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Bin Packing Problem: Solver Fails to Find Solutions Requiring More Than 4 Bins #4529
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Help NeededModeling/Usage problemModeling/Usage problemLang: .NET.Net wrapper issue.Net wrapper issueOS: WindowsWindows OSWindows OSSolver: SCIPSCIP Solver related issueSCIP Solver related issue
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I'm using
Version: main/v9.11.42.10
Language: C#
with Solver "SCIP" on Windows 11
I added more parts to check the "Bin Packing Problem Solver"
I changed DataModel to
class DataModel
{
**public static double[] Weights = { 48, 30, 19, 36, 36, 27, 42, 42, 36, 24, 30,33,33,33,33,33,45,45,67,27,80,44,38,77 };**
public int NumItems = Weights.Length;
public int NumBins = Weights.Length;
public double BinCapacity = 100.0;
}I expected 7-8 bins needed with the optimized result, but the Solver stucks.
I changed the DataModel like:
class DataModel
{
public static double[] Weights = { 2378, 2177, 1882, 1256, 1329, 2203, 2203, 2203, 2203, 2203, 2203, 956, 956,
956, 1506, 1506, 1506, 1506, 1506, 1506, 1506, 1506, 1506, 1506, 1506, 1506,
1256, 1256, 1256, 1256,1256, 1256,1256, 1256,1256, 1256,1256, 1256};
public int NumItems = Weights.Length;
public int NumBins = Weights.Length;
public double BinCapacity = 6500.0;
}I got the same result (Stucks), but if I use small number of Weights and if needed less than 5 bins the results come out.
My full code as below:
using Google.OrTools.LinearSolver;
// https://developers.google.com/optimization/pack/bin_packing?hl=en#c
class DataModel
{
public static double[] Weights = { 48, 30, 19, 36, 36, 27, 42, 42, 36, 24, 30,33,33,33,33,33,45,45,67,27,80,44,38,77 };
public int NumItems = Weights.Length;
public int NumBins = Weights.Length;
public double BinCapacity = 100.0;
}
class Program
{
static void Main(string[] args)
{
DataModel data = new DataModel();
double saw = 6.0;
Console.WriteLine("Optimization started!");
// add saw thickness
for (int i = 0; i < data.NumItems; i++)
{
DataModel.Weights[i] += saw;
}
// Create the linear solver with the SCIP backend.
Solver solver = Solver.CreateSolver("SCIP");
if (solver is null)
{
return;
}
//Create the variables
Variable[,] x = new Variable[data.NumItems, data.NumBins];
for (int i = 0; i < data.NumItems; i++)
{
for (int j = 0; j < data.NumBins; j++)
{
x[i, j] = solver.MakeIntVar(0, 1, $"x_{i}_{j}");
}
}
Variable[] y = new Variable[data.NumBins];
for (int j = 0; j < data.NumBins; j++)
{
y[j] = solver.MakeIntVar(0, 1, $"y_{j}");
}
// Define the constraints
for (int i = 0; i < data.NumItems; ++i)
{
Constraint constraint = solver.MakeConstraint(1, 1, "");
for (int j = 0; j < data.NumBins; ++j)
{
constraint.SetCoefficient(x[i, j], 1);
}
}
for (int j = 0; j < data.NumBins; ++j)
{
Constraint constraint = solver.MakeConstraint(0, Double.PositiveInfinity, "");
constraint.SetCoefficient(y[j], data.BinCapacity);
for (int i = 0; i < data.NumItems; ++i)
{
constraint.SetCoefficient(x[i, j], -DataModel.Weights[i]);
}
}
// Define the objective
Objective objective = solver.Objective();
for (int j = 0; j < data.NumBins; ++j)
{
objective.SetCoefficient(y[j], 1);
}
objective.SetMinimization();
//Call the solver and print the solution
Solver.ResultStatus resultStatus = solver.Solve();
// Check that the problem has an optimal solution.
if (resultStatus != Solver.ResultStatus.OPTIMAL)
{
Console.WriteLine("The problem does not have an optimal solution!");
return;
}
Console.WriteLine($"Number of bins used: {solver.Objective().Value()}");
double TotalWeight = 0.0;
for (int j = 0; j < data.NumBins; ++j)
{
double BinWeight = 0.0;
if (y[j].SolutionValue() == 1)
{
Console.WriteLine($"Bin {j}");
for (int i = 0; i < data.NumItems; ++i)
{
if (x[i, j].SolutionValue() == 1)
{
Console.WriteLine($"Item {i} weight: {DataModel.Weights[i]}");
BinWeight += DataModel.Weights[i];
}
}
Console.WriteLine($"Packed bin weight: {BinWeight}");
TotalWeight += BinWeight;
}
}
Console.WriteLine($"Total packed weight: {TotalWeight}");
}
}Reactions are currently unavailable
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Help NeededModeling/Usage problemModeling/Usage problemLang: .NET.Net wrapper issue.Net wrapper issueOS: WindowsWindows OSWindows OSSolver: SCIPSCIP Solver related issueSCIP Solver related issue