Settings")
// TSILL = input.float(-1, "TSI LONG", -50,50, tooltip = "TSI must be lower this number to enter a LONG position", group = "TSI Settings")
// long = input(title="Long Length", defval=25, group = "TSI Settings")
// short = input(title="Short Length", defval=13, group = "TSI Settings")
// signaltsi = input(title="Signal Length", defval=13,group = "TSI Settings")
// price = close
// double_smooth(src, long, short) =>
// 	fist_smooth = ta.ema(src, long)
// 	ta.ema(fist_smooth, short)
// pc = ta.change(price)
// double_smoothed_pc = double_smooth(pc, long, short)
// double_smoothed_abs_pc = double_smooth(math.abs(pc), long, short)
// tsi_value = 100 * (double_smoothed_pc / double_smoothed_abs_pc)
// //////////////////////////////////////////////////////////////////////////////////////////////////////////


/////////////////////////////////////////////Stochastic///////////////////////////////////////////////////
STOCHON = input.bool(true, "STOCHASTIC ON?", group = "Stochastic Settings", tooltip = "Check box for on")
periodK = input.int(14, title="%K Length", minval=1,group = "Stochastic Settings")
smoothK = input.int(1, title="%K Smoothing", minval=1,group = "Stochastic Settings")
periodD = input.int(3, title="%D Smoothing", minval=1,group = "Stochastic Settings")
k = ta.sma(ta.stoch(close, high, low, periodK), smoothK)
d = ta.sma(k, periodD)
byValueOrByCrossover = input.bool(true, "By Crossover?", tooltip = "Check box for crossover of k>d for LONG and k<d for SHORT. If by value, input value k must be for position entry", group = "Stochastic Settings")
kValueComparisonSHORT = input.float(50, "k is greater than", 0,100, tooltip = "When k (blueline) is greater than this number, enter a SHORT postion", group = "Stochastic Settings")
kValueComparisonLONG = input.float(50, "k is less than", 0,100, tooltip = "When k (blueline) is less than this number, enter a LONG position", group = "Stochastic Settings")
///////////////////////////////////////////////////////////////////////////////////////////////////////////


/////////////////////////////////////////////MACD W/ diff timeframes////////////////////////////////////////
//Create inputs
MACDON = input.bool(true, "MACD ON?", group = "MACD Settings", tooltip = "Check box for on")
MACD_Other_TimeFrame = input.timeframe("1", title="Time Frame MACD", group = "MACD Settings")
fastAvgLength   = input(title="Fast Length", defval=12, group = "MACD Settings")
slowAvgLength   = input(title="Slow Length", defval=26, group = "MACD Settings")
src = input(title="Source", defval=close, group = "MACD Settings")
signal_length = input.int(title="Signal Smoothing",  minval = 1, maxval = 50, defval = 9, group = "MACD Settings")
sma_source = input.string(title="Oscillator MA Type",  defval="EMA", options=["SMA", "EMA"], group = "MACD Settings")
sma_signal = input.string(title="Signal Line MA Type", defval="EMA", options=["SMA", "EMA"], group = "MACD Settings")

// Calculating MACD
fast_ma = sma_source == "SMA" ? ta.sma(src, fastAvgLength) : ta.ema(src, fastAvgLength)
slow_ma = sma_source == "SMA" ? ta.sma(src, slowAvgLength) : ta.ema(src, slowAvgLength)
macd = fast_ma - slow_ma
signal = sma_signal == "SMA" ? ta.sma(macd, signal_length) : ta.ema(macd, signal_length)
hist = macd - signal

//AVERAGES MACD
var pos_hist_cnt = 0
var pos_hist_total = 0.0
var pos_hist_avg = 0.0
var neg_hist_cnt = 0
var neg_hist_total = 0.0
var neg_hist_avg = 0.0

if (hist <0)
    neg_hist_total := neg_hist_total + hist
    neg_hist_cnt := neg_hist_cnt + 1
    neg_hist_avg := neg_hist_total / neg_hist_cnt

if (hist >0)
    pos_hist_total := pos_hist_total + hist
    pos_hist_cnt := pos_hist_cnt + 1
    pos_hist_avg := pos_hist_total / pos_hist_cnt

posavgadd = input(false, "Add average positve histogram value?", tooltip = "current histogram value must be greater than the positive average plus '+ (absolute val)' number", group = "MACD Settings")
negavgadd = input(false, "Subtract average negative histogram value?", tooltip = "current histogram value must be less than the negative average plus '- (absolute val)' number", group = "MACD Settings")
posnumber = input.float(0.0000, " + (absolute val)", tooltip = "current histogram value must be greater than this (plus positive average if checked) to enter SHORT position", group = "MACD Settings", step = 0.0001)
negnumber = input.float(0.0000, " - (absolute val)", tooltip = "current histogram value must be less than this (minus negative average if checked) to enter LONG position", group = "MACD Settings", step = 0.0001)
/////////////////////////////////////////////////////////////////////////////////////////////////////////////


