#region License Information /* HeuristicLab * Copyright (C) 2002-2019 Heuristic and Evolutionary Algorithms Laboratory (HEAL) * * This file is part of HeuristicLab. * * HeuristicLab is free software: you can redistribute it and/or modify * it under the terms of the GNU General Public License as published by * the Free Software Foundation, either version 3 of the License, or * (at your option) any later version. * * HeuristicLab is distributed in the hope that it will be useful, * but WITHOUT ANY WARRANTY; without even the implied warranty of * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the * GNU General Public License for more details. * * You should have received a copy of the GNU General Public License * along with HeuristicLab. If not, see . */ #endregion using System; using HeuristicLab.Common; using HeuristicLab.Core; using HeuristicLab.Optimization.Operators; using HEAL.Attic; namespace HeuristicLab.Encodings.RealVectorEncoding { [Item("Hamming Similarity Calculator for RealVector", "Calculates the solution similarity based on the Hamming distance between two real vectors.")] [StorableType("D3E14606-0E63-4DF6-BF05-AADF5AA37E44")] public sealed class HammingSimilarityCalculator : SingleObjectiveSolutionSimilarityCalculator { protected override bool IsCommutative { get { return true; } } [StorableConstructor] private HammingSimilarityCalculator(StorableConstructorFlag _) : base(_) { } private HammingSimilarityCalculator(HammingSimilarityCalculator original, Cloner cloner) : base(original, cloner) { } public HammingSimilarityCalculator() { } public override IDeepCloneable Clone(Cloner cloner) { return new HammingSimilarityCalculator(this, cloner); } public static double CalculateSimilarity(RealVector left, RealVector right) { if (left == null || right == null) throw new ArgumentException("Cannot calculate similarity because one or both of the provided solutions is null."); if (left.Length != right.Length) throw new ArgumentException("Cannot calculate similarity because the provided solutions have different lengths."); if (left.Length == 0) throw new ArgumentException("Cannot calculate similarity because solutions are of length 0."); if (ReferenceEquals(left, right)) return 1.0; double similarity = 0.0; for (int i = 0; i < left.Length; i++) if (left[i] == right[i]) similarity++; return similarity / left.Length; } public override double CalculateSolutionSimilarity(IScope leftSolution, IScope rightSolution) { var left = leftSolution.Variables[SolutionVariableName].Value as RealVector; var right = rightSolution.Variables[SolutionVariableName].Value as RealVector; return CalculateSimilarity(left, right); } } }