crossovertwopointsopt.hpp

非常好的进化算法EC 实现平台 可以实现多种算法 GA GP

/*
 *  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/CrossoverTwoPointsOpT.hpp
 *  \brief  Definition of the class GA::CrossoverTwoPointsOpT.
 *  \author Christian Gagne
 *  \author Marc Parizeau
 *  $Revision: 1.6 $
 *  $Date: 2005/09/30 15:04:53 $
 */

#ifndef Beagle_GA_CrossoverTwoPointsOpT_hpp
#define Beagle_GA_CrossoverTwoPointsOpT_hpp

#include <string>

#include "beagle/config.hpp"
#include "beagle/macros.hpp"
#include "beagle/Object.hpp"
#include "beagle/CrossoverOp.hpp"

namespace Beagle {
namespace GA {

/*!
 *  \class CrossoverTwoPointsOpT beagle/GA/CrossoverTwoPointsOpT.hpp
 *    "beagle/GA/CrossoverTwoPointsOpT.hpp"
 *  \brief GA two points crossover operator class.
 *  \param T GA representation type used in crossover.
 *  \ingroup GAF
 *
 *  The GA genotype type T must fullfil the std::vector template interface.
 */
template <class T>
class CrossoverTwoPointsOpT : public CrossoverOp {

public:

  //! GA::CrossoverTwoPointsOpT allocator type.
  typedef AllocatorT<CrossoverTwoPointsOpT<T>,CrossoverOp::Alloc>
          Alloc;
  //! GA::CrossoverTwoPointsOpT handle type.
  typedef PointerT<CrossoverTwoPointsOpT<T>,CrossoverOp::Handle>
          Handle;
  //! GA::CrossoverTwoPointsOpT bag type.
  typedef ContainerT<CrossoverTwoPointsOpT<T>,CrossoverOp::Bag>
          Bag;

  explicit CrossoverTwoPointsOpT(string inMatingPbName="ga.cx2p.prob",
                                 string inName="GA-CrossoverTwoPointsOpT");
  virtual ~CrossoverTwoPointsOpT() { }

  virtual void initialize(System& ioSystem);
  virtual bool mate(Individual& ioIndiv1, Context& ioContext1,
                    Individual& ioIndiv2, Context& ioContext2);

};

}
}


/*!
 *  \brief Construct a GA two points crossover operator.
 *  \param inMatingPbName Mating probability parameter name.
 *  \param inName Name of the operator.
 */
template <class T>
Beagle::GA::CrossoverTwoPointsOpT<T>::CrossoverTwoPointsOpT(string inMatingPbName,
                                                            string inName) :
  Beagle::CrossoverOp(inMatingPbName, inName)
{ }


/*!
 *  \brief Initialize the GA two points crossover operator.
 *  \param ioSystem System of the evolution.
 */
template <class T>
void Beagle::GA::CrossoverTwoPointsOpT<T>::initialize(Beagle::System& ioSystem)
{
  Beagle_StackTraceBeginM();
  CrossoverOp::initialize(ioSystem);

  if(ioSystem.getRegister().isRegistered(mMatingProbaName)) {
    ioSystem.getRegister().deleteEntry(mMatingProbaName);
  }

  if(ioSystem.getRegister().isRegistered(mMatingProbaName)) {
    mMatingProba = castHandleT<Float>(ioSystem.getRegister()[mMatingProbaName]);
  } else {
    mMatingProba = new Float(float(0.3));
    Register::Description lProbaDescription(
      "Individual 2-points crossover pb.",
      "Float",
      "0.3",
      "GA two-points crossover probability of a single individual."
    );
    ioSystem.getRegister().addEntry(mMatingProbaName, mMatingProba, lProbaDescription);
  }
  Beagle_StackTraceEndM("void GA::CrossoverTwoPointsOpT<T>::initialize(System& ioSystem)");
}


/*!
 *  \brief Mate two GA individuals for two points crossover.
 *  \param ioIndiv1   First individual to mate.
 *  \param ioContext1 Evolutionary context of the first individual.
 *  \param ioIndiv2   Second individual to mate.
 *  \param ioContext2 Evolutionary context of the second individual.
 *  \return True if the individuals are effectively mated, false if not.
 */
template <class T>
bool Beagle::GA::CrossoverTwoPointsOpT<T>::mate(Beagle::Individual& ioIndiv1,
                                                Beagle::Context&    ioContext1,
                                                Beagle::Individual& ioIndiv2,
                                                Beagle::Context&    ioContext2)
{
  Beagle_StackTraceBeginM();
  unsigned int lNbGenotypes = minOf<unsigned int>(ioIndiv1.size(), ioIndiv2.size());
  if(lNbGenotypes == 0) return false;
  if(lNbGenotypes == 1) {
    typename T::Handle lGenotype1 = castHandleT<T>(ioIndiv1[0]);
    typename T::Handle lGenotype2 = castHandleT<T>(ioIndiv2[0]);
    unsigned int lSize = minOf<unsigned int>(lGenotype1->size(), lGenotype2->size());
    if(lSize < 2) return false;
    unsigned int lMatingPoint1 = ioContext1.getSystem().getRandomizer().rollInteger(1, lSize);
    unsigned int lMatingPoint2 = ioContext1.getSystem().getRandomizer().rollInteger(1, (lSize-1));
    if(lMatingPoint2 >= lMatingPoint1) ++lMatingPoint2;
    else {
      unsigned int lTemp = lMatingPoint1;
      lMatingPoint1 = lMatingPoint2;
      lMatingPoint2 = lTemp;
    }

