VariateInequalityConstraintMultiplier.java

  1. package org.drip.function.rdtor1solver;

  2. /*
  3.  * -*- mode: java; tab-width: 4; indent-tabs-mode: nil; c-basic-offset: 4 -*-
  4.  */

  5. /*!
  6.  * Copyright (C) 2020 Lakshmi Krishnamurthy
  7.  * Copyright (C) 2019 Lakshmi Krishnamurthy
  8.  * Copyright (C) 2018 Lakshmi Krishnamurthy
  9.  * Copyright (C) 2017 Lakshmi Krishnamurthy
  10.  * Copyright (C) 2016 Lakshmi Krishnamurthy
  11.  *
  12.  *  This file is part of DROP, an open-source library targeting analytics/risk, transaction cost analytics,
  13.  *      asset liability management analytics, capital, exposure, and margin analytics, valuation adjustment
  14.  *      analytics, and portfolio construction analytics within and across fixed income, credit, commodity,
  15.  *      equity, FX, and structured products. It also includes auxiliary libraries for algorithm support,
  16.  *      numerical analysis, numerical optimization, spline builder, model validation, statistical learning,
  17.  *      and computational support.
  18.  *  
  19.  *      https://lakshmidrip.github.io/DROP/
  20.  *  
  21.  *  DROP is composed of three modules:
  22.  *  
  23.  *  - DROP Product Core - https://lakshmidrip.github.io/DROP-Product-Core/
  24.  *  - DROP Portfolio Core - https://lakshmidrip.github.io/DROP-Portfolio-Core/
  25.  *  - DROP Computational Core - https://lakshmidrip.github.io/DROP-Computational-Core/
  26.  *
  27.  *  DROP Product Core implements libraries for the following:
  28.  *  - Fixed Income Analytics
  29.  *  - Loan Analytics
  30.  *  - Transaction Cost Analytics
  31.  *
  32.  *  DROP Portfolio Core implements libraries for the following:
  33.  *  - Asset Allocation Analytics
  34.  *  - Asset Liability Management Analytics
  35.  *  - Capital Estimation Analytics
  36.  *  - Exposure Analytics
  37.  *  - Margin Analytics
  38.  *  - XVA Analytics
  39.  *
  40.  *  DROP Computational Core implements libraries for the following:
  41.  *  - Algorithm Support
  42.  *  - Computation Support
  43.  *  - Function Analysis
  44.  *  - Model Validation
  45.  *  - Numerical Analysis
  46.  *  - Numerical Optimizer
  47.  *  - Spline Builder
  48.  *  - Statistical Learning
  49.  *
  50.  *  Documentation for DROP is Spread Over:
  51.  *
  52.  *  - Main                     => https://lakshmidrip.github.io/DROP/
  53.  *  - Wiki                     => https://github.com/lakshmiDRIP/DROP/wiki
  54.  *  - GitHub                   => https://github.com/lakshmiDRIP/DROP
  55.  *  - Repo Layout Taxonomy     => https://github.com/lakshmiDRIP/DROP/blob/master/Taxonomy.md
  56.  *  - Javadoc                  => https://lakshmidrip.github.io/DROP/Javadoc/index.html
  57.  *  - Technical Specifications => https://github.com/lakshmiDRIP/DROP/tree/master/Docs/Internal
  58.  *  - Release Versions         => https://lakshmidrip.github.io/DROP/version.html
  59.  *  - Community Credits        => https://lakshmidrip.github.io/DROP/credits.html
  60.  *  - Issues Catalog           => https://github.com/lakshmiDRIP/DROP/issues
  61.  *  - JUnit                    => https://lakshmidrip.github.io/DROP/junit/index.html
  62.  *  - Jacoco                   => https://lakshmidrip.github.io/DROP/jacoco/index.html
  63.  *
  64.  *  Licensed under the Apache License, Version 2.0 (the "License");
  65.  *      you may not use this file except in compliance with the License.
  66.  *  
  67.  *  You may obtain a copy of the License at
  68.  *      http://www.apache.org/licenses/LICENSE-2.0
  69.  *  
  70.  *  Unless required by applicable law or agreed to in writing, software
  71.  *      distributed under the License is distributed on an "AS IS" BASIS,
  72.  *      WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  73.  *  
  74.  *  See the License for the specific language governing permissions and
  75.  *      limitations under the License.
  76.  */

