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source: branches/HeuristicLab.ExpressionGenerator/HeuristicLab.ExpressionGenerator/3.4/ExpressionTemplate.cs @ 14409

Last change on this file since 14409 was 14409, checked in by bburlacu, 7 years ago

#2704: Initial commit of HeuristicLab.ExpressionGenerator plugin. Note that the code depends on #2703 which should be merged first.

File size: 3.2 KB
Line 
1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2016 Heuristic and Evolutionary Algorithms Laboratory (HEAL)
4 *
5 * This file is part of HeuristicLab.
6 *
7 * HeuristicLab is free software: you can redistribute it and/or modify
8 * it under the terms of the GNU General Public License as published by
9 * the Free Software Foundation, either version 3 of the License, or
10 * (at your option) any later version.
11 *
12 * HeuristicLab is distributed in the hope that it will be useful,
13 * but WITHOUT ANY WARRANTY; without even the implied warranty of
14 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
15 * GNU General Public License for more details.
16 *
17 * You should have received a copy of the GNU General Public License
18 * along with HeuristicLab. If not, see <http://www.gnu.org/licenses/>.
19 */
20#endregion
21
22using System;
23using System.Collections.Generic;
24using System.Linq;
25using HeuristicLab.Core;
26using HeuristicLab.Random;
27
28namespace HeuristicLab.ExpressionGenerator {
29  public abstract class ExpressionTemplate {
30    protected List<Tuple<Expression, double>> arguments;
31    protected readonly Func<IEnumerable<double>, double> transform;
32    protected readonly string label;
33
34    public abstract Expression Instantiate(IRandom random);
35
36    protected ExpressionTemplate(string label, Func<IEnumerable<double>, double> transform) {
37      this.transform = transform;
38      this.label = label;
39    }
40
41    public void AddArgument(Expression expression, double priority = 1d) {
42      arguments = arguments ?? new List<Tuple<Expression, double>>();
43      arguments.Add(Tuple.Create(expression, priority));
44    }
45
46    public void AddArguments(IEnumerable<Expression> expressions) {
47      arguments = arguments ?? new List<Tuple<Expression, double>>();
48      arguments.AddRange(expressions.Select(x => Tuple.Create(x, 1d)));
49    }
50
51    public void AddArguments(IEnumerable<Expression> expressions, IEnumerable<double> priorities) {
52      arguments = arguments ?? new List<Tuple<Expression, double>>();
53      arguments.AddRange(expressions.Zip(priorities, Tuple.Create));
54    }
55  }
56
57  public class RandomArityTemplate : ExpressionTemplate {
58    private readonly IRandom arityDistribution;
59
60    public RandomArityTemplate(string label, Func<IEnumerable<double>, double> transform, IRandom arityDistribution) : base(label, transform) {
61      this.arityDistribution = arityDistribution;
62    }
63
64    public override Expression Instantiate(IRandom random) {
65      var arity = (int)Math.Round(arityDistribution.NextDouble());
66      var args = arguments.SampleProportional(random, arity, arguments.Select(x => x.Item2)).Select(x => x.Item1);
67      return Expression.Function(label, transform, args);
68    }
69  }
70
71  public class FixedArityTemplate : ExpressionTemplate {
72    private readonly int arity;
73    public FixedArityTemplate(string label, Func<IEnumerable<double>, double> transform, int arity) : base(label, transform) {
74      this.arity = arity;
75    }
76
77    public override Expression Instantiate(IRandom random) {
78      var args = arguments.SampleProportional(random, arity, arguments.Select(x => x.Item2)).Select(x => x.Item1);
79      return Expression.Function(label, transform, args);
80    }
81  }
82}
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