1 | #region License Information
|
---|
2 | /* HeuristicLab
|
---|
3 | * Copyright (C) 2002-2019 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 System.Linq;
|
---|
24 | using HeuristicLab.Common;
|
---|
25 | using HeuristicLab.Core;
|
---|
26 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
|
---|
27 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
|
---|
28 |
|
---|
29 | namespace HeuristicLab.Problems.DataAnalysis.Symbolic {
|
---|
30 | [StorableClass]
|
---|
31 | [Item("FullFunctionalExpressionGrammar", "Represents a grammar for functional expressions using all available functions.")]
|
---|
32 | public class FullFunctionalExpressionGrammar : SymbolicExpressionGrammar, ISymbolicDataAnalysisGrammar {
|
---|
33 | [StorableConstructor]
|
---|
34 | protected FullFunctionalExpressionGrammar(bool deserializing) : base(deserializing) { }
|
---|
35 | protected FullFunctionalExpressionGrammar(FullFunctionalExpressionGrammar original, Cloner cloner) : base(original, cloner) { }
|
---|
36 | public FullFunctionalExpressionGrammar()
|
---|
37 | : base(ItemAttribute.GetName(typeof(FullFunctionalExpressionGrammar)), ItemAttribute.GetDescription(typeof(FullFunctionalExpressionGrammar))) {
|
---|
38 | Initialize();
|
---|
39 | }
|
---|
40 |
|
---|
41 | public override IDeepCloneable Clone(Cloner cloner) {
|
---|
42 | return new FullFunctionalExpressionGrammar(this, cloner);
|
---|
43 | }
|
---|
44 |
|
---|
45 | private void Initialize() {
|
---|
46 | var add = new Addition();
|
---|
47 | var sub = new Subtraction();
|
---|
48 | var mul = new Multiplication();
|
---|
49 | var div = new Division();
|
---|
50 | var aq = new AnalyticQuotient();
|
---|
51 | var mean = new Average();
|
---|
52 | var sin = new Sine();
|
---|
53 | var cos = new Cosine();
|
---|
54 | var tan = new Tangent();
|
---|
55 | var log = new Logarithm();
|
---|
56 | var abs = new Absolute();
|
---|
57 | var pow = new Power();
|
---|
58 | pow.InitialFrequency = 0.0;
|
---|
59 | var square = new Square();
|
---|
60 | square.InitialFrequency = 0.0;
|
---|
61 | var cube = new Cube();
|
---|
62 | cube.InitialFrequency = 0.0;
|
---|
63 | var root = new Root();
|
---|
64 | root.InitialFrequency = 0.0;
|
---|
65 | var sqrt = new SquareRoot();
|
---|
66 | sqrt.InitialFrequency = 0.0;
|
---|
67 | var cubeRoot = new CubeRoot();
|
---|
68 | cubeRoot.InitialFrequency = 0.0;
|
---|
69 | var airyA = new AiryA();
|
---|
70 | airyA.InitialFrequency = 0.0;
|
---|
71 | var airyB = new AiryB();
|
---|
72 | airyB.InitialFrequency = 0.0;
|
---|
73 | var bessel = new Bessel();
|
---|
74 | bessel.InitialFrequency = 0.0;
|
---|
75 | var cosineIntegral = new CosineIntegral();
|
---|
76 | cosineIntegral.InitialFrequency = 0.0;
|
---|
77 | var dawson = new Dawson();
|
---|
78 | dawson.InitialFrequency = 0.0;
|
---|
79 | var erf = new Erf();
|
---|
80 | erf.InitialFrequency = 0.0;
|
---|
81 | var expIntegralEi = new ExponentialIntegralEi();
|
---|
82 | expIntegralEi.InitialFrequency = 0.0;
|
---|
83 | var fresnelCosineIntegral = new FresnelCosineIntegral();
|
---|
84 | fresnelCosineIntegral.InitialFrequency = 0.0;
|
---|
85 | var fresnelSineIntegral = new FresnelSineIntegral();
|
---|
86 | fresnelSineIntegral.InitialFrequency = 0.0;
|
---|
87 | var gamma = new Gamma();
|
---|
88 | gamma.InitialFrequency = 0.0;
|
---|
89 | var hypCosineIntegral = new HyperbolicCosineIntegral();
|
---|
90 | hypCosineIntegral.InitialFrequency = 0.0;
|
---|
91 | var hypSineIntegral = new HyperbolicSineIntegral();
|
---|
92 | hypSineIntegral.InitialFrequency = 0.0;
|
---|
93 | var norm = new Norm();
|
---|
94 | norm.InitialFrequency = 0.0;
|
---|
95 | var psi = new Psi();
|
---|
96 | psi.InitialFrequency = 0.0;
|
---|
97 | var sineIntegral = new SineIntegral();
|
---|
98 | sineIntegral.InitialFrequency = 0.0;
|
---|
99 |
|
---|
100 | var exp = new Exponential();
|
---|
