Estrategia Kloss
La estrategia Kloss combina una media móvil ponderada (WMA), el Índice de Canal de Materias Primas (CCI) y el oscilador Stochastic. Todos los indicadores se evalúan en valores históricos desplazados, lo que permite que las señales se basen en el contexto pasado del mercado. Una posición larga se abre cuando el CCI cae por debajo de un umbral negativo, la línea principal del Stochastic cae por debajo de una desviación del nivel neutro 50, y el precio desplazado está por encima del WMA desplazado. Una posición corta se abre en las condiciones opuestas. El cierre inverso opcional sale de una posición existente cuando aparece la señal opuesta. El stop loss y el take profit se establecen en puntos desde el precio de entrada.
Detalles
- Criterios de entrada:
- Largo: CCI desplazado por debajo de
-CciDiffer, Stochastic desplazado por debajo de50 - StochDiffer, y precio desplazado por encima del WMA desplazado. - Corto: CCI desplazado por encima de
CciDiffer, Stochastic desplazado por encima de50 + StochDiffer, y precio desplazado por debajo del WMA desplazado.
- Largo: CCI desplazado por debajo de
- Largo/Corto: Ambos.
- Criterios de salida:
- Señal inversa si
RevCloseestá habilitado o niveles de stop loss / take profit.
- Señal inversa si
- Stops: Stop loss y take profit absolutos en puntos.
- Filtros:
- Los desplazamientos de indicadores y precios mediante
CommonShiftpermiten la generación de señales a partir de barras pasadas.
- Los desplazamientos de indicadores y precios mediante
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>
/// Strategy that combines Weighted Moving Average, CCI and Stochastic oscillator.
/// </summary>
public class KlossStrategy : Strategy
{
private readonly StrategyParam<int> _maPeriod;
private readonly StrategyParam<int> _cciPeriod;
private readonly StrategyParam<decimal> _cciLevel;
private readonly StrategyParam<decimal> _stochLevel;
private readonly StrategyParam<decimal> _stopLoss;
private readonly StrategyParam<decimal> _takeProfit;
private readonly StrategyParam<DataType> _candleType;
private readonly StrategyParam<int> _cooldownBars;
private int _previousSignal;
private int _cooldownRemaining;
/// <summary>Moving Average period.</summary>
public int MaPeriod { get => _maPeriod.Value; set => _maPeriod.Value = value; }
/// <summary>CCI calculation period.</summary>
public int CciPeriod { get => _cciPeriod.Value; set => _cciPeriod.Value = value; }
/// <summary>CCI level for signals.</summary>
public decimal CciLevel { get => _cciLevel.Value; set => _cciLevel.Value = value; }
/// <summary>Stochastic level offset from 50.</summary>
public decimal StochLevel { get => _stochLevel.Value; set => _stochLevel.Value = value; }
/// <summary>Stop loss in price steps.</summary>
public decimal StopLoss { get => _stopLoss.Value; set => _stopLoss.Value = value; }
/// <summary>Take profit in price steps.</summary>
public decimal TakeProfit { get => _takeProfit.Value; set => _takeProfit.Value = value; }
/// <summary>Candle type used for calculations.</summary>
public DataType CandleType { get => _candleType.Value; set => _candleType.Value = value; }
/// <summary>Completed candles to wait after a position change.</summary>
public int CooldownBars { get => _cooldownBars.Value; set => _cooldownBars.Value = value; }
/// <summary>
/// Initialize <see cref="KlossStrategy"/>.
