[14727] | 1 | using System;
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| 2 |
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| 3 | namespace HeuristicLab.Problems.ProgramSynthesis.Push.Problem {
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| 4 | using System.Collections.Generic;
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| 5 | using System.Linq;
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| 6 | using Common;
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| 7 | using Configuration;
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| 8 | using Core;
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| 9 | using Encodings.IntegerVectorEncoding;
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[14744] | 10 |
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| 11 | using HeuristicLab.BenchmarkSuite;
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[14777] | 12 | using HeuristicLab.BenchmarkSuite.Problems;
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[14727] | 13 | using HeuristicLab.Data;
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[14777] | 14 | using HeuristicLab.Problems.ProgramSynthesis.Push.Expressions;
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| 15 | using HeuristicLab.Problems.ProgramSynthesis.Push.Stack;
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[14746] | 16 |
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[14727] | 17 | using Instances;
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| 18 | using Interpreter;
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| 19 | using Optimization;
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| 20 | using Parameters;
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| 21 | using Persistence.Default.CompositeSerializers.Storable;
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| 22 |
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| 23 | [StorableClass]
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| 24 | [Creatable(CreatableAttribute.Categories.GeneticProgrammingProblems, Priority = 180)]
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| 25 | [Item("Push Problem", "")]
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[14777] | 26 | public class PushProblem : SingleObjectiveBasicProblem<IntegerVectorEncoding>, IProblemInstanceConsumer<Data> {
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[14727] | 27 | [Storable]
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[14733] | 28 | private readonly PushConfiguration config;
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| 29 | private PushInterpreterPool pool;
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[14777] | 30 | private IBenchmarkSuiteDataDescriptor dataDescriptor;
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[14727] | 31 |
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| 32 | public PushProblem() {
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[14733] | 33 | config = new PushConfiguration();
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[14777] | 34 | pool = new PushInterpreterPool(10000, 4096, 65536, config);
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[14727] | 35 |
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| 36 | InitEvents();
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| 37 | InitParameters();
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| 38 | Instructions = config;
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| 39 | }
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| 40 |
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| 41 | [StorableConstructor]
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| 42 | public PushProblem(bool deserializing)
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| 43 | : base(deserializing) {
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| 44 | }
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| 45 |
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| 46 | public PushProblem(PushProblem original, Cloner cloner)
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| 47 | : base(original, cloner) {
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| 48 | config = cloner.Clone(original.config);
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[14747] | 49 | pool = new PushInterpreterPool(65536, 1024, 65536, config);
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[14733] | 50 |
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[14727] | 51 | Instructions = config;
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| 52 |
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| 53 | this.InitEvents();
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| 54 | }
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| 55 |
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| 56 | [StorableHook(HookType.AfterDeserialization)]
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| 57 | // ReSharper disable once UnusedMember.Local
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| 58 | private void AfterDeserialization() {
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[14733] | 59 | pool = new PushInterpreterPool(config);
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[14727] | 60 | Instructions = config;
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| 61 |
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| 62 | InitEvents();
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| 63 | }
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| 64 |
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| 65 | private void InitEvents() {
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| 66 | config.EnabledExpressionsChanged += EnabledExpressionsChanged;
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| 67 | }
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| 68 |
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| 69 | private void EnabledExpressionsChanged(object sender, EnabledExpressionsChangedEventArgs e) {
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| 70 | this.Encoding.Bounds[0, 1] = config.EnabledExpressions.Count - 1;
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| 71 | this.Encoding.BoundsParameter.Value[0, 1] = config.EnabledExpressions.Count - 1;
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| 72 | }
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| 73 |
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| 74 | #region Parameters
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| 75 |
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| 76 | private const string EvalPushLimitParameterName = "EvalPushLimit";
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| 77 | private const string EvalPushLimitParameterDescription = "This is the maximum allowed number of \"executions\" in a single top-level call to the interpreter. The execution of a single Push instruction counts as one execution, as does the processing of a single literal, as does the descent into one layer of parentheses (that is, the processing of the \"(\" counts as one execution).";
