Supertrend Put Call Ratio
交易规则
使用 StockSharp 原生 SuperTrend(Period、Multiplier)。空仓时,Close > SuperTrend 且当前 PCR < 之前均值 − PCRMultiplier × σ 则买入;Close < SuperTrend 且 PCR > 之前均值 + PCRMultiplier × σ 则卖空。PCR 是实际 put 成交量 / call 成交量。多头在 Close < SuperTrend,空头在 Close > SuperTrend 时完整平仓,不依赖 PCR。相等不产生信号。
使用当前值之前连续 N 个观测计算均值及样本标准差:σ = sqrt(Σ(x − mean)² / (N − 1)),不包含当前值。必须完成整个窗口,不生成随机值或由价格替代的值。
输入数据
必填 CSV 表头为 SecurityId,Time,Value。Time 是信号蜡烛开盘的 UTC 时间,格式 yyyy-MM-ddTHH:mm:ssZ。实际观测值必须有限、非负,且每个时间唯一。只使用当前匹配观测。缺失会清空过滤窗口,重新预热前禁止入场;信号平仓继续生效。
参数
| 参数 | 默认值 |
|---|---|
Period |
10 |
Multiplier |
3 |
PCRPeriod |
20 |
PCRMultiplier |
2 |
PCRHistoryFile |
必填 |
AtrPeriod |
14 |
StopLossAtr |
2 |
CandleType |
TimeSpan.FromMinutes(15).TimeFrame() |
成交与仓位
AtrPeriod = 14 使用 Wilder ATR。空仓入场时固定距离 ATR(信号) × StopLossAtr。本地原生市价保护根据报价运行,以实际成交价为基准,可在信号蜡烛之间平仓。后续 ATR 变化不移动止损。零值仅对新运行禁用保护。反向信号完整关闭实际剩余仓位,同一次决策不反手也不加仓。
验证
成交测试仅使用已有 BTC/TON 执行档案。显式财报、期权观测和预热数据是机制测试夹具,不是真实企业财务或期权历史。缩短周期、两组排序和三月年度调仓是明确的测试配置,不代表原始长期默认值已完整交易验证。不声称任何收益率。
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>SuperTrend with observed put/call volume ratio extremes and frozen ATR protection.</summary>
public class SupertrendWithPutCallRatioStrategy : Strategy
{
private readonly StrategyParam<int> _period;
private readonly StrategyParam<decimal> _multiplier;
private readonly StrategyParam<int> _pCRPeriod;
private readonly StrategyParam<decimal> _pCRMultiplier;
private readonly StrategyParam<string> _pCRHistoryFile;
private readonly StrategyParam<int> _atrPeriod;
private readonly StrategyParam<decimal> _stopLossAtr;
private readonly StrategyParam<DataType> _candleType;
private readonly Dictionary<DateTime, decimal> _observations = [];
private readonly Queue<decimal> _history = [];
private Order _signalOrder;
/// <summary>SuperTrend Wilder ATR length.</summary>
public int Period { get => _period.Value; set => _period.Value = value; }
/// <summary>SuperTrend band ATR multiplier.</summary>
public decimal Multiplier { get => _multiplier.Value; set => _multiplier.Value = value; }
/// <summary>Prior consecutive PCR observations used for the threshold.</summary>
public int PCRPeriod { get => _pCRPeriod.Value; set => _pCRPeriod.Value = value; }
/// <summary>Sample standard deviation multiplier for PCR extremes.</summary>
public decimal PCRMultiplier { get => _pCRMultiplier.Value; set => _pCRMultiplier.Value = value; }
/// <summary>CSV observed put volume divided by call volume, keyed by candle UTC open time.</summary>
public string PCRHistoryFile { get => _pCRHistoryFile.Value; set => _pCRHistoryFile.Value = value; }
/// <summary>Wilder ATR length for entry protection.</summary>
public int AtrPeriod { get => _atrPeriod.Value; set => _atrPeriod.Value = value; }
/// <summary>Entry-frozen native stop distance in ATR multiples; zero disables it for a fresh run.</summary>
public decimal StopLossAtr { get => _stopLossAtr.Value; set => _stopLossAtr.Value = value; }
/// <summary>Completed signal candle type.</summary>
public DataType CandleType { get => _candleType.Value; set => _candleType.Value = value; }
/// <summary>Initialize the signal and protection parameters.</summary>
public SupertrendWithPutCallRatioStrategy()
{
_period = Param(nameof(Period), 10).SetGreaterThanZero().SetOptimize(5, 20, 3)
.SetDisplay("Period", "SuperTrend Wilder ATR length", "Parameters");
_multiplier = Param(nameof(Multiplier), 3m).SetGreaterThanZero().SetOptimize(2m, 4m, 0.5m)
.SetDisplay("Multiplier", "SuperTrend band ATR multiplier", "Parameters");
_pCRPeriod = Param(nameof(PCRPeriod), 20).SetRange(2, 100000).SetOptimize(10, 30, 5)
.SetDisplay("PCRPeriod", "Prior consecutive PCR observations used for the threshold", "Parameters");
_pCRMultiplier = Param(nameof(PCRMultiplier), 2m).SetGreaterThanZero().SetOptimize(1m, 3m, 0.5m)
.SetDisplay("PCRMultiplier", "Sample standard deviation multiplier for PCR extremes", "Parameters");
_pCRHistoryFile = Param<string>(nameof(PCRHistoryFile)).SetRequired()
