[15273] | 1 | namespace HeuristicLab.Problems.ProgramSynthesis.Push.Analyzer {
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| 2 |
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| 3 | using HeuristicLab.Analysis;
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| 4 | using HeuristicLab.Common;
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| 5 | using HeuristicLab.Core;
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| 6 | using HeuristicLab.Data;
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| 7 | using HeuristicLab.Operators;
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| 8 | using HeuristicLab.Optimization;
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| 9 | using HeuristicLab.Parameters;
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| 10 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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| 11 | using HeuristicLab.Problems.ProgramSynthesis.Push.Problem;
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| 12 |
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| 13 | /// <summary>
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| 14 | /// An operater that tracks the count of individuals with zero error on the cases
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| 15 | /// </summary>
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| 16 | [Item("IndividualZeroErrorAnalyzer", "An operater that tracks the count of individuals with zero error on the cases")]
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| 17 | [StorableClass]
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| 18 | public class IndividualZeroErrorAnalyzer : SingleSuccessorOperator, IIndividualZeroErrorAnalyzer {
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| 19 | private const string RESULTS_PARAMETER_NAME = "Results";
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| 20 | private const string INDIVIDUAL_ZERO_ERROR_PARAMETER_NAME = "ZeroErrorIndividualsPerCase";
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| 21 |
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| 22 | private const string RESULT_PARAMETER_NAME = "Zero Error Individuals Per Case";
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| 23 | private const string RESULT_PARAMETER_DESCRIPTION = "Relative frequency of instructions aggregated over the whole population.";
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[15275] | 24 | private const string Y_AXIS_TITLE = "Count of zero error individuals";
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[15273] | 25 | private const string X_AXIS_TITLE = "Case Index";
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| 26 | private const string ROW_NAME = "Cases";
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| 27 |
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| 28 | public IndividualZeroErrorAnalyzer() {
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| 29 | Parameters.Add(new LookupParameter<DataTable>(
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| 30 | INDIVIDUAL_ZERO_ERROR_PARAMETER_NAME,
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| 31 | "The data table to store the count of individuals with zero error."));
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| 32 |
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| 33 | Parameters.Add(new LookupParameter<ResultCollection>(
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| 34 | RESULTS_PARAMETER_NAME,
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| 35 | "The result collection where the symbol frequencies should be stored."));
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| 36 |
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| 37 | Parameters.Add(new ScopeTreeLookupParameter<DoubleArray>(
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[15275] | 38 | IntegerVectorPushProblem.CaseQualitiesScopeParameterName,
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[15273] | 39 | "The quality of every single training case for each individual."));
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| 40 | }
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| 41 |
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| 42 | [StorableConstructor]
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| 43 | public IndividualZeroErrorAnalyzer(bool deserializing) : base(deserializing) { }
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| 44 |
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| 45 | public IndividualZeroErrorAnalyzer(IndividualZeroErrorAnalyzer origin, Cloner cloner) : base(origin, cloner) { }
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| 46 |
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| 47 | public override IDeepCloneable Clone(Cloner cloner) {
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| 48 | return new IndividualZeroErrorAnalyzer(this, cloner);
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| 49 | }
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| 50 |
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| 51 | public bool EnabledByDefault { get { return true; } }
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| 52 |
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| 53 | public ILookupParameter<DataTable> IndividualZeroErrorParameter
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| 54 | {
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| 55 | get { return (ILookupParameter<DataTable>)Parameters[INDIVIDUAL_ZERO_ERROR_PARAMETER_NAME]; }
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| 56 | }
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| 57 |
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| 58 | public ILookupParameter<ResultCollection> ResultsParameter
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| 59 | {
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| 60 | get { return (ILookupParameter<ResultCollection>)Parameters[RESULTS_PARAMETER_NAME]; }
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| 61 | }
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| 62 |
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| 63 | public ILookupParameter<ItemArray<DoubleArray>> CaseQualitiesParameter
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| 64 | {
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[15275] | 65 | get { return (ILookupParameter<ItemArray<DoubleArray>>)Parameters[IntegerVectorPushProblem.CaseQualitiesScopeParameterName]; }
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[15273] | 66 | }
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| 67 |
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| 68 | public override IOperation Apply() {
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| 69 | var caseQualitiesPerIndividual = CaseQualitiesParameter.ActualValue;
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| 70 | var caseCount = caseQualitiesPerIndividual[0].Length;
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| 71 |
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| 72 | var results = ResultsParameter.ActualValue;
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| 73 | var individualZeroErrorCounts = IndividualZeroErrorParameter.ActualValue;
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| 74 |
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| 75 | if (individualZeroErrorCounts == null) {
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| 76 | individualZeroErrorCounts = new DataTable(
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| 77 | RESULT_PARAMETER_NAME,
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| 78 | RESULT_PARAMETER_DESCRIPTION) {
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| 79 | VisualProperties = {
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| 80 | YAxisTitle = Y_AXIS_TITLE,
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| 81 | XAxisTitle = X_AXIS_TITLE,
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| 82 | XAxisMinimumFixedValue = 0,
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| 83 | XAxisMaximumFixedValue = caseCount,
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| 84 | XAxisMaximumAuto = false,
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| 85 | XAxisMinimumAuto = false,
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| 86 | }
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| 87 | };
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| 88 |
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| 89 | IndividualZeroErrorParameter.ActualValue = individualZeroErrorCounts;
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| 90 | }
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| 91 |
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| 92 | if (!results.ContainsKey(RESULT_PARAMETER_NAME)) {
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| 93 | results.Add(new Result(RESULT_PARAMETER_NAME, individualZeroErrorCounts));
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| 94 | }
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| 95 |
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| 96 | DataRow row;
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| 97 | if (!individualZeroErrorCounts.Rows.TryGetValue(ROW_NAME, out row)) {
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| 98 | row = new DataRow(ROW_NAME) {
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| 99 | VisualProperties = {
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| 100 | StartIndexZero = true,
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| 101 | IsVisibleInLegend = false,
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| 102 | ChartType = DataRowVisualProperties.DataRowChartType.Bars,
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| 103 | }
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| 104 | };
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| 105 |
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| 106 | individualZeroErrorCounts.Rows.Add(row);
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| 107 | }
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| 108 |
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| 109 | var caseCountChanged = row.Values.Count != caseCount;
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| 110 |
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| 111 | if (caseCountChanged) {
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| 112 | individualZeroErrorCounts.VisualProperties.XAxisMaximumFixedValue = caseCount;
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| 113 | row.Values.Clear();
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| 114 | }
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| 115 |
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| 116 | for (var i = 0; i < caseCount; i++) {
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| 117 | var count = 0;
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| 118 |
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| 119 | for (var j = 0; j < caseQualitiesPerIndividual.Length; j++) {
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| 120 | var caseQuality = caseQualitiesPerIndividual[j][i];
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| 121 |
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| 122 | if (caseQuality == 0.0)
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| 123 | count++;
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| 124 | }
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| 125 |
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| 126 | if (caseCountChanged)
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| 127 | row.Values.Add(count);
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| 128 | else
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| 129 | row.Values[i] = count;
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| 130 | }
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| 131 |
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| 132 | return base.Apply();
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| 133 | }
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| 134 | }
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| 135 | }
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