private TimeLag(TimeLag original, Cloner cloner) : base(original, cloner) { }
private void Initialize() { #region symbol declaration 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(); var square = new Square(); var root = new Root(); var sqrt = new SquareRoot(); var exp = new Exponential(); var airyA = new AiryA(); var airyB = new AiryB(); var bessel = new Bessel(); var cosineIntegral = new CosineIntegral(); var dawson = new Dawson(); var erf = new Erf(); var expIntegralEi = new ExponentialIntegralEi(); var fresnelCosineIntegral = new FresnelCosineIntegral(); var fresnelSineIntegral = new FresnelSineIntegral(); var gamma = new Gamma(); var hypCosineIntegral = new HyperbolicCosineIntegral(); var hypSineIntegral = new HyperbolicSineIntegral(); var norm = new Norm(); var psi = new Psi(); var sineIntegral = new SineIntegral(); 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 xor = new Xor(); var variableCondition = new VariableCondition(); var timeLag = new TimeLag(); var integral = new Integral(); var derivative = new Derivative(); var constant = new Constant(); constant.MinValue = -20; constant.MaxValue = 20; var variableSymbol = new Variable(); var laggedVariable = new LaggedVariable(); var autoregressiveVariable = new AutoregressiveTargetVariable(); #endregion #region group symbol declaration var arithmeticSymbols = new GroupSymbol(ArithmeticFunctionsName, new List<ISymbol>() { add, sub, mul, div, mean }); var trigonometricSymbols = new GroupSymbol(TrigonometricFunctionsName, new List<ISymbol>() { sin, cos, tan }); var exponentialAndLogarithmicSymbols = new GroupSymbol(ExponentialFunctionsName, new List<ISymbol> { exp, log }); var specialFunctions = new GroupSymbol(SpecialFunctionsName, new List<ISymbol> { airyA, airyB, bessel, cosineIntegral, dawson, erf, expIntegralEi, fresnelCosineIntegral,fresnelSineIntegral,gamma,hypCosineIntegral,hypSineIntegral,norm, psi, sineIntegral}); var terminalSymbols = new GroupSymbol(TerminalsName, new List<ISymbol> { constant, variableSymbol }); var realValuedSymbols = new GroupSymbol(RealValuedSymbolsName, new List<ISymbol>() { arithmeticSymbols, trigonometricSymbols, exponentialAndLogarithmicSymbols, specialFunctions, terminalSymbols }); var powerSymbols = new GroupSymbol(PowerFunctionsName, new List<ISymbol> { square, pow, sqrt, root }); var conditionSymbols = new GroupSymbol(ConditionsName, new List<ISymbol> { @if, variableCondition }); var comparisonSymbols = new GroupSymbol(ComparisonsName, new List<ISymbol> { gt, lt }); var booleanOperationSymbols = new GroupSymbol(BooleanOperatorsName, new List<ISymbol> { and, or, not, xor }); var conditionalSymbols = new GroupSymbol(ConditionalSymbolsName, new List<ISymbol> { conditionSymbols, comparisonSymbols, booleanOperationSymbols }); var timeSeriesSymbols = new GroupSymbol(TimeSeriesSymbolsName, new List<ISymbol> { timeLag, integral, derivative, laggedVariable, autoregressiveVariable }); #endregion AddSymbol(realValuedSymbols); AddSymbol(powerSymbols); AddSymbol(conditionalSymbols); AddSymbol(timeSeriesSymbols); #region subtree count configuration SetSubtreeCount(arithmeticSymbols, 2, 2); SetSubtreeCount(trigonometricSymbols, 1, 1); SetSubtreeCount(pow, 2, 2); SetSubtreeCount(root, 2, 2); SetSubtreeCount(square, 1, 1); SetSubtreeCount(sqrt, 1, 1); SetSubtreeCount(exponentialAndLogarithmicSymbols, 1, 1); SetSubtreeCount(specialFunctions, 