Ema50 Crossover Monthly Dca
交易规则
使用完整周蜡烛和 EmaLength 收盘价 EMA,以首个完整窗口均值初始化。收盘时间须从 StartDate 起。首次观测到的有效日历月记入一次 DcaAmount,之后按经过月份记入,EMA 预热时亦如此;不虚构首次观测前数十年的投入。高于 EMA 时以原生取整数量投入累计现金,低于时卖掉全部真实多仓,相等则持有。现金账本依据实际成交和卖出总收入,不模拟账户存款或融资。等待订单、遵守数量限制并保留余款。只做多,无 RSI、冷却或保护止损。
参数
| 参数 | 默认值 |
|---|---|
CandleType |
TimeSpan.FromMinutes(10080).TimeFrame() |
EmaLength |
50 |
DcaAmount |
100000 |
StartDate |
1980-01-01 |
验证
两种语言使用随附 BTC/TON,检查独立公式、订单方向/数量、真实成交、仓位与退出。带日期的价格、因子、日历数据验证机制,重定位 OHLC/成交量不是多年历史。两个排名组、TopN=1、SMA=2 是明确的小证券池测试配置,长窗口和原始默认值另行检查。不承诺盈利。
namespace StockSharp.Samples.Strategies;
using System;
using System.Collections.Generic;
using System.Globalization;
using System.IO;
using System.Linq;
using Ecng.Common;
using StockSharp.Algo.Indicators;
using StockSharp.Algo.Strategies;
using StockSharp.BusinessEntities;
using StockSharp.Messages;
/// <summary>Monthly cash contributions invested above a formed weekly EMA, with complete long exits below it.</summary>
public class Ema50CrossoverMonthlyDcaStrategy : Strategy
{
private readonly StrategyParam<DataType> _candleType;
private readonly StrategyParam<int> _emaLength;
private readonly StrategyParam<decimal> _dcaAmount;
private readonly StrategyParam<DateTime> _startDate;
private Order _pending;
private ExponentialMovingAverage _ema;
private decimal _cash;
private int _lastMonth;
/// <summary>Finished signal candle type.</summary>
public DataType CandleType { get => _candleType.Value; set => _candleType.Value = value; }
/// <summary>Weekly close EMA length.</summary>
public int EmaLength { get => _emaLength.Value; set => _emaLength.Value = value; }
/// <summary>Cash contribution per observed calendar month.</summary>
public decimal DcaAmount { get => _dcaAmount.Value; set => _dcaAmount.Value = value; }
/// <summary>Earliest eligible historical candle close.</summary>
public DateTime StartDate { get => _startDate.Value; set => _startDate.Value = value; }
/// <summary>Initialize the strategy parameters.</summary>
public Ema50CrossoverMonthlyDcaStrategy()
{
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(10080).TimeFrame())
.SetDisplay("CandleType", "Finished signal candle type.", "Parameters");
_emaLength = Param(nameof(EmaLength), 50).SetRange(1, int.MaxValue)
.SetDisplay("EmaLength", "Weekly close EMA length.", "Parameters");
_dcaAmount = Param(nameof(DcaAmount), 100000m).SetRange(0.000001m, decimal.MaxValue)
.SetDisplay("DcaAmount", "Cash contribution per observed calendar month.", "Parameters");
_startDate = Param(nameof(StartDate), new DateTime(1980, 1, 1))
.SetDisplay("StartDate", "Earliest eligible historical candle close.", "Parameters");
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
=> [(Security, CandleType)];
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_pending = null;
_ema = null;
_cash = 0m;
_lastMonth = 0;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
if (Security.VolumeStep is not > 0m || Security.MinVolume is not > 0m || Security.MaxVolume is not > 0m)
throw new InvalidOperationException("Execution security needs native volume constraints.");
base.OnStarted2(time);
_ema = new ExponentialMovingAverage { Length = EmaLength };
SubscribeCandles(CandleType).Bind(_ema, ProcessCandle).Start();
}
private bool IsPending => _pending is not null && _pending.State is not (OrderStates.Done or OrderStates.Failed);
private void Submit(Sides side, decimal quantity, string comment)
{
_pending = CreateOrder(side, 0m, quantity);
_pending.Type = OrderTypes.Market;
_pending.Comment = comment;
RegisterOrder(_pending);
}
private void ProcessCandle(ICandleMessage candle, decimal ema)
{
if (candle.State != CandleStates.Finished || candle.CloseTime < StartDate || candle.ClosePrice <= 0m) return;
var month = candle.CloseTime.Year * 12 + candle.CloseTime.Month;
if (month > _lastMonth)
{
_cash += DcaAmount * (_lastMonth == 0 ? 1 : month - _lastMonth);
_lastMonth = month;
}
if (!_ema.IsFormed || IsPending || !IsFormedAndOnlineAndAllowTrading()) return;
if (candle.ClosePrice < ema && Position > 0m)
Submit(Sides.Sell, Position, "0485Exit");
else if (candle.ClosePrice > ema)
{
var quantity = Math.Floor(Math.Min(_cash / candle.ClosePrice, Security.MaxVolume.Value) / Security.VolumeStep.Value) * Security.VolumeStep.Value;
if (quantity >= Security.MinVolume.Value)
Submit(Sides.Buy, quantity, "0485Dca");
}
}
/// <inheritdoc />
protected override void OnOwnTradeReceived(MyTrade trade)
{
base.OnOwnTradeReceived(trade);
_cash += (trade.Order.Side == Sides.Buy ? -1m : 1m) * trade.Trade.Price * trade.Trade.Volume;
}
}
import clr
clr.AddReference("StockSharp.Messages")
clr.AddReference("StockSharp.Algo")
clr.AddReference("StockSharp.BusinessEntities")
clr.AddReference("StockSharp.Algo.Indicators")
clr.AddReference("StockSharp.Algo.Strategies")
from System import DateTime, Decimal, Math, TimeSpan, InvalidOperationException
from System.Globalization import CultureInfo, DateTimeStyles
from System.IO import File
from StockSharp.Algo.Indicators import ExponentialMovingAverage, SimpleMovingAverage, AverageTrueRange, AlligatorLine, CandleIndicatorValue
from StockSharp.Algo.Strategies import Strategy
from StockSharp.Messages import ITickTradeMessage, CandleStates, DataType, OrderStates, OrderTypes, Sides, Unit, UnitTypes
class ema50_crossover_monthly_dca_strategy(Strategy):
"""Monthly cash contributions invested above a formed weekly EMA, with complete long exits below it."""
