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.IO;
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5 | using System.Linq;
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6 | using HeuristicLab.Grammars;
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7 | using Attribute = HeuristicLab.Grammars.Attribute;
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8 |
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9 | namespace CodeGenerator {
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10 | // code generator for problem class
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11 | public class ProblemCodeGen {
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12 | private const string usings = @"
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13 | using System.Collections.Generic;
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14 | using System.Linq;
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15 | using System;
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16 | using System.Text.RegularExpressions;
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17 | using System.Diagnostics;
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18 | ";
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19 |
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20 | private const string problemTemplate = @"
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21 | namespace ?PROBLEMNAME? {
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22 |
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23 |
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24 |
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25 |
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26 | public sealed class ?IDENT?Problem {
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27 | public static void Main(string[] args) {
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28 | var problem = new ?IDENT?Problem();
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29 | var solver = new ?IDENT?MonteCarloTreeSearchSolver(problem, args);
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30 | solver.Start();
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31 | }
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32 |
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33 | public ?IDENT?Problem() {
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34 | Initialize();
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35 | }
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36 |
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37 | private void Initialize() {
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38 | // the following is the source code from the INIT section of the problem definition
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39 | #region INIT section
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40 | ?INITSOURCE?
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41 | #endregion
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42 | }
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43 |
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44 | private Tree _t;
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45 | public double Evaluate(Tree _t) {
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46 | this._t = _t;
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47 | #region objective function (MINIMIZE / MAXIMIZE section)
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48 | ?FITNESSFUNCTION?
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49 | #endregion
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50 | }
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51 | public bool IsBetter(double a, double b) {
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52 | return ?MAXIMIZATION? ? a > b : a < b;
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53 | }
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54 |
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55 | // additional code from the problem definition (CODE section)
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56 | #region additional code
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57 | ?ADDITIONALCODE?
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58 | #endregion
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59 |
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60 | #region generated source for interpretation
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61 | ?INTERPRETERSOURCE?
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62 | #endregion
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63 |
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64 | #region generated code for the constraints for terminals
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65 | ?CONSTRAINTSSOURCE?
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66 | #endregion
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67 | }
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68 |
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69 | #region class definitions for tree
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70 | public class Tree {
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71 | public int altIdx;
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72 | public Tree[] subtrees;
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73 | protected Tree() {
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74 | // leave subtrees uninitialized
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75 | }
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76 | public Tree(int altIdx, Tree[] subtrees = null) {
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77 | this.altIdx = altIdx;
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78 | this.subtrees = subtrees;
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79 | }
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80 | public int GetSize() {
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81 | if(subtrees==null) return 1;
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82 | else return 1 + subtrees.Sum(t=>t.GetSize());
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83 | }
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84 | public int GetDepth() {
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85 | if(subtrees==null) return 1;
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86 | else return 1 + subtrees.Max(t=>t.GetDepth());
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87 | }
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88 | public virtual void PrintTree(int curState) {
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89 | Console.Write(""{0} "", Grammar.symb[curState]);
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90 | if(subtrees != null) {
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91 | if(subtrees.Length==1) {
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92 | subtrees[0].PrintTree(Grammar.transition[curState][altIdx]);
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93 | } else {
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94 | for(int i=0;i<subtrees.Length;i++) {
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95 | subtrees[i].PrintTree(Grammar.transition[curState][i]);
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96 | }
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97 | }
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98 | }
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99 | }
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100 | }
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101 |
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102 | ?TERMINALNODECLASSDEFINITIONS?
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103 | #endregion
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104 |
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105 | #region helper class for the grammar representation
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106 | public class Grammar {
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107 | public static readonly Dictionary<int, int[]> transition = new Dictionary<int, int[]>() {
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108 | ?TRANSITIONTABLE?
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109 | };
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110 | public static readonly Dictionary<int, int> subtreeCount = new Dictionary<int, int>() {
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111 | { -1, 0 }, // terminals
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112 | ?SUBTREECOUNTTABLE?
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113 | };
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114 | public static readonly Dictionary<int, int> minDepth = new Dictionary<int, int>() {
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115 | ?MINDEPTHTABLE?
