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Manager.cpp
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Manager.cpp
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//
// Created by lemmus on 2016/09/09.
//
#include "Manager.h"
#include "OPT/GenOPT/src/FIPS.h"
#include "OPT/GenOPT/src/GCPSO.h"
#include "OPT/GenOPT/src/ElitistHillClimber.h"
#include "OPT/GenOPT/src/GeneticAlgorithm.h"
#include "OPT/GenOPT/src/RandomSearch.h"
Manager::Manager() {
setPkg = new SettingsPackage();
snapMan = new SnapshotManager*[4];
optimizer = new OPT_Process*[4];
objective = nullptr;
bounds = new double[4];
}
Manager::~Manager() {
delete setPkg;
if(snapMan != nullptr)
delete snapMan;
if(optimizer != nullptr)
delete optimizer;
if(objective != nullptr)
delete objective;
}
void Manager::startGUI() {
GUI_Thread = new std::thread(GUI_EXE::runGUI, std::ref(setPkg));
/* used for testing without GUI
* setPkg->lock(false);
OptimizerSettingsPackage* optPkg = setPkg->getOptimizerSettingsPackage();
optPkg->setAlgorithm("Hill Climbing");
optPkg->setMaxIterations(100);
ProblemDomainSettingsPackage* probPkg = setPkg->getProblemDomainSettingsPackage();
probPkg->setDimensions(2);
probPkg->setObjectiveFunction("Saddle");
setPkg->setSwarmSize(100);
double trans[3] = {1,0,0};
probPkg->setTransformations(trans);
*/
}
void Manager::endGUI() {
if(GUI_Thread->joinable())
GUI_Thread->join();
delete GUI_Thread;
}
void Manager::generateSnapshotManager() {
std::string objFun = setPkg->getProblemDomainSettingsPackage()->getObjectiveFunction();
double* trans = new double[4];
setPkg->getProblemDomainSettingsPackage()->getTransformations(trans);
if(objFun == "Sin")
objective = new SinObjective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "Saddle")
objective = new SaddleObjective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "Ackley")
objective = new AckleyObjective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "Alpine")
objective = new AlpineObjective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "Beale")
objective = new BealeObjective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "Bohachevsky")
objective = new BohachevskyObjective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "EggHolder")
objective = new EggHolderObjective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "GoldSteinPrice")
objective = new GoldSteinPriceObjective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "Griewank")
objective = new GriewankObjective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "Levy13")
objective = new Levy13Objective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "Michalewicz")
objective = new MichalewiczObjective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "Pathological")
objective = new PathologicalObjective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "Quadric")
objective = new QuadricObjective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "Quartic")
objective = new QuarticObjective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "Rana")
objective = new RanaObjective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "Rastrigin")
objective = new RastriginObjective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "Rosenbrock")
objective = new RosenbrockObjective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "Salomon")
objective = new SalomonObjective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "Schwefel22")
objective = new Schwefel22Objective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "Schwefel26")
objective = new Schwefel26Objective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "SixHumpCamelBack")
objective = new SixHumpCamelBackObjective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "SkewRastrigin")
objective = new SkewRastriginObjective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "Spherical")
objective = new SphericalObjective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "Step")
objective = new StepObjective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "Weierstrass")
objective = new WeierstrassObjective(trans[0], trans[1], trans[2], trans[3]);
else if(objFun == "Zakharov")
objective = new ZakharovObjective(trans[0], trans[1], trans[2], trans[3]);
delete [] trans;
//graphicsProcessor = new GraphicsProcessor(*setPkg->getProblemDomainSettingsPackage());
// graphicsProcessor->setObjective(objective);
setPkg->getProblemDomainSettingsPackage()->getBoundaries(bounds);
if(bounds[0] == bounds[1] && bounds[1] == bounds[2] && bounds[2] == bounds[3])
{
objective->getBounds(bounds);
// graphicsProcessor->setBounds(bounds);
//UNCOMMENT THIS LINE AND THE LANDSCAPE BECOMES THE SAME AS Y=0 EVERYWHERE (simulated 2d landscape)
//BUT: Particles do not appear to be behaving correctly.
