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https://github.com/graphhopper/jsprit.git
synced 2020-01-24 07:45:05 +01:00
add concurrent regret
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parent
b7a35a26b0
commit
edc3690621
4 changed files with 312 additions and 14 deletions
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@ -167,8 +167,13 @@ public class InsertionBuilder {
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}
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}
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else if(strategy.equals(Strategy.REGRET)){
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if (executor == null) {
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insertion = new RegretInsertion(costCalculator, vrp);
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}
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else {
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insertion = new RegretInsertionConcurrent(costCalculator,vrp,executor);
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}
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}
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else throw new IllegalStateException("you should never get here");
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for(InsertionListener l : iListeners) insertion.addListener(l);
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return insertion;
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@ -20,8 +20,8 @@ package jsprit.core.algorithm.recreate;
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import jsprit.core.problem.VehicleRoutingProblem;
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import jsprit.core.problem.job.Job;
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import jsprit.core.problem.job.Service;
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import jsprit.core.problem.job.Shipment;
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import jsprit.core.problem.solution.route.VehicleRoute;
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import jsprit.core.problem.vehicle.Vehicle;
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import org.apache.logging.log4j.LogManager;
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import org.apache.logging.log4j.Logger;
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@ -111,6 +111,8 @@ public class RegretInsertion extends AbstractInsertionStrategy {
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private double depotDistance_param = + 0.1;
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private double minTimeWindowScore = - 100000;
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public DefaultScorer(VehicleRoutingProblem vrp) {
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this.vrp = vrp;
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}
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@ -121,24 +123,50 @@ public class RegretInsertion extends AbstractInsertionStrategy {
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@Override
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public double score(InsertionData best, Job job) {
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double avgDepotDistance = getAvgDistance(best.getSelectedVehicle(),job);
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return Math.max(tw_param * (((Service)job).getTimeWindow().getEnd() - ((Service)job).getTimeWindow().getStart()),-100000) +
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depotDistance_param * avgDepotDistance;
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double score;
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if(job instanceof Service){
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score = scoreService(best, job);
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}
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else if(job instanceof Shipment){
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score = scoreShipment(best,job);
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}
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else throw new IllegalStateException("not supported");
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return score;
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}
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private double getAvgDistance(Vehicle vehicle, Job job) {
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double distance = vrp.getTransportCosts().getTransportCost(vehicle.getStartLocationId(),((Service)job).getLocationId(),0.,null,vehicle);
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if(vehicle.isReturnToDepot() && !vehicle.getStartLocationId().equals(vehicle.getEndLocationId())){
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distance = (distance + vrp.getTransportCosts().getTransportCost(vehicle.getEndLocationId(),((Service)job).getLocationId(),0.,null,vehicle))/2.;
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private double scoreShipment(InsertionData best, Job job) {
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Shipment shipment = (Shipment)job;
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double maxDepotDistance_1 = Math.max(
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getDistance(best.getSelectedVehicle().getStartLocationId(),shipment.getPickupLocationId()),
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getDistance(best.getSelectedVehicle().getStartLocationId(),shipment.getDeliveryLocationId())
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);
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double maxDepotDistance_2 = Math.max(
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getDistance(best.getSelectedVehicle().getEndLocationId(),shipment.getPickupLocationId()),
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getDistance(best.getSelectedVehicle().getEndLocationId(),shipment.getDeliveryLocationId())
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);
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double maxDepotDistance = Math.max(maxDepotDistance_1,maxDepotDistance_2);
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double minTimeToOperate = Math.min(shipment.getPickupTimeWindow().getEnd()-shipment.getPickupTimeWindow().getStart(),
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shipment.getDeliveryTimeWindow().getEnd()-shipment.getDeliveryTimeWindow().getStart());
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return Math.max(tw_param * minTimeToOperate,minTimeWindowScore) + depotDistance_param * maxDepotDistance;
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}
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return distance;
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private double scoreService(InsertionData best, Job job) {
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double maxDepotDistance = Math.max(
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getDistance(best.getSelectedVehicle().getStartLocationId(), ((Service) job).getLocationId()),
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getDistance(best.getSelectedVehicle().getEndLocationId(), ((Service) job).getLocationId())
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);
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return Math.max(tw_param * (((Service)job).getTimeWindow().getEnd() - ((Service)job).getTimeWindow().getStart()),minTimeWindowScore) +
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depotDistance_param * maxDepotDistance;
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}
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private double getDistance(String loc1, String loc2) {
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return vrp.getTransportCosts().getTransportCost(loc1,loc2,0.,null,null);
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}
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@Override
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public String toString() {
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return "[name=timeWindowScorer][scoringParam="+tw_param+"]";
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return "[name=defaultScorer][twParam="+tw_param+"][depotDistanceParam=" + depotDistance_param + "]";
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}
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}
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@ -0,0 +1,220 @@
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/*******************************************************************************
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* Copyright (C) 2014 Stefan Schroeder
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*
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* This library is free software; you can redistribute it and/or
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* modify it under the terms of the GNU Lesser General Public
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* License as published by the Free Software Foundation; either
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* version 3.0 of the License, or (at your option) any later version.
