自动化5分钟机器人策略
自动化5分钟机器人策略基于5分钟K线。 当价格处于上升趋势并且买入量大于卖出量时做多, 在相反条件下做空。
细节
- 入场:上升趋势(收盘价高于50周期SMA并高于6根K线前的收盘价)且买入量超过卖出量。
- 出场:出现反向信号时反转仓位。
- 止损:入场价下方3%的止损和上方29%的止盈。
- 默认值:
MaLength= 50VolumeLength= 10StopLossPercent= 3TakeProfitPercent= 29CandleType= 5m
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>
/// Autonomous 5-Minute Robot strategy.
/// Uses SMA trend filter with RSI momentum for entries.
/// Buys when RSI crosses above 50 in uptrend, sells when RSI crosses below 50 in downtrend.
/// </summary>
public class Autonomous5MinuteRobotStrategy : Strategy
{
private readonly StrategyParam<int> _maLength;
private readonly StrategyParam<int> _rsiLength;
private readonly StrategyParam<int> _cooldownBars;
private readonly StrategyParam<DataType> _candleType;
private decimal _prevRsi;
private int _barIndex;
private int _lastTradeBar;
/// <summary>
/// Moving average length.
/// </summary>
public int MaLength
{
get => _maLength.Value;
set => _maLength.Value = value;
}
/// <summary>
/// RSI period.
/// </summary>
public int RsiLength
{
get => _rsiLength.Value;
set => _rsiLength.Value = value;
}
/// <summary>
/// Cooldown bars between trades.
/// </summary>
public int CooldownBars
{
get => _cooldownBars.Value;
set => _cooldownBars.Value = value;
}
/// <summary>
/// Candle type.
/// </summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
/// <summary>
/// Constructor.
/// </summary>
public Autonomous5MinuteRobotStrategy()
{
_maLength = Param(nameof(MaLength), 50)
.SetGreaterThanZero()
.SetDisplay("Trend MA Length", "Moving average length", "Indicators");
_rsiLength = Param(nameof(RsiLength), 14)
.SetGreaterThanZero()
.SetDisplay("RSI Length", "RSI period", "Indicators");
_cooldownBars = Param(nameof(CooldownBars), 350)
.SetDisplay("Cooldown Bars", "Bars between trades", "Trading");
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(1).TimeFrame())
.SetDisplay("Candle Type", "Candle type for strategy", "General");
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
{
return [(Security, CandleType)];
}
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_prevRsi = 0;
_barIndex = 0;
_lastTradeBar = 0;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
var sma = new SimpleMovingAverage { Length = MaLength };
var rsi = new RelativeStrengthIndex { Length = RsiLength };
var subscription = SubscribeCandles(CandleType);
subscription
.Bind(sma, rsi, ProcessCandle)
.Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, sma);
DrawOwnTrades(area);
}
}
private void ProcessCandle(ICandleMessage candle, decimal maValue, decimal rsiValue)
{
if (candle.State != CandleStates.Finished)
return;
_barIndex++;
var cooldownOk = _barIndex - _lastTradeBar > CooldownBars;
var isBullish = candle.ClosePrice > maValue;
var isBearish = candle.ClosePrice < maValue;
// RSI crosses above 50 with uptrend
var longSignal = _prevRsi > 0 && _prevRsi < 50 && rsiValue >= 50 && isBullish;
// RSI crosses below 50 with downtrend
var shortSignal = _prevRsi > 0 && _prevRsi > 50 && rsiValue <= 50 && isBearish;
if (longSignal && Position <= 0 && cooldownOk)
{
BuyMarket();
_lastTradeBar = _barIndex;
}
else if (shortSignal && Position >= 0 && cooldownOk)
{
SellMarket();
_lastTradeBar = _barIndex;
}
_prevRsi = rsiValue;
}
}
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 CandleStates
from StockSharp.Algo.Indicators import SimpleMovingAverage, RelativeStrengthIndex
from StockSharp.Algo.Strategies import Strategy
from datatype_extensions import *
class autonomous_5_minute_robot_strategy(Strategy):
"""
Autonomous 5-Minute Robot strategy.
Uses SMA trend filter with RSI momentum for entries.
Buys when RSI crosses above 50 in uptrend, sells when RSI crosses below 50 in downtrend.
"""
def __init__(self):
super(autonomous_5_minute_robot_strategy, self).__init__()
self._ma_length = self.Param("MaLength", 50) \
.SetGreaterThanZero() \
.SetDisplay("Trend MA Length", "Moving average length", "Indicators")
self._rsi_length = self.Param("RsiLength", 14) \
.SetGreaterThanZero() \
.SetDisplay("RSI Length", "RSI period", "Indicators")
self._cooldown_bars = self.Param("CooldownBars", 350) \
.SetDisplay("Cooldown Bars", "Bars between trades", "Trading")
self._candle_type = self.Param("CandleType", tf(1)) \
.SetDisplay("Candle Type", "Candle type for strategy", "General")
self._prev_rsi = 0.0
self._bar_index = 0
self._last_trade_bar = 0
@property
def MaLength(self): return self._ma_length.Value
@MaLength.setter
def MaLength(self, v): self._ma_length.Value = v
@property
def RsiLength(self): return self._rsi_length.Value
@RsiLength.setter
def RsiLength(self, v): self._rsi_length.Value = v
@property
def CooldownBars(self): return self._cooldown_bars.Value
@CooldownBars.setter
def CooldownBars(self, v): self._cooldown_bars.Value = v
@property
def CandleType(self): return self._candle_type.Value
@CandleType.setter
def CandleType(self, v): self._candle_type.Value = v
def OnReseted(self):
super(autonomous_5_minute_robot_strategy, self).OnReseted()
self._prev_rsi = 0.0
self._bar_index = 0
self._last_trade_bar = 0
def OnStarted2(self, time):
super(autonomous_5_minute_robot_strategy, self).OnStarted2(time)
sma = SimpleMovingAverage()
sma.Length = self.MaLength
rsi = RelativeStrengthIndex()
rsi.Length = self.RsiLength
subscription = self.SubscribeCandles(self.CandleType)
subscription.Bind(sma, rsi, self.ProcessCandle).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawIndicator(area, sma)
self.DrawOwnTrades(area)
def ProcessCandle(self, candle, ma_value, rsi_value):
if candle.State != CandleStates.Finished:
return
self._bar_index += 1
cooldown_ok = self._bar_index - self._last_trade_bar > self.CooldownBars
close = float(candle.ClosePrice)
is_bullish = close > ma_value
is_bearish = close < ma_value
long_signal = self._prev_rsi > 0 and self._prev_rsi < 50 and rsi_value >= 50 and is_bullish
short_signal = self._prev_rsi > 0 and self._prev_rsi > 50 and rsi_value <= 50 and is_bearish
if long_signal and self.Position <= 0 and cooldown_ok:
self.BuyMarket()
self._last_trade_bar = self._bar_index
elif short_signal and self.Position >= 0 and cooldown_ok:
self.SellMarket()
self._last_trade_bar = self._bar_index
self._prev_rsi = rsi_value
def CreateClone(self):
"""!! REQUIRED!! Creates a new instance of the strategy."""
return autonomous_5_minute_robot_strategy()