1 | #region License Information
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2 | /* HeuristicLab
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3 | * Copyright (C) 2002-2011 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 HeuristicLab.Common;
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26 | using HeuristicLab.Core;
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27 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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28 |
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29 | namespace HeuristicLab.Encodings.SymbolicExpressionTreeEncoding {
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30 | /// <summary>
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31 | /// The default symbolic expression grammar stores symbols and syntactic constraints for symbols.
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32 | /// Symbols are treated as equvivalent if they have the same name.
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33 | /// Syntactic constraints limit the number of allowed sub trees for a node with a symbol and which symbols are allowed
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34 | /// in the sub-trees of a symbol (can be specified for each sub-tree index separately).
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35 | /// </summary>
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36 | [StorableClass]
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37 | public abstract class SymbolicExpressionGrammarBase : NamedItem, ISymbolicExpressionGrammarBase {
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38 | #region properties for separation between implementation and persistence
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39 | [Storable(Name = "Symbols")]
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40 | private IEnumerable<ISymbol> StorableSymbols {
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41 | get { return symbols.Values.ToArray(); }
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42 | set { symbols = value.ToDictionary(sym => sym.Name); }
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43 | }
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44 |
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45 | [Storable(Name = "SymbolSubtreeCount")]
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46 | private IEnumerable<KeyValuePair<ISymbol, Tuple<int, int>>> StorableSymbolSubtreeCount {
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47 | get { return symbolSubtreeCount.Select(x => new KeyValuePair<ISymbol, Tuple<int, int>>(GetSymbol(x.Key), x.Value)).ToArray(); }
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48 | set { symbolSubtreeCount = value.ToDictionary(x => x.Key.Name, x => x.Value); }
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49 | }
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50 |
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51 | [Storable(Name = "AllowedChildSymbols")]
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52 | private IEnumerable<KeyValuePair<ISymbol, IEnumerable<ISymbol>>> StorableAllowedChildSymbols {
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53 | get { return allowedChildSymbols.Select(x => new KeyValuePair<ISymbol, IEnumerable<ISymbol>>(GetSymbol(x.Key), x.Value.Select(y => GetSymbol(y)))).ToArray(); ; }
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54 | set { allowedChildSymbols = value.ToDictionary(x => x.Key.Name, x => x.Value.Select(y => y.Name).ToList()); }
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55 | }
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56 |
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57 | [Storable(Name = "AllowedChildSymbolsPerIndex")]
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58 | private IEnumerable<KeyValuePair<Tuple<ISymbol, int>, IEnumerable<ISymbol>>> StorableAllowedChildSymbolsPerIndex {
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59 | get { return allowedChildSymbolsPerIndex.Select(x => new KeyValuePair<Tuple<ISymbol, int>, IEnumerable<ISymbol>>(Tuple.Create(GetSymbol(x.Key.Item1), x.Key.Item2), x.Value.Select(y => GetSymbol(y)))).ToArray(); }
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60 | set { allowedChildSymbolsPerIndex = value.ToDictionary(x => Tuple.Create(x.Key.Item1.Name, x.Key.Item2), x => x.Value.Select(y => y.Name).ToList()); }
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61 | }
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62 | #endregion
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63 |
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64 | protected Dictionary<string, ISymbol> symbols;
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65 | protected Dictionary<string, Tuple<int, int>> symbolSubtreeCount;
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66 | protected Dictionary<string, List<string>> allowedChildSymbols;
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67 | protected Dictionary<Tuple<string, int>, List<string>> allowedChildSymbolsPerIndex;
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68 |
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69 | public override bool CanChangeName {
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70 | get { return false; }
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71 | }
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72 | public override bool CanChangeDescription {
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73 | get { return false; }
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74 | }
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75 |
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76 | [StorableConstructor]
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77 | protected SymbolicExpressionGrammarBase(bool deserializing)
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78 | : base(deserializing) {
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79 | cachedMinExpressionLength = new Dictionary<string, int>();
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80 | cachedMaxExpressionLength = new Dictionary<string, int>();
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81 | cachedMinExpressionDepth = new Dictionary<string, int>();
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82 | }
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83 | protected SymbolicExpressionGrammarBase(SymbolicExpressionGrammarBase original, Cloner cloner)
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84 | : base(original, cloner) {
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85 | cachedMinExpressionLength = new Dictionary<string, int>();
