Стратегия JMA Quantum Edge
Стратегия использует среднюю Jurik (JMA) для определения разворотов. Длинная позиция открывается, когда JMA разворачивается вверх и находится выше JMA старшего таймфрейма. Короткая позиция открывается, когда JMA разворачивается вниз и находится ниже JMA старшего таймфрейма. Опционально применяются стоп-лосс и тейк-профит в процентах от цены входа.
using System;
using System.Collections.Generic;
using Ecng.Common;
using StockSharp.Algo.Indicators;
using StockSharp.Algo.Strategies;
using StockSharp.BusinessEntities;
using StockSharp.Messages;
namespace StockSharp.Samples.Strategies;
/// <summary>
/// JMA-based strategy detecting turning points with higher timeframe filter.
/// Enters long when JMA turns up and is above the higher timeframe JMA.
/// Enters short when JMA turns down and is below the higher timeframe JMA.
/// Applies optional stop loss and take profit.
/// </summary>
public class JmaQuantumEdgeStrategy : Strategy
{
private readonly StrategyParam<int> _jmaLength;
private readonly StrategyParam<int> _higherJmaLength;
private readonly StrategyParam<DataType> _candleType;
private readonly StrategyParam<DataType> _higherCandleType;
private readonly StrategyParam<decimal> _stopLossPercent;
private readonly StrategyParam<bool> _enableStopLoss;
private readonly StrategyParam<decimal> _takeProfitPercent;
private readonly StrategyParam<int> _cooldownBars;
private decimal? _prevJma;
private decimal? _prevPrevJma;
private decimal? _higherJma;
private int _barsSinceSignal;
/// <summary>
/// Main JMA period length.
/// </summary>
public int JmaLength
{
get => _jmaLength.Value;
set => _jmaLength.Value = value;
}
/// <summary>
/// Higher timeframe JMA period length.
/// </summary>
public int HigherJmaLength
{
get => _higherJmaLength.Value;
set => _higherJmaLength.Value = value;
}
/// <summary>
/// Candle type for main timeframe.
/// </summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
/// <summary>
/// Candle type for higher timeframe.
/// </summary>
public DataType HigherCandleType
{
get => _higherCandleType.Value;
set => _higherCandleType.Value = value;
}
/// <summary>
/// Stop loss percent.
/// </summary>
public decimal StopLossPercent
{
get => _stopLossPercent.Value;
set => _stopLossPercent.Value = value;
}
/// <summary>
/// Enable stop loss.
/// </summary>
public bool EnableStopLoss
{
get => _enableStopLoss.Value;
set => _enableStopLoss.Value = value;
}
/// <summary>
/// Take profit percent.
/// </summary>
public decimal TakeProfitPercent
{
get => _takeProfitPercent.Value;
set => _takeProfitPercent.Value = value;
}
/// <summary>
/// Minimum number of finished bars between signals.
/// </summary>
public int CooldownBars
{
get => _cooldownBars.Value;
set => _cooldownBars.Value = value;
}
public JmaQuantumEdgeStrategy()
{
_jmaLength = Param(nameof(JmaLength), 20)
.SetGreaterThanZero()
.SetDisplay("JMA Length", "Period for main JMA", "Parameters")
.SetOptimize(10, 50, 10);
_higherJmaLength = Param(nameof(HigherJmaLength), 40)
.SetGreaterThanZero()
.SetDisplay("Higher JMA Length", "Period for higher timeframe JMA", "Parameters")
.SetOptimize(20, 100, 10);
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(5).TimeFrame())
.SetDisplay("Candle Type", "Main timeframe", "Parameters");
_higherCandleType = Param(nameof(HigherCandleType), TimeSpan.FromMinutes(60).TimeFrame())
.SetDisplay("Higher Candle Type", "Higher timeframe", "Parameters");
_stopLossPercent = Param(nameof(StopLossPercent), 1m)
.SetGreaterThanZero()
.SetDisplay("Stop Loss %", "Stop loss percent", "Risk Management")
.SetOptimize(0.5m, 3m, 0.5m);
_enableStopLoss = Param(nameof(EnableStopLoss), true)
.SetDisplay("Enable Stop Loss", "Use stop loss", "Risk Management");
_takeProfitPercent = Param(nameof(TakeProfitPercent), 2m)
.SetGreaterThanZero()
.SetDisplay("Take Profit %", "Take profit percent", "Risk Management")
.SetOptimize(1m, 5m, 1m);
_cooldownBars = Param(nameof(CooldownBars), 360)
.SetGreaterThanZero()
.SetDisplay("Cooldown Bars", "Minimum bars between signals", "Risk Management");
}
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_prevJma = null;
_prevPrevJma = null;
_higherJma = null;
_barsSinceSignal = 0;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
var jma = new JurikMovingAverage { Length = JmaLength };
var higherJma = new JurikMovingAverage { Length = HigherJmaLength };
var candleSub = SubscribeCandles(CandleType);
candleSub
.Bind(jma, ProcessCandle)
.Start();
SubscribeCandles(HigherCandleType)
.Bind(higherJma, ProcessHigherCandle)
.Start();
}
