source: branches/3040_VectorBasedGP/HeuristicLab.Problems.DataAnalysis.Symbolic/3.4/Grammars/TypeCoherentVectorExpressionGrammar.cs @ 17604

#region License Information
/* HeuristicLab
 * Copyright (C) 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 <http://www.gnu.org/licenses/>.
 */
#endregion

using System.Collections.Generic;
using System.Linq;
using HEAL.Attic;
using HeuristicLab.Common;
using HeuristicLab.Core;
using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
using DoubleVector = MathNet.Numerics.LinearAlgebra.Vector<double>;

namespace HeuristicLab.Problems.DataAnalysis.Symbolic {
  [StorableType("7EC7B4A7-0E27-4011-B983-B0E15A6944EC")]
  [Item("TypeCoherentVectorExpressionGrammar", "Represents a grammar for functional expressions in which special syntactic constraints are enforced so that vector and scalar expressions are not mixed.")]
  public class TypeCoherentVectorExpressionGrammar : DataAnalysisGrammar, ISymbolicDataAnalysisGrammar {
    private const string ArithmeticFunctionsName = "Arithmetic Functions";
    private const string TrigonometricFunctionsName = "Trigonometric Functions";
    private const string ExponentialFunctionsName = "Exponential and Logarithmic Functions";
    private const string PowerFunctionsName = "Power Functions";
    private const string TerminalsName = "Terminals";
    private const string VectorAggregationName = "Aggregations";
    private const string VectorStatisticsName = "Vector Statistics";
    private const string VectorDistancesName = "Vector Distances";
    private const string ScalarSymbolsName = "Scalar Symbols";

    private const string VectorArithmeticFunctionsName = "Vector Arithmetic Functions";
    private const string VectorTrigonometricFunctionsName = "Vector Trigonometric Functions";
    private const string VectorExponentialFunctionsName = "Vector Exponential and Logarithmic Functions";
    private const string VectorPowerFunctionsName = "Vector Power Functions";
    private const string VectorTerminalsName = "Vector Terminals";
    private const string VectorSymbolsName = "Vector Symbols";

    private const string RealValuedSymbolsName = "Real Valued Symbols";

    [StorableConstructor]
    protected TypeCoherentVectorExpressionGrammar(StorableConstructorFlag _) : base(_) { }
    protected TypeCoherentVectorExpressionGrammar(TypeCoherentVectorExpressionGrammar original, Cloner cloner) : base(original, cloner) { }
    public TypeCoherentVectorExpressionGrammar()
      : base(ItemAttribute.GetName(typeof(TypeCoherentVectorExpressionGrammar)), ItemAttribute.GetDescription(typeof(TypeCoherentVectorExpressionGrammar))) {
      Initialize();
    }
    public override IDeepCloneable Clone(Cloner cloner) {
      return new TypeCoherentVectorExpressionGrammar(this, cloner);
    }

    private void Initialize() {
      #region scalar symbol declaration
      var add = new Addition();
      var sub = new Subtraction();
      var mul = new Multiplication();
      var div = new Division();

      var sin = new Sine();
      var cos = new Cosine();
      var tan = new Tangent();

      var exp = new Exponential();
      var log = new Logarithm();

      var square = new Square();
      var sqrt = new SquareRoot();
      var cube = new Cube();
      var cubeRoot = new CubeRoot();
      var power = new Power();
      var root = new Root();

      var constant = new Constant { MinValue = -20, MaxValue = 20 };
      var variable = new Variable();
      var binFactorVariable = new BinaryFactorVariable();
      var factorVariable = new FactorVariable();

      var mean = new Mean();
      var sd = new StandardDeviation();
      var sum = new Sum();
      var length = new Length() { Enabled = false };
      var min = new Min() { Enabled = false };
      var max = new Max() { Enabled = false };
      var variance = new Variance() { Enabled = false };
      var skewness = new Skewness() { Enabled = false };
      var kurtosis = new Kurtosis() { Enabled = false };
      var euclideanDistance = new EuclideanDistance() { Enabled = false };
      var covariance = new Covariance() { Enabled = false };
      #endregion