  77. /**
  78.  * <i>VariateInequalityConstraintMultiplier</i> holds the Variates and their Inequality Constraint
  79.  * Multipliers in either the Absolute or the Incremental Forms.
  80.  *
  81.  *  <br><br>
  82.  *  <ul>
  83.  *      <li><b>Module </b> = <a href = "https://github.com/lakshmiDRIP/DROP/tree/master/NumericalCore.md">Numerical Core Module</a></li>
  84.  *      <li><b>Library</b> = <a href = "https://github.com/lakshmiDRIP/DROP/tree/master/NumericalOptimizerLibrary.md">Numerical Optimizer</a></li>
  85.  *      <li><b>Project</b> = <a href = "https://github.com/lakshmiDRIP/DROP/tree/master/src/main/java/org/drip/feed/README.md">Function</a></li>
  86.  *      <li><b>Package</b> = <a href = "https://github.com/lakshmiDRIP/DROP/tree/master/src/main/java/org/drip/feed/rdtor1solver/README.md">R<sup>d</sup> To R<sup>1</sup> Solver</a></li>
  87.  *  </ul>
  88.  *
  89.  * @author Lakshmi Krishnamurthy
  90.  */

  91. public class VariateInequalityConstraintMultiplier
  92. {

  93.     /**
  94.      * Flag Indicating whether the Variate Contents are to be Logged "Before" Bounding
  95.      */

  96.     public static boolean s_preBoundBlog = false;

  97.     /**
  98.      * Flag Indicating whether the Variate Contents are to be Logged "After" Bounding
  99.      */

  100.     public static boolean s_postBoundBlog = false;

  101.     private boolean _incremental = false;
  102.     private double[] _variateArray = null;
  103.     private double[] _constraintMultiplierArray = null;

  104.     /**
  105.      * Add the Specified VariateInequalityConstraintMultiplier Instances together
  106.      *
  107.      * @param baseVariateConstriantMultiplier VariateInequalityConstraintMultiplier Instance Base
  108.      * @param incrementalVariateConstriantMultiplier VariateInequalityConstraintMultiplier Instance Increment
  109.      * @param incrementFactor The Increment Factor - 1. corresponds to Full Increment
  110.      * @param boundMultivariateFunctionArray Array of Bounded Multivariate Stubs
  111.      *
  112.      * @return The Added VariateInequalityConstraintMultiplier Instance
  113.      */

  114.     public static final VariateInequalityConstraintMultiplier Add (
  115.         final VariateInequalityConstraintMultiplier baseVariateConstriantMultiplier,
  116.         final VariateInequalityConstraintMultiplier incrementalVariateConstriantMultiplier,
  117.         final double incrementFactor,
  118.         final org.drip.function.rdtor1.BoundMultivariate[] boundMultivariateFunctionArray)
  119.     {
  120.         if (null == baseVariateConstriantMultiplier ||
  121.             null == incrementalVariateConstriantMultiplier ||
  122.             baseVariateConstriantMultiplier.incremental() ||
  123.             !incrementalVariateConstriantMultiplier.incremental() ||
  124.             !org.drip.numerical.common.NumberUtil.IsValid (incrementFactor) || 1. < incrementFactor)
  125.         {
  126.             return null;
  127.         }

  128.         double[] baseVariateArray = baseVariateConstriantMultiplier.variateArray();

