#region License Information /* HeuristicLab * Copyright (C) 2002-2011 Heuristic and Evolutionary Algorithms Laboratory (HEAL) * * This file is part of HeuristicLab. * * HeuristicLab is free software: you can redistribute it and/or modify * it under the terms of the GNU General Public License as published by * the Free Software Foundation, either version 3 of the License, or * (at your option) any later version. * * HeuristicLab is distributed in the hope that it will be useful, * but WITHOUT ANY WARRANTY; without even the implied warranty of * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the * GNU General Public License for more details. * * You should have received a copy of the GNU General Public License * along with HeuristicLab. If not, see . */ #endregion using System.Collections.Generic; using System.Linq; using HeuristicLab.Common; using HeuristicLab.Core; using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding; using HeuristicLab.Persistence.Default.CompositeSerializers.Storable; namespace HeuristicLab.Problems.DataAnalysis.Symbolic { [StorableClass] [Item("TypeCoherentExpressionGrammar", "Represents a grammar for functional expressions in which special syntactic constraints are enforced so that boolean and real-valued expressions are not mixed.")] public class TypeCoherentExpressionGrammar : SymbolicExpressionGrammar, ISymbolicDataAnalysisGrammar { [StorableConstructor] protected TypeCoherentExpressionGrammar(bool deserializing) : base(deserializing) { } protected TypeCoherentExpressionGrammar(TypeCoherentExpressionGrammar original, Cloner cloner) : base(original, cloner) { } public TypeCoherentExpressionGrammar() : base(ItemAttribute.GetName(typeof(TypeCoherentExpressionGrammar)), ItemAttribute.GetDescription(typeof(TypeCoherentExpressionGrammar))) { Initialize(); } public override IDeepCloneable Clone(Cloner cloner) { return new TypeCoherentExpressionGrammar(this, cloner); } private void Initialize() { var add = new Addition(); var sub = new Subtraction(); var mul = new Multiplication(); var div = new Division(); var mean = new Average(); var sin = new Sine(); var cos = new Cosine(); var tan = new Tangent(); var log = new Logarithm(); var pow = new Power(); pow.InitialFrequency = 0.0; var root = new Root(); root.InitialFrequency = 0.0; var exp = new Exponential(); var @if = new IfThenElse(); var gt = new GreaterThan(); var lt = new LessThan(); var and = new And(); var or = new Or(); var not = new Not(); var timeLag = new TimeLag(); timeLag.InitialFrequency = 0.0; var integral = new Integral(); integral.InitialFrequency = 0.0; var derivative = new Derivative(); derivative.InitialFrequency = 0.0; var variableCondition = new VariableCondition(); variableCondition.InitialFrequency = 0.0; var constant = new Constant(); constant.MinValue = -20; constant.MaxValue = 20; var variableSymbol = new HeuristicLab.Problems.DataAnalysis.Symbolic.Variable(); var laggedVariable = new LaggedVariable(); laggedVariable.InitialFrequency = 0.0; mean.InitialFrequency = 0.0; /* * Start = RealValueExpression * * RealValueExpression = * "Variable" | * "Constant" | * BinaryOperator RealValueExpression RealValueExpression | * UnaryOperator RealValueExpression | * "IF" BooleanExpression RealValueExpression RealValueExpression | * "VariableCondition" RealValueExpression RealValueExpression * * BinaryOperator = * "+" | "-" | "*" | "/" | "Power" * * UnaryOperator = * "Sin" | "Cos" | "Tan" | "Log" | "Exp" * * BooleanExpression = * "AND" BooleanExpression BooleanExpression | * "OR" BooleanExpression BooleanExpression | * "NOT" BooleanExpression | * ">" RealValueExpression RealValueExpression | * "<" RealValueExpression RealValueExpression */ var allSymbols = new List() { add, sub, mul, div, mean, sin, cos, tan, log, pow, root, exp, @if, gt, lt, and, or, not, timeLag, integral, derivative, constant, variableSymbol, laggedVariable, variableCondition }; var unaryFunctionSymbols = new List() { sin, cos, tan, log, exp, timeLag, integral, derivative }; var binaryFunctionSymbols = new List() { add, sub, mul, div, mean, pow, root, variableCondition }; var unaryBooleanFunctionSymbols = new List() { not }; var binaryBooleanFunctionSymbols = new List() { or, and }; var relationalFunctionSymbols = new List() { gt, lt }; var terminalSymbols = new List() { variableSymbol, constant, laggedVariable }; var realValuedSymbols = unaryFunctionSymbols.Concat(binaryFunctionSymbols).Concat(terminalSymbols).Concat(new List() { @if }); var booleanSymbols = unaryBooleanFunctionSymbols.Concat(binaryBooleanFunctionSymbols).Concat(relationalFunctionSymbols); foreach (var symb in allSymbols) AddSymbol(symb); foreach (var unaryFun in unaryFunctionSymbols.Concat(unaryBooleanFunctionSymbols)) { SetSubtreeCount(unaryFun, 1, 1); } foreach (var binaryFun in binaryFunctionSymbols.Concat(binaryBooleanFunctionSymbols).Concat(relationalFunctionSymbols)) { SetSubtreeCount(binaryFun, 2, 2); } foreach (var terminalSymbol in terminalSymbols) { SetSubtreeCount(terminalSymbol, 0, 0); } SetSubtreeCount(@if, 3, 3); // allow only real-valued expressions as child of the start symbol foreach (var symb in realValuedSymbols) { AddAllowedChildSymbol(StartSymbol, symb); AddAllowedChildSymbol(DefunSymbol, symb); } foreach (var symb in unaryFunctionSymbols) { foreach (var childSymb in realValuedSymbols) { AddAllowedChildSymbol(symb, childSymb); } } foreach (var symb in binaryFunctionSymbols) { foreach (var childSymb in realValuedSymbols) { AddAllowedChildSymbol(symb, childSymb); } } foreach (var childSymb in booleanSymbols) { AddAllowedChildSymbol(@if, childSymb, 0); } foreach (var childSymb in realValuedSymbols) { AddAllowedChildSymbol(@if, childSymb, 1); AddAllowedChildSymbol(@if, childSymb, 2); } foreach (var symb in relationalFunctionSymbols) { foreach (var childSymb in realValuedSymbols) { AddAllowedChildSymbol(symb, childSymb); } } foreach (var symb in binaryBooleanFunctionSymbols) { foreach (var childSymb in booleanSymbols) { AddAllowedChildSymbol(symb, childSymb); } } foreach (var symb in unaryBooleanFunctionSymbols) { foreach (var childSymb in booleanSymbols) { AddAllowedChildSymbol(symb, childSymb); } } } } }