1 | #region License Information
|
---|
2 | /* HeuristicLab
|
---|
3 | * Copyright (C) 2002-2017 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
|
---|
4 | *
|
---|
5 | * This file is part of HeuristicLab.
|
---|
6 | *
|
---|
7 | * HeuristicLab is free software: you can redistribute it and/or modify
|
---|
8 | * it under the terms of the GNU General Public License as published by
|
---|
9 | * the Free Software Foundation, either version 3 of the License, or
|
---|
10 | * (at your option) any later version.
|
---|
11 | *
|
---|
12 | * HeuristicLab is distributed in the hope that it will be useful,
|
---|
13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
|
---|
14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
---|
15 | * GNU General Public License for more details.
|
---|
16 | *
|
---|
17 | * You should have received a copy of the GNU General Public License
|
---|
18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
|
---|
19 | */
|
---|
20 | #endregion
|
---|
21 |
|
---|
22 | using System;
|
---|
23 | using HeuristicLab.Common;
|
---|
24 | using HeuristicLab.Core;
|
---|
25 | using HeuristicLab.Optimization.Operators;
|
---|
26 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
|
---|
27 |
|
---|
28 | namespace HeuristicLab.Encodings.IntegerVectorEncoding {
|
---|
29 | [Item("Hamming Similarity Calculator for IntegerVector", "Calculates the solution similarity based on the Hamming distance between two integer vectors.")]
|
---|
30 | [StorableClass]
|
---|
31 | public sealed class HammingSimilarityCalculator : SingleObjectiveSolutionSimilarityCalculator {
|
---|
32 | protected override bool IsCommutative {
|
---|
33 | get { return true; }
|
---|
34 | }
|
---|
35 |
|
---|
36 | [StorableConstructor]
|
---|
37 | private HammingSimilarityCalculator(bool deserializing) : base(deserializing) { }
|
---|
38 | private HammingSimilarityCalculator(HammingSimilarityCalculator original, Cloner cloner) : base(original, cloner) { }
|
---|
39 | public HammingSimilarityCalculator() { }
|
---|
40 |
|
---|
41 | public override IDeepCloneable Clone(Cloner cloner) {
|
---|
42 | return new HammingSimilarityCalculator(this, cloner);
|
---|
43 | }
|
---|
44 |
|
---|
45 | public static double CalculateSimilarity(IntegerVector left, IntegerVector right) {
|
---|
46 | if (left == null || right == null)
|
---|
47 | throw new ArgumentException("Cannot calculate similarity because one or both of the provided solutions is null.");
|
---|
48 | if (left.Length != right.Length)
|
---|
49 | throw new ArgumentException("Cannot calculate similarity because the provided solutions have different lengths.");
|
---|
50 | if (left.Length == 0)
|
---|
51 | throw new ArgumentException("Cannot calculate similarity because solutions are of length 0.");
|
---|
52 | if (ReferenceEquals(left, right)) return 1.0;
|
---|
53 |
|
---|
54 | double similarity = 0.0;
|
---|
55 | for (int i = 0; i < left.Length; i++)
|
---|
56 | if (left[i] == right[i]) similarity++;
|
---|
57 | return similarity / left.Length;
|
---|
58 |
|
---|
59 | }
|
---|
60 |
|
---|
61 | public override double CalculateSolutionSimilarity(IScope leftSolution, IScope rightSolution) {
|
---|
62 | var left = leftSolution.Variables[SolutionVariableName].Value as IntegerVector;
|
---|
63 | var right = rightSolution.Variables[SolutionVariableName].Value as IntegerVector;
|
---|
64 |
|
---|
65 | return CalculateSimilarity(left, right);
|
---|
66 | }
|
---|
67 | }
|
---|
68 | }
|
---|