initesvecop.cpp

来自「非常好的进化算法EC 实现平台 可以实现多种算法 GA GP」· C++ 代码 · 共 174 行

/*
 *  Open BEAGLE
 *  Copyright (C) 2001-2005 by Christian Gagne and Marc Parizeau
 *
 *  This library is free software; you can redistribute it and/or
 *  modify it under the terms of the GNU Lesser General Public
 *  License as published by the Free Software Foundation; either
 *  version 2.1 of the License, or (at your option) any later version.
 *
 *  This library is distributed in the hope that it will be useful,
 *  but WITHOUT ANY WARRANTY; without even the implied warranty of
 *  MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
 *  Lesser General Public License for more details.
 *
 *  You should have received a copy of the GNU Lesser General Public
 *  License along with this library; if not, write to the Free Software
 *  Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA  02111-1307  USA
 *
 *  Contact:
 *  Laboratoire de Vision et Systemes Numeriques
 *  Departement de genie electrique et de genie informatique
 *  Universite Laval, Quebec, Canada, G1K 7P4
 *  http://vision.gel.ulaval.ca
 *
 */

/*!
 *  \file   beagle/GA/src/InitESVecOp.cpp
 *  \brief  Source code of class GA::InitESVecOp.
 *  \author Christian Gagne
 *  \author Marc Parizeau
 *  $Revision: 1.12 $
 *  $Date: 2005/10/04 16:25:09 $
 */

#include "beagle/GA.hpp"

#include <cfloat>
#include <float.h>
#include <sstream>

using namespace Beagle;


/*!
 *  \brief Construct an ES vectors initialization operator.
 *  \param inESVectorSize Size of the ES vectors initialized.
 *  \param inReproProbaName Reproduction probability parameter name used in register. 
 *  \param inName Name of the operator.
 */
GA::InitESVecOp::InitESVecOp(unsigned int inESVectorSize,
                             Beagle::string inReproProbaName,
                             Beagle::string inName) :
  InitializationOp(inReproProbaName, inName),
  mESVectorSize(new UInt(inESVectorSize))
{ }


/*!
 *  \brief Initialize the ES vectors initialization operator.
 *  \param ioSystem System of the evolution.
 */
void GA::InitESVecOp::initialize(System& ioSystem)
{
  Beagle_StackTraceBeginM();
  InitializationOp::initialize(ioSystem);

  if(ioSystem.getRegister().isRegistered("es.init.vectorsize")) {
    mESVectorSize = castHandleT<UInt>(ioSystem.getRegister()["es.init.vectorsize"]);
  } else {
    Register::Description lDescription(
      "Initial ES vectors size",
      "UInt",
      mESVectorSize->serialize(),
      "ES vectors size used for initialization."
    );
    ioSystem.getRegister().addEntry("es.init.vectorsize", mESVectorSize, lDescription);
  }

  if(ioSystem.getRegister().isRegistered("es.value.max")) {
    mMaxValue = castHandleT<DoubleArray>(ioSystem.getRegister()["es.value.max"]);
  } else {
    mMaxValue = new DoubleArray(1,DBL_MAX);
    std::ostringstream lOSS;
    lOSS << "ES vector maximum values. This can be a scalar, which limit the values for all ES, ";
    lOSS << "or a vector which limit the values individually. If the maximum value vector size is ";
    lOSS << "smaller than the ES vector size, the limit used for the last values of the ES vector ";
    lOSS << "is equal to the last value of the maximum value vector.";
    Register::Description lDescription(
      "Maximum ES vector values",
      "DoubleArray",
      dbl2str(DBL_MAX),
      lOSS.str().c_str()
    );
    ioSystem.getRegister().addEntry("es.value.max", mMaxValue, lDescription);
  }

  if(ioSystem.getRegister().isRegistered("es.value.min")) {
    mMinValue = castHandleT<DoubleArray>(ioSystem.getRegister()["es.value.min"]);
  } else {
    mMinValue = new DoubleArray(1,DBL_MIN);
    std::ostringstream lOSS;
    lOSS << "ES vector minimum values. This can be a scalar, which limit the values for all ES, ";
    lOSS << "or a vector which limit the values individually. If the minimum value vector size is ";
    lOSS << "smaller than the ES vector size, the limit used for the last values of the ES vector ";
    lOSS << "is equal to the last value of the minimum value vector.";
    Register::Description lDescription(
      "Minimum ES vector values",
      "DoubleArray",
      dbl2str(DBL_MIN),
      lOSS.str().c_str()
    );
    ioSystem.getRegister().addEntry("es.value.min", mMinValue, lDescription);
  }
  
  if(ioSystem.getRegister().isRegistered("es.init.strategy")) {
    mInitStrategyValue = castHandleT<Double>(ioSystem.getRegister()["es.init.strategy"]);
  } else {
    mInitStrategyValue = new Double(1.0);
    Register::Description lDescription(
      "Initial strategy parameter value",
      "Double",
      "1.0",
      "Initial strategy parameter value used to initialize ES vectors."
    );
    ioSystem.getRegister().addEntry("es.init.strategy", mInitStrategyValue, lDescription);
  }
  Beagle_StackTraceEndM("void GA::InitESVecOp::initialize(System& ioSystem)");
}


/*!
 *  \brief Initialize ES individual with initialial strategy parameter.
 *  \param outIndividual Individual to initialize.
 *  \param ioContext Evolution context.
 *
 *  Size of ES individual is given by integer vector "es.init.vectorsize". Initial strategy
 *  parameter value of ES pair is given by parameter "es.init.strategy". Initial value of ES pair
 *  is given using random numbers following a Gaussian distribution of zero mean and standard
 *  deviation equal to initial strategy parameter value.
 */
void GA::InitESVecOp::initIndividual(Beagle::Individual& outIndividual, Context& ioContext)
{
  Beagle_StackTraceBeginM();
#ifndef BEAGLE_NDEBUG
  if(mESVectorSize->getWrappedValue() == 0) {
    string lMessage = "GA::InitESVecOp::initIndividual: ";
    lMessage += "ES vector size parameter is zero; ";
    lMessage += "could not initialize the individuals!";
    throw Beagle_RunTimeExceptionM(lMessage);
  }
#endif // BEAGLE_NDEBUG

  outIndividual.resize(1);
  GA::ESVector::Handle lESVector = castHandleT<GA::ESVector>(outIndividual[0]);
  lESVector->resize(mESVectorSize->getWrappedValue());
  const double lInitStrategy = mInitStrategyValue->getWrappedValue();
  for(unsigned int j=0; j<lESVector->size(); ++j) {
    const double lMaxVal = j<mMaxValue->size() ? (*mMaxValue)[j] : mMaxValue->back();
    const double lMinVal = j<mMinValue->size() ? (*mMinValue)[j] : mMinValue->back();
    (*lESVector)[j].mValue = ioContext.getSystem().getRandomizer().rollGaussian(0.0,lInitStrategy);
    if((*lESVector)[j].mValue > lMaxVal) (*lESVector)[j].mValue = lMaxVal;
    if((*lESVector)[j].mValue < lMinVal) (*lESVector)[j].mValue = lMinVal;
    (*lESVector)[j].mStrategy = lInitStrategy;
  }
  Beagle_LogDebugM(
    ioContext.getSystem().getLogger(),
    "initialization", "Beagle::GA::InitESVecOp",
    string("ES vector is initialized as: ")+lESVector->serialize()
  );
  Beagle_StackTraceEndM("void GA::InitESVecOp::initIndividual(Beagle::Individual& outIndividual, Context& ioContext)");
}