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| 78 | private const string MaxProgramLengthParameterName = "MaxProgramLength";
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| 79 | private const string MaxProgramLengthParameterDescription = "This is the maximum size of an item on the CODE stack, expressed as a number of points. A point is an instruction, a literal, or a pair of parentheses.";
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| 80 | private const string TopLevelPushCodeParameterName = "TopLevelPushCode";
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| 81 | private const string TopLevelPushCodeParameterDescription = "When TRUE (which is the default), code passed to the top level of the interpreter will be pushed onto the CODE stack prior to execution.";
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| 82 | private const string TopLevelPopCodeParameterName = "TopLevelPopCode";
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| 83 | private const string TopLevelPopCodeParameterDescription = "When TRUE, the CODE stack will be popped at the end of top level calls to the interpreter. The default is FALSE.";
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| 84 | private const string InstructionsParameterName = "Instructions";
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| 85 | private const string InstructionsParameterDescription = "Enables/Disables Instructions";
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| 86 | private const string DataParameterName = "Data";
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| 87 | private const string DataParameterDescription = "Program Synthesis";
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| 88 | private const string MinRandomIntegerParameterName = "MinRandomInteger";
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| 89 | private const string MinRandomIntegerParameterDescription = "The minimum INTEGER that will be produced as an ephemeral random INTEGER constant or from a call to INTEGER.RAND.";
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| 90 | private const string MaxRandomIntegerParameterName = "MaxRandomInteger";
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| 91 | private const string MaxRandomIntegerParameterDescription = "The maximum INTEGER that will be produced as an ephemeral random INTEGER constant or from a call to INTEGER.RAND.";
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| 92 | private const string MinRandomFloatParameterName = "MinRandomFloat";
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| 93 | private const string MinRandomFloatParameterDescription = "The minimum FLOAT that will be produced as an ephemeral random FLOAT constant or from a call to FLOAT.RAND.";
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| 94 | private const string MaxRandomFloatParameterName = "MaxRandomFloat";
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| 95 | private const string MaxRandomFloatParameterDescription = "The maximum FLOAT that will be produced as an ephemeral random FLOAT constant or from a call to FLOAT.RAND.";
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| 96 | private const string NewErcNameProbabilityParameterName = "NewErcNameProbability";
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| 97 | private const string NewErcNameProbabilityParameterDescription = "The probability that the selection of the ephemeral random NAME constant for inclusion in randomly generated code will produce a new name.";
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| 98 | private const string ErcProbabilityParameterName = "ErcProbability";
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| 99 | private const string ErcProbabilityParameterDescription = "The probability that the selection of a epheral random literal constant for inclusion in randomly generated code will produce a new literal.";
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| 100 | private const string MaxPointsInRandomInstructionParameterName = "MaxPointsInRandomInstruction";
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| 101 | private const string MaxPointsInRandomInstructionParameterDescription = "MaxPointsInRandomInstruction";
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| 102 | private const string DataBoundsParameterName = "DataBounds";
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[14777] | 103 | private const string MaxProgramDepthParameterName = "MaxProgramDepth";
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| 104 | private const string MaxProgramDepthParameterDescription = "";
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[14727] | 105 |
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| 106 | private void InitParameters() {
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| 107 |
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[14777] | 108 | Parameters.Add(new FixedValueParameter<DataBounds>(DataBoundsParameterName));
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[14727] | 109 |
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| 110 | Parameters.Add(new FixedValueParameter<IntValue>(
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| 111 | EvalPushLimitParameterName,
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| 112 | EvalPushLimitParameterDescription,
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| 113 | new IntValue(config.EvalPushLimit)));
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| 114 |
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| 115 | Parameters.Add(new FixedValueParameter<IntValue>(
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| 116 | MaxProgramLengthParameterName,
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| 117 | MaxProgramLengthParameterDescription,
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| 118 | new IntValue(config.MaxPointsInProgram)));
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| 119 |
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| 120 | Parameters.Add(new FixedValueParameter<BoolValue>(
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| 121 | TopLevelPushCodeParameterName,
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| 122 | TopLevelPushCodeParameterDescription,
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| 123 | new BoolValue(config.TopLevelPushCode)) { Hidden = true });
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| 124 |
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| 125 | Parameters.Add(new FixedValueParameter<BoolValue>(
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| 126 | TopLevelPopCodeParameterName,
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| 127 | TopLevelPopCodeParameterDescription,
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| 128 | new BoolValue(config.TopLevelPopCode)) { Hidden = true });
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| 129 |
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| 130 | Parameters.Add(new ValueParameter<IEnabledExpressionsConfiguration>(
