Ultra WPR 交叉策略
该策略使用 Williams %R 振荡器,并通过两条移动平均线进行平滑。快速线向上穿越慢速线时建立多头,快速线向下穿越慢速线时建立空头。
策略旨在跟随新的动量,同时通过可配置的止盈和止损限制风险。
细节
- 入场条件:
- 多头:快速线向上穿过慢速线
- 空头:快速线向下穿过慢速线
- 多空方向:均可
- 出场条件:
- 多头:快速线再次下穿慢速线
- 空头:快速线再次上穿慢速线
- 止损止盈:支持,基于价格的止盈和止损
- 默认值:
CandleType= TimeSpan.FromHours(4)WprPeriod= 13FastLength= 3SlowLength= 53TakeProfit= 0.2mStopLoss= 0.1m
- 过滤器:
- 分类:趋势跟随
- 方向:双向
- 指标:Williams %R,移动平均
- 止损:是
- 复杂度:基础
- 时间框架:H4
- 季节性:无
- 神经网络:无
- 背离:无
- 风险等级:中等
using System;
using System.Collections.Generic;
using Ecng.Common;
using Ecng.Serialization;
using StockSharp.Algo.Indicators;
using StockSharp.Algo.Strategies;
using StockSharp.BusinessEntities;
using StockSharp.Messages;
namespace StockSharp.Samples.Strategies;
/// <summary>
/// Strategy based on the crossover of fast and slow smoothed Williams %R lines.
/// </summary>
public class UltraWprCrossStrategy : Strategy
{
private readonly StrategyParam<DataType> _candleType;
private readonly StrategyParam<int> _wprPeriod;
private readonly StrategyParam<int> _fastLength;
private readonly StrategyParam<int> _slowLength;
private readonly StrategyParam<decimal> _takeProfit;
private readonly StrategyParam<decimal> _stopLoss;
private readonly StrategyParam<int> _cooldownBars;
private readonly SimpleMovingAverage _fastMa = new();
private readonly SimpleMovingAverage _slowMa = new();
private decimal _prevFast;
private decimal _prevSlow;
private bool _isInitialized;
private int _barsSinceTrade;
/// <summary>
/// Candle type for strategy calculation.
/// </summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
/// <summary>
/// Williams %R period.
/// </summary>
public int WprPeriod
{
get => _wprPeriod.Value;
set => _wprPeriod.Value = value;
}
/// <summary>
/// Fast smoothing length.
/// </summary>
public int FastLength
{
get => _fastLength.Value;
set => _fastLength.Value = value;
}
/// <summary>
/// Slow smoothing length.
/// </summary>
public int SlowLength
{
get => _slowLength.Value;
set => _slowLength.Value = value;
}
/// <summary>
/// Take profit in price.
/// </summary>
public decimal TakeProfit
{
get => _takeProfit.Value;
set => _takeProfit.Value = value;
}
/// <summary>
/// Stop loss in price.
/// </summary>
public decimal StopLoss
{
get => _stopLoss.Value;
set => _stopLoss.Value = value;
}
/// <summary>
/// Bars to wait after a completed trade.
/// </summary>
public int CooldownBars
{
get => _cooldownBars.Value;
set => _cooldownBars.Value = value;
}
/// <summary>
/// Initializes a new instance of the strategy.
