CCI Histogram 策略
该策略利用商品通道指数(CCI)在指标离开极值区域时寻找反转机会。当 CCI 先位于上方极值水平后回落至其下方时开多头;当 CCI 先位于下方极值水平后上穿其上方时开空头。可选的固定点数止损和止盈用于保护持仓。
细节
- 入场条件:
- 多头:上一根 CCI >
UpperLevel且当前 CCI ≤UpperLevel。 - 空头:上一根 CCI <
LowerLevel且当前 CCI ≥LowerLevel。
- 多头:上一根 CCI >
- 多空方向:双向。
- 出场条件:反向信号关闭当前仓位并开启新仓位。
- 止损/止盈:可选的固定点数止损和止盈。
- 默认参数:
CCI Period= 14Upper Level= 100Lower Level= -100Stop Loss= 100 点Take Profit= 200 点
- 过滤器:
- 类型:反转
- 方向:双向
- 指标:CCI
- 止损:可选
- 复杂度:简单
- 时间框架:任意(默认 4H)
- 季节性:否
- 神经网络:否
- 背离:否
- 风险级别:中等
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>
/// CCI Histogram reversal strategy.
/// Buys when CCI leaves the upper extreme and sells when it leaves the lower extreme.
/// Optional stop loss and take profit protection in points.
/// </summary>
public class CciHistogramStrategy : Strategy
{
private readonly StrategyParam<int> _cciPeriod;
private readonly StrategyParam<decimal> _upperLevel;
private readonly StrategyParam<decimal> _lowerLevel;
private readonly StrategyParam<decimal> _stopLossPoints;
private readonly StrategyParam<decimal> _takeProfitPoints;
private readonly StrategyParam<bool> _useStopLoss;
private readonly StrategyParam<bool> _useTakeProfit;
private readonly StrategyParam<DataType> _candleType;
private decimal _prevCci;
/// <summary>
/// CCI period length.
/// </summary>
public int CciPeriod
{
get => _cciPeriod.Value;
set => _cciPeriod.Value = value;
}
/// <summary>
/// Upper CCI level that defines overbought zone.
/// </summary>
public decimal UpperLevel
{
get => _upperLevel.Value;
set => _upperLevel.Value = value;
}
/// <summary>
/// Lower CCI level that defines oversold zone.
/// </summary>
public decimal LowerLevel
{
get => _lowerLevel.Value;
set => _lowerLevel.Value = value;
}
/// <summary>
/// Stop loss in absolute points.
/// </summary>
public decimal StopLossPoints
{
get => _stopLossPoints.Value;
set => _stopLossPoints.Value = value;
}
/// <summary>
/// Take profit in absolute points.
/// </summary>
public decimal TakeProfitPoints
{
get => _takeProfitPoints.Value;
set => _takeProfitPoints.Value = value;
}
/// <summary>
/// Use stop loss protection.
/// </summary>
public bool UseStopLoss
{
get => _useStopLoss.Value;
set => _useStopLoss.Value = value;
}
/// <summary>
/// Use take profit protection.
/// </summary>
public bool UseTakeProfit
{
get => _useTakeProfit.Value;
set => _useTakeProfit.Value = value;
}
/// <summary>
/// Candle type to process.
/// </summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
/// <summary>
/// Initializes a new instance of the <see cref="CciHistogramStrategy"/> class.