/// </summary>
public KlossStrategy()
{
_maPeriod = Param(nameof(MaPeriod), 10)
.SetGreaterThanZero()
.SetDisplay("MA Period", "Length of weighted MA", "Indicators")
.SetOptimize(5, 50, 5);
_cciPeriod = Param(nameof(CciPeriod), 10)
.SetGreaterThanZero()
.SetDisplay("CCI Period", "Length of CCI", "Indicators")
.SetOptimize(5, 30, 5);
_cciLevel = Param(nameof(CciLevel), 50m)
.SetGreaterThanZero()
.SetDisplay("CCI Level", "Distance from zero to trigger signal", "Indicators")
.SetOptimize(50m, 200m, 10m);
_stochLevel = Param(nameof(StochLevel), 10m)
.SetGreaterThanZero()
.SetDisplay("Stochastic Level", "Distance from 50 to trigger", "Indicators")
.SetOptimize(5m, 40m, 5m);
_stopLoss = Param(nameof(StopLoss), 550m)
.SetNotNegative()
.SetDisplay("Stop Loss", "Stop loss in price steps", "Risk");
_takeProfit = Param(nameof(TakeProfit), 550m)
.SetNotNegative()
.SetDisplay("Take Profit", "Take profit in price steps", "Risk");
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(5).TimeFrame())
.SetDisplay("Candle Type", "Candles for calculations", "General");
_cooldownBars = Param(nameof(CooldownBars), 3)
.SetDisplay("Cooldown Bars", "Completed candles to wait after a position change", "Trading");
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
{
return [(Security, CandleType)];
}
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_previousSignal = 0;
_cooldownRemaining = 0;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
var ma = new WeightedMovingAverage { Length = MaPeriod };
var cci = new CommodityChannelIndex { Length = CciPeriod };
var stoch = new StochasticOscillator();
var subscription = SubscribeCandles(CandleType);
subscription.BindEx(ma, cci, stoch, ProcessCandle).Start();
StartProtection(
takeProfit: new Unit(2, UnitTypes.Percent),
stopLoss: new Unit(1, UnitTypes.Percent));
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, ma);
DrawOwnTrades(area);
}
}
private void ProcessCandle(ICandleMessage candle, IIndicatorValue maValue, IIndicatorValue cciValue, IIndicatorValue stochValue)
{
if (candle.State != CandleStates.Finished || !maValue.IsFinal || !cciValue.IsFinal || !stochValue.IsFinal)
return;
if (_cooldownRemaining > 0)
_cooldownRemaining--;
var ma = maValue.ToDecimal();
var cci = cciValue.ToDecimal();
var stoch = (StochasticOscillatorValue)stochValue;
if (stoch.K is not decimal stochK || stoch.D is not decimal stochD)
return;
var price = candle.ClosePrice;
var buySignal = cci < -CciLevel && stochK < 50m - StochLevel && stochD < 50m - StochLevel && price > ma;
var sellSignal = cci > CciLevel && stochK > 50m + StochLevel && stochD > 50m + StochLevel && price < ma;
var currentSignal = buySignal ? 1 : sellSignal ? -1 : 0;
if (_cooldownRemaining == 0 && Position == 0)
{
if (currentSignal > 0 && _previousSignal <= 0)
{
BuyMarket();
_cooldownRemaining = CooldownBars;
}
else if (currentSignal < 0 && _previousSignal >= 0)
{
SellMarket();
_cooldownRemaining = CooldownBars;
}
}
if (currentSignal != 0)
_previousSignal = currentSignal;
}
}
import clr
clr.AddReference("StockSharp.Messages")
clr.AddReference("StockSharp.Algo")
clr.AddReference("StockSharp.Algo.Indicators")
clr.AddReference("StockSharp.Algo.Strategies")
from System import TimeSpan
from StockSharp.Messages import DataType, CandleStates, Unit, UnitTypes
from StockSharp.Algo.Indicators import WeightedMovingAverage, CommodityChannelIndex, StochasticOscillator
from StockSharp.Algo.Strategies import Strategy
class kloss_strategy(Strategy):
def __init__(self):
super(kloss_strategy, self).__init__()
self._ma_period = self.Param("MaPeriod", 10) \
.SetGreaterThanZero() \
