#include #include #include #include #include "../../problems/eval/oneMaxEval.h" int main(int /*argc*/, char** /*argv*/) { size_t dim = 500; size_t pop_size = 10; eo::log << eo::setlevel(eo::warnings); using EOT = eoBit; oneMaxEval evalfunc; eoPopLoopEval eval(evalfunc); eoBooleanGenerator gen(0.5); eoInitFixedLength init(dim, gen); eoAlgoFoundryEA foundry(eval, 10); /***** Continuators ****/ for(size_t i=10; i < 30; i+=10 ) { foundry.continuators.add< eoSteadyFitContinue >(10,i); } /***** Crossovers ****/ foundry.crossovers.add< eo1PtBitXover >(); foundry.crossovers.add< eoUBitXover >(0.5); // preference over 1 for(size_t i=1; i < 11; i+=4) { foundry.crossovers.add< eoNPtsBitXover >(i); // nb of points } /***** Mutations ****/ foundry.mutations.add< eoBitMutation >(0.01); // proba of flipping one bit for(size_t i=1; i < 11; i+=4) { foundry.mutations.add< eoDetBitFlip >(i); // mutate k bits } /***** Selectors *****/ foundry.selectors.add< eoStochTournamentSelect >(0.5); foundry.selectors.add< eoSequentialSelect >(); foundry.selectors.add< eoProportionalSelect >(); for(size_t i=2; i < 10; i+=4) { foundry.selectors.add< eoDetTournamentSelect >(i); } /***** Replacements ****/ foundry.replacements.add< eoCommaReplacement >(); foundry.replacements.add< eoPlusReplacement >(); foundry.replacements.add< eoSSGAWorseReplacement >(); foundry.replacements.add< eoSSGAStochTournamentReplacement >(0.51); for(size_t i=2; i < 10; i+=4) { foundry.replacements.add< eoSSGADetTournamentReplacement >(i); } size_t n = foundry.continuators.size() * foundry.crossovers.size() * foundry.mutations.size() * foundry.selectors.size() * foundry.replacements.size(); std::clog << n << " possible algorithms instances." << std::endl; EOT best_sol; std::string best_algo = ""; size_t i=0; for(size_t i_cont = 0; i_cont < foundry.continuators.size(); ++i_cont ) { for(size_t i_cross = 0; i_cross < foundry.crossovers.size(); ++i_cross ) { for(size_t i_mut = 0; i_mut < foundry.mutations.size(); ++i_mut ) { for(size_t i_sel = 0; i_sel < foundry.selectors.size(); ++i_sel ) { for(size_t i_rep = 0; i_rep < foundry.replacements.size(); ++i_rep ) { std::clog << "\r" << i++ << "/" << n-1; std::clog.flush(); eoPop pop; pop.append(pop_size, init); eval(pop,pop); foundry.select({ size_t{i_cont}, size_t{i_cross}, size_t{i_mut}, size_t{i_sel}, size_t{i_rep} }); // Actually perform a search foundry(pop); if(best_sol.invalid()) { best_sol = pop.best_element(); best_algo = foundry.name(); } else if(pop.best_element().fitness() > best_sol.fitness()) { best_sol = pop.best_element(); best_algo = foundry.name(); } } } } } } std::cout << std::endl << "Best algo: " << best_algo << ", with " << best_sol << std::endl; }