UncollateralizedCollateralGroup.java
- package org.drip.sample.xva;
- import org.drip.analytics.date.*;
- import org.drip.exposure.evolver.LatentStateVertexContainer;
- import org.drip.exposure.universe.*;
- import org.drip.measure.discrete.SequenceGenerator;
- import org.drip.measure.dynamics.DiffusionEvaluatorLinear;
- import org.drip.measure.process.DiffusionEvolver;
- import org.drip.measure.realization.*;
- import org.drip.numerical.common.FormatUtil;
- import org.drip.service.env.EnvManager;
- import org.drip.state.identifier.OTCFixFloatLabel;
- import org.drip.xva.gross.*;
- import org.drip.xva.netting.CollateralGroupPath;
- import org.drip.xva.strategy.*;
- import org.drip.xva.vertex.AlbaneseAndersen;
- /*
- * -*- mode: java; tab-width: 4; indent-tabs-mode: nil; c-basic-offset: 4 -*-
- */
- /*!
- * Copyright (C) 2018 Lakshmi Krishnamurthy
- * Copyright (C) 2017 Lakshmi Krishnamurthy
- *
- * This file is part of DRIP, a free-software/open-source library for buy/side financial/trading model
- * libraries targeting analysts and developers
- * https://lakshmidrip.github.io/DRIP/
- *
- * DRIP is composed of four main libraries:
- *
- * - DRIP Fixed Income - https://lakshmidrip.github.io/DRIP-Fixed-Income/
- * - DRIP Asset Allocation - https://lakshmidrip.github.io/DRIP-Asset-Allocation/
- * - DRIP Numerical Optimizer - https://lakshmidrip.github.io/DRIP-Numerical-Optimizer/
- * - DRIP Statistical Learning - https://lakshmidrip.github.io/DRIP-Statistical-Learning/
- *
- * - DRIP Fixed Income: Library for Instrument/Trading Conventions, Treasury Futures/Options,
- * Funding/Forward/Overnight Curves, Multi-Curve Construction/Valuation, Collateral Valuation and XVA
- * Metric Generation, Calibration and Hedge Attributions, Statistical Curve Construction, Bond RV
- * Metrics, Stochastic Evolution and Option Pricing, Interest Rate Dynamics and Option Pricing, LMM
- * Extensions/Calibrations/Greeks, Algorithmic Differentiation, and Asset Backed Models and Analytics.
- *
- * - DRIP Asset Allocation: Library for model libraries for MPT framework, Black Litterman Strategy
- * Incorporator, Holdings Constraint, and Transaction Costs.
- *
- * - DRIP Numerical Optimizer: Library for Numerical Optimization and Spline Functionality.
- *
- * - DRIP Statistical Learning: Library for Statistical Evaluation and Machine Learning.
- *
- * 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.
- */
- /**
- * UncollateralizedCollateralGroup illustrates the Sample Run of a Single Uncollateralized Collateral Group
- * with several Fix-Float Swaps. The References are:
- *
- * - Burgard, C., and M. Kjaer (2014): PDE Representations of Derivatives with Bilateral Counter-party Risk
- * and Funding Costs, Journal of Credit Risk, 7 (3) 1-19.
- *
- * - Burgard, C., and M. Kjaer (2014): In the Balance, Risk, 24 (11) 72-75.
- *
- * - Gregory, J. (2009): Being Two-faced over Counter-party Credit Risk, Risk 20 (2) 86-90.
- *
- * - Li, B., and Y. Tang (2007): Quantitative Analysis, Derivatives Modeling, and Trading Strategies in the
- * Presence of Counter-party Credit Risk for the Fixed Income Market, World Scientific Publishing,
- * Singapore.
- *
- * - Piterbarg, V. (2010): Funding Beyond Discounting: Collateral Agreements and Derivatives Pricing, Risk
- * 21 (2) 97-102.
