FokkerPlanckGenerator.java
package org.drip.pricer.option;
/*
* -*- mode: java; tab-width: 4; indent-tabs-mode: nil; c-basic-offset: 4 -*-
*/
/*!
* Copyright (C) 2020 Lakshmi Krishnamurthy
* Copyright (C) 2019 Lakshmi Krishnamurthy
* Copyright (C) 2018 Lakshmi Krishnamurthy
* Copyright (C) 2017 Lakshmi Krishnamurthy
* Copyright (C) 2016 Lakshmi Krishnamurthy
* Copyright (C) 2015 Lakshmi Krishnamurthy
* Copyright (C) 2014 Lakshmi Krishnamurthy
*
* This file is part of DROP, an open-source library targeting analytics/risk, transaction cost analytics,
* asset liability management analytics, capital, exposure, and margin analytics, valuation adjustment
* analytics, and portfolio construction analytics within and across fixed income, credit, commodity,
* equity, FX, and structured products. It also includes auxiliary libraries for algorithm support,
* numerical analysis, numerical optimization, spline builder, model validation, statistical learning,
* and computational support.
*
* https://lakshmidrip.github.io/DROP/
*
* DROP is composed of three modules:
*
* - DROP Product Core - https://lakshmidrip.github.io/DROP-Product-Core/
* - DROP Portfolio Core - https://lakshmidrip.github.io/DROP-Portfolio-Core/
* - DROP Computational Core - https://lakshmidrip.github.io/DROP-Computational-Core/
*
* DROP Product Core implements libraries for the following:
* - Fixed Income Analytics
* - Loan Analytics
* - Transaction Cost Analytics
*
* DROP Portfolio Core implements libraries for the following:
* - Asset Allocation Analytics
* - Asset Liability Management Analytics
* - Capital Estimation Analytics
* - Exposure Analytics
* - Margin Analytics
* - XVA Analytics
*
* DROP Computational Core implements libraries for the following:
* - Algorithm Support
* - Computation Support
* - Function Analysis
* - Model Validation
* - Numerical Analysis
* - Numerical Optimizer
* - Spline Builder
* - Statistical Learning
*
* Documentation for DROP is Spread Over:
*
* - Main => https://lakshmidrip.github.io/DROP/
* - Wiki => https://github.com/lakshmiDRIP/DROP/wiki
* - GitHub => https://github.com/lakshmiDRIP/DROP
* - Repo Layout Taxonomy => https://github.com/lakshmiDRIP/DROP/blob/master/Taxonomy.md
* - Javadoc => https://lakshmidrip.github.io/DROP/Javadoc/index.html
* - Technical Specifications => https://github.com/lakshmiDRIP/DROP/tree/master/Docs/Internal
* - Release Versions => https://lakshmidrip.github.io/DROP/version.html
* - Community Credits => https://lakshmidrip.github.io/DROP/credits.html
* - Issues Catalog => https://github.com/lakshmiDRIP/DROP/issues
* - JUnit => https://lakshmidrip.github.io/DROP/junit/index.html
* - Jacoco => https://lakshmidrip.github.io/DROP/jacoco/index.html
*
* 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.
*/
/**
* <i>FokkerPlanckGenerator</i> holds the base functionality that the performs the PDF evolution oriented
* Option Pricing.
