1 | using System;
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2 | using System.Collections.Generic;
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3 | using System.Diagnostics;
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4 | using System.Linq;
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5 | using HeuristicLab.Common;
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6 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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7 |
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8 | namespace HeuristicLab.Algorithms.DataAnalysis.SymRegGrammarEnumeration.GrammarEnumeration {
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9 | [StorableClass]
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10 | public abstract class Hasher<THashType> : DeepCloneable {
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11 | protected Hasher(Grammar grammar) {
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12 | Grammar = grammar;
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13 | }
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14 |
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15 | protected Hasher(Hasher<THashType> original, Cloner cloner) : base(original, cloner) {
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16 | Grammar = cloner.Clone(original.Grammar);
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17 | }
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18 |
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19 | [Storable]
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20 | protected Grammar Grammar { get; private set; }
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21 |
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22 | protected abstract THashType AggregateHashes(Symbol operatorSym, IList<THashType> hashes);
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23 |
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24 | public int CalcHashCode(SymbolString sentence) {
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25 | Debug.Assert(sentence.Any(), "Trying to evaluate empty sentence!");
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26 |
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27 | Stack<Symbol> parseStack = new Stack<Symbol>(sentence);
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28 |
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29 | Symbol peek = parseStack.Peek();
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30 | return AggregateHashes(peek, GetSubtreeHashes(parseStack)).GetHashCode();
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31 | }
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32 |
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33 | [StorableConstructor]
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34 | protected Hasher(bool deserializing) { }
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35 |
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36 | private IList<THashType> GetSubtreeHashes(Stack<Symbol> parseStack) {
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37 | Symbol currentSymbol = parseStack.Pop();
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38 |
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39 | // ADDITION
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40 | if (currentSymbol == Grammar.Addition) {
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41 | return GetAdditionSubtreeHashes(parseStack);
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42 | }
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43 |
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44 | // MULTIPLICATION
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45 | if (currentSymbol == Grammar.Multiplication) {
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46 | return GetMultiplicationSubtreeHashes(parseStack);
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47 | }
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48 |
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49 | // LOG, EXP, SIN, INV
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50 | if (currentSymbol == Grammar.Log || currentSymbol == Grammar.Exp ||
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51 | currentSymbol == Grammar.Sin || currentSymbol == Grammar.Inv) {
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52 | // Directly aggregate the single subtree
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53 | return new[] { AggregateHashes(parseStack.Peek(), GetSubtreeHashes(parseStack)) };
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54 | }
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55 |
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56 | // var, const or nonterminal symbol
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57 | return new[] { AggregateHashes(currentSymbol, new THashType[0]) };
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58 | }
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59 |
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60 | private void AddAdditionChildHashes(HashSet<THashType> hashSet, Stack<Symbol> symbolStack) {
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61 | var peek = symbolStack.Peek();
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62 | var hashes = GetSubtreeHashes(symbolStack); // will pop the stack
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63 |
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64 | if (peek == Grammar.Addition)
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65 | hashSet.UnionWith(hashes);
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66 | else
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67 | hashSet.Add(AggregateHashes(peek, hashes));
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68 | }
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69 |
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70 | private IList<THashType> GetAdditionSubtreeHashes(Stack<Symbol> parseStack) {
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71 | var uniqueChildHashes = new HashSet<THashType>();
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72 |
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73 | AddAdditionChildHashes(uniqueChildHashes, parseStack); // first child
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74 | AddAdditionChildHashes(uniqueChildHashes, parseStack); // second child
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75 |
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76 | var result = uniqueChildHashes.ToArray();
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77 | Array.Sort(result);
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78 | return result;
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79 | }
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80 |
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81 | private void AddMultiplicationChildHashes(List<THashType> hashList, Stack<Symbol> symbolStack) {
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82 | var peek = symbolStack.Peek();
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83 | var hashes = GetSubtreeHashes(symbolStack);
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84 | if (peek == Grammar.Multiplication)
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85 | hashList.AddRange(hashes);
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86 | else
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87 | hashList.Add(AggregateHashes(peek, hashes));
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88 | }
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89 |
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90 | public IList<THashType> GetMultiplicationSubtreeHashes(Stack<Symbol> parseStack) {
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91 | var childHashes = new List<THashType>();
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92 |
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93 | AddMultiplicationChildHashes(childHashes, parseStack); // first child
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94 | AddMultiplicationChildHashes(childHashes, parseStack); // second child
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95 |
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96 | // Sort due to commutativity
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97 | childHashes.Sort();
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98 |
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99 | if (childHashes.Count <= 2)
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100 | return childHashes;
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101 |
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102 | // Cancel out inverse factors.
