/*
* QUANTCONNECT.COM - Democratizing Finance, Empowering Individuals.
* Lean Algorithmic Trading Engine v2.0. Copyright 2014 QuantConnect Corporation.
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
using System;
using MathNet.Numerics.Distributions;
using Python.Runtime;
using QuantConnect.Data;
namespace QuantConnect.Indicators
{
///
/// Option Delta indicator that calculate the delta of an option
///
/// sensitivity of option price relative to $1 of underlying change
public class Delta : OptionGreeksIndicatorBase
{
///
/// Initializes a new instance of the Delta class
///
/// The name of this indicator
/// The option to be tracked
/// Risk-free rate model
/// Dividend yield model
/// The mirror option for parity calculation
/// The option pricing model used to estimate Delta
/// The option pricing model used to estimate IV
public Delta(string name, Symbol option, IRiskFreeInterestRateModel riskFreeRateModel, IDividendYieldModel dividendYieldModel, Symbol mirrorOption = null,
OptionPricingModelType? optionModel = null, OptionPricingModelType? ivModel = null)
: base(name, option, riskFreeRateModel, dividendYieldModel, mirrorOption, optionModel, ivModel)
{
}
///
/// Initializes a new instance of the Delta class
///
/// The option to be tracked
/// Risk-free rate model
/// Dividend yield model
/// The mirror option for parity calculation
/// The option pricing model used to estimate Delta
/// The option pricing model used to estimate IV
public Delta(Symbol option, IRiskFreeInterestRateModel riskFreeRateModel, IDividendYieldModel dividendYieldModel, Symbol mirrorOption = null,
OptionPricingModelType? optionModel = null, OptionPricingModelType? ivModel = null)
: this($"Delta({option},{mirrorOption},{GetOptionModel(optionModel, option.ID.OptionStyle)})", option, riskFreeRateModel,
dividendYieldModel, mirrorOption, optionModel, ivModel)
{
}
///
/// Initializes a new instance of the Delta class
///
/// The name of this indicator
/// The option to be tracked
/// Risk-free rate model
/// Dividend yield model
/// The mirror option for parity calculation
/// The option pricing model used to estimate Delta
/// The option pricing model used to estimate IV
public Delta(string name, Symbol option, PyObject riskFreeRateModel, PyObject dividendYieldModel, Symbol mirrorOption = null,
OptionPricingModelType? optionModel = null, OptionPricingModelType? ivModel = null)
: base(name, option, riskFreeRateModel, dividendYieldModel, mirrorOption, optionModel, ivModel)
{
}
///
/// Initializes a new instance of the Delta class
///
/// The option to be tracked
/// Risk-free rate model
/// Dividend yield model
/// The mirror option for parity calculation
/// The option pricing model used to estimate Delta
/// The option pricing model used to estimate IV
public Delta(Symbol option, PyObject riskFreeRateModel, PyObject dividendYieldModel, Symbol mirrorOption = null,
OptionPricingModelType? optionModel = null, OptionPricingModelType? ivModel = null)
: this($"Delta({option},{mirrorOption},{GetOptionModel(optionModel, option.ID.OptionStyle)})", option, riskFreeRateModel,
dividendYieldModel, mirrorOption, optionModel, ivModel)
{
}
///
/// Initializes a new instance of the Delta class
///
/// The name of this indicator
/// The option to be tracked
/// Risk-free rate model
/// Dividend yield, as a constant
/// The mirror option for parity calculation
/// The option pricing model used to estimate Delta
/// The option pricing model used to estimate IV
public Delta(string name, Symbol option, IRiskFreeInterestRateModel riskFreeRateModel, decimal dividendYield = 0.0m, Symbol mirrorOption = null,
OptionPricingModelType? optionModel = null, OptionPricingModelType? ivModel = null)
: base(name, option, riskFreeRateModel, dividendYield, mirrorOption, optionModel, ivModel)
{
}
///
/// Initializes a new instance of the Delta class
///
/// The option to be tracked
/// Risk-free rate model
/// Dividend yield, as a constant
/// The mirror option for parity calculation
/// The option pricing model used to estimate Delta
/// The option pricing model used to estimate IV
public Delta(Symbol option, IRiskFreeInterestRateModel riskFreeRateModel, decimal dividendYield = 0.0m, Symbol mirrorOption = null,
OptionPricingModelType? optionModel = null, OptionPricingModelType? ivModel = null)
: this($"Delta({option},{mirrorOption},{GetOptionModel(optionModel, option.ID.OptionStyle)})", option, riskFreeRateModel,
dividendYield, mirrorOption, optionModel, ivModel)
{
}
///
/// Initializes a new instance of the Delta class
///
/// The name of this indicator
/// The option to be tracked
/// Risk-free rate model
/// Dividend yield, as a constant
/// The mirror option for parity calculation
/// The option pricing model used to estimate Delta
/// The option pricing model used to estimate IV
