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RSI Expert 趋势过滤策略

概览

  • 将 MetaTrader 5 专家顾问 RSI_Expert_v2.0 转换为 StockSharp 高级策略 API。
  • 所有信号基于参数 CandleType(默认 1 小时)生成,并在每根 K 线收盘时执行。
  • 采用净头寸模式:策略只维护单一总持仓,不支持 MT5 那样的对冲多单/空单并存。

入场逻辑

  1. RSI 阈值穿越:当当前 RSI 从下向上穿越 RsiLevelDown 且上一根完成的 K 线位于阈值下方时触发做多;当 RSI 从上向下跌破 RsiLevelUp 且上一根 K 线在阈值之上时触发做空。
  2. 均线过滤器MaMode 参数重现了原始 EA 的三种交易方向选择:
    • Off:完全忽略均线,只依据 RSI 信号交易。
    • Forward:仅在快线位于慢线之上时允许做多,在快线低于慢线时允许做空。
    • Reverse:与趋势相反地交易——快线低于慢线时做多,快线高于慢线时做空。

只有当 RSI 信号与均线过滤器同时满足时才会提交新的市价单;若已有持仓或挂单,后续信号会被忽略。

持仓管理

  • 初始止损与止盈以点数表示,使用标的的 PriceStep 换算。设置为 0 表示禁用相应保护。
  • TrailingStopPips 大于 0 时启用移动止损:盈利超过 TrailingStopPips + TrailingStepPips 后,止损价格会按距离紧跟价格。启用后 TrailingStepPips 必须为正值,否则策略会抛出异常。
  • 开启 UseMartingale 后,如果上一笔交易以亏损结束(通过已实现盈亏识别),下一次下单量会加倍;盈利交易会将倍数重置。

资金管理

  • MoneyMode = FixedVolume:每次下单都使用固定的 VolumeOrRiskValue
  • MoneyMode = RiskPercent:将 VolumeOrRiskValue 视为账户权益的百分比,根据止损距离推算下单量。若未设置止损则回退为原始值。
  • 下单量会通过 Security.MinVolumeSecurity.VolumeStep 进行规范,避免提交无效数量。

其他实现说明

  • 所有止损、止盈与移动止损检查均在 K 线收盘后进行,以贴近原 EA 的“仅在新柱处理”行为。
  • 马丁格尔状态通过已实现盈亏变化更新,因此手动平仓也会被计入。
  • 由于采用净头寸模式,无法像 MT5 对冲账户那样同时持有多空方向。

参数

名称 说明
CandleType 计算指标与产生信号所使用的 K 线类型。
StopLossPips 初始止损点数,为 0 表示不下止损。
TakeProfitPips 初始止盈点数,为 0 表示不下止盈。
TrailingStopPips 移动止损距离,需与正数的 TrailingStepPips 搭配使用。
TrailingStepPips 每次移动止损前所需的额外盈利点数。
MoneyMode 选择固定手数或按风险百分比计算。
VolumeOrRiskValue 固定模式下的手数,或风险百分比模式下的比例。
UseMartingale 启用后,亏损平仓后会将下一单的数量翻倍。
FastMaPeriod 趋势过滤所用快线周期。
SlowMaPeriod 趋势过滤所用慢线周期。
RsiPeriod RSI 指标的计算周期。
RsiLevelUp 触发做空的 RSI 上阈值。
RsiLevelDown 触发做多的 RSI 下阈值。
MaMode 均线过滤器的工作方式。
using System;
using System.Linq;
using System.Collections.Generic;

using Ecng.Common;
using Ecng.Collections;
using Ecng.Serialization;

using StockSharp.Algo.Indicators;
using StockSharp.Algo.Strategies;
using StockSharp.BusinessEntities;
using StockSharp.Messages;

namespace StockSharp.Samples.Strategies;