      #region vector symbol declaration
      var vectoradd = new Addition() { Name = "Vector Addition" };
      var vectorsub = new Subtraction() { Name = "Vector Subtraction" };
      var vectormul = new Multiplication() { Name = "Vector Multiplication" };
      var vectordiv = new Division() { Name = "Vector Division" };

      var vectorsin = new Sine() { Name = "Vector Sine" };
      var vectorcos = new Cosine() { Name = "Vector Cosine" };
      var vectortan = new Tangent() { Name = "Vector Tangent" };

      var vectorexp = new Exponential() { Name = "Vector Exponential" };
      var vectorlog = new Logarithm() { Name = "Vector Logarithm" };

      var vectorsquare = new Square() { Name = "Vector Square" };
      var vectorsqrt = new SquareRoot() { Name = "Vector SquareRoot" };
      var vectorcube = new Cube() { Name = "Vector Cube" };
      var vectorcubeRoot = new CubeRoot() { Name = "Vector CubeRoot" };
      var vectorpower = new Power() { Name = "Vector Power" };
      var vectorroot = new Root() { Name = "Vector Root" };

      var vectorvariable = new Variable() { Name = "Vector Variable" };
      #endregion

      #region group symbol declaration
      var arithmeticSymbols = new GroupSymbol(ArithmeticFunctionsName, new List<ISymbol>() { add, sub, mul, div });
      var trigonometricSymbols = new GroupSymbol(TrigonometricFunctionsName, new List<ISymbol>() { sin, cos, tan });
      var exponentialAndLogarithmicSymbols = new GroupSymbol(ExponentialFunctionsName, new List<ISymbol> { exp, log });
      var powerSymbols = new GroupSymbol(PowerFunctionsName, new List<ISymbol> { square, sqrt, cube, cubeRoot, power, root });
      var terminalSymbols = new GroupSymbol(TerminalsName, new List<ISymbol> { constant, variable, binFactorVariable, factorVariable });
      var statisticsSymbols = new GroupSymbol(VectorStatisticsName, new List<ISymbol> { mean, sd, sum, length, min, max, variance, skewness, kurtosis });
      var distancesSymbols = new GroupSymbol(VectorDistancesName, new List<ISymbol> { euclideanDistance, covariance });
      var aggregationSymbols = new GroupSymbol(VectorAggregationName, new List<ISymbol> { statisticsSymbols, distancesSymbols });
      var scalarSymbols = new GroupSymbol(ScalarSymbolsName, new List<ISymbol>() { arithmeticSymbols, trigonometricSymbols, exponentialAndLogarithmicSymbols, powerSymbols, terminalSymbols, aggregationSymbols });

      var vectorarithmeticSymbols = new GroupSymbol(VectorArithmeticFunctionsName, new List<ISymbol>() { vectoradd, vectorsub, vectormul, vectordiv });
      var vectortrigonometricSymbols = new GroupSymbol(VectorTrigonometricFunctionsName, new List<ISymbol>() { vectorsin, vectorcos, vectortan });
      var vectorexponentialAndLogarithmicSymbols = new GroupSymbol(VectorExponentialFunctionsName, new List<ISymbol> { vectorexp, vectorlog });
      var vectorpowerSymbols = new GroupSymbol(VectorPowerFunctionsName, new List<ISymbol> { vectorsquare, vectorsqrt, vectorcube, vectorcubeRoot, vectorpower, vectorroot });
      var vectorterminalSymbols = new GroupSymbol(VectorTerminalsName, new List<ISymbol> { vectorvariable });
      var vectorSymbols = new GroupSymbol(VectorSymbolsName, new List<ISymbol>() { vectorarithmeticSymbols, vectortrigonometricSymbols, vectorexponentialAndLogarithmicSymbols, vectorpowerSymbols, vectorterminalSymbols });

      //var realValuedSymbols = new GroupSymbol(RealValuedSymbolsName, new List<ISymbol> { scalarSymbols, vectorSymbols });


      #endregion

      //AddSymbol(realValuedSymbols);
      AddSymbol(scalarSymbols);
      AddSymbol(vectorSymbols);

