1 | #region License Information
|
---|
2 | /* HeuristicLab
|
---|
3 | * Copyright (C) 2002-2016 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.IO;
|
---|
24 | using System.Linq;
|
---|
25 | using HeuristicLab.Common;
|
---|
26 | using HeuristicLab.Core;
|
---|
27 | using HeuristicLab.Data;
|
---|
28 | using HeuristicLab.Parameters;
|
---|
29 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
|
---|
30 | using HeuristicLab.Problems.ParameterOptimization;
|
---|
31 | using ScilabConnector = DotNetScilab.Scilab;
|
---|
32 |
|
---|
33 | namespace HeuristicLab.Problems.ExternalEvaluation.Scilab {
|
---|
34 | [Item("SciLabParameterVectorEvaluator", "An evaluator which takes a parameter vector and returns a quality value, calculated by a Scilab script.")]
|
---|
35 | [StorableClass]
|
---|
36 | public sealed class ScilabParameterVectorEvaluator : ParameterVectorEvaluator {
|
---|
37 | private const string MaximizationParameterName = "Maximization";
|
---|
38 | private const string QualityVariableParameterName = "QualityVariableName";
|
---|
39 | private const string ScilabEvaluationScriptParameterName = "ScilabEvaluationScript";
|
---|
40 | private const string ScilabInitializationScriptParameterName = "ScilabInitializationScript";
|
---|
41 |
|
---|
42 | #region parameters
|
---|
43 | public ILookupParameter<BoolValue> MaximizationParameter {
|
---|
44 | get { return (ILookupParameter<BoolValue>)Parameters[MaximizationParameterName]; }
|
---|
45 | }
|
---|
46 | public ILookupParameter<StringValue> QualityVariableParameter {
|
---|
47 | get { return (ILookupParameter<StringValue>)Parameters[QualityVariableParameterName]; }
|
---|
48 | }
|
---|
49 | public ILookupParameter<TextFileValue> ScilabEvaluationScriptParameter {
|
---|
50 | get { return (ILookupParameter<TextFileValue>)Parameters[ScilabEvaluationScriptParameterName]; }
|
---|
51 | }
|
---|
52 | public ILookupParameter<TextFileValue> ScilabInitializationScriptParameter {
|
---|
53 | get { return (ILookupParameter<TextFileValue>)Parameters[ScilabInitializationScriptParameterName]; }
|
---|
54 | }
|
---|
55 | #endregion
|
---|
56 |
|
---|
57 | [StorableConstructor]
|
---|
58 | private ScilabParameterVectorEvaluator(bool deserializing) : base(deserializing) { }
|
---|
59 | private ScilabParameterVectorEvaluator(ScilabParameterVectorEvaluator original, Cloner cloner)
|
---|
60 | : base(original, cloner) {
|
---|
61 | }
|
---|
62 | public override IDeepCloneable Clone(Cloner cloner) {
|
---|
63 | return new ScilabParameterVectorEvaluator(this, cloner);
|
---|
64 | }
|
---|
65 |
|
---|
66 | public ScilabParameterVectorEvaluator()
|
---|
67 | : base() {
|
---|
68 | Parameters.Add(new LookupParameter<BoolValue>(MaximizationParameterName, "The flag which determines if this is a maximization problem."));
|
---|
69 | Parameters.Add(new LookupParameter<StringValue>(QualityVariableParameterName, "The name of the quality variable of the Scilab script."));
|
---|
70 | Parameters.Add(new LookupParameter<TextFileValue>(ScilabEvaluationScriptParameterName, "The path to the Scilab evaluation script."));
|
---|
71 | Parameters.Add(new LookupParameter<TextFileValue>(ScilabInitializationScriptParameterName, "The path to a Scilab script that should be executed once when the algorithm starts."));
|
---|
72 | }
|
---|
73 |
|
---|
74 | private static readonly object locker = new object();
|
---|
75 | private static ScilabConnector scilab = null;
|
---|
76 | private bool startedScilab = false;
|
---|
77 |
|
---|
78 | public override IOperation Apply() {
|
---|
79 | var evaluationScript = ScilabEvaluationScriptParameter.ActualValue;
|
---|
80 | if (string.IsNullOrEmpty(evaluationScript.Value)) throw new FileNotFoundException("The evaluation script in the problem is not set.");
|
---|
81 | if (!evaluationScript.Exists()) throw new FileNotFoundException(string.Format("The evaluation script \"{0}\" cannot be found.", evaluationScript.Value));
|
---|
82 |
|
---|
83 | var initializationScript = ScilabInitializationScriptParameter.ActualValue;
|
---|
84 | if (!string.IsNullOrEmpty(initializationScript.Value) && !initializationScript.Exists()) throw new FileNotFoundException(string.Format("The initialization script \"{0}\" cannot be found.", initializationScript.Value));
|
---|
85 |
|
---|
86 | int result;
|
---|
87 | // Scilab is used via a c++ wrapper that calls static methods. Hence it is not possible to parallelize the evaluation.