101 | var @if = new IfThenElse();
|
---|
102 | var gt = new GreaterThan();
|
---|
103 | var lt = new LessThan();
|
---|
104 | var and = new And();
|
---|
105 | var or = new Or();
|
---|
106 | var not = new Not();
|
---|
107 | var xor = new Xor();
|
---|
108 |
|
---|
109 | var timeLag = new TimeLag();
|
---|
110 | timeLag.InitialFrequency = 0.0;
|
---|
111 | var integral = new Integral();
|
---|
112 | integral.InitialFrequency = 0.0;
|
---|
113 | var derivative = new Derivative();
|
---|
114 | derivative.InitialFrequency = 0.0;
|
---|
115 |
|
---|
116 | var variableCondition = new VariableCondition();
|
---|
117 | variableCondition.InitialFrequency = 0.0;
|
---|
118 |
|
---|
119 | var constant = new Constant();
|
---|
120 | constant.MinValue = -20;
|
---|
121 | constant.MaxValue = 20;
|
---|
122 | var variableSymbol = new HeuristicLab.Problems.DataAnalysis.Symbolic.Variable();
|
---|
123 | var binFactorVariable = new BinaryFactorVariable();
|
---|
124 | var factorVariable = new FactorVariable();
|
---|
125 | var laggedVariable = new LaggedVariable();
|
---|
126 | laggedVariable.InitialFrequency = 0.0;
|
---|
127 | var autoregressiveVariable = new AutoregressiveTargetVariable();
|
---|
128 | autoregressiveVariable.InitialFrequency = 0.0;
|
---|
129 | autoregressiveVariable.Enabled = false;
|
---|
130 |
|
---|
131 | var allSymbols = new List<Symbol>() { add, sub, mul, div, aq, mean, abs, sin, cos, tan, log, square, cube, pow, sqrt, cubeRoot, root, exp,
|
---|
132 | airyA, airyB, bessel, cosineIntegral, dawson, erf, expIntegralEi, fresnelCosineIntegral, fresnelSineIntegral, gamma, hypCosineIntegral, hypSineIntegral, norm, psi, sineIntegral,
|
---|
133 | @if, gt, lt, and, or, not,xor, timeLag, integral, derivative, constant, variableSymbol, binFactorVariable, factorVariable, laggedVariable,autoregressiveVariable, variableCondition };
|
---|
134 | var unaryFunctionSymbols = new List<Symbol>() { abs, square, sqrt, cube, cubeRoot, sin, cos, tan, log, exp, not, timeLag, integral, derivative,
|
---|
135 | airyA, airyB, bessel, cosineIntegral, dawson, erf, expIntegralEi, fresnelCosineIntegral, fresnelSineIntegral, gamma, hypCosineIntegral, hypSineIntegral, norm, psi, sineIntegral
|
---|
136 | };
|
---|
137 |
|
---|
138 | var binaryFunctionSymbols = new List<Symbol>() { pow, root, gt, lt, aq, variableCondition };
|
---|
139 | var ternarySymbols = new List<Symbol>() { add, sub, mul, div, mean, and, or, xor };
|
---|
140 | var terminalSymbols = new List<Symbol>() { variableSymbol, binFactorVariable, factorVariable, constant, laggedVariable, autoregressiveVariable };
|
---|
141 |
|
---|
142 | foreach (var symb in allSymbols)
|
---|
143 | AddSymbol(symb);
|
---|
144 |
|
---|
145 | foreach (var funSymb in ternarySymbols) {
|
---|
146 | SetSubtreeCount(funSymb, 1, 3);
|
---|
147 | }
|
---|
148 | foreach (var funSymb in unaryFunctionSymbols) {
|
---|
149 | SetSubtreeCount(funSymb, 1, 1);
|
---|
150 | }
|
---|
151 | foreach (var funSymb in binaryFunctionSymbols) {
|
---|
152 | SetSubtreeCount(funSymb, 2, 2);
|
---|
153 | }
|
---|
154 | foreach (var terminalSymbol in terminalSymbols) {
|
---|
155 | SetSubtreeCount(terminalSymbol, 0, 0);
|
---|
156 | }
|
---|
157 |
|
---|
158 | SetSubtreeCount(@if, 3, 3);
|
---|
159 |
|
---|
160 |
|
---|
161 | // allow each symbol as child of the start symbol
|
---|
162 | foreach (var symb in allSymbols) {
|
---|
163 | AddAllowedChildSymbol(StartSymbol, symb);
|
---|
164 | AddAllowedChildSymbol(DefunSymbol, symb);
|
---|
165 | }
|
---|
166 |
|
---|
167 | // allow each symbol as child of every other symbol (except for terminals that have maxSubtreeCount == 0)
|
---|
168 | foreach (var parent in allSymbols.Except(terminalSymbols)) {
|
---|
169 | foreach (var child in allSymbols)
|
---|
170 | AddAllowedChildSymbol(parent, child);
|
---|
171 | }
|
---|
172 | }
|
---|
173 | }
|
---|
174 | }
|
---|