////////////////////////////////////////////////////// ADX///////////////////////////////////////////////////
ADXON = input.bool(true, "ADX ON?", group = "ADX Settings", tooltip = "Check box for on")
adxlen = input(14, title="ADX Smoothing", group = "ADX Settings")
dilen = input(14, title="DI Length", group = "ADX Settings")
dirmov(len) =>
	upADX = ta.change(high)
	downADX = -ta.change(low)
	plusDM = na(upADX) ? na : (upADX > downADX and upADX > 0 ? upADX : 0)
	minusDM = na(downADX) ? na : (downADX > upADX and downADX > 0 ? downADX : 0)
	truerange = ta.rma(ta.tr, len)
	plus = fixnan(100 * ta.rma(plusDM, len) / truerange)
	minus = fixnan(100 * ta.rma(minusDM, len) / truerange)
	[plus, minus]
adx(dilen, adxlen) =>
	[plus, minus] = dirmov(dilen)
	sum = plus + minus
	adx = 100 * ta.rma(math.abs(plus - minus) / (sum == 0 ? 1 : sum), adxlen)
sig = adx(dilen, adxlen)
ADXSIGNALSTRENGTH = input.float(25, "ADX signal strength > ", 0, 100, group = "ADX Settings")
////////////////////////////////////////////////////////////////////////////////////////////////////////////////


//////////////////////////////////////////TP AND SL INPUTS AND CALCULATIONS/////////////////////////////////////
StopLossLongPercentage = input.float(title="Long Stop Loss (%)", minval=0.0, step=0.1, defval=0.4, group="Take Profit and Stop Loss") * 0.01
StopLossLongPrice  = strategy.position_avg_price * (1 - StopLossLongPercentage)

StopLossShortPercentage = input.float(title="Short Stop Loss (%)", minval=0.0, step=0.1, defval=0.4, group="Take Profit and Stop Loss") * 0.01
StopLossShortPrice  = strategy.position_avg_price * (1 + StopLossShortPercentage)

TakeProfitLongPercentage = input.float(title="Long Take Profit (%)", minval=0.0, step=0.1, defval=0.5, group="Take Profit and Stop Loss") * 0.01
TakeProfitLongPrice  = strategy.position_avg_price * (1 + TakeProfitLongPercentage)

TakeProfitShortPercentage = input.float(title="Short Take Profit (%)", minval=0.0, step=0.1, defval=0.5, group="Take Profit and Stop Loss") * 0.01
TakeProfitShortPrice  = strategy.position_avg_price * (1 - TakeProfitShortPercentage)
//////////////////////////////////////////////////////////////////////////////////////////////////////////////////

/////////////////////////////////////////////////VARIABLES///////////////////////////////////////////////////
//EMAMIDDLE == SHORTER EMA LENGTH, EMASLOW == EMA LONGER LENGTH. IS1EMA == 1 EMA LINE?
//rsi == RELATIVE STRENGTH INDEX VALUE (0 to 100)
//tsi_value == TSI VALUES
//k == K% VALUE (BLUE LINE), d == D% VALUE (RED LINE)
//hist == MACD HISTOGRAM VALUES, macd == MACD VALUE, signal == SIGNAL LINE CROSSING MACD
//neg_hist-avg == NEGATIVE HISTOGRAM VALUES, pos_hist_values == POSITIVE HISTOGRAM VALUES
//adx == ADX VALUES (0 to 100)
/////////////////////////////////////////////////////////////////////////////////////////////////////////////

//////////////////////////////////////////////////////////////////////////////////////////////////////////////
// IS1EMA = input.bool(false,"Only 1 EMA", " USE EMA FAST LENGTH FOR INPUT", group = "EMA Settings")
// IS2EMA = input.bool(false, "2 EMAs", "Only leave this box checked for 2 EMAs. USE EMA MIDDLE LENGTH AND FAST LENGTH", group = "EMA Settings")
// IS3EMA = input.bool(true, "3 EMAs", "Only leave this box checked for 3 EMAs. USE EMA FAST LENGTH AND MIDDLE AND SLOW LENGTH", group = "EMA Settings")
//////////////////////////////////////////////////////////////////////////////////////////////////////////////

