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incorporate priorities into search - #242
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12 changed files with 288 additions and 74 deletions
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@ -14,6 +14,7 @@ import com.graphhopper.jsprit.core.algorithm.selector.SelectBest;
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import com.graphhopper.jsprit.core.algorithm.state.StateManager;
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import com.graphhopper.jsprit.core.problem.VehicleRoutingProblem;
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import com.graphhopper.jsprit.core.problem.constraint.ConstraintManager;
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import com.graphhopper.jsprit.core.problem.job.Job;
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import com.graphhopper.jsprit.core.problem.solution.SolutionCostCalculator;
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import com.graphhopper.jsprit.core.problem.solution.VehicleRoutingProblemSolution;
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import com.graphhopper.jsprit.core.problem.solution.route.VehicleRoute;
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@ -568,8 +569,7 @@ public class Jsprit {
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}
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private DefaultScorer getRegretScorer(VehicleRoutingProblem vrp) {
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DefaultScorer scorer;
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scorer = new DefaultScorer(vrp);
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DefaultScorer scorer = new DefaultScorer(vrp);
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scorer.setTimeWindowParam(Double.valueOf(properties.getProperty(Parameter.REGRET_TIME_WINDOW_SCORER.toString())));
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scorer.setDepotDistanceParam(Double.valueOf(properties.getProperty(Parameter.REGRET_DISTANCE_SCORER.toString())));
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return scorer;
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@ -638,14 +638,16 @@ public class Jsprit {
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if (!hasBreak) {
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//break defined and required but not assigned penalty
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if (route.getEnd().getArrTime() > route.getVehicle().getBreak().getTimeWindow().getEnd()) {
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costs += maxCosts * 2 + route.getVehicle().getBreak().getServiceDuration() * route.getVehicle().getType().getVehicleCostParams().perServiceTimeUnit;
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costs += maxCosts * 1 + route.getVehicle().getBreak().getServiceDuration() * route.getVehicle().getType().getVehicleCostParams().perServiceTimeUnit;
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} else {
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costs -= maxCosts * 2;
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// costs -= maxCosts * 2;
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}
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}
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}
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}
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costs += solution.getUnassignedJobs().size() * maxCosts * 2;
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for(Job j : solution.getUnassignedJobs()){
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costs += maxCosts * (4 - j.getPriority());
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}
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return costs;
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}
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};
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@ -23,10 +23,7 @@ import com.graphhopper.jsprit.core.util.NoiseMaker;
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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.Collections;
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import java.util.List;
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import java.util.*;
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/**
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@ -65,6 +62,7 @@ public final class BestInsertion extends AbstractInsertionStrategy {
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List<Job> badJobs = new ArrayList<Job>(unassignedJobs.size());
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List<Job> unassignedJobList = new ArrayList<Job>(unassignedJobs);
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Collections.shuffle(unassignedJobList, random);
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sometimesSortPriorities(unassignedJobList);
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for (Job unassignedJob : unassignedJobList) {
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Insertion bestInsertion = null;
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double bestInsertionCost = Double.MAX_VALUE;
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@ -93,4 +91,15 @@ public final class BestInsertion extends AbstractInsertionStrategy {
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return badJobs;
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}
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private void sometimesSortPriorities(List<Job> unassignedJobList) {
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if(random.nextDouble() < 0.5){
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Collections.sort(unassignedJobList, new Comparator<Job>() {
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@Override
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public int compare(Job o1, Job o2) {
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return o1.getPriority() - o2.getPriority();
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}
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});
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}
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}
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}
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@ -26,10 +26,7 @@ import com.graphhopper.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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import java.util.ArrayList;
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import java.util.Collection;
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import java.util.Collections;
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import java.util.List;
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import java.util.*;
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import java.util.concurrent.*;
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@ -101,6 +98,7 @@ public final class BestInsertionConcurrent extends AbstractInsertionStrategy {
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List<Job> badJobs = new ArrayList<Job>(unassignedJobs.size());
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List<Job> unassignedJobList = new ArrayList<Job>(unassignedJobs);
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Collections.shuffle(unassignedJobList, random);
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sometimesSortPriorities(unassignedJobList);
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List<Batch> batches = distributeRoutes(vehicleRoutes, nuOfBatches);
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for (final Job unassignedJob : unassignedJobList) {
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Insertion bestInsertion = null;
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@ -143,6 +141,17 @@ public final class BestInsertionConcurrent extends AbstractInsertionStrategy {
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return badJobs;
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}
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private void sometimesSortPriorities(List<Job> unassignedJobList) {
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if(random.nextDouble() < 0.5){
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Collections.sort(unassignedJobList, new Comparator<Job>() {
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@Override
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public int compare(Job o1, Job o2) {
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return o1.getPriority() - o2.getPriority();
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}
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});
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}
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}
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private Insertion getBestInsertion(Batch batch, Job unassignedJob) {