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116 | };
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117 | public static readonly string[] symb = new string[] { ?SYMBOLNAMES? };
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118 |
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119 | }
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120 | #endregion
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121 | }";
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122 |
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123 |
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124 | /// <summary>
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125 | /// Generates the source code for a brute force searcher that can be compiled with a C# compiler
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126 | /// </summary>
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127 | /// <param name="ast">An abstract syntax tree for a GPDL file</param>
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128 | public void Generate(GPDefNode ast) {
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129 | var problemSourceCode = new SourceBuilder();
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130 | problemSourceCode.AppendLine(usings);
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131 |
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132 | GenerateProblemSource(ast, problemSourceCode);
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133 | GenerateSolvers(ast, problemSourceCode);
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134 |
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135 | problemSourceCode
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136 | .Replace("?PROBLEMNAME?", ast.Name)
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137 | .Replace("?IDENT?", ast.Name);
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138 |
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139 | // write the source file to disk
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140 | using (var stream = new StreamWriter(ast.Name + ".cs")) {
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141 | stream.WriteLine(problemSourceCode.ToString());
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142 | }
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143 | }
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144 |
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145 | private void GenerateProblemSource(GPDefNode ast, SourceBuilder problemSourceCode) {
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146 | var grammar = CreateGrammarFromAst(ast);
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147 | problemSourceCode
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148 | .AppendLine(problemTemplate)
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149 | .Replace("?FITNESSFUNCTION?", ast.FitnessFunctionNode.SrcCode)
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150 | .Replace("?MAXIMIZATION?", ast.FitnessFunctionNode.Maximization.ToString().ToLowerInvariant())
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151 | .Replace("?INITSOURCE?", ast.InitCodeNode.SrcCode)
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152 | .Replace("?ADDITIONALCODE?", ast.ClassCodeNode.SrcCode)
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153 | .Replace("?INTERPRETERSOURCE?", GenerateInterpreterSource(grammar))
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154 | .Replace("?CONSTRAINTSSOURCE?", GenerateConstraintMethods(ast.Terminals))
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155 | .Replace("?TERMINALNODECLASSDEFINITIONS?", GenerateTerminalNodeClassDefinitions(ast.Terminals.OfType<TerminalNode>()))
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156 | .Replace("?SYMBOLNAMES?", grammar.Symbols.Select(s => s.Name).Aggregate(string.Empty, (str, symb) => str + "\"" + symb + "\", "))
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157 | .Replace("?TRANSITIONTABLE?", GenerateTransitionTable(grammar))
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158 | .Replace("?SUBTREECOUNTTABLE?", GenerateSubtreeCountTable(grammar))
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159 | .Replace("?MINDEPTHTABLE?", GenerateMinDepthTable(grammar))
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160 | ;
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161 | }
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162 |
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163 | private void GenerateSolvers(GPDefNode ast, SourceBuilder solverSourceCode) {
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164 | var grammar = CreateGrammarFromAst(ast);
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165 | try {
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166 | var randomSearchCodeGen = new RandomSearchCodeGen();
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167 | randomSearchCodeGen.Generate(grammar, ast.Terminals.OfType<TerminalNode>(), ast.FitnessFunctionNode.Maximization,
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168 | solverSourceCode);
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169 | }
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170 | catch (Exception e) {
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171 | Console.WriteLine(e.Message);
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172 | }
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173 | try {
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174 | var bruteForceSearchCodeGen = new BruteForceCodeGen();
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175 | bruteForceSearchCodeGen.Generate(grammar, ast.Terminals.OfType<TerminalNode>(), ast.FitnessFunctionNode.Maximization, solverSourceCode);
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176 | }
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177 | catch (Exception e) {
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178 | Console.WriteLine(e.Message);
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179 | }
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180 | try {
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181 | var mctsCodeGen = new MonteCarloTreeSearchCodeGen();
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182 | mctsCodeGen.Generate(grammar, ast.Terminals.OfType<TerminalNode>(), ast.FitnessFunctionNode.Maximization,
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183 | solverSourceCode);
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184 | }
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185 | catch (Exception e) {
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186 | Console.WriteLine(e.Message);
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187 | }
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188 | }
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189 |
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190 | #region create grammar instance from AST