*
* <br><br>
* <ul>
* <li><b>Module </b> = <a href = "https://github.com/lakshmiDRIP/DROP/tree/master/ProductCore.md">Product Core Module</a></li>
* <li><b>Library</b> = <a href = "https://github.com/lakshmiDRIP/DROP/tree/master/FixedIncomeAnalyticsLibrary.md">Fixed Income Analytics</a></li>
* <li><b>Project</b> = <a href = "https://github.com/lakshmiDRIP/DROP/tree/master/src/main/java/org/drip/pricer/README.md">Custom Pricing Algorithms and the Derivative Fokker Planck Trajectory Generators</a></li>
* <li><b>Package</b> = <a href = "https://github.com/lakshmiDRIP/DROP/tree/master/src/main/java/org/drip/pricer/option/README.md">Deterministic/Stochastic Volatility Settings/Greeks</a></li>
* </ul>
* <br><br>
*
* @author Lakshmi Krishnamurthy
*/
public abstract class FokkerPlanckGenerator implements org.drip.param.pricer.GenericPricer {
/**
* Compute the Expected Payoff of the Option from the Inputs
*
* @param dblStrike Option Strike
* @param dblTimeToExpiry Option Time To Expiry
* @param dblRiskFreeRate Option Risk Free Rate
* @param dblUnderlier Option Underlier Value
* @param bIsPut TRUE - The Option is a Put
* @param bIsForward TRUE - The Underlier represents the Forward, FALSE - it represents Spot
* @param dblInitialVolatility Option Initial Volatility Value
* @param bAsPrice TRUE - Return the Discounted Payoff
*
* @return The Expected Option Payoff
*
* @throws java.lang.Exception Thrown if the Expected Payoff cannot be calculated
*/
public abstract double payoff (
final double dblStrike,
final double dblTimeToExpiry,
final double dblRiskFreeRate,
final double dblUnderlier,
final boolean bIsPut,
final boolean bIsForward,
final double dblInitialVolatility,
final boolean bAsPrice)
throws java.lang.Exception;
/**
* Carry out a Sensitivity Run and generate the Pricing related measure set
*
* @param dblStrike Option Strike
* @param dblTimeToExpiry Option Time To Expiry
* @param dblRiskFreeRate Option Risk Free Rate
* @param dblUnderlier Option Underlier Value
* @param bIsPut TRUE - The Option is a Put
* @param bIsForward TRUE - The Underlier represents the Forward, FALSE - it represents Spot
* @param dblInitialVolatility Option Initial Volatility Value
*
* @return The Greeks Sensitivities Output
*/
public abstract org.drip.pricer.option.Greeks greeks (
final double dblStrike,
final double dblTimeToExpiry,
final double dblRiskFreeRate,
final double dblUnderlier,
final boolean bIsPut,
final boolean bIsForward,
final double dblInitialVolatility);
/**
* Compute the Expected Payoff of the Option from the Inputs
*
* @param iSpotDate Spot Date
* @param iExpiryDate Expiry Date
* @param dblStrike Option Strike
* @param dcFunding The Funding Curve
* @param dblUnderlier Option Underlier Value
* @param bIsPut TRUE - The Option is a Put
* @param bIsForward TRUE - The Underlier represents the Forward, FALSE - it represents Spot
* @param dblInitialVolatility Option Initial Volatility Value
* @param bAsPrice TRUE - Return the Discounted Payoff
*
* @return The Expected Option Payoff
*
* @throws java.lang.Exception Thrown if the Expected Payoff cannot be calculated
*/
public double payoff (
final int iSpotDate,
final int iExpiryDate,
final double dblStrike,
final org.drip.state.discount.MergedDiscountForwardCurve dcFunding,
final double dblUnderlier,
final boolean bIsPut,
final boolean bIsForward,
final double dblInitialVolatility,
final boolean bAsPrice)
throws java.lang.Exception
{
if (iExpiryDate <= iSpotDate || !org.drip.numerical.common.NumberUtil.IsValid (dblStrike) || null ==
dcFunding || !org.drip.numerical.common.NumberUtil.IsValid (dblInitialVolatility))
throw new java.lang.Exception ("FokkerPlanckGenerator::payoff => Invalid Inputs");
return payoff (dblStrike, 1. * (iExpiryDate - iSpotDate) / 365.25, dcFunding.libor (iSpotDate,
iExpiryDate), dblUnderlier, bIsPut, bIsForward, dblInitialVolatility, bAsPrice);
}
/**
* Compute the Expected Payoff of the Option from the Inputs
*
* @param iSpotDate Spot Date
* @param iExpiryDate Expiry Date
* @param dblStrike Option Strike
* @param dcFunding The Funding Curve
* @param dblUnderlier Option Underlier Value
* @param bIsPut TRUE - The Option is a Put
* @param bIsForward TRUE - The Underlier represents the Forward, FALSE - it represents Spot
* @param funcVolatilityR1ToR1 The R^1 To R^1 Volatility Term Structure
