1 | #region License Information
|
---|
2 | /* HeuristicLab
|
---|
3 | * Copyright (C) 2002-2017 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 HEAL.Attic;
|
---|
26 | using HeuristicLab.Common;
|
---|
27 | using HeuristicLab.Core;
|
---|
28 | using HeuristicLab.Data;
|
---|
29 | using HeuristicLab.Operators;
|
---|
30 | using HeuristicLab.Optimization;
|
---|
31 | using HeuristicLab.Optimization.Operators;
|
---|
32 | using HeuristicLab.Parameters;
|
---|
33 | using HeuristicLab.Selection;
|
---|
34 |
|
---|
35 | namespace HeuristicLab.Algorithms.GRASP {
|
---|
36 | [Item("GRASP+PR MainLoop", "The main loop that implements the behavior of the GRASP+PR algorithm.")]
|
---|
37 | [StorableType("14AD672E-ADC2-4506-87A8-5022C2832DF6")]
|
---|
38 | public class GRASPWithPathRelinkingMainLoop : AlgorithmOperator {
|
---|
39 | public IValueLookupParameter<IntValue> IterationsParameter {
|
---|
40 | get { return (IValueLookupParameter<IntValue>)Parameters["Iterations"]; }
|
---|
41 | }
|
---|
42 | public IValueLookupParameter<IOperator> SolutionCreatorParameter {
|
---|
43 | get { return (IValueLookupParameter<IOperator>)Parameters["SolutionCreator"]; }
|
---|
44 | }
|
---|
45 | public IValueLookupParameter<IOperator> EvaluatorParameter {
|
---|
46 | get { return (IValueLookupParameter<IOperator>)Parameters["Evaluator"]; }
|
---|
47 | }
|
---|
48 | public IValueLookupParameter<IntValue> EvaluatedSolutionsParameter {
|
---|
49 | get { return (IValueLookupParameter<IntValue>)Parameters["EvaluatedSolutions"]; }
|
---|
50 | }
|
---|
51 | public IValueLookupParameter<IntValue> MaximumIterationsParameter {
|
---|
52 | get { return (IValueLookupParameter<IntValue>)Parameters["MaximumIterations"]; }
|
---|
53 | }
|
---|
54 | public IValueLookupParameter<ResultCollection> ResultsParameter {
|
---|
55 | get { return (IValueLookupParameter<ResultCollection>)Parameters["Results"]; }
|
---|
56 | }
|
---|
57 | public IValueLookupParameter<IntValue> EliteSetSizeParameter {
|
---|
58 | get { return (IValueLookupParameter<IntValue>)Parameters["EliteSetSize"]; }
|
---|
59 | }
|
---|
60 | public IValueLookupParameter<IOperator> LocalImprovementParameter {
|
---|
61 | get { return (IValueLookupParameter<IOperator>)Parameters["LocalImprovement"]; }
|
---|
62 | }
|
---|
63 | public IValueLookupParameter<IOperator> PathRelinkingParameter {
|
---|
64 | get { return (IValueLookupParameter<IOperator>)Parameters["PathRelinking"]; }
|
---|
65 | }
|
---|
66 | public IValueLookupParameter<IOperator> EliteSetReducerParameter {
|
---|
67 | get { return (IValueLookupParameter<IOperator>)Parameters["EliteSetReducer"]; }
|
---|
68 | }
|
---|
69 | public IValueLookupParameter<IOperator> AnalyzerParameter {
|
---|
70 | get { return (IValueLookupParameter<IOperator>)Parameters["Analyzer"]; }
|
---|
71 | }
|
---|
72 |
|
---|
73 | [StorableConstructor]
|
---|
74 | protected GRASPWithPathRelinkingMainLoop(StorableConstructorFlag _) : base(_) { }
|
---|
75 | protected GRASPWithPathRelinkingMainLoop(GRASPWithPathRelinkingMainLoop original, Cloner cloner)
|
---|
76 | : base(original, cloner) { }
|
---|
77 | public GRASPWithPathRelinkingMainLoop()
|
---|
78 | : base() {
|
---|
79 | Parameters.Add(new ValueLookupParameter<IntValue>("Iterations", "The algorithm's current iteration."));
|
---|
80 | Parameters.Add(new ValueLookupParameter<IOperator>("SolutionCreator", "The solution creation procedure which ideally should be a greedy initialization heuristic."));
|
---|
81 | Parameters.Add(new ValueLookupParameter<IOperator>("Evaluator", "The evaluator which calculates the fitness of a solutions."));
|
---|
82 | Parameters.Add(new ValueLookupParameter<IntValue>("EvaluatedSolutions", "The number of evaluated solutions."));
|
---|
83 | Parameters.Add(new ValueLookupParameter<IntValue>("MaximumIterations", "The number of maximum iterations that should be performed."));
