Genie RSI 策略
该策略基于相对强弱指数 (RSI) 的超买超卖反转信号。RSI 高于80时开空单,RSI 低于20时开多单。入场后可使用可选的止盈和跟踪止损参数控制风险。
该策略适用于在支撑和阻力之间来回波动的市场。时间框由 CandleType 参数指定。
细节
- 入场条件
- 做多:在收盘柱上 RSI 下降到20以下并且没有持仓。
- 做空:在收盘柱上 RSI 上升到80以上并且没有持仓。
- 离场条件
- 做多:RSI 上升到80以上、价格达到止盈距离或触及跟踪止损。
- 做空:RSI 下降到20以下、价格达到止盈距离或触及跟踪止损。
- 指标:RSI。
- 参数:
RSI Period– RSI 指标的长度。Take Profit– 以价格单位表示的止盈距离。Trailing Stop– 以价格单位表示的跟踪止损距离。Candle Type– 使用的 K 线类型或时间框。
- 头寸管理:使用市价单进出场,跟踪止损在每根完结的 K 线后更新。
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>
/// RSI-based reversal strategy using fixed thresholds.
/// Sells when RSI rises above overbought level and buys when RSI falls below oversold level.
/// Includes optional take profit and trailing stop management.
/// </summary>
public class GenieRsiStrategy : Strategy
{
private readonly StrategyParam<decimal> _takeProfit;
private readonly StrategyParam<decimal> _trailingStop;
private readonly StrategyParam<int> _rsiPeriod;
private readonly StrategyParam<DataType> _candleType;
private readonly StrategyParam<int> _cooldownBars;
private decimal _entryPrice;
private decimal _trailingLevel;
private bool _isLong;
private decimal? _prevRsi;
private int _cooldownRemaining;
/// <summary>
/// Take profit distance in price units.
/// </summary>
public decimal TakeProfit
{
get => _takeProfit.Value;
set => _takeProfit.Value = value;
}
/// <summary>
/// Trailing stop distance in price units.
/// </summary>
public decimal TrailingStop
{
get => _trailingStop.Value;
set => _trailingStop.Value = value;
}
/// <summary>
/// RSI calculation period.
/// </summary>
public int RsiPeriod
{
get => _rsiPeriod.Value;
set => _rsiPeriod.Value = value;
}
/// <summary>
/// Candle type used for calculations.
/// </summary>
public DataType CandleType
{
get => _candleType.Value;
set => _candleType.Value = value;
}
/// <summary>
/// Number of completed candles to wait after a position change.
/// </summary>
public int CooldownBars
{
get => _cooldownBars.Value;
set => _cooldownBars.Value = value;
}
/// <summary>
/// Initializes strategy parameters.
/// </summary>
public GenieRsiStrategy()
{
_takeProfit = Param(nameof(TakeProfit), 500m)
.SetGreaterThanZero()
.SetDisplay("Take Profit", "Take profit distance in price units", "Risk Management")
;
_trailingStop = Param(nameof(TrailingStop), 200m)
.SetNotNegative()
.SetDisplay("Trailing Stop", "Trailing stop distance in price units", "Risk Management");
_rsiPeriod = Param(nameof(RsiPeriod), 15)
.SetGreaterThanZero()
.SetDisplay("RSI Period", "Period for RSI indicator", "Indicators")
.SetOptimize(5, 30, 5);
_candleType = Param(nameof(CandleType), TimeSpan.FromHours(4).TimeFrame())
.SetDisplay("Candle Type", "Type of candles", "General");
_cooldownBars = Param(nameof(CooldownBars), 4)
.SetDisplay("Cooldown Bars", "Completed candles to wait after a position change", "Risk Management");
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities()
{
return [(Security, CandleType)];
}
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_entryPrice = 0m;
_trailingLevel = 0m;
_isLong = false;
_prevRsi = null;
_cooldownRemaining = 0;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
base.OnStarted2(time);
var rsi = new RelativeStrengthIndex { Length = RsiPeriod };
var subscription = SubscribeCandles(CandleType);
subscription
.Bind(rsi, ProcessCandle)
.Start();
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, rsi);
DrawOwnTrades(area);
}
StartProtection(null, null);
}
private void ProcessCandle(ICandleMessage candle, decimal rsi)
{
if (candle.State != CandleStates.Finished)
return;
if (_cooldownRemaining > 0)
_cooldownRemaining--;
var price = candle.ClosePrice;
var crossedDown = _prevRsi is decimal prevRsi1 && prevRsi1 >= 20m && rsi < 20m;
var crossedUp = _prevRsi is decimal prevRsi2 && prevRsi2 <= 80m && rsi > 80m;
_prevRsi = rsi;
// Entry logic when flat
if (Position == 0 && _cooldownRemaining == 0)
{
if (crossedUp)
{
SellMarket();
_entryPrice = price;
_trailingLevel = price + TrailingStop;
_isLong = false;
_cooldownRemaining = CooldownBars;
}
else if (crossedDown)
{
BuyMarket();
_entryPrice = price;
_trailingLevel = price - TrailingStop;
_isLong = true;
_cooldownRemaining = CooldownBars;
}
return;
}
// Manage open position
if (_isLong)
{
// Update trailing stop for long position
if (TrailingStop > 0)
{
var newLevel = price - TrailingStop;
if (newLevel > _trailingLevel)
_trailingLevel = newLevel;
if (price <= _trailingLevel)
{
SellMarket();
_entryPrice = 0m;
_cooldownRemaining = CooldownBars;
return;
}
}
// Take profit for long position
if (TakeProfit > 0 && price - _entryPrice >= TakeProfit)
{
SellMarket();
_entryPrice = 0m;
_cooldownRemaining = CooldownBars;
return;
}
// Exit if RSI indicates overbought
if (crossedUp)
{
SellMarket();
_entryPrice = 0m;
_cooldownRemaining = CooldownBars;
}
}
else
{
// Update trailing stop for short position
if (TrailingStop > 0)
{
var newLevel = price + TrailingStop;
if (_trailingLevel == 0m || newLevel < _trailingLevel)
_trailingLevel = newLevel;
if (price >= _trailingLevel)
{
BuyMarket();
_entryPrice = 0m;
_cooldownRemaining = CooldownBars;
return;
}
}
// Take profit for short position
if (TakeProfit > 0 && _entryPrice - price >= TakeProfit)
{
BuyMarket();
_entryPrice = 0m;
_cooldownRemaining = CooldownBars;
return;
}
// Exit if RSI indicates oversold
if (crossedDown)
{
BuyMarket();
_entryPrice = 0m;
_cooldownRemaining = CooldownBars;
}
}
}
}
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 RelativeStrengthIndex
from StockSharp.Algo.Strategies import Strategy
class genie_rsi_strategy(Strategy):
"""
RSI-based reversal strategy.