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191 | // should be refactored so that we can directly query the AST
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192 | private AttributedGrammar CreateGrammarFromAst(GPDefNode ast) {
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193 |
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194 | var nonTerminals = ast.NonTerminals
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195 | .Select(t => new Symbol(t.Ident, GetSymbolAttributes(t.FormalParameters)))
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196 | .ToArray();
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197 | var terminals = ast.Terminals
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198 | .Select(t => new Symbol(t.Ident, GetSymbolAttributes(t.FormalParameters)))
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199 | .ToArray();
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200 | string startSymbolName = ast.Rules.First().NtSymbol;
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201 |
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202 | // create startSymbol
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203 | var startSymbol = nonTerminals.Single(s => s.Name == startSymbolName);
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204 | var g = new AttributedGrammar(startSymbol, nonTerminals, terminals);
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205 |
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206 | // add all production rules
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207 | foreach (var rule in ast.Rules) {
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208 | var ntSymbol = nonTerminals.Single(s => s.Name == rule.NtSymbol);
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209 | foreach (var alt in GetAlternatives(rule.Alternatives, nonTerminals.Concat(terminals))) {
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210 | g.AddProductionRule(ntSymbol, alt);
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211 | }
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212 | // local initialization code
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213 | if (!string.IsNullOrEmpty(rule.LocalCode)) g.AddLocalDefinitions(ntSymbol, rule.LocalCode);
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214 | }
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215 | return g;
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216 | }
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217 |
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218 | private IEnumerable<IAttribute> GetSymbolAttributes(string formalParameters) {
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219 | return (from fieldDef in Util.ExtractParameters(formalParameters)
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220 | select new Attribute(fieldDef.Identifier, fieldDef.Type, AttributeType.Parse(fieldDef.RefOrOut)))
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221 | .ToList();
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222 | }
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223 |
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224 | private IEnumerable<Sequence> GetAlternatives(AlternativesNode altNode, IEnumerable<ISymbol> allSymbols) {
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225 | foreach (var alt in altNode.Alternatives) {
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226 | yield return GetSequence(alt.Sequence, allSymbols);
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227 | }
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228 | }
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229 |
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230 | private Sequence GetSequence(IEnumerable<RuleExprNode> sequence, IEnumerable<ISymbol> allSymbols) {
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231 | Debug.Assert(sequence.All(s => s is CallSymbolNode || s is RuleActionNode));
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232 | var l = new List<ISymbol>();
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233 | foreach (var node in sequence) {
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234 | var callSymbolNode = node as CallSymbolNode;
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235 | var actionNode = node as RuleActionNode;
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236 | if (callSymbolNode != null) {
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237 | Debug.Assert(allSymbols.Any(s => s.Name == callSymbolNode.Ident));
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238 | // create a new symbol with actual parameters
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239 | l.Add(new Symbol(callSymbolNode.Ident, GetSymbolAttributes(callSymbolNode.ActualParameter)));
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240 | } else if (actionNode != null) {
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241 | l.Add(new SemanticSymbol("SEM", actionNode.SrcCode));
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242 | }
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243 | }
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244 | return new Sequence(l);
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245 | }
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246 | #endregion
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247 |
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248 | #region helper methods for terminal symbols
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249 | // produces helper methods for the attributes of all terminal nodes
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250 | private string GenerateConstraintMethods(IEnumerable<SymbolNode> symbols) {
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251 | var sb = new SourceBuilder();
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252 | var terminals = symbols.OfType<TerminalNode>();
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253 | foreach (var t in terminals) {
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254 | GenerateConstraintMethods(t, sb);
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255 | }
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256 | return sb.ToString();
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257 | }
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258 |
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259 |
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260 | // generates helper methods for the attributes of a given terminal node
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261 | private void GenerateConstraintMethods(TerminalNode t, SourceBuilder sb) {
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262 | foreach (var c in t.Constraints) {
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263 | var fieldType = t.FieldDefinitions.First(d => d.Identifier == c.Ident).Type;