|
---|
84 | Parameters.Add(new ValueLookupParameter<ResultCollection>("Results", "Specifies where the results are stored."));
|
---|
85 | Parameters.Add(new ValueLookupParameter<IntValue>("EliteSetSize", "The size of the elite set."));
|
---|
86 | Parameters.Add(new ValueLookupParameter<IOperator>("LocalImprovement", "The operator which performs the local improvement."));
|
---|
87 | Parameters.Add(new ValueLookupParameter<IOperator>("PathRelinking", "The operator which performs the path relinking."));
|
---|
88 | Parameters.Add(new ValueLookupParameter<IOperator>("EliteSetReducer", "The operator that reduces the existing elite set and the new solution to a new elite set."));
|
---|
89 | Parameters.Add(new ValueLookupParameter<IOperator>("Analyzer", "The analyzer that is to be applied."));
|
---|
90 |
|
---|
91 | var analyzer1 = new Placeholder() { Name = "(Analyzer)" };
|
---|
92 | analyzer1.OperatorParameter.ActualName = AnalyzerParameter.Name;
|
---|
93 |
|
---|
94 | var selector1 = new RandomSelector();
|
---|
95 | selector1.NumberOfSelectedSubScopesParameter.Value = new IntValue(1);
|
---|
96 | selector1.CopySelected.Value = true;
|
---|
97 |
|
---|
98 | var ssp1 = new SubScopesProcessor();
|
---|
99 |
|
---|
100 | var eo1 = new EmptyOperator();
|
---|
101 |
|
---|
102 | var solutionsCreator = new SolutionsCreator();
|
---|
103 | solutionsCreator.ParallelParameter.Value = new BoolValue(false);
|
---|
104 | solutionsCreator.EvaluatorParameter.ActualName = EvaluatorParameter.Name;
|
---|
105 | solutionsCreator.SolutionCreatorParameter.ActualName = SolutionCreatorParameter.Name;
|
---|
106 | solutionsCreator.NumberOfSolutions = new IntValue(1);
|
---|
107 |
|
---|
108 | var ssp2 = new SubScopesProcessor();
|
---|
109 |
|
---|
110 | var eo2 = new EmptyOperator();
|
---|
111 |
|
---|
112 | var placeholder1 = new Placeholder() { Name = "(LocalImprovement)" };
|
---|
113 | placeholder1.OperatorParameter.ActualName = LocalImprovementParameter.Name;
|
---|
114 |
|
---|
115 | var childrenCreator = new ChildrenCreator();
|
---|
116 | childrenCreator.ParentsPerChild = new IntValue(2);
|
---|
117 |
|
---|
118 | var ssp3 = new SubScopesProcessor();
|
---|
119 |
|
---|
120 | var placeholder2 = new Placeholder() { Name = "(PathRelinking)" };
|
---|
121 | placeholder2.OperatorParameter.ActualName = PathRelinkingParameter.Name;
|
---|
122 |
|
---|
123 | var placeholder3 = new Placeholder() { Name = "(Evaluator)" };
|
---|
124 | placeholder3.OperatorParameter.ActualName = EvaluatorParameter.Name;
|
---|
125 |
|
---|
126 | var subScopesRemover = new SubScopesRemover();
|
---|
127 | subScopesRemover.RemoveAllSubScopes = true;
|
---|
128 |
|
---|
129 | var ssp4 = new SubScopesProcessor();
|
---|
130 |
|
---|
131 | var placeholder4 = new Placeholder();
|
---|
132 | placeholder4.Name = "(LocalImprovement)";
|
---|
133 | placeholder4.OperatorParameter.ActualName = LocalImprovementParameter.Name;
|
---|
134 |
|
---|
135 | var placeholder5 = new Placeholder() { Name = "(EliteSetReplacer)" };
|
---|
136 | placeholder5.OperatorParameter.ActualName = EliteSetReducerParameter.Name;
|
---|
137 |
|
---|
138 | var counter = new IntCounter() { Name = "Iterations++" };
|
---|
139 | counter.ValueParameter.ActualName = IterationsParameter.Name;
|
---|
140 | counter.Increment = new IntValue(1);
|
---|
141 |
|
---|
142 | var analyzer2 = new Placeholder() { Name = "(Analyzer)" };
|
---|
143 | analyzer2.OperatorParameter.ActualName = AnalyzerParameter.Name;
|
---|
144 |
|
---|
145 | var comparator3 = new Comparator() { Name = "Iterations >= MaximumIterations" };
|
---|
146 | comparator3.Comparison.Value = ComparisonType.GreaterOrEqual;
|
---|
147 | comparator3.LeftSideParameter.ActualName = IterationsParameter.Name;
|
---|
148 | comparator3.RightSideParameter.ActualName = MaximumIterationsParameter.Name;
|
---|
