using System;
using System.Collections.Generic;
using StockSharp.Algo.Indicators;
using StockSharp.Algo.Strategies;
using StockSharp.BusinessEntities;
using StockSharp.Messages;
namespace StockSharp.Samples.Strategies;
/// <summary>
/// MACD strategy with stochastic confirmation and EMA trend filter.
/// Buy when MACD crosses above signal with stochastic K > D and price above EMA.
/// Sell when MACD crosses below signal with stochastic K < D and price below EMA.
/// </summary>
public class MacdStochasticFilterStrategy : Strategy
{
private readonly StrategyParam<int> _macdFastPeriod;
private readonly StrategyParam<int> _macdSlowPeriod;
private readonly StrategyParam<int> _macdSignalPeriod;
private readonly StrategyParam<int> _emaPeriod;
private readonly StrategyParam<int> _stochKLength;
private readonly StrategyParam<int> _stochDLength;
private readonly StrategyParam<DataType> _candleType;
private decimal? _prevMacd;
private decimal? _prevSignal;
/// <summary>
/// Fast EMA period inside MACD.
/// </summary>
public int MacdFastPeriod
{
get => _macdFastPeriod.Value;
set => _macdFastPeriod.Value = value;
}
/// <summary>
/// Slow EMA period inside MACD.
/// </summary>
public int MacdSlowPeriod
{
get => _macdSlowPeriod.Value;
set => _macdSlowPeriod.Value = value;
}
/// <summary>
/// Signal line period for MACD.
/// </summary>
public int MacdSignalPeriod
{
get => _macdSignalPeriod.Value;
set => _macdSignalPeriod.Value = value;
}
/// <summary>
/// Trend EMA period used as directional filter.
/// </summary>
public int EmaPeriod
{
get => _emaPeriod.Value;
set => _emaPeriod.Value = value;
}
/// <summary>
/// Stochastic %K length.
/// </summary>
public int StochKLength
{
get => _stochKLength.Value;
set => _stochKLength.Value = value;
}
/// <summary>
/// Stochastic %D length.
/// </summary>
public int StochDLength
{
get => _stochDLength.Value;
set => _stochDLength.Value = value;
}
/// <summary>
/// Type of candles used by the strategy.
/// </summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
public MacdStochasticFilterStrategy()
{
_macdFastPeriod = Param(nameof(MacdFastPeriod), 12)
.SetDisplay("MACD Fast", "Fast EMA period for MACD", "Indicators");
_macdSlowPeriod = Param(nameof(MacdSlowPeriod), 26)
.SetDisplay("MACD Slow", "Slow EMA period for MACD", "Indicators");
_macdSignalPeriod = Param(nameof(MacdSignalPeriod), 9)
.SetDisplay("MACD Signal", "Signal EMA period for MACD", "Indicators");
_emaPeriod = Param(nameof(EmaPeriod), 26)
.SetDisplay("Trend EMA", "EMA period for trend filter", "Indicators");
_stochKLength = Param(nameof(StochKLength), 14)
.SetDisplay("Stochastic K", "Look-back length for stochastic K", "Indicators");
_stochDLength = Param(nameof(StochDLength), 3)
.SetDisplay("Stochastic D", "Smoothing for D line", "Indicators");
_candleType = Param(nameof(CandleType), TimeSpan.FromHours(1).TimeFrame())
.SetDisplay("Candle Type", "Timeframe for price data", "General");
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
{
return [(Security, CandleType)];
}
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_prevMacd = null;
_prevSignal = null;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
_prevMacd = null;
_prevSignal = null;
var macd = new MovingAverageConvergenceDivergenceSignal
{
Macd =
{
ShortMa = { Length = MacdFastPeriod },
LongMa = { Length = MacdSlowPeriod }
},
SignalMa = { Length = MacdSignalPeriod }
};
var stochastic = new StochasticOscillator
{
K = { Length = StochKLength },
D = { Length = StochDLength }
};
var ema = new ExponentialMovingAverage { Length = EmaPeriod };
var subscription = SubscribeCandles(CandleType);
subscription
.BindEx(macd, stochastic, ema, ProcessCandle)
.Start();
}
private void ProcessCandle(ICandleMessage candle, IIndicatorValue macdValue, IIndicatorValue stochValue, IIndicatorValue emaValue)
{
if (candle.State != CandleStates.Finished)
return;
if (!macdValue.IsFinal || !stochValue.IsFinal || !emaValue.IsFinal)
return;
if (macdValue is not MovingAverageConvergenceDivergenceSignalValue macdData)
return;
if (macdData.Macd is not decimal macd || macdData.Signal is not decimal signal)
return;
if (stochValue is not StochasticOscillatorValue stochData)
return;
if (stochData.K is not decimal kVal || stochData.D is not decimal dVal)
return;
var emaVal = emaValue.ToDecimal();
if (_prevMacd is not decimal prevMacd || _prevSignal is not decimal prevSignal)
{
_prevMacd = macd;
_prevSignal = signal;
return;
}
// MACD crossover signals
var macdBullishCross = prevMacd <= prevSignal && macd > signal;
var macdBearishCross = prevMacd >= prevSignal && macd < signal;
// Long: MACD bullish cross + stochastic K > D + price above EMA
if (Position <= 0 && macdBullishCross && kVal > dVal && candle.ClosePrice > emaVal)
{
if (Position < 0)
BuyMarket();
BuyMarket();
}
// Short: MACD bearish cross + stochastic K < D + price below EMA
else if (Position >= 0 && macdBearishCross && kVal < dVal && candle.ClosePrice < emaVal)
{
if (Position > 0)
SellMarket();
SellMarket();
}
_prevMacd = macd;
_prevSignal = signal;
}
}
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 (
ExponentialMovingAverage,
MovingAverageConvergenceDivergenceSignal,
StochasticOscillator
)
from StockSharp.Algo.Strategies import Strategy
class macd_stochastic_filter_strategy(Strategy):
"""MACD strategy with stochastic confirmation and EMA trend filter.