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| 131 | InstructionsParameterName,
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| 132 | InstructionsParameterDescription));
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| 133 |
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| 134 | Parameters.Add(new FixedValueParameter<IntValue>(
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| 135 | MinRandomIntegerParameterName,
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| 136 | MinRandomIntegerParameterDescription,
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| 137 | new IntValue(config.MinRandomInteger)) { Hidden = true });
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| 138 |
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| 139 | Parameters.Add(new FixedValueParameter<IntValue>(
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| 140 | MaxRandomIntegerParameterName,
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| 141 | MaxRandomIntegerParameterDescription,
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| 142 | new IntValue(config.MaxRandomInteger)) { Hidden = true });
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| 143 |
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| 144 | Parameters.Add(new FixedValueParameter<DoubleValue>(
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| 145 | MinRandomFloatParameterName,
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| 146 | MinRandomFloatParameterDescription,
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| 147 | new DoubleValue(config.MinRandomFloat)) { Hidden = true });
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| 148 |
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| 149 | Parameters.Add(new FixedValueParameter<DoubleValue>(
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| 150 | MaxRandomFloatParameterName,
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| 151 | MaxRandomFloatParameterDescription,
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| 152 | new DoubleValue(config.MaxRandomFloat)) { Hidden = true });
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| 153 |
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| 154 | Parameters.Add(new FixedValueParameter<PercentValue>(
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| 155 | NewErcNameProbabilityParameterName,
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| 156 | NewErcNameProbabilityParameterDescription,
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| 157 | new PercentValue(config.NewErcNameProbability)) { Hidden = true });
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| 158 |
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| 159 | Parameters.Add(new FixedValueParameter<PercentValue>(
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| 160 | ErcProbabilityParameterName,
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| 161 | ErcProbabilityParameterDescription,
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| 162 | new PercentValue(config.ErcProbability)) { Hidden = true });
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| 163 |
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| 164 | Parameters.Add(new FixedValueParameter<IntValue>(
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| 165 | MaxPointsInRandomInstructionParameterName,
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| 166 | MaxPointsInRandomInstructionParameterDescription,
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| 167 | new IntValue(config.MaxPointsInRandomExpression)) { Hidden = true });
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| 168 |
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[14777] | 169 | Parameters.Add(
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| 170 | new FixedValueParameter<IntValue>(
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| 171 | MaxProgramDepthParameterName,
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| 172 | MaxProgramDepthParameterDescription,
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| 173 | new IntValue(config.MaxDepth)));
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[14727] | 174 |
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[14777] | 175 | Parameters.Add(new ValueParameter<Data>(
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| 176 | DataParameterName,
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| 177 | DataParameterDescription));
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| 178 |
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[14727] | 179 | Encoding.Bounds[0, 0] = 0;
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| 180 | Encoding.Bounds[0, 1] = config.EnabledExpressions.Count - 1;
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| 181 | Encoding.Length = config.MaxPointsInProgram;
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| 182 | }
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| 183 |
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[14777] | 184 | public IValueParameter<DataBounds> DataBoundsParameter
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[14727] | 185 | {
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[14777] | 186 | get { return (IValueParameter<DataBounds>)Parameters[DataBoundsParameterName]; }
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[14727] | 187 | }
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| 188 |
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[14777] | 189 | public DataBounds DataBounds
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[14727] | 190 | {
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| 191 | get { return DataBoundsParameter.Value; }
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| 192 | set { DataBoundsParameter.Value = value; }
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| 193 | }
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| 194 |
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| 195 |
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| 196 | public IValueParameter<IEnabledExpressionsConfiguration> InstructionsParameter
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| 197 | {
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| 198 | get { return (IValueParameter<IEnabledExpressionsConfiguration>)Parameters[InstructionsParameterName]; }
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| 199 | }
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| 200 |
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| 201 | public IEnabledExpressionsConfiguration Instructions
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| 202 | {
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| 203 | get { return InstructionsParameter.Value; }
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| 204 | set { InstructionsParameter.Value = value; }
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| 205 | }
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| 206 |
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[14777] | 207 | public IValueParameter<Data> DataParameter
