paradiseo/eo/test/t-algo-forged.cpp
nojhan 02eb0e967d fix eoAlgoFoundry management of numeric parameters
- Use a variant to avoid implicit casting to integer when selecting with brace-initialization.
- Add more doc around parameter forges.
2022-01-26 10:40:50 +01:00

105 lines
3.6 KiB
C++

#include <iostream>
#include <string>
#include <eo>
#include <ga.h>
#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<double>;
oneMaxEval<EOT> evalfunc;
eoPopLoopEval<EOT> eval(evalfunc);
eoBooleanGenerator gen(0.5);
eoInitFixedLength<EOT> init(dim, gen);
eoAlgoFoundryEA<EOT> foundry(eval, 10);
/***** Continuators ****/
for(size_t i=10; i < 30; i+=10 ) {
foundry.continuators.add< eoSteadyFitContinue<EOT> >(10,i);
}
/***** Crossovers ****/
foundry.crossovers.add< eo1PtBitXover<EOT> >();
foundry.crossovers.add< eoUBitXover<EOT> >(0.5); // preference over 1
for(size_t i=1; i < 11; i+=4) {
foundry.crossovers.add< eoNPtsBitXover<EOT> >(i); // nb of points
}
/***** Mutations ****/
foundry.mutations.add< eoBitMutation<EOT> >(0.01); // proba of flipping one bit
for(size_t i=1; i < 11; i+=4) {
foundry.mutations.add< eoDetBitFlip<EOT> >(i); // mutate k bits
}
/***** Selectors *****/
foundry.selectors.add< eoStochTournamentSelect<EOT> >(0.5);
foundry.selectors.add< eoSequentialSelect<EOT> >();
foundry.selectors.add< eoProportionalSelect<EOT> >();
for(size_t i=2; i < 10; i+=4) {
foundry.selectors.add< eoDetTournamentSelect<EOT> >(i);
}
/***** Replacements ****/
foundry.replacements.add< eoCommaReplacement<EOT> >();
foundry.replacements.add< eoPlusReplacement<EOT> >();
foundry.replacements.add< eoSSGAWorseReplacement<EOT> >();
foundry.replacements.add< eoSSGAStochTournamentReplacement<EOT> >(0.51);
for(size_t i=2; i < 10; i+=4) {
foundry.replacements.add< eoSSGADetTournamentReplacement<EOT> >(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<EOT> 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;
}