  129.         double[] incrementalVariateArray = incrementalVariateConstriantMultiplier.variateArray();

  130.         double[] baseConstraintMultiplierArray = baseVariateConstriantMultiplier.constraintMultiplierArray();

  131.         double[] incrementalConstraintMultiplierArray =
  132.             incrementalVariateConstriantMultiplier.constraintMultiplierArray();

  133.         int variateCount = baseVariateArray.length;
  134.         double[] variateArray = new double[variateCount];
  135.         int boundMultivariateFunctionCount = null == boundMultivariateFunctionArray ?
  136.             0 : boundMultivariateFunctionArray.length;
  137.         int constraintCount = null == baseConstraintMultiplierArray ? 0 :
  138.             baseConstraintMultiplierArray.length;
  139.         int constraintCountIncrementCount = null == incrementalConstraintMultiplierArray ? 0 :
  140.             incrementalConstraintMultiplierArray.length;
  141.         double[] constraintMultiplierArray = 0 == constraintCount ? null : new double[constraintCount];

  142.         if (variateCount != incrementalVariateArray.length ||
  143.             constraintCount != constraintCountIncrementCount)
  144.         {
  145.             return null;
  146.         }

  147.         for (int variateIndex = 0;
  148.             variateIndex < variateCount;
  149.             ++variateIndex)
  150.         {
  151.             variateArray[variateIndex] = baseVariateArray[variateIndex] +
  152.                 incrementFactor * incrementalVariateArray[variateIndex];
  153.         }

  154.         if (s_preBoundBlog)
  155.         {
  156.             java.lang.String dump = "\tB";

  157.             for (int variateIndex = 0;
  158.                 variateIndex < variateCount;
  159.                 ++variateIndex)
  160.             {
  161.                 dump += " " + org.drip.numerical.common.FormatUtil.FormatDouble (
  162.                     variateArray[variateIndex],
  163.                     2,
  164.                     2,
  165.                     100.
  166.                 ) + " |";
  167.             }

  168.             System.out.println (dump);
  169.         }

  170.         for (int constraintIndex = 0;
  171.             constraintIndex < constraintCount;
  172.             ++constraintIndex)
  173.         {
  174.             if (0. > (
  175.                 constraintMultiplierArray[constraintIndex] = baseConstraintMultiplierArray[constraintIndex] +
  176.                     incrementFactor * incrementalConstraintMultiplierArray[constraintIndex]
  177.             ))
  178.             {
  179.                 constraintMultiplierArray[constraintIndex] = 0.;
  180.             }

  181.             if (boundMultivariateFunctionCount <= constraintIndex ||
  182.                 null == boundMultivariateFunctionArray[constraintIndex])
  183.             {
  184.                 continue;
  185.             }

  186.             int boundVariateIndex = boundMultivariateFunctionArray[constraintIndex].boundVariateIndex();

  187.             try
  188.             {
  189.                 if (boundMultivariateFunctionArray[constraintIndex].violated (
  190.                     variateArray[boundVariateIndex]
  191.                 ))
  192.                 {
  193.                     variateArray[boundVariateIndex] =
  194.                         boundMultivariateFunctionArray[constraintIndex].boundValue();
  195.                 }
  196.             }
  197.             catch (java.lang.Exception e)
  198.             {
  199.                 e.printStackTrace();

  200.                 return null;
  201.             }
  202.         }

  203.         if (s_postBoundBlog)
  204.         {
  205.             java.lang.String dump = "\tA";

  206.             for (int variateIndex = 0;
  207.                 variateIndex < variateCount;
  208.                 ++variateIndex)
  209.             {
  210.                 dump += " " + org.drip.numerical.common.FormatUtil.FormatDouble (
  211.                     variateArray[variateIndex],
  212.                     2,
  213.                     2,
  214.                     100.
  215.                 ) + " |";
  216.             }