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[14727] | 208 | {
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[14777] | 209 | get { return (IValueParameter<Data>)Parameters[DataParameterName]; }
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[14727] | 210 | }
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| 211 |
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[14777] | 212 | public Data Data
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[14727] | 213 | {
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| 214 | get { return DataParameter.Value; }
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| 215 | set { DataParameter.Value = value; }
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| 216 | }
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| 217 |
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| 218 | public IValueParameter<IntValue> EvalPushLimitParameter
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| 219 | {
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[14777] | 220 | get { return (IValueParameter<IntValue>)Parameters[EvalPushLimitParameterName]; }
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[14727] | 221 | }
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| 222 |
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| 223 | public int EvalPushLimit
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| 224 | {
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| 225 | get { return config.EvalPushLimit; }
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| 226 | set
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| 227 | {
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| 228 | this.EvalPushLimitParameter.Value.Value = value;
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| 229 | config.EvalPushLimit = value;
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| 230 | }
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| 231 | }
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| 232 |
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[14777] | 233 | public IValueParameter<IntValue> MaxDepthParameter
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| 234 | {
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| 235 | get { return (IValueParameter<IntValue>)this.Parameters[MaxProgramDepthParameterName]; }
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| 236 | }
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| 237 |
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| 238 | public int MaxDepth
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| 239 | {
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| 240 | get { return config.MaxDepth; }
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| 241 | set
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| 242 | {
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| 243 | this.MaxDepthParameter.Value.Value = value;
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| 244 | config.MaxDepth = value;
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| 245 | }
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| 246 | }
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| 247 |
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[14727] | 248 | public IValueParameter<IntValue> MaxProgramLengthParameter
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| 249 | {
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| 250 | get { return (IValueParameter<IntValue>)this.Parameters[MaxProgramLengthParameterName]; }
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| 251 | }
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| 252 |
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| 253 | public int MaxProgramLength
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| 254 | {
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| 255 | get { return config.MaxPointsInProgram; }
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| 256 | set
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| 257 | {
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| 258 | this.MaxProgramLengthParameter.Value.Value = value;
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| 259 | this.Encoding.LengthParameter.Value.Value = value;
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| 260 | config.MaxPointsInProgram = value;
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| 261 | }
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| 262 | }
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| 263 |
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| 264 | public IValueParameter<BoolValue> TopLevelPushParameter
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| 265 | {
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| 266 | get { return (IValueParameter<BoolValue>)this.Parameters[TopLevelPushCodeParameterName]; }
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| 267 | }
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| 268 |
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| 269 | public bool TopLevelPushCode
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| 270 | {
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| 271 | get { return config.TopLevelPushCode; }
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| 272 | set
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| 273 | {
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| 274 | this.TopLevelPushParameter.Value.Value = value;
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| 275 | config.TopLevelPushCode = value;
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| 276 | }
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| 277 | }
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| 278 |
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| 279 | public IValueParameter<BoolValue> TopLevelPopParameter
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| 280 | {
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| 281 | get { return (IValueParameter<BoolValue>)this.Parameters[TopLevelPopCodeParameterName]; }
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| 282 | }
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| 283 |
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| 284 | public bool TopLevelPopCode
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| 285 | {
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| 286 | get { return config.TopLevelPopCode; }
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| 287 | set
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| 288 | {
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| 289 | this.TopLevelPushParameter.Value.Value = value;
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| 290 | config.TopLevelPopCode = value;
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| 291 | }
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| 292 | }
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| 293 |
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| 294 | public IValueParameter<IntValue> MinRandomIntegerParameter