/////////////////////////////////////////ON OR OFF////////////////////////////////////////////////////////////
                                            //EMA
HowManyEMAsLong = IS1EMA ? close > ta.ema(close, EMAFAST) : IS2EMA ? ta.ema(close, EMAFAST) > ta.ema(close, EMAMIDDLE) : ta.ema(close, EMAFAST) > ta.ema(close, EMAMIDDLE) and ta.ema(close, EMAMIDDLE) > ta.ema(close, EMASLOW)
HowManyEMAsShort = IS1EMA ? close < ta.ema(close, EMAFAST) : IS2EMA ? ta.ema(close, EMAFAST) < ta.ema(close, EMAMIDDLE) : ta.ema(close, EMAFAST) < ta.ema(close, EMAMIDDLE) and ta.ema(close, EMAMIDDLE) < ta.ema(close, EMASLOW)
EMAENTRYLONG = EMAON ? HowManyEMAsLong : true
EMAENTRYSHORT = EMAON ? HowManyEMAsShort : true
                                            //RSI
RSILONG = rsi < RSILL
RSISHORT = rsi > RSIUL
RSIENTRYLONG = RSION ? RSILONG : true
RSIENTRYSHORT = RSION ? RSISHORT : true
                                         //STOCHASTIC
STOCHLONG = byValueOrByCrossover ? (k > d) : (k < kValueComparisonLONG)
STOCHSHORT = byValueOrByCrossover ? (k < d) : (k > kValueComparisonSHORT)
STOCHENTRYLONG = STOCHON ? STOCHLONG : true
STOCHENTRYSHORT = STOCHON ? STOCHSHORT : true
                                            //MACD
HISTLONG = negavgadd ? hist < (neg_hist_avg - negnumber) : hist < negnumber
HISTSHORT = posavgadd ? hist > (pos_hist_avg + posnumber) : hist > posnumber
HISTENTRYLONG = MACDON ? HISTLONG : true
HISTENTRYSHORT = MACDON ? HISTSHORT : true
                                             //ADX
ADXLONG = sig > ADXSIGNALSTRENGTH
ADXSHORT = sig > ADXSIGNALSTRENGTH
ADXLONGENTRY = ADXON ? ADXLONG : true
ADXSHORTENTRY = ADXON ? ADXSHORT : true
//////////////////////////////////////////////////////////////////////////////////////////////////////////////


////////////////////////////////////////////////ONE TRADE AT A TIME////////////////////////////////////////////

STRATEGYISCLOSED = strategy.opentrades == 0 ? true : false

/////////////////////////////////////////////////////////////////////////////////////////////////////////////

//////////////////////////////////////////////////HOW MANY TRADES IN A ROW////////////////////////////////////

getLastPosSign1() =>
    strategy.closedtrades > 0 ? math.sign(strategy.closedtrades.size(strategy.closedtrades-1)) : na

lastPos1Back = getLastPosSign1()
LastStrategy1BackWasLong = nz(lastPos1Back) >= 0 
LastStrategy1BackWasShort = nz(lastPos1Back) <= 0 

oneTradeInOneDirectionLong = LastStrategy1BackWasShort ? true : false
oneTradeInOneDirectionShort = LastStrategy1BackWasLong ? true : false

getLastPosSign2() =>
    strategy.closedtrades > 0 ? math.sign(strategy.closedtrades.size(strategy.closedtrades-2)) : na

lastPos2Back = getLastPosSign2()
LastStrategy2BackWasLong = nz(lastPos2Back) >= 0
LastStrategy2BackWasShort = nz(lastPos2Back) <= 0 

twoTradesInOneDirectionLong = LastStrategy2BackWasShort or oneTradeInOneDirectionLong ? true : false
twoTradesInOneDirectionShort = LastStrategy2BackWasLong or oneTradeInOneDirectionShort ? true : false

getLastPosSign3() =>
    strategy.closedtrades > 0 ? math.sign(strategy.closedtrades.size(strategy.closedtrades-3)) : na

lastPos3Back = getLastPosSign3()
LastStrategy3BackWasLong = nz(lastPos3Back) >= 0
LastStrategy3BackWasShort = nz(lastPos3Back) <= 0 