.SetDisplay("PCRHistoryFile", "CSV observed put volume divided by call volume, keyed by candle UTC open time", "Parameters");
_atrPeriod = Param(nameof(AtrPeriod), 14).SetGreaterThanZero()
.SetDisplay("AtrPeriod", "Wilder ATR length for entry protection", "Parameters");
_stopLossAtr = Param(nameof(StopLossAtr), 2m).SetRange(0m, decimal.MaxValue)
.SetDisplay("StopLossAtr", "Entry-frozen native stop distance in ATR multiples; zero disables it for a fresh run", "Parameters");
_candleType = Param(nameof(CandleType), TimeSpan.FromMinutes(15).TimeFrame())
.SetDisplay("CandleType", "Completed signal candle type", "Parameters");
}
/// <inheritdoc />
public override IEnumerable<(Security sec, DataType dt)> GetWorkingSecurities() => [(Security, CandleType)];
/// <inheritdoc />
protected override void OnReseted()
{
base.OnReseted();
_observations.Clear();
_history.Clear();
_signalOrder = null;
}
/// <inheritdoc />
protected override void OnStarted2(DateTime time)
{
LoadObservations();
base.OnStarted2(time);
var signal = new SuperTrend { Length = Period, Multiplier = Multiplier };
var atr = new AverageTrueRange { Length = AtrPeriod };
var subscription = SubscribeCandles(CandleType);
subscription.BindEx(signal, atr, ProcessCandle, allowEmpty: true).Start();
foreach (var field in new[] { Level1Fields.BestBidPrice, Level1Fields.BestAskPrice })
{
var quote = new Subscription(DataType.Level1, Security);
quote.MarketData.BuildField = field;
SubscribeLevel1(quote).Start();
}
var area = CreateChartArea();
if (area != null)
{
DrawCandles(area, subscription);
DrawIndicator(area, signal);
DrawOwnTrades(area);
}
}
private void ProcessCandle(ICandleMessage candle, IIndicatorValue signalValue, IIndicatorValue atrValue)
{
if (candle.State != CandleStates.Finished) return;
var ready = _observations.TryGetValue(candle.OpenTime, out var observation);
var low = false;
var high = false;
if (ready && _history.Count == PCRPeriod)
{
var mean = _history.Average();
var deviation = (decimal)Math.Sqrt((double)(_history.Sum(x => (x - mean) * (x - mean)) / (_history.Count - 1)));
low = observation < mean - PCRMultiplier * deviation;
high = observation > mean + PCRMultiplier * deviation;
}
if (!ready) _history.Clear();
else
{
_history.Enqueue(observation);
while (_history.Count > PCRPeriod) _history.Dequeue();
}
if (signalValue.IsEmpty || !signalValue.IsFormed) return;
var current = signalValue.GetValue<decimal>();
var up = candle.ClosePrice > current;
var down = candle.ClosePrice < current;
if (!IsFormedAndOnlineAndAllowTrading() || _signalOrder is { State: not (OrderStates.Done or OrderStates.Failed) }) return;
if ((Position > 0m && down) || (Position < 0m && up))
{
Submit(Position > 0m ? Sides.Sell : Sides.Buy, Math.Abs(Position), "0341Exit");
return;
}
if (Position != 0m || atrValue.IsEmpty || !atrValue.IsFormed) return;
var atr = atrValue.GetValue<decimal>();
if (atr <= 0m) return;
Sides? side = up && low ? Sides.Buy : down && high ? Sides.Sell : null;
if (side is null) return;
if (StopLossAtr > 0m)
StartProtection(new Unit(), new Unit(atr * StopLossAtr, UnitTypes.Absolute), useMarketOrders: true, isLocalStop: true);
Submit(side.Value, Volume, "0341Entry");
}
private void Submit(Sides side, decimal quantity, string comment)
{
_signalOrder = CreateOrder(side, 0m, quantity);
_signalOrder.Type = OrderTypes.Market;
_signalOrder.Comment = comment;
RegisterOrder(_signalOrder);
}
private void LoadObservations()
{
if (string.IsNullOrWhiteSpace(PCRHistoryFile))
throw new InvalidOperationException("PCRHistoryFile is required.");
_observations.Clear();
var lines = File.ReadLines(PCRHistoryFile).GetEnumerator();
using (lines)
{
if (!lines.MoveNext() || lines.Current.Trim() != "SecurityId,Time,Value")
throw new InvalidOperationException("Option observations must begin with SecurityId,Time,Value.");
while (lines.MoveNext())
{
if (string.IsNullOrWhiteSpace(lines.Current)) continue;
var row = lines.Current.Split(',');
if (row.Length != 3) throw new InvalidOperationException("An option observation must have three fields.");