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| 295 | {
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| 296 | get { return (IValueParameter<IntValue>)this.Parameters[MinRandomIntegerParameterName]; }
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| 297 | }
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| 298 |
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| 299 | public int MinRandomInteger
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| 300 | {
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| 301 | get { return config.MinRandomInteger; }
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| 302 | set
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| 303 | {
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| 304 | this.MinRandomIntegerParameter.Value.Value = value;
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| 305 | config.MinRandomInteger = value;
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| 306 | }
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| 307 | }
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| 308 |
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| 309 | public IValueParameter<IntValue> MaxRandomIntegerParameter
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| 310 | {
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| 311 | get { return (IValueParameter<IntValue>)this.Parameters[MaxRandomIntegerParameterName]; }
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| 312 | }
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| 313 |
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| 314 | public int MaxRandomInteger
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| 315 | {
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| 316 | get { return config.MaxRandomInteger; }
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| 317 | set
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| 318 | {
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| 319 | this.MaxRandomIntegerParameter.Value.Value = value;
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| 320 | config.MaxRandomInteger = value;
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| 321 | }
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| 322 | }
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| 323 |
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| 324 | public IValueParameter<DoubleValue> MinRandomFloatParameter
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| 325 | {
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| 326 | get { return (IValueParameter<DoubleValue>)this.Parameters[MinRandomFloatParameterName]; }
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| 327 | }
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| 328 |
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| 329 | public double MinRandomFloat
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| 330 | {
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| 331 | get { return config.MinRandomFloat; }
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| 332 | set
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| 333 | {
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| 334 | this.MinRandomFloatParameter.Value.Value = value;
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| 335 | config.MinRandomFloat = value;
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| 336 | }
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| 337 | }
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| 338 |
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| 339 | public IValueParameter<DoubleValue> MaxRandomFloatParameter
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| 340 | {
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| 341 | get { return (IValueParameter<DoubleValue>)this.Parameters[MaxRandomFloatParameterName]; }
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| 342 | }
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| 343 |
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| 344 | public double MaxRandomFloat
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| 345 | {
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| 346 | get { return config.MaxRandomFloat; }
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| 347 | set
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| 348 | {
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| 349 | this.MaxRandomFloatParameter.Value.Value = value;
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| 350 | config.MaxRandomFloat = value;
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| 351 | }
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| 352 | }
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| 353 |
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| 354 | public IValueParameter<PercentValue> NewErcNameProbabilityParameter
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| 355 | {
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| 356 | get { return (IValueParameter<PercentValue>)this.Parameters[NewErcNameProbabilityParameterName]; }
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| 357 | }
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| 358 |
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| 359 | public double NewErcNameProbability
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| 360 | {
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| 361 | get { return config.NewErcNameProbability; }
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| 362 | set
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| 363 | {
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| 364 | this.NewErcNameProbabilityParameter.Value.Value = value;
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| 365 | config.NewErcNameProbability = value;
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| 366 | }
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| 367 | }
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| 368 |
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| 369 | public IValueParameter<PercentValue> ErcProbabilityParameter
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| 370 | {
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| 371 | get { return (IValueParameter<PercentValue>)this.Parameters[ErcProbabilityParameterName]; }
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| 372 | }
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| 373 |
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| 374 | public double ErcProbability
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| 375 | {
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| 376 | get { return config.ErcProbability; }
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| 377 | set
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| 378 | {
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| 379 | this.ErcProbabilityParameter.Value.Value = value;
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| 380 | config.ErcProbability = value;
