JMA Candle Sign 策略
该策略使用两条基于开盘价和收盘价计算的 Jurik 移动平均线 (JMA)。当开盘价的 JMA 从下向上穿越收盘价的 JMA 时产生做多信号;当开盘价的 JMA 从上向下穿越收盘价的 JMA 时产生做空信号。
默认使用四小时K线,JMA 周期为 7。止损和止盈以点数设置,并通过内置风险管理模块执行。策略仅在K线收盘后处理数据,每次最多持有一笔仓位。
参数
- JMA Length – 两条 JMA 的周期。
- Candle Type – 处理的K线周期。
- Take Profit – 止盈目标点数。
- Stop Loss – 最大亏损点数。
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>
/// Strategy using Jurik moving averages of open and close prices.
/// Goes long when JMA(close) crosses above JMA(open).
/// Goes short when JMA(close) crosses below JMA(open).
/// </summary>
public class JmaCandleSignStrategy : Strategy
{
private readonly StrategyParam<int> _jmaLength;
private readonly StrategyParam<DataType> _candleType;
private JurikMovingAverage _jmaOpen;
private JurikMovingAverage _jmaClose;
private decimal _prevOpenJma;
private decimal _prevCloseJma;
private bool _hasPrev;
public int JmaLength
{
get => _jmaLength.Value;
set => _jmaLength.Value = value;
}
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
public JmaCandleSignStrategy()
{
_jmaLength = Param(nameof(JmaLength), 7)
.SetDisplay("JMA Length", "Period for Jurik moving averages", "Parameters");
_candleType = Param(nameof(CandleType), TimeSpan.FromHours(4).TimeFrame())
.SetDisplay("Candle Type", "Timeframe for strategy", "Parameters");
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
{
return [(Security, CandleType)];
}
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_jmaOpen = default;
_jmaClose = default;
_prevOpenJma = 0;
_prevCloseJma = 0;
_hasPrev = false;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
_jmaOpen = new JurikMovingAverage { Length = JmaLength };
_jmaClose = new JurikMovingAverage { Length = JmaLength };
_prevOpenJma = 0;
_prevCloseJma = 0;
_hasPrev = false;
Indicators.Add(_jmaOpen);
Indicators.Add(_jmaClose);
var subscription = SubscribeCandles(CandleType);
subscription
.Bind(ProcessCandle)
.Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawOwnTrades(area);
}
}
private void ProcessCandle(ICandleMessage candle)
{
if (candle.State != CandleStates.Finished)
return;
var openResult = _jmaOpen.Process(new DecimalIndicatorValue(_jmaOpen, candle.OpenPrice, candle.OpenTime) { IsFinal = true });
var closeResult = _jmaClose.Process(new DecimalIndicatorValue(_jmaClose, candle.ClosePrice, candle.OpenTime) { IsFinal = true });
if (!openResult.IsFormed || !closeResult.IsFormed)
return;
if (!IsFormedAndOnlineAndAllowTrading())
return;
var openJma = openResult.ToDecimal();
var closeJma = closeResult.ToDecimal();
if (!_hasPrev)
{
_prevOpenJma = openJma;
_prevCloseJma = closeJma;
_hasPrev = true;
return;
}
// JMA(close) crosses above JMA(open) - bullish
if (_prevCloseJma <= _prevOpenJma && closeJma > openJma && Position <= 0)
{
BuyMarket();
}
// JMA(close) crosses below JMA(open) - bearish
else if (_prevCloseJma >= _prevOpenJma && closeJma < openJma && Position >= 0)
{
SellMarket();
}
_prevOpenJma = openJma;
_prevCloseJma = closeJma;
}
}
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 JurikMovingAverage
from StockSharp.Algo.Strategies import Strategy
from indicator_extensions import *
class jma_candle_sign_strategy(Strategy):
def __init__(self):
super(jma_candle_sign_strategy, self).__init__()
self._jma_length = self.Param("JmaLength", 7) \
.SetDisplay("JMA Length", "Period for Jurik moving averages", "Parameters")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromHours(4))) \
.SetDisplay("Candle Type", "Timeframe for strategy", "Parameters")
self._jma_open = None
self._jma_close = None
self._prev_open_jma = 0.0
self._prev_close_jma = 0.0
self._has_prev = False
@property
def jma_length(self):
return self._jma_length.Value
@property
def candle_type(self):
return self._candle_type.Value
def OnReseted(self):
super(jma_candle_sign_strategy, self).OnReseted()
self._jma_open = None
self._jma_close = None
self._prev_open_jma = 0.0
self._prev_close_jma = 0.0
self._has_prev = False
def OnStarted2(self, time):
super(jma_candle_sign_strategy, self).OnStarted2(time)
self._jma_open = JurikMovingAverage()
self._jma_open.Length = self.jma_length
self._jma_close = JurikMovingAverage()
self._jma_close.Length = self.jma_length
self._prev_open_jma = 0.0
self._prev_close_jma = 0.0
self._has_prev = False
self.Indicators.Add(self._jma_open)
self.Indicators.Add(self._jma_close)
subscription = self.SubscribeCandles(self.candle_type)
subscription.Bind(self.process_candle).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawOwnTrades(area)
def process_candle(self, candle):
if candle.State != CandleStates.Finished:
return
open_result = process_float(self._jma_open, candle.OpenPrice, candle.OpenTime, True)
close_result = process_float(self._jma_close, candle.ClosePrice, candle.OpenTime, True)
if not open_result.IsFormed or not close_result.IsFormed:
return
open_jma = float(open_result)
close_jma = float(close_result)
if not self._has_prev:
self._prev_open_jma = open_jma
self._prev_close_jma = close_jma
self._has_prev = True
return
# JMA(close) crosses above JMA(open) - bullish
if self._prev_close_jma <= self._prev_open_jma and close_jma > open_jma and self.Position <= 0:
self.BuyMarket()
# JMA(close) crosses below JMA(open) - bearish
elif self._prev_close_jma >= self._prev_open_jma and close_jma < open_jma and self.Position >= 0:
self.SellMarket()
self._prev_open_jma = open_jma
self._prev_close_jma = close_jma
def CreateClone(self):
return jma_candle_sign_strategy()