def __init__(self):
super(ema50_crossover_monthly_dca_strategy, self).__init__()
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(10080))) \
.SetDisplay("CandleType", "Finished signal candle type.", "Parameters")
self._ema_length = self.Param("EmaLength", 50).SetRange(1, 2147483647) \
.SetDisplay("EmaLength", "Weekly close EMA length.", "Parameters")
self._dca_amount = self.Param("DcaAmount", Decimal(100000)).SetRange(Decimal(0.000001), Decimal.MaxValue) \
.SetDisplay("DcaAmount", "Cash contribution per observed calendar month.", "Parameters")
self._start_date = self.Param("StartDate", DateTime(1980, 1, 1)) \
.SetDisplay("StartDate", "Earliest eligible historical candle close.", "Parameters")
self._clear_state()
@property
def CandleType(self):
return self._candle_type.Value
@CandleType.setter
def CandleType(self, value):
self._candle_type.Value = value
@property
def EmaLength(self):
return self._ema_length.Value
@EmaLength.setter
def EmaLength(self, value):
self._ema_length.Value = value
@property
def DcaAmount(self):
return self._dca_amount.Value
@DcaAmount.setter
def DcaAmount(self, value):
self._dca_amount.Value = value
@property
def StartDate(self):
return self._start_date.Value
@StartDate.setter
def StartDate(self, value):
self._start_date.Value = value
def _clear_state(self):
self._pending = None
self._ema = None
self._cash = Decimal(0)
self._last_month = 0
def OnReseted(self):
super(ema50_crossover_monthly_dca_strategy, self).OnReseted()
self._clear_state()
def GetWorkingSecurities(self):
return [(self.Security, self.CandleType)]
def OnStarted2(self, time):
if self.Security.VolumeStep is None or self.Security.MinVolume is None or self.Security.MaxVolume is None or self.Security.VolumeStep <= 0 or self.Security.MinVolume <= 0 or self.Security.MaxVolume <= 0:
raise InvalidOperationException("Execution security needs native volume constraints.")
super(ema50_crossover_monthly_dca_strategy, self).OnStarted2(time)
self._ema = ExponentialMovingAverage()
self._ema.Length = self.EmaLength
self.SubscribeCandles(self.CandleType).Bind(self._ema, self._process_candle).Start()
def _is_pending(self):
return self._pending is not None and self._pending.State not in (OrderStates.Done, OrderStates.Failed)
def _submit(self, side, quantity, comment):
self._pending = self.CreateOrder(side, Decimal(0), quantity)
self._pending.Type = OrderTypes.Market
self._pending.Comment = comment
self.RegisterOrder(self._pending)
@staticmethod
def _process(indicator, candle):
value = CandleIndicatorValue(indicator, candle)
value.IsFinal = True
result = indicator.Process(value)
return None if result.IsEmpty else result.GetValue[Decimal](None)
def _process_candle(self, candle, ema):
if candle.State != CandleStates.Finished or candle.CloseTime < self.StartDate or candle.ClosePrice <= 0:
return
month = candle.CloseTime.Year * 12 + candle.CloseTime.Month
if month > self._last_month:
self._cash += self.DcaAmount * Decimal(1 if self._last_month == 0 else month - self._last_month)
self._last_month = month
if not self._ema.IsFormed or self._is_pending() or not self.IsFormedAndOnlineAndAllowTrading():
return
if candle.ClosePrice < ema and self.Position > 0:
self._submit(Sides.Sell, self.Position, "0485Exit")
elif candle.ClosePrice > ema:
quantity = Math.Floor(min(self._cash / candle.ClosePrice, self.Security.MaxVolume) / self.Security.VolumeStep) * self.Security.VolumeStep
if quantity >= self.Security.MinVolume:
self._submit(Sides.Buy, quantity, "0485Dca")
def OnOwnTradeReceived(self, trade):
super(ema50_crossover_monthly_dca_strategy, self).OnOwnTradeReceived(trade)
self._cash += Decimal(-1 if trade.Order.Side == Sides.Buy else 1) * ITickTradeMessage.Price.__get__(trade.Trade) * ITickTradeMessage.Volume.__get__(trade.Trade)
def CreateClone(self):
return ema50_crossover_monthly_dca_strategy()