if (!string.Equals(row[0].Trim(), Security.Id, StringComparison.OrdinalIgnoreCase)) continue;
var time = DateTime.ParseExact(row[1].Trim(), "yyyy-MM-dd'T'HH:mm:ss'Z'", CultureInfo.InvariantCulture, DateTimeStyles.AssumeUniversal | DateTimeStyles.AdjustToUniversal);
var value = decimal.Parse(row[2], CultureInfo.InvariantCulture);
if (value < 0m || !_observations.TryAdd(time, value))
throw new InvalidOperationException("Option observations must be nonnegative and unique per timestamp.");
}
}
if (_observations.Count == 0) throw new InvalidOperationException("No option observations match the execution security.");
}
}
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 SuperTrend, AverageTrueRange
from StockSharp.Algo.Strategies import Strategy
from StockSharp.BusinessEntities import Subscription
from StockSharp.Messages import CandleStates, DataType, Level1Fields, OrderStates, OrderTypes, Sides, Unit, UnitTypes
class supertrend_put_call_ratio_strategy(Strategy):
"""Observed option statistics filter, full signal exits and frozen native ATR protection."""
def __init__(self):
super(supertrend_put_call_ratio_strategy, self).__init__()
self._period = self.Param("Period", 10).SetGreaterThanZero().SetOptimize(5, 20, 3) \
.SetDisplay("Period", "SuperTrend Wilder ATR length", "Parameters")
self._multiplier = self.Param("Multiplier", Decimal(3)).SetGreaterThanZero().SetOptimize(Decimal(2), Decimal(4), Decimal(0.5)) \
.SetDisplay("Multiplier", "SuperTrend band ATR multiplier", "Parameters")
self._pcr_period = self.Param("PCRPeriod", 20).SetRange(2, 100000).SetOptimize(10, 30, 5) \
.SetDisplay("PCRPeriod", "Prior consecutive PCR observations used for the threshold", "Parameters")
self._pcr_multiplier = self.Param("PCRMultiplier", Decimal(2)).SetGreaterThanZero().SetOptimize(Decimal(1), Decimal(3), Decimal(0.5)) \
.SetDisplay("PCRMultiplier", "Sample standard deviation multiplier for PCR extremes", "Parameters")
self._pcr_history_file = self.Param[str]("PCRHistoryFile", None).SetRequired() \
.SetDisplay("PCRHistoryFile", "CSV observed put volume divided by call volume, keyed by candle UTC open time", "Parameters")
self._atr_period = self.Param("AtrPeriod", 14).SetGreaterThanZero() \
.SetDisplay("AtrPeriod", "Wilder ATR length for entry protection", "Parameters")
self._stop_loss_atr = self.Param("StopLossAtr", Decimal(2)).SetRange(Decimal(0), Decimal.MaxValue) \
.SetDisplay("StopLossAtr", "Entry-frozen native stop distance in ATR multiples; zero disables it for a fresh run", "Parameters")
self._candle_type = self.Param("CandleType", DataType.TimeFrame(TimeSpan.FromMinutes(15))) \
.SetDisplay("CandleType", "Completed signal candle type", "Parameters")
self._observations = {}
self._history = []
self._signal_order = None
@property
def Period(self):
return self._period.Value
@Period.setter
def Period(self, value):
self._period.Value = value
@property
def Multiplier(self):
return self._multiplier.Value
@Multiplier.setter
def Multiplier(self, value):
self._multiplier.Value = value
@property
def PCRPeriod(self):
return self._pcr_period.Value
@PCRPeriod.setter
def PCRPeriod(self, value):
self._pcr_period.Value = value
@property
def PCRMultiplier(self):
return self._pcr_multiplier.Value
@PCRMultiplier.setter
def PCRMultiplier(self, value):
self._pcr_multiplier.Value = value
@property
def PCRHistoryFile(self):
return self._pcr_history_file.Value
@PCRHistoryFile.setter
def PCRHistoryFile(self, value):
self._pcr_history_file.Value = value
@property
def AtrPeriod(self):
return self._atr_period.Value
@AtrPeriod.setter
def AtrPeriod(self, value):
self._atr_period.Value = value
@property
def StopLossAtr(self):
return self._stop_loss_atr.Value
@StopLossAtr.setter
def StopLossAtr(self, value):
self._stop_loss_atr.Value = value
@property
def CandleType(self):
return self._candle_type.Value
@CandleType.setter
def CandleType(self, value):
self._candle_type.Value = value
def GetWorkingSecurities(self):