Buy when MACD crosses above signal with stochastic K > D and price above EMA.
Sell when MACD crosses below signal with stochastic K < D and price below EMA."""
def __init__(self):
super(macd_stochastic_filter_strategy, self).__init__()
self._macd_fast_period = self.Param("MacdFastPeriod", 12) \
.SetDisplay("MACD Fast", "Fast EMA period for MACD", "Indicators")
self._macd_slow_period = self.Param("MacdSlowPeriod", 26) \
.SetDisplay("MACD Slow", "Slow EMA period for MACD", "Indicators")
self._macd_signal_period = self.Param("MacdSignalPeriod", 9) \
.SetDisplay("MACD Signal", "Signal EMA period for MACD", "Indicators")
self._ema_period = self.Param("EmaPeriod", 26) \
.SetDisplay("Trend EMA", "EMA period for trend filter", "Indicators")
self._stoch_k_length = self.Param("StochKLength", 14) \
.SetDisplay("Stochastic K", "Look-back length for stochastic K", "Indicators")
self._stoch_d_length = self.Param("StochDLength", 3) \
.SetDisplay("Stochastic D", "Smoothing for D line", "Indicators")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromHours(1))) \
.SetDisplay("Candle Type", "Timeframe for price data", "General")
self._prev_macd = None
self._prev_signal = None
@property
def CandleType(self):
return self._candle_type.Value
@CandleType.setter
def CandleType(self, value):
self._candle_type.Value = value
@property
def MacdFastPeriod(self):
return self._macd_fast_period.Value
@property
def MacdSlowPeriod(self):
return self._macd_slow_period.Value
@property
def MacdSignalPeriod(self):
return self._macd_signal_period.Value
@property
def EmaPeriod(self):
return self._ema_period.Value
@property
def StochKLength(self):
return self._stoch_k_length.Value
@property
def StochDLength(self):
return self._stoch_d_length.Value
def OnReseted(self):
super(macd_stochastic_filter_strategy, self).OnReseted()
self._prev_macd = None
self._prev_signal = None
def OnStarted2(self, time):
super(macd_stochastic_filter_strategy, self).OnStarted2(time)
self._prev_macd = None
self._prev_signal = None
macd = MovingAverageConvergenceDivergenceSignal()
macd.Macd.ShortMa.Length = self.MacdFastPeriod
macd.Macd.LongMa.Length = self.MacdSlowPeriod
macd.SignalMa.Length = self.MacdSignalPeriod
stochastic = StochasticOscillator()
stochastic.K.Length = self.StochKLength
stochastic.D.Length = self.StochDLength
ema = ExponentialMovingAverage()
ema.Length = self.EmaPeriod
subscription = self.SubscribeCandles(self.CandleType)
subscription.BindEx(macd, stochastic, ema, self._process_candle).Start()
def _process_candle(self, candle, macd_value, stoch_value, ema_value):
if candle.State != CandleStates.Finished:
return
if not macd_value.IsFinal or not stoch_value.IsFinal or not ema_value.IsFinal:
return
macd_raw = macd_value.Macd if hasattr(macd_value, 'Macd') else None
signal_raw = macd_value.Signal if hasattr(macd_value, 'Signal') else None
if macd_raw is None or signal_raw is None:
return
macd_main = float(macd_raw)
signal_line = float(signal_raw)
k_raw = stoch_value.K if hasattr(stoch_value, 'K') else None
d_raw = stoch_value.D if hasattr(stoch_value, 'D') else None
if k_raw is None or d_raw is None:
return
k_val = float(k_raw)
d_val = float(d_raw)
ema_val = float(ema_value)
if self._prev_macd is None or self._prev_signal is None:
self._prev_macd = macd_main
self._prev_signal = signal_line
return
prev_macd = self._prev_macd
prev_signal = self._prev_signal
# MACD crossover signals
macd_bullish_cross = prev_macd <= prev_signal and macd_main > signal_line
macd_bearish_cross = prev_macd >= prev_signal and macd_main < signal_line
close = float(candle.ClosePrice)
# Long: MACD bullish cross + stochastic K > D + price above EMA
if self.Position <= 0 and macd_bullish_cross and k_val > d_val and close > ema_val:
if self.Position < 0:
self.BuyMarket()
self.BuyMarket()
# Short: MACD bearish cross + stochastic K < D + price below EMA
elif self.Position >= 0 and macd_bearish_cross and k_val < d_val and close < ema_val:
if self.Position > 0:
self.SellMarket()
self.SellMarket()
self._prev_macd = macd_main
self._prev_signal = signal_line
def CreateClone(self):
return macd_stochastic_filter_strategy()