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Стратегия торговли SSL Momentum Combo

Автор:Чао Чжан, Дата: 2023-09-23 15:44:29
Тэги:

Обзор

Эта стратегия объединяет канал SSL с индикатором импульса QQE для формирования комплексной системы оценки тренда. Он входит, когда цена превышает канал SSL, с дополнительным подтверждением от сигналов QQE. Стопы и выходы реализуются для управления рисками.

Логика стратегии

Ключевыми компонентами являются:

  1. SSL-канал: выявление тенденции цен.

  2. Индикатор QQE: подтверждающий импульс.

  3. Прорывный вход: прорыв цены в SSL-диапазонах в сочетании с QQE-сигналами.

  4. Остановки и выходы: остановки и выходы, основанные на ATR, для контроля потерь/прибыли на одну сделку.

  5. Расширение: постепенное наращивание позиций, получение прибыли и перераспределение.

Комбинация инструментов тренда и импульса формирует стратегию с возможностью следования тренду и контроля рисков.

Преимущества

По сравнению со стратегией с одним показателем преимущества:

  1. SSL для тренда, QQE для отклонений - хорошая взаимодополняемость.

  2. Не покупайте на максимуме.

  3. Разумные остановки и выходы контролируют риск/прибыль по сделке.

  4. Уменьшение масштаба снижает риск, прибыль замыкает в прибыли.

  5. Большое пространство оптимизации для поиска оптимальных параметров.

  6. Гибкое применение на разных рынках и в разные сроки.

  7. Возможность применения машинного обучения для более умных оптимизаций.

  8. В целом более стабильные с лучшей доходностью, скорректированной на риск, чем отдельные показатели.

Риски

Однако основными рисками являются:

  1. Очень сложная многопараметровая оптимизация с рисками перенастройки.

  2. SSL и QQE немного отстают.

  3. Увеличение сложности с помощью нескольких показателей.

  4. Увеличение масштаба может увеличить расходы на скольжение.

  5. Нужно отслеживать максимальное снижение.

  6. Результаты, зависящие от изменения рыночных режимов.

  7. Должна быть проверена надежность в период и инструменты.

  8. Высокая частота торговли увеличивает затраты на транзакции.

Усовершенствования

На основе анализа улучшения могут включать:

  1. Оценка надежности параметров на разных рынках и в разные временные рамки.

  2. Реализация динамических остановок и выходов.

  3. Оптимизация стратегий управления рисками.

  4. Построение динамических моделей размеров позиций.

  5. Включение машинного обучения для более умных записей.

  6. Проверка стабильности подвижного окна.

  7. Оценка влияния транзакционных затрат и частота корректировки.

  8. Оптимизация масштабирования пропорций размеров.

  9. Постоянное совершенствование для адаптации рынка.

Заключение

В целом, тесная интеграция SSL и QQE формирует стабильную тенденцию после системы. Но непрерывные оптимизации и итерации имеют решающее значение для любой стратегии, чтобы оставаться адаптивной. Только посредством постоянного обучения и проверки могут квантовые стратегии достичь устойчивого успеха.


/*backtest
start: 2023-08-23 00:00:00
end: 2023-09-22 00:00:00
period: 2h
basePeriod: 15m
exchanges: [{"eid":"Futures_Binance","currency":"BTC_USDT"}]
*/

//@version=4

// Strategy based on the SSL Hybrid indicator by Mihkel00
// Designed for the purpose of back testing
// Strategy:
//  - Enters both long and short trades based on SSL1 crossing the baseline
//  - Stop Loss calculated based on ATR multiplier
//  - Take Profit calculated based on 2 ATR multipliers and exits percentage of position on TP1 and TP2
//
// Credits:
// SSL Hybrid Mihkel00 https://www.tradingview.com/u/Mihkel00/