threeTradesInOneDirectionLong = LastStrategy3BackWasShort or twoTradesInOneDirectionLong ? true : false
threeTradesInOneDirectionShort = LastStrategy3BackWasLong or twoTradesInOneDirectionShort ? true : false

getLastPosSign4() =>
    strategy.closedtrades > 0 ? math.sign(strategy.closedtrades.size(strategy.closedtrades-4)) : na

lastPos4Back = getLastPosSign4()
LastStrategy4BackWasLong = nz(lastPos4Back) >= 0
LastStrategy4BackWasShort = nz(lastPos4Back) <= 0 

fourTradesInOneDirectionLong = LastStrategy4BackWasShort or threeTradesInOneDirectionLong ? true : false
fourTradesInOneDirectionShort = LastStrategy4BackWasLong or threeTradesInOneDirectionShort ? true : false

getLastPosSign5() =>
    strategy.closedtrades > 0 ? math.sign(strategy.closedtrades.size(strategy.closedtrades-5)) : na

lastPos5Back = getLastPosSign5()
LastStrategy5BackWasLong = nz(lastPos5Back) >= 0
LastStrategy5BackWasShort = nz(lastPos5Back) <= 0 

fiveTradesInOneDirectionLong = LastStrategy5BackWasShort or fourTradesInOneDirectionLong ? true : false
fiveTradesInOneDirectionShort = LastStrategy5BackWasLong or fourTradesInOneDirectionShort ? true : false

getLastPosSign6() =>
    strategy.closedtrades > 0 ? math.sign(strategy.closedtrades.size(strategy.closedtrades-6)) : na

lastPos6Back = getLastPosSign6()
LastStrategy6BackWasLong = nz(lastPos6Back) >= 0
LastStrategy6BackWasShort = nz(lastPos6Back) <= 0 

sixTradesInOneDirectionLong = LastStrategy6BackWasShort or fiveTradesInOneDirectionLong ? true : false
sixTradesInOneDirectionShort = LastStrategy6BackWasLong or fiveTradesInOneDirectionShort ? true : false

getLastPosSign7() =>
    strategy.closedtrades > 0 ? math.sign(strategy.closedtrades.size(strategy.closedtrades-7)) : na

lastPos7Back = getLastPosSign7()
LastStrategy7BackWasLong = nz(lastPos7Back) >= 0
LastStrategy7BackWasShort = nz(lastPos7Back) <= 0 

sevenTradesInOneDirectionLong = LastStrategy7BackWasShort or sixTradesInOneDirectionLong ? true : false
sevenTradesInOneDirectionShort = LastStrategy7BackWasLong or sixTradesInOneDirectionShort ? true : false

getLastPosSign8() =>
    strategy.closedtrades > 0 ? math.sign(strategy.closedtrades.size(strategy.closedtrades-8)) : na

lastPos8Back = getLastPosSign8()
LastStrategy8BackWasLong = nz(lastPos8Back) >= 0
LastStrategy8BackWasShort = nz(lastPos8Back) <= 0 

eightTradesInOneDirectionLong = LastStrategy8BackWasShort or sevenTradesInOneDirectionLong ? true : false
eightTradesInOneDirectionShort = LastStrategy8BackWasLong or sevenTradesInOneDirectionShort ? true : false

getLastPosSign9() =>
    strategy.closedtrades > 0 ? math.sign(strategy.closedtrades.size(strategy.closedtrades-9)) : na

lastPos9Back = getLastPosSign9()
LastStrategy9BackWasLong = nz(lastPos9Back) >= 0
LastStrategy9BackWasShort = nz(lastPos9Back) <= 0 

nineTradesInOneDirectionLong = LastStrategy9BackWasShort or eightTradesInOneDirectionLong ? true : false
nineTradesInOneDirectionShort = LastStrategy9BackWasLong or eightTradesInOneDirectionShort ? true : false

getLastPosSign10() =>
    strategy.closedtrades > 0 ? math.sign(strategy.closedtrades.size(strategy.closedtrades-10)) : na

lastPos10Back = getLastPosSign10()
LastStrategy10BackWasLong = nz(lastPos10Back) >= 0
LastStrategy10BackWasShort = nz(lastPos10Back) <= 0 

tenTradesInOneDirectionLong = LastStrategy10BackWasShort or nineTradesInOneDirectionLong ? true : false
tenTradesInOneDirectionShort = LastStrategy10BackWasLong or nineTradesInOneDirectionShort ? true : false