|
---|
88 | // It is also not possible to run multiple algorithms solving separate Scilab optimization problems at the same time.
|
---|
89 | lock (locker) {
|
---|
90 | //initialize scilab and execute initialization script
|
---|
91 | if (scilab == null) {
|
---|
92 | startedScilab = true;
|
---|
93 | scilab = new ScilabConnector(false);
|
---|
94 | if (!string.IsNullOrEmpty(initializationScript.Value)) {
|
---|
95 | result = scilab.execScilabScript(initializationScript.Value);
|
---|
96 | if (result != 0) ThrowSciLabException(initializationScript.Value, result);
|
---|
97 | }
|
---|
98 | } else if (!startedScilab) {
|
---|
99 | throw new InvalidOperationException("Could not run multiple optimization algorithms in parallel.");
|
---|
100 | }
|
---|
101 |
|
---|
102 | var parameterVector = ParameterVectorParameter.ActualValue;
|
---|
103 | var parameterNames = ParameterNamesParameter.ActualValue;
|
---|
104 | if (parameterNames.Any(string.IsNullOrEmpty)) throw new ArgumentException("Not all parameter names are provided. Change the 'ParameterNames' parameter in the 'Problem' tab.");
|
---|
105 | if (ProblemSizeParameter.ActualValue.Value != parameterVector.Length || ProblemSizeParameter.ActualValue.Value != parameterNames.Length)
|
---|
106 | throw new ArgumentException("The size of the parameter vector or the parameter names vector does not match the problem size.");
|
---|
107 |
|
---|
108 | for (int i = 0; i < ProblemSizeParameter.ActualValue.Value; i++) {
|
---|
109 | result = scilab.createNamedMatrixOfDouble(parameterNames[i], 1, 1, new double[] { parameterVector[i] });
|
---|
110 | if (result != 0) ThrowSciLabException("setting parameter " + parameterNames[i], result);
|
---|
111 | }
|
---|
112 |
|
---|
113 | string script = ScilabEvaluationScriptParameter.ActualValue.Value;
|
---|
114 | result = scilab.execScilabScript(script);
|
---|
115 | if (result != 0) ThrowSciLabException(script, result);
|
---|
116 |
|
---|
117 | string qualityVariableName = QualityVariableParameter.ActualValue.Value;
|
---|
118 | double[] values = scilab.readNamedMatrixOfDouble(qualityVariableName);
|
---|
119 | if (values == null) throw new InvalidOperationException(string.Format("Could not find the variable \"{0}\" in the Scilab workspace, that should hold the quality value.", qualityVariableName));
|
---|
120 | double quality = values[0];
|
---|
121 |
|
---|
122 | var worstQualityValue = MaximizationParameter.ActualValue.Value ? double.MinValue : double.MaxValue;
|
---|
123 | if (double.IsNaN(quality)) quality = worstQualityValue;
|
---|
124 | if (double.IsInfinity(quality)) quality = worstQualityValue;
|
---|
125 |
|
---|
126 | QualityParameter.ActualValue = new DoubleValue(quality);
|
---|
127 | return base.Apply();
|
---|
128 | }
|
---|
129 | }
|
---|
130 |
|
---|
131 | public override void ClearState() {
|
---|
132 | base.ClearState();
|
---|
133 | if (startedScilab)
|
---|
134 | scilab = null;
|
---|
135 | startedScilab = false;
|
---|
136 | }
|
---|
137 |
|
---|
138 | private void ThrowSciLabException(string fileName, int errorCode) {
|
---|
139 | const string code = "errorMsg = lasterror();";
|
---|
140 | int result = scilab.SendScilabJob(code);
|
---|
141 | if (result != 0) throw new InvalidOperationException(string.Format("An error occured during the execution of the Scilab script {0}.", fileName));
|
---|
142 |
|
---|
143 | string errorMessage = scilab.readNamedMatrixOfString("errorMsg")[0];
|
---|
144 |
|
---|
145 | string message = string.Format("The error {1} occured during the execution of the Scilab script {0}. "
|
---|
146 | + Environment.NewLine + Environment.NewLine + " {2}", fileName, errorCode, errorMessage);
|
---|
147 | throw new InvalidOperationException(message);
|
---|
148 | }
|
---|
149 | }
|
---|
150 | }
|
---|