1 | #region License Information
|
---|
2 | /* HeuristicLab
|
---|
3 | * Copyright (C) 2002-2011 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
|
---|
4 | *
|
---|
5 | * This file is part of HeuristicLab.
|
---|
6 | *
|
---|
7 | * HeuristicLab is free software: you can redistribute it and/or modify
|
---|
8 | * it under the terms of the GNU General Public License as published by
|
---|
9 | * the Free Software Foundation, either version 3 of the License, or
|
---|
10 | * (at your option) any later version.
|
---|
11 | *
|
---|
12 | * HeuristicLab is distributed in the hope that it will be useful,
|
---|
13 | * but WITHOUT ANY WARRANTY; without even the implied warranty of
|
---|
14 | * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
---|
15 | * GNU General Public License for more details.
|
---|
16 | *
|
---|
17 | * You should have received a copy of the GNU General Public License
|
---|
18 | * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
|
---|
19 | */
|
---|
20 | #endregion
|
---|
21 |
|
---|
22 | using System;
|
---|
23 | using System.Collections.Generic;
|
---|
24 | using System.Linq;
|
---|
25 | using System.Text;
|
---|
26 | using HeuristicLab.Operators;
|
---|
27 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
|
---|
28 | using HeuristicLab.Common;
|
---|
29 | using HeuristicLab.Core;
|
---|
30 | using HeuristicLab.Parameters;
|
---|
31 | using HeuristicLab.Data;
|
---|
32 | using HeuristicLab.Optimization.Operators;
|
---|
33 | using HeuristicLab.Selection;
|
---|
34 |
|
---|
35 | namespace HeuristicLab.Algorithms.VariableNeighborhoodSearch {
|
---|
36 | /// <summary>
|
---|
37 | /// An operator which represents a variable neighborhood search.
|
---|
38 | /// </summary>
|
---|
39 | [Item("VariableNeighborhoodSearchMainLoop", "An operator which represents the main loop of a variable neighborhood search.")]
|
---|
40 | [StorableClass]
|
---|
41 | public sealed class VariableNeighborhoodSearchMainLoop : AlgorithmOperator {
|
---|
42 | #region Parameter properties
|
---|
43 | public ValueLookupParameter<IRandom> RandomParameter {
|
---|
44 | get { return (ValueLookupParameter<IRandom>)Parameters["Random"]; }
|
---|
45 | }
|
---|
46 | public ValueLookupParameter<BoolValue> MaximizationParameter {
|
---|
47 | get { return (ValueLookupParameter<BoolValue>)Parameters["Maximization"]; }
|
---|
48 | }
|
---|
49 | public LookupParameter<DoubleValue> QualityParameter {
|
---|
50 | get { return (LookupParameter<DoubleValue>)Parameters["Quality"]; }
|
---|
51 | }
|
---|
52 | public ValueLookupParameter<DoubleValue> BestKnownQualityParameter {
|
---|
53 | get { return (ValueLookupParameter<DoubleValue>)Parameters["BestKnownQuality"]; }
|
---|
54 | }
|
---|
55 | public ValueLookupParameter<IOperator> EvaluatorParameter {
|
---|
56 | get { return (ValueLookupParameter<IOperator>)Parameters["Evaluator"]; }
|
---|
57 | }
|
---|
58 | public ValueLookupParameter<IntValue> MaximumIterationsParameter {
|
---|
59 | get { return (ValueLookupParameter<IntValue>)Parameters["MaximumIterations"]; }
|
---|
60 | }
|
---|
61 | public ValueLookupParameter<VariableCollection> ResultsParameter {
|
---|
62 | get { return (ValueLookupParameter<VariableCollection>)Parameters["Results"]; }
|
---|
63 | }
|
---|
64 | public ValueLookupParameter<IOperator> AnalyzerParameter {
|
---|
65 | get { return (ValueLookupParameter<IOperator>)Parameters["Analyzer"]; }
|
---|
66 | }
|
---|
67 | public LookupParameter<IntValue> EvaluatedSolutionsParameter {
|
---|
68 | get { return (LookupParameter<IntValue>)Parameters["EvaluatedSolutions"]; }
|
---|
69 | }
|
---|
70 | public ValueLookupParameter<ILocalImprovement> LocalImprovementParameter {
|
---|
71 | get { return (ValueLookupParameter<ILocalImprovement>)Parameters["LocalImprovement"]; }
|
---|
72 | }
|
---|
73 | public ValueLookupParameter<ShakingOperator> ShakingParameter {
|
---|