/// </summary>
public CciHistogramStrategy()
{
_cciPeriod = Param(nameof(CciPeriod), 14)
.SetGreaterThanZero()
.SetDisplay("CCI Period", "Period length for the CCI indicator", "General")
.SetOptimize(7, 28, 7);
_upperLevel = Param(nameof(UpperLevel), 100m)
.SetDisplay("Upper Level", "Upper CCI level", "General")
.SetOptimize(80m, 120m, 10m);
_lowerLevel = Param(nameof(LowerLevel), -100m)
.SetDisplay("Lower Level", "Lower CCI level", "General")
.SetOptimize(-120m, -80m, 10m);
_stopLossPoints = Param(nameof(StopLossPoints), 100m)
.SetDisplay("Stop Loss", "Stop loss in points", "Risk Management")
.SetOptimize(50m, 200m, 25m);
_takeProfitPoints = Param(nameof(TakeProfitPoints), 200m)
.SetDisplay("Take Profit", "Take profit in points", "Risk Management")
.SetOptimize(50m, 300m, 25m);
_useStopLoss = Param(nameof(UseStopLoss), false)
.SetDisplay("Enable Stop Loss", "Use stop loss protection", "Risk Management");
_useTakeProfit = Param(nameof(UseTakeProfit), false)
.SetDisplay("Enable Take Profit", "Use take profit protection", "Risk Management");
_candleType = Param(nameof(CandleType), TimeSpan.FromHours(4).TimeFrame())
.SetDisplay("Candle Type", "Type of candles to use", "General");
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
{
return [(Security, CandleType)];
}
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_prevCci = 0m;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
var cci = new CommodityChannelIndex { Length = CciPeriod };
var subscription = SubscribeCandles(CandleType);
var isInitialized = false;
subscription
.Bind(cci,
(candle, cciValue) =>
{
if (candle.State != CandleStates.Finished)
return;
if (!IsFormedAndOnlineAndAllowTrading())
{
_prevCci = cciValue;
isInitialized = true;
return;
}
if (!isInitialized)
{
_prevCci = cciValue;
isInitialized = true;
return;
}
if (_prevCci > UpperLevel && cciValue <= UpperLevel && Position <= 0)
{
BuyMarket();
}
else if (_prevCci < LowerLevel && cciValue >= LowerLevel && Position >= 0)
{
SellMarket();
}
_prevCci = cciValue;
})
.Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, cci);
DrawOwnTrades(area);
}
}
}
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
from StockSharp.Algo.Indicators import CommodityChannelIndex
from StockSharp.Algo.Strategies import Strategy
class cci_histogram_strategy(Strategy):
def __init__(self):
super(cci_histogram_strategy, self).__init__()
self._cci_period = self.Param("CciPeriod", 14) \
.SetDisplay("CCI Period", "Period length for the CCI indicator", "General")
self._upper_level = self.Param("UpperLevel", 100.0) \
.SetDisplay("Upper Level", "Upper CCI level", "General")
self._lower_level = self.Param("LowerLevel", -100.0) \
.SetDisplay("Lower Level", "Lower CCI level", "General")
self._stop_loss_points = self.Param("StopLossPoints", 100.0) \
.SetDisplay("Stop Loss", "Stop loss in points", "Risk Management")
self._take_profit_points = self.Param("TakeProfitPoints", 200.0) \
.SetDisplay("Take Profit", "Take profit in points", "Risk Management")
self._use_stop_loss = self.Param("UseStopLoss", False) \
.SetDisplay("Enable Stop Loss", "Use stop loss protection", "Risk Management")
self._use_take_profit = self.Param("UseTakeProfit", False) \
.SetDisplay("Enable Take Profit", "Use take profit protection", "Risk Management")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromHours(4))) \
.SetDisplay("Candle Type", "Type of candles to use", "General")
self._prev_cci = 0.0
self._initialized = False
@property
def cci_period(self):
return self._cci_period.Value
@property
def upper_level(self):
return self._upper_level.Value
@property
def lower_level(self):
return self._lower_level.Value
@property
def candle_type(self):
return self._candle_type.Value
def OnReseted(self):
super(cci_histogram_strategy, self).OnReseted()
self._prev_cci = 0.0
self._initialized = False
def OnStarted2(self, time):
super(cci_histogram_strategy, self).OnStarted2(time)
cci = CommodityChannelIndex()
cci.Length = self.cci_period
subscription = self.SubscribeCandles(self.candle_type)
subscription.Bind(cci, self.process_candle).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawIndicator(area, cci)
self.DrawOwnTrades(area)
def process_candle(self, candle, cci_val):
if candle.State != CandleStates.Finished:
return
cci_val = float(cci_val)
if not self._initialized:
self._prev_cci = cci_val
self._initialized = True
return
upper = float(self.upper_level)
lower = float(self.lower_level)
if self._prev_cci > upper and cci_val <= upper and self.Position <= 0:
self.BuyMarket()
elif self._prev_cci < lower and cci_val >= lower and self.Position >= 0:
self.SellMarket()
self._prev_cci = cci_val
def CreateClone(self):
return cci_histogram_strategy()