- *
- * @author Lakshmi Krishnamurthy
- */
- public class UncollateralizedCollateralGroup {
- private static final double[] ATMSwapRateOffsetRealization (
- final DiffusionEvolver deATMSwapRateOffset,
- final double dblATMSwapRateOffsetInitial,
- final double dblTime,
- final double dblTimeWidth,
- final int iNumStep)
- throws Exception
- {
- double[] adblATMSwapRateOffset = new double[iNumStep + 1];
- adblATMSwapRateOffset[0] = dblATMSwapRateOffsetInitial;
- double[] adblTimeWidth = new double[iNumStep];
- for (int i = 0; i < iNumStep; ++i)
- adblTimeWidth[i] = dblTimeWidth;
- JumpDiffusionEdge[] aJDE = deATMSwapRateOffset.incrementSequence (
- new JumpDiffusionVertex (
- dblTime,
- dblATMSwapRateOffsetInitial,
- 0.,
- false
- ),
- JumpDiffusionEdgeUnit.Diffusion (
- adblTimeWidth,
- SequenceGenerator.Gaussian (iNumStep)
- ),
- dblTimeWidth
- );
- for (int j = 1; j <= iNumStep; ++j)
- adblATMSwapRateOffset[j] = aJDE[j - 1].finish();
- return adblATMSwapRateOffset;
- }
- private static final double[] SwapPortfolioValueRealization (
- final DiffusionEvolver deATMSwapRate,
- final double dblATMSwapRateStart,
- final int iNumStep,
- final double dblTime,
- final double dblTimeWidth,
- final int iNumSwap)
- throws Exception
- {
- double[] adblSwapPortfolioValueRealization = new double[iNumStep + 1];
- for (int i = 0; i < iNumStep; ++i)
- adblSwapPortfolioValueRealization[i] = 0.;
- for (int i = 0; i < iNumSwap; ++i) {
- double[] adblATMSwapRateOffsetRealization = ATMSwapRateOffsetRealization (
- deATMSwapRate,
- dblATMSwapRateStart,
- dblTime,
- dblTimeWidth,
- iNumStep
- );
- for (int j = 0; j <= iNumStep; ++j)
- adblSwapPortfolioValueRealization[j] += dblTimeWidth * (iNumStep - j) * adblATMSwapRateOffsetRealization[j];
- }
- return adblSwapPortfolioValueRealization;
- }
- private static final double[][] SwapPortfolioValueRealization (
- final DiffusionEvolver deATMSwapRate,
- final double dblSwapPortfolioValueStart,
- final int iNumStep,
- final double dblTime,
- final double dblTimeWidth,
- final int iNumSwap,
- final int iNumSimulation)
- throws Exception
- {
- double[][] aadblSwapPortfolioValueRealization = new double[iNumSimulation][];
- for (int i = 0; i < iNumSimulation; ++i)
- aadblSwapPortfolioValueRealization[i] = SwapPortfolioValueRealization (
- deATMSwapRate,
- dblSwapPortfolioValueStart,
- iNumStep,
- dblTime,
- dblTimeWidth,
- iNumSwap
- );
- return aadblSwapPortfolioValueRealization;
- }
- public static final void main (
- final String[] astrArgs)
- throws Exception
- {
- EnvManager.InitEnv ("");
- int iNumStep = 10;
- int iNumSwap = 10;
- double dblTime = 5.;
- int iNumPath = 10000;
- double dblATMSwapRateStart = 0.;
- double dblATMSwapRateDrift = 0.0;
- double dblATMSwapRateVolatility = 0.25;
- double dblOvernightNumeraireDrift = 0.01;
- double dblCSADrift = 0.01;
- double dblBankHazardRate = 0.015;
- double dblBankRecoveryRate = 0.40;
- double dblCounterPartyHazardRate = 0.030;
- double dblCounterPartyRecoveryRate = 0.30;
- JulianDate dtSpot = DateUtil.Today();
- double dblTimeWidth = dblTime / iNumStep;