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*
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* This library is distributed in the hope that it will be useful,
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* but WITHOUT ANY WARRANTY; without even the implied warranty of
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* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
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* Lesser General Public License for more details.
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*
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* You should have received a copy of the GNU Lesser General Public
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* License along with this library. If not, see <http://www.gnu.org/licenses/>.
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******************************************************************************/
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package jsprit.core.algorithm.recreate;
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import jsprit.core.algorithm.recreate.RegretInsertion.DefaultScorer;
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import jsprit.core.algorithm.recreate.RegretInsertion.ScoredJob;
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import jsprit.core.algorithm.recreate.RegretInsertion.ScoringFunction;
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import jsprit.core.problem.VehicleRoutingProblem;
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import jsprit.core.problem.job.Job;
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import jsprit.core.problem.solution.route.VehicleRoute;
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import org.apache.logging.log4j.LogManager;
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import org.apache.logging.log4j.Logger;
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import java.util.ArrayList;
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import java.util.Collection;
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import java.util.List;
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import java.util.concurrent.*;
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/**
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* Insertion based on regret approach.
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*
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* <p>Basically calculates the insertion cost of the firstBest and the secondBest alternative. The score is then calculated as difference
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* between secondBest and firstBest, plus additional scoring variables that can defined in this.ScoringFunction.
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* The idea is that if the cost of the secondBest alternative is way higher than the first best, it seems to be important to insert this
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* customer immediatedly. If difference is not that high, it might not impact solution if this customer is inserted later.
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*
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* @author stefan schroeder
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*
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*/
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public class RegretInsertionConcurrent extends AbstractInsertionStrategy {
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private static Logger logger = LogManager.getLogger(RegretInsertionConcurrent.class);
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private ScoringFunction scoringFunction;
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private final JobInsertionCostsCalculator insertionCostsCalculator;
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private final ExecutorCompletionService<ScoredJob> completionService;
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/**
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* Sets the scoring function.
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*
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* <p>By default, the this.TimeWindowScorer is used.
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*
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* @param scoringFunction to score
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*/
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public void setScoringFunction(ScoringFunction scoringFunction) {
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this.scoringFunction = scoringFunction;
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}
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public RegretInsertionConcurrent(JobInsertionCostsCalculator jobInsertionCalculator, VehicleRoutingProblem vehicleRoutingProblem, ExecutorService executorService) {
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super(vehicleRoutingProblem);
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this.scoringFunction = new DefaultScorer(vehicleRoutingProblem);
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this.insertionCostsCalculator = jobInsertionCalculator;
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this.vrp = vehicleRoutingProblem;
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completionService = new ExecutorCompletionService<ScoredJob>(executorService);
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logger.info("initialise " + this);
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}
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@Override
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public String toString() {
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return "[name=regretInsertion][additionalScorer="+scoringFunction+"]";
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}
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/**
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* Runs insertion.