      #region subtree count configuration
      SetSubtreeCount(arithmeticSymbols, 2, 2);
      SetSubtreeCount(trigonometricSymbols, 1, 1);
      SetSubtreeCount(exponentialAndLogarithmicSymbols, 1, 1);
      SetSubtreeCount(square, 1, 1);
      SetSubtreeCount(sqrt, 1, 1);
      SetSubtreeCount(cube, 1, 1);
      SetSubtreeCount(cubeRoot, 1, 1);
      SetSubtreeCount(power, 2, 2);
      SetSubtreeCount(root, 2, 2);
      SetSubtreeCount(exponentialAndLogarithmicSymbols, 1, 1);
      SetSubtreeCount(terminalSymbols, 0, 0);
      SetSubtreeCount(statisticsSymbols, 1, 1);
      SetSubtreeCount(distancesSymbols, 2, 2);

      SetSubtreeCount(vectorarithmeticSymbols, 2, 2);
      SetSubtreeCount(vectortrigonometricSymbols, 1, 1);
      SetSubtreeCount(vectorexponentialAndLogarithmicSymbols, 1, 1);
      SetSubtreeCount(vectorsquare, 1, 1);
      SetSubtreeCount(vectorsqrt, 1, 1);
      SetSubtreeCount(vectorcube, 1, 1);
      SetSubtreeCount(vectorcubeRoot, 1, 1);
      SetSubtreeCount(vectorpower, 2, 2);
      SetSubtreeCount(vectorroot, 2, 2);
      SetSubtreeCount(vectorexponentialAndLogarithmicSymbols, 1, 1);
      SetSubtreeCount(vectorterminalSymbols, 0, 0);
      #endregion

      #region allowed child symbols configuration
      AddAllowedChildSymbol(StartSymbol, scalarSymbols);

      AddAllowedChildSymbol(arithmeticSymbols, scalarSymbols);
      AddAllowedChildSymbol(trigonometricSymbols, scalarSymbols);
      AddAllowedChildSymbol(exponentialAndLogarithmicSymbols, scalarSymbols);
      AddAllowedChildSymbol(powerSymbols, scalarSymbols, 0);
      AddAllowedChildSymbol(power, constant, 1);
      AddAllowedChildSymbol(root, constant, 1);
      AddAllowedChildSymbol(aggregationSymbols, vectorSymbols);

      AddAllowedChildSymbol(vectorarithmeticSymbols, vectorSymbols);
      AddAllowedChildSymbol(vectorarithmeticSymbols, scalarSymbols);
      AddAllowedChildSymbol(vectortrigonometricSymbols, vectorSymbols);
      AddAllowedChildSymbol(vectorexponentialAndLogarithmicSymbols, vectorSymbols);
      AddAllowedChildSymbol(vectorpowerSymbols, vectorSymbols, 0);
      AddAllowedChildSymbol(vectorpower, constant, 1);
      AddAllowedChildSymbol(vectorroot, constant, 1);
      #endregion

      #region default enabled/disabled
      var disabledByDefault = new[] {
        TrigonometricFunctionsName, ExponentialFunctionsName, PowerFunctionsName,
        VectorTrigonometricFunctionsName, VectorExponentialFunctionsName, VectorPowerFunctionsName
      };
      foreach (var grp in Symbols.Where(sym => disabledByDefault.Contains(sym.Name)))
        grp.Enabled = false;
      #endregion
    }

    public override void ConfigureVariableSymbols(IDataAnalysisProblemData problemData) {
      base.ConfigureVariableSymbols(problemData);

      var dataset = problemData.Dataset;
      foreach (var varSymbol in Symbols.OfType<VariableBase>().Where(sym => sym.Name == "Variable")) {
        if (!varSymbol.Fixed) {
          varSymbol.AllVariableNames = problemData.InputVariables.Select(x => x.Value).Where(x => dataset.VariableHasType<double>(x));
          varSymbol.VariableNames = problemData.AllowedInputVariables.Where(x => dataset.VariableHasType<double>(x));
          varSymbol.VariableDataType = typeof(double);
        }
      }
      foreach (var varSymbol in Symbols.OfType<VariableBase>().Where(sym => sym.Name == "Vector Variable")) {
        if (!varSymbol.Fixed) {
          varSymbol.AllVariableNames = problemData.InputVariables.Select(x => x.Value).Where(x => dataset.VariableHasType<DoubleVector>(x));
          varSymbol.VariableNames = problemData.AllowedInputVariables.Where(x => dataset.VariableHasType<DoubleVector>(x));
          varSymbol.VariableDataType = typeof(DoubleVector);
        }
      }
    }
  }
}