#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 .
*/
#endregion
using System;
using System.Collections.Generic;
using System.Globalization;
using System.Linq;
using System.Text;
using System.Text.RegularExpressions;
using HEAL.Attic;
using HeuristicLab.Common;
using HeuristicLab.Core;
using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
namespace HeuristicLab.Problems.DataAnalysis.Symbolic {
[Item("C# Symbolic Expression Tree Formatter", "A string formatter that converts symbolic expression trees to C# code.")]
[StorableType("88298836-6087-405A-9354-D4E6864887EB")]
public sealed class CSharpSymbolicExpressionTreeStringFormatter : NamedItem, ISymbolicExpressionTreeStringFormatter {
[StorableConstructor]
private CSharpSymbolicExpressionTreeStringFormatter(StorableConstructorFlag _) : base(_) { }
private CSharpSymbolicExpressionTreeStringFormatter(CSharpSymbolicExpressionTreeStringFormatter original, Cloner cloner) : base(original, cloner) { }
public CSharpSymbolicExpressionTreeStringFormatter()
: base() {
Name = ItemName;
Description = ItemDescription;
}
public override IDeepCloneable Clone(Cloner cloner) {
return new CSharpSymbolicExpressionTreeStringFormatter(this, cloner);
}
public string Format(ISymbolicExpressionTree symbolicExpressionTree) {
// skip root and start symbols
StringBuilder strBuilder = new StringBuilder();
GenerateHeader(strBuilder, symbolicExpressionTree);
FormatRecursively(symbolicExpressionTree.Root.GetSubtree(0).GetSubtree(0), strBuilder);
GenerateFooter(strBuilder);
return strBuilder.ToString();
}
private string VariableName2Identifier(string name) {
/*
* identifier-start-character:
* letter-character
* _ (the underscore character U+005F)
* identifier-part-characters:
* identifier-part-character
* identifier-part-characters identifier-part-character
* identifier-part-character:
* letter-character
* decimal-digit-character
* connecting-character
* combining-character
* formatting-character
* letter-character:
* A Unicode character of classes Lu, Ll, Lt, Lm, Lo, or Nl
* A unicode-escape-sequence representing a character of classes Lu, Ll, Lt, Lm, Lo, or Nl
* combining-character:
* A Unicode character of classes Mn or Mc
* A unicode-escape-sequence representing a character of classes Mn or Mc
* decimal-digit-character:
* A Unicode character of the class Nd
* A unicode-escape-sequence representing a character of the class Nd
* connecting-character:
* A Unicode character of the class Pc
* A unicode-escape-sequence representing a character of the class Pc
* formatting-character:
* A Unicode character of the class Cf
* A unicode-escape-sequence representing a character of the class Cf
*/
var invalidIdentifierStarts = new Regex(@"[^_\p{Lu}\p{Ll}\p{Lt}\p{Lm}\p{Lo}\p{Nl}]");
var invalidIdentifierParts = new Regex(@"[^\p{Lu}\p{Ll}\p{Lt}\p{Lm}\p{Lo}\p{Nl}\p{Mn}\p{Mc}\p{Nd}\p{Pc}\p{Cf}]");
return "@" +
(invalidIdentifierStarts.IsMatch(name.Substring(0, 1)) ? "_" : "") + // prepend '_' if necessary
invalidIdentifierParts.Replace(name, "_");
}
private void FormatRecursively(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
// TODO: adapt to interpreter semantics. The HL interpreter also allows Boolean operations on reals
if (node.Subtrees.Any()) {
if (node.Symbol is Addition) {
FormatOperator(node, "+", strBuilder);
} else if (node.Symbol is And) {
FormatOperator(node, "&&", strBuilder);
} else if (node.Symbol is Average) {
FormatFunction(node, "Average", strBuilder);
} else if (node.Symbol is Cosine) {
FormatFunction(node, "Math.Cos", strBuilder);
} else if (node.Symbol is Division) {
FormatDivision(node, strBuilder);
} else if (node.Symbol is Exponential) {
FormatFunction(node, "Math.Exp", strBuilder);
} else if (node.Symbol is GreaterThan) {
FormatOperator(node, ">", strBuilder);
} else if (node.Symbol is IfThenElse) {
FormatFunction(node, "EvaluateIf", strBuilder);
} else if (node.Symbol is LessThan) {
FormatOperator(node, "<", strBuilder);
} else if (node.Symbol is Logarithm) {
FormatFunction(node, "Math.Log", strBuilder);