// -------------------------------- SSL HYBRID ---------------------------------
strategy("SSL Hybrid + QQE Strategy", overlay=true, initial_capital=5000, default_qty_value=10, default_qty_type=strategy.percent_of_equity, commission_type = "percent", commission_value=0.04, max_labels_count=500, calc_on_every_tick=true, pyramiding=10)
show_Baseline = input(title="Show Baseline", type=input.bool, defval=true, group="SSL Hybrid Indicator Settings")
show_SSL1 = input(title="Show SSL1", type=input.bool, defval=true, group="SSL Hybrid Indicator Settings")
show_atr = input(title="Show ATR bands", type=input.bool, defval=false, group="SSL Hybrid Indicator Settings")
//ATR
atrlen = input(14, "ATR Period", group="SSL Hybrid Indicator Settings")
mult = input(1, "ATR Multi", step=0.1, group="SSL Hybrid Indicator Settings")
smoothing = input(title="ATR Smoothing", defval="WMA", options=["RMA", "SMA", "EMA", "WMA"], group="SSL Hybrid Indicator Settings")

ma_function(source, atrlen) => 
    if smoothing == "RMA"
        rma(source, atrlen)
    else
        if smoothing == "SMA"
            sma(source, atrlen)
        else
            if smoothing == "EMA"
                ema(source, atrlen)
            else
                wma(source, atrlen)
atr_slen = ma_function(tr(true), atrlen)
////ATR Up/Low Bands
upper_band = atr_slen * mult + close
lower_band = close - atr_slen * mult

////BASELINE / SSL1 / SSL2 / EXIT MOVING AVERAGE VALUES
maType = input(title="SSL1 / Baseline Type", type=input.string, defval="HMA", options=["SMA","EMA","DEMA","TEMA","LSMA","WMA","MF","VAMA","TMA","HMA", "JMA", "Kijun v2", "EDSMA","McGinley"], group="SSL Hybrid Indicator Settings")
len = input(title="SSL1 / Baseline Length", defval=60, group="SSL Hybrid Indicator Settings")

SSL2Type = input(title="SSL2 / Continuation Type", type=input.string, defval="JMA", options=["SMA","EMA","DEMA","TEMA","WMA","MF","VAMA","TMA","HMA", "JMA","McGinley"], group="SSL Hybrid Indicator Settings")
len2 = input(title="SSL 2 Length", defval=5, group="SSL Hybrid Indicator Settings")
//
SSL3Type = input(title="EXIT Type", type=input.string, defval="HMA", options=["DEMA","TEMA","LSMA","VAMA","TMA","HMA","JMA", "Kijun v2", "McGinley", "MF"], group="SSL Hybrid Indicator Settings")
len3 = input(title="EXIT Length", defval=15, group="SSL Hybrid Indicator Settings")
src = input(title="Source", type=input.source, defval=close, group="SSL Hybrid Indicator Settings")

//
tema(src, len) =>
    ema1 = ema(src, len)
    ema2 = ema(ema1, len)
    ema3 = ema(ema2, len)
    (3 * ema1) - (3 * ema2) + ema3
kidiv = input(defval=1,maxval=4,  title="Kijun MOD Divider", group="SSL Hybrid Indicator Settings")

jurik_phase = input(title="* Jurik (JMA) Only - Phase", type=input.integer, defval=3, group="SSL Hybrid Indicator Settings")
jurik_power = input(title="* Jurik (JMA) Only - Power", type=input.integer, defval=1, group="SSL Hybrid Indicator Settings")
volatility_lookback = input(10, title="* Volatility Adjusted (VAMA) Only - Volatility lookback length", group="SSL Hybrid Indicator Settings")
//MF
beta = input(0.8,minval=0,maxval=1,step=0.1,  title="Modular Filter, General Filter Only - Beta", group="SSL Hybrid Indicator Settings")
feedback = input(false, title="Modular Filter Only - Feedback", group="SSL Hybrid Indicator Settings")
z = input(0.5,title="Modular Filter Only - Feedback Weighting",step=0.1, minval=0, maxval=1, group="SSL Hybrid Indicator Settings")
//EDSMA
ssfLength = input(title="EDSMA - Super Smoother Filter Length", type=input.integer, minval=1, defval=20, group="SSL Hybrid Indicator Settings")
ssfPoles = input(title="EDSMA - Super Smoother Filter Poles", type=input.integer, defval=2, options=[2, 3], group="SSL Hybrid Indicator Settings")

