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AssignmentTaskSizesSat.java
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AssignmentTaskSizesSat.java
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// Copyright 2010-2022 Google LLC
// 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.
// [START program]
// CP-SAT example that solves an assignment problem.
package com.google.ortools.sat.samples;
// [START import]
import com.google.ortools.Loader;
import com.google.ortools.sat.CpModel;
import com.google.ortools.sat.CpSolver;
import com.google.ortools.sat.CpSolverStatus;
import com.google.ortools.sat.LinearExpr;
import com.google.ortools.sat.LinearExprBuilder;
import com.google.ortools.sat.Literal;
import java.util.ArrayList;
import java.util.List;
import java.util.stream.IntStream;
// [END import]
/** Assignment problem. */
public class AssignmentTaskSizesSat {
public static void main(String[] args) {
Loader.loadNativeLibraries();
// Data
// [START data]
int[][] costs = {
{90, 76, 75, 70, 50, 74, 12, 68},
{35, 85, 55, 65, 48, 101, 70, 83},
{125, 95, 90, 105, 59, 120, 36, 73},
{45, 110, 95, 115, 104, 83, 37, 71},
{60, 105, 80, 75, 59, 62, 93, 88},
{45, 65, 110, 95, 47, 31, 81, 34},
{38, 51, 107, 41, 69, 99, 115, 48},
{47, 85, 57, 71, 92, 77, 109, 36},
{39, 63, 97, 49, 118, 56, 92, 61},
{47, 101, 71, 60, 88, 109, 52, 90},
};
final int numWorkers = costs.length;
final int numTasks = costs[0].length;
final int[] allWorkers = IntStream.range(0, numWorkers).toArray();
final int[] allTasks = IntStream.range(0, numTasks).toArray();
final int[] taskSizes = {10, 7, 3, 12, 15, 4, 11, 5};
// Maximum total of task sizes for any worker
final int totalSizeMax = 15;
// [END data]
// Model
// [START model]
CpModel model = new CpModel();
// [END model]
// Variables
// [START variables]
Literal[][] x = new Literal[numWorkers][numTasks];
for (int worker : allWorkers) {
for (int task : allTasks) {
x[worker][task] = model.newBoolVar("x[" + worker + "," + task + "]");
}
}
// [END variables]
// Constraints
// [START constraints]
// Each worker has a maximum capacity.
for (int worker : allWorkers) {
LinearExprBuilder expr = LinearExpr.newBuilder();
for (int task : allTasks) {
expr.addTerm(x[worker][task], taskSizes[task]);
}
model.addLessOrEqual(expr, totalSizeMax);
}
// Each task is assigned to exactly one worker.
for (int task : allTasks) {
List<Literal> workers = new ArrayList<>();
for (int worker : allWorkers) {
workers.add(x[worker][task]);
}
model.addExactlyOne(workers);
}
// [END constraints]
// Objective
// [START objective]
LinearExprBuilder obj = LinearExpr.newBuilder();
for (int worker : allWorkers) {
for (int task : allTasks) {
obj.addTerm(x[worker][task], costs[worker][task]);
}
}
model.minimize(obj);
// [END objective]
// Solve
// [START solve]
CpSolver solver = new CpSolver();
CpSolverStatus status = solver.solve(model);
// [END solve]
// Print solution.
// [START print_solution]
// Check that the problem has a feasible solution.
if (status == CpSolverStatus.OPTIMAL || status == CpSolverStatus.FEASIBLE) {
System.out.println("Total cost: " + solver.objectiveValue() + "\n");
for (int worker : allWorkers) {
for (int task : allTasks) {
if (solver.booleanValue(x[worker][task])) {
System.out.println("Worker " + worker + " assigned to task " + task
+ ". Cost: " + costs[worker][task]);
}
}
}
} else {
System.err.println("No solution found.");
}
// [END print_solution]
}
private AssignmentTaskSizesSat() {}
}