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103 | var isInvFactor = new bool[childHashes.Count];
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104 | bool foundInvFactor = false;
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105 | for (int i = 0; i < isInvFactor.Length; i++) {
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106 | if (isInvFactor[i]) continue;
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107 |
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108 | var currFactor = childHashes[i];
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109 | var invFactor = AggregateHashes(Grammar.Inv, new[] { currFactor });
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110 |
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111 | int indexOfInv = childHashes.IndexOf(invFactor);
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112 | if (indexOfInv >= 0 && !isInvFactor[indexOfInv]) {
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113 | isInvFactor[i] = isInvFactor[indexOfInv] = true;
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114 | foundInvFactor = true;
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115 | }
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116 | }
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117 |
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118 | if (!foundInvFactor)
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119 | return childHashes;
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120 |
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121 | return childHashes
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122 | .Where((c, i) => !isInvFactor[i])
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123 | .ToArray();
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124 | }
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125 | }
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126 |
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127 | [StorableClass]
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128 | public class IntHasher : Hasher<int> {
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129 | public IntHasher(Grammar grammar) : base(grammar) { }
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130 |
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131 | public IntHasher(IntHasher original, Cloner cloner) : base(original, cloner) { }
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132 |
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133 | public override IDeepCloneable Clone(Cloner cloner) {
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134 | return new IntHasher(this, cloner);
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135 | }
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136 |
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137 | [StorableConstructor]
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138 | protected IntHasher(bool deserializing) : base(deserializing) { }
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139 |
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140 | protected override int AggregateHashes(Symbol operatorSym, IList<int> hashes) {
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141 | int start;
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142 | if ((operatorSym == Grammar.Addition || operatorSym == Grammar.Multiplication) && hashes.Count <= 1) {
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143 | start = 0;
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144 |
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145 | } else if (operatorSym is NonterminalSymbol || operatorSym is VariableTerminalSymbol) {
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146 | return operatorSym.StringRepresentation.GetHashCode();
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147 |
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148 | } else {
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149 | start = operatorSym.StringRepresentation.GetHashCode();
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150 | }
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151 |
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152 | for (int i = 0; i < hashes.Count; i++) {
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153 | start = ((start << 5) + start) ^ hashes[i];
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154 | }
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155 | return start;
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156 | }
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157 | }
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158 |
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159 | [StorableClass]
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160 | public class StringHasher : Hasher<string> {
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161 | public StringHasher(Grammar grammar) : base(grammar) { }
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162 |
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163 | public StringHasher(StringHasher original, Cloner cloner) : base(original, cloner) { }
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164 |
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165 | public override IDeepCloneable Clone(Cloner cloner) {
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166 | return new StringHasher(this, cloner);
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167 | }
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168 |
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169 | [StorableConstructor]
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170 | protected StringHasher(bool deserializing) : base(deserializing) { }
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171 |
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172 | protected override string AggregateHashes(Symbol operatorSym, IList<string> hashes) {
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173 | var hashesArray = hashes.ToArray();
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174 |
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175 | if ((operatorSym == Grammar.Addition || operatorSym == Grammar.Multiplication) && hashesArray.Length <= 1) {
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176 | return hashesArray[0];
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177 | }
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178 | if (operatorSym is NonterminalSymbol || operatorSym is VariableTerminalSymbol) {
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179 | return operatorSym.StringRepresentation;
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180 | }
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181 |
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182 | return $"[{operatorSym.StringRepresentation} ° {string.Join(" ° ", hashesArray)}]";
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183 | }
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184 | }
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185 | }
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