* @param bAsPrice TRUE - Return the Discounted Payoff
*
* @return The Expected Option Payoff
*
* @throws java.lang.Exception Thrown if the Expected Payoff cannot be calculated
*/
public double payoff (
final int iSpotDate,
final int iExpiryDate,
final double dblStrike,
final org.drip.state.discount.MergedDiscountForwardCurve dcFunding,
final double dblUnderlier,
final boolean bIsPut,
final boolean bIsForward,
final org.drip.function.definition.R1ToR1 funcVolatilityR1ToR1,
final boolean bAsPrice)
throws java.lang.Exception
{
if (iExpiryDate <= iSpotDate || !org.drip.numerical.common.NumberUtil.IsValid (dblStrike) || null ==
dcFunding || null == funcVolatilityR1ToR1)
throw new java.lang.Exception ("FokkerPlanckGenerator::payoff => Invalid Inputs");
int iDaysToExpiry = iExpiryDate - iSpotDate;
double dblRiskFreeRate = dcFunding.libor (iSpotDate, iExpiryDate);
org.drip.function.definition.R1ToR1 funcVarianceR1ToR1 = new org.drip.function.definition.R1ToR1
(null) {
@Override public double evaluate (
final double dblX)
throws java.lang.Exception
{
return funcVolatilityR1ToR1.evaluate (dblX) * funcVolatilityR1ToR1.evaluate (dblX);
}
};
double dblEffectiveVolatility = java.lang.Math.sqrt (funcVarianceR1ToR1.integrate (iSpotDate,
iExpiryDate) / iDaysToExpiry);
return payoff (dblStrike, 1. * iDaysToExpiry / 365.25, dblRiskFreeRate, dblUnderlier, bIsPut,
bIsForward, dblEffectiveVolatility, bAsPrice);
}
/**
* Carry out a Sensitivity Run and generate the Pricing related measure set
*
* @param iSpotDate Spot Date
* @param iExpiryDate Expiry Date
* @param dblStrike Option Strike
* @param dcFunding The Funding Curve
* @param dblUnderlier Option Underlier Value
* @param bIsPut TRUE - The Option is a Put
* @param bIsForward TRUE - The Underlier represents the Forward, FALSE - it represents Spot
* @param dblIntegratedSurfaceVariance The Integrated Surface Variance
*
* @return The Greeks Output generated from the Sensitivities Run
*/
public org.drip.pricer.option.Greeks greeks (
final int iSpotDate,
final int iExpiryDate,
final double dblStrike,
final org.drip.state.discount.MergedDiscountForwardCurve dcFunding,
final double dblUnderlier,
final boolean bIsPut,
final boolean bIsForward,
final double dblIntegratedSurfaceVariance)
{
if (iExpiryDate <= iSpotDate || !org.drip.numerical.common.NumberUtil.IsValid (dblStrike) || null ==
dcFunding || !org.drip.numerical.common.NumberUtil.IsValid (dblIntegratedSurfaceVariance))
return null;
double dblTimeToExpiry = 1. * (iExpiryDate - iSpotDate) / 365.25;
try {
return greeks (dblStrike, dblTimeToExpiry, dcFunding.libor (iSpotDate, iExpiryDate),
dblUnderlier, bIsPut, bIsForward, java.lang.Math.sqrt (dblIntegratedSurfaceVariance /
dblTimeToExpiry));
} catch (java.lang.Exception e) {
e.printStackTrace();
}
return null;
}
/**
* Carry out a Sensitivity Run and generate the Pricing related measure set
*
* @param iSpotDate Spot Date
* @param iExpiryDate Expiry Date
* @param dblStrike Option Strike
* @param dcFunding The Funding Curve
* @param dblUnderlier Option Underlier Value
* @param bIsPut TRUE - The Option is a Put
* @param bIsForward TRUE - The Underlier represents the Forward, FALSE - it represents Spot
* @param funcVolatilityR1ToR1 The R^1 To R^1 Volatility Term Structure
*
* @return The Greeks Output generated from the Sensitivities Run
*/
public org.drip.pricer.option.Greeks greeks (
final int iSpotDate,
final int iExpiryDate,
final double dblStrike,
final org.drip.state.discount.MergedDiscountForwardCurve dcFunding,
final double dblUnderlier,
final boolean bIsPut,
final boolean bIsForward,
final org.drip.function.definition.R1ToR1 funcVolatilityR1ToR1)
{
if (iExpiryDate <= iSpotDate || !org.drip.numerical.common.NumberUtil.IsValid (dblStrike) || null ==
dcFunding || null == funcVolatilityR1ToR1)
return null;
double dblRiskFreeRate = java.lang.Double.NaN;
double dblEffectiveVolatility = java.lang.Double.NaN;
double dblTimeToExpiry = 1. * (iExpiryDate - iSpotDate) / 365.25;
org.drip.function.definition.R1ToR1 funcVarianceR1ToR1 = new org.drip.function.definition.R1ToR1
(null) {
@Override public double evaluate (
final double dblX)
throws java.lang.Exception
{
return funcVolatilityR1ToR1.evaluate (dblX) * funcVolatilityR1ToR1.evaluate (dblX);
}
};
try {
