[142] | 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.Constraints;
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| 28 | using HeuristicLab.DataAnalysis;
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| 29 | using System.Xml;
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| 30 | using System.Reflection;
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| 31 | using System.CodeDom;
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| 32 | using System.CodeDom.Compiler;
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| 33 | using Microsoft.CSharp;
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| 34 | using System.IO;
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[165] | 35 | using HeuristicLab.Operators.Programmable;
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[231] | 36 | using HeuristicLab.Data;
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| 37 | using System.Collections;
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[142] | 38 |
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| 39 | namespace HeuristicLab.Functions {
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[229] | 40 | public sealed class ProgrammableFunction : ProgrammableOperator, IFunction {
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[165] | 41 | private MethodInfo applyMethod;
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[231] | 42 | public ProgrammableFunction() {
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| 43 | // clear the variableinfo that was added by the default constructor of ProgrammableOperator
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| 44 | RemoveVariableInfo("Result");
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[165] | 45 | Code = "return 0.0;";
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| 46 | SetDescription("A function that can be programmed for arbitrary needs.");
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| 47 | applyMethod = null;
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[142] | 48 | }
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| 49 |
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[165] | 50 | public override void Compile() {
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[142] | 51 | CodeNamespace ns = new CodeNamespace("HeuristicLab.Functions.CustomFunctions");
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| 52 | CodeTypeDeclaration typeDecl = new CodeTypeDeclaration("Function");
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| 53 | typeDecl.IsClass = true;
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| 54 | typeDecl.TypeAttributes = TypeAttributes.Public;
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| 55 |
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| 56 | CodeMemberMethod method = new CodeMemberMethod();
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[165] | 57 | method.Name = "Apply";
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[142] | 58 | method.ReturnType = new CodeTypeReference(typeof(double));
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| 59 | method.Attributes = MemberAttributes.Public | MemberAttributes.Static;
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| 60 | method.Parameters.Add(new CodeParameterDeclarationExpression(typeof(Dataset), "dataset"));
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| 61 | method.Parameters.Add(new CodeParameterDeclarationExpression(typeof(int), "index"));
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| 62 | foreach(IVariableInfo info in VariableInfos)
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| 63 | method.Parameters.Add(new CodeParameterDeclarationExpression(info.DataType, info.FormalName));
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[165] | 64 | method.Parameters.Add(new CodeParameterDeclarationExpression(typeof(double[]), "args"));
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| 65 | string code = Code;
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[142] | 66 | method.Statements.Add(new CodeSnippetStatement(code));
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| 67 | typeDecl.Members.Add(method);
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| 68 |
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| 69 | ns.Types.Add(typeDecl);
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| 70 | ns.Imports.Add(new CodeNamespaceImport("System"));
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| 71 | ns.Imports.Add(new CodeNamespaceImport("System.Collections.Generic"));
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| 72 | ns.Imports.Add(new CodeNamespaceImport("System.Text"));
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| 73 | ns.Imports.Add(new CodeNamespaceImport("HeuristicLab.Core"));
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| 74 | ns.Imports.Add(new CodeNamespaceImport("HeuristicLab.Functions"));
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| 75 | foreach(IVariableInfo variableInfo in VariableInfos)
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| 76 | ns.Imports.Add(new CodeNamespaceImport(variableInfo.DataType.Namespace));
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| 77 |
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| 78 | CodeCompileUnit unit = new CodeCompileUnit();
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| 79 | unit.Namespaces.Add(ns);
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| 80 | CompilerParameters parameters = new CompilerParameters();
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| 81 | parameters.GenerateExecutable = false;
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| 82 | parameters.GenerateInMemory = true;
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| 83 | parameters.IncludeDebugInformation = false;
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| 84 | Assembly[] loadedAssemblies = AppDomain.CurrentDomain.GetAssemblies();
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| 85 | foreach(Assembly loadedAssembly in loadedAssemblies)
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| 86 | parameters.ReferencedAssemblies.Add(loadedAssembly.Location);
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| 87 | CodeDomProvider provider = new CSharpCodeProvider();
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| 88 | CompilerResults results = provider.CompileAssemblyFromDom(parameters, unit);
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| 89 |
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[165] | 90 | applyMethod = null;
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[142] | 91 | if(results.Errors.HasErrors) {
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| 92 | StringWriter writer = new StringWriter();
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| 93 | CodeGeneratorOptions options = new CodeGeneratorOptions();
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| 94 | options.BlankLinesBetweenMembers = false;
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| 95 | options.ElseOnClosing = true;
