1 | #region License Information
|
---|
2 | /* HeuristicLab
|
---|
3 | * Copyright (C) 2002-2008 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.Collections.Generic;
|
---|
23 | using HeuristicLab.Core;
|
---|
24 | using HeuristicLab.Data;
|
---|
25 | using HeuristicLab.GP.Interfaces;
|
---|
26 | using HeuristicLab.GP;
|
---|
27 |
|
---|
28 | namespace HeuristicLab.GP.StructureIdentification {
|
---|
29 | [SymbolicRegressionFunctionLibraryInjector]
|
---|
30 | public class SimpleFunctionLibraryInjector : FunctionLibraryInjectorBase {
|
---|
31 | public const string MINTIMEOFFSET = "MinTimeOffset";
|
---|
32 | public const string MAXTIMEOFFSET = "MaxTimeOffset";
|
---|
33 |
|
---|
34 | public const string DIFFERENTIALS_ALLOWED = "Differentials";
|
---|
35 |
|
---|
36 | private int minTimeOffset;
|
---|
37 | private int maxTimeOffset;
|
---|
38 |
|
---|
39 | public override string Description {
|
---|
40 | get { return @"Injects a simple function library for regression and classification problems."; }
|
---|
41 | }
|
---|
42 |
|
---|
43 | public SimpleFunctionLibraryInjector()
|
---|
44 | : base() {
|
---|
45 | AddVariableInfo(new VariableInfo(MINTIMEOFFSET, "Minimal time offset for all features", typeof(IntData), VariableKind.In));
|
---|
46 | AddVariableInfo(new VariableInfo(MAXTIMEOFFSET, "Maximal time offset for all feature", typeof(IntData), VariableKind.In));
|
---|
47 |
|
---|
48 | AddVariable(DIFFERENTIALS_ALLOWED, false);
|
---|
49 | }
|
---|
50 |
|
---|
51 | private void AddVariable(string name, bool allowed) {
|
---|
52 | AddVariableInfo(new VariableInfo(name, name + " allowed", typeof(BoolData), Core.VariableKind.New));
|
---|
53 | GetVariableInfo(name).Local = true;
|
---|
54 | AddVariable(new Core.Variable(name, new BoolData(allowed)));
|
---|
55 | }
|
---|
56 |
|
---|
57 | public override IOperation Apply(IScope scope) {
|
---|
58 | // try to get minTimeOffset (use 0 as default if not available)
|
---|
59 | IItem minTimeOffsetItem = GetVariableValue(MINTIMEOFFSET, scope, true, false);
|
---|
60 | minTimeOffset = minTimeOffsetItem == null ? 0 : ((IntData)minTimeOffsetItem).Data;
|
---|
61 | // try to get maxTimeOffset (use 0 as default if not available)
|
---|
62 | IItem maxTimeOffsetItem = GetVariableValue(MAXTIMEOFFSET, scope, true, false);
|
---|
63 | maxTimeOffset = maxTimeOffsetItem == null ? 0 : ((IntData)maxTimeOffsetItem).Data;
|
---|
64 |
|
---|
65 | return base.Apply(scope);
|
---|
66 | }
|
---|
67 |
|
---|
68 | protected override FunctionLibrary CreateFunctionLibrary() {
|
---|
69 | FunctionLibrary functionLibrary = new FunctionLibrary();
|
---|
70 |
|
---|
71 | Variable variable = new Variable();
|
---|
72 | Constant constant = new Constant();
|
---|
73 | Differential differential = new Differential();
|
---|
74 | Addition addition = new Addition();
|
---|
75 | Cosinus cosinus = new Cosinus();
|
---|
76 | Division division = new Division();
|
---|
77 | Exponential exponential = new Exponential();
|
---|
78 | Logarithm logarithm = new Logarithm();
|
---|
79 | Multiplication multiplication = new Multiplication();
|
---|
80 | Power power = new Power();
|
---|
81 | Sinus sinus = new Sinus();
|
---|
82 | Sqrt sqrt = new Sqrt();
|
---|
83 | Subtraction subtraction = new Subtraction();
|
---|
84 | Tangens tangens = new Tangens();
|
---|
85 |
|
---|
86 | List<IFunction> valueNodes = new List<IFunction>();
|
---|
87 | ConditionalAddFunction(DIFFERENTIALS_ALLOWED, differential, valueNodes);
|
---|
88 | valueNodes.Add(variable);
|
---|
89 | valueNodes.Add(constant);
|
---|
90 |
|
---|
91 | List<IFunction> arithmeticFunctions = new List<IFunction>();
|
---|
92 | arithmeticFunctions.Add(addition);
|
---|
93 | arithmeticFunctions.Add(division);
|
---|
94 | arithmeticFunctions.Add(multiplication);
|
---|
95 | arithmeticFunctions.Add(subtraction);
|
---|
96 |
|
---|
97 | List<IFunction> complexFunctions = new List<IFunction>();
|
---|
98 | complexFunctions.Add(cosinus);
|
---|
99 | complexFunctions.Add(exponential);
|
---|
100 | complexFunctions.Add(logarithm);
|
---|
101 | complexFunctions.Add(power);
|
---|
102 | complexFunctions.Add(sinus);
|
---|
103 | complexFunctions.Add(sqrt);
|
---|
104 | complexFunctions.Add(tangens);
|
---|
105 |
|
---|
106 | List<IFunction> allFunctions = new List<IFunction>();
|
---|
107 | allFunctions.AddRange(arithmeticFunctions);
|
---|
108 | allFunctions.AddRange(complexFunctions);
|
---|
109 | allFunctions.AddRange(valueNodes);
|
---|
110 |
|
---|
111 | SetAllowedSubOperators(addition, allFunctions);
|
---|
112 | SetAllowedSubOperators(division, allFunctions);
|
---|
113 | SetAllowedSubOperators(multiplication, allFunctions);
|
---|
114 | SetAllowedSubOperators(subtraction, allFunctions);
|
---|
115 |
|
---|
116 | SetAllowedSubOperators(cosinus, valueNodes);
|
---|
117 | SetAllowedSubOperators(exponential, valueNodes);
|
---|
118 | SetAllowedSubOperators(logarithm, valueNodes);
|
---|
119 | SetAllowedSubOperators(power, valueNodes);
|
---|
120 | SetAllowedSubOperators(sinus, valueNodes);
|
---|
121 | SetAllowedSubOperators(sqrt, valueNodes);
|
---|
122 | SetAllowedSubOperators(tangens, valueNodes);
|
---|
123 |
|
---|
124 | ConditionalAddOperator(DIFFERENTIALS_ALLOWED, functionLibrary, differential);
|
---|
125 |
|
---|
126 | allFunctions.ForEach(x => functionLibrary.AddFunction(x));
|
---|
127 |
|
---|
128 | variable.SetConstraints(minTimeOffset, maxTimeOffset);
|
---|
129 | differential.SetConstraints(minTimeOffset, maxTimeOffset);
|
---|
130 |
|
---|
131 | return functionLibrary;
|
---|
132 | }
|
---|
133 |
|
---|
134 | private void ConditionalAddFunction(string condName, IFunction fun, List<IFunction> list) {
|
---|
135 | if (GetVariableValue<BoolData>(condName, null, false).Data) list.Add(fun);
|
---|
136 | }
|
---|
137 |
|
---|
138 | private void ConditionalAddOperator(string condName, FunctionLibrary functionLib, IFunction op) {
|
---|
139 | if (GetVariableValue<BoolData>(condName, null, false).Data) functionLib.AddFunction(op);
|
---|
140 | }
|
---|
141 | }
|
---|
142 | }
|
---|