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eo/src/eoEasyPSO.h
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eo/src/eoEasyPSO.h
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// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
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//-----------------------------------------------------------------------------
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// eoEasyPSO.h
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// (c) OPAC 2007
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/*
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This library is free software; you can redistribute it and/or
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modify it under the terms of the GNU Lesser General Public
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License as published by the Free Software Foundation; either
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version 2 of the License, or (at your option) any later version.
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This library is distributed in the hope that it will be useful,
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but WITHOUT ANY WARRANTY; without even the implied warranty of
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MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
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Lesser General Public License for more details.
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You should have received a copy of the GNU Lesser General Public
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License along with this library; if not, write to the Free Software
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Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
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Contact: thomas.legrand@lifl.fr
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*/
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//-----------------------------------------------------------------------------
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#ifndef _EOEASYPSO_H
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#define _EOEASYPSO_H
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//-----------------------------------------------------------------------------
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#include <eoContinue.h>
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#include <eoPSO.h>
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#include <eoVelocity.h>
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#include <eoFlight.h>
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//-----------------------------------------------------------------------------
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/** An easy-to-use particle swarm algorithm.
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* Use any particle, any flight, any topology...
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*
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* The main steps are :
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* (The population is expected to be already evaluated)
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* - for each generation and each particle pi
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* - evaluate the velocities
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* -- perform the fligth of pi
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* -- evaluate pi
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* -- update the neighborhoods
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*
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* @ingroup Algorithms
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*/
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template < class POT > class eoEasyPSO:public eoPSO < POT >
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{
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public:
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/** Full constructor
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* @param _init - An eoInitializerBase that initializes the topology, velocity, best particle(s)
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* @param _continuator - An eoContinue that manages the stopping criterion and the checkpointing system
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* @param _eval - An eoEvalFunc: the evaluation performer
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* @param _velocity - An eoVelocity that defines how to compute the velocities
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* @param _flight - An eoFlight that defines how to make the particle flying: that means how
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* to modify the positions according to the velocities
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*/
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eoEasyPSO (
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eoInitializerBase <POT> &_init,
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eoContinue < POT > &_continuator,
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eoEvalFunc < POT > &_eval,
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eoVelocity < POT > &_velocity,
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eoFlight < POT > &_flight):
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init(_init),
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continuator (_continuator),
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eval (_eval),
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velocity (_velocity),
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flight (_flight)
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{}
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/** Constructor without eoFlight. For special cases when the flight is performed withing the velocity.
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* @param _init - An eoInitializerBase that initializes the topology, velocity, best particle(s)
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* @param _continuator - An eoContinue that manages the stopping criterion and the checkpointing system
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* @param _eval - An eoEvalFunc: the evaluation performer
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* @param _velocity - An eoVelocity that defines how to compute the velocities
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*/
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eoEasyPSO (
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eoInitializerBase <POT> &_init,
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eoContinue < POT > &_continuator,
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eoEvalFunc < POT > &_eval,
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eoVelocity < POT > &_velocity):
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init(_init),
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continuator (_continuator),
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eval (_eval),
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velocity (_velocity),
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flight (dummyFlight)
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{}
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/* Constructor without eoInitializerBase. Assume the initialization is done before running the algorithm
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* @param _continuator - An eoContinue that manages the stopping criterion and the checkpointing system
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* @param _eval - An eoEvalFunc: the evaluation performer
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* @param _velocity - An eoVelocity that defines how to compute the velocities
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* @param _flight - An eoFlight that defines how to make the particle flying: that means how
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* to modify the positions according to the velocities
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*/
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eoEasyPSO (
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eoContinue < POT > &_continuator,
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eoEvalFunc < POT > &_eval,
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eoVelocity < POT > &_velocity,
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eoFlight < POT > &_flight):
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init(dummyInit),
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continuator (_continuator),
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eval (_eval),
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velocity (_velocity),
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flight (_flight)
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{}
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/** Constructor without eoFlight nor eoInitializerBase. For special cases when the flight is performed withing the velocity.
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* @param _continuator - An eoContinue that manages the stopping criterion and the checkpointing system
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* @param _eval - An eoEvalFunc: the evaluation performer
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* @param _velocity - An eoVelocity that defines how to compute the velocities
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*/
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eoEasyPSO (
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eoContinue < POT > &_continuator,
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eoEvalFunc < POT > &_eval,
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eoVelocity < POT > &_velocity):
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init(dummyInit),
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continuator (_continuator),
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eval (_eval),
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velocity (_velocity),
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flight (dummyFlight)
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{}
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/// Apply a few iteration of flight to the population (=swarm).
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virtual void operator () (eoPop < POT > &_pop)
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{
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try
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{
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// initializes the topology, velocity, best particle(s)
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init();
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do
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{
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// loop over all the particles for the current iteration
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for (unsigned idx = 0; idx < _pop.size (); idx++)
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{
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// perform velocity evaluation
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velocity (_pop[idx],idx);
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// apply the flight
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flight (_pop[idx]);
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// evaluate the position
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eval (_pop[idx]);
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// update the topology (particle and local/global best(s))
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velocity.updateNeighborhood(_pop[idx],idx);
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}
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}
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while (continuator (_pop));
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}
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catch (std::exception & e)
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{
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std::string s = e.what ();
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s.append (" in eoEasyPSO");
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throw std::runtime_error (s);
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}
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}
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protected:
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eoInitializerBase <POT> &init;
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eoContinue < POT > &continuator;
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eoEvalFunc < POT > &eval;
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eoVelocity < POT > &velocity;
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eoFlight < POT > &flight;
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// if the flight does not need to be used, use the dummy flight instance
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class eoDummyFlight:public eoFlight < POT >
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{
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public:
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eoDummyFlight () {}
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void operator () (POT & _po) {}
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}dummyFlight;
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// if the initializer does not need to be used, use the dummy one instead
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class eoDummyInitializer:public eoInitializerBase < POT >
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{
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public:
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eoDummyInitializer () {}
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void operator () (POT & _po) {}
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}dummyInit;
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};
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/**
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* @example t-eoEasyPSO.cpp
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* Example of a test program building a PSO algorithm.
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*/
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#endif /*_EOEASYPSO_H*/
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