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| 96 | options.IndentString = " ";
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| 97 | provider.GenerateCodeFromCompileUnit(unit, writer, options);
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| 98 | writer.Flush();
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| 99 | string[] source = writer.ToString().Split(new string[] { "\r\n" }, StringSplitOptions.None);
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| 100 | StringBuilder builder = new StringBuilder();
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| 101 | for(int i = 0; i < source.Length; i++)
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| 102 | builder.AppendLine((i + 1).ToString("###") + " " + source[i]);
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| 103 | builder.AppendLine();
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| 104 | builder.AppendLine();
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| 105 | builder.AppendLine();
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| 106 | foreach(CompilerError error in results.Errors) {
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| 107 | builder.Append("Line " + error.Line.ToString());
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| 108 | builder.Append(", Column " + error.Column.ToString());
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| 109 | builder.AppendLine(": " + error.ErrorText);
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| 110 | }
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| 111 | throw new Exception("Compile Errors:\n\n" + builder.ToString());
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| 112 | } else {
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| 113 | Assembly assembly = results.CompiledAssembly;
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| 114 | Type[] types = assembly.GetTypes();
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[165] | 115 | applyMethod = types[0].GetMethod("Apply");
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[142] | 116 | }
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| 117 | }
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| 118 |
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[165] | 119 | #region IFunction Members
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| 120 | public void Accept(IFunctionVisitor visitor) {
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| 121 | visitor.Visit(this);
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| 122 | }
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[142] | 123 |
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[189] | 124 | public IFunctionTree GetTreeNode() {
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[229] | 125 | return new BakedFunctionTree(this);
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[189] | 126 | }
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| 127 |
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| 128 | public double Apply(Dataset dataset, int sampleIndex, double[] args) {
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[231] | 129 | // collect parameters
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| 130 | ArrayList parameters = new ArrayList(args.Length);
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| 131 | parameters.Add(dataset);
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| 132 | parameters.Add(sampleIndex);
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| 133 | int j = 0;
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| 134 | List<double> backupValues = new List<double>();
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| 135 | // all local variables are available in the custom function
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| 136 | // values of local variables need to be adjusted based on the arguments we recieve from the evaluator
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| 137 | // because each instance of programmable-function can have different values for the local variables
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| 138 | foreach(IVariableInfo info in VariableInfos) {
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| 139 | if(info.Local) {
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| 140 | IVariable localVariable = GetVariable(info.FormalName);
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| 141 | double curValue = GetDoubleValue(localVariable);
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| 142 | backupValues.Add(curValue);
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| 143 | SetFromDoubleValue(localVariable, args[j++]);
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| 144 | parameters.Add(localVariable.Value);
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| 145 | }
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| 146 | }
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| 147 | // copy the evaluation results of the sub-branches into a separate array (last argument of user-defined function)
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| 148 | double[] evaluationResults = new double[args.Length - j];
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| 149 | Array.Copy(args, j, evaluationResults, 0, evaluationResults.Length);
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| 150 | parameters.Add(evaluationResults);
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[165] | 151 | // lazy activation of the user-programmed code
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| 152 | if(applyMethod == null) {
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| 153 | Compile();
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| 154 | }
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[231] | 155 | double result = (double)applyMethod.Invoke(null, parameters.ToArray());
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| 156 |
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| 157 | // restore backed up values of variables (just a savety measure. changes of the function-library are unwanted)
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| 158 | j = 0;
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| 159 | foreach(IVariableInfo info in VariableInfos) {
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| 160 | if(info.Local) {
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| 161 | SetFromDoubleValue(GetVariable(info.FormalName), backupValues[j]);
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| 162 | }
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| 163 | }
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| 164 | return result;
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[142] | 165 | }
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| 166 |
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[231] | 167 | private double GetDoubleValue(IVariable localVariable) {
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| 168 | IItem value = localVariable.Value;
