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fixanddive_vb.vb
' Copyright 2020, Gurobi Optimization, LLC ' ' Implement a simple MIP heuristic. Relax the model, ' sort variables based on fractionality, and fix the 25% of ' the fractional variables that are closest to integer variables. ' Repeat until either the relaxation is integer feasible or ' linearly infeasible. Imports System Imports System.Collections.Generic Imports Gurobi Class fixanddive_vb ' Comparison class used to sort variable list based on relaxation ' fractionality Private Class FractionalCompare : Implements IComparer(Of GRBVar) Public Function Compare(ByVal v1 As GRBVar, ByVal v2 As GRBVar) As Integer _ Implements IComparer(Of Gurobi.GRBVar).Compare Try Dim sol1 As Double = Math.Abs(v1.X) Dim sol2 As Double = Math.Abs(v2.X) Dim frac1 As Double = Math.Abs(sol1 - Math.Floor(sol1 + 0.5)) Dim frac2 As Double = Math.Abs(sol2 - Math.Floor(sol2 + 0.5)) If frac1 < frac2 Then Return -1 ElseIf frac1 > frac2 Then Return 1 Else Return 0 End If Catch e As GRBException Console.WriteLine("Error code: " & e.ErrorCode & ". " & e.Message) End Try Return 0 End Function End Class Shared Sub Main(ByVal args As String()) If args.Length < 1 Then Console.WriteLine("Usage: fixanddive_vb filename") Return End If Try ' Read model Dim env As New GRBEnv() Dim model As New GRBModel(env, args(0)) ' Collect integer variables and relax them Dim intvars As New List(Of GRBVar)() For Each v As GRBVar In model.GetVars() If v.VType <> GRB.CONTINUOUS Then intvars.Add(v) v.VType = GRB.CONTINUOUS End If Next model.Parameters.OutputFlag = 0 model.Optimize() ' Perform multiple iterations. In each iteration, identify the first ' quartile of integer variables that are closest to an integer value ' in the relaxation, fix them to the nearest integer, and repeat. For iter As Integer = 0 To 999 ' create a list of fractional variables, sorted in order of ' increasing distance from the relaxation solution to the nearest ' integer value Dim fractional As New List(Of GRBVar)() For Each v As GRBVar In intvars Dim sol As Double = Math.Abs(v.X) If Math.Abs(sol - Math.Floor(sol + 0.5)) > 0.00001 Then fractional.Add(v) End If Next Console.WriteLine("Iteration " & iter & ", obj " & _ model.ObjVal & ", fractional " & fractional.Count) If fractional.Count = 0 Then Console.WriteLine("Found feasible solution - objective " & _ model.ObjVal) Exit For End If ' Fix the first quartile to the nearest integer value fractional.Sort(New FractionalCompare()) Dim nfix As Integer = Math.Max(fractional.Count / 4, 1) For i As Integer = 0 To nfix - 1 Dim v As GRBVar = fractional(i) Dim fixval As Double = Math.Floor(v.X + 0.5) v.LB = fixval v.UB = fixval Console.WriteLine(" Fix " & v.VarName & " to " & fixval & _ " ( rel " & v.X & " )") Next model.Optimize() ' Check optimization result If model.Status <> GRB.Status.OPTIMAL Then Console.WriteLine("Relaxation is infeasible") Exit For End If Next ' Dispose of model and env model.Dispose() env.Dispose() Catch e As GRBException Console.WriteLine("Error code: " & e.ErrorCode & ". " + e.Message) End Try End Sub End Class