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source: addons/HeuristicLab.PushGP/HeuristicLab.Problems.ProgramSynthesis/Push/Generators/CodeGenerator/RecursiveCodeGenerator.cs @ 17104

Last change on this file since 17104 was 15273, checked in by pkimmesw, 7 years ago

#2665 Started Plush Encoding, Added Zero Error Individual Count Analyzer

File size: 3.2 KB
Line 
1namespace HeuristicLab.Problems.ProgramSynthesis.Push.Generators.CodeGenerator {
2  using System;
3  using System.Collections.Generic;
4  using System.Linq;
5  using Configuration;
6  using Core;
7  using Data.Pool;
8  using Expressions;
9
10  using HeuristicLab.Random;
11
12  /// <summary>
13  ///     The following is the standard Push random code generation algorithm, which is used for the CODE.RAND instruction.
14  ///     It may also be useful for the initialization of programs in evolutionary computation systems, and it is used for
15  ///     this purpose in PushGP.
16  ///     It produces a uniform distribution of sizes and what seems to be a reasonable distribution of shapes, in a
17  ///     reasonable amount of time.
18  /// </summary>
19  /// <see cref="http://faculty.hampshire.edu/lspector/push3-description.html#RandomCode" />
20  public class RecursiveCodeGenerator {
21
22    public static PushProgram RandomProgram(IManagedPool<PushProgram> pool, int maxPoints, IRandom random = null, IReadOnlyPushConfiguration pushGpConfiguration = null, IDictionary<string, Expression> customExpressions = null) {
23      var code = RandomCode(maxPoints, random, pushGpConfiguration, customExpressions);
24
25      return PushProgram.Create(pool, code.ToList());
26    }
27
28    public static PushProgram RandomProgram(int maxPoints, IRandom random = null, IReadOnlyPushConfiguration pushGpConfiguration = null, IDictionary<string, Expression> customExpressions = null) {
29      var code = RandomCode(maxPoints, random, pushGpConfiguration, customExpressions);
30
31      return new PushProgram(code.ToList());
32    }
33
34    public static IEnumerable<Expression> RandomCode(int maxPoints, IRandom random = null, IReadOnlyPushConfiguration pushGpConfiguration = null, IDictionary<string, Expression> customExpressions = null) {
35      if (maxPoints == 0)
36        return new Expression[0];
37
38      random = random ?? new FastRandom();
39      pushGpConfiguration = pushGpConfiguration ?? new PushConfiguration();
40
41      if (pushGpConfiguration.EnabledExpressions.Count == 0)
42        return new Expression[0];
43
44      var actualPoints = maxPoints == 1 ? 1 : random.Next(1, Math.Max(1, maxPoints));
45
46      return RandomCodeWithSize(actualPoints, random, pushGpConfiguration, customExpressions);
47    }
48
49    private static IEnumerable<Expression> RandomCodeWithSize(int points, IRandom random, IReadOnlyPushConfiguration pushConfiguration, IDictionary<string, Expression> customExpressions = null) {
50      if (points == 1) {
51        return new[] { CodeGeneratorUtils.MapToExpression(
52          random,
53          pushConfiguration.ErcOptions,
54          pushConfiguration,
55          customExpressions)
56        };
57      }
58
59      var maxParts = points - 1;
60
61      return Decompose(maxParts, maxParts, random)
62        .SelectMany(size => RandomCodeWithSize(size, random, pushConfiguration, customExpressions));
63    }
64
65    private static IEnumerable<int> Decompose(int number, int maxParts, IRandom random) {
66      if ((number == 1) || (maxParts == 1))
67        return new[] { number };
68
69      var thisPart = number == 2 ? 1 : random.Next(1, number - 1);
70
71      return new[] { thisPart }.Concat(Decompose(number - thisPart, maxParts - 1, random));
72    }
73  }
74}
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