//----

//EDSMA
get2PoleSSF(src, length) =>
    PI = 2 * asin(1)
    arg = sqrt(2) * PI / length
    a1 = exp(-arg)
    b1 = 2 * a1 * cos(arg)
    c2 = b1
    c3 = -pow(a1, 2)
    c1 = 1 - c2 - c3
    
    ssf = 0.0
    ssf := c1 * src + c2 * nz(ssf[1]) + c3 * nz(ssf[2])

get3PoleSSF(src, length) =>
    PI = 2 * asin(1)

    arg = PI / length
    a1 = exp(-arg)
    b1 = 2 * a1 * cos(1.738 * arg)
    c1 = pow(a1, 2)

    coef2 = b1 + c1
    coef3 = -(c1 + b1 * c1)
    coef4 = pow(c1, 2)
    coef1 = 1 - coef2 - coef3 - coef4

    ssf = 0.0
    ssf := coef1 * src + coef2 * nz(ssf[1]) + coef3 * nz(ssf[2]) + coef4 * nz(ssf[3])

ma(type, src, len) =>
    float result = 0
    if type=="TMA"
        result := sma(sma(src, ceil(len / 2)), floor(len / 2) + 1)
    if type=="MF"
        ts=0.,b=0.,c=0.,os=0.
        //----
        alpha = 2/(len+1)
        a = feedback ? z*src + (1-z)*nz(ts[1],src) : src
        //----
        b := a > alpha*a+(1-alpha)*nz(b[1],a) ? a : alpha*a+(1-alpha)*nz(b[1],a)
        c := a < alpha*a+(1-alpha)*nz(c[1],a) ? a : alpha*a+(1-alpha)*nz(c[1],a)
        os := a == b ? 1 : a == c ? 0 : os[1]
        //----
        upper = beta*b+(1-beta)*c
        lower = beta*c+(1-beta)*b 
        ts := os*upper+(1-os)*lower
        result := ts
    if type=="LSMA"
        result := linreg(src, len, 0)
    if type=="SMA" // Simple
        result := sma(src, len)
    if type=="EMA" // Exponential
        result := ema(src, len)
    if type=="DEMA" // Double Exponential
        e = ema(src, len)
        result := 2 * e - ema(e, len)
    if type=="TEMA" // Triple Exponential
        e = ema(src, len)
        result := 3 * (e - ema(e, len)) + ema(ema(e, len), len)
    if type=="WMA" // Weighted
        result := wma(src, len)
    if type=="VAMA" // Volatility Adjusted
        /// Copyright © 2019 to present, Joris Duyck (JD)
        mid=ema(src,len)
        dev=src-mid
        vol_up=highest(dev,volatility_lookback)
        vol_down=lowest(dev,volatility_lookback)
        result := mid+avg(vol_up,vol_down)
    if type=="HMA" // Hull
        result := wma(2 * wma(src, len / 2) - wma(src, len), round(sqrt(len)))
    if type=="JMA" // Jurik
        /// Copyright © 2018 Alex Orekhov (everget)
        /// Copyright © 2017 Jurik Research and Consulting.
        phaseRatio = jurik_phase < -100 ? 0.5 : jurik_phase > 100 ? 2.5 : jurik_phase / 100 + 1.5
        beta = 0.45 * (len - 1) / (0.45 * (len - 1) + 2)
        alpha = pow(beta, jurik_power)
        jma = 0.0
        e0 = 0.0
        e0 := (1 - alpha) * src + alpha * nz(e0[1])
        e1 = 0.0
        e1 := (src - e0) * (1 - beta) + beta * nz(e1[1])
        e2 = 0.0
        e2 := (e0 + phaseRatio * e1 - nz(jma[1])) * pow(1 - alpha, 2) + pow(alpha, 2) * nz(e2[1])
        jma := e2 + nz(jma[1])
        result := jma
    if type=="Kijun v2"
        kijun = avg(lowest(len), highest(len))//, (open + close)/2)
        conversionLine = avg(lowest(len/kidiv), highest(len/kidiv))
        delta = (kijun + conversionLine)/2
        result :=delta
    if type=="McGinley"
        mg = 0.0
        ema = ema(src, len)
        mg := na(mg[1]) ? ema : mg[1] + (src - mg[1]) / (len * pow(src/mg[1], 4))
        result :=mg
    if type=="EDSMA"
    
        zeros = src - nz(src[2])
        avgZeros = (zeros + zeros[1]) / 2
        
        // Ehlers Super Smoother Filter 
        ssf = ssfPoles == 2
             ? get2PoleSSF(avgZeros, ssfLength)
             : get3PoleSSF(avgZeros, ssfLength)
        
