[14702] | 1 | using HeuristicLab.Operators;
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| 2 | using System;
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| 3 | using System.Collections.Generic;
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| 4 | using System.Linq;
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| 5 | using System.Text;
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| 6 | using System.Threading.Tasks;
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| 7 | using HeuristicLab.Common;
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| 8 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
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| 9 | using HeuristicLab.Core;
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| 10 | using HeuristicLab.Data;
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| 11 | using HeuristicLab.Parameters;
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| 12 | using HeuristicLab.Optimization;
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| 13 | using HeuristicLab.PluginInfrastructure;
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| 14 | using HeuristicLab.Analysis;
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| 15 |
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| 16 | namespace HeuristicLab.Algorithms.SimulatedAnnealing
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| 17 | {
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[15315] | 18 | [Item("ConsecutiveRejectionTemperatureResetOperator", "The operator resets the temperature to the ResetTemperature when N consecutive solutions are rejected.")]
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[14702] | 19 | [StorableClass]
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| 20 | public class ConsecutiveRejectionTemperatureResetOperator : SingleSuccessorOperator, IReheatingOperator
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| 21 | {
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| 22 | #region Strings
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| 23 | private const string AnnealingOperatorName = "AnnealingOperator";
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| 24 | private const string LowerTemperatureName = "LowerTemperature";
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| 25 | private const string IterationsName = "Iterations";
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| 26 | private const string TemperatureStartIndexName = "TemperatureStartIndex";
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| 27 | private const string StartTemperatureName = "StartTemperature";
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| 28 | private const string EndTemperatureName = "EndTemperature";
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| 29 | private const string TemperatureName = "Temperature";
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| 30 | private const string MaximumIterationsName = "MaximumIterations";
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[15001] | 31 | private const string InitialTemperatureName = "InitialTemperature";
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[14702] | 32 | private const string ThresholdName = "Threshold";
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| 33 | private const string IsAcceptedName = "IsAccepted";
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[15001] | 34 | private const string ConsecutiveRejectedSolutionsCountName = "ConsecutiveRejectedSolutions";
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[15315] | 35 | private const string ResetTemperatureName = "ResetTemperature";
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[15333] | 36 | private const string LastAcceptedQualityName = "LastAcceptedQuality";
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| 37 | private const string MoveQualityName = "MoveQuality";
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[14702] | 38 | #endregion
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| 39 |
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| 40 | #region Parameters
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[15315] | 41 | private ValueLookupParameter<DoubleValue> ResetTemperatureParameter
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[14702] | 42 | {
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[15315] | 43 | get { return (ValueLookupParameter<DoubleValue>)Parameters[ResetTemperatureName]; }
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[14702] | 44 | }
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| 45 | public ILookupParameter<DoubleValue> TemperatureParameter
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| 46 | {
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| 47 | get { return (ILookupParameter<DoubleValue>)Parameters[TemperatureName]; }
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| 48 | }
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| 49 | public ILookupParameter<DoubleValue> LowerTemperatureParameter
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| 50 | {
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| 51 | get { return (ILookupParameter<DoubleValue>)Parameters[LowerTemperatureName]; }
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| 52 | }
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| 53 | public ILookupParameter<DoubleValue> StartTemperatureParameter
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| 54 | {
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| 55 | get { return (ILookupParameter<DoubleValue>)Parameters[StartTemperatureName]; }
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| 56 | }
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| 57 | public ILookupParameter<DoubleValue> EndTemperatureParameter
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| 58 | {
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| 59 | get { return (ILookupParameter<DoubleValue>)Parameters[EndTemperatureName]; }
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| 60 | }
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| 61 | public ILookupParameter<IntValue> TemperatureStartIndexParameter
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| 62 | {
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| 63 | get { return (ILookupParameter<IntValue>)Parameters[TemperatureStartIndexName]; }
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| 64 | }
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| 65 | public ILookupParameter<IntValue> IterationsParameter
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| 66 | {
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| 67 | get { return (ILookupParameter<IntValue>)Parameters[IterationsName]; }
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| 68 | }
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| 69 | public ILookupParameter<IOperator> AnnealingOperatorParameter
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| 70 | {
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| 71 | get { return (ILookupParameter<IOperator>)Parameters[AnnealingOperatorName]; }
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| 72 | }
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| 73 | public ILookupParameter<IntValue> MaximumIterationsParameter
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| 74 | {
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| 75 | get { return (ILookupParameter<IntValue>)Parameters[MaximumIterationsName]; }
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| 76 | }
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| 77 | private ValueParameter<IntValue> ThresholdParameter
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| 78 | {
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| 79 | get { return (ValueParameter<IntValue>)Parameters[ThresholdName]; }
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| 80 | }
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| 81 | public ILookupParameter<BoolValue> IsAcceptedParameter
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| 82 | {
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| 83 | get { return (ILookupParameter<BoolValue>)Parameters[IsAcceptedName]; }
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| 84 | }
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[15001] | 85 | public ILookupParameter<IntValue> ConsecutiveRejectedSolutionsCountParameter
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[14702] | 86 | {
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[15001] | 87 | get { return (ILookupParameter<IntValue>)Parameters[ConsecutiveRejectedSolutionsCountName]; }
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[14702] | 88 | }
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[15333] | 89 | public ILookupParameter<DoubleValue> MoveQualityParameter
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| 90 | {
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| 91 | get { return (ILookupParameter<DoubleValue>)Parameters[MoveQualityName]; }
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| 92 | }