LongEntryArray = array.new<bool>()

array.push(LongEntryArray, oneTradeInOneDirectionLong)
array.push(LongEntryArray, twoTradesInOneDirectionLong)
array.push(LongEntryArray, threeTradesInOneDirectionLong)
array.push(LongEntryArray, fourTradesInOneDirectionLong)
array.push(LongEntryArray, fiveTradesInOneDirectionLong)
array.push(LongEntryArray, sixTradesInOneDirectionLong)
array.push(LongEntryArray, sevenTradesInOneDirectionLong)
array.push(LongEntryArray, eightTradesInOneDirectionLong)
array.push(LongEntryArray, nineTradesInOneDirectionLong)
array.push(LongEntryArray, tenTradesInOneDirectionLong)

ShortEntryArray = array.new<bool>()

array.push(ShortEntryArray, oneTradeInOneDirectionShort)
array.push(ShortEntryArray, twoTradesInOneDirectionShort)
array.push(ShortEntryArray, threeTradesInOneDirectionShort)
array.push(ShortEntryArray, fourTradesInOneDirectionShort)
array.push(ShortEntryArray, fiveTradesInOneDirectionShort)
array.push(ShortEntryArray, sixTradesInOneDirectionShort)
array.push(ShortEntryArray, sevenTradesInOneDirectionShort)
array.push(ShortEntryArray, eightTradesInOneDirectionShort)
array.push(ShortEntryArray, nineTradesInOneDirectionShort)
array.push(ShortEntryArray, tenTradesInOneDirectionShort)

HowManyTradesInOneDirectionInput = input.int(3,"How Many Trades Allowed In One Direction?",options = [1,2,3,4,5,6,7,8,9,10], group = "Strategy Settings")

TRADESINAROWLONG = array.get(LongEntryArray, HowManyTradesInOneDirectionInput -1)
TRADESINAROWSHORT = array.get(ShortEntryArray, HowManyTradesInOneDirectionInput -1)

//////////////////////////////////////////////////////////////////////////////////////////////////////////////

//////////////////////////////////////////////////////////////////////////////////////////////////////////////
//////////////////////////////////////////////////////////////////////////////////////////////////////////////
//////////////////////////////////////////////////OPEN LONG///////////////////////////////////////////////////
if EMAENTRYLONG
    if RSIENTRYLONG
        if STOCHENTRYLONG
            if HISTENTRYLONG
                if ADXLONGENTRY
                    if TRADESINAROWLONG
                        if STRATEGYISCLOSED
                            if testPeriod() 
                                strategy.entry("LONG", strategy.long, comment= "ENTER LONG DEAL COMMAND HERE")
///////////////////////////////////////////////////////////////////////////////////////////////////////////////

///////////////////////////////////////////////////OPEN SHORT//////////////////////////////////////////////////
if EMAENTRYSHORT
    if RSIENTRYSHORT
        if STOCHENTRYSHORT
            if HISTENTRYSHORT
                if ADXSHORTENTRY
                    if TRADESINAROWSHORT
                        if STRATEGYISCLOSED
                            if testPeriod() 
                                strategy.entry("SHORT", strategy.short, comment= "ENTER SHORT DEAL COMMAND HERE")
// ////////////////////////////////////////////////////////////////////////////////////////////////////////////////



//////////////////////////////////////////////////CLOSE LONG////////////////////////////////////////////////////
if (strategy.position_size > 0)
    strategy.exit("LONG",stop=StopLossLongPrice, limit=TakeProfitLongPrice, comment_profit = "CLOSE LONG DEAL COMMAND HERE", comment_loss = "CLOSE LONG DEAL COMMAND HERE") 
////////////////////////////////////////////////////////////////////////////////////////////////////////////////            

//////////////////////////////////////////////////CLOSE SHORT///////////////////////////////////////////////////
if (strategy.position_size < 0)
    strategy.exit("SHORT",stop=StopLossShortPrice, limit =TakeProfitShortPrice, comment_profit = "CLOSE SHORT DEAL COMMAND HERE", comment_loss = "CLOSE SHORT DEAL COMMAND HERE")
////////////////////////////////////////////////////////////////////////////////////////////////////////////////
////////////////////////////////////////////////////////////////////////////////////////////////////////////////
////////////////////////////////////////////////////////////////////////////////////////////////////////////////

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