  217.             System.out.println (dump);
  218.         }

  219.         try
  220.         {
  221.             return new VariateInequalityConstraintMultiplier (
  222.                 false,
  223.                 variateArray,
  224.                 constraintMultiplierArray
  225.             );
  226.         }
  227.         catch (java.lang.Exception e)
  228.         {
  229.             e.printStackTrace();
  230.         }

  231.         return null;
  232.     }

  233.     /**
  234.      * Add the Specified VariateInequalityConstraintMultiplier Instances together
  235.      *
  236.      * @param baseVariateConstriantMultiplier VariateInequalityConstraintMultiplier Instance Base
  237.      * @param incrementalVariateConstriantMultiplier VariateInequalityConstraintMultiplier Instance Increment
  238.      * @param boundMultivariateFunctionArray Array of Bounded Multivariate Stubs
  239.      *
  240.      * @return The Added VariateInequalityConstraintMultiplier Instance
  241.      */

  242.     public static final VariateInequalityConstraintMultiplier Add (
  243.         final VariateInequalityConstraintMultiplier baseVariateConstriantMultiplier,
  244.         final VariateInequalityConstraintMultiplier incrementalVariateConstriantMultiplier,
  245.         final org.drip.function.rdtor1.BoundMultivariate[] boundMultivariateFunctionArray)
  246.     {
  247.         return Add (
  248.             baseVariateConstriantMultiplier,
  249.             incrementalVariateConstriantMultiplier,
  250.             1.,
  251.             boundMultivariateFunctionArray
  252.         );
  253.     }

  254.     /**
  255.      * Subtract the Second VariateInequalityConstraintMultiplier Instance from the First
  256.      *
  257.      * @param baseVariateConstriantMultiplier VariateInequalityConstraintMultiplier Instance Base
  258.      * @param incrementalVariateConstriantMultiplier VariateInequalityConstraintMultiplier Instance Increment
  259.      * @param incrementFactor The Increment Factor - 1. corresponds to Full Increment
  260.      * @param boundMultivariateFunctionArray Array of Bounded Multivariate Stubs
  261.      *
  262.      * @return The Subtracted VariateInequalityConstraintMultiplier Instance
  263.      */

  264.     public static final VariateInequalityConstraintMultiplier Subtract (
  265.         final VariateInequalityConstraintMultiplier baseVariateConstriantMultiplier,
  266.         final VariateInequalityConstraintMultiplier incrementalVariateConstriantMultiplier,
  267.         final double incrementFactor,
  268.         final org.drip.function.rdtor1.BoundMultivariate[] boundMultivariateFunctionArray)
  269.     {
  270.         if (null == baseVariateConstriantMultiplier ||
  271.             null == incrementalVariateConstriantMultiplier ||
  272.             baseVariateConstriantMultiplier.incremental() ||
  273.             !incrementalVariateConstriantMultiplier.incremental() ||
  274.             !org.drip.numerical.common.NumberUtil.IsValid (incrementFactor) || 1. < incrementFactor)
  275.         {
  276.             return null;
  277.         }

  278.         double[] baseVariateArray = baseVariateConstriantMultiplier.variateArray();

  279.         double[] incrementalVariateIncrement = incrementalVariateConstriantMultiplier.variateArray();

  280.         double[] baseConstraintMultiplierArray = baseVariateConstriantMultiplier.constraintMultiplierArray();

  281.         double[] incrementalConstraintMultiplierArray =
  282.             incrementalVariateConstriantMultiplier.constraintMultiplierArray();

  283.         int variateCount = baseVariateArray.length;
  284.         double[] variateArray = new double[variateCount];
  285.         int constraintCount = null == baseConstraintMultiplierArray ? 0 :
  286.             baseConstraintMultiplierArray.length;
  287.         int boundMultivariateFunctionCount = null == boundMultivariateFunctionArray ?
  288.             0 : boundMultivariateFunctionArray.length;
  289.         int constraintIncrementCount = null == incrementalConstraintMultiplierArray ? 0 :
  290.             incrementalConstraintMultiplierArray.length;
  291.         double[] constraintMultiplierArray = 0 == constraintCount ? null : new
  292.             double[constraintCount];