    Beagle_LogDebugM(
      ioContext1.getSystem().getLogger(),
      "crossover", "Beagle::GA::CrossoverTwoPointsOpT",
      string("The first genotype mated is (before GA two points crossover): ")+
      lGenotype1->serialize()
    );
    Beagle_LogDebugM(
      ioContext1.getSystem().getLogger(),
      "crossover", "Beagle::GA::CrossoverTwoPointsOpT",
      string("The second genotype mated is (before GA two points crossover): ")+
      lGenotype2->serialize()
    );
    Beagle_LogVerboseM(
      ioContext1.getSystem().getLogger(),
      "crossover", "Beagle::GA::CrossoverTwoPointsOpT",
      string("Mating individuals after the ")+
      uint2ordinal(lMatingPoint1+1)+string(" element and before the")+
      uint2ordinal(lMatingPoint2+1)+string(" element")
    );

    for(unsigned int i=lMatingPoint1; i<lMatingPoint2; ++i) {
      typename T::value_type lTemp = (*lGenotype1)[i];
      (*lGenotype1)[i] = (*lGenotype2)[i];
      (*lGenotype2)[i] = lTemp;
    }

    Beagle_LogDebugM(
      ioContext1.getSystem().getLogger(),
      "crossover", "Beagle::GA::CrossoverTwoPointsOpT",
      string("The first genotype mated is (after GA two points crossover): ")+
      lGenotype1->serialize()
    );
    Beagle_LogDebugM(
      ioContext1.getSystem().getLogger(),
      "crossover", "Beagle::GA::CrossoverTwoPointsOpT",
      string("The second genotype mated is (after GA two points crossover): ")+
      lGenotype2->serialize()
    );
  }
  else {
    unsigned int lTotalSize = 0;
    std::vector< unsigned int,BEAGLE_STLALLOCATOR<unsigned int> > lSizes;
    for(unsigned int i=0; i<lNbGenotypes; i++) {
      typename T::Handle lGenotype1 = castHandleT<T>(ioIndiv1[i]);
      typename T::Handle lGenotype2 = castHandleT<T>(ioIndiv2[i]);
      unsigned int lSizeI = minOf<unsigned int>(lGenotype1->size(), lGenotype2->size());
      lSizes.push_back(lSizeI);
      lTotalSize += lSizeI;
    }
    if(lTotalSize < 2) return false;
    unsigned int lMatingPoint1 =
      ioContext1.getSystem().getRandomizer().rollInteger(1, lTotalSize);
    unsigned int lMatingGenotype = 0;
    for(; (lMatingGenotype+1)<lNbGenotypes; lMatingGenotype++) {
      if(lMatingPoint1 <= lSizes[lMatingGenotype]) break;
      else lMatingPoint1 -= lSizes[lMatingGenotype];
    }
    typename T::Handle lGenotype1 = castHandleT<T>(ioIndiv1[lMatingGenotype]);
    typename T::Handle lGenotype2 = castHandleT<T>(ioIndiv2[lMatingGenotype]);
    unsigned int lSize = minOf<unsigned int>(lGenotype1->size(), lGenotype2->size());
    if(lSize < 2) return false;
    unsigned int lMatingPoint2 = ioContext1.getSystem().getRandomizer().rollInteger(1, (lSize-1));
    if(lMatingPoint2 >= lMatingPoint1) ++lMatingPoint2;
    else {
      unsigned int lTemp = lMatingPoint1;
      lMatingPoint1 = lMatingPoint2;
      lMatingPoint2 = lTemp;
    }

    Beagle_LogVerboseM(
      ioContext1.getSystem().getLogger(),
      "crossover", "Beagle::GA::CrossoverTwoPointsOpT",
      string("Mating the ")+uint2ordinal(lMatingGenotype+1)+
      string(" genotypes after the ")+uint2ordinal(lMatingPoint1+1)+
      string(" element and before the ")+uint2ordinal(lMatingPoint2+1)+
      string(" element")
    );

    Beagle_LogDebugM(
      ioContext1.getSystem().getLogger(),
      "crossover", "Beagle::GA::CrossoverTwoPointsOpT",
      string("The first genotype mated is (before GA two points crossover): ")+
      lGenotype1->serialize()
    );
    Beagle_LogDebugM(
      ioContext1.getSystem().getLogger(),
      "crossover", "Beagle::GA::CrossoverTwoPointsOpT",
      string("The second genotype mated is (before GA two points crossover): ")+
      lGenotype2->serialize()
    );

    for(unsigned int i=lMatingPoint1; i<lMatingPoint2; ++i) {
      typename T::value_type lTemp = (*lGenotype1)[i];
      (*lGenotype1)[i] = (*lGenotype2)[i];
      (*lGenotype2)[i] = lTemp;
    }

    Beagle_LogDebugM(
      ioContext1.getSystem().getLogger(),
      "crossover", "Beagle::GA::CrossoverTwoPointsOpT",
      string("The first genotype mated is (after GA two points crossover): ")+
      lGenotype1->serialize()
    );
    Beagle_LogDebugM(
      ioContext1.getSystem().getLogger(),
      "crossover", "Beagle::GA::CrossoverTwoPointsOpT",
      string("The second genotype mated is (after GA two points crossover): ")+
      lGenotype2->serialize()
    );
  }

  return true;
  Beagle_StackTraceEndM("bool GA::CrossoverTwoPointsOpT<T>::mate(Individual& ioIndiv1,Context& ioContext1, Individual& ioIndiv2, Context& ioContext2)");
}


#endif // Beagle_GA_CrossoverTwoPointsOpT_hpp