/// <summary>
/// RSI crossover expert advisor converted from the "RSI_Expert_v2.0" MetaTrader 5 strategy.
/// Combines RSI threshold crosses with an optional moving average trend filter, fixed/percentage risk sizing, and martingale recovery.
/// </summary>
public class RsiExpertTrendFilterStrategy : Strategy
{
	private readonly StrategyParam<DataType> _candleType;
	private readonly StrategyParam<int> _stopLossPips;
	private readonly StrategyParam<int> _takeProfitPips;
	private readonly StrategyParam<int> _trailingStopPips;
	private readonly StrategyParam<int> _trailingStepPips;
	private readonly StrategyParam<MoneyManagementModes> _moneyMode;
	private readonly StrategyParam<decimal> _volumeOrRiskValue;
	private readonly StrategyParam<bool> _useMartingale;
	private readonly StrategyParam<int> _fastMaPeriod;
	private readonly StrategyParam<int> _slowMaPeriod;
	private readonly StrategyParam<int> _rsiPeriod;
	private readonly StrategyParam<decimal> _rsiLevelUp;
	private readonly StrategyParam<decimal> _rsiLevelDown;
	private readonly StrategyParam<MaTradeModes> _maMode;

	private RelativeStrengthIndex _rsi = null!;
	private SimpleMovingAverage _fastMa = null!;
	private SimpleMovingAverage _slowMa = null!;

	private decimal? _previousRsi;
	private decimal? _entryPrice;
	private decimal? _stopLossPrice;
	private decimal? _takeProfitPrice;
	private decimal _pipSize;
	private bool _closeRequested;
	private bool _closeByStop;
	private bool _lastTradeWasLoss;
	private decimal _prevRealizedPnL;

	/// <summary>
	/// Money management modes supported by the strategy.
	/// </summary>
	public enum MoneyManagementModes
	{
		/// <summary>
		/// Use a fixed volume for every trade.
		/// </summary>
		FixedVolume,

		/// <summary>
		/// Calculate volume from risk percent and stop-loss distance.
		/// </summary>
		RiskPercent
	}

	/// <summary>
	/// Moving average filter configuration copied from the original EA.
	/// </summary>
	public enum MaTradeModes
	{
		/// <summary>
		/// Ignore the moving average filter.
		/// </summary>
		Off,

		/// <summary>
		/// Trade in the direction of the fast and slow moving average crossover.
		/// </summary>
		Forward,

		/// <summary>
		/// Trade in the opposite direction of the moving average crossover.
		/// </summary>
		Reverse
	}

	/// <summary>
/// Initializes a new instance of the <see cref="RsiExpertTrendFilterStrategy"/> class.
/// </summary>
public RsiExpertTrendFilterStrategy()
	{
		_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(5).TimeFrame())
			.SetDisplay("Candle Type", "Primary timeframe for generating signals", "General");

		_stopLossPips = Param(nameof(StopLossPips), 50)
			.SetNotNegative()
			.SetDisplay("Stop Loss (pips)", "Distance of the protective stop in pips", "Risk Management")
			;

		_takeProfitPips = Param(nameof(TakeProfitPips), 50)
			.SetNotNegative()
			.SetDisplay("Take Profit (pips)", "Distance of the profit target in pips", "Risk Management")
			;

		_trailingStopPips = Param(nameof(TrailingStopPips), 5)
			.SetNotNegative()
			.SetDisplay("Trailing Stop (pips)", "Trailing distance applied after activation", "Risk Management")
			;

		_trailingStepPips = Param(nameof(TrailingStepPips), 5)
			.SetNotNegative()
			.SetDisplay("Trailing Step (pips)", "Additional pips required before trailing moves again", "Risk Management")
			;

		_moneyMode = Param(nameof(MoneyMode), MoneyManagementModes.FixedVolume)
			.SetDisplay("Money Mode", "Choose fixed volume or percent risk sizing", "Money Management");

		_volumeOrRiskValue = Param(nameof(VolumeOrRiskValue), 1m)
			.SetGreaterThanZero()
			.SetDisplay("Volume / Risk", "Lot size for fixed mode or percent risk when using risk mode", "Money Management")
			;

		_useMartingale = Param(nameof(UseMartingale), true)
			.SetDisplay("Use Martingale", "Double the next volume after a losing trade", "Money Management");

		_fastMaPeriod = Param(nameof(FastMaPeriod), 50)
			.SetGreaterThanZero()
			.SetDisplay("Fast MA Period", "Period of the fast moving average", "Indicators")
			;

