145 lines
4.8 KiB
C#
145 lines
4.8 KiB
C#
// Copyright 2010-2021 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]
|
|
// Solves a multiple knapsack problem using the CP-SAT solver.
|
|
// [START import]
|
|
using System;
|
|
using System.Collections.Generic;
|
|
using System.Linq;
|
|
using Google.OrTools.Sat;
|
|
// [START import]
|
|
|
|
public class MultipleKnapsackSat
|
|
{
|
|
public static void Main(String[] args)
|
|
{
|
|
// Instantiate the data problem.
|
|
// [START data]
|
|
int[] Weights = { 48, 30, 42, 36, 36, 48, 42, 42, 36, 24, 30, 30, 42, 36, 36 };
|
|
int[] Values = { 10, 30, 25, 50, 35, 30, 15, 40, 30, 35, 45, 10, 20, 30, 25 };
|
|
int NumItems = Weights.Length;
|
|
int[] allItems = Enumerable.Range(0, NumItems).ToArray();
|
|
|
|
int[] BinCapacities = { 100, 100, 100, 100, 100 };
|
|
int NumBins = BinCapacities.Length;
|
|
int[] allBins = Enumerable.Range(0, NumBins).ToArray();
|
|
// [END data]
|
|
|
|
// Model.
|
|
// [START model]
|
|
CpModel model = new CpModel();
|
|
// [END model]
|
|
|
|
// Variables.
|
|
// [START variables]
|
|
IntVar[,] x = new IntVar[NumItems, NumBins];
|
|
foreach (int i in allItems)
|
|
{
|
|
foreach (int b in allBins)
|
|
{
|
|
x[i, b] = model.NewBoolVar($"x_{i}_{b}");
|
|
}
|
|
}
|
|
// [END variables]
|
|
|
|
// Constraints.
|
|
// [START constraints]
|
|
// Each item is assigned to at most one bin.
|
|
foreach (int i in allItems)
|
|
{
|
|
IntVar[] vars = new IntVar[NumBins];
|
|
foreach (int b in allBins)
|
|
{
|
|
vars[b] = x[i, b];
|
|
}
|
|
model.Add(LinearExpr.Sum(vars) <= 1);
|
|
}
|
|
|
|
// The amount packed in each bin cannot exceed its capacity.
|
|
foreach (int b in allBins)
|
|
{
|
|
IntVar[] vars = new IntVar[NumItems];
|
|
foreach (int i in allItems)
|
|
{
|
|
vars[i] = x[i, b];
|
|
}
|
|
model.Add(LinearExpr.WeightedSum(vars, Weights) <= BinCapacities[b]);
|
|
}
|
|
// [END constraints]
|
|
|
|
// Objective.
|
|
// [START objective]
|
|
IntVar[] objectiveVars = new IntVar[NumItems * NumBins];
|
|
int[] objectiveValues = new int[NumItems * NumBins];
|
|
foreach (int i in allItems)
|
|
{
|
|
foreach (int b in allBins)
|
|
{
|
|
int k = i * NumBins + b;
|
|
objectiveVars[k] = x[i, b];
|
|
objectiveValues[k] = Values[i];
|
|
}
|
|
}
|
|
model.Maximize(LinearExpr.WeightedSum(objectiveVars, objectiveValues));
|
|
// [END objective]
|
|
|
|
// Solve
|
|
// [START solve]
|
|
CpSolver solver = new CpSolver();
|
|
CpSolverStatus status = solver.Solve(model);
|
|
// [END solve]
|
|
|
|
// Print solution.
|
|
// [START print_solution]
|
|
// Check that the problem has a feasible solution.
|
|
if (status == CpSolverStatus.Optimal || status == CpSolverStatus.Feasible)
|
|
{
|
|
Console.WriteLine($"Total packed value: {solver.ObjectiveValue}");
|
|
double TotalWeight = 0.0;
|
|
foreach (int b in allBins)
|
|
{
|
|
double BinWeight = 0.0;
|
|
double BinValue = 0.0;
|
|
Console.WriteLine($"Bin {b}");
|
|
foreach (int i in allItems)
|
|
{
|
|
if (solver.Value(x[i, b]) == 1)
|
|
{
|
|
Console.WriteLine($"Item {i} weight: {Weights[i]} values: {Values[i]}");
|
|
BinWeight += Weights[i];
|
|
BinValue += Values[i];
|
|
}
|
|
}
|
|
Console.WriteLine("Packed bin weight: " + BinWeight);
|
|
Console.WriteLine("Packed bin value: " + BinValue);
|
|
TotalWeight += BinWeight;
|
|
}
|
|
Console.WriteLine("Total packed weight: " + TotalWeight);
|
|
}
|
|
else
|
|
{
|
|
Console.WriteLine("No solution found.");
|
|
}
|
|
// [END print_solution]
|
|
|
|
// [START statistics]
|
|
Console.WriteLine("Statistics");
|
|
Console.WriteLine($" conflicts: {solver.NumConflicts()}");
|
|
Console.WriteLine($" branches : {solver.NumBranches()}");
|
|
Console.WriteLine($" wall time: {solver.WallTime()}s");
|
|
// [END statistics]
|
|
}
|
|
}
|
|
// [END program]
|