1, 1); SetSubtreeCount(terminalSymbols, 0, 0); SetSubtreeCount(@if, 3, 3); SetSubtreeCount(variableCondition, 2, 2); SetSubtreeCount(comparisonSymbols, 2, 2); SetSubtreeCount(and, 2, 2); SetSubtreeCount(or, 2, 2); SetSubtreeCount(not, 1, 1); SetSubtreeCount(xor, 2, 2); SetSubtreeCount(timeLag, 1, 1); SetSubtreeCount(integral, 1, 1); SetSubtreeCount(derivative, 1, 1); SetSubtreeCount(laggedVariable, 0, 0); SetSubtreeCount(autoregressiveVariable, 0, 0); #endregion #region allowed child symbols configuration AddAllowedChildSymbol(StartSymbol, realValuedSymbols); AddAllowedChildSymbol(StartSymbol, powerSymbols); AddAllowedChildSymbol(StartSymbol, conditionSymbols); AddAllowedChildSymbol(StartSymbol, timeSeriesSymbols); AddAllowedChildSymbol(StartSymbol, specialFunctions); AddAllowedChildSymbol(DefunSymbol, realValuedSymbols); AddAllowedChildSymbol(DefunSymbol, powerSymbols); AddAllowedChildSymbol(DefunSymbol, conditionSymbols); AddAllowedChildSymbol(DefunSymbol, timeSeriesSymbols); AddAllowedChildSymbol(DefunSymbol, specialFunctions); AddAllowedChildSymbol(realValuedSymbols, realValuedSymbols); AddAllowedChildSymbol(realValuedSymbols, powerSymbols); AddAllowedChildSymbol(realValuedSymbols, conditionSymbols); AddAllowedChildSymbol(realValuedSymbols, timeSeriesSymbols); AddAllowedChildSymbol(realValuedSymbols, specialFunctions); AddAllowedChildSymbol(powerSymbols, variableSymbol, 0); AddAllowedChildSymbol(powerSymbols, laggedVariable, 0); AddAllowedChildSymbol(powerSymbols, autoregressiveVariable, 0); AddAllowedChildSymbol(powerSymbols, constant, 1); AddAllowedChildSymbol(square, realValuedSymbols, 0); AddAllowedChildSymbol(square, conditionSymbols, 0); AddAllowedChildSymbol(square, timeSeriesSymbols, 0); AddAllowedChildSymbol(sqrt, realValuedSymbols, 0); AddAllowedChildSymbol(sqrt, conditionSymbols, 0); AddAllowedChildSymbol(sqrt, timeSeriesSymbols, 0); AddAllowedChildSymbol(@if, comparisonSymbols, 0); AddAllowedChildSymbol(@if, booleanOperationSymbols, 0); AddAllowedChildSymbol(@if, conditionSymbols, 1); AddAllowedChildSymbol(@if, realValuedSymbols, 1); AddAllowedChildSymbol(@if, powerSymbols, 1); AddAllowedChildSymbol(@if, timeSeriesSymbols, 1); AddAllowedChildSymbol(@if, conditionSymbols, 2); AddAllowedChildSymbol(@if, realValuedSymbols, 2); AddAllowedChildSymbol(@if, powerSymbols, 2); AddAllowedChildSymbol(@if, timeSeriesSymbols, 2); AddAllowedChildSymbol(booleanOperationSymbols, comparisonSymbols); AddAllowedChildSymbol(comparisonSymbols, realValuedSymbols); AddAllowedChildSymbol(comparisonSymbols, powerSymbols); AddAllowedChildSymbol(comparisonSymbols, conditionSymbols); AddAllowedChildSymbol(comparisonSymbols, timeSeriesSymbols); AddAllowedChildSymbol(variableCondition, realValuedSymbols); AddAllowedChildSymbol(variableCondition, powerSymbols); AddAllowedChildSymbol(variableCondition, conditionSymbols); AddAllowedChildSymbol(variableCondition, timeSeriesSymbols); AddAllowedChildSymbol(timeLag, realValuedSymbols); AddAllowedChildSymbol(timeLag, powerSymbols); AddAllowedChildSymbol(timeLag, conditionSymbols); AddAllowedChildSymbol(integral, realValuedSymbols); AddAllowedChildSymbol(integral, powerSymbols); AddAllowedChildSymbol(integral, conditionSymbols); AddAllowedChildSymbol(derivative, realValuedSymbols); AddAllowedChildSymbol(derivative, powerSymbols); AddAllowedChildSymbol(derivative, conditionSymbols); #endregion }