- MarketVertex[] aMV = new MarketVertex[iNumStep + 1];
- JulianDate[] adtVertex = new JulianDate[iNumStep + 1];
- double[][] aadblCollateralBalance = new double[iNumPath][iNumStep + 1];
- double dblBankFundingSpread = dblBankHazardRate / (1. - dblBankRecoveryRate);
- MonoPathExposureAdjustment[] aMPEA = new MonoPathExposureAdjustment[iNumPath];
- double dblCounterPartyFundingSpread = dblCounterPartyHazardRate / (1. - dblCounterPartyRecoveryRate);
- double[][] aadblSwapPortfolioValueRealization = SwapPortfolioValueRealization (
- new DiffusionEvolver (
- DiffusionEvaluatorLinear.Standard (
- dblATMSwapRateDrift,
- dblATMSwapRateVolatility
- )
- ),
- dblATMSwapRateStart,
- iNumStep,
- dblTime,
- dblTimeWidth,
- iNumSwap,
- iNumPath
- );
- for (int i = 0; i <= iNumStep; ++i)
- {
- LatentStateVertexContainer latentStateVertexContainer = new LatentStateVertexContainer();
- latentStateVertexContainer.add (
- OTCFixFloatLabel.Standard ("USD-3M-10Y"),
- Double.NaN
- );
- aMV[i] = MarketVertex.Nodal (
- adtVertex[i] = dtSpot.addMonths (6 * i),
- dblOvernightNumeraireDrift,
- Math.exp (-0.5 * dblOvernightNumeraireDrift * (iNumStep - i)),
- dblCSADrift,
- Math.exp (-0.5 * dblCSADrift * (iNumStep - i)),
- new MarketVertexEntity (
- Math.exp (-0.5 * dblBankHazardRate * i),
- dblBankHazardRate,
- dblBankRecoveryRate,
- dblBankFundingSpread,
- Math.exp (-0.5 * dblBankHazardRate * (1. - dblBankRecoveryRate) * (iNumStep - i)),
- Double.NaN,
- Double.NaN,
- Double.NaN
- ),
- new MarketVertexEntity (
- Math.exp (-0.5 * dblCounterPartyHazardRate * i),
- dblCounterPartyHazardRate,
- dblCounterPartyRecoveryRate,
- dblCounterPartyFundingSpread,
- Math.exp (-0.5 * dblCounterPartyHazardRate * (1. - dblCounterPartyRecoveryRate) * (iNumStep - i)),
- Double.NaN,
- Double.NaN,
- Double.NaN
- ),
- latentStateVertexContainer
- );
- }
- MarketPath mp = MarketPath.FromMarketVertexArray (aMV);
- for (int i = 0; i < iNumPath; ++i) {
- AlbaneseAndersen[] aHGVR = new AlbaneseAndersen[iNumStep + 1];
- for (int j = 0; j <= iNumStep; ++j) {
- aadblCollateralBalance[i][j] = 0.;
- aHGVR[j] = new AlbaneseAndersen (
- adtVertex[j],
- aadblSwapPortfolioValueRealization[i][j],
- 0.,
- aadblCollateralBalance[i][j]
- );
- }
- CollateralGroupPath[] aHGP = new CollateralGroupPath[] {
- new CollateralGroupPath (
- aHGVR,
- mp
- )
- };
- aMPEA[i] = new MonoPathExposureAdjustment (
- new AlbaneseAndersenFundingGroupPath[] {
- new AlbaneseAndersenFundingGroupPath (
- new AlbaneseAndersenNettingGroupPath[] {
- new AlbaneseAndersenNettingGroupPath (
- aHGP,
- mp
- )
- },
- mp
- )
- }
- );
- }
- ExposureAdjustmentAggregator eaa = new ExposureAdjustmentAggregator (aMPEA);
- JulianDate[] adtVertexNode = eaa.vertexDates();
- System.out.println();
- System.out.println ("\t|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|");
- String strDump = "\t| DATE =>" ;
- for (int i = 0; i < adtVertexNode.length; ++i)
- strDump = strDump + " " + adtVertexNode[i] + " |";
- System.out.println (strDump);
- System.out.println ("\t|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|");