		_slowMaPeriod = Param(nameof(SlowMaPeriod), 200)
			.SetGreaterThanZero()
			.SetDisplay("Slow MA Period", "Period of the slow moving average", "Indicators")
			;

		_rsiPeriod = Param(nameof(RsiPeriod), 21)
			.SetGreaterThanZero()
			.SetDisplay("RSI Period", "Averaging period for RSI", "Indicators")
			;

		_rsiLevelUp = Param(nameof(RsiLevelUp), 70m)
			.SetRange(1m, 99m)
			.SetDisplay("RSI Level Up", "Upper RSI threshold for shorts", "Indicators")
			;

		_rsiLevelDown = Param(nameof(RsiLevelDown), 30m)
			.SetRange(1m, 99m)
			.SetDisplay("RSI Level Down", "Lower RSI threshold for longs", "Indicators")
			;

		_maMode = Param(nameof(MaMode), MaTradeModes.Forward)
			.SetDisplay("MA Trade Mode", "Direction of the moving average confirmation", "Indicators");
	}

	/// <summary>
	/// Candle type that drives indicator calculations.
	/// </summary>
	public DataType CandleType
	{
		get => _candleType.Value;
		set => _candleType.Value = value;
	}

	/// <summary>
	/// Stop-loss distance expressed in pips.
	/// </summary>
	public int StopLossPips
	{
		get => _stopLossPips.Value;
		set => _stopLossPips.Value = value;
	}

	/// <summary>
	/// Take-profit distance expressed in pips.
	/// </summary>
	public int TakeProfitPips
	{
		get => _takeProfitPips.Value;
		set => _takeProfitPips.Value = value;
	}

	/// <summary>
	/// Trailing stop distance expressed in pips.
	/// </summary>
	public int TrailingStopPips
	{
		get => _trailingStopPips.Value;
		set => _trailingStopPips.Value = value;
	}

	/// <summary>
	/// Extra pips required before the trailing stop is tightened again.
	/// </summary>
	public int TrailingStepPips
	{
		get => _trailingStepPips.Value;
		set => _trailingStepPips.Value = value;
	}

	/// <summary>
	/// Selected money management approach.
	/// </summary>
	public MoneyManagementModes MoneyMode
	{
		get => _moneyMode.Value;
		set => _moneyMode.Value = value;
	}

	/// <summary>
	/// Lot size in fixed mode or risk percent when money mode equals <see cref="MoneyManagementModes.RiskPercent"/>.
	/// </summary>
	public decimal VolumeOrRiskValue
	{
		get => _volumeOrRiskValue.Value;
		set => _volumeOrRiskValue.Value = value;
	}

	/// <summary>
	/// Enables martingale doubling after losing positions.
	/// </summary>
	public bool UseMartingale
	{
		get => _useMartingale.Value;
		set => _useMartingale.Value = value;
	}

	/// <summary>
	/// Period for the fast moving average.
	/// </summary>
	public int FastMaPeriod
	{
		get => _fastMaPeriod.Value;
		set => _fastMaPeriod.Value = value;
	}

	/// <summary>
	/// Period for the slow moving average.
	/// </summary>
	public int SlowMaPeriod
	{
		get => _slowMaPeriod.Value;
		set => _slowMaPeriod.Value = value;
	}

	/// <summary>
	/// Averaging period for the RSI indicator.
	/// </summary>
	public int RsiPeriod
	{
		get => _rsiPeriod.Value;
		set => _rsiPeriod.Value = value;
	}

	/// <summary>
	/// Upper RSI threshold used to detect short entries.
	/// </summary>
	public decimal RsiLevelUp
	{
		get => _rsiLevelUp.Value;
		set => _rsiLevelUp.Value = value;
	}

	/// <summary>
	/// Lower RSI threshold used to detect long entries.
	/// </summary>
	public decimal RsiLevelDown
	{
		get => _rsiLevelDown.Value;
		set => _rsiLevelDown.Value = value;
	}

	/// <summary>
	/// Moving average confirmation mode.
	/// </summary>
	public MaTradeModes MaMode
	{
		get => _maMode.Value;
		set => _maMode.Value = value;
	}

	/// <inheritdoc />
	public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
	{
		return [(Security, CandleType)];
	}