public Delta(string name, Symbol option, PyObject riskFreeRateModel, decimal dividendYield = 0.0m, Symbol mirrorOption = null,
OptionPricingModelType? optionModel = null, OptionPricingModelType? ivModel = null)
: base(name, option, riskFreeRateModel, dividendYield, mirrorOption, optionModel, ivModel)
{
}
///
/// Initializes a new instance of the Delta class
///
/// The option to be tracked
/// Risk-free rate model
/// Dividend yield, as a constant
/// The mirror option for parity calculation
/// The option pricing model used to estimate Delta
/// The option pricing model used to estimate IV
public Delta(Symbol option, PyObject riskFreeRateModel, decimal dividendYield = 0.0m, Symbol mirrorOption = null,
OptionPricingModelType? optionModel = null, OptionPricingModelType? ivModel = null)
: this($"Delta({option},{mirrorOption},{GetOptionModel(optionModel, option.ID.OptionStyle)})", option, riskFreeRateModel,
dividendYield, mirrorOption, optionModel, ivModel)
{
}
///
/// Initializes a new instance of the Delta class
///
/// The name of this indicator
/// The option to be trackedam>
/// Risk-free rate, as a constant
/// Dividend yield, as a constant
/// The mirror option for parity calculation
/// The option pricing model used to estimate Delta
/// The option pricing model used to estimate IV
public Delta(string name, Symbol option, decimal riskFreeRate = 0.05m, decimal dividendYield = 0.0m, Symbol mirrorOption = null,
OptionPricingModelType? optionModel = null, OptionPricingModelType? ivModel = null)
: base(name, option, riskFreeRate, dividendYield, mirrorOption, optionModel, ivModel)
{
}
///
/// Initializes a new instance of the Delta class
///
/// The option to be tracked
/// Risk-free rate, as a constant
/// Dividend yield, as a constant
/// The mirror option for parity calculation
/// The option pricing model used to estimate Delta
/// The option pricing model used to estimate IV
public Delta(Symbol option, decimal riskFreeRate = 0.05m, decimal dividendYield = 0.0m, Symbol mirrorOption = null,
OptionPricingModelType? optionModel = null, OptionPricingModelType? ivModel = null)
: this($"Delta({option},{mirrorOption},{GetOptionModel(optionModel, option.ID.OptionStyle)})", option, riskFreeRate, dividendYield,
mirrorOption, optionModel, ivModel)
{
}
///
/// Calculate the Delta of the option
///
protected override decimal CalculateGreek(decimal timeTillExpiry)
{
var iv = (double)ImpliedVolatility.Current.Value;
var underlyingPrice = (double)UnderlyingPrice.Current.Value;
var strike = (double)Strike;
var timeTillExpiryDouble = (double)timeTillExpiry;
var riskFreeRate = (double)RiskFreeRate.Current.Value;
var dividendYield = (double)DividendYield.Current.Value;
double result;
switch (_optionModel)
{
case OptionPricingModelType.BinomialCoxRossRubinstein:
var upFactor = Math.Exp(iv * Math.Sqrt(timeTillExpiryDouble / OptionGreekIndicatorsHelper.Steps));
if (upFactor == 1)
{
// provide a small step to estimate delta
upFactor = 1.00001;
}
var sU = underlyingPrice * upFactor;
var sD = underlyingPrice / upFactor;
var fU = OptionGreekIndicatorsHelper.CRRTheoreticalPrice(iv, sU, strike, timeTillExpiryDouble, riskFreeRate, dividendYield, Right);
var fD = OptionGreekIndicatorsHelper.CRRTheoreticalPrice(iv, sD, strike, timeTillExpiryDouble, riskFreeRate, dividendYield, Right);
result = OptionGreekIndicatorsHelper.Divide(fU - fD, sU - sD);
break;
case OptionPricingModelType.ForwardTree:
var discount = Math.Exp((riskFreeRate - dividendYield) * timeTillExpiryDouble / OptionGreekIndicatorsHelper.Steps);
upFactor = Math.Exp(iv * Math.Sqrt(timeTillExpiryDouble / OptionGreekIndicatorsHelper.Steps)) * discount;
if (upFactor == 1)
{
// provide a small step to estimate delta
upFactor = 1.00001;
}
var downFactor = Math.Exp(-iv * Math.Sqrt(timeTillExpiryDouble / OptionGreekIndicatorsHelper.Steps)) * discount;
if (downFactor == 1)
{
// provide a small step to estimate delta
downFactor = 0.99999;
}
sU = underlyingPrice * upFactor;
sD = underlyingPrice * downFactor;
fU = OptionGreekIndicatorsHelper.ForwardTreeTheoreticalPrice(iv, sU, strike, timeTillExpiryDouble, riskFreeRate, dividendYield, Right);
fD = OptionGreekIndicatorsHelper.ForwardTreeTheoreticalPrice(iv, sD, strike, timeTillExpiryDouble, riskFreeRate, dividendYield, Right);
result = OptionGreekIndicatorsHelper.Divide(fU - fD, sU - sD);
break;
case OptionPricingModelType.BlackScholes:
default:
var norm = new Normal();
var d1 = OptionGreekIndicatorsHelper.CalculateD1(underlyingPrice, strike, timeTillExpiryDouble, riskFreeRate, dividendYield, iv);
double wholeShareDelta;
if (Right == OptionRight.Call)
{
wholeShareDelta = norm.CumulativeDistribution(d1);
}
else
{
wholeShareDelta = -norm.CumulativeDistribution(-d1);
}
result = wholeShareDelta * Math.Exp(-dividendYield * timeTillExpiryDouble);
break;
}
return Convert.ToDecimal(result);
}
}
}