1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2008 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
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4 | *
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5 | * This file is part of HeuristicLab.
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6 | *
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7 | * HeuristicLab is free software: you can redistribute it and/or modify
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8 | * it under the terms of the GNU General Public License as published by
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9 | * the Free Software Foundation, either version 3 of the License, or
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10 | * (at your option) any later version.
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11 | *
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12 | * HeuristicLab is distributed in the hope that it will be useful,
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13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
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14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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15 | * GNU General Public License for more details.
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16 | *
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17 | * You should have received a copy of the GNU General Public License
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18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
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19 | */
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20 | #endregion
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21 |
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22 | using System;
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23 | using HeuristicLab.Core;
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24 | using HeuristicLab.Data;
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25 |
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26 | namespace HeuristicLab.GP.Operators {
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27 | public class EqualiserController : OperatorBase {
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28 | public override string Description {
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29 | get { return @"TODO\r\nOperator description still missing ..."; }
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30 | }
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31 |
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32 | public EqualiserController() {
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33 | AddVariableInfo(new VariableInfo("EqualiserHistogram", "Histogram of the target distribution", typeof(DoubleArrayData), VariableKind.In));
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34 | AddVariableInfo(new VariableInfo("AcceptanceProbabilities", "Acceptance probabilities of individuals falling into bins", typeof(DoubleArrayData), VariableKind.In));
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35 | AddVariableInfo(new VariableInfo("Histogram", "The histogram of the actual distribution", typeof(IntArrayData), VariableKind.In));
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36 | AddVariableInfo(new VariableInfo("Rate", "Parameter that controls the convergence rate of the population to the equalised distribution", typeof(DoubleData), VariableKind.In));
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37 | }
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38 |
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39 | public override IOperation Apply(IScope scope) {
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40 | DoubleArrayData equaliserHistogram = GetVariableValue<DoubleArrayData>("EqualiserHistogram", scope, true);
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41 | DoubleArrayData acceptanceProbabilities = GetVariableValue<DoubleArrayData>("AcceptanceProbabilities", scope, false, false);
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42 | IntArrayData currentHistogram = GetVariableValue<IntArrayData>("Histogram", scope, false, false);
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43 | double rate = GetVariableValue<DoubleData>("Rate", scope, false, false).Data;
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44 |
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45 | double sum = 0.0;
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46 | Array.ForEach(currentHistogram.Data, delegate(int i) { sum += i; });
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47 | for(int i = 0; i < acceptanceProbabilities.Data.Length; i++) {
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48 | double normalizedDiff = (equaliserHistogram.Data[i] - (currentHistogram.Data[i] / sum)) / equaliserHistogram.Data[i];
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49 | acceptanceProbabilities.Data[i] = acceptanceProbabilities.Data[i] + normalizedDiff * rate;
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50 | currentHistogram.Data[i] = 0;
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51 | }
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52 | currentHistogram.FireChanged();
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53 | acceptanceProbabilities.FireChanged();
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54 | return null;
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55 | }
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56 | }
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57 | }
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