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264 | if (c.Type == ConstraintNodeType.Range) {
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265 | sb.AppendFormat("public {0} GetMax{1}_{2}() {{ return {3}; }}", fieldType, t.Ident, c.Ident, c.RangeMaxExpression).AppendLine();
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266 | sb.AppendFormat("public {0} GetMin{1}_{2}() {{ return {3}; }}", fieldType, t.Ident, c.Ident, c.RangeMinExpression).AppendLine();
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267 | } else if (c.Type == ConstraintNodeType.Set) {
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268 | sb.AppendFormat("public IEnumerable<{0}> GetAllowed{1}_{2}() {{ return {3}; }}", fieldType, t.Ident, c.Ident, c.SetExpression).AppendLine();
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269 | }
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270 | }
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271 | }
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272 | #endregion
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273 |
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274 | private string GenerateTerminalNodeClassDefinitions(IEnumerable<TerminalNode> terminals) {
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275 | var sb = new SourceBuilder();
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276 |
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277 | foreach (var terminal in terminals) {
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278 | GenerateTerminalNodeClassDefinitions(terminal, sb);
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279 | }
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280 | return sb.ToString();
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281 | }
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282 |
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283 | private void GenerateTerminalNodeClassDefinitions(TerminalNode terminal, SourceBuilder sb) {
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284 | sb.AppendFormat("public class {0}Tree : Tree {{", terminal.Ident).BeginBlock();
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285 | foreach (var att in terminal.FieldDefinitions) {
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286 | sb.AppendFormat("public {0} {1};", att.Type, att.Identifier).AppendLine();
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287 | }
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288 | sb.AppendFormat(" public {0}Tree() : base() {{ }}", terminal.Ident).AppendLine();
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289 | sb.AppendLine(@"
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290 | public override void PrintTree(int curState) {
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291 | Console.Write(""{0} "", Grammar.symb[curState]);");
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292 | foreach (var att in terminal.FieldDefinitions) {
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293 | sb.AppendFormat("Console.Write(\"{{0}} \", {0});", att.Identifier).AppendLine();
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294 | }
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295 |
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296 | sb.AppendLine("}");
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297 |
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298 | sb.AppendLine("}");
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299 | }
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300 |
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301 | private string GenerateInterpreterSource(AttributedGrammar grammar) {
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302 | var sb = new SourceBuilder();
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303 | GenerateInterpreterStart(grammar, sb);
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304 |
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305 | // generate methods for all nonterminals and terminals using the grammar instance
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306 | foreach (var s in grammar.NonTerminalSymbols) {
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307 | GenerateInterpreterMethod(grammar, s, sb);
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308 | }
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309 | foreach (var s in grammar.TerminalSymbols) {
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310 | GenerateTerminalInterpreterMethod(s, sb);
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311 | }
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312 | return sb.ToString();
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313 | }
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314 |
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315 | private void GenerateInterpreterStart(AttributedGrammar grammar, SourceBuilder sb) {
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316 | var s = grammar.StartSymbol;
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317 | // create the method which can be called from the fitness function
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318 | if (!s.Attributes.Any())
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319 | sb.AppendFormat("private void {0}() {{", s.Name).BeginBlock();
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320 | else
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321 | sb.AppendFormat("private void {0}({1}) {{", s.Name, s.GetAttributeString()).BeginBlock();
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322 |
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323 | // get formal parameters of start symbol
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324 | var attr = s.Attributes;
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325 |
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326 | // actual parameter are the same as formalparameter only without type identifier
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327 | string actualParameter;
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328 | if (attr.Any())
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329 | actualParameter = attr.Skip(1).Aggregate(attr.First().AttributeType + " " + attr.First().Name, (str, a) => str + ", " + a.AttributeType + " " + a.Name);
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330 | else
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331 | actualParameter = string.Empty;
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332 | sb.AppendFormat("{0}(_t, {1});", s.Name, actualParameter).AppendLine();
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333 | sb.AppendLine("}").EndBlock();
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334 | }
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335 |
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336 | private void GenerateInterpreterMethod(AttributedGrammar g, ISymbol s, SourceBuilder sb) {