Sells when RSI crosses above 80 (overbought), buys when RSI crosses below 20 (oversold).
Includes trailing stop, take profit, and RSI exit signals.
"""
def __init__(self):
super(genie_rsi_strategy, self).__init__()
self._take_profit = self.Param("TakeProfit", 500.0) \
.SetDisplay("Take Profit", "Take profit distance in price units", "Risk Management")
self._trailing_stop = self.Param("TrailingStop", 200.0) \
.SetDisplay("Trailing Stop", "Trailing stop distance in price units", "Risk Management")
self._rsi_period = self.Param("RsiPeriod", 15) \
.SetDisplay("RSI Period", "Period for RSI indicator", "Indicators")
self._cooldown_bars = self.Param("CooldownBars", 4) \
.SetDisplay("Cooldown Bars", "Completed candles to wait after position change", "Risk Management")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromHours(4))) \
.SetDisplay("Candle Type", "Type of candles", "General")
self._entry_price = 0.0
self._trailing_level = 0.0
self._is_long = False
self._prev_rsi = None
self._cooldown_remaining = 0
@property
def candle_type(self):
return self._candle_type.Value
def OnReseted(self):
super(genie_rsi_strategy, self).OnReseted()
self._entry_price = 0.0
self._trailing_level = 0.0
self._is_long = False
self._prev_rsi = None
self._cooldown_remaining = 0
def OnStarted2(self, time):
super(genie_rsi_strategy, self).OnStarted2(time)
rsi = RelativeStrengthIndex()
rsi.Length = self._rsi_period.Value
subscription = self.SubscribeCandles(self.candle_type)
subscription.Bind(rsi, self._process_candle).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawIndicator(area, rsi)
self.DrawOwnTrades(area)
def _process_candle(self, candle, rsi_val):
if candle.State != CandleStates.Finished:
return
if self._cooldown_remaining > 0:
self._cooldown_remaining -= 1
price = float(candle.ClosePrice)
rsi = float(rsi_val)
crossed_down = self._prev_rsi is not None and self._prev_rsi >= 20.0 and rsi < 20.0
crossed_up = self._prev_rsi is not None and self._prev_rsi <= 80.0 and rsi > 80.0
self._prev_rsi = rsi
if self.Position == 0 and self._cooldown_remaining == 0:
if crossed_up:
self.SellMarket()
self._entry_price = price
self._trailing_level = price + self._trailing_stop.Value
self._is_long = False
self._cooldown_remaining = self._cooldown_bars.Value
elif crossed_down:
self.BuyMarket()
self._entry_price = price
self._trailing_level = price - self._trailing_stop.Value
self._is_long = True
self._cooldown_remaining = self._cooldown_bars.Value
return
if self._is_long:
trailing = self._trailing_stop.Value
if trailing > 0:
new_level = price - trailing
if new_level > self._trailing_level:
self._trailing_level = new_level
if price <= self._trailing_level:
self.SellMarket()
self._entry_price = 0.0
self._cooldown_remaining = self._cooldown_bars.Value
return
tp = self._take_profit.Value
if tp > 0 and price - self._entry_price >= tp:
self.SellMarket()
self._entry_price = 0.0
self._cooldown_remaining = self._cooldown_bars.Value
return
if crossed_up:
self.SellMarket()
self._entry_price = 0.0
self._cooldown_remaining = self._cooldown_bars.Value
else:
trailing = self._trailing_stop.Value
if trailing > 0:
new_level = price + trailing
if self._trailing_level == 0.0 or new_level < self._trailing_level:
self._trailing_level = new_level
if price >= self._trailing_level:
self.BuyMarket()
self._entry_price = 0.0
self._cooldown_remaining = self._cooldown_bars.Value
return
tp = self._take_profit.Value
if tp > 0 and self._entry_price - price >= tp:
self.BuyMarket()
self._entry_price = 0.0
self._cooldown_remaining = self._cooldown_bars.Value
return
if crossed_down:
self.BuyMarket()
self._entry_price = 0.0
self._cooldown_remaining = self._cooldown_bars.Value
def CreateClone(self):
return genie_rsi_strategy()