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| 381 | }
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| 382 | }
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| 383 |
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| 384 | public IValueParameter<IntValue> MaxPointsInRandomInstructionParameter
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| 385 | {
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| 386 | get { return (IValueParameter<IntValue>)Parameters[MaxPointsInRandomInstructionParameterName]; }
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| 387 | }
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| 388 |
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| 389 | public int MaxPointsInRandomInstruction
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| 390 | {
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| 391 | get { return config.MaxPointsInRandomExpression; }
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| 392 | set
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| 393 | {
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| 394 | this.MaxPointsInRandomInstructionParameter.Value.Value = value;
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| 395 | config.MaxPointsInRandomExpression = value;
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| 396 | }
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| 397 | }
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| 398 |
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| 399 | #endregion
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| 400 |
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| 401 | public override bool Maximization { get { return false; } }
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| 402 |
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| 403 | public override IDeepCloneable Clone(Cloner cloner) {
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| 404 | return new PushProblem(this, cloner);
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| 405 | }
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| 406 |
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| 407 | public override void Analyze(Individual[] individuals, double[] qualities, ResultCollection results, IRandom random) {
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| 408 | const string bestSolutionResultName = "Best Solution";
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| 409 | var bestQuality = Maximization ? qualities.Max() : qualities.Min();
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| 410 | var bestIdx = Array.IndexOf(qualities, bestQuality);
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| 411 | var bestIndividual = individuals[bestIdx];
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[14777] | 412 | var solution = new PushSolution(bestIndividual.IntegerVector(), bestQuality, Data, random, config, DataBounds.TrainingRange.Start, DataBounds.TrainingRange.End);
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[14727] | 413 |
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| 414 | if (!results.ContainsKey(bestSolutionResultName)) {
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| 415 | results.Add(new Result(bestSolutionResultName, solution));
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| 416 | } else if (((PushSolution)results[bestSolutionResultName].Value).Quality < qualities[bestIdx]) {
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| 417 | results[bestSolutionResultName].Value = solution;
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| 418 | }
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| 419 | }
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| 420 |
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| 421 | public override double Evaluate(Individual individual, IRandom random) {
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[14777] | 422 | return PushEvaluator.Evaluate(individual, pool, random, Data, DataBounds.TrainingRange.Start, DataBounds.TrainingRange.End);
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[14727] | 423 | }
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| 424 |
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[14777] | 425 | public void Load(Data data) {
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| 426 | Data = data;
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| 427 | BestKnownQuality = data.BestResult;
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| 428 | MaxProgramLength = data.MaxSize;
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| 429 | EvalPushLimit = data.EvalLimit;
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[14728] | 430 |
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[14777] | 431 | config.EnabledExpressions = (IList<string>)ExpressionTable.GetEnabledExpressionsByStackTypes((StackTypes)data.EnabledDataTypes);
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[14727] | 432 |
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[14777] | 433 | // update enabled stack types
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| 434 | foreach (var stackType in ExpressionTable.StackTypeToNamesTable.Keys) {
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| 435 | var enabledStackExpressions = config.EnabledExpressions.Intersect(ExpressionTable.StackTypeToNamesTable[stackType]);
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| 436 | config.SetStack(stackType, enabledStackExpressions.Any());
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[14727] | 437 | }
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| 438 |
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[14777] | 439 | Encoding.Bounds[0, 0] = 0;
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| 440 | Encoding.Bounds[0, 1] = config.EnabledExpressions.Count - 1;
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| 441 | Encoding.Length = config.MaxPointsInProgram;
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[14727] | 442 |
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[14777] | 443 | // TODO
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| 444 | // data.MaxGenerations
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| 445 | // data.ProgEvalBudget
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[14727] | 446 |
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[14777] | 447 | DataBounds.TrainingRange.Start = 0;
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| 448 | DataBounds.TrainingRange.End = Data.OriginalTrainingCount - 1;
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| 449 | DataBounds.TestRange.Start = Data.OriginalTrainingCount;
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| 450 | DataBounds.TestRange.End = Data.OriginalTrainingCount + Data.OriginalTestCount;
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[14727] | 451 | }
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| 452 | }
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[14746] | 453 | } |
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