/*
* Copyright 2007-2010 Lawrence Beadle & Tom Castle
* Licensed under GNU General Public License
*
* This file is part of Epoch X - (The Genetic Programming Analysis Software)
*
* Epoch X is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* Epoch X is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with Epoch X. If not, see <http://www.gnu.org/licenses/>.
*/
package org.epochx.semantics.gp.initialisation;
import java.util.*;
import org.epochx.epox.Node;
import org.epochx.gp.model.GPModel;
import org.epochx.gp.representation.GPCandidateProgram;
import org.epochx.op.Initialiser;
import org.epochx.representation.CandidateProgram;
import org.epochx.semantics.BooleanRepresentation;
import org.epochx.semantics.BooleanSemanticModule;
import org.epochx.semantics.SemanticModule;
import net.sf.javabdd.*;
/**
* Boolean Semantically Driven Initialisation
*/
public class BooleanSemanticallyDrivenInitialiser implements Initialiser {
private GPModel model;
private BooleanSemanticModule semMod;
/**
* Constructor for Boolean semantically driven initialisation
* @param model The GP model in use
* @param semMod The semantic module in use
*/
public BooleanSemanticallyDrivenInitialiser(GPModel model, SemanticModule semMod) {
this.model = model;
this.semMod = (BooleanSemanticModule) semMod;
}
/* (non-Javadoc)
* @see com.epochx.core.initialisation.Initialiser#getInitialPopulation()
*/
@Override
public List<CandidateProgram> getInitialPopulation() {
return generatePopulation();
}
private List<CandidateProgram> generatePopulation() {
// initialise BDD stuff
semMod.start();
List<BDD> storage = new ArrayList<BDD>();
// load terminals only
for(Node t: model.getSyntax()) {
GPCandidateProgram c = new GPCandidateProgram(t, model);
BDD rep = semMod.codeToBehaviour(c).getBDD();
storage.add(rep);
}
// create random number generator
Random random = new Random();
int noOfFunctions = model.getSyntax().size();
// mash together rest to make full pop
while(storage.size()<model.getPopulationSize()) {
int cFunc = random.nextInt(noOfFunctions);
BDD result = null;
if(cFunc==0) {
result = storage.get(random.nextInt(storage.size())).ite(storage.get(random.nextInt(storage.size())), storage.get(random.nextInt(storage.size())));
} else if(cFunc==1) {
result = storage.get(random.nextInt(storage.size())).and(storage.get(random.nextInt(storage.size())));
} else if(cFunc==2) {
result = storage.get(random.nextInt(storage.size())).or(storage.get(random.nextInt(storage.size())));
} else if(cFunc==3) {
result = storage.get(random.nextInt(storage.size())).not();
}
// check unique
if(!storage.contains(result) && !(result.nodeCount()<1)) {
storage.add(result);
}
}
// translate back and add to first gen
List<CandidateProgram> firstGen = new ArrayList<CandidateProgram>();
for(BDD toProg: storage) {
firstGen.add(semMod.behaviourToCode(new BooleanRepresentation(toProg)));
}
// clear up BDD stuff
semMod.stop();
return firstGen;
}
}