/*
* Copyright 2010 JBoss Inc
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package org.drools.planner.core.localsearch.decider.acceptor.simulatedannealing;
import org.drools.planner.core.localsearch.scope.LocalSearchMoveScope;
import org.drools.planner.core.localsearch.scope.LocalSearchSolverPhaseScope;
import org.drools.planner.core.localsearch.scope.LocalSearchStepScope;
import org.drools.planner.core.localsearch.decider.acceptor.AbstractAcceptor;
import org.drools.planner.core.score.Score;
/**
* TODO this will be removed once the time gradient based {@link SimulatedAnnealingAcceptor} is always better.
*/
public class LegacySimulatedAnnealingAcceptor extends AbstractAcceptor {
protected double startingTemperature = -1.0;
protected double temperatureSurvival = 0.997;
protected double temperature;
public void setStartingTemperature(double startingTemperature) {
this.startingTemperature = startingTemperature;
}
public void setTemperatureSurvival(double temperatureSurvival) {
this.temperatureSurvival = temperatureSurvival;
}
// ************************************************************************
// Worker methods
// ************************************************************************
@Override
public void phaseStarted(LocalSearchSolverPhaseScope phaseScope) {
if (startingTemperature <= 0.0) {
throw new IllegalArgumentException("The startingTemperature (" + startingTemperature
+ ") cannot be negative or zero.");
}
if (temperatureSurvival <= 0.0) {
throw new IllegalArgumentException("The temperatureSurvival (" + temperatureSurvival
+ ") cannot be negative or zero.");
}
temperature = startingTemperature;
}
public boolean isAccepted(LocalSearchMoveScope moveScope) {
LocalSearchSolverPhaseScope localSearchSolverPhaseScope = moveScope.getStepScope().getPhaseScope();
Score lastStepScore = localSearchSolverPhaseScope.getLastCompletedStepScope().getScore();
Score moveScore = moveScope.getScore();
if (moveScore.compareTo(lastStepScore) > 0) {
return true;
}
Score scoreDifference = lastStepScore.subtract(moveScore);
double[] scoreDifferenceLevels = scoreDifference.toDoubleLevels();
for (int i = 0; i < scoreDifferenceLevels.length - 1; i++) {
if (scoreDifferenceLevels[i] != 0) {
// more hard constraints broken, ignore it for now
return false;
}
}
double diff = scoreDifferenceLevels[scoreDifferenceLevels.length - 1];
double acceptChance = Math.exp(-diff / temperature);
if (moveScope.getWorkingRandom().nextDouble() < acceptChance) {
return true;
} else {
return false;
}
}
@Override
public void stepEnded(LocalSearchStepScope stepScope) {
super.stepEnded(stepScope);
temperature *= temperatureSurvival;
}
}