/// </summary>
public UltraWprCrossStrategy()
{
_candleType = Param(nameof(CandleType), TimeSpan.FromHours(4).TimeFrame())
.SetDisplay("Candle Type", "Type of candles", "General");
_wprPeriod = Param(nameof(WprPeriod), 13)
.SetGreaterThanZero()
.SetDisplay("WPR Period", "Williams %R period", "Indicators")
.SetOptimize(5, 40, 1);
_fastLength = Param(nameof(FastLength), 3)
.SetGreaterThanZero()
.SetDisplay("Fast Length", "Fast smoothing length", "Indicators")
.SetOptimize(1, 20, 1);
_slowLength = Param(nameof(SlowLength), 53)
.SetGreaterThanZero()
.SetDisplay("Slow Length", "Slow smoothing length", "Indicators")
.SetOptimize(10, 100, 5);
_takeProfit = Param(nameof(TakeProfit), 900m)
.SetGreaterThanZero()
.SetDisplay("Take Profit", "Take profit in price", "Risk")
.SetOptimize(300m, 1500m, 100m);
_stopLoss = Param(nameof(StopLoss), 450m)
.SetGreaterThanZero()
.SetDisplay("Stop Loss", "Stop loss in price", "Risk")
.SetOptimize(200m, 900m, 50m);
_cooldownBars = Param(nameof(CooldownBars), 1)
.SetDisplay("Cooldown Bars", "Bars to wait after a completed trade", "Risk");
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
{
return [(Security, CandleType)];
}
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_fastMa.Length = FastLength;
_slowMa.Length = SlowLength;
_fastMa.Reset();
_slowMa.Reset();
_prevFast = 0m;
_prevSlow = 0m;
_isInitialized = false;
_barsSinceTrade = CooldownBars;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
_fastMa.Length = FastLength;
_slowMa.Length = SlowLength;
var wpr = new WilliamsR { Length = WprPeriod };
var subscription = SubscribeCandles(CandleType);
subscription.Bind(wpr, ProcessCandle).Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, _fastMa);
DrawIndicator(area, _slowMa);
DrawOwnTrades(area);
}
StartProtection(new Unit(TakeProfit, UnitTypes.Absolute), new Unit(StopLoss, UnitTypes.Absolute));
}
private void ProcessCandle(ICandleMessage candle, decimal wprValue)
{
if (candle.State != CandleStates.Finished)
return;
if (!IsFormedAndOnlineAndAllowTrading())
return;
var fast = _fastMa.Process(new DecimalIndicatorValue(_fastMa, wprValue, candle.OpenTime) { IsFinal = true }).ToDecimal();
var slow = _slowMa.Process(new DecimalIndicatorValue(_slowMa, wprValue, candle.OpenTime) { IsFinal = true }).ToDecimal();
if (!_fastMa.IsFormed || !_slowMa.IsFormed)
return;
if (_barsSinceTrade < CooldownBars)
_barsSinceTrade++;
if (!_isInitialized)
{
_prevFast = fast;
_prevSlow = slow;
_isInitialized = true;
return;
}
var crossUp = _prevFast <= _prevSlow && fast > slow && fast < -55m;
var crossDown = _prevFast >= _prevSlow && fast < slow && fast > -45m;
if (_barsSinceTrade >= CooldownBars)
{
if (crossUp && Position <= 0)
{
BuyMarket(Volume + Math.Abs(Position));
_barsSinceTrade = 0;
}
else if (crossDown && Position >= 0)
{
SellMarket(Volume + Math.Abs(Position));
_barsSinceTrade = 0;
}
}
_prevFast = fast;
_prevSlow = slow;
}
}
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, Unit, UnitTypes, CandleStates
from StockSharp.Algo.Indicators import SimpleMovingAverage, WilliamsR
from StockSharp.Algo.Strategies import Strategy
from indicator_extensions import *
class ultra_wpr_cross_strategy(Strategy):
def __init__(self):
super(ultra_wpr_cross_strategy, self).__init__()
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromHours(4))) \
.SetDisplay("Candle Type", "Type of candles", "General")
self._wpr_period = self.Param("WprPeriod", 13) \
.SetDisplay("WPR Period", "Williams %R period", "Indicators")
self._fast_length = self.Param("FastLength", 3) \
.SetDisplay("Fast Length", "Fast smoothing length", "Indicators")
