[645] | 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.Linq;
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| 25 | using System.Text;
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| 26 | using HeuristicLab.Core;
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| 27 | using System.Xml;
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| 28 | using System.Diagnostics;
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| 29 | using HeuristicLab.DataAnalysis;
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| 30 |
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| 31 | namespace HeuristicLab.GP.StructureIdentification {
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[702] | 32 | /// <summary>
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| 33 | /// Evaluates FunctionTrees recursively by interpretation of the function symbols in each node.
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| 34 | /// Not thread-safe!
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| 35 | /// </summary>
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[1836] | 36 | public class BakedTreeEvaluator : TreeEvaluatorBase {
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[645] | 37 |
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| 38 |
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[1836] | 39 | protected override double EvaluateBakedCode() {
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[702] | 40 | Instr currInstr = codeArr[PC++];
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[767] | 41 | switch (currInstr.symbol) {
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[645] | 42 | case EvaluatorSymbolTable.VARIABLE: {
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| 43 | int row = sampleIndex + currInstr.i_arg1;
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[767] | 44 | if (row < 0 || row >= dataset.Rows) return double.NaN;
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[645] | 45 | else return currInstr.d_arg0 * dataset.GetValue(row, currInstr.i_arg0);
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| 46 | }
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| 47 | case EvaluatorSymbolTable.CONSTANT: {
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| 48 | return currInstr.d_arg0;
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| 49 | }
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| 50 | case EvaluatorSymbolTable.DIFFERENTIAL: {
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| 51 | int row = sampleIndex + currInstr.i_arg1;
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[1069] | 52 | if (row < 0 || row >= dataset.Rows) return double.NaN;
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| 53 | else if (row < 1) return 0.0;
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| 54 | else {
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| 55 | double prevValue = dataset.GetValue(row - 1, currInstr.i_arg0);
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| 56 | if (double.IsNaN(prevValue) || double.IsInfinity(prevValue)) return 0.0;
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| 57 | else return currInstr.d_arg0 * (dataset.GetValue(row, currInstr.i_arg0) - prevValue);
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| 58 | }
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[645] | 59 | }
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| 60 | case EvaluatorSymbolTable.MULTIPLICATION: {
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| 61 | double result = EvaluateBakedCode();
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[767] | 62 | for (int i = 1; i < currInstr.arity; i++) {
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[645] | 63 | result *= EvaluateBakedCode();
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| 64 | }
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| 65 | return result;
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| 66 | }
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| 67 | case EvaluatorSymbolTable.ADDITION: {
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| 68 | double sum = EvaluateBakedCode();
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[767] | 69 | for (int i = 1; i < currInstr.arity; i++) {
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[645] | 70 | sum += EvaluateBakedCode();
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| 71 | }
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| 72 | return sum;
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| 73 | }
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| 74 | case EvaluatorSymbolTable.SUBTRACTION: {
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[1787] | 75 | double result = EvaluateBakedCode();
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| 76 | for (int i = 1; i < currInstr.arity; i++) {
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| 77 | result -= EvaluateBakedCode();
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[645] | 78 | }
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[1787] | 79 | return result;
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[645] | 80 | }
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| 81 | case EvaluatorSymbolTable.DIVISION: {
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| 82 | double result;
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[1787] | 83 | result = EvaluateBakedCode();
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| 84 | for (int i = 1; i < currInstr.arity; i++) {
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| 85 | result /= EvaluateBakedCode();
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[645] | 86 | }
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[767] | 87 | if (double.IsInfinity(result)) return 0.0;
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[645] | 88 | else return result;
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| 89 | }
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| 90 | case EvaluatorSymbolTable.AVERAGE: {
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| 91 | double sum = EvaluateBakedCode();
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[767] | 92 | for (int i = 1; i < currInstr.arity; i++) {
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[645] | 93 | sum += EvaluateBakedCode();
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| 94 | }
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| 95 | return sum / currInstr.arity;
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| 96 | }
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| 97 | case EvaluatorSymbolTable.COSINUS: {
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| 98 | return Math.Cos(EvaluateBakedCode());
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| 99 | }
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| 100 | case EvaluatorSymbolTable.SINUS: {
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| 101 | return Math.Sin(EvaluateBakedCode());
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| 102 | }
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| 103 | case EvaluatorSymbolTable.EXP: {
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| 104 | return Math.Exp(EvaluateBakedCode());
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| 105 | }
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| 106 | case EvaluatorSymbolTable.LOG: {
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| 107 | return Math.Log(EvaluateBakedCode());
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| 108 | }