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337 | if (!s.Attributes.Any())
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338 | sb.AppendFormat("private void {0}(Tree _t) {{", s.Name).BeginBlock();
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339 | else
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340 | sb.AppendFormat("private void {0}(Tree _t, {1}) {{", s.Name, s.GetAttributeString()).BeginBlock();
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341 |
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342 | // generate local definitions
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343 | sb.AppendLine(g.GetLocalDefinitions(s));
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344 |
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345 | var altsWithSemActions = g.GetAlternativesWithSemanticActions(s).ToArray();
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346 |
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347 | if (altsWithSemActions.Length > 1) {
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348 | GenerateSwitchStatement(altsWithSemActions, sb);
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349 | } else {
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350 | int i = 0;
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351 | foreach (var altSymb in altsWithSemActions.Single()) {
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352 | GenerateSourceForAction(i, altSymb, sb);
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353 | if (!(altSymb is SemanticSymbol)) i++;
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354 | }
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355 | }
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356 | sb.Append("}").EndBlock();
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357 | }
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358 |
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359 | private void GenerateSwitchStatement(IEnumerable<Sequence> alts, SourceBuilder sb) {
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360 | sb.Append("switch(_t.altIdx) {").BeginBlock();
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361 | // generate a case for each alternative
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362 | int altIdx = 0;
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363 | foreach (var alt in alts) {
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364 | sb.AppendFormat("case {0}: {{ ", altIdx).BeginBlock();
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365 |
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366 | // this only works for alternatives with a single non-terminal symbol (ignoring semantic symbols)!
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367 | // a way to handle this is through grammar transformation (the examplary grammars all have the correct from)
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368 | Debug.Assert(alt.Count(symb => !(symb is SemanticSymbol)) == 1);
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369 | foreach (var altSymb in alt) {
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370 | GenerateSourceForAction(0, altSymb, sb); // index is always 0 because of the assertion above
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371 | }
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372 | altIdx++;
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373 | sb.AppendLine("break;").Append("}").EndBlock();
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374 | }
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375 | sb.AppendLine("default: throw new System.InvalidOperationException();").Append("}").EndBlock();
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376 | }
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377 |
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378 | // helper for generating calls to other symbol methods
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379 | private void GenerateSourceForAction(int idx, ISymbol s, SourceBuilder sb) {
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380 | var action = s as SemanticSymbol;
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381 | if (action != null)
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382 | sb.Append(action.Code + ";");
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383 | else if (!s.Attributes.Any())
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384 | sb.AppendFormat("{1}(_t.subtrees[{0}]);", idx, s.Name);
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385 | else sb.AppendFormat("{1}(_t.subtrees[{0}], {2}); ", idx, s.Name, s.GetAttributeString());
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386 | sb.AppendLine();
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387 | }
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388 |
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389 | private void GenerateTerminalInterpreterMethod(ISymbol s, SourceBuilder sb) {
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390 | // if the terminal symbol has attributes then we must samples values for these attributes
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391 | if (!s.Attributes.Any())
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392 | sb.AppendFormat("private void {0}(Tree _t) {{", s.Name).BeginBlock();
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393 | else
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394 | sb.AppendFormat("private void {0}(Tree _t, {1}) {{", s.Name, s.GetAttributeString()).BeginBlock();
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395 |
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396 | // each field must match a formal parameter, assign a value for each parameter
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397 | int i = 0;
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398 | foreach (var element in s.Attributes) {
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399 | sb.AppendFormat("{0} = (_t as {1}Tree).{0};", element.Name, s.Name).AppendLine();
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400 | }
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401 | sb.Append("}").EndBlock();
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402 | }
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403 |
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404 |
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405 |
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406 | private string GenerateTransitionTable(IGrammar grammar) {
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407 | Debug.Assert(grammar.Symbols.First().Equals(grammar.StartSymbol));
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408 | var sb = new SourceBuilder();
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409 |
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410 | // state idx = idx of the corresponding symbol in the grammar
