/* Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2012 Alexandre Quemy, Thibault Lasnier - INSA Rouen This software is governed by the CeCILL license under French law and abiding by the rules of distribution of free software. You can ue, modify and/ or redistribute the software under the terms of the CeCILL license as circulated by CEA, CNRS and INRIA at the following URL "http://www.cecill.info". In this respect, the user's attention is drawn to the risks associated with loading, using, modifying and/or developing or reproducing the software by the user in light of its specific status of free software, that may mean that it is complicated to manipulate, and that also therefore means that it is reserved for developers and experienced professionals having in-depth computer knowledge. Users are therefore encouraged to load and test the software's suitability as regards their requirements in conditions enabling the security of their systems and/or data to be ensured and, more generally, to use and operate it in the same conditions as regards security. The fact that you are presently reading this means that you have had knowledge of the CeCILL license and that you accept its terms. ParadisEO WebSite : http://paradiseo.gforge.inria.fr Contact: paradiseo-help@lists.gforge.inria.fr */ /*/////////////////////////////////////////////////////////////////// // SMP Tutorial 4 : Advanced Island Model Mecanisms // This file shows how to create events called by islands. // In our case, we would like to change the topology after 10 seconds // of computation. /*/////////////////////////////////////////////////////////////////// #include #include #include #include "../BaseLesson.h" using namespace paradiseo::smp; using namespace std; /* Simple function to change topology of a given model, once, after 10 seconds. */ void changeTopo(IslandModel* _model, AbstractTopology& _topo) { static auto start = std::chrono::system_clock::now(); auto now = std::chrono::system_clock::now(); auto elapsed = now - start; static bool first = false; if(std::chrono::duration_cast(elapsed).count() > 10000 && !first) { std::cout << "Changing topology !" << std::endl; _model->setTopology(_topo); first = true; } } int main(void) { // Defining parameters typedef struct { unsigned popSize = 1000; unsigned tSize = 2; double pCross = 0.8; double pMut = 0.7; unsigned maxGen = 1000; } Param; Param param; // Load instance loadInstances("../lessonData.dat", n, bkv, a, b); //Common part to all islands IndiEvalFunc plainEval; IndiInit chromInit; eoDetTournamentSelect selectOne(param.tSize); eoSelectPerc select(selectOne);// by default rate==1 IndiXover Xover; // CROSSOVER IndiSwapMutation mutationSwap; // MUTATION eoSGATransform transform(Xover, param.pCross, mutationSwap, param.pMut); eoPlusReplacement replace; // MODEL // Topologies Topology topo; IslandModel model(topo); // ISLAND 1 // // Algorithm part eoGenContinue genCont(param.maxGen+100); eoPop pop(param.popSize, chromInit); // // Emigration policy // // // Element 1 eoPeriodicContinue criteria(5); eoDetTournamentSelect selectOne1(20); eoSelectNumber who(selectOne1, 3); Topology topo2; /* We need to bind our function in a std::function object. Then, we create a Notifier that we add to our island thanks to an eoCheckPoint. */ auto task = std::bind(changeTopo, &model, topo2); Notifier topoChanger(task); eoCheckPoint ck(genCont); ck.add(topoChanger); MigPolicy migPolicy; migPolicy.push_back(PolicyElement(who, criteria)); // // Integration policy eoPlusReplacement intPolicy; Island test(pop, intPolicy, migPolicy, ck, plainEval, select, transform, replace); try { model.add(test); // The topology will change after 10 seconds of computation model(); } catch(exception& e) { cout << "Exception: " << e.what() << '\n'; } return 0; }