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Insertion bestInsertion = null;
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double bestInsertionCost = Double.MAX_VALUE;
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@ -13,9 +13,9 @@ public class DefaultScorer implements ScoringFunction {
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private VehicleRoutingProblem vrp;
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private double tw_param = -0.5;
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private double timeWindowParam = -0.5;
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private double depotDistance_param = +0.1;
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private double depotDistanceParam = +0.1;
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private double minTimeWindowScore = -100000;
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@ -24,11 +24,11 @@ public class DefaultScorer implements ScoringFunction {
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}
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public void setTimeWindowParam(double tw_param) {
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this.tw_param = tw_param;
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this.timeWindowParam = tw_param;
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}
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public void setDepotDistanceParam(double depotDistance_param) {
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this.depotDistance_param = depotDistance_param;
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this.depotDistanceParam = depotDistance_param;
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}
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@Override
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@ -55,7 +55,7 @@ public class DefaultScorer implements ScoringFunction {
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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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return Math.max(timeWindowParam * minTimeToOperate, minTimeWindowScore) + depotDistanceParam * maxDepotDistance;
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}
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private double scoreService(InsertionData best, Job job) {
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@ -67,8 +67,8 @@ public class DefaultScorer implements ScoringFunction {
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getDistance(best.getSelectedVehicle().getEndLocation(), location)
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);
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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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return Math.max(timeWindowParam * (((Service) job).getTimeWindow().getEnd() - ((Service) job).getTimeWindow().getStart()), minTimeWindowScore) +
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depotDistanceParam * maxDepotDistance;
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}
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@ -78,6 +78,6 @@ public class DefaultScorer implements ScoringFunction {
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@Override
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public String toString() {
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return "[name=defaultScorer][twParam=" + tw_param + "][depotDistanceParam=" + depotDistance_param + "]";
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return "[name=defaultScorer][twParam=" + timeWindowParam + "][depotDistanceParam=" + depotDistanceParam + "]";
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}
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}
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@ -140,18 +140,7 @@ class InsertionDataUpdater {
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}
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static double score(Job unassignedJob, InsertionData best, InsertionData secondBest, ScoringFunction scoringFunction) {
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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) { //either there is only one vehicle or there are more vehicles, but they cannot load unassignedJob
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//if only one vehicle, I want the job to be inserted with min iCosts
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//if there are more vehicles, I want this job to be prioritized since there are no alternatives
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score = Integer.MAX_VALUE - best.getInsertionCost() + scoringFunction.score(best, unassignedJob);
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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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return Scorer.score(unassignedJob,best,secondBest,scoringFunction);
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}
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}
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@ -204,18 +204,7 @@ public class RegretInsertion extends AbstractInsertionStrategy {
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static double score(Job unassignedJob, InsertionData best, InsertionData secondBest, ScoringFunction scoringFunction) {
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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) { //either there is only one vehicle or there are more vehicles, but they cannot load unassignedJob
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//if only one vehicle, I want the job to be inserted with min iCosts
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//if there are more vehicles, I want this job to be prioritized since there are no alternatives
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score = Integer.MAX_VALUE - best.getInsertionCost() + scoringFunction.score(best, unassignedJob);
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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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return Scorer.score(unassignedJob,best,secondBest,scoringFunction);
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}
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@ -0,0 +1,24 @@
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package com.graphhopper.jsprit.core.algorithm.recreate;
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import com.graphhopper.jsprit.core.problem.job.Job;
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/**
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* Created by schroeder on 24/05/16.
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*/
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class Scorer {
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static double score(Job unassignedJob, InsertionData best, InsertionData secondBest, ScoringFunction scoringFunction){
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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) { //either there is only one vehicle or there are more vehicles, but they cannot load unassignedJob
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//if only one vehicle, I want the job to be inserted with min iCosts
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//if there are more vehicles, I want this job to be prioritized since there are no alternatives
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score = (4 - unassignedJob.getPriority()) * (Integer.MAX_VALUE - best.getInsertionCost()) + scoringFunction.score(best, unassignedJob);
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} else {
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score = (4 - unassignedJob.getPriority()) * (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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@ -51,4 +51,14 @@ public interface Job extends HasId, HasIndex {
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* @return name
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*/
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public String getName();
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/**
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* Get priority of job. Only 1 = high priority, 2 = medium and 3 = low are allowed.
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* <p>
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* Default is 2 = medium.
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*
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* @return priority
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*/
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public int getPriority();
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}
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