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86 | cachedMaxExpressionLength = new Dictionary<string, int>();
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87 | cachedMinExpressionDepth = new Dictionary<string, int>();
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88 |
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89 | symbolSubtreeCount = new Dictionary<string, Tuple<int, int>>(original.symbolSubtreeCount);
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90 | symbols = new Dictionary<string, ISymbol>(original.symbols);
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91 |
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92 | allowedChildSymbols = new Dictionary<string, List<string>>();
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93 | foreach (var element in original.allowedChildSymbols)
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94 | allowedChildSymbols.Add(element.Key, new List<string>(element.Value));
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95 |
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96 | allowedChildSymbolsPerIndex = new Dictionary<Tuple<string, int>, List<string>>();
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97 | foreach (var element in original.allowedChildSymbolsPerIndex)
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98 | allowedChildSymbolsPerIndex.Add(element.Key, new List<string>(element.Value));
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99 | }
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100 |
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101 | protected SymbolicExpressionGrammarBase(string name, string description)
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102 | : base(name, description) {
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103 | cachedMinExpressionLength = new Dictionary<string, int>();
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104 | cachedMaxExpressionLength = new Dictionary<string, int>();
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105 | cachedMinExpressionDepth = new Dictionary<string, int>();
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106 |
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107 | symbols = new Dictionary<string, ISymbol>();
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108 | symbolSubtreeCount = new Dictionary<string, Tuple<int, int>>();
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109 | allowedChildSymbols = new Dictionary<string, List<string>>();
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110 | allowedChildSymbolsPerIndex = new Dictionary<Tuple<string, int>, List<string>>();
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111 | }
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112 |
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113 | #region protected grammar manipulation methods
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114 | protected void AddSymbol(ISymbol symbol) {
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115 | if (ContainsSymbol(symbol)) throw new ArgumentException("Symbol " + symbol + " is already defined.");
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116 | symbols.Add(symbol.Name, symbol);
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117 | symbolSubtreeCount.Add(symbol.Name, Tuple.Create(0, 0));
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118 | ClearCaches();
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119 | }
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120 |
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121 | protected void RemoveSymbol(ISymbol symbol) {
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122 | symbols.Remove(symbol.Name);
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123 | allowedChildSymbols.Remove(symbol.Name);
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124 | for (int i = 0; i < GetMaximumSubtreeCount(symbol); i++)
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125 | allowedChildSymbolsPerIndex.Remove(Tuple.Create(symbol.Name, i));
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126 | symbolSubtreeCount.Remove(symbol.Name);
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127 |
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128 |
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129 | foreach (var parent in Symbols) {
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130 | List<string> allowedChilds;
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131 | if (allowedChildSymbols.TryGetValue(parent.Name, out allowedChilds))
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132 | allowedChilds.Remove(symbol.Name);
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133 |
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134 | for (int i = 0; i < GetMaximumSubtreeCount(parent); i++) {
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135 | if (allowedChildSymbolsPerIndex.TryGetValue(Tuple.Create(parent.Name, i), out allowedChilds))
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136 | allowedChilds.Remove(symbol.Name);
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137 | }
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138 | }
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139 | ClearCaches();
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140 | }
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141 |
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142 | public virtual ISymbol GetSymbol(string symbolName) {
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143 | ISymbol symbol;
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144 | if (symbols.TryGetValue(symbolName, out symbol)) return symbol;
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145 | return null;
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146 | }
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147 |
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148 | protected void AddAllowedChildSymbol(ISymbol parent, ISymbol child) {
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149 | List<string> childSymbols;
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150 | if (!allowedChildSymbols.TryGetValue(parent.Name, out childSymbols)) {
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151 | childSymbols = new List<string>();
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152 | allowedChildSymbols.Add(parent.Name, childSymbols);
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153 | }
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154 | childSymbols.Add(child.Name);
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155 | ClearCaches();
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156 | }
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157 |