self._slow_length = self.Param("SlowLength", 53) \
.SetDisplay("Slow Length", "Slow smoothing length", "Indicators")
self._take_profit = self.Param("TakeProfit", 900.0) \
.SetDisplay("Take Profit", "Take profit in price", "Risk")
self._stop_loss = self.Param("StopLoss", 450.0) \
.SetDisplay("Stop Loss", "Stop loss in price", "Risk")
self._cooldown_bars = self.Param("CooldownBars", 1) \
.SetDisplay("Cooldown Bars", "Bars to wait after a completed trade", "Risk")
self._fast_ma = SimpleMovingAverage()
self._slow_ma = SimpleMovingAverage()
self._prev_fast = 0.0
self._prev_slow = 0.0
self._is_initialized = False
self._bars_since_trade = 0
@property
def CandleType(self):
return self._candle_type.Value
@CandleType.setter
def CandleType(self, value):
self._candle_type.Value = value
@property
def WprPeriod(self):
return self._wpr_period.Value
@WprPeriod.setter
def WprPeriod(self, value):
self._wpr_period.Value = value
@property
def FastLength(self):
return self._fast_length.Value
@FastLength.setter
def FastLength(self, value):
self._fast_length.Value = value
@property
def SlowLength(self):
return self._slow_length.Value
@SlowLength.setter
def SlowLength(self, value):
self._slow_length.Value = value
@property
def TakeProfit(self):
return self._take_profit.Value
@TakeProfit.setter
def TakeProfit(self, value):
self._take_profit.Value = value
@property
def StopLoss(self):
return self._stop_loss.Value
@StopLoss.setter
def StopLoss(self, value):
self._stop_loss.Value = value
@property
def CooldownBars(self):
return self._cooldown_bars.Value
@CooldownBars.setter
def CooldownBars(self, value):
self._cooldown_bars.Value = value
def OnStarted2(self, time):
super(ultra_wpr_cross_strategy, self).OnStarted2(time)
self._fast_ma.Length = self.FastLength
self._slow_ma.Length = self.SlowLength
wpr = WilliamsR()
wpr.Length = self.WprPeriod
subscription = self.SubscribeCandles(self.CandleType)
subscription.Bind(wpr, self.ProcessCandle).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawIndicator(area, self._fast_ma)
self.DrawIndicator(area, self._slow_ma)
self.DrawOwnTrades(area)
self.StartProtection(
Unit(self.TakeProfit, UnitTypes.Absolute),
Unit(self.StopLoss, UnitTypes.Absolute))
def ProcessCandle(self, candle, wpr_value):
if candle.State != CandleStates.Finished:
return
wpr_val = float(wpr_value)
fast = float(process_float(self._fast_ma, wpr_val, candle.OpenTime, True))
slow = float(process_float(self._slow_ma, wpr_val, candle.OpenTime, True))
if not self._fast_ma.IsFormed or not self._slow_ma.IsFormed:
return
if self._bars_since_trade < self.CooldownBars:
self._bars_since_trade += 1
if not self._is_initialized:
self._prev_fast = fast
self._prev_slow = slow
self._is_initialized = True
return
cross_up = self._prev_fast <= self._prev_slow and fast > slow and fast < -55.0
cross_down = self._prev_fast >= self._prev_slow and fast < slow and fast > -45.0
if self._bars_since_trade >= self.CooldownBars:
pos = self.Position
if cross_up and pos <= 0:
self.BuyMarket(self.Volume + abs(pos))
self._bars_since_trade = 0
elif cross_down and pos >= 0:
self.SellMarket(self.Volume + abs(pos))
self._bars_since_trade = 0
self._prev_fast = fast
self._prev_slow = slow
def OnReseted(self):
super(ultra_wpr_cross_strategy, self).OnReseted()
self._fast_ma.Length = self.FastLength
self._slow_ma.Length = self.SlowLength
self._fast_ma.Reset()
self._slow_ma.Reset()
self._prev_fast = 0.0
self._prev_slow = 0.0
self._is_initialized = False
self._bars_since_trade = self.CooldownBars
def CreateClone(self):
return ultra_wpr_cross_strategy()