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 HeuristicLab.Core;
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23 | using HeuristicLab.Data;
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24 | using HeuristicLab.DataAnalysis;
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25 | using HeuristicLab.Modeling;
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26 | using HeuristicLab.GP.Interfaces;
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27 | using System.Linq;
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28 |
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29 | namespace HeuristicLab.GP.StructureIdentification {
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30 | public abstract class SimpleGPEvaluatorBase : GPEvaluatorBase {
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31 | public virtual string OutputVariableName { get { return "Quality"; } }
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32 |
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33 | public SimpleGPEvaluatorBase()
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34 | : base() {
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35 | AddVariableInfo(new VariableInfo(OutputVariableName, OutputVariableName, typeof(DoubleData), VariableKind.New | VariableKind.Out));
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36 | }
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37 |
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38 | public override void Evaluate(IScope scope, IFunctionTree tree, ITreeEvaluator evaluator, Dataset dataset, int targetVariable, int start, int end) {
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39 | // store original and estimated values in a double array
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40 | double[,] values = Matrix<double>.Create(
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41 | dataset.GetVariableValues(targetVariable, start, end),
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42 | evaluator.Evaluate(dataset, tree, Enumerable.Range(start, end - start)).ToArray());
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43 |
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44 | double quality = Evaluate(values);
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45 |
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46 | DoubleData qualityData = GetVariableValue<DoubleData>(OutputVariableName, scope, false, false);
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47 | if (qualityData == null) {
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48 | qualityData = new DoubleData();
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49 | scope.AddVariable(new HeuristicLab.Core.Variable(scope.TranslateName(OutputVariableName), qualityData));
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50 | }
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51 |
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52 | qualityData.Data = quality;
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53 |
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54 | }
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55 |
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56 | public abstract double Evaluate(double[,] values);
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57 | }
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58 | }
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