Laguerre RSI
该策略使用平滑的Laguerre RSI,减少传统RSI的噪音。当Laguerre值从超卖区向上穿越时买入,从超买区向下穿越时卖出,回到中值附近离场。平滑处理可避免普通RSI在震荡市频繁给出假信号,适合捕捉日内波段。
测试表明年均收益约为 109%,该策略在加密市场表现最佳。
详情
- 入场条件: 基于 RSI 的信号
- 多空方向: 双向
- 退出条件: 反向信号或止损
- 止损: 是
- 默认值:
Gamma= 0.7mStopLossPercent= 2mCandleType= TimeSpan.FromMinutes(5)
- 过滤器:
- 类型: 趋势
- 方向: 双向
- 指标: RSI
- 止损: 是
- 复杂度: 基础
- 时间框架: 日内 (5m)
- 季节性: 无
- 神经网络: 无
- 背离: 无
- 风险等级: 中
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>
/// Native four-stage Laguerre RSI crossings with midpoint exits and actual-fill percent protection.
/// </summary>
public class LaguerreRsiStrategy : Strategy
{
private readonly StrategyParam<DataType> _candleType;
private readonly StrategyParam<decimal> _gamma;
private readonly StrategyParam<decimal> _stopLossPercent;
private decimal _prevRsi;
private bool _hasPrevValues;
private Order _pendingOrder;
/// <summary>
/// Candle type.
/// </summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
public decimal Gamma { get => _gamma.Value; set => _gamma.Value = value; }
public decimal StopLossPercent { get => _stopLossPercent.Value; set => _stopLossPercent.Value = value; }
/// <summary>
/// Initializes a new instance of the <see cref="LaguerreRsiStrategy"/>.
/// </summary>
public LaguerreRsiStrategy()
{
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(5).TimeFrame())
.SetDisplay("Candle Type", "Type of candles to use", "General");
_gamma = Param(nameof(Gamma), 0.7m).SetRange(0.000001m, 0.999999m)
.SetDisplay("Gamma", "Four-stage Laguerre smoothing coefficient.", "Indicators");
_stopLossPercent = Param(nameof(StopLossPercent), 2m).SetNotNegative()
.SetDisplay("Stop Loss (%)", "Actual-fill percent stop; zero disables it.", "Protection");
OrderRegistering += order => _pendingOrder = order;
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
{
return [(Security, CandleType), (Security, DataType.Level1)];
}
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_prevRsi = default;
_hasPrevValues = default;
_pendingOrder = null;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
var rsi = new LaguerreRSI { Gamma = Gamma };
StartProtection(new Unit(), new Unit(StopLossPercent, UnitTypes.Percent), useMarketOrders: true, isLocalStop: true);
foreach (var field in new[] { Level1Fields.BestBidPrice, Level1Fields.BestAskPrice })
{
var quotes = new Subscription(DataType.Level1, Security);
quotes.MarketData.BuildField = field;
SubscribeLevel1(quotes).Bind(ObserveProtectionQuote).Start();
}
var subscription = SubscribeCandles(CandleType);
subscription
.Bind(rsi, ProcessCandle)
.Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, rsi);
DrawOwnTrades(area);
}
}
private void ObserveProtectionQuote(Level1ChangeMessage quote)
{
// Native protection runs before the callback, including between finished candles.
