[2] | 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 System.Collections.Generic;
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| 24 | using System.Text;
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| 25 | using HeuristicLab.Core;
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| 26 | using System.Diagnostics;
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| 27 | using HeuristicLab.Data;
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| 28 | using HeuristicLab.Constraints;
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| 29 | using HeuristicLab.DataAnalysis;
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| 30 |
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| 31 | namespace HeuristicLab.Functions {
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[229] | 32 | public sealed class Variable : FunctionBase {
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[2] | 33 |
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[177] | 34 | public const string WEIGHT = "Weight";
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| 35 | public const string OFFSET = "SampleOffset";
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| 36 | public const string INDEX = "Variable";
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[2] | 37 |
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| 38 | public override string Description {
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[229] | 39 | get {
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| 40 | return @"Variable reads a value from a dataset, multiplies that value with a given factor and returns the result.
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[2] | 41 | The variable 'SampleOffset' can be used to read a value from previous or following rows.
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[229] | 42 | The index of the row that is actually read is SampleIndex+SampleOffset).";
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| 43 | }
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[2] | 44 | }
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| 45 |
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| 46 | public Variable()
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| 47 | : base() {
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[155] | 48 | AddVariableInfo(new VariableInfo(INDEX, "Index of the variable in the dataset representing this feature", typeof(ConstrainedIntData), VariableKind.None));
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| 49 | GetVariableInfo(INDEX).Local = true;
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| 50 | AddVariableInfo(new VariableInfo(WEIGHT, "Weight is multiplied to the feature value", typeof(ConstrainedDoubleData), VariableKind.None));
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| 51 | GetVariableInfo(WEIGHT).Local = true;
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| 52 | AddVariableInfo(new VariableInfo(OFFSET, "SampleOffset is added to the sample index", typeof(ConstrainedIntData), VariableKind.None));
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| 53 | GetVariableInfo(OFFSET).Local = true;
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[2] | 54 |
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[155] | 55 | ConstrainedDoubleData weight = new ConstrainedDoubleData();
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[2] | 56 | // initialize a totally arbitrary range for the weight = [-20.0, 20.0]
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| 57 | weight.AddConstraint(new DoubleBoundedConstraint(-20.0, 20.0));
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[155] | 58 | AddVariable(new HeuristicLab.Core.Variable(WEIGHT, weight));
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[2] | 59 |
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[155] | 60 | ConstrainedIntData variable = new ConstrainedIntData();
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| 61 | AddVariable(new HeuristicLab.Core.Variable(INDEX, variable));
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| 62 |
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| 63 | ConstrainedIntData sampleOffset = new ConstrainedIntData();
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[2] | 64 | // initialize a totally arbitrary default range for sampleoffset = [-10, 10]
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| 65 | sampleOffset.AddConstraint(new IntBoundedConstraint(0, 0));
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[155] | 66 | AddVariable(new HeuristicLab.Core.Variable(OFFSET, sampleOffset));
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[2] | 67 |
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[155] | 68 | // variable can't have suboperators
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[2] | 69 | AddConstraint(new NumberOfSubOperatorsConstraint(0, 0));
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| 70 | }
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| 71 |
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| 72 | public override void Accept(IFunctionVisitor visitor) {
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| 73 | visitor.Visit(this);
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| 74 | }
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| 75 | }
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| 76 | }
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