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 square = new Square(); square.InitialFrequency = 0.0; var root = new Root(); root.InitialFrequency = 0.0; var sqrt = new SquareRoot(); sqrt.InitialFrequency = 0.0; var airyA = new AiryA(); airyA.InitialFrequency = 0.0; var airyB = new AiryB(); airyB.InitialFrequency = 0.0; var bessel = new Bessel(); bessel.InitialFrequency = 0.0; var cosineIntegral = new CosineIntegral(); cosineIntegral.InitialFrequency = 0.0; var dawson = new Dawson(); dawson.InitialFrequency = 0.0; var erf = new Erf(); erf.InitialFrequency = 0.0; var expIntegralEi = new ExponentialIntegralEi(); expIntegralEi.InitialFrequency = 0.0; var fresnelCosineIntegral = new FresnelCosineIntegral(); fresnelCosineIntegral.InitialFrequency = 0.0; var fresnelSineIntegral = new FresnelSineIntegral(); fresnelSineIntegral.InitialFrequency = 0.0; var gamma = new Gamma(); gamma.InitialFrequency = 0.0; var hypCosineIntegral = new HyperbolicCosineIntegral(); hypCosineIntegral.InitialFrequency = 0.0; var hypSineIntegral = new HyperbolicSineIntegral(); hypSineIntegral.InitialFrequency = 0.0; var norm = new Norm(); norm.InitialFrequency = 0.0; var psi = new Psi(); psi.InitialFrequency = 0.0; var sineIntegral = new SineIntegral(); sineIntegral.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 xor = new Xor(); 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; var autoregressiveVariable = new AutoregressiveTargetVariable(); autoregressiveVariable.InitialFrequency = 0.0; autoregressiveVariable.Enabled = false; var allSymbols = new List <Symbol>() { add, sub, mul, div, mean, sin, cos, tan, log, square, pow, sqrt, root, exp, airyA, airyB, bessel, cosineIntegral, dawson, erf, expIntegralEi, fresnelCosineIntegral, fresnelSineIntegral, gamma, hypCosineIntegral, hypSineIntegral, norm, psi, sineIntegral, @if, gt, lt, and, or, not, xor, timeLag, integral, derivative, constant, variableSymbol, laggedVariable, autoregressiveVariable, variableCondition }; var unaryFunctionSymbols = new List <Symbol>() { square, sqrt, sin, cos, tan, log, exp, not, timeLag, integral, derivative, airyA, airyB, bessel, cosineIntegral, dawson, erf, expIntegralEi, fresnelCosineIntegral, fresnelSineIntegral, gamma, hypCosineIntegral, hypSineIntegral, norm, psi, sineIntegral }; var binaryFunctionSymbols = new List <Symbol>() { pow, root, gt, lt, variableCondition }; var ternarySymbols = new List <Symbol>() { add, sub, mul, div, mean, and, or, xor }; var terminalSymbols = new List <Symbol>() { variableSymbol, constant, laggedVariable, autoregressiveVariable }; foreach (var symb in allSymbols) { AddSymbol(symb); } foreach (var funSymb in ternarySymbols) { SetSubtreeCount(funSymb, 1, 3); } foreach (var funSymb in unaryFunctionSymbols) { SetSubtreeCount(funSymb, 1, 1); } foreach (var funSymb in binaryFunctionSymbols) { SetSubtreeCount(funSymb, 2, 2); } foreach (var terminalSymbol in terminalSymbols) { SetSubtreeCount(terminalSymbol, 0, 0); } SetSubtreeCount(@if, 3, 3); // allow each symbol as child of the start symbol foreach (var symb in allSymbols) { AddAllowedChildSymbol(StartSymbol, symb); AddAllowedChildSymbol(DefunSymbol, symb); } // allow each symbol as child of every other symbol (except for terminals that have maxSubtreeCount == 0) foreach (var parent in allSymbols.Except(terminalSymbols)) { foreach (var child in allSymbols) { AddAllowedChildSymbol(parent, child); } } }