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| 109 | case EvaluatorSymbolTable.POWER: {
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| 110 | double x = EvaluateBakedCode();
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| 111 | double p = EvaluateBakedCode();
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| 112 | return Math.Pow(x, p);
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| 113 | }
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| 114 | case EvaluatorSymbolTable.SIGNUM: {
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| 115 | double value = EvaluateBakedCode();
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[767] | 116 | if (double.IsNaN(value)) return double.NaN;
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[645] | 117 | else return Math.Sign(value);
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| 118 | }
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| 119 | case EvaluatorSymbolTable.SQRT: {
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| 120 | return Math.Sqrt(EvaluateBakedCode());
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| 121 | }
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| 122 | case EvaluatorSymbolTable.TANGENS: {
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| 123 | return Math.Tan(EvaluateBakedCode());
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| 124 | }
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| 125 | case EvaluatorSymbolTable.AND: { // only defined for inputs 1 and 0
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| 126 | double result = EvaluateBakedCode();
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[767] | 127 | for (int i = 1; i < currInstr.arity; i++) {
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| 128 | if (result == 0.0) SkipBakedCode();
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[645] | 129 | else {
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| 130 | result = EvaluateBakedCode();
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| 131 | }
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| 132 | Debug.Assert(result == 0.0 || result == 1.0);
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| 133 | }
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| 134 | return result;
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| 135 | }
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| 136 | case EvaluatorSymbolTable.EQU: {
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| 137 | double x = EvaluateBakedCode();
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| 138 | double y = EvaluateBakedCode();
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[767] | 139 | if (Math.Abs(x - y) < EPSILON) return 1.0; else return 0.0;
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[645] | 140 | }
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| 141 | case EvaluatorSymbolTable.GT: {
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| 142 | double x = EvaluateBakedCode();
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| 143 | double y = EvaluateBakedCode();
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[767] | 144 | if (x > y) return 1.0;
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[645] | 145 | else return 0.0;
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| 146 | }
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| 147 | case EvaluatorSymbolTable.IFTE: { // only defined for condition 0 or 1
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| 148 | double condition = EvaluateBakedCode();
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| 149 | Debug.Assert(condition == 0.0 || condition == 1.0);
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| 150 | double result;
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[767] | 151 | if (condition == 0.0) {
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[645] | 152 | result = EvaluateBakedCode(); SkipBakedCode();
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| 153 | } else {
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| 154 | SkipBakedCode(); result = EvaluateBakedCode();
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| 155 | }
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| 156 | return result;
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| 157 | }
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| 158 | case EvaluatorSymbolTable.LT: {
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| 159 | double x = EvaluateBakedCode();
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| 160 | double y = EvaluateBakedCode();
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[767] | 161 | if (x < y) return 1.0;
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[645] | 162 | else return 0.0;
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| 163 | }
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| 164 | case EvaluatorSymbolTable.NOT: { // only defined for inputs 0 or 1
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| 165 | double result = EvaluateBakedCode();
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| 166 | Debug.Assert(result == 0.0 || result == 1.0);
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| 167 | return Math.Abs(result - 1.0);
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| 168 | }
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| 169 | case EvaluatorSymbolTable.OR: { // only defined for inputs 0 or 1
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| 170 | double result = EvaluateBakedCode();
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[767] | 171 | for (int i = 1; i < currInstr.arity; i++) {
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| 172 | if (result > 0.0) SkipBakedCode();
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[645] | 173 | else {
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| 174 | result = EvaluateBakedCode();
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| 175 | Debug.Assert(result == 0.0 || result == 1.0);
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| 176 | }
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| 177 | }
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| 178 | return result;
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| 179 | }
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| 180 | case EvaluatorSymbolTable.XOR: { // only defined for inputs 0 or 1
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| 181 | double x = EvaluateBakedCode();
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| 182 | double y = EvaluateBakedCode();
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| 183 | return Math.Abs(x - y);
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| 184 | }
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| 185 | case EvaluatorSymbolTable.UNKNOWN: { // evaluate functions which are not statically defined directly
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| 186 | return currInstr.function.Apply();
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| 187 | }
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| 188 | default: {
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| 189 | throw new NotImplementedException();
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| 190 | }
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| 191 | }
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| 192 | }
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| 193 | }
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| 194 | }
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