        // Rescale filter in terms of Standard Deviations
        stdev = stdev(ssf, len)
        scaledFilter = stdev != 0
             ? ssf / stdev
             : 0
        
        alpha = 5 * abs(scaledFilter) / len
        
        edsma = 0.0
        edsma := alpha * src + (1 - alpha) * nz(edsma[1])
        result :=  edsma
    result
    
///SSL 1 and SSL2
emaHigh = ma(maType, high, len)
emaLow = ma(maType, low, len)

maHigh = ma(SSL2Type, high, len2)
maLow = ma(SSL2Type, low, len2)

///EXIT
ExitHigh = ma(SSL3Type, high, len3)
ExitLow = ma(SSL3Type, low, len3)

///Keltner Baseline Channel
BBMC = ma(maType, close, len)
useTrueRange = input(true, group="SSL Hybrid Indicator Settings")
multy = input(0.2, step=0.05, title="Base Channel Multiplier", group="SSL Hybrid Indicator Settings")
Keltma = ma(maType, src, len)
range = useTrueRange ? tr : high - low
rangema = ema(range, len)
upperk =Keltma + rangema * multy
lowerk = Keltma - rangema * multy

//Baseline Violation Candle
open_pos =  open*1
close_pos = close*1
difference = abs(close_pos-open_pos)
atr_violation = difference > atr_slen
InRange = upper_band > BBMC and lower_band < BBMC
candlesize_violation = atr_violation and InRange
plotshape(candlesize_violation, color=color.new(color.white, transp=0), size=size.tiny,style=shape.diamond, location=location.top, title="Candle Size > 1xATR")


//SSL1 VALUES
Hlv = int(na)
Hlv := close > emaHigh ? 1 : close < emaLow ? -1 : Hlv[1]
sslDown = Hlv < 0 ? emaHigh : emaLow

//SSL2 VALUES
Hlv2 = int(na)
Hlv2 := close > maHigh ? 1 : close < maLow ? -1 : Hlv2[1]
sslDown2 = Hlv2 < 0 ? maHigh : maLow

//EXIT VALUES
Hlv3 = int(na)
Hlv3 := close > ExitHigh ? 1 : close < ExitLow ? -1 : Hlv3[1]
sslExit = Hlv3 < 0 ? ExitHigh : ExitLow
base_cross_Long = crossover(close, sslExit)
base_cross_Short = crossover(sslExit, close)
codiff = base_cross_Long ? 1 : base_cross_Short ? -1 : na 

//COLORS
show_color_bar = input(title="Color Bars", type=input.bool, defval=true, group="SSL Hybrid Indicator Settings")
color_bar = close > upperk ? #00c3ff : close < lowerk ? #ff0062 : color.gray
color_ssl1 = close > sslDown ? #00c3ff : close < sslDown ? #ff0062 : na

//PLOTS
plotarrow(codiff, colorup=color.rgb(0, 195, 255, transp=0), colordown=color.rgb(255, 0, 98, transp=0),title="Exit Arrows", maxheight=20, offset=0, display=display.none)
p1 = plot(show_Baseline ? BBMC : na, color=color.new(color_bar, transp=0), linewidth=4, title='MA Baseline')
DownPlot = plot( show_SSL1 ? sslDown : na, title="SSL1", linewidth=3, color=color.new(color_ssl1, transp=10))
barcolor(show_color_bar ? color_bar : na)
up_channel = plot(show_Baseline ? upperk : na, color=color_bar, title="Baseline Upper Channel")
low_channel = plot(show_Baseline ? lowerk : na, color=color_bar, title="Basiline Lower Channel")
fill(up_channel, low_channel, color=color.new(color_bar, transp=90))