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| 169 | if(value is ConstrainedDoubleData) {
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| 170 | return ((ConstrainedDoubleData)value).Data;
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| 171 | } else if(value is ConstrainedIntData) {
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| 172 | return (double)((ConstrainedIntData)value).Data;
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| 173 | } else if(value is DoubleData) {
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| 174 | return ((DoubleData)value).Data;
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| 175 | } else if(value is IntData) {
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| 176 | return (double)((IntData)value).Data;
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| 177 | } else throw new NotSupportedException("Datatype of variable " + localVariable.Name + " is not supported as local variable for programmable-functions.");
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| 178 | }
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| 179 |
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| 180 | private void SetFromDoubleValue(IVariable variable, double x) {
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| 181 | IItem value = variable.Value;
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| 182 | if(value is ConstrainedDoubleData) {
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| 183 | ((ConstrainedDoubleData)value).Data = x;
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| 184 | } else if(value is ConstrainedIntData) {
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| 185 | ((ConstrainedIntData)value).Data = (int)x;
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| 186 | } else if(value is DoubleData) {
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| 187 | ((DoubleData)value).Data = x;
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| 188 | } else if(value is IntData) {
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| 189 | ((IntData)value).Data = (int)x;
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| 190 | } else throw new NotSupportedException("Datatype of variable " + variable.Name + " is not supported as local variable for programmable-functions.");
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| 191 | }
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| 192 |
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[165] | 193 | #endregion
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| 194 |
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| 195 | #region disabled operator functionality
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| 196 | // operator-tree style evaluation is not supported for functions.
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| 197 | public override IOperation Apply(IScope scope) {
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| 198 | throw new NotSupportedException();
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[142] | 199 | }
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| 200 |
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[165] | 201 | private static readonly List<IOperator> emptySubOperatorList = new List<IOperator>();
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| 202 | public override IList<IOperator> SubOperators {
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| 203 | get { return emptySubOperatorList; }
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[142] | 204 | }
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[165] | 205 |
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| 206 | public override void AddSubOperator(IOperator subOperator) {
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| 207 | throw new NotSupportedException();
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[142] | 208 | }
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| 209 |
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[165] | 210 | public override bool TryAddSubOperator(IOperator subOperator) {
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| 211 | throw new NotSupportedException();
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[142] | 212 | }
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[165] | 213 |
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| 214 | public override bool TryAddSubOperator(IOperator subOperator, int index) {
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| 215 | throw new NotSupportedException();
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[142] | 216 | }
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[165] | 217 |
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| 218 | public override bool TryAddSubOperator(IOperator subOperator, int index, out ICollection<IConstraint> violatedConstraints) {
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| 219 | throw new NotSupportedException();
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| 220 | }
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| 221 |
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| 222 | public override bool TryAddSubOperator(IOperator subOperator, out ICollection<IConstraint> violatedConstraints) {
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| 223 | throw new NotSupportedException();
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| 224 | }
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| 225 |
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| 226 | public override void AddSubOperator(IOperator subOperator, int index) {
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| 227 | throw new NotSupportedException();
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| 228 | }
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| 229 |
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| 230 | public override void RemoveSubOperator(int index) {
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| 231 | throw new NotSupportedException();
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| 232 | }
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| 233 |
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| 234 | public override bool TryRemoveSubOperator(int index) {
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| 235 | throw new NotSupportedException();
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| 236 | }
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| 237 |
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| 238 | public override bool TryRemoveSubOperator(int index, out ICollection<IConstraint> violatedConstraints) {
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| 239 | throw new NotSupportedException();
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| 240 | }
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[142] | 241 | #endregion
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| 242 | }
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| 243 | }
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