* Add problems/DTLZ from http://paradiseo.gforge.inria.fr/index.php?n=Problems.DTLZ
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problems/DTLZ/application/DTLZ_NSGAII.cpp
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169
problems/DTLZ/application/DTLZ_NSGAII.cpp
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// moeo general include
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#include <iostream>
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#include <fstream>
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#include <moeo>
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#include <es/eoRealInitBounded.h>
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// how to initialize the population
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#include <do/make_pop.h>
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// the stopping criterion
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#include <do/make_continue_moeo.h>
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// outputs (stats, population dumps, ...)
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#include <do/make_checkpoint_moeo.h>
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// evolution engine (selection and replacement)
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#include <do/make_ea_moeo.h>
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// simple call to the algo
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#include <do/make_run.h>
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// checks for help demand, and writes the status file and make_help; in libutils
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void make_help(eoParser & _parser);
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// definition of the representation
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#include <DTLZ.h>
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#include <DTLZ1Eval.h>
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#include <DTLZ2Eval.h>
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#include <DTLZ3Eval.h>
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#include <DTLZ4Eval.h>
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#include <DTLZ5Eval.h>
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#include <DTLZ6Eval.h>
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#include <DTLZ7Eval.h>
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#include <SBXCrossover.h>
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#include <PolynomialMutation.h>
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using namespace std;
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int main(int argc, char* argv[])
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{
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try
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{
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eoParser parser(argc, argv); // for user-parameter reading
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eoState state; // to keep all things allocated
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unsigned int MAX_GEN = parser.createParam((unsigned int)(10000), "maxGen", "Maximum number of generations",'G',"Param").value();
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double P_CROSS = parser.createParam(1.0, "pCross", "Crossover probability",'C',"Param").value();
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double EXT_P_MUT = parser.createParam(1.0, "extPMut", "External Mutation probability",'E',"Param").value();
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double INT_P_MUT = parser.createParam(0.083, "intPMut", "Internal Mutation probability",'I',"Param").value();
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unsigned int VEC_SIZE = parser.createParam((unsigned int)(12), "vecSize", "Genotype Size",'V',"Param").value();
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unsigned int NB_OBJ= parser.createParam((unsigned int)(3), "nbObj", "Number of Objective",'N',"Param").value();
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std::string OUTPUT_FILE = parser.createParam(std::string("dtlz_nsgaII"), "outputFile", "Path of the output file",'o',"Output").value();
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unsigned int EVAL = parser.createParam((unsigned int)(1), "eval", "Number of the DTLZ evaluation fonction",'F',"Param").value();
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unsigned int DTLZ4_PARAM = parser.createParam((unsigned int)(100), "dtlz4_param", "Parameter of the DTLZ4 evaluation fonction",'P',"Param").value();
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unsigned int NB_EVAL = parser.createParam((unsigned int)(0), "nbEval", "Number of evaluation before Stop",'P',"Param").value();
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unsigned int TIME = parser.createParam((unsigned int)(0), "time", "Time(seconds) before Stop",'T',"Param").value();
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/*** the representation-dependent things ***/
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std::vector <bool> bObjectives(NB_OBJ);
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for (unsigned int i=0; i<NB_OBJ ; i++)
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bObjectives[i]=true;
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moeoObjectiveVectorTraits::setup(NB_OBJ,bObjectives);
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// The fitness evaluation
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eoEvalFunc <DTLZ> * eval;
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if (EVAL == 1)
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eval= new DTLZ1Eval;
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else if (EVAL == 2)
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eval= new DTLZ2Eval;
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else if (EVAL == 3)
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eval= new DTLZ3Eval;
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else if (EVAL == 4)
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eval= new DTLZ4Eval(DTLZ4_PARAM);
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else if (EVAL == 5)
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eval= new DTLZ5Eval;
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else if (EVAL == 6)
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eval= new DTLZ6Eval;
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else if (EVAL == 7)
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eval= new DTLZ7Eval;
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// the genotype (through a genotype initializer)
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eoRealVectorBounds bounds(VEC_SIZE, 0.0, 1.0);
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eoRealInitBounded <DTLZ> init (bounds);
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// the variation operators
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SBXCrossover < DTLZ > xover(bounds, 15);
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PolynomialMutation < DTLZ > mutation (bounds, INT_P_MUT, 20);
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/*** the representation-independent things ***/
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// initialization of the population
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// definition of the archive
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// stopping criteria
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eoGenContinue<DTLZ> term(MAX_GEN);
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eoEvalFuncCounter<DTLZ> evalFunc(*eval);
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/*eoTimeContinue<DTLZ> timeContinuator(TIME);
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eoCheckPoint<DTLZ> checkpoint(timeContinuator);*/
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eoCheckPoint<DTLZ>* checkpoint;
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if (TIME > 0)
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checkpoint = new eoCheckPoint<DTLZ>(*(new eoTimeContinue<DTLZ>(TIME)));
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else if (NB_EVAL > 0)
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checkpoint = new eoCheckPoint<DTLZ>(*(new eoEvalContinue<DTLZ>(evalFunc, NB_EVAL)));
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else {
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cout << "ERROR!!! : TIME or NB_EVAL must be > 0 : used option --time or --nbEval\n";
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return EXIT_FAILURE;
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}
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checkpoint->add(term);
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/*moeoArchiveObjectiveVectorSavingUpdater < DTLZ > updater(arch, OUTPUT_FILE);
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checkpoint->add(updater);*/
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// algorithm
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eoSGAGenOp < DTLZ > op(xover, P_CROSS, mutation, EXT_P_MUT);
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/* moeoArchiveUpdater < DTLZ > up(arch, pop);
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checkpoint.add(up);*/
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moeoNSGAII<DTLZ> algo(*checkpoint, evalFunc ,op);
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/*moeoAdditiveEpsilonBinaryMetric < DTLZObjectiveVector > metric;
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moeoIBEA<DTLZ> algo(checkpoint, eval ,op, metric);*/
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/*** Go ! ***/
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// help ?
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eoPop<DTLZ>& pop = do_make_pop(parser, state, init);
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make_help(parser);
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// run the algo
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do_run(algo, pop);
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moeoUnboundedArchive<DTLZ> finalArchive;
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finalArchive(pop);
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// printing of the final population
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//cout << "Final Archive \n";
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//finalArchive.sortedPrintOn(outfile);
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ofstream outfile(OUTPUT_FILE.c_str(), ios::app);
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if ((unsigned int)outfile.tellp() != 0)
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outfile << endl;
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for (unsigned int i=0 ; i < finalArchive.size(); i++) {
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for (unsigned int j=0 ; j<NB_OBJ; j++) {
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outfile << finalArchive[i].objectiveVector()[j];
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if (j != NB_OBJ -1)
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outfile << " ";
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}
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outfile << endl;
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}
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outfile.close();
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}
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catch (exception& e)
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{
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cout << e.what() << endl;
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}
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return EXIT_SUCCESS;
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}
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