//if(setPkg->getProblemDomainSettingsPackage()->getDimensions() == 1)
//{
// bounds[2] = 0;
// bounds[3] = 0;
//}
setPkg->getProblemDomainSettingsPackage()->setBoundaries(bounds);
}
for(int i = 0; i < setPkg->getNumInstances(); ++i) {
snapMan[i] = new SnapshotManager(setPkg->getOptimizerSettingsPackage()->getMaxIterations(),
setPkg->getSwarmSize(),
setPkg->getProblemDomainSettingsPackage()->getDimensions(),
bounds);
}
for(int i = 1; i < setPkg->getNumInstances(); ++i)
{
snapMan[i]->enqueue( new Snapshot(snapMan[0]->getLast()) );
}
}
SnapshotManager *Manager::getSnapshotManager() {
return snapMan[0];
}
SettingsPackage *Manager::getSettingsPackage() {
return setPkg;
}
void Manager::initializeOptimizer() {
// bounds[0]+=setPkg->getProblemDomainSettingsPackage()->ge
for(int i = 0; i < setPkg->getNumInstances(); ++i) {
//+1 because getAlgorithm refers to algorithms labeled 1 to 4 (I've clearly used too many funny languages
//recently, to actually start something at 1)
std::string optAlg = setPkg->getOptimizerSettingsPackage()->getAlgorithm(i+1);
if (optAlg == "Hill Climbing")
{
optimizer[i] = new HillClimber(objective, snapMan[i], false, bounds);
snapMan[i]->setName("Hill Climbing");
}
else if (optAlg == "Particle Swarm Optimization")
{
optimizer[i] = new PSO(objective, snapMan[i], false, bounds, setPkg->getOptimizerSettingsPackage()->getInertiaWeight(),
setPkg->getOptimizerSettingsPackage()->getSocialCoefficient(),
setPkg->getOptimizerSettingsPackage()->getCognitiveCoefficient());
snapMan[i]->setName("PSO");
}
else if (optAlg == "Conical PSO")
{
optimizer[i] = new CPSO(objective, snapMan[i], false,
setPkg->getOptimizerSettingsPackage()->getInertiaWeight(),
setPkg->getOptimizerSettingsPackage()->getMaxVelocity(),
bounds, setPkg->getOptimizerSettingsPackage()->getSocialCoefficient(),
setPkg->getOptimizerSettingsPackage()->getCognitiveCoefficient());
snapMan[i]->setName("Conical PSO");
}
else if (optAlg == "Fully Informed PSO")
{
optimizer[i] = new FIPS(objective, snapMan[i], false,
setPkg->getOptimizerSettingsPackage()->getNeighbourhoodSize(),
setPkg->getOptimizerSettingsPackage()->getConstrictionCoefficient(),
bounds, setPkg->getOptimizerSettingsPackage()->getSocialCoefficient(),
setPkg->getOptimizerSettingsPackage()->getCognitiveCoefficient());
snapMan[i]->setName("Fully Informed PSO");
}
else if (optAlg == "Guaranteed Convergence PSO")
{
optimizer[i] = new GCPSO(objective, snapMan[i], false, bounds,
setPkg->getOptimizerSettingsPackage()->getSuccessCount(),
setPkg->getOptimizerSettingsPackage()->getFailCount(),
setPkg->getOptimizerSettingsPackage()->getInertiaWeight(),
setPkg->getOptimizerSettingsPackage()->getSocialCoefficient(),
setPkg->getOptimizerSettingsPackage()->getCognitiveCoefficient());
snapMan[i]->setName("GCPSO");
}
else if (optAlg == "Elitist Hill Climbing")
{
optimizer[i] = new ElitistHillClimber(objective, snapMan[i], false, bounds);
snapMan[i]->setName("Elitist Hill Climbing");
}
else if (optAlg == "Genetic Algorithm")
{
optimizer[i] = new GeneticAlgorithm(objective, snapMan[i], false, bounds);
snapMan[i]->setName("Genetic Algorithm");
}
else if (optAlg == "Random Search")
{
optimizer[i] = new RandomSearch(objective, snapMan[i], false, bounds);
snapMan[i]->setName("Random Search");
}
}
}
void Manager::optimize() {
optThreads = new std::thread*[4];
for(int i = 0; i < setPkg->getNumInstances(); i++)
{
optThreads[i] = new std::thread(&Manager::optimizeInstance, this, i);
}
}
void Manager::waitForOpts() {
for(int i = 0; i < setPkg->getNumInstances(); i++)
{
optThreads[i]->join();
}
}
void Manager::optimizeInstance(void *instance, int i)
{
Manager* mng = static_cast<Manager*>(instance);
if(!mng->optimizer[i]) return;
for(int j = 0; j < mng->setPkg->getOptimizerSettingsPackage()->getMaxIterations(); ++j)
{
mng->optimizer[i]->iterate();
}
Particle* best = mng->optimizer[i]->getBestSolution();
double bestPos[2];
double current[2];
best->getPersonalBestPosition(bestPos);
best->getPositionArray(current);
//There's some small chance this output will get muddled with the other threads ofc. This is only for
//testing anyway, it should be visualized in the end
//std::cout << "===============OPTIMIZER " << i << "===========================================\n";
//std::cout << "Best located solution is from particle at coords (" << current[0] <<","
// << current[1] << ") and has current fitness of: " << best->getFitnessValue() << "\n";
}
void Manager::initializeGraphicsProcessor()
{
graphicsProcessor = new GraphicsProcessor(
*setPkg->getProblemDomainSettingsPackage(),
snapMan,
setPkg->getGraphicsSettingsPackage()->getResolutionW(),
setPkg->getGraphicsSettingsPackage()->getResolutionH(),
setPkg->getGraphicsSettingsPackage()->getRenderSpeed(),//Animation Speed
setPkg->getNumInstances()
);
graphicsProcessor->setObjective(objective);
}
void Manager::visualize() {
graphicsProcessor->run();
delete graphicsProcessor;
}
void Manager::cleanMemory() {
for(int i = 0; i < setPkg->getNumInstances(); ++i)
{
delete optimizer[i];
delete snapMan[i];
}
}