dblRiskFreeRate = dcFunding.libor (iSpotDate, iExpiryDate);
dblEffectiveVolatility = java.lang.Math.sqrt (funcVarianceR1ToR1.integrate (iSpotDate,
iExpiryDate) / (365.25 * dblTimeToExpiry));
} catch (java.lang.Exception e) {
e.printStackTrace();
return null;
}
return greeks (dblStrike, dblTimeToExpiry, dblRiskFreeRate, dblUnderlier, bIsPut, bIsForward,
dblEffectiveVolatility);
}
/**
* Imply the Effective Volatility From the Option Price
*
* @param dblStrike Strike
* @param dblTimeToExpiry Time To Expiry
* @param dblRiskFreeRate Risk Free Rate
* @param dblUnderlier The Underlier
* @param bIsPut TRUE - The Option is a Put
* @param bIsForward TRUE - The Underlier represents the Forward, FALSE - it represents Spot
* @param dblPrice The Price
*
* @return The Implied Effective Volatility
*
* @throws java.lang.Exception Thrown if the Effective Volatility cannot be implied
*/
public double impliedVolatilityFromPrice (
final double dblStrike,
final double dblTimeToExpiry,
final double dblRiskFreeRate,
final double dblUnderlier,
final boolean bIsPut,
final boolean bIsForward,
final double dblPrice)
throws java.lang.Exception
{
org.drip.function.definition.R1ToR1 au = new org.drip.function.definition.R1ToR1 (null) {
@Override public double evaluate (
final double dblSpotVolatility)
throws java.lang.Exception
{
return payoff (dblStrike, dblTimeToExpiry, dblRiskFreeRate, dblUnderlier, bIsPut, bIsForward,
dblSpotVolatility, true) - dblPrice;
}
};
org.drip.function.r1tor1solver.FixedPointFinderOutput fpop = new
org.drip.function.r1tor1solver.FixedPointFinderBrent (0., au, true).findRoot();
if (null == fpop || !fpop.containsRoot())
throw new java.lang.Exception
("FokkerPlanckGenerator::impliedVolatilityFromPrice => Cannot imply Volatility");
return java.lang.Math.abs (fpop.getRoot());
}
/**
* Imply the Effective Volatility From the Option Price
*
* @param iSpotDate Spot Date
* @param iExpiryDate Expiry Date
* @param dblStrike Option Strike
* @param dcFunding The Funding Curve
* @param dblUnderlier Option Underlier Value
* @param bIsPut TRUE - The Option is a Put
* @param bIsForward TRUE - The Underlier represents the Forward, FALSE - it represents Spot
* @param dblPrice The Price
*
* @return The Implied Effective Volatility
*
* @throws java.lang.Exception Thrown if the Effective Volatility cannot be implied
*/
public double impliedVolatilityFromPrice (
final int iSpotDate,
final int iExpiryDate,
final double dblStrike,
final org.drip.state.discount.MergedDiscountForwardCurve dcFunding,
final double dblUnderlier,
final boolean bIsPut,
final boolean bIsForward,
final double dblPrice)
throws java.lang.Exception
{
org.drip.function.definition.R1ToR1 au = new org.drip.function.definition.R1ToR1 (null) {
@Override public double evaluate (
final double dblInitialVolatility)
throws java.lang.Exception
{
return payoff (iSpotDate, iExpiryDate, dblStrike, dcFunding, dblUnderlier, bIsPut,
bIsForward, dblInitialVolatility, true) - dblPrice;
}
};
org.drip.function.r1tor1solver.FixedPointFinderOutput fpop = new
org.drip.function.r1tor1solver.FixedPointFinderBrent (0., au, true).findRoot();
if (null == fpop || !fpop.containsRoot())
throw new java.lang.Exception
("FokkerPlanckGenerator::impliedVolatilityFromPrice => Cannot imply Volatility");
return java.lang.Math.abs (fpop.getRoot());
}
/**
* Imply the Effective Black-Scholes Volatility From the Option Price
*
* @param dblStrike Strike
* @param dblTimeToExpiry Time To Expiry
* @param dblRiskFreeRate Risk Free Rate
* @param dblUnderlier The Underlier
* @param bIsPut TRUE - The Option is a Put
* @param bIsForward TRUE - The Underlier represents the Forward, FALSE - it represents Spot
* @param dblPrice The Price
*
* @return The Implied Black Scholes Effective Volatility
*
* @throws java.lang.Exception Thrown if the Black Scholes Effective Volatility cannot be implied
*/
public double impliedBlackScholesVolatility (
final double dblStrike,
final double dblTimeToExpiry,
final double dblRiskFreeRate,
final double dblUnderlier,
final boolean bIsPut,
final boolean bIsForward,
final double dblPrice)
throws java.lang.Exception
{
return new org.drip.pricer.option.BlackScholesAlgorithm().impliedVolatilityFromPrice (dblStrike,
dblTimeToExpiry, dblRiskFreeRate, dblUnderlier, bIsPut, bIsForward, dblPrice);
}
}