  293.         if (variateCount != incrementalVariateIncrement.length ||
  294.             constraintCount != constraintIncrementCount)
  295.         {
  296.             return null;
  297.         }

  298.         for (int variateIndex = 0;
  299.             variateIndex < variateCount;
  300.             ++variateIndex)
  301.         {
  302.             variateArray[variateIndex] = baseVariateArray[variateIndex] -
  303.                 incrementFactor * incrementalVariateIncrement[variateIndex];
  304.         }

  305.         if (s_preBoundBlog)
  306.         {
  307.             java.lang.String dump = "\tB";

  308.             for (int variateIndex = 0;
  309.                 variateIndex < variateCount;
  310.                 ++variateIndex)
  311.             {
  312.                 dump += " " + org.drip.numerical.common.FormatUtil.FormatDouble (
  313.                     variateArray[variateIndex],
  314.                     2,
  315.                     2,
  316.                     100.
  317.                 ) + " |";
  318.             }

  319.             System.out.println (dump);
  320.         }

  321.         for (int constraintIndex = 0;
  322.             constraintIndex < constraintCount;
  323.             ++constraintIndex)
  324.         {
  325.             if (0. > (
  326.                 constraintMultiplierArray[constraintIndex] = baseConstraintMultiplierArray[constraintIndex] -
  327.                     incrementFactor * incrementalConstraintMultiplierArray[constraintIndex]
  328.             ))
  329.             {
  330.                 constraintMultiplierArray[constraintIndex] = 0.;
  331.             }

  332.             if (boundMultivariateFunctionCount <= constraintIndex ||
  333.                 null == boundMultivariateFunctionArray[constraintIndex])
  334.             {
  335.                 continue;
  336.             }

  337.             int boundVariateIndex = boundMultivariateFunctionArray[constraintIndex].boundVariateIndex();

  338.             try
  339.             {
  340.                 if (boundMultivariateFunctionArray[constraintIndex].violated (
  341.                     variateArray[boundVariateIndex]
  342.                 ))
  343.                 {
  344.                     variateArray[boundVariateIndex] =
  345.                         boundMultivariateFunctionArray[constraintIndex].boundValue();
  346.                 }
  347.             }
  348.             catch (java.lang.Exception e)
  349.             {
  350.                 e.printStackTrace();

  351.                 return null;
  352.             }
  353.         }

  354.         if (s_postBoundBlog)
  355.         {
  356.             java.lang.String dump = "\tA";

  357.             for (int variateIndex = 0;
  358.                 variateIndex < variateCount;
  359.                 ++variateIndex)
  360.             {
  361.                 dump += " " + org.drip.numerical.common.FormatUtil.FormatDouble (
  362.                     variateArray[variateIndex],
  363.                     2,
  364.                     2,
  365.                     100.
  366.                 ) + " |";
  367.             }

  368.             System.out.println (dump);
  369.         }

  370.         try
  371.         {
  372.             return new VariateInequalityConstraintMultiplier (
  373.                 false,
  374.                 variateArray,
  375.                 constraintMultiplierArray
  376.             );
  377.         }
  378.         catch (java.lang.Exception e)
  379.         {
  380.             e.printStackTrace();
  381.         }

  382.         return null;
  383.     }

  384.     /**
  385.      * Subtract the Second VariateInequalityConstraintMultiplier Instance from the First
  386.      *
  387.      * @param baseVariateConstriantMultiplier VariateInequalityConstraintMultiplier Instance Base
  388.      * @param incrementalVariateConstriantMultiplier VariateInequalityConstraintMultiplier Instance Increment
  389.      * @param boundMultivariateFunctionArray Array of Bounded Multivariate Stubs
  390.      *
  391.      * @return The Subtracted VariateInequalityConstraintMultiplier Instance
  392.      */