private void ProcessHigherCandle(ICandleMessage candle, decimal jmaValue)
{
if (candle.State != CandleStates.Finished)
return;
_higherJma = jmaValue;
}
private void ProcessCandle(ICandleMessage candle, decimal jmaValue)
{
if (candle.State != CandleStates.Finished)
return;
_barsSinceSignal++;
if (_prevJma is decimal prev && _prevPrevJma is decimal prev2 && _higherJma is decimal higher)
{
var turnUp = prev < prev2 && jmaValue >= prev;
var turnDown = prev > prev2 && jmaValue <= prev;
if (_barsSinceSignal >= CooldownBars)
{
if (turnUp && jmaValue > higher)
{
if (Position < 0)
BuyMarket(Math.Abs(Position));
else if (Position == 0)
BuyMarket();
_barsSinceSignal = 0;
}
else if (turnDown && jmaValue < higher)
{
if (Position > 0)
SellMarket(Math.Abs(Position));
else if (Position == 0)
SellMarket();
_barsSinceSignal = 0;
}
}
}
_prevPrevJma = _prevJma;
_prevJma = jmaValue;
}
}
import clr
clr.AddReference("StockSharp.Messages")
clr.AddReference("StockSharp.Algo")
clr.AddReference("StockSharp.Algo.Indicators")
clr.AddReference("StockSharp.Algo.Strategies")
from System import TimeSpan, Math
from StockSharp.Messages import DataType, CandleStates
from StockSharp.Algo.Indicators import JurikMovingAverage
from StockSharp.Algo.Strategies import Strategy
class jma_quantum_edge_strategy(Strategy):
def __init__(self):
super(jma_quantum_edge_strategy, self).__init__()
self._jma_length = self.Param("JmaLength", 20) \
.SetDisplay("JMA Length", "Period for main JMA", "Parameters")
self._higher_jma_length = self.Param("HigherJmaLength", 40) \
.SetDisplay("Higher JMA Length", "Period for higher timeframe JMA", "Parameters")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(5))) \
.SetDisplay("Candle Type", "Main timeframe", "Parameters")
self._higher_candle_type = self.Param("HigherCandleType", DataType.TimeFrame(TimeSpan.FromMinutes(60))) \
.SetDisplay("Higher Candle Type", "Higher timeframe", "Parameters")
self._stop_loss_percent = self.Param("StopLossPercent", 1.0) \
.SetDisplay("Stop Loss %", "Stop loss percent", "Risk Management")
self._enable_stop_loss = self.Param("EnableStopLoss", True) \
.SetDisplay("Enable Stop Loss", "Use stop loss", "Risk Management")
self._take_profit_percent = self.Param("TakeProfitPercent", 2.0) \
.SetDisplay("Take Profit %", "Take profit percent", "Risk Management")
self._cooldown_bars = self.Param("CooldownBars", 360) \
.SetDisplay("Cooldown Bars", "Minimum bars between signals", "Risk Management")
self._prev_jma = None
self._prev_prev_jma = None
self._higher_jma = None
self._bars_since_signal = 0
@property
def jma_length(self):
return self._jma_length.Value
@property
def higher_jma_length(self):
return self._higher_jma_length.Value
@property
def candle_type(self):
return self._candle_type.Value
@property
def higher_candle_type(self):
return self._higher_candle_type.Value
@property
def cooldown_bars(self):
return self._cooldown_bars.Value
def OnReseted(self):
super(jma_quantum_edge_strategy, self).OnReseted()
self._prev_jma = None
self._prev_prev_jma = None
self._higher_jma = None
self._bars_since_signal = 0
def OnStarted2(self, time):
super(jma_quantum_edge_strategy, self).OnStarted2(time)
jma = JurikMovingAverage()
jma.Length = self.jma_length
higher_jma = JurikMovingAverage()
higher_jma.Length = self.higher_jma_length
candle_sub = self.SubscribeCandles(self.candle_type)
candle_sub.Bind(jma, self._process_candle).Start()
self.SubscribeCandles(self.higher_candle_type) \
.Bind(higher_jma, self._process_higher_candle).Start()
def _process_higher_candle(self, candle, jma_value):
if candle.State != CandleStates.Finished:
return
self._higher_jma = float(jma_value)
def _process_candle(self, candle, jma_value):
if candle.State != CandleStates.Finished:
return
jma_val = float(jma_value)
self._bars_since_signal += 1
if self._prev_jma is not None and self._prev_prev_jma is not None and self._higher_jma is not None:
prev = self._prev_jma
prev2 = self._prev_prev_jma
higher = self._higher_jma
turn_up = prev < prev2 and jma_val >= prev
turn_down = prev > prev2 and jma_val <= prev
if self._bars_since_signal >= int(self.cooldown_bars):
if turn_up and jma_val > higher:
if self.Position < 0:
self.BuyMarket(abs(self.Position))
elif self.Position == 0:
self.BuyMarket()
self._bars_since_signal = 0
elif turn_down and jma_val < higher:
if self.Position > 0:
self.SellMarket(abs(self.Position))
elif self.Position == 0:
self.SellMarket()
self._bars_since_signal = 0
self._prev_prev_jma = self._prev_jma
self._prev_jma = jma_val
def CreateClone(self):
return jma_quantum_edge_strategy()