74 | get { return (ValueLookupParameter<ShakingOperator>)Parameters["Shaking"]; }
|
---|
75 | }
|
---|
76 | #endregion
|
---|
77 |
|
---|
78 | [StorableConstructor]
|
---|
79 | private VariableNeighborhoodSearchMainLoop(bool deserializing) : base(deserializing) { }
|
---|
80 | public VariableNeighborhoodSearchMainLoop()
|
---|
81 | : base() {
|
---|
82 | Initialize();
|
---|
83 | }
|
---|
84 | private VariableNeighborhoodSearchMainLoop(VariableNeighborhoodSearchMainLoop original, Cloner cloner)
|
---|
85 | : base(original, cloner) {
|
---|
86 | }
|
---|
87 | public override IDeepCloneable Clone(Cloner cloner) {
|
---|
88 | return new VariableNeighborhoodSearchMainLoop(this, cloner);
|
---|
89 | }
|
---|
90 |
|
---|
91 | private void Initialize() {
|
---|
92 | #region Create parameters
|
---|
93 | Parameters.Add(new ValueLookupParameter<IRandom>("Random", "A pseudo random number generator."));
|
---|
94 | Parameters.Add(new ValueLookupParameter<BoolValue>("Maximization", "True if the problem is a maximization problem, otherwise false."));
|
---|
95 | Parameters.Add(new LookupParameter<DoubleValue>("Quality", "The value which represents the quality of a solution."));
|
---|
96 | Parameters.Add(new ValueLookupParameter<DoubleValue>("BestKnownQuality", "The best known quality value found so far."));
|
---|
97 | Parameters.Add(new ValueLookupParameter<IOperator>("Evaluator", "The operator used to evaluate solutions. This operator is executed in parallel, if an engine is used which supports parallelization."));
|
---|
98 | Parameters.Add(new ValueLookupParameter<IntValue>("MaximumIterations", "The maximum number of generations which should be processed."));
|
---|
99 | Parameters.Add(new ValueLookupParameter<VariableCollection>("Results", "The variable collection where results should be stored."));
|
---|
100 |
|
---|
101 | Parameters.Add(new ValueLookupParameter<IOperator>("Analyzer", "The operator used to analyze the solution."));
|
---|
102 | Parameters.Add(new LookupParameter<IntValue>("EvaluatedSolutions", "The number of evaluated solutions."));
|
---|
103 | Parameters.Add(new ValueLookupParameter<ILocalImprovement>("LocalImprovement", "The local improvement operation."));
|
---|
104 | Parameters.Add(new ValueLookupParameter<ShakingOperator>("Shaking", "The shaking operation."));
|
---|
105 | #endregion
|
---|
106 |
|
---|
107 | #region Create operators
|
---|
108 | VariableCreator variableCreator = new VariableCreator();
|
---|
109 | SubScopesProcessor subScopesProcessor0 = new SubScopesProcessor();
|
---|
110 | Assigner bestQualityInitializer = new Assigner();
|
---|
111 | Placeholder analyzer1 = new Placeholder();
|
---|
112 | ResultsCollector resultsCollector1 = new ResultsCollector();
|
---|
113 |
|
---|
114 | CombinedOperator iteration = new CombinedOperator();
|
---|
115 | Assigner iterationInit = new Assigner();
|
---|
116 |
|
---|
117 | ChildrenCreator createChild = new ChildrenCreator();
|
---|
118 | SubScopesProcessor childProcessor = new SubScopesProcessor();
|
---|
119 | ParentCopyCrossover parentCloner = new ParentCopyCrossover();
|
---|
120 |
|
---|
121 | Assigner qualityAssigner = new Assigner();
|
---|
122 | Placeholder shaking = new Placeholder();
|
---|
123 | Placeholder localImprovement = new Placeholder();
|
---|
124 | Placeholder evaluator = new Placeholder();
|
---|
125 |
|
---|
126 | QualityComparator qualityComparator = new QualityComparator();
|
---|
127 | ConditionalBranch improvesQualityBranch = new ConditionalBranch();
|
---|
128 | ConditionalBranch improvesQualityBranch2 = new ConditionalBranch();
|
---|
129 |
|
---|
130 | Assigner bestQualityUpdater = new Assigner();
|
---|
131 | ScopeCleaner cleaner = new ScopeCleaner();
|
---|
132 | ParentCopyCrossover originalRestorer = new ParentCopyCrossover();
|
---|
133 |
|
---|
134 | IntCounter indexCounter = new IntCounter();
|
---|
135 | Assigner indexResetter = new Assigner();
|
---|
136 |
|
---|
