Ajout de l'algorithme Metroplis-Hasting
git-svn-id: svn://scm.gforge.inria.fr/svnroot/paradiseo@1673 331e1502-861f-0410-8da2-ba01fb791d7f
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4 changed files with 377 additions and 2 deletions
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@ -109,8 +109,8 @@ public:
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}
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}
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else{
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//if _solution hasn't neighbor,
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isAccept=false;
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//if _solution hasn't neighbor,
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isAccept=false;
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}
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};
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172
branches/newMo/src/explorer/moMetropolisHastingExplorer.h
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172
branches/newMo/src/explorer/moMetropolisHastingExplorer.h
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/*
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<moMetropolisHastingExplorer.h>
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Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
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Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
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This software is governed by the CeCILL license under French law and
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abiding by the rules of distribution of free software. You can use,
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modify and/ or redistribute the software under the terms of the CeCILL
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license as circulated by CEA, CNRS and INRIA at the following URL
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"http://www.cecill.info".
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As a counterpart to the access to the source code and rights to copy,
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modify and redistribute granted by the license, users are provided only
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with a limited warranty and the software's author, the holder of the
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economic rights, and the successive licensors have only limited liability.
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In this respect, the user's attention is drawn to the risks associated
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with loading, using, modifying and/or developing or reproducing the
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software by the user in light of its specific status of free software,
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that may mean that it is complicated to manipulate, and that also
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therefore means that it is reserved for developers and experienced
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professionals having in-depth computer knowledge. Users are therefore
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encouraged to load and test the software's suitability as regards their
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requirements in conditions enabling the security of their systems and/or
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data to be ensured and, more generally, to use and operate it in the
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same conditions as regards security.
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The fact that you are presently reading this means that you have had
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knowledge of the CeCILL license and that you accept its terms.
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ParadisEO WebSite : http://paradiseo.gforge.inria.fr
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Contact: paradiseo-help@lists.gforge.inria.fr
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*/
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#ifndef _moMetropolisHastingExplorer_h
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#define _moMetropolisHastingExplorer_h
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#include <explorer/moNeighborhoodExplorer.h>
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#include <comparator/moNeighborComparator.h>
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#include <comparator/moSolNeighborComparator.h>
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/**
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* Explorer for the Metropolis-Hasting Sampling
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* Only the symetric case is considered when Q(x,y) = Q(y,x)
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*/
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template< class Neighborhood >
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class moMetropolisHastingExplorer : public moNeighborhoodExplorer<Neighborhood>
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{
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public:
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typedef typename Neighborhood::EOT EOT ;
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typedef typename Neighborhood::Neighbor Neighbor ;
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using moNeighborhoodExplorer<Neighborhood>::neighborhood;
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using moNeighborhoodExplorer<Neighborhood>::eval;
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/**
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* Constructor
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* @param _neighborhood the neighborhood
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* @param _eval the evaluation function
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* @param _comparator a neighbor comparator
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*/
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moMetropolisHastingExplorer(Neighborhood& _neighborhood, moEval<Neighbor>& _eval, moNeighborComparator<Neighbor>& _neighborComparator, moSolNeighborComparator<Neighbor>& _solNeighborComparator, unsigned int _nbStep) : moNeighborhoodExplorer<Neighborhood>(_neighborhood, _eval), neighborComparator(_neighborComparator), solNeighborComparator(_solNeighborComparator), nbStep(_nbStep) {
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isAccept = false;
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current=new Neighbor();
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}
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/**
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* Destructor
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*/
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~moMetropolisHastingExplorer(){
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delete current;
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}
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/**
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* initialization of the number of step to be done
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*/
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virtual void initParam(EOT & solution){
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step = 0;
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isAccept = true;
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};
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/**
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* increase the number of step
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*/
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virtual void updateParam(EOT & solution){
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step++;
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};
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/**
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* terminate: NOTHING TO DO
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*/
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virtual void terminate(EOT & solution){};
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/**
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* Explore the neighborhood of a solution
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* @param _solution
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*/
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virtual void operator()(EOT & _solution){
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//est qu'on peut initializer
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//Test if _solution has a Neighbor
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if(neighborhood.hasNeighbor(_solution)){
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//init the first neighbor
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neighborhood.init(_solution, (*current));
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//eval the _solution moved with the neighbor and stock the result in the neighbor
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eval(_solution, (*current));
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}
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else{
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//if _solution hasn't neighbor,
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isAccept=false;
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}
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};
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/**
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* continue if there is a neighbor and it is remainds some steps to do
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* @param _solution the solution
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* @return true there is some steps to do
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*/
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virtual bool isContinue(EOT & _solution) {
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return (step < nbStep) ;
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};
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/**
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* move the solution with the best neighbor
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* @param _solution the solution to move
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*/
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virtual void move(EOT & _solution) {
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//move the solution
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(*current).move(_solution);
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//update its fitness
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_solution.fitness((*current).fitness());
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};
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/**
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* accept test if an amelirated neighbor was be found
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* @param _solution the solution
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* @return true if the best neighbor ameliorate the fitness
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*/
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virtual bool accept(EOT & _solution) {
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if(neighborhood.hasNeighbor(_solution)){
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if (solNeighborComparator(_solution, *current))
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isAccept = true;
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else {
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double alpha = (double) current->fitness() / (double) _solution.fitness();
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isAccept = (rng.uniform() < alpha) ;
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}
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}
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return isAccept;
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};
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private:
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// comparator betwenn solution and neighbor or between neighbors
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moNeighborComparator<Neighbor>& neighborComparator;
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moSolNeighborComparator<Neighbor>& solNeighborComparator;
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// current number of step
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unsigned int step;
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// maximum number of steps to do
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unsigned int nbStep;
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//Pointer on the best and the current neighbor
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Neighbor* current;
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// true if the move is accepted
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bool isAccept ;
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};
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#endif
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