1 | #region License Information
|
---|
2 | /* HeuristicLab
|
---|
3 | * Copyright (C) 2002-2015 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.Drawing;
|
---|
25 | using System.Linq;
|
---|
26 | using System.Threading;
|
---|
27 | using Google.ProtocolBuffers;
|
---|
28 | using HeuristicLab.Analysis;
|
---|
29 | using HeuristicLab.Common;
|
---|
30 | using HeuristicLab.Core;
|
---|
31 | using HeuristicLab.Data;
|
---|
32 | using HeuristicLab.Optimization;
|
---|
33 | using HeuristicLab.Parameters;
|
---|
34 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
|
---|
35 |
|
---|
36 | namespace HeuristicLab.Problems.ExternalEvaluation {
|
---|
37 | [Item("External Evaluation Problem", "A problem that is evaluated in a different process.")]
|
---|
38 | [Creatable(CreatableAttribute.Categories.ExternalEvaluationProblems, Priority = 100)]
|
---|
39 | [StorableClass]
|
---|
40 | public sealed class ExternalEvaluationProblem : SingleObjectiveBasicProblem<IEncoding> {
|
---|
41 |
|
---|
42 | public static new Image StaticItemImage {
|
---|
43 | get { return HeuristicLab.Common.Resources.VSImageLibrary.Type; }
|
---|
44 | }
|
---|
45 |
|
---|
46 | #region Parameters
|
---|
47 | public OptionalValueParameter<EvaluationCache> CacheParameter {
|
---|
48 | get { return (OptionalValueParameter<EvaluationCache>)Parameters["Cache"]; }
|
---|
49 | }
|
---|
50 | public IValueParameter<CheckedItemCollection<IEvaluationServiceClient>> ClientsParameter {
|
---|
51 | get { return (IValueParameter<CheckedItemCollection<IEvaluationServiceClient>>)Parameters["Clients"]; }
|
---|
52 | }
|
---|
53 | public IValueParameter<SolutionMessageBuilder> MessageBuilderParameter {
|
---|
54 | get { return (IValueParameter<SolutionMessageBuilder>)Parameters["MessageBuilder"]; }
|
---|
55 | }
|
---|
56 | public IFixedValueParameter<SingleObjectiveOptimizationSupportScript> SupportScriptParameter {
|
---|
57 | get { return (IFixedValueParameter<SingleObjectiveOptimizationSupportScript>)Parameters["SupportScript"]; }
|
---|
58 | }
|
---|
59 | #endregion
|
---|
60 |
|
---|
61 | #region Properties
|
---|
62 | public EvaluationCache Cache {
|
---|
63 | get { return CacheParameter.Value; }
|
---|
64 | }
|
---|
65 | public CheckedItemCollection<IEvaluationServiceClient> Clients {
|
---|
66 | get { return ClientsParameter.Value; }
|
---|
67 | }
|
---|
68 | public SolutionMessageBuilder MessageBuilder {
|
---|
69 | get { return MessageBuilderParameter.Value; }
|
---|
70 | }
|
---|
71 | public SingleObjectiveOptimizationSupportScript OptimizationSupportScript {
|
---|
72 | get { return SupportScriptParameter.Value; }
|
---|
73 | }
|
---|
74 | private ISingleObjectiveOptimizationSupport OptimizationSupport {
|
---|
75 | get { return SupportScriptParameter.Value; }
|
---|
76 | }
|
---|
77 | #endregion
|
---|
78 |
|
---|
79 | [StorableConstructor]
|
---|
80 | private ExternalEvaluationProblem(bool deserializing) : base(deserializing) { }
|
---|
81 | private ExternalEvaluationProblem(ExternalEvaluationProblem original, Cloner cloner) : base(original, cloner) { }
|
---|
82 | public override IDeepCloneable Clone(Cloner cloner) {
|
---|
83 | return new ExternalEvaluationProblem(this, cloner);
|
---|
84 | }
|
---|
85 | public ExternalEvaluationProblem()
|
---|
86 | : base() {
|
---|
87 | Parameters.Remove("Maximization"); // readonly in base class
|
---|
88 | Parameters.Add(new FixedValueParameter<BoolValue>("Maximization", "Set to false if the problem should be minimized.", new BoolValue()));
|
---|
89 | Parameters.Add(new OptionalValueParameter<EvaluationCache>("Cache", "Cache of previously evaluated solutions."));
|
---|
90 | Parameters.Add(new ValueParameter<CheckedItemCollection<IEvaluationServiceClient>>("Clients", "The clients that are used to communicate with the external application.", new CheckedItemCollection<IEvaluationServiceClient>() { new EvaluationServiceClient() }));
