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source: branches/HeuristicLab.Problems.GrammaticalOptimization/HeuristicLab.Problems.GrammaticalOptimization.SymbReg/ExpressionCompiler.cs @ 12014

Last change on this file since 12014 was 12014, checked in by gkronber, 9 years ago

#2283: worked on transformation of arithmetic expressions to canonical form

File size: 5.9 KB
Line 
1using System;
2using System.Collections.Generic;
3using System.Diagnostics.Eventing.Reader;
4using System.Linq;
5using System.Runtime.CompilerServices;
6using System.Runtime.Remoting.Messaging;
7using System.Text;
8using System.Threading.Tasks;
9using AutoDiff;
10using HeuristicLab.Common;
11
12namespace HeuristicLab.Problems.GrammaticalOptimization {
13  public class ExpressionCompiler {
14    private string sentence;
15    private int syIdx;
16    // compiles sentences from L(G(Expr)) using AutoDiff
17    // does not compile to IL it is only necessary to calculate gradients for parameter optimization
18    // Expr -> Term { ('+' | '-' | '^' ) Term }
19    // Term -> Fact { ('*' | '%' | '/') Fact }
20    // Fact -> '!' Expr | '(' Expr ')' | Var | const | one
21    // Var -> 'a'..'z'
22    // const -> '0' .. '9'
23    // one -> |    // pipe symbol for constant one instead of ERC 1
24
25    // constants are completely ignored, instead we introduce a multiplicative constant factor for each term and an additive constant term for each expression
26
27    // for boolean problems the symbol * representes the AND operator, the symbol + represents the OR operator, ! = NOT, ^ = XOR
28
29    public void Compile(string sentence, out Term f, Variable[] variables, out Variable[] constants) {
30      InitLex(sentence);
31      var constantsList = new List<Variable>();
32      f = Expr(variables, constantsList);
33      constants = constantsList.ToArray();
34    }
35
36    private void InitLex(string sentence) {
37      this.sentence = sentence;
38      this.syIdx = 0;
39    }
40
41    private char CurSy() {
42      if (syIdx >= sentence.Length) return '\0';
43      return sentence[syIdx];
44    }
45    private void NewSy() {
46      if (syIdx < sentence.Length) syIdx++;
47    }
48
49    // helper for xor
50    private Term Not(Term x) {
51      return 1.0 - x;
52    }
53
54    private Term Expr(IList<Variable> variables, IList<Variable> constants) {
55      var terms = new List<Term>();
56      terms.Add(Term(variables, constants));
57      var curSy = CurSy();
58      while (curSy == '+' || curSy == '-' || curSy == '^') {
59        if (curSy == '+') {
60          NewSy();
61          terms.Add(Term(variables, constants));
62        } else if (curSy == '-') {
63          NewSy();
64          terms.Add(-Term(variables, constants)); // minus
65        } else {
66          NewSy();
67          throw new NotImplementedException();
68          // var e = Expr(variables, constants);
69          // r = Not(r) * e + r * Not(e); // xor = (!x AND y) OR (x AND !y)
70        }
71        curSy = CurSy();
72      }
73
74      // at this point we might have multiple constants in the list of terms but we only need one of them
75      var firstConstant = terms.OfType<Variable>().FirstOrDefault(); // if a term is only a variable then it must be a constant (otherwise (for real variables) it would be a product of two constants)
76      if (firstConstant == null) {
77        // no constant found => add a constant offset for each full expression
78        var offset = new Variable();
79        constants.Add(offset);
80        terms.Add(offset);
81      } else {
82        // there is already a constant => remove all others if there are more
83        var otherConsts = terms.OfType<Variable>().Where(t => t != firstConstant).ToArray();
84        foreach (var otherConst in otherConsts) {
85          terms.Remove(otherConst);
86          constants.Remove(otherConst);
87        }
88      }
89      return TermBuilder.Sum(terms);
90    }
91
92    private Term Term(IList<Variable> variables, IList<Variable> constants) {
93      var factors = new List<Term>();
94      var f = Fact(variables, constants);
95      if (f != null) factors.Add(f);
96      var curSy = CurSy();
97      while (curSy == '*' || curSy == '%' || curSy == '/') { // division and protected division symbols are handled in the same way
98        if (curSy == '*') {
99          NewSy();
100          f = Fact(variables, constants); // fact might return null (for constants)
101          if (f != null) factors.Add(f);
102        } else {
103          NewSy();
104          f = Fact(variables, constants);
105          if (f != null) factors.Add(1.0 / f); // cannot use protected division here
106        }
107        curSy = CurSy();
108      }
109
110      // generate a constant factor (scale) for each full term
111      // since we ignore constants in the string it could be possible that factors is still empty at this point
112      var scale = new Variable();
113      constants.Add(scale);
114      factors.Add(scale);
115
116      if (factors.Count == 1) return factors[0];
117      else if (factors.Count == 2) return factors[0] * factors[1];
118      else return TermBuilder.Product(factors[0], factors[1], factors.Skip(2).ToArray());
119    }
120
121    private Term Fact(IList<Variable> variables, IList<Variable> constants) {
122      Term r = null;
123      var curSy = CurSy();
124      if (curSy == '!') {
125        NewSy();
126        r = Not(Expr(variables, constants));
127      } else if (curSy == '(') {
128        NewSy();
129        r = Expr(variables, constants);
130        if (CurSy() != ')') throw new ArgumentException();
131        NewSy();
132      } else if (curSy >= 'a' && curSy <= 'z') {
133        var varIdx = (byte)curSy - (byte)'a';
134        if (varIdx >= variables.Count) throw new ArgumentException();
135        r = variables[varIdx];
136        NewSy();
137      } else if (curSy == '|') {
138        // pipe symbol is used in the expressionextender to represent constant one (|/x).
139        // this is necessary because we also use symbols 0..9 as indices for ERCs
140        r = 1.0;
141        NewSy();
142      } else if (curSy >= '0' && curSy <= '9') {
143        int o = (byte)curSy - (byte)'0';
144        //int o = Convert.ToByte(CurSy()) - Convert.ToByte('a');
145        if (o < 0 || o >= 10) throw new ArgumentException();
146
147        // completely ignore existing constants
148
149        // var newConst = new Variable();
150        // constants.Add(newConst);
151        // r = newConst;
152        NewSy();
153      } else throw new ArgumentException();
154      return r;
155    }
156
157  }
158}
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