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*
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* <p>Before inserting a job, all unassigned jobs are scored according to its best- and secondBest-insertion plus additional scoring variables.
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*
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*/
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@Override
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public Collection<Job> insertUnassignedJobs(Collection<VehicleRoute> routes, Collection<Job> unassignedJobs) {
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List<Job> badJobs = new ArrayList<Job>(unassignedJobs.size());
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List<Job> jobs = new ArrayList<Job>(unassignedJobs);
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while (!jobs.isEmpty()) {
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List<Job> unassignedJobList = new ArrayList<Job>(jobs);
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ScoredJob bestScoredJob = nextJob(routes, unassignedJobList);
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Job handledJob;
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if(bestScoredJob == null){
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handledJob = unassignedJobList.get(0);
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badJobs.add(handledJob);
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}
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else {
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if(bestScoredJob.isNewRoute()){
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routes.add(bestScoredJob.getRoute());
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}
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insertJob(bestScoredJob.getJob(),bestScoredJob.getInsertionData(),bestScoredJob.getRoute());
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handledJob = bestScoredJob.getJob();
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}
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jobs.remove(handledJob);
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}
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return badJobs;
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}
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private ScoredJob nextJob(final Collection<VehicleRoute> routes, List<Job> unassignedJobList) {
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ScoredJob bestScoredJob = null;
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for (final Job unassignedJob : unassignedJobList) {
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completionService.submit(new Callable<ScoredJob>() {
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@Override
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public ScoredJob call() throws Exception {
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return getScoredJob(routes, unassignedJob);
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}
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});
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}
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try{
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for(int i=0; i < unassignedJobList.size(); i++){
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Future<ScoredJob> fsj = completionService.take();
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ScoredJob sJob = fsj.get();
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if(sJob == null){
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continue;
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}
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if(bestScoredJob == null){
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bestScoredJob = sJob;
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}
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else if(sJob.getScore() > bestScoredJob.getScore()){
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bestScoredJob = sJob;
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}
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}
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}
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catch(InterruptedException e){
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Thread.currentThread().interrupt();
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}
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catch (ExecutionException e) {
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e.printStackTrace();
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logger.error(e.getCause().toString());
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System.exit(1);
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}
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return bestScoredJob;
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}
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private ScoredJob getScoredJob(Collection<VehicleRoute> routes, Job unassignedJob) {
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InsertionData best = null;
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InsertionData secondBest = null;
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VehicleRoute bestRoute = null;
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double benchmark = Double.MAX_VALUE;
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for (VehicleRoute route : routes) {
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if (secondBest != null) {
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benchmark = secondBest.getInsertionCost();
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}
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InsertionData iData = insertionCostsCalculator.getInsertionData(route, unassignedJob, NO_NEW_VEHICLE_YET, NO_NEW_DEPARTURE_TIME_YET, NO_NEW_DRIVER_YET, benchmark);
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if (iData instanceof InsertionData.NoInsertionFound) continue;
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if (best == null) {
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best = iData;
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bestRoute = route;
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} else if (iData.getInsertionCost() < best.getInsertionCost()) {
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secondBest = best;
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best = iData;
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bestRoute = route;
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} else if (secondBest == null || (iData.getInsertionCost() < secondBest.getInsertionCost())) {
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secondBest = iData;
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}
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}
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VehicleRoute emptyRoute = VehicleRoute.emptyRoute();
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InsertionData iData = insertionCostsCalculator.getInsertionData(emptyRoute, unassignedJob, NO_NEW_VEHICLE_YET, NO_NEW_DEPARTURE_TIME_YET, NO_NEW_DRIVER_YET, benchmark);
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if (!(iData instanceof InsertionData.NoInsertionFound)) {
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// iData = new InsertionData(iData.getInsertionCost()*1000.,iData.getPickupInsertionIndex(),iData.getDeliveryInsertionIndex(),iData.getSelectedVehicle(),iData.getSelectedDriver());