  393.     public static final VariateInequalityConstraintMultiplier Subtract (
  394.         final VariateInequalityConstraintMultiplier baseVariateConstriantMultiplier,
  395.         final VariateInequalityConstraintMultiplier incrementalVariateConstriantMultiplier,
  396.         final org.drip.function.rdtor1.BoundMultivariate[] boundMultivariateFunctionArray)
  397.     {
  398.         return Subtract (
  399.             baseVariateConstriantMultiplier,
  400.             incrementalVariateConstriantMultiplier,
  401.             1.,
  402.             boundMultivariateFunctionArray
  403.         );
  404.     }

  405.     /**
  406.      * Compare the Specified VariateInequalityConstraintMultiplier Instances
  407.      *
  408.      * @param variateConstraint1 VariateInequalityConstraintMultiplier Instance #1
  409.      * @param variateConstraint2 VariateInequalityConstraintMultiplier Instance #2
  410.      * @param relativeTolerance The Relative Tolerance Between the Variates
  411.      * @param absoluteToleranceFallback The Absolute Tolerance Fall-back Between the Variates
  412.      * @param comparisonVariate The Number of Variates to Compare
  413.      *
  414.      * @return TRUE - The VariateInequalityConstraintMultiplier Instances are Close (Enough)
  415.      *
  416.      * @throws java.lang.Exception Thrown if the Inputs are Invalid
  417.      */

  418.     public static final boolean Compare (
  419.         final VariateInequalityConstraintMultiplier variateConstraint1,
  420.         final VariateInequalityConstraintMultiplier variateConstraint2,
  421.         final double relativeTolerance,
  422.         final double absoluteToleranceFallback,
  423.         final int comparisonVariate)
  424.         throws java.lang.Exception
  425.     {
  426.         if (null == variateConstraint1 || variateConstraint1.incremental() ||
  427.             null == variateConstraint2 || variateConstraint2.incremental() ||
  428.             !org.drip.numerical.common.NumberUtil.IsValid (relativeTolerance) ||
  429.             !org.drip.numerical.common.NumberUtil.IsValid (absoluteToleranceFallback) ||
  430.                 0. > absoluteToleranceFallback)
  431.         {
  432.             throw new java.lang.Exception ("VariateInequalityConstraintMultiplier::Compare => Invalid Inputs");
  433.         }

  434.         double[] variateArray1 = variateConstraint1.variateArray();

  435.         double[] variateArray2 = variateConstraint2.variateArray();

  436.         int variateCount = variateArray1.length;

  437.         if (variateCount != variateArray2.length || comparisonVariate > variateCount)
  438.         {
  439.             throw new java.lang.Exception ("VariateInequalityConstraintMultiplier::Compare => Invalid Inputs");
  440.         }

  441.         for (int comparisonIndex = 0;
  442.             comparisonIndex < comparisonVariate;
  443.             ++comparisonIndex)
  444.         {
  445.             if (!org.drip.numerical.common.NumberUtil.IsValid (
  446.                 variateArray1[comparisonIndex]
  447.             ) || !org.drip.numerical.common.NumberUtil.IsValid (
  448.                 variateArray2[comparisonIndex]
  449.             ))
  450.             {
  451.                 throw new java.lang.Exception
  452.                     ("VariateInequalityConstraintMultiplier::Compare => Invalid Inputs");
  453.             }

  454.             double absoluteTolerance = java.lang.Math.abs (
  455.                 variateArray1[comparisonIndex] * relativeTolerance
  456.             );

  457.             if (absoluteTolerance < absoluteToleranceFallback)
  458.             {
  459.                 absoluteTolerance = absoluteToleranceFallback;
  460.             }