////SSL2 Continiuation from ATR
atr_crit = input(0.9, step=0.1, title="Continuation ATR Criteria", group="SSL Hybrid Indicator Settings")
upper_half = atr_slen * atr_crit + close
lower_half = close - atr_slen * atr_crit
buy_inatr =  lower_half < sslDown2
sell_inatr = upper_half > sslDown2
sell_cont = close < BBMC and close < sslDown2
buy_cont = close > BBMC and close > sslDown2
sell_atr = sell_inatr and sell_cont
buy_atr = buy_inatr and buy_cont
atr_fill = buy_atr ? color.green : sell_atr ? color.purple : color.white
LongPlot = plot(sslDown2, title="SSL2", linewidth=2, color=color.new(atr_fill, transp=0), style=plot.style_circles, display=display.none)
u = plot(show_atr ? upper_band : na, "+ATR", color=color.new(color.white, transp=80), display=display.none)
l = plot(show_atr ? lower_band : na, "-ATR", color=color.new(color.white, transp=80), display=display.none)

// ---------------------------- QQE MOD INDICATOR ------------------------------
RSI_Period = input(6, title='RSI Length')
SF = input(5, title='RSI Smoothing')
QQE = input(3, title='Fast QQE Factor')
ThreshHold = input(3, title="Thresh-hold")

rsi_src = input(close, title="RSI Source")

Wilders_Period = RSI_Period * 2 - 1


Rsi = rsi(rsi_src, RSI_Period)
RsiMa = ema(Rsi, SF)
AtrRsi = abs(RsiMa[1] - RsiMa)
MaAtrRsi = ema(AtrRsi, Wilders_Period)
dar = ema(MaAtrRsi, Wilders_Period) * QQE

longband = 0.0
shortband = 0.0
trend = 0

DeltaFastAtrRsi = dar
RSIndex = RsiMa
newshortband = RSIndex + DeltaFastAtrRsi
newlongband = RSIndex - DeltaFastAtrRsi
longband := RSIndex[1] > longband[1] and RSIndex > longband[1] ? 
   max(longband[1], newlongband) : newlongband
shortband := RSIndex[1] < shortband[1] and RSIndex < shortband[1] ? 
   min(shortband[1], newshortband) : newshortband
cross_1 = cross(longband[1], RSIndex)
trend := cross(RSIndex, shortband[1]) ? 1 : cross_1 ? -1 : nz(trend[1], 1)
FastAtrRsiTL = trend == 1 ? longband : shortband
////////////////////


length = input(50, minval=1, title="Bollinger Length")
bb_mult = input(0.35, minval=0.001, maxval=5, step=0.1, title="BB Multiplier")
basis = sma(FastAtrRsiTL - 50, length)
dev = bb_mult * stdev(FastAtrRsiTL - 50, length)
upper = basis + dev
lower = basis - dev
rsi_ma_color_bar = RsiMa - 50 > upper ? #00c3ff : RsiMa - 50 < lower ? #ff0062 : color.gray


// Zero cross
QQEzlong = 0
QQEzlong := nz(QQEzlong[1])
QQEzshort = 0
QQEzshort := nz(QQEzshort[1])
QQEzlong := RSIndex >= 50 ? QQEzlong + 1 : 0
QQEzshort := RSIndex < 50 ? QQEzshort + 1 : 0

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

RSI_Period2 = input(6, title='RSI Length')
SF2 = input(5, title='RSI Smoothing')
QQE2 = input(1.61, title='Fast QQE2 Factor')
ThreshHold2 = input(3, title="Thresh-hold")

src2 = input(close, title="RSI Source")

Wilders_Period2 = RSI_Period2 * 2 - 1


Rsi2 = rsi(src2, RSI_Period2)
RsiMa2 = ema(Rsi2, SF2)
AtrRsi2 = abs(RsiMa2[1] - RsiMa2)
MaAtrRsi2 = ema(AtrRsi2, Wilders_Period2)
dar2 = ema(MaAtrRsi2, Wilders_Period2) * QQE2
longband2 = 0.0
shortband2 = 0.0
trend2 = 0