} else if (node.Symbol is Multiplication) {
FormatOperator(node, "*", strBuilder);
} else if (node.Symbol is Not) {
FormatOperator(node, "!", strBuilder);
} else if (node.Symbol is Or) {
FormatOperator(node, "||", strBuilder);
} else if (node.Symbol is Xor) {
FormatOperator(node, "^", strBuilder);
} else if (node.Symbol is Sine) {
FormatFunction(node, "Math.Sin", strBuilder);
} else if (node.Symbol is Subtraction) {
FormatSubtraction(node, strBuilder);
} else if (node.Symbol is Tangent) {
FormatFunction(node, "Math.Tan", strBuilder);
} else if (node.Symbol is HyperbolicTangent) {
FormatFunction(node, "Math.Tanh", strBuilder);
} else if (node.Symbol is Square) {
FormatSquare(node, strBuilder);
} else if (node.Symbol is SquareRoot) {
FormatFunction(node, "Math.Sqrt", strBuilder);
} else if (node.Symbol is Cube) {
FormatPower(node, strBuilder, "3");
} else if (node.Symbol is CubeRoot) {
strBuilder.Append("Cbrt(");
FormatRecursively(node.GetSubtree(0), strBuilder);
strBuilder.Append(")");
} else if (node.Symbol is Power) {
FormatFunction(node, "Math.Pow", strBuilder);
} else if (node.Symbol is Root) {
FormatRoot(node, strBuilder);
} else if (node.Symbol is Absolute) {
FormatFunction(node, "Math.Abs", strBuilder);
} else if (node.Symbol is AnalyticQuotient) {
strBuilder.Append("(");
FormatRecursively(node.GetSubtree(0), strBuilder);
strBuilder.Append(" / Math.Sqrt(1 + Math.Pow(");
FormatRecursively(node.GetSubtree(1), strBuilder);
strBuilder.Append(" , 2) )");
} else {
throw new NotSupportedException("Formatting of symbol: " + node.Symbol + " not supported for C# symbolic expression tree formatter.");
}
} else {
if (node is VariableTreeNode) {
var varNode = node as VariableTreeNode;
strBuilder.AppendFormat("{0} * {1}", VariableName2Identifier(varNode.VariableName), varNode.Weight.ToString("g17", CultureInfo.InvariantCulture));
} else if (node is ConstantTreeNode) {
var constNode = node as ConstantTreeNode;
strBuilder.Append(constNode.Value.ToString("g17", CultureInfo.InvariantCulture));
} else if (node.Symbol is FactorVariable) {
var factorNode = node as FactorVariableTreeNode;
FormatFactor(factorNode, strBuilder);
} else if (node.Symbol is BinaryFactorVariable) {
var binFactorNode = node as BinaryFactorVariableTreeNode;
FormatBinaryFactor(binFactorNode, strBuilder);
} else {
throw new NotSupportedException("Formatting of symbol: " + node.Symbol + " not supported for C# symbolic expression tree formatter.");
}
}
}
private void FormatFactor(FactorVariableTreeNode node, StringBuilder strBuilder) {
strBuilder.AppendFormat("EvaluateFactor({0}, new [] {{ {1} }}, new [] {{ {2} }})", VariableName2Identifier(node.VariableName),
string.Join(",", node.Symbol.GetVariableValues(node.VariableName).Select(name => "\"" + name + "\"")), string.Join(",", node.Weights.Select(v => v.ToString(CultureInfo.InvariantCulture))));
}
private void FormatBinaryFactor(BinaryFactorVariableTreeNode node, StringBuilder strBuilder) {
strBuilder.AppendFormat(CultureInfo.InvariantCulture, "EvaluateBinaryFactor({0}, \"{1}\", {2})", VariableName2Identifier(node.VariableName), node.VariableValue, node.Weight);
}
private void FormatSquare(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
FormatPower(node, strBuilder, "2");
}
private void FormatPower(ISymbolicExpressionTreeNode node, StringBuilder strBuilder, string exponent) {
strBuilder.Append("Math.Pow(");
FormatRecursively(node.GetSubtree(0), strBuilder);
strBuilder.Append($", {exponent})");
}
private void FormatRoot(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
strBuilder.Append("Math.Pow(");
FormatRecursively(node.GetSubtree(0), strBuilder);
strBuilder.Append(", 1.0 / (");
FormatRecursively(node.GetSubtree(1), strBuilder);
strBuilder.Append("))");
}
private void FormatDivision(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
if (node.SubtreeCount == 1) {
strBuilder.Append("1.0 / ");
FormatRecursively(node.GetSubtree(0), strBuilder);
} else {
FormatRecursively(node.GetSubtree(0), strBuilder);
strBuilder.Append("/ (");