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if (best == null) {
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best = iData;
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bestRoute = emptyRoute;
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} else if (iData.getInsertionCost() < best.getInsertionCost()) {
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secondBest = best;
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best = iData;
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bestRoute = emptyRoute;
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} else if (secondBest == null || (iData.getInsertionCost() < secondBest.getInsertionCost())) {
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secondBest = iData;
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}
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}
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double score = score(unassignedJob, best, secondBest);
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ScoredJob scoredJob;
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if(bestRoute == emptyRoute){
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scoredJob = new ScoredJob(unassignedJob, score, best, bestRoute, true);
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}
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else scoredJob = new ScoredJob(unassignedJob, score, best, bestRoute, false);
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return scoredJob;
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}
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private double score(Job unassignedJob, InsertionData best, InsertionData secondBest) {
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if(best == null){
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throw new IllegalStateException("cannot insert job " + unassignedJob.getId());
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}
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double score;
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if(secondBest == null){
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score = best.getInsertionCost() + scoringFunction.score(best,unassignedJob);
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}
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else{
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score = (secondBest.getInsertionCost()-best.getInsertionCost()) + scoringFunction.score(best,unassignedJob);
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}
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return score;
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}
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}
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@ -22,6 +22,7 @@ import jsprit.core.problem.VehicleRoutingProblem;
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import jsprit.core.problem.driver.Driver;
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import jsprit.core.problem.job.Job;
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import jsprit.core.problem.job.Service;
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import jsprit.core.problem.job.Shipment;
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import jsprit.core.problem.solution.route.VehicleRoute;
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import jsprit.core.problem.solution.route.activity.TourActivity;
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import jsprit.core.problem.vehicle.Vehicle;
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@ -85,6 +86,50 @@ public class RegretInsertionTest {
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Assert.assertTrue(position.isCorrect());
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}
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@Test
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public void shipment1ShouldBeAddedFirst(){
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Shipment s1 = Shipment.Builder.newInstance("s1")
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.setPickupLocationId("pick1")
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.setPickupCoord(Coordinate.newInstance(-1, 10))
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.setDeliveryCoord(Coordinate.newInstance(1, 10))
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.setDeliveryLocationId("del1")
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.build();
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Shipment s2 = Shipment.Builder.newInstance("s2")
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.setPickupCoord(Coordinate.newInstance(-1,20))
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.setDeliveryCoord(Coordinate.newInstance(1, 20))
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.setPickupLocationId("pick2")
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.setDeliveryLocationId("del2")
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.build();
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VehicleImpl v = VehicleImpl.Builder.newInstance("v").setStartLocationCoordinate(Coordinate.newInstance(0,0)).build();
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final VehicleRoutingProblem vrp = VehicleRoutingProblem.Builder.newInstance().addJob(s1).addJob(s2).addVehicle(v).build();
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JobInsertionCostsCalculator calculator = getShipmentCalculator(vrp);
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RegretInsertion regretInsertion = new RegretInsertion(calculator,vrp);
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Collection<VehicleRoute> routes = new ArrayList<VehicleRoute>();
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CkeckJobSequence position = new CkeckJobSequence(1, s2);
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regretInsertion.addListener(position);
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regretInsertion.insertJobs(routes,vrp.getJobs().values());
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Assert.assertTrue(position.isCorrect());
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}
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private JobInsertionCostsCalculator getShipmentCalculator(final VehicleRoutingProblem vrp) {
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return new JobInsertionCostsCalculator() {
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@Override
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public InsertionData getInsertionData(VehicleRoute currentRoute, Job newJob, Vehicle newVehicle, double newVehicleDepartureTime, Driver newDriver, double bestKnownCosts) {
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Vehicle vehicle = vrp.getVehicles().iterator().next();
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if(newJob.getId().equals("s1")){
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return new InsertionData(10,0,0,vehicle,newDriver);
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}
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else{
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return new InsertionData(20,0,0,vehicle,newDriver);
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}
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}
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};
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}
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static class CkeckJobSequence implements BeforeJobInsertionListener {
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