DeltaFastAtrRsi2 = dar2
RSIndex2 = RsiMa2
newshortband2 = RSIndex2 + DeltaFastAtrRsi2
newlongband2 = RSIndex2 - DeltaFastAtrRsi2
longband2 := RSIndex2[1] > longband2[1] and RSIndex2 > longband2[1] ? 
   max(longband2[1], newlongband2) : newlongband2
shortband2 := RSIndex2[1] < shortband2[1] and RSIndex2 < shortband2[1] ? 
   min(shortband2[1], newshortband2) : newshortband2
cross_2 = cross(longband2[1], RSIndex2)
trend2 := cross(RSIndex2, shortband2[1]) ? 1 : cross_2 ? -1 : nz(trend2[1], 1)
FastAtrRsi2TL = trend2 == 1 ? longband2 : shortband2

// Zero cross
QQE2zlong = 0
QQE2zlong := nz(QQE2zlong[1])
QQE2zshort = 0
QQE2zshort := nz(QQE2zshort[1])
QQE2zlong := RSIndex2 >= 50 ? QQE2zlong + 1 : 0
QQE2zshort := RSIndex2 < 50 ? QQE2zshort + 1 : 0

hcolor2 = RsiMa2 - 50 > ThreshHold2 ? color.silver :
   RsiMa2 - 50 < 0 - ThreshHold2 ? color.silver : na
// plot(FastAtrRsi2TL - 50, title='QQE Line', color=color.white, transp=0, linewidth=2)
// plot(RsiMa2 - 50, color=hcolor2, transp=50, title='Histo2', style=plot.style_columns)

Greenbar1 = RsiMa2 - 50 > ThreshHold2
Greenbar2 = RsiMa - 50 > upper

Redbar1 = RsiMa2 - 50 < 0 - ThreshHold2
Redbar2 = RsiMa - 50 < lower

qqe_line = FastAtrRsi2TL - 50
qqe_blue_bar = Greenbar1 and Greenbar2 == 1
qqe_red_bar = Redbar1 and Redbar2 == 1
// plot(Greenbar1 and Greenbar2 == 1 ? RsiMa2 - 50 : na, title="QQE Up", style=plot.style_columns, color=#00c3ff, transp=0)
// plot(Redbar1 and Redbar2 == 1 ? RsiMa2 - 50 : na, title="QQE Down", style=plot.style_columns, color=#ff0062, transp=0)

// ----------------------------------STRATEGY ----------------------------------

atr_length = input(title="ATR Length", type=input.integer, defval=14, inline="1", group="Strategy Back Test Settings")
atr = atr(atr_length)

// Back test time range
from_date = input(title="From", type=input.time, defval=timestamp("01 Aug 2021 00:00 +0100"), inline="1", group="Date Range")
to_date = input(title="To", type=input.time, defval=timestamp("01 Sep 2021 00:00 +0100"), inline="1", group="Date Range")
in_date = true

// Strategy exit settings

// Stop-Loss Settings
use_tp_sl = input(title="Use TP & SL", type=input.bool, defval=true, inline="1", group="Exit Settings")
sl_atr_multiplier = input(title="SL ATR Multiplier", type=input.float, defval=1.6, step=0.1, inline="2", group="Exit Settings")
move_sl_on_tp = input(title="Move SL on TP1", type=input.bool, defval=true, inline="2", group="Exit Settings")

// Take Profit Settings
tp1_atr_multiplier = input(title="TP1 ATR Multiplier", type=input.float, defval=1.8, step=0.1, inline="3", group="Exit Settings")
tp1_exit_percentage = input(title="TP1 Exit Percentage", type=input.integer, defval=20, step=1, maxval=100, inline="3", group="Exit Settings")

tp2_atr_multiplier = input(title="TP2 ATR Multiplier", type=input.float, defval=2.2, step=0.1, inline="4", group="Exit Settings")
tp2_exit_percentage = input(title="TP2 Exit Percentage", type=input.integer, defval=30, step=1, maxval=100, inline="4", group="Exit Settings")

tp3_atr_multiplier = input(title="TP3 ATR Multiplier", type=input.float, defval=2.6, step=0.1, inline="5", group="Exit Settings")
tp3_exit_percentage = input(title="TP3 Exit Percentage", type=input.integer, defval=30, step=1, maxval=100, inline="5", group="Exit Settings")