- double[] adblExposure = eaa.collateralizedExposure();
- strDump = "\t| EXPOSURE =>";
- for (int j = 0; j < adblExposure.length; ++j)
- strDump = strDump + " " + FormatUtil.FormatDouble (adblExposure[j], 1, 4, 1.) + " |";
- System.out.println (strDump);
- double[] adblPositiveExposure = eaa.collateralizedPositiveExposure();
- strDump = "\t| POSITIVE EXPOSURE =>";
- for (int j = 0; j < adblPositiveExposure.length; ++j)
- strDump = strDump + " " + FormatUtil.FormatDouble (adblPositiveExposure[j], 1, 4, 1.) + " |";
- System.out.println (strDump);
- double[] adblNegativeExposure = eaa.collateralizedNegativeExposure();
- strDump = "\t| NEGATIVE EXPOSURE =>";
- for (int j = 0; j < adblNegativeExposure.length; ++j)
- strDump = strDump + " " + FormatUtil.FormatDouble (adblNegativeExposure[j], 1, 4, 1.) + " |";
- System.out.println (strDump);
- double[] adblExposurePV = eaa.collateralizedExposurePV();
- strDump = "\t| EXPOSURE PV =>";
- for (int j = 0; j < adblExposurePV.length; ++j)
- strDump = strDump + " " + FormatUtil.FormatDouble (adblExposurePV[j], 1, 4, 1.) + " |";
- System.out.println (strDump);
- double[] adblPositiveExposurePV = eaa.collateralizedPositiveExposurePV();
- strDump = "\t| POSITIVE EXPOSURE PV =>";
- for (int j = 0; j < adblPositiveExposurePV.length; ++j)
- strDump = strDump + " " + FormatUtil.FormatDouble (adblPositiveExposurePV[j], 1, 4, 1.) + " |";
- System.out.println (strDump);
- double[] adblNegativeExposurePV = eaa.collateralizedNegativeExposurePV();
- strDump = "\t| NEGATIVE EXPOSURE PV =>";
- for (int j = 0; j < adblNegativeExposurePV.length; ++j)
- strDump = strDump + " " + FormatUtil.FormatDouble (adblNegativeExposurePV[j], 1, 4, 1.) + " |";
- System.out.println (strDump);
- System.out.println ("\t|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|");
- System.out.println();
- System.out.println ("\t||-------------------||");
- System.out.println ("\t|| UCVA => " + FormatUtil.FormatDouble (eaa.ucva().amount(), 2, 2, 100.) + "% ||");
- System.out.println ("\t|| FTDCVA => " + FormatUtil.FormatDouble (eaa.ftdcva().amount(), 2, 2, 100.) + "% ||");
- System.out.println ("\t|| CVA => " + FormatUtil.FormatDouble (eaa.cva().amount(), 2, 2, 100.) + "% ||");
- System.out.println ("\t|| CVACL => " + FormatUtil.FormatDouble (eaa.cvacl().amount(), 2, 2, 100.) + "% ||");
- System.out.println ("\t|| DVA => " + FormatUtil.FormatDouble (eaa.dva().amount(), 2, 2, 100.) + "% ||");
- System.out.println ("\t|| FVA => " + FormatUtil.FormatDouble (eaa.fva().amount(), 2, 2, 100.) + "% ||");
- System.out.println ("\t|| FDA => " + FormatUtil.FormatDouble (eaa.fda().amount(), 2, 2, 100.) + "% ||");
- System.out.println ("\t|| FCA => " + FormatUtil.FormatDouble (eaa.fca().amount(), 2, 2, 100.) + "% ||");
- System.out.println ("\t|| FBA => " + FormatUtil.FormatDouble (eaa.fba().amount(), 2, 2, 100.) + "% ||");
- System.out.println ("\t|| SFVA => " + FormatUtil.FormatDouble (eaa.sfva().amount(), 2, 2, 100.) + "% ||");
- System.out.println ("\t||-------------------||");
- EnvManager.TerminateEnv();
- }
- }