}
private void ProcessCandle(ICandleMessage candle, decimal rsiValue)
{
if (candle.State != CandleStates.Finished)
return;
if (!IsFormedAndOnlineAndAllowTrading())
return;
if (!_hasPrevValues)
{
_hasPrevValues = true;
_prevRsi = rsiValue;
return;
}
if (_pendingOrder is not null && _pendingOrder.State is not (OrderStates.Done or OrderStates.Failed))
{
_prevRsi = rsiValue;
return;
}
// RSI crosses up from oversold (30) - buy
if (_prevRsi < 30 && rsiValue >= 30 && Position <= 0)
{
var volume = Volume + Math.Abs(Position);
BuyMarket(volume);
}
// RSI crosses down from overbought (70) - sell
else if (_prevRsi > 70 && rsiValue <= 70 && Position >= 0)
{
var volume = Volume + Math.Abs(Position);
SellMarket(volume);
}
else if (Position > 0m && rsiValue >= 50m)
SellMarket(Position);
else if (Position < 0m && rsiValue <= 50m)
BuyMarket(Math.Abs(Position));
_prevRsi = rsiValue;
}
}
import clr
clr.AddReference("StockSharp.Messages")
clr.AddReference("StockSharp.Algo")
clr.AddReference("StockSharp.Algo.Indicators")
clr.AddReference("StockSharp.Algo.Strategies")
clr.AddReference("StockSharp.BusinessEntities")
from System import TimeSpan, Decimal, Math
from StockSharp.Messages import DataType, CandleStates, Unit, UnitTypes, OrderStates, Level1Fields
from StockSharp.BusinessEntities import Subscription
from StockSharp.Algo.Indicators import LaguerreRSI
from StockSharp.Algo.Strategies import Strategy
class laguerre_rsi_strategy(Strategy):
"""
Native four-stage Laguerre RSI with midpoint exits and actual-fill percent protection.
"""
def __init__(self):
super(laguerre_rsi_strategy, self).__init__()
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(5))).SetDisplay("Candle Type", "Timeframe", "General")
self._gamma = self.Param("Gamma", 0.7).SetRange(0.000001, 0.999999) \
.SetDisplay("Gamma", "Four-stage Laguerre smoothing coefficient.", "Indicators")
self._stop_loss_percent = self.Param("StopLossPercent", 2.0).SetNotNegative() \
.SetDisplay("Stop Loss (%)", "Actual-fill percent stop; zero disables it.", "Protection")
self._prev_rsi = Decimal.Zero
self._has_prev = False
self._pending_order = None
self.OrderRegistering += self._track_pending
def GetWorkingSecurities(self):
return [(self.Security, self.candle_type), (self.Security, DataType.Level1)]
def _track_pending(self, order):
self._pending_order = order
@property
def candle_type(self):
return self._candle_type.Value
def OnReseted(self):
super(laguerre_rsi_strategy, self).OnReseted()
self._prev_rsi = Decimal.Zero
self._has_prev = False
self._pending_order = None
def OnStarted2(self, time):
super(laguerre_rsi_strategy, self).OnStarted2(time)
rsi = LaguerreRSI()
rsi.Gamma = Decimal(self._gamma.Value)
self.StartProtection(Unit(), Unit(Decimal(self._stop_loss_percent.Value), UnitTypes.Percent), useMarketOrders=True, isLocalStop=True)
for field in (Level1Fields.BestBidPrice, Level1Fields.BestAskPrice):
quotes = Subscription(DataType.Level1, self.Security)
quotes.MarketData.BuildField = field
self.SubscribeLevel1(quotes).Bind(self._observe_protection_quote).Start()
subscription = self.SubscribeCandles(self.candle_type)
subscription.Bind(rsi, self._process_candle).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawIndicator(area, rsi)
self.DrawOwnTrades(area)
def _observe_protection_quote(self, quote):
# Native protection runs before this callback, including between signal bars.
pass
def _process_candle(self, candle, rsi_val):
if candle.State != CandleStates.Finished:
return
if not self.IsFormedAndOnlineAndAllowTrading():
return
rsi = rsi_val
if not self._has_prev:
self._has_prev = True
self._prev_rsi = rsi
return
if self._pending_order is not None and self._pending_order.State not in (OrderStates.Done, OrderStates.Failed):
self._prev_rsi = rsi
return
if self._prev_rsi < 30 and rsi >= 30 and self.Position <= 0:
self.BuyMarket(self.Volume + Math.Abs(self.Position))
elif self._prev_rsi > 70 and rsi <= 70 and self.Position >= 0:
self.SellMarket(self.Volume + Math.Abs(self.Position))
elif self.Position > 0 and rsi >= 50:
self.SellMarket(self.Position)
elif self.Position < 0 and rsi <= 50:
self.BuyMarket(Math.Abs(self.Position))
self._prev_rsi = rsi
def CreateClone(self):
return laguerre_rsi_strategy()