1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2010 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.Persistence.Default.CompositeSerializers.Storable;
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24 | using HeuristicLab.Common;
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25 | using HeuristicLab.Core;
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26 | using System.Collections.Generic;
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27 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
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28 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.Symbols;
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29 | using HeuristicLab.Problems.DataAnalysis.Symbolic.Symbols;
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30 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.Compiler;
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31 |
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32 | namespace HeuristicLab.Problems.DataAnalysis.Symbolic {
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33 | [StorableClass]
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34 | [Item("SimpleArithmeticExpressionInterpreter", "Interpreter for arithmetic symbolic expression trees including function calls.")]
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35 | public class SimpleArithmeticExpressionInterpreter : Item, ISymbolicExpressionTreeInterpreter {
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36 | private class OpCodes {
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37 | public const byte Add = 1;
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38 | public const byte Sub = 2;
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39 | public const byte Mul = 3;
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40 | public const byte Div = 4;
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41 | public const byte Variable = 5;
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42 | public const byte Constant = 6;
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43 | public const byte Call = 100;
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44 | public const byte Arg = 101;
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45 | }
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46 |
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47 | private Dataset dataset;
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48 | private int row;
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49 | private Instruction[] code;
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50 | private int pc;
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51 |
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52 | public IEnumerable<double> GetSymbolicExpressionTreeValues(SymbolicExpressionTree tree, Dataset dataset, IEnumerable<int> rows) {
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53 | this.dataset = dataset;
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54 | var compiler = new SymbolicExpressionTreeCompiler();
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55 | compiler.AddInstructionPostProcessingHook(PostProcessInstruction);
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56 | code = compiler.Compile(tree, MapSymbolToOpCode);
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57 | foreach (var row in rows) {
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58 | this.row = row;
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59 | pc = 0;
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60 | argumentStack.Clear();
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61 | var estimatedValue = Evaluate();
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62 | if (double.IsNaN(estimatedValue) || double.IsInfinity(estimatedValue)) yield return 0.0;
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63 | else yield return estimatedValue;
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64 | }
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65 | }
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66 |
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67 | private Instruction PostProcessInstruction(Instruction instr) {
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68 | if (instr.opCode == OpCodes.Variable) {
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69 | var variableTreeNode = instr.dynamicNode as VariableTreeNode;
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70 | instr.iArg0 = (ushort)dataset.GetVariableIndex(variableTreeNode.VariableName);
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71 | }
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72 | return instr;
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73 | }
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74 |
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75 | private byte MapSymbolToOpCode(SymbolicExpressionTreeNode treeNode) {
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76 | if (treeNode.Symbol is Addition) return OpCodes.Add;
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77 | if (treeNode.Symbol is Subtraction) return OpCodes.Sub;
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78 | if (treeNode.Symbol is Multiplication) return OpCodes.Mul;
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79 | if (treeNode.Symbol is Division) return OpCodes.Div;
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80 | if (treeNode.Symbol is HeuristicLab.Problems.DataAnalysis.Symbolic.Symbols.Variable) return OpCodes.Variable;
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81 | if (treeNode.Symbol is Constant) return OpCodes.Constant;
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82 | if (treeNode.Symbol is InvokeFunction) return OpCodes.Call;
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83 | if (treeNode.Symbol is Argument) return OpCodes.Arg;
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84 | throw new NotSupportedException("Symbol: " + treeNode.Symbol);
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85 | }
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86 |
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87 | private Stack<List<double>> argumentStack = new Stack<List<double>>();
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88 | public double Evaluate() {
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89 | var currentInstr = code[pc++];
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90 | switch (currentInstr.opCode) {
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91 | case OpCodes.Add: {
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92 | double s = 0.0;
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93 | for (int i = 0; i < currentInstr.nArguments; i++) {
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94 | s += Evaluate();
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95 | }
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96 | return s;
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97 | }
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98 | case OpCodes.Sub: {
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99 | double s = Evaluate();
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100 | for (int i = 1; i < currentInstr.nArguments; i++) {
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101 | s -= Evaluate();
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102 | }
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103 | return s;
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104 | }
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105 | case OpCodes.Mul: {
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106 | double p = Evaluate();
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107 | for (int i = 1; i < currentInstr.nArguments; i++) {
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108 | p *= Evaluate();
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109 | }
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110 | return p;
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111 | }
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112 | case OpCodes.Div: {
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113 | double p = Evaluate();
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114 | for (int i = 1; i < currentInstr.nArguments; i++) {
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115 | p /= Evaluate();
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116 | }
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117 | return p;
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118 | }
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119 | case OpCodes.Call: {
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120 | // save current arguments
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121 | List<double> arguments = new List<double>();
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122 | // evaluate sub-trees
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123 | for (int i = 0; i < currentInstr.nArguments; i++) {
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124 | arguments.Add(Evaluate());
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125 | }
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126 | argumentStack.Push(arguments);
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127 | // save the pc
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128 | int nextPc = pc;
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129 | // set pc to start of function
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130 | pc = currentInstr.iArg0;
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131 | // evaluate the function
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132 | double v = Evaluate();
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133 | argumentStack.Pop();
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134 | // restore the pc => evaluation will continue at point after my subtrees
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135 | pc = nextPc;
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136 | return v;
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137 | }
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138 | case OpCodes.Arg: {
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139 | return argumentStack.Peek()[currentInstr.iArg0];
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140 | }
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141 | case OpCodes.Variable: {
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142 | var variableTreeNode = currentInstr.dynamicNode as VariableTreeNode;
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143 | return dataset[row, currentInstr.iArg0] * variableTreeNode.Weight;
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144 | }
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145 | case OpCodes.Constant: {
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146 | var constTreeNode = currentInstr.dynamicNode as ConstantTreeNode;
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147 | return constTreeNode.Value;
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148 | }
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149 | default: throw new NotSupportedException();
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150 | }
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151 | }
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152 | }
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153 | }
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