Refactoring and sanitization of the Metropolis-Hastings-related algorithms for more modularity/flexibility
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mo/src/explorer/moSimpleMetropolisHastingsExplorer.h
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mo/src/explorer/moSimpleMetropolisHastingsExplorer.h
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/*
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<moSimpleMetropolisHastingsExplorer.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, Lionel Parreaux
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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 _moSimpleMetropolisHastingsExplorer_h
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#define _moSimpleMetropolisHastingsExplorer_h
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/*
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#include <cstdlib>
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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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#include <neighborhood/moNeighborhood.h>
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#include <utils/eoRNG.h>*/
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#include <explorer/moMetropolisHastingsExplorer.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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* Fitness must be > 0
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*/
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template< class Neighbor >
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class moSimpleMetropolisHastingsExplorer
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: public moMetropolisHastingsExplorer< Neighbor, moSimpleMetropolisHastingsExplorer<Neighbor> >
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{
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public:
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typedef typename Neighbor::EOT EOT ;
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typedef moNeighborhood<Neighbor> Neighborhood ;
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using moNeighborhoodExplorer<Neighbor>::selectedNeighbor;
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/**
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* Constructor for the simple MH explorer
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* @param _neighborhood the neighborhood
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* @param _eval the evaluation function
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* @param _maxSteps maximum number of currentStepNb to do
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* @param _solNeighborComparator a solution vs neighbor comparator
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*/
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moSimpleMetropolisHastingsExplorer (
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Neighborhood& _neighborhood,
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moEval<Neighbor>& _eval,
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unsigned int _maxSteps,
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eoOptional< moSolNeighborComparator<Neighbor> > _comp = NULL
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)
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: moMetropolisHastingsExplorer< Neighbor, moSimpleMetropolisHastingsExplorer<Neighbor> >(_neighborhood, _eval, _comp)
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, maxSteps(_maxSteps)
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{ }
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/**
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* initialization of currentStepNb to be done here
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* @param _solution unused
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*/
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virtual void initParam(EOT & _solution) {
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currentStepNb = 0;
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//isAccept = true;
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};
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/**
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* increment currentStepNb
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* @param _solution unused
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*/
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virtual void updateParam(EOT & _solution) {
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currentStepNb++;
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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 if there is still some steps to perform
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*/
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virtual bool isContinue(EOT & _solution) {
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return currentStepNb < maxSteps;
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};
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/**
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* alpha required by moMetropolisHastingsExplorer
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* @param _solution the solution
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* @return a real between 0 and 1 representing the probability of accepting a worse solution
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*/
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double alpha(EOT & _solution) {
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if (selectedNeighbor.fitness() == 0)
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return selectedNeighbor.fitness() < (double) _solution.fitness() ? 1: 0;
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return (double) _solution.fitness() / (double) selectedNeighbor.fitness();
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}
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private:
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// current number of steps
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unsigned int currentStepNb;
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// maximum number of steps to perform
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unsigned int maxSteps;
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};
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#endif
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