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158 | protected void AddAllowedChildSymbol(ISymbol parent, ISymbol child, int argumentIndex) {
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159 | var key = Tuple.Create(parent.Name, argumentIndex);
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160 | List<string> childSymbols;
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161 | if (!allowedChildSymbolsPerIndex.TryGetValue(key, out childSymbols)) {
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162 | childSymbols = new List<string>();
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163 | allowedChildSymbolsPerIndex.Add(key, childSymbols);
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164 | }
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165 |
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166 | childSymbols.Add(child.Name);
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167 | ClearCaches();
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168 | }
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169 |
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170 | protected void RemoveAllowedChildSymbol(ISymbol parent, ISymbol child) {
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171 | allowedChildSymbols[parent.Name].Remove(child.Name);
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172 | ClearCaches();
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173 | }
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174 |
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175 | protected void RemoveAllowedChildSymbol(ISymbol parent, ISymbol child, int argumentIndex) {
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176 | var key = Tuple.Create(parent.Name, argumentIndex);
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177 | allowedChildSymbolsPerIndex[key].Remove(child.Name);
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178 | ClearCaches();
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179 | }
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180 |
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181 | protected void SetSubtreeCount(ISymbol symbol, int minimumSubtreeCount, int maximumSubtreeCount) {
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182 | for (int i = GetMaximumSubtreeCount(symbol) - 1; i >= maximumSubtreeCount; i--) {
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183 | var key = Tuple.Create(symbol.Name, i);
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184 | allowedChildSymbolsPerIndex.Remove(key);
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185 | }
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186 |
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187 | symbolSubtreeCount[symbol.Name] = Tuple.Create(minimumSubtreeCount, maximumSubtreeCount);
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188 | ClearCaches();
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189 | }
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190 | #endregion
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191 |
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192 | #region ISymbolicExpressionGrammarBase Members
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193 | public virtual IEnumerable<ISymbol> Symbols {
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194 | get { return symbols.Values; }
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195 | }
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196 | public virtual IEnumerable<ISymbol> AllowedSymbols {
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197 | get { return Symbols.Where(s => !s.InitialFrequency.IsAlmost(0.0)); }
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198 | }
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199 | public virtual bool ContainsSymbol(ISymbol symbol) {
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200 | return symbols.ContainsKey(symbol.Name);
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201 | }
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202 |
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203 | public virtual bool IsAllowedChildSymbol(ISymbol parent, ISymbol child) {
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204 | List<string> temp;
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205 | if (allowedChildSymbols.TryGetValue(parent.Name, out temp))
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206 | if (temp.Contains(child.Name)) return true;
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207 | return false;
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208 | }
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209 |
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210 | public virtual bool IsAllowedChildSymbol(ISymbol parent, ISymbol child, int argumentIndex) {
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211 | List<string> temp;
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212 | if (allowedChildSymbols.TryGetValue(parent.Name, out temp))
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213 | if (temp.Contains(child.Name)) return true;
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214 |
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215 | var key = Tuple.Create(parent.Name, argumentIndex);
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216 | if (allowedChildSymbolsPerIndex.TryGetValue(key, out temp))
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217 | return temp.Contains(child.Name);
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218 | return false;
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219 | }
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220 |
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221 | public virtual IEnumerable<ISymbol> GetAllowedChildSymbols(ISymbol parent) {
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222 | return from s in Symbols where IsAllowedChildSymbol(parent, s) select s;
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223 | }
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224 |
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225 | public virtual IEnumerable<ISymbol> GetAllowedChildSymbols(ISymbol parent, int argumentIndex) {
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226 | var result = Enumerable.Empty<string>();
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227 |
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228 | List<string> temp;
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229 | if (allowedChildSymbols.TryGetValue(parent.Name, out temp))
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230 | result = result.Union(temp);
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231 | var key = Tuple.Create(parent.Name, argumentIndex);