private void Initialize() { #region symbol declaration 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(); var square = new Square(); var root = new Root(); var sqrt = new SquareRoot(); var exp = new Exponential(); var airyA = new AiryA(); var airyB = new AiryB(); var bessel = new Bessel(); var cosineIntegral = new CosineIntegral(); var dawson = new Dawson(); var erf = new Erf(); var expIntegralEi = new ExponentialIntegralEi(); var fresnelCosineIntegral = new FresnelCosineIntegral(); var fresnelSineIntegral = new FresnelSineIntegral(); var gamma = new Gamma(); var hypCosineIntegral = new HyperbolicCosineIntegral(); var hypSineIntegral = new HyperbolicSineIntegral(); var norm = new Norm(); var psi = new Psi(); var sineIntegral = new SineIntegral(); 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 xor = new Xor(); var variableCondition = new VariableCondition(); var timeLag = new TimeLag(); var integral = new Integral(); var derivative = new Derivative(); var constant = new Constant(); constant.MinValue = -20; constant.MaxValue = 20; var variableSymbol = new Variable(); var laggedVariable = new LaggedVariable(); var autoregressiveVariable = new AutoregressiveTargetVariable(); #endregion #region group symbol declaration var arithmeticSymbols = new GroupSymbol(ArithmeticFunctionsName, new List <ISymbol>() { add, sub, mul, div, mean }); var trigonometricSymbols = new GroupSymbol(TrigonometricFunctionsName, new List <ISymbol>() { sin, cos, tan }); var exponentialAndLogarithmicSymbols = new GroupSymbol(ExponentialFunctionsName, new List <ISymbol> { exp, log }); var specialFunctions = new GroupSymbol(SpecialFunctionsName, new List <ISymbol> { airyA, airyB, bessel, cosineIntegral, dawson, erf, expIntegralEi, fresnelCosineIntegral, fresnelSineIntegral, gamma, hypCosineIntegral, hypSineIntegral, norm, psi, sineIntegral }); var terminalSymbols = new GroupSymbol(TerminalsName, new List <ISymbol> { constant, variableSymbol }); var realValuedSymbols = new GroupSymbol(RealValuedSymbolsName, new List <ISymbol>() { arithmeticSymbols, trigonometricSymbols, exponentialAndLogarithmicSymbols, specialFunctions, terminalSymbols }); var powerSymbols = new GroupSymbol(PowerFunctionsName, new List <ISymbol> { square, pow, sqrt, root }); var conditionSymbols = new GroupSymbol(ConditionsName, new List <ISymbol> { @if, variableCondition }); var comparisonSymbols = new GroupSymbol(ComparisonsName, new List <ISymbol> { gt, lt }); var booleanOperationSymbols = new GroupSymbol(BooleanOperatorsName, new List <ISymbol> { and, or, not, xor }); var conditionalSymbols = new GroupSymbol(ConditionalSymbolsName, new List <ISymbol> { conditionSymbols, comparisonSymbols, booleanOperationSymbols }); var timeSeriesSymbols = new GroupSymbol(TimeSeriesSymbolsName, new List <ISymbol> { timeLag, integral, derivative, laggedVariable, autoregressiveVariable }); #endregion AddSymbol(realValuedSymbols); AddSymbol(powerSymbols); AddSymbol(conditionalSymbols); AddSymbol(timeSeriesSymbols); #region subtree count configuration SetSubtreeCount(arithmeticSymbols, 2, 2); SetSubtreeCount(trigonometricSymbols, 1, 1); SetSubtreeCount(pow, 2, 2); SetSubtreeCount(root, 2, 2); SetSubtreeCount(square, 1, 1); SetSubtreeCount(sqrt, 1, 1); SetSubtreeCount(exponentialAndLogarithmicSymbols, 1, 1); SetSubtreeCount(specialFunctions, 1, 