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411 | var allSymbols = grammar.Symbols.ToList();
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412 | foreach (var s in grammar.Symbols) {
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413 | var targetStates = new List<int>();
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414 | if (grammar.IsTerminal(s)) {
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415 | } else {
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416 | if (grammar.NumberOfAlternatives(s) > 1) {
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417 | foreach (var alt in grammar.GetAlternatives(s)) {
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418 | // only single-symbol alternatives are supported
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419 | Debug.Assert(alt.Count() == 1);
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420 | targetStates.Add(allSymbols.IndexOf(alt.Single()));
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421 | }
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422 | } else {
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423 | // rule is a sequence of symbols
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424 | var seq = grammar.GetAlternatives(s).Single();
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425 | targetStates.AddRange(seq.Select(symb => allSymbols.IndexOf(symb)));
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426 | }
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427 | }
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428 |
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429 | var targetStateString = targetStates.Aggregate(string.Empty, (str, state) => str + state + ", ");
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430 |
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431 | var idxOfSourceState = allSymbols.IndexOf(s);
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432 | sb.AppendFormat("// {0}", s).AppendLine();
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433 | sb.AppendFormat("{{ {0} , new int[] {{ {1} }} }},", idxOfSourceState, targetStateString).AppendLine();
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434 | }
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435 | return sb.ToString();
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436 | }
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437 | private string GenerateSubtreeCountTable(IGrammar grammar) {
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438 | Debug.Assert(grammar.Symbols.First().Equals(grammar.StartSymbol));
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439 | var sb = new SourceBuilder();
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440 |
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441 | // state idx = idx of the corresponding symbol in the grammar
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442 | var allSymbols = grammar.Symbols.ToList();
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443 | foreach (var s in grammar.Symbols) {
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444 | int subtreeCount = 0;
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445 | if (grammar.IsTerminal(s)) {
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446 | } else {
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447 | if (grammar.NumberOfAlternatives(s) > 1) {
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448 | Debug.Assert(grammar.GetAlternatives(s).All(alt => alt.Count() == 1));
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449 | subtreeCount = 1;
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450 | } else {
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451 | subtreeCount = grammar.GetAlternative(s, 0).Count();
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452 | }
|
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453 | }
|
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454 |
|
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455 | sb.AppendFormat("// {0}", s).AppendLine();
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456 | sb.AppendFormat("{{ {0} , {1} }},", allSymbols.IndexOf(s), subtreeCount).AppendLine();
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457 | }
|
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458 |
|
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459 | return sb.ToString();
|
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460 | }
|
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461 | private string GenerateMinDepthTable(IGrammar grammar) {
|
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462 | var sb = new SourceBuilder();
|
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463 | var minDepth = new Dictionary<ISymbol, int>();
|
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464 | foreach (var s in grammar.TerminalSymbols) {
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465 | minDepth[s] = 1;
|
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466 | }
|
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467 | while (minDepth.Count < grammar.Symbols.Count()) {
|
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468 | foreach (var s in grammar.NonTerminalSymbols) {
|
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469 | if (grammar.NumberOfAlternatives(s) > 1) {
|
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470 | // alternatives
|
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471 | if (grammar.GetAlternatives(s).Any(alt => minDepth.ContainsKey(alt.Single()))) {
|
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472 | minDepth[s] = (grammar.GetAlternatives(s)
|
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473 | .Where(alt => minDepth.ContainsKey(alt.Single()))
|
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474 | .Select(alt => minDepth[alt.Single()]))
|
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475 | .Min() + 1;
|
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476 | }
|
---|
477 | } else {
|
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478 | // sequences
|
---|
479 | if (grammar.GetAlternatives(s).Single().All(c => minDepth.ContainsKey(c))) {
|
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480 | minDepth[s] = (grammar.GetAlternatives(s).Single().Select(c => minDepth[c])).Max() + 1;
|
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481 | }
|
---|
482 | }
|
---|
483 | }
|
---|
484 | }
|
---|
485 | var allSymbols = grammar.Symbols.ToList();
|
---|
486 | foreach (var s in grammar.Symbols) {
|
---|
487 | sb.AppendFormat("// {0}", s).AppendLine();
|
---|
488 | sb.AppendFormat("{{ {0}, {1} }}, ", allSymbols.IndexOf(s), minDepth[s]).AppendLine();
|
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489 | }
|
---|
490 | return sb.ToString();
|
---|
491 | }
|
---|
492 | }
|
---|
493 | }
|
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