  461.             if (absoluteTolerance < java.lang.Math.abs (
  462.                 variateArray1[comparisonIndex] - variateArray2[comparisonIndex]
  463.             ))
  464.             {
  465.                 return false;
  466.             }
  467.         }

  468.         return true;
  469.     }

  470.     /**
  471.      * VariateInequalityConstraintMultiplier Constructor
  472.      *
  473.      * @param incremental TRUE - Tuple represents an Incremental Unit
  474.      * @param variateArray Array of Variates
  475.      * @param constraintMultiplierArray Array of Constraint Multipliers
  476.      *
  477.      * @throws java.lang.Exception Thrown if the Inputs are Invalid
  478.      */

  479.     public VariateInequalityConstraintMultiplier (
  480.         final boolean incremental,
  481.         final double[] variateArray,
  482.         final double[] constraintMultiplierArray)
  483.         throws java.lang.Exception
  484.     {
  485.         if (null == (_variateArray = variateArray) || 0 == _variateArray.length)
  486.         {
  487.             throw new java.lang.Exception
  488.                 ("VariateInequalityConstraintMultiplier Constructor => Invalid Inputs");
  489.         }

  490.         _incremental = incremental;
  491.         _constraintMultiplierArray = constraintMultiplierArray;
  492.     }

  493.     /**
  494.      * Retrieve the Incremental Flag
  495.      *
  496.      * @return TRUE - Tuple is Incremental
  497.      */

  498.     public boolean incremental()
  499.     {
  500.         return _incremental;
  501.     }

  502.     /**
  503.      * Retrieve the Array of Variates
  504.      *
  505.      * @return Array of Variates
  506.      */

  507.     public double[] variateArray()
  508.     {
  509.         return _variateArray;
  510.     }

  511.     /**
  512.      * Retrieve the Constraint Multipliers
  513.      *
  514.      * @return Array of Constraint Multipliers
  515.      */

  516.     public double[] constraintMultiplierArray()
  517.     {
  518.         return _constraintMultiplierArray;
  519.     }

  520.     /**
  521.      * Retrieve the Consolidated Variate/Constraint Multiplier Array
  522.      *
  523.      * @return The Consolidated Variate/Constraint Multiplier Array
  524.      */

  525.     public double[] variateConstraintMultipler()
  526.     {
  527.         int variateCount = _variateArray.length;
  528.         int variateConstraintCount = variateCount + (null == _constraintMultiplierArray ? 0 :
  529.             _constraintMultiplierArray.length);
  530.         double[] variateConstraintArray = new double[variateConstraintCount];

  531.         for (int variateConstraintIndex = 0;
  532.             variateConstraintIndex < variateConstraintCount;
  533.             ++variateConstraintIndex)
  534.         {
  535.             variateConstraintArray[variateConstraintIndex] = variateConstraintIndex < variateCount ?
  536.                 _variateArray[variateConstraintIndex] :
  537.                 _constraintMultiplierArray[variateConstraintIndex - variateCount];
  538.         }

  539.         return variateConstraintArray;
  540.     }

  541.     /**
  542.      * Retrieve the Sized Vector Instance corresponding to the Increment
  543.      *
  544.      * @return The Sized Vector Instance corresponding to the Increment
  545.      */

  546.     public org.drip.function.definition.SizedVector incrementVector()
  547.     {
  548.         return _incremental ? org.drip.function.definition.SizedVector.Standard (
  549.             variateConstraintMultipler()
  550.         ) : null;
  551.     }

  552.     /**
  553.      * Retrieve the Sized Vector Instance corresponding to the Variate Increment
  554.      *
  555.      * @return The Sized Vector Instance corresponding to the Variate Increment
  556.      */

  557.     public org.drip.function.definition.SizedVector variateIncrementVector()
  558.     {
  559.         return _incremental ? org.drip.function.definition.SizedVector.Standard (
  560.             _variateArray
  561.         ) : null;
  562.     }
  563. }