tp4_atr_multiplier = input(title="TP4 ATR Multiplier", type=input.float, defval=4, step=0.1, inline="6", group="Exit Settings")
tp4_exit_percentage = input(title="TP4 Exit Percentage", type=input.integer, defval=10, step=1, maxval=100, inline="6", group="Exit Settings")

tp5_atr_multiplier = input(title="TP5 ATR Multiplier", type=input.float, defval=8, step=0.1, inline="7", group="Exit Settings")
tp5_exit_percentage = input(title="TP5 Exit Percentage", type=input.integer, defval=10, step=1, maxval=100, inline="7", group="Exit Settings")

var long_sl = close - (atr * sl_atr_multiplier)
var long_tp1 = close + (atr * tp1_atr_multiplier)
var long_tp2 = close + (atr * tp2_atr_multiplier)
var long_tp3 = close + (atr * tp3_atr_multiplier)
var long_tp4 = close + (atr * tp4_atr_multiplier)
var long_tp5 = close + (atr * tp5_atr_multiplier)

var short_sl = close + (atr * sl_atr_multiplier)
var short_tp1 = close - (atr * tp1_atr_multiplier)
var short_tp2 = close - (atr * tp2_atr_multiplier)
var short_tp3 = close - (atr * tp3_atr_multiplier)
var short_tp4 = close - (atr * tp4_atr_multiplier)
var short_tp5 = close - (atr * tp5_atr_multiplier)

var is_long_sl_moved = false
var is_short_sl_moved = false

is_open_long = strategy.position_size > 0
is_open_short = strategy.position_size < 0

var in_ssl_long = false
var in_ssl_short = false

var start_trading = false
var ssl_long_entry = false
var ssl_short_entry = false

var did_prev_bar_ssl_flip = false

// Ensure crossover occurrs before entering first position. This ensures first entry after chosen start date is an actual entry and not just entering on start date
if not ssl_long_entry and not ssl_short_entry and in_date and not start_trading
    start_trading := crossover(close, sslDown) or crossunder(close, sslDown)

if in_date and start_trading
    ssl_long_entry := close > sslDown and qqe_blue_bar and qqe_line > 0
    ssl_short_entry := close < sslDown and qqe_red_bar and qqe_line < 0

remaining_percent = 100
var total_tokens = float(na)
total_tokens := strategy.equity * 0.10 / close

tp1_percent = tp1_exit_percentage <= remaining_percent ? tp1_exit_percentage : remaining_percent
remaining_percent -= tp1_percent
entry_1 = total_tokens * (tp1_percent / 100)

tp2_percent = tp2_exit_percentage <= remaining_percent ? tp2_exit_percentage : remaining_percent
remaining_percent -= tp2_percent
entry_2 = total_tokens * (tp2_percent / 100)

tp3_percent = tp3_exit_percentage <= remaining_percent ? tp3_exit_percentage : remaining_percent
remaining_percent -= tp3_percent
entry_3 = total_tokens * (tp3_percent / 100)

tp4_percent = tp4_exit_percentage <= remaining_percent ? tp4_exit_percentage : remaining_percent
remaining_percent -= tp4_percent
entry_4 = total_tokens * (tp4_percent / 100)

tp5_percent = tp5_exit_percentage <= remaining_percent ? tp5_exit_percentage : remaining_percent
remaining_percent -= tp5_percent
entry_5 = total_tokens * (tp5_percent / 100)

if not is_long_sl_moved and high >= long_tp1 and move_sl_on_tp and use_tp_sl
    is_long_sl_moved := true
    strategy.exit("LongExit2", "LongEntry2", stop=strategy.position_avg_price, limit=long_tp2)
    strategy.exit("LongExit3", "LongEntry3", stop=strategy.position_avg_price, limit=long_tp3)
    strategy.exit("LongExit4", "LongEntry4", stop=strategy.position_avg_price, limit=long_tp4)
    strategy.exit("LongExit5", "LongEntry5", stop=strategy.position_avg_price, limit=long_tp5)
if not is_short_sl_moved and low <= short_tp1 and move_sl_on_tp and use_tp_sl
    is_short_sl_moved := true
    strategy.exit("ShortExit2", "ShortEntry2", stop=strategy.position_avg_price, limit=short_tp2)
    strategy.exit("ShortExit3", "ShortEntry3", stop=strategy.position_avg_price, limit=short_tp3)
    strategy.exit("ShortExit4", "ShortEntry4", stop=strategy.position_avg_price, limit=short_tp4)
    strategy.exit("ShortExit5", "ShortEntry5", stop=strategy.position_avg_price, limit=short_tp5)
    