149 | comparator3.ResultParameter.ActualName = "TerminatedByIteration";
|
---|
150 |
|
---|
151 | var conditionalBranch3 = new ConditionalBranch() { Name = "Terminate by Iterations?" };
|
---|
152 | conditionalBranch3.ConditionParameter.ActualName = "TerminatedByIteration";
|
---|
153 |
|
---|
154 | OperatorGraph.InitialOperator = analyzer1;
|
---|
155 | analyzer1.Successor = selector1;
|
---|
156 | selector1.Successor = ssp1;
|
---|
157 | ssp1.Operators.Add(eo1);
|
---|
158 | ssp1.Operators.Add(solutionsCreator);
|
---|
159 | ssp1.Successor = placeholder5;
|
---|
160 | eo1.Successor = null;
|
---|
161 | solutionsCreator.Successor = ssp2;
|
---|
162 | ssp2.Operators.Add(eo2);
|
---|
163 | ssp2.Operators.Add(placeholder1);
|
---|
164 | ssp2.Successor = childrenCreator;
|
---|
165 | eo2.Successor = null;
|
---|
166 | placeholder1.Successor = null;
|
---|
167 | childrenCreator.Successor = ssp3;
|
---|
168 | ssp3.Operators.Add(placeholder2);
|
---|
169 | ssp3.Successor = null;
|
---|
170 | placeholder2.Successor = placeholder3;
|
---|
171 | placeholder3.Successor = subScopesRemover;
|
---|
172 | subScopesRemover.Successor = placeholder4;
|
---|
173 | placeholder4.Successor = null;
|
---|
174 | placeholder5.Successor = counter;
|
---|
175 | counter.Successor = analyzer2;
|
---|
176 | analyzer2.Successor = comparator3;
|
---|
177 | comparator3.Successor = conditionalBranch3;
|
---|
178 | conditionalBranch3.TrueBranch = null;
|
---|
179 | conditionalBranch3.FalseBranch = selector1;
|
---|
180 | conditionalBranch3.Successor = null;
|
---|
181 | }
|
---|
182 |
|
---|
183 | public override IDeepCloneable Clone(Cloner cloner) {
|
---|
184 | return new GRASPWithPathRelinkingMainLoop(this, cloner);
|
---|
185 | }
|
---|
186 |
|
---|
187 | private void Parameterize() {
|
---|
188 | var operators = Walk(OperatorGraph).ToArray();
|
---|
189 |
|
---|
190 | foreach (var solutionsCreator in operators.OfType<SolutionsCreator>()) {
|
---|
191 | solutionsCreator.SolutionCreatorParameter.ActualName = SolutionCreatorParameter.Name;
|
---|
192 | solutionsCreator.EvaluatorParameter.ActualName = EvaluatorParameter.Name;
|
---|
193 | }
|
---|
194 | }
|
---|
195 |
|
---|
196 | /// <summary>
|
---|
197 | /// Walks an operator graph in that it jumps from one operator to all its operator parameters and yields each operator it touches.
|
---|
198 | /// Cycles are detected and not walked twice.
|
---|
199 | /// </summary>
|
---|
200 | /// <param name="graph">The operator graph that should be walked.</param>
|
---|
201 | /// <returns>An enumeration of all the operators that could be found.</returns>
|
---|
202 | private IEnumerable<IOperator> Walk(OperatorGraph graph) {
|
---|
203 | var open = new Stack<IOperator>();
|
---|
204 | var visited = new HashSet<IOperator>();
|
---|
205 | open.Push(graph.InitialOperator);
|
---|
206 |
|
---|
207 | while (open.Any()) {
|
---|
208 | IOperator current = open.Pop();
|
---|
209 | if (visited.Contains(current)) continue;
|
---|
210 | visited.Add(current);
|
---|
211 | yield return current;
|
---|
212 |
|
---|
213 | foreach (var parameter in current.Parameters.OfType<IValueParameter>()) {
|
---|
214 | if (typeof(IOperator).IsAssignableFrom(parameter.DataType)) {
|
---|
215 | if (parameter.Value != null)
|
---|
216 | open.Push((IOperator)parameter.Value);
|
---|
217 | }
|
---|
218 | }
|
---|
219 | var algOp = current as AlgorithmOperator;
|
---|
220 | if (algOp != null && algOp.OperatorGraph.InitialOperator != null) {
|
---|
221 | open.Push(algOp.OperatorGraph.InitialOperator);
|
---|
222 | }
|
---|
223 | }
|
---|
224 | }
|
---|
225 |
|
---|
226 | public event EventHandler ProblemChanged;
|
---|
227 | protected virtual void OnProblemChanged() {
|
---|
228 | Parameterize();
|
---|
229 | var handler = ProblemChanged;
|
---|
230 | if (handler != null) handler(this, EventArgs.Empty);
|
---|
231 | }
|
---|
232 | }
|
---|
233 | }
|
---|