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| 93 | public ILookupParameter<DoubleValue> LastAcceptedQualityParameter
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| 94 | {
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| 95 | get { return (ILookupParameter<DoubleValue>)Parameters[LastAcceptedQualityName]; }
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| 96 | }
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[14702] | 97 | #endregion
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| 98 |
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| 99 | public ConsecutiveRejectionTemperatureResetOperator() : base()
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| 100 | {
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| 101 | #region Create parameters
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| 102 | Parameters.Add(new LookupParameter<DoubleValue>(TemperatureName, "The current temperature."));
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| 103 | Parameters.Add(new LookupParameter<DoubleValue>(LowerTemperatureName, "The lower bound of the temperature."));
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| 104 | Parameters.Add(new LookupParameter<IntValue>(IterationsName, "The number of iterations."));
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| 105 | Parameters.Add(new LookupParameter<IOperator>(AnnealingOperatorName, "The operator that cools the temperature."));
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| 106 | Parameters.Add(new LookupParameter<IntValue>(TemperatureStartIndexName, "The index where the annealing or heating was last changed."));
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| 107 | Parameters.Add(new LookupParameter<DoubleValue>(StartTemperatureName, "The temperature from which cooling should occur."));
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| 108 | Parameters.Add(new LookupParameter<DoubleValue>(EndTemperatureName, "The temperature to which should be cooled."));
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| 109 | Parameters.Add(new LookupParameter<IntValue>(MaximumIterationsName, "The maximum number of iterations which should be processed."));
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| 110 | Parameters.Add(new LookupParameter<BoolValue>(IsAcceptedName, "Whether the move was accepted or not."));
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[15001] | 111 | Parameters.Add(new LookupParameter<IntValue>(ConsecutiveRejectedSolutionsCountName, "Amount of consecutive rejected solutions."));
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[14702] | 112 | Parameters.Add(new ValueParameter<IntValue>(ThresholdName, "How many consecutive rejected solutions must occur to trigger a reheat.", new IntValue(10)));
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[15315] | 113 | Parameters.Add(new ValueLookupParameter<DoubleValue>(ResetTemperatureName, "The base reset temperature.", InitialTemperatureName));
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[15333] | 114 | Parameters.Add(new LookupParameter<DoubleValue>(LastAcceptedQualityName, "Quality of last accepted solution."));
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| 115 | Parameters.Add(new LookupParameter<DoubleValue>(MoveQualityName, "The value which represents the quality of a move."));
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| 116 |
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[14702] | 117 | #endregion
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| 118 |
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| 119 | Parameterize();
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| 120 | }
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| 121 |
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| 122 | [StorableConstructor]
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| 123 | protected ConsecutiveRejectionTemperatureResetOperator(bool deserializing) : base(deserializing) { }
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| 124 | protected ConsecutiveRejectionTemperatureResetOperator(ConsecutiveRejectionTemperatureResetOperator original, Cloner cloner) : base(original, cloner) { }
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| 125 |
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| 126 |
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| 127 | public override IDeepCloneable Clone(Cloner cloner)
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| 128 | {
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| 129 | return new ConsecutiveRejectionTemperatureResetOperator(this, cloner);
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| 130 | }
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| 131 |
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| 132 | public void Parameterize()
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| 133 | {
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| 134 | }
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| 135 |
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| 136 | public override IOperation Apply()
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| 137 | {
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[15333] | 138 | if(!IsAcceptedParameter.ActualValue.Value || LastAcceptedQualityParameter.ActualValue.Value.Equals(MoveQualityParameter.ActualValue.Value))
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| 139 | {
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| 140 | ConsecutiveRejectedSolutionsCountParameter.ActualValue.Value++;
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| 141 | }else
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| 142 | {
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| 143 | ConsecutiveRejectedSolutionsCountParameter.ActualValue.Value = 0;
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| 144 | }
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[14702] | 145 |
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| 146 |
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[15333] | 147 | var heating = ConsecutiveRejectedSolutionsCountParameter.ActualValue.Value >= ThresholdParameter.Value.Value;
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[14702] | 148 |
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[15333] | 149 | if (heating)
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| 150 | {
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| 151 | ConsecutiveRejectedSolutionsCountParameter.ActualValue.Value = 0;
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| 152 | }
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[14702] | 153 |
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[15333] | 154 | if (IsAcceptedParameter.ActualValue.Value)
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| 155 | {
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| 156 | LastAcceptedQualityParameter.ActualValue.Value = MoveQualityParameter.ActualValue.Value;
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| 157 | }
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| 158 |
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[14702] | 159 | return heating ? Heat() : Cool();
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| 160 | }
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| 161 |
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| 162 | private IOperation Heat()
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| 163 | {
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[15315] | 164 | var temperature = Math.Max(ResetTemperatureParameter.ActualValue.Value, TemperatureParameter.ActualValue.Value);
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[14702] | 165 |
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| 166 | TemperatureParameter.ActualValue.Value = temperature;
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| 167 | TemperatureStartIndexParameter.ActualValue.Value = Math.Max(0, IterationsParameter.ActualValue.Value - 1);
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| 168 | StartTemperatureParameter.ActualValue.Value = TemperatureParameter.ActualValue.Value;
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| 169 | return base.Apply();
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| 170 | }
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| 171 |
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| 172 | private IOperation Cool()
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| 173 | {
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| 174 | return new OperationCollection {
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| 175 | ExecutionContext.CreateOperation(AnnealingOperatorParameter.ActualValue),
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| 176 | base.Apply()
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| 177 | };
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| 178 | }
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| 179 | }
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| 180 | }
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