return [(self.Security, self.CandleType)]
def OnReseted(self):
super(supertrend_put_call_ratio_strategy, self).OnReseted()
self._observations = {}
self._history = []
self._signal_order = None
def OnStarted2(self, time):
self._load_observations()
super(supertrend_put_call_ratio_strategy, self).OnStarted2(time)
signal = SuperTrend()
signal.Length = self.Period
signal.Multiplier = self.Multiplier
atr = AverageTrueRange()
atr.Length = self.AtrPeriod
subscription = self.SubscribeCandles(self.CandleType)
subscription.BindEx(signal, atr, self._process_candle, True).Start()
for field in (Level1Fields.BestBidPrice, Level1Fields.BestAskPrice):
quote = Subscription(DataType.Level1, self.Security)
quote.MarketData.BuildField = field
self.SubscribeLevel1(quote).Start()
area = self.CreateChartArea()
if area is not None:
self.DrawCandles(area, subscription)
self.DrawIndicator(area, signal)
self.DrawOwnTrades(area)
def _process_candle(self, candle, signal_value, atr_value):
if candle.State != CandleStates.Finished:
return
ready = candle.OpenTime in self._observations
low = False
high = False
if ready and len(self._history) == self.PCRPeriod:
observation = self._observations[candle.OpenTime]
mean = sum(self._history, Decimal(0)) / Decimal(len(self._history))
variance = sum(((v - mean) * (v - mean) for v in self._history), Decimal(0)) / Decimal(len(self._history) - 1)
deviation = Decimal(Math.Sqrt(float(variance)))
low = observation < mean - self.PCRMultiplier * deviation
high = observation > mean + self.PCRMultiplier * deviation
if not ready:
self._history = []
else:
self._history.append(self._observations[candle.OpenTime])
self._history = self._history[-self.PCRPeriod:]
if signal_value.IsEmpty or not signal_value.IsFormed:
return
current = signal_value.GetValue[Decimal](None)
up = candle.ClosePrice > current
down = candle.ClosePrice < current
if not self.IsFormedAndOnlineAndAllowTrading() or (self._signal_order is not None and self._signal_order.State not in (OrderStates.Done, OrderStates.Failed)):
return
if (self.Position > 0 and down) or (self.Position < 0 and up):
self._submit(Sides.Sell if self.Position > 0 else Sides.Buy, abs(self.Position), "0341Exit")
return
if self.Position != 0 or atr_value.IsEmpty or not atr_value.IsFormed:
return
atr = atr_value.GetValue[Decimal](None)
if atr <= 0:
return
side = Sides.Buy if up and low else Sides.Sell if down and high else None
if side is None:
return
if self.StopLossAtr > 0:
self.StartProtection(Unit(), Unit(atr * self.StopLossAtr, UnitTypes.Absolute), useMarketOrders=True, isLocalStop=True)
self._submit(side, self.Volume, "0341Entry")
def _submit(self, side, quantity, comment):
order = self.CreateOrder(side, Decimal(0), quantity)
order.Type = OrderTypes.Market
order.Comment = comment
self._signal_order = order
self.RegisterOrder(order)
def _load_observations(self):
if not self.PCRHistoryFile:
raise InvalidOperationException("PCRHistoryFile is required.")
self._observations = {}
lines = iter(File.ReadLines(self.PCRHistoryFile))
if next(lines, "").strip() != "SecurityId,Time,Value":
raise InvalidOperationException("Option observations must begin with SecurityId,Time,Value.")
for line in lines:
if not line.strip():
continue
row = line.split(",")
if len(row) != 3:
raise InvalidOperationException("An option observation must have three fields.")
if row[0].strip().lower() != self.Security.Id.lower():
continue
time = DateTime.ParseExact(row[1].strip(), "yyyy-MM-dd'T'HH:mm:ss'Z'", CultureInfo.InvariantCulture,
DateTimeStyles.AssumeUniversal | DateTimeStyles.AdjustToUniversal)
value = Decimal.Parse(row[2], CultureInfo.InvariantCulture)
if value < 0 or time in self._observations:
raise InvalidOperationException("Option observations must be nonnegative and unique per timestamp.")
self._observations[time] = value
if not self._observations:
raise InvalidOperationException("No option observations match the execution security.")
def CreateClone(self):
return supertrend_put_call_ratio_strategy()