.SetDisplay("MA Period", "Length of weighted MA", "Indicators") \
.SetOptimize(5, 50, 5)
self._cci_period = self.Param("CciPeriod", 10) \
.SetGreaterThanZero() \
.SetDisplay("CCI Period", "Length of CCI", "Indicators") \
.SetOptimize(5, 30, 5)
self._cci_level = self.Param("CciLevel", 50.0) \
.SetGreaterThanZero() \
.SetDisplay("CCI Level", "Distance from zero to trigger signal", "Indicators") \
.SetOptimize(50.0, 200.0, 10.0)
self._stoch_level = self.Param("StochLevel", 10.0) \
.SetGreaterThanZero() \
.SetDisplay("Stochastic Level", "Distance from 50 to trigger", "Indicators") \
.SetOptimize(5.0, 40.0, 5.0)
self._stop_loss = self.Param("StopLoss", 550.0) \
.SetNotNegative() \
.SetDisplay("Stop Loss", "Stop loss in price steps", "Risk")
self._take_profit_param = self.Param("TakeProfit", 550.0) \
.SetNotNegative() \
.SetDisplay("Take Profit", "Take profit in price steps", "Risk")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(5))) \
.SetDisplay("Candle Type", "Candles for calculations", "General")
self._cooldown_bars = self.Param("CooldownBars", 3) \
.SetDisplay("Cooldown Bars", "Completed candles to wait after a position change", "Trading")
self._previous_signal = 0
self._cooldown_remaining = 0
@property
def ma_period(self):
return self._ma_period.Value
@property
def cci_period(self):
return self._cci_period.Value
@property
def cci_level(self):
return self._cci_level.Value
@property
def stoch_level(self):
return self._stoch_level.Value
@property
def stop_loss(self):
return self._stop_loss.Value
@property
def take_profit(self):
return self._take_profit_param.Value
@property
def candle_type(self):
return self._candle_type.Value
@property
def cooldown_bars(self):
return self._cooldown_bars.Value
def OnReseted(self):
super(kloss_strategy, self).OnReseted()
self._previous_signal = 0
self._cooldown_remaining = 0
def OnStarted2(self, time):
super(kloss_strategy, self).OnStarted2(time)
ma = WeightedMovingAverage()
ma.Length = self.ma_period
cci = CommodityChannelIndex()
cci.Length = self.cci_period
stoch = StochasticOscillator()
subscription = self.SubscribeCandles(self.candle_type)
subscription.BindEx(ma, cci, stoch, self.process_candle).Start()
self.StartProtection(
Unit(2, UnitTypes.Percent),
Unit(1, UnitTypes.Percent))
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawIndicator(area, ma)
self.DrawOwnTrades(area)
def process_candle(self, candle, ma_value, cci_value, stoch_value):
if candle.State != CandleStates.Finished:
return
if not ma_value.IsFinal or not cci_value.IsFinal or not stoch_value.IsFinal:
return
if self._cooldown_remaining > 0:
self._cooldown_remaining -= 1
ma = float(ma_value)
cci = float(cci_value)
stoch_k = stoch_value.K
stoch_d = stoch_value.D
if stoch_k is None or stoch_d is None:
return
k = float(stoch_k)
d = float(stoch_d)
price = float(candle.ClosePrice)
cci_lvl = float(self.cci_level)
stoch_lvl = float(self.stoch_level)
buy_signal = cci < -cci_lvl and k < 50.0 - stoch_lvl and d < 50.0 - stoch_lvl and price > ma
sell_signal = cci > cci_lvl and k > 50.0 + stoch_lvl and d > 50.0 + stoch_lvl and price < ma
if buy_signal:
current_signal = 1
elif sell_signal:
current_signal = -1
else:
current_signal = 0
if self._cooldown_remaining == 0 and self.Position == 0:
if current_signal > 0 and self._previous_signal <= 0:
self.BuyMarket()
self._cooldown_remaining = self.cooldown_bars
elif current_signal < 0 and self._previous_signal >= 0:
self.SellMarket()
self._cooldown_remaining = self.cooldown_bars
if current_signal != 0:
self._previous_signal = current_signal
def CreateClone(self):
return kloss_strategy()