	/// <inheritdoc />
	protected override void OnReseted()
	{
		base.OnReseted();

		_previousRsi = null;
		_entryPrice = null;
		_stopLossPrice = null;
		_takeProfitPrice = null;
		_pipSize = 0m;
		_closeRequested = false;
		_closeByStop = false;
		_lastTradeWasLoss = false;
		_prevRealizedPnL = 0m;
	}

	/// <inheritdoc />
	protected override void OnStarted2(DateTime time)
	{
		base.OnStarted2(time);

		if (TrailingStopPips > 0 && TrailingStepPips == 0)
			throw new InvalidOperationException("Trailing is not possible when the trailing step is zero.");

		_rsi = new RelativeStrengthIndex
		{
			Length = RsiPeriod
		};

		_fastMa = new SMA
		{
			Length = FastMaPeriod
		};

		_slowMa = new SMA
		{
			Length = SlowMaPeriod
		};

		_pipSize = CalculatePipSize();
		_prevRealizedPnL = PnL;

		var subscription = SubscribeCandles(CandleType);
		subscription
			.Bind(_rsi, _fastMa, _slowMa, 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, _fastMa);
			DrawIndicator(area, _slowMa);
			DrawIndicator(area, _rsi);
			DrawOwnTrades(area);
		}
	}

	private void ProcessCandle(ICandleMessage candle, decimal rsiValue, decimal fastValue, decimal slowValue)
	{
		if (candle.State != CandleStates.Finished)
			return;

		ManageActivePosition(candle);

		var currentRsi = rsiValue;
		var previousRsi = _previousRsi;

		if (Position != 0m)
		{
			_previousRsi = currentRsi;
			return;
		}

		var rsiSignal = 0;
		if (previousRsi.HasValue)
		{
			if (currentRsi > RsiLevelDown && previousRsi.Value < RsiLevelDown)
				rsiSignal = 1;
			else if (currentRsi < RsiLevelUp && previousRsi.Value > RsiLevelUp)
				rsiSignal = -1;
		}

		var maSignal = 0;
		switch (MaMode)
		{
			case MaTradeModes.Forward:
				if (fastValue > slowValue)
					maSignal = 1;
				else if (fastValue < slowValue)
					maSignal = -1;
				break;
			case MaTradeModes.Reverse:
				if (fastValue < slowValue)
					maSignal = 1;
				else if (fastValue > slowValue)
					maSignal = -1;
				break;
		}

		var finalSignal = 0;
		if (rsiSignal == 1 && (MaMode == MaTradeModes.Off || maSignal == 1))
			finalSignal = 1;
		else if (rsiSignal == -1 && (MaMode == MaTradeModes.Off || maSignal == -1))
			finalSignal = -1;

		if (finalSignal > 0)
		{
			BuyMarket();
		}
		else if (finalSignal < 0)
		{
			SellMarket();
		}

		_previousRsi = currentRsi;
	}

	private void ManageActivePosition(ICandleMessage candle)
	{
		if (Position == 0m)
			return;

		if (_entryPrice == null)
			return;

		var isLong = Position > 0m;
		var absPosition = Math.Abs(Position);
		var stepDistance = TrailingStepPips > 0 ? TrailingStepPips * _pipSize : 0m;
		var trailingDistance = TrailingStopPips > 0 ? TrailingStopPips * _pipSize : 0m;

		if (TrailingStopPips > 0 && trailingDistance > 0m)
		{
			if (isLong)
			{
				var profitDistance = candle.ClosePrice - _entryPrice.Value;
				if (profitDistance > trailingDistance + stepDistance)
				{
					var candidate = candle.ClosePrice - trailingDistance;
					if (!_stopLossPrice.HasValue || _stopLossPrice.Value < candidate)
						_stopLossPrice = candidate;
				}
			}
			else
			{
				var profitDistance = _entryPrice.Value - candle.ClosePrice;
				if (profitDistance > trailingDistance + stepDistance)
				{
					var candidate = candle.ClosePrice + trailingDistance;
					if (!_stopLossPrice.HasValue || _stopLossPrice.Value > candidate)
						_stopLossPrice = candidate;
				}
			}
		}