for (int i = 1; i < node.SubtreeCount; i++) {
if (i > 1) strBuilder.Append(" * ");
FormatRecursively(node.GetSubtree(i), strBuilder);
}
strBuilder.Append(")");
}
}
private void FormatSubtraction(ISymbolicExpressionTreeNode node, StringBuilder strBuilder) {
if (node.SubtreeCount == 1) {
strBuilder.Append("-");
FormatRecursively(node.GetSubtree(0), strBuilder);
return;
}
//Default case: more than 1 child
FormatOperator(node, "-", strBuilder);
}
private void FormatOperator(ISymbolicExpressionTreeNode node, string symbol, StringBuilder strBuilder) {
strBuilder.Append("(");
foreach (var child in node.Subtrees) {
FormatRecursively(child, strBuilder);
if (child != node.Subtrees.Last())
strBuilder.Append(" " + symbol + " ");
}
strBuilder.Append(")");
}
private void FormatFunction(ISymbolicExpressionTreeNode node, string function, StringBuilder strBuilder) {
strBuilder.Append(function + "(");
foreach (var child in node.Subtrees) {
FormatRecursively(child, strBuilder);
if (child != node.Subtrees.Last())
strBuilder.Append(", ");
}
strBuilder.Append(")");
}
private void GenerateHeader(StringBuilder strBuilder, ISymbolicExpressionTree symbolicExpressionTree) {
strBuilder.AppendLine("using System;");
strBuilder.AppendLine("using System.Linq;" + Environment.NewLine);
strBuilder.AppendLine("namespace HeuristicLab.Models {");
strBuilder.AppendLine("public static class Model {");
GenerateAverageSource(strBuilder);
GenerateCbrtSource(strBuilder);
GenerateIfThenElseSource(strBuilder);
GenerateFactorSource(strBuilder);
GenerateBinaryFactorSource(strBuilder);
strBuilder.Append(Environment.NewLine + "public static double Evaluate (");
// here we don't have access to problemData to determine the type for each variable (double/string) therefore we must distinguish based on the symbol type
HashSet doubleVarNames = new HashSet();
foreach (var node in symbolicExpressionTree.IterateNodesPostfix().Where(x => x is VariableTreeNode || x is VariableConditionTreeNode)) {
doubleVarNames.Add(((IVariableTreeNode)node).VariableName);
}
HashSet stringVarNames = new HashSet();
foreach (var node in symbolicExpressionTree.IterateNodesPostfix().Where(x => x is BinaryFactorVariableTreeNode || x is FactorVariableTreeNode)) {
stringVarNames.Add(((IVariableTreeNode)node).VariableName);
}
var orderedNames = stringVarNames.OrderBy(n => n, new NaturalStringComparer()).Select(n => "string " + VariableName2Identifier(n) + " /* " + n + " */");
strBuilder.Append(string.Join(", ", orderedNames));
if (stringVarNames.Any() && doubleVarNames.Any())
strBuilder.AppendLine(",");
orderedNames = doubleVarNames.OrderBy(n => n, new NaturalStringComparer()).Select(n => "double " + VariableName2Identifier(n) + " /* " + n + " */");
strBuilder.Append(string.Join(", ", orderedNames));
strBuilder.AppendLine(") {");
strBuilder.Append("double result = ");
}
private void GenerateFooter(StringBuilder strBuilder) {
strBuilder.AppendLine(";");
strBuilder.AppendLine("return result;");
strBuilder.AppendLine("}");
strBuilder.AppendLine("}");
strBuilder.AppendLine("}");
}
private void GenerateAverageSource(StringBuilder strBuilder) {
strBuilder.AppendLine("private static double Average(params double[] values) {");
strBuilder.AppendLine(" return values.Average();");
strBuilder.AppendLine("}");
}
private void GenerateCbrtSource(StringBuilder strBuilder) {
strBuilder.AppendLine("private static double Cbrt(double x) {");
strBuilder.AppendLine(" return x < 0 ? -Math.Pow(-x, 1.0 / 3.0) : Math.Pow(x, 1.0 / 3.0);");
strBuilder.AppendLine("}");
}
private void GenerateIfThenElseSource(StringBuilder strBuilder) {
strBuilder.AppendLine("private static double EvaluateIf(bool condition, double then, double @else) {");
strBuilder.AppendLine(" return condition ? then : @else;");
strBuilder.AppendLine("}");
}
private void GenerateFactorSource(StringBuilder strBuilder) {
strBuilder.AppendLine("private static double EvaluateFactor(string factorValue, string[] factorValues, double[] constants) {");
strBuilder.AppendLine(" for(int i=0;i