137 | SubScopesRemover remover1 = new SubScopesRemover();
|
---|
138 | SubScopesRemover remover2 = new SubScopesRemover();
|
---|
139 | Placeholder analyzer2 = new Placeholder();
|
---|
140 |
|
---|
141 | ConditionalBranch indexTermination = new ConditionalBranch();
|
---|
142 |
|
---|
143 | IntCounter iterationsCounter = new IntCounter();
|
---|
144 | Comparator iterationsComparator = new Comparator();
|
---|
145 | ConditionalBranch iterationsTermination = new ConditionalBranch();
|
---|
146 |
|
---|
147 | variableCreator.CollectedValues.Add(new ValueParameter<IntValue>("Iterations", new IntValue(0)));
|
---|
148 | variableCreator.CollectedValues.Add(new ValueParameter<DoubleValue>("Index", new DoubleValue(0)));
|
---|
149 | variableCreator.CollectedValues.Add(new ValueParameter<BoolValue>("Continue", new BoolValue(false)));
|
---|
150 | variableCreator.CollectedValues.Add(new ValueParameter<DoubleValue>("BestQuality", new DoubleValue(0)));
|
---|
151 |
|
---|
152 | bestQualityInitializer.Name = "Initialize BestQuality";
|
---|
153 | bestQualityInitializer.LeftSideParameter.ActualName = "BestQuality";
|
---|
154 | bestQualityInitializer.RightSideParameter.ActualName = QualityParameter.Name;
|
---|
155 |
|
---|
156 | analyzer1.Name = "Analyzer (placeholder)";
|
---|
157 | analyzer1.OperatorParameter.ActualName = AnalyzerParameter.Name;
|
---|
158 |
|
---|
159 | resultsCollector1.CopyValue = new BoolValue(false);
|
---|
160 | resultsCollector1.CollectedValues.Add(new LookupParameter<IntValue>("Iterations"));
|
---|
161 | resultsCollector1.CollectedValues.Add(new LookupParameter<DoubleValue>("Best Quality", null, "BestQuality"));
|
---|
162 | resultsCollector1.ResultsParameter.ActualName = ResultsParameter.Name;
|
---|
163 |
|
---|
164 | iteration.Name = "Iteration";
|
---|
165 |
|
---|
166 | iterationInit.Name = "Init iteration";
|
---|
167 | iterationInit.LeftSideParameter.ActualName = "Index";
|
---|
168 | iterationInit.RightSideParameter.Value = new IntValue(0);
|
---|
169 |
|
---|
170 | createChild.Name = "Create child";
|
---|
171 | createChild.ParentsPerChild.Value = 1;
|
---|
172 |
|
---|
173 | parentCloner.Name = "Copy parent";
|
---|
174 |
|
---|
175 | qualityAssigner.Name = "Assign quality";
|
---|
176 | qualityAssigner.LeftSideParameter.ActualName = "OriginalQuality";
|
---|
177 | qualityAssigner.RightSideParameter.ActualName = QualityParameter.Name;
|
---|
178 |
|
---|
179 | shaking.Name = "Shaking operator (placeholder)";
|
---|
180 | shaking.OperatorParameter.ActualName = ShakingParameter.Name;
|
---|
181 |
|
---|
182 | localImprovement.Name = "Local improvement operator (placeholder)";
|
---|
183 | localImprovement.OperatorParameter.ActualName = LocalImprovementParameter.Name;
|
---|
184 |
|
---|
185 | evaluator.Name = "Evaluation operator (placeholder)";
|
---|
186 | evaluator.OperatorParameter.ActualName = EvaluatorParameter.Name;
|
---|
187 |
|
---|
188 | qualityComparator.LeftSideParameter.ActualName = QualityParameter.Name;
|
---|
189 | qualityComparator.RightSideParameter.ActualName = "OriginalQuality";
|
---|
190 | qualityComparator.ResultParameter.ActualName = "IsBetter";
|
---|
191 |
|
---|
192 | improvesQualityBranch.ConditionParameter.ActualName = "IsBetter";
|
---|
193 | improvesQualityBranch2.ConditionParameter.ActualName = "IsBetter";
|
---|
194 |
|
---|
195 | bestQualityUpdater.Name = "Update BestQuality";
|
---|
196 | bestQualityUpdater.LeftSideParameter.ActualName = "BestQuality";
|
---|
197 | bestQualityUpdater.RightSideParameter.ActualName = QualityParameter.Name;
|
---|
198 |
|
---|
199 | cleaner.Name = "Clean scope";
|
---|
200 | cleaner.ClearSubScopesParameter.Value = new BoolValue(false);
|
---|
201 | originalRestorer.Name = "Restore original solution";
|
---|
202 |
|
---|
203 | indexCounter.Name = "Count index";
|
---|
204 | indexCounter.Increment.Value = 1;
|
---|
205 | indexCounter.ValueParameter.ActualName = "Index";
|
---|