		if (!_closeRequested && _takeProfitPrice.HasValue)
		{
			if (isLong && candle.HighPrice >= _takeProfitPrice.Value)
			{
				SellMarket(Position);
				_closeRequested = true;
				_closeByStop = false;
				return;
			}

			if (!isLong && candle.LowPrice <= _takeProfitPrice.Value)
			{
				BuyMarket(absPosition);
				_closeRequested = true;
				_closeByStop = false;
				return;
			}
		}

		if (!_closeRequested && _stopLossPrice.HasValue)
		{
			if (isLong && candle.LowPrice <= _stopLossPrice.Value)
			{
				SellMarket(Position);
				_closeRequested = true;
				_closeByStop = true;
				return;
			}

			if (!isLong && candle.HighPrice >= _stopLossPrice.Value)
			{
				BuyMarket(absPosition);
				_closeRequested = true;
				_closeByStop = true;
			}
		}
	}

	/// <inheritdoc />
	protected override void OnPositionReceived(Position position)
	{
		base.OnPositionReceived(position);

		if (Position == 0m)
		{
			if (_closeRequested)
			{
				_lastTradeWasLoss = _closeByStop;
				_closeRequested = false;
				_closeByStop = false;
				_prevRealizedPnL = PnL;
			}
			else
			{
				var realizedPnL = PnL;
				if (realizedPnL > _prevRealizedPnL)
					_lastTradeWasLoss = false;
				else if (realizedPnL < _prevRealizedPnL)
					_lastTradeWasLoss = true;

				_prevRealizedPnL = realizedPnL;
			}

			ResetPositionState();
		}
		else
		{
			_entryPrice ??= (_entryPrice ?? 0m);

			InitializePositionState(Position > 0m, (_entryPrice ?? 0m));
			_closeRequested = false;
			_closeByStop = false;
		}
	}

	private decimal GetOrderVolume()
	{
		var volume = MoneyMode == MoneyManagementModes.FixedVolume
			? VolumeOrRiskValue
			: CalculateRiskVolume();

		if (UseMartingale && _lastTradeWasLoss)
			volume *= 2m;

		return NormalizeVolume(volume);
	}

	private decimal CalculateRiskVolume()
	{
		if (StopLossPips <= 0)
			return VolumeOrRiskValue;

		var equity = Portfolio?.CurrentValue ?? 0m;
		if (equity <= 0m)
			return VolumeOrRiskValue;

		var riskAmount = equity * VolumeOrRiskValue / 100m;
		var stopDistance = StopLossPips * _pipSize;

		return stopDistance > 0m ? riskAmount / stopDistance : VolumeOrRiskValue;
	}

	private decimal NormalizeVolume(decimal volume)
	{
		if (volume <= 0m)
			return 0m;

		var minVolume = Security?.MinVolume ?? 0m;
		if (minVolume > 0m && volume < minVolume)
			volume = minVolume;

		var step = Security?.VolumeStep ?? 0m;
		if (step > 0m)
		{
			var steps = Math.Max(1m, Math.Round(volume / step, MidpointRounding.AwayFromZero));
			volume = steps * step;
		}

		return volume > 0m ? volume : 0m;
	}

	private void InitializePositionState(bool isLong, decimal entryPrice)
	{
		_entryPrice = entryPrice;

		_stopLossPrice = StopLossPips > 0
			? entryPrice + (isLong ? -1m : 1m) * StopLossPips * _pipSize
			: null;

		_takeProfitPrice = TakeProfitPips > 0
			? entryPrice + (isLong ? 1m : -1m) * TakeProfitPips * _pipSize
			: null;
	}

	private void ResetPositionState()
	{
		_entryPrice = null;
		_stopLossPrice = null;
		_takeProfitPrice = null;
	}

	private decimal CalculatePipSize()
	{
		var step = Security?.PriceStep ?? 0m;
		if (step > 0m)
			return step;

		var decimals = Security?.Decimals ?? 4;
		decimal pip = 1m;
		for (var i = 0; i < decimals; i++)
			pip /= 10m;

		return pip;
	}

	private bool HasActiveOrders()
	{
		return Orders.Any(o => o.State == OrderStates.Active || o.State == OrderStates.Pending);
	}
}