1); SetSubtreeCount(terminalSymbols, 0, 0); SetSubtreeCount(@if, 3, 3); SetSubtreeCount(variableCondition, 2, 2); SetSubtreeCount(comparisonSymbols, 2, 2); SetSubtreeCount(and, 2, 2); SetSubtreeCount(or, 2, 2); SetSubtreeCount(not, 1, 1); SetSubtreeCount(xor, 2, 2); SetSubtreeCount(timeLag, 1, 1); SetSubtreeCount(integral, 1, 1); SetSubtreeCount(derivative, 1, 1); SetSubtreeCount(laggedVariable, 0, 0); SetSubtreeCount(autoregressiveVariable, 0, 0); #endregion #region allowed child symbols configuration AddAllowedChildSymbol(StartSymbol, realValuedSymbols); AddAllowedChildSymbol(StartSymbol, powerSymbols); AddAllowedChildSymbol(StartSymbol, conditionSymbols); AddAllowedChildSymbol(StartSymbol, timeSeriesSymbols); AddAllowedChildSymbol(StartSymbol, specialFunctions); AddAllowedChildSymbol(DefunSymbol, realValuedSymbols); AddAllowedChildSymbol(DefunSymbol, powerSymbols); AddAllowedChildSymbol(DefunSymbol, conditionSymbols); AddAllowedChildSymbol(DefunSymbol, timeSeriesSymbols); AddAllowedChildSymbol(DefunSymbol, specialFunctions); AddAllowedChildSymbol(realValuedSymbols, realValuedSymbols); AddAllowedChildSymbol(realValuedSymbols, powerSymbols); AddAllowedChildSymbol(realValuedSymbols, conditionSymbols); AddAllowedChildSymbol(realValuedSymbols, timeSeriesSymbols); AddAllowedChildSymbol(realValuedSymbols, specialFunctions); AddAllowedChildSymbol(powerSymbols, variableSymbol, 0); AddAllowedChildSymbol(powerSymbols, laggedVariable, 0); AddAllowedChildSymbol(powerSymbols, autoregressiveVariable, 0); AddAllowedChildSymbol(powerSymbols, constant, 1); AddAllowedChildSymbol(square, realValuedSymbols, 0); AddAllowedChildSymbol(square, conditionSymbols, 0); AddAllowedChildSymbol(square, timeSeriesSymbols, 0); AddAllowedChildSymbol(sqrt, realValuedSymbols, 0); AddAllowedChildSymbol(sqrt, conditionSymbols, 0); AddAllowedChildSymbol(sqrt, timeSeriesSymbols, 0); AddAllowedChildSymbol(@if, comparisonSymbols, 0); AddAllowedChildSymbol(@if, booleanOperationSymbols, 0); AddAllowedChildSymbol(@if, conditionSymbols, 1); AddAllowedChildSymbol(@if, realValuedSymbols, 1); AddAllowedChildSymbol(@if, powerSymbols, 1); AddAllowedChildSymbol(@if, timeSeriesSymbols, 1); AddAllowedChildSymbol(@if, conditionSymbols, 2); AddAllowedChildSymbol(@if, realValuedSymbols, 2); AddAllowedChildSymbol(@if, powerSymbols, 2); AddAllowedChildSymbol(@if, timeSeriesSymbols, 2); AddAllowedChildSymbol(booleanOperationSymbols, comparisonSymbols); AddAllowedChildSymbol(comparisonSymbols, realValuedSymbols); AddAllowedChildSymbol(comparisonSymbols, powerSymbols); AddAllowedChildSymbol(comparisonSymbols, conditionSymbols); AddAllowedChildSymbol(comparisonSymbols, timeSeriesSymbols); AddAllowedChildSymbol(variableCondition, realValuedSymbols); AddAllowedChildSymbol(variableCondition, powerSymbols); AddAllowedChildSymbol(variableCondition, conditionSymbols); AddAllowedChildSymbol(variableCondition, timeSeriesSymbols); AddAllowedChildSymbol(timeLag, realValuedSymbols); AddAllowedChildSymbol(timeLag, powerSymbols); AddAllowedChildSymbol(timeLag, conditionSymbols); AddAllowedChildSymbol(integral, realValuedSymbols); AddAllowedChildSymbol(integral, powerSymbols); AddAllowedChildSymbol(integral, conditionSymbols); AddAllowedChildSymbol(derivative, realValuedSymbols); AddAllowedChildSymbol(derivative, powerSymbols); AddAllowedChildSymbol(derivative, conditionSymbols); #endregion }
