1 | using System;
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2 | using System.Collections.Generic;
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3 | using System.Linq;
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4 | using System.Text;
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5 | using HeuristicLab.Problems.GrammaticalOptimization;
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6 |
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7 | namespace HeuristicLab.Algorithms.GrammaticalOptimization {
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8 | public class ExhaustiveRandomFirstSearch {
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9 | public event Action<string, double> FoundNewBestSolution;
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10 | public event Action<string, double> SolutionEvaluated;
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11 |
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12 | private readonly int maxLen;
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13 | private readonly System.Collections.Generic.SortedList<double, Sequence> sortedList = new SortedList<double, Sequence>();
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14 | private readonly IProblem problem;
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15 | private readonly Random random;
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16 |
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17 | public ExhaustiveRandomFirstSearch(IProblem problem, Random random, int maxLen) {
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18 | this.maxLen = maxLen;
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19 | this.problem = problem;
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20 | this.random = new Random();
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21 | }
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22 |
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23 | public void Run(int maxIterations) {
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24 | double bestQuality = double.MinValue;
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25 | sortedList.Add(0, new Sequence(problem.Grammar.SentenceSymbol));
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26 | var sentences = GenerateLanguage(problem.Grammar);
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27 | var sentenceEnumerator = sentences.GetEnumerator();
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28 | for (int i = 0; sentenceEnumerator.MoveNext() && i < maxIterations; i++) {
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29 | var sentence = sentenceEnumerator.Current.ToString();
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30 | var quality = problem.Evaluate(sentence) / problem.BestKnownQuality(maxLen);
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31 | RaiseSolutionEvaluated(sentence, quality);
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32 |
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33 | if (quality > bestQuality) {
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34 | bestQuality = quality;
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35 | RaiseFoundNewBestSolution(sentence, quality);
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36 | }
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37 | }
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38 | }
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39 |
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40 | // create sentences lazily
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41 | private IEnumerable<Sequence> GenerateLanguage(IGrammar grammar) {
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42 | while (sortedList.Any()) {
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43 | var phrase = sortedList.First().Value;
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44 | sortedList.RemoveAt(0);
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45 |
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46 | char nt = phrase.FirstNonTerminal;
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47 | var alts = grammar.GetAlternatives(nt);
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48 | foreach (var alt in alts) {
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49 | var newPhrase = new Sequence(phrase);
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50 | newPhrase.ReplaceAt(newPhrase.FirstNonTerminalIndex, 1, alt);
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51 |
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52 | if (newPhrase.IsTerminal && newPhrase.Length <= maxLen) {
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53 | yield return newPhrase;
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54 | } else if (grammar.MinPhraseLength(newPhrase) <= maxLen) {
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55 | var r = random.NextDouble();
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56 | Sequence t;
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57 | while (sortedList.TryGetValue(r, out t)) { r = random.NextDouble(); }
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58 | sortedList.Add(r, newPhrase);
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59 | }
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60 | }
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61 | }
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62 | }
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63 |
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64 |
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65 | private void RaiseSolutionEvaluated(string sentence, double quality) {
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66 | var handler = SolutionEvaluated;
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67 | if (handler != null) handler(sentence, quality);
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68 | }
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69 | private void RaiseFoundNewBestSolution(string sentence, double quality) {
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70 | var handler = FoundNewBestSolution;
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71 | if (handler != null) handler(sentence, quality);
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72 | }
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73 | }
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74 | }
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