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July 30, 2018 09:48
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Constraint Programming Bin Packing example
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package com.ajira.chocosolver; | |
import org.chocosolver.solver.Model; | |
import org.chocosolver.solver.Solution; | |
import org.chocosolver.solver.search.loop.monitors.CPProfiler; | |
import org.chocosolver.solver.variables.IntVar; | |
import org.chocosolver.solver.variables.Variable; | |
import java.io.IOException; | |
import java.util.Arrays; | |
import java.util.List; | |
import java.util.Map; | |
import java.util.Random; | |
import java.util.function.Function; | |
import java.util.stream.Collectors; | |
import java.util.stream.IntStream; | |
public class Task2Sessions { | |
static class Task { | |
public final String taskName; | |
public final Integer durationMinutes; | |
public final Integer id; | |
public Integer sessionIndex; | |
public Task(String taskName, Integer durationMinutes, Integer id) { | |
this.taskName = taskName; | |
this.durationMinutes = durationMinutes; | |
this.id = id; | |
} | |
@Override | |
public String toString() { | |
final StringBuffer sb = new StringBuffer("Task{"); | |
sb.append("taskName='").append(taskName).append('\''); | |
sb.append(", durationMinutes=").append(durationMinutes); | |
sb.append(", id=").append(id); | |
sb.append(", sessionIndex=").append(sessionIndex); | |
sb.append('}'); | |
return sb.toString(); | |
} | |
} | |
private List<Task> generateTasks(int count) { | |
Random random = new Random(System.currentTimeMillis()); | |
return IntStream.range(1, count + 1) | |
.mapToObj(i -> new Task("T" + i, random.nextInt(15) + 1, i)) | |
.collect(Collectors.toList()); | |
} | |
private void printSessionSummary(Map<Integer, List<Task>> sessions) { | |
String sessionFormat = "| %-15d | %-12d | %-17d | %-65s |%n"; | |
System.out.println("----------------------------SESSIONS--------------------------"); | |
System.out.format("+-----------------+--------------+-------------------+--------------------------------------------------------%n"); | |
System.out.format("| Session Index | Task Count | Duration(Minutes)| Tasks |%n"); | |
System.out.format("+-----------------+--------------+-------------------+--------------------------------------------------------%n"); | |
sessions.entrySet().forEach(sessionData -> { | |
System.out.format(sessionFormat, sessionData.getKey(), sessionData.getValue().size(), | |
sessionData.getValue().stream().mapToInt(t -> t.durationMinutes).sum(), | |
sessionData.getValue().stream().map(t -> t.taskName + '=' + t.durationMinutes) | |
.collect(Collectors.joining(","))); | |
}); | |
System.out.format("+-----------------+--------------+-------------------+--------------------------------------------------------%n"); | |
} | |
private void group2Sessions(int taskCount) { | |
Model model = new Model("Tasks to Sessions grouping model"); | |
List<Task> tasks = generateTasks(30); | |
String taskFormat = "| %-15s | %-4d |%-18d|%n"; | |
System.out.println("-------------------TASKS---------------------"); | |
System.out.format("+-----------------+------+-------------------%n"); | |
System.out.format("| Task name | ID | Duration(Minutes)|%n"); | |
System.out.format("+-----------------+------+-------------------%n"); | |
tasks.forEach(t -> System.out.format(taskFormat, t.taskName, t.id, t.durationMinutes)); | |
System.out.format("+-----------------+------+-------------------%n"); | |
int maxSessionCount = taskCount; | |
int minSessionTimeMinutes = 0; | |
int maxSessionTimeMinutes = 60; | |
IntVar[] taskVars = tasks.stream().map(t -> | |
model.intVar(t.taskName, 0, maxSessionCount, false)) | |
.toArray(IntVar[]::new); | |
IntVar[] sessionVars = IntStream.range(0, maxSessionCount) | |
.mapToObj(Integer::new) | |
.map(i -> model.intVar("Session:" + i, minSessionTimeMinutes, maxSessionTimeMinutes, true)) | |
.toArray(IntVar[]::new); | |
Map<String, IntVar> taskVarMap = Arrays.stream(taskVars) | |
.collect(Collectors.toMap(Variable::getName, Function.identity())); | |
IntVar sessionCountVar = model.intVar("sessionCount", 0, maxSessionCount); | |
model.max(sessionCountVar, taskVars).post(); | |
model.binPacking(taskVars, tasks.stream().mapToInt(t -> t.durationMinutes).toArray(), sessionVars, 0).post(); | |
model.setObjective(Model.MINIMIZE, sessionCountVar); | |
model.getSolver().limitTime(5 * 60 * 1000); | |
Solution solution = new Solution(model); | |
//set run time limit to 2 minutes for this solver | |
//dont find more than 500 solutions | |
model.getSolver().limitSolution(500); | |
while (model.getSolver().solve()) { | |
solution.record(); | |
} | |
boolean solved = model.getSolver().getSolutionCount() > 0; | |
if(solved) { | |
tasks.forEach(t -> t.sessionIndex = solution.getIntVal(taskVarMap.get(t.taskName))); | |
Map<Integer, List<Task>> grouped = tasks.stream().collect(Collectors.groupingBy(t -> t.sessionIndex)); | |
System.out.println(); | |
System.out.println(); | |
this.printSessionSummary(grouped); | |
} else { | |
System.out.println("No solution found"); | |
} | |
} | |
public static void main(String[] args) { | |
new Task2Sessions().group2Sessions(30); | |
} | |
} |
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