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 square = new Square(); square.InitialFrequency = 0.0; var root = new Root(); root.InitialFrequency = 0.0; var sqrt = new SquareRoot(); sqrt.InitialFrequency = 0.0; var airyA = new AiryA(); airyA.InitialFrequency = 0.0; var airyB = new AiryB(); airyB.InitialFrequency = 0.0; var bessel = new Bessel(); bessel.InitialFrequency = 0.0; var cosineIntegral = new CosineIntegral(); cosineIntegral.InitialFrequency = 0.0; var dawson = new Dawson(); dawson.InitialFrequency = 0.0; var erf = new Erf(); erf.InitialFrequency = 0.0; var expIntegralEi = new ExponentialIntegralEi(); expIntegralEi.InitialFrequency = 0.0; var fresnelCosineIntegral = new FresnelCosineIntegral(); fresnelCosineIntegral.InitialFrequency = 0.0; var fresnelSineIntegral = new FresnelSineIntegral(); fresnelSineIntegral.InitialFrequency = 0.0; var gamma = new Gamma(); gamma.InitialFrequency = 0.0; var hypCosineIntegral = new HyperbolicCosineIntegral(); hypCosineIntegral.InitialFrequency = 0.0; var hypSineIntegral = new HyperbolicSineIntegral(); hypSineIntegral.InitialFrequency = 0.0; var norm = new Norm(); norm.InitialFrequency = 0.0; var psi = new Psi(); psi.InitialFrequency = 0.0; var sineIntegral = new SineIntegral(); sineIntegral.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 xor = new Xor(); 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; var autoregressiveVariable = new AutoregressiveTargetVariable(); autoregressiveVariable.InitialFrequency = 0.0; autoregressiveVariable.Enabled = false; var allSymbols = new List<Symbol>() { add, sub, mul, div, mean, sin, cos, tan, log, square, pow, sqrt, root, exp, airyA, airyB, bessel, cosineIntegral, dawson, erf, expIntegralEi, fresnelCosineIntegral, fresnelSineIntegral, gamma, hypCosineIntegral, hypSineIntegral, norm, psi, sineIntegral, @if, gt, lt, and, or, not,xor, timeLag, integral, derivative, constant, variableSymbol, laggedVariable,autoregressiveVariable, variableCondition }; var unaryFunctionSymbols = new List<Symbol>() { square, sqrt, sin, cos, tan, log, exp, not, timeLag, integral, derivative, airyA, airyB, bessel, cosineIntegral, dawson, erf, expIntegralEi, fresnelCosineIntegral, fresnelSineIntegral, gamma, hypCosineIntegral, hypSineIntegral, norm, psi, sineIntegral }; var binaryFunctionSymbols = new List<Symbol>() { pow, root, gt, lt, variableCondition }; var ternarySymbols = new List<Symbol>() { add, sub, mul, div, mean, and, or, xor }; var terminalSymbols = new List<Symbol>() { variableSymbol, constant, laggedVariable, autoregressiveVariable }; foreach (var symb in allSymbols) AddSymbol(symb); foreach (var funSymb in ternarySymbols) { SetSubtreeCount(funSymb, 1, 3); } foreach (var funSymb in unaryFunctionSymbols) { SetSubtreeCount(funSymb, 1, 1); } foreach (var funSymb in binaryFunctionSymbols) { SetSubtreeCount(funSymb, 2, 2); } foreach (var terminalSymbol in terminalSymbols) { SetSubtreeCount(terminalSymbol, 0, 0); } SetSubtreeCount(@if, 3, 3); // allow each symbol as child of the start symbol foreach (var symb in allSymbols) { AddAllowedChildSymbol(StartSymbol, symb); AddAllowedChildSymbol(DefunSymbol, symb); } // allow each symbol as child of every other symbol (except for terminals that have maxSubtreeCount == 0) foreach (var parent in allSymbols.Except(terminalSymbols)) { foreach (var child in allSymbols) AddAllowedChildSymbol(parent, child); } }