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232 | if (allowedChildSymbolsPerIndex.TryGetValue(key, out temp))
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233 | result = result.Union(temp);
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234 |
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235 | return result.Select(x => GetSymbol(x));
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236 | }
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237 |
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238 | public virtual int GetMinimumSubtreeCount(ISymbol symbol) {
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239 | return symbolSubtreeCount[symbol.Name].Item1;
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240 | }
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241 | public virtual int GetMaximumSubtreeCount(ISymbol symbol) {
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242 | return symbolSubtreeCount[symbol.Name].Item2;
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243 | }
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244 |
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245 |
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246 | private void ClearCaches() {
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247 | cachedMinExpressionLength.Clear();
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248 | cachedMaxExpressionLength.Clear();
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249 | cachedMinExpressionDepth.Clear();
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250 | }
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251 |
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252 | private Dictionary<string, int> cachedMinExpressionLength;
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253 | public int GetMinimumExpressionLength(ISymbol symbol) {
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254 | int temp;
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255 | if (!cachedMinExpressionLength.TryGetValue(symbol.Name, out temp)) {
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256 | cachedMinExpressionLength[symbol.Name] = int.MaxValue; // prevent infinite recursion
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257 | long sumOfMinExpressionLengths = 1 + (from argIndex in Enumerable.Range(0, GetMinimumSubtreeCount(symbol))
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258 | let minForSlot = (long)(from s in Symbols
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259 | where IsAllowedChildSymbol(symbol, s, argIndex)
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260 | select GetMinimumExpressionLength(s)).DefaultIfEmpty(0).Min()
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261 | select minForSlot).DefaultIfEmpty(0).Sum();
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262 |
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263 | cachedMinExpressionLength[symbol.Name] = (int)Math.Min(sumOfMinExpressionLengths, int.MaxValue);
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264 | return cachedMinExpressionLength[symbol.Name];
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265 | }
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266 | return temp;
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267 | }
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268 |
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269 | private Dictionary<string, int> cachedMaxExpressionLength;
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270 | public int GetMaximumExpressionLength(ISymbol symbol) {
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271 | int temp;
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272 | if (!cachedMaxExpressionLength.TryGetValue(symbol.Name, out temp)) {
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273 | cachedMaxExpressionLength[symbol.Name] = int.MaxValue; // prevent infinite recursion
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274 | long sumOfMaxTrees = 1 + (from argIndex in Enumerable.Range(0, GetMaximumSubtreeCount(symbol))
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275 | let maxForSlot = (long)(from s in Symbols
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276 | where IsAllowedChildSymbol(symbol, s, argIndex)
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277 | select GetMaximumExpressionLength(s)).DefaultIfEmpty(0).Max()
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278 | select maxForSlot).DefaultIfEmpty(0).Sum();
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279 | long limit = int.MaxValue;
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280 | cachedMaxExpressionLength[symbol.Name] = (int)Math.Min(sumOfMaxTrees, limit);
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281 | return cachedMaxExpressionLength[symbol.Name];
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282 | }
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283 | return temp;
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284 | }
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285 |
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286 | private Dictionary<string, int> cachedMinExpressionDepth;
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287 | public int GetMinimumExpressionDepth(ISymbol symbol) {
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288 | int temp;
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289 | if (!cachedMinExpressionDepth.TryGetValue(symbol.Name, out temp)) {
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290 | cachedMinExpressionDepth[symbol.Name] = int.MaxValue; // prevent infinite recursion
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291 | cachedMinExpressionDepth[symbol.Name] = 1 + (from argIndex in Enumerable.Range(0, GetMinimumSubtreeCount(symbol))
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292 | let minForSlot = (from s in Symbols
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293 | where IsAllowedChildSymbol(symbol, s, argIndex)
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294 | select GetMinimumExpressionDepth(s)).DefaultIfEmpty(0).Min()
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295 | select minForSlot).DefaultIfEmpty(0).Max();
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296 | return cachedMinExpressionDepth[symbol.Name];
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297 | }
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298 | return temp;
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299 | }
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300 | #endregion
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301 | }
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302 | }
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