|
---|
91 | Parameters.Add(new ValueParameter<SolutionMessageBuilder>("MessageBuilder", "The message builder that converts from HeuristicLab objects to SolutionMessage representation.", new SolutionMessageBuilder()));
|
---|
92 | Parameters.Add(new FixedValueParameter<SingleObjectiveOptimizationSupportScript>("SupportScript", "A script that can provide neighborhood and analyze the results of the optimization.", new SingleObjectiveOptimizationSupportScript()));
|
---|
93 |
|
---|
94 | Operators.Add(new BestScopeSolutionAnalyzer());
|
---|
95 | }
|
---|
96 |
|
---|
97 | #region Single Objective Problem Overrides
|
---|
98 | public override bool Maximization {
|
---|
99 | get { return Parameters.ContainsKey("Maximization") && ((IValueParameter<BoolValue>)Parameters["Maximization"]).Value.Value; }
|
---|
100 | }
|
---|
101 |
|
---|
102 | public override double Evaluate(Individual individual, IRandom random) {
|
---|
103 | return Cache == null ? EvaluateOnNextAvailableClient(BuildSolutionMessage(individual)).Quality
|
---|
104 | : Cache.GetValue(BuildSolutionMessage(individual), m => EvaluateOnNextAvailableClient(m).Quality);
|
---|
105 | }
|
---|
106 |
|
---|
107 | public override void Analyze(Individual[] individuals, double[] qualities, ResultCollection results, IRandom random) {
|
---|
108 | OptimizationSupport.Analyze(individuals, qualities, results, random);
|
---|
109 | }
|
---|
110 |
|
---|
111 | public override IEnumerable<Individual> GetNeighbors(Individual individual, IRandom random) {
|
---|
112 | return OptimizationSupport.GetNeighbors(individual, random);
|
---|
113 | }
|
---|
114 | #endregion
|
---|
115 |
|
---|
116 | #region Evaluation Helpers
|
---|
117 | private HashSet<IEvaluationServiceClient> activeClients = new HashSet<IEvaluationServiceClient>();
|
---|
118 | private object clientLock = new object();
|
---|
119 | private QualityMessage EvaluateOnNextAvailableClient(SolutionMessage message) {
|
---|
120 | IEvaluationServiceClient client = null;
|
---|
121 | lock (clientLock) {
|
---|
122 | client = Clients.CheckedItems.FirstOrDefault(c => !activeClients.Contains(c));
|
---|
123 | while (client == null && Clients.CheckedItems.Any()) {
|
---|
124 | Monitor.Wait(clientLock);
|
---|
125 | client = Clients.CheckedItems.FirstOrDefault(c => !activeClients.Contains(c));
|
---|
126 | }
|
---|
127 | if (client != null)
|
---|
128 | activeClients.Add(client);
|
---|
129 | }
|
---|
130 | try {
|
---|
131 | return client.Evaluate(message, GetQualityMessageExtensions());
|
---|
132 | }
|
---|
133 | finally {
|
---|
134 | lock (clientLock) {
|
---|
135 | activeClients.Remove(client);
|
---|
136 | Monitor.PulseAll(clientLock);
|
---|
137 | }
|
---|
138 | }
|
---|
139 | }
|
---|
140 |
|
---|
141 | private ExtensionRegistry GetQualityMessageExtensions() {
|
---|
142 | return ExtensionRegistry.CreateInstance();
|
---|
143 | }
|
---|
144 |
|
---|
145 | private SolutionMessage BuildSolutionMessage(Individual individual) {
|
---|
146 | lock (clientLock) {
|
---|
147 | SolutionMessage.Builder protobufBuilder = SolutionMessage.CreateBuilder();
|
---|
148 | protobufBuilder.SolutionId = 0;
|
---|
149 | var scope = new Scope();
|
---|
150 | individual.CopyToScope(scope);
|
---|
151 | foreach (var variable in scope.Variables) {
|
---|
152 | try {
|
---|
153 | MessageBuilder.AddToMessage(variable.Value, variable.Name, protobufBuilder);
|
---|
154 | }
|
---|
155 | catch (ArgumentException ex) {
|
---|
156 | throw new InvalidOperationException(string.Format("ERROR while building solution message: Parameter {0} cannot be added to the message", name), ex);
|
---|
157 | }
|
---|
158 | }
|
---|
159 | return protobufBuilder.Build();
|
---|
160 | }
|
---|
161 | }
|
---|
162 | #endregion
|
---|
163 | }
|
---|
164 | }
|
---|