206 |
|
---|
207 | indexResetter.Name = "Reset index";
|
---|
208 | indexResetter.LeftSideParameter.ActualName = "Index";
|
---|
209 | indexResetter.RightSideParameter.Value = new IntValue(0);
|
---|
210 |
|
---|
211 | remover1.Name = remover2.Name = "Remove subscope";
|
---|
212 |
|
---|
213 | analyzer2.Name = "Analyzer (placeholder)";
|
---|
214 | analyzer2.OperatorParameter.ActualName = AnalyzerParameter.Name;
|
---|
215 |
|
---|
216 | originalRestorer.Name = "Restore parent";
|
---|
217 |
|
---|
218 | iterationsCounter.Name = "Iterations Counter";
|
---|
219 | iterationsCounter.Increment = new IntValue(1);
|
---|
220 | iterationsCounter.ValueParameter.ActualName = "Iterations";
|
---|
221 |
|
---|
222 | iterationsComparator.Name = "Iterations >= MaximumIterations";
|
---|
223 | iterationsComparator.Comparison = new Comparison(ComparisonType.GreaterOrEqual);
|
---|
224 | iterationsComparator.LeftSideParameter.ActualName = "Iterations";
|
---|
225 | iterationsComparator.RightSideParameter.ActualName = MaximumIterationsParameter.Name;
|
---|
226 | iterationsComparator.ResultParameter.ActualName = "Terminate";
|
---|
227 |
|
---|
228 | iterationsTermination.Name = "Iterations Termination Condition";
|
---|
229 | iterationsTermination.ConditionParameter.ActualName = "Terminate";
|
---|
230 |
|
---|
231 | indexTermination.Name = "Index Termination Condition";
|
---|
232 | indexTermination.ConditionParameter.ActualName = "Continue";
|
---|
233 | #endregion
|
---|
234 |
|
---|
235 | #region Create operator graph
|
---|
236 | OperatorGraph.InitialOperator = variableCreator;
|
---|
237 | variableCreator.Successor = subScopesProcessor0;
|
---|
238 | subScopesProcessor0.Operators.Add(bestQualityInitializer);
|
---|
239 | subScopesProcessor0.Successor = resultsCollector1;
|
---|
240 | //////////
|
---|
241 | bestQualityInitializer.Successor = analyzer1;
|
---|
242 | /////////
|
---|
243 | resultsCollector1.Successor = iteration;
|
---|
244 | iteration.OperatorGraph.InitialOperator = iterationInit;
|
---|
245 | iteration.Successor = iterationsCounter;
|
---|
246 | iterationInit.Successor = createChild;
|
---|
247 |
|
---|
248 | createChild.Successor = childProcessor;
|
---|
249 | childProcessor.Operators.Add(parentCloner);
|
---|
250 | childProcessor.Successor = indexTermination;
|
---|
251 | /////////
|
---|
252 | parentCloner.Successor = qualityAssigner;
|
---|
253 | qualityAssigner.Successor = shaking;
|
---|
254 | shaking.Successor = localImprovement;
|
---|
255 | localImprovement.Successor = evaluator;
|
---|
256 | evaluator.Successor = qualityComparator;
|
---|
257 | qualityComparator.Successor = improvesQualityBranch;
|
---|
258 | improvesQualityBranch.TrueBranch = bestQualityUpdater;
|
---|
259 | improvesQualityBranch.FalseBranch = cleaner;
|
---|
260 |
|
---|
261 | bestQualityUpdater.Successor = indexResetter;
|
---|
262 | indexResetter.Successor = remover1;
|
---|
263 |
|
---|
264 | cleaner.Successor = originalRestorer;
|
---|
265 | originalRestorer.Successor = remover2;
|
---|
266 | remover2.Successor = indexCounter;
|
---|
267 | /////////
|
---|
268 | indexTermination.TrueBranch = improvesQualityBranch2;
|
---|
269 | indexTermination.FalseBranch = null;
|
---|
270 |
|
---|
271 | improvesQualityBranch2.TrueBranch = null;
|
---|
272 | improvesQualityBranch2.FalseBranch = createChild;
|
---|
273 |
|
---|
274 | iterationsCounter.Successor = iterationsComparator;
|
---|
275 | iterationsComparator.Successor = iterationsTermination;
|
---|
276 | iterationsTermination.TrueBranch = null;
|
---|
277 | iterationsTermination.FalseBranch = iteration;
|
---|
278 | #endregion
|
---|
279 | }
|
---|
280 |
|
---|
281 | public override IOperation Apply() {
|
---|
282 | if (LocalImprovementParameter.ActualValue == null || EvaluatorParameter.ActualValue == null)
|
---|
283 | return null;
|
---|
284 | return base.Apply();
|
---|
285 | }
|
---|
286 | }
|
---|
287 | }
|
---|