if did_prev_bar_ssl_flip
    did_prev_bar_ssl_flip := false
    position_value = abs(strategy.position_size * close)
    if in_ssl_long
        label.new(x=bar_index, y=close, xloc=xloc.bar_index, yloc=yloc.abovebar, text=tostring(position_value), style=label.style_label_down, size=size.tiny)
    else
        label.new(x=bar_index, y=close, xloc=xloc.bar_index, yloc=yloc.belowbar, text=tostring(position_value), style=label.style_label_up, size=size.tiny)

if ssl_long_entry and in_date and not in_ssl_long
    in_ssl_long := true
    in_ssl_short := false
    did_prev_bar_ssl_flip := true
    long_sl := close - (atr * sl_atr_multiplier)
    long_tp1 := close + (atr * tp1_atr_multiplier)
    long_tp2 := close + (atr * tp2_atr_multiplier)
    long_tp3 := close + (atr * tp3_atr_multiplier)
    long_tp4 := close + (atr * tp4_atr_multiplier)
    long_tp5 := close + (atr * tp5_atr_multiplier)

    strategy.entry("LongEntry1", strategy.long, qty=entry_1)
    strategy.entry("LongEntry2", strategy.long, qty=entry_2)
    strategy.entry("LongEntry3", strategy.long, qty=entry_3)
    strategy.entry("LongEntry4", strategy.long, qty=entry_4)
    strategy.entry("LongEntry5", strategy.long, qty=entry_5)

    if use_tp_sl
        strategy.exit("LongExit1", "LongEntry1", stop=long_sl, limit=long_tp1)
        strategy.exit("LongExit2", "LongEntry2", stop=long_sl, limit=long_tp2)
        strategy.exit("LongExit3", "LongEntry3", stop=long_sl, limit=long_tp3)
        strategy.exit("LongExit4", "LongEntry4", stop=long_sl, limit=long_tp4)
        strategy.exit("LongExit5", "LongEntry5", stop=long_sl, limit=long_tp5)
        is_long_sl_moved := false

if ssl_short_entry and in_date and not in_ssl_short
    in_ssl_short := true
    in_ssl_long := false
    did_prev_bar_ssl_flip := true
    short_sl := close + (atr * sl_atr_multiplier)
    short_tp1 := close - (atr * tp1_atr_multiplier)
    short_tp2 := close - (atr * tp2_atr_multiplier)
    short_tp3 := close - (atr * tp3_atr_multiplier)
    short_tp4 := close - (atr * tp4_atr_multiplier)
    short_tp5 := close - (atr * tp5_atr_multiplier)
    
    strategy.entry("ShortEntry1", strategy.short, qty=entry_1)
    strategy.entry("ShortEntry2", strategy.short, qty=entry_2)
    strategy.entry("ShortEntry3", strategy.short, qty=entry_3)
    strategy.entry("ShortEntry4", strategy.short, qty=entry_4)
    strategy.entry("ShortEntry5", strategy.short, qty=entry_5)
    
    if use_tp_sl
        strategy.exit("ShortExit1", "ShortEntry1", stop=short_sl, limit=short_tp1)
        strategy.exit("ShortExit2", "ShortEntry2", stop=short_sl, limit=short_tp2)
        strategy.exit("ShortExit3", "ShortEntry3", stop=short_sl, limit=short_tp3)
        strategy.exit("ShortExit4", "ShortEntry4", stop=short_sl, limit=short_tp4)
        strategy.exit("ShortExit5", "ShortEntry5", stop=short_sl, limit=short_tp5)
        is_short_sl_moved := false


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