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source: branches/DataAnalysis.Extensions/HeuristicLab.Encodings.SymbolicExpressionTreeEncoding/3.3/DefaultSymbolicExpressionGrammar.cs @ 6212

Last change on this file since 6212 was 4803, checked in by swinkler, 14 years ago

Created branch for implementing Smalltalk representation of formulas. (#1270)

File size: 15.1 KB
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1#region License Information
2/* HeuristicLab
3 * Copyright (C) 2002-2010 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.Common;
26using HeuristicLab.Core;
27using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding.Symbols;
28using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
29
30namespace HeuristicLab.Encodings.SymbolicExpressionTreeEncoding {
31  /// <summary>
32  /// The default symbolic expression grammar stores symbols and syntactic constraints for symbols.
33  /// Symbols are treated as equvivalent if they have the same name.
34  /// Syntactic constraints limit the number of allowed sub trees for a node with a symbol and which symbols are allowed
35  /// in the sub-trees of a symbol (can be specified for each sub-tree index separately).
36  /// </summary>
37  [StorableClass]
38  [Item("DefaultSymbolicExpressionGrammar", "Represents a grammar that defines the syntax of symbolic expression trees.")]
39  public abstract class DefaultSymbolicExpressionGrammar : Item, ISymbolicExpressionGrammar {
40
41    #region properties for separation between implementation and persistence
42    [Storable]
43    private IEnumerable<KeyValuePair<string, int>> MinSubTreeCount {
44      get { return minSubTreeCount.AsEnumerable(); }
45      set { minSubTreeCount = value.ToDictionary(x => x.Key, x => x.Value); }
46    }
47
48    [Storable]
49    private IEnumerable<KeyValuePair<string, int>> MaxSubTreeCount {
50      get { return maxSubTreeCount.AsEnumerable(); }
51      set { maxSubTreeCount = value.ToDictionary(x => x.Key, x => x.Value); }
52    }
53
54    [Storable]
55    private IEnumerable<KeyValuePair<string, IEnumerable<IEnumerable<string>>>> AllowedChildSymbols {
56      get {
57        return (from parentEntry in allowedChildSymbols
58                let setEnumeration = parentEntry.Value.Select(set => set.AsEnumerable()).ToList()
59                select new KeyValuePair<string, IEnumerable<IEnumerable<string>>>(parentEntry.Key, setEnumeration))
60                .ToList();
61      }
62      set {
63        allowedChildSymbols = new Dictionary<string, List<List<string>>>();
64        foreach (var pair in value) {
65          allowedChildSymbols[pair.Key] = new List<List<string>>();
66          foreach (var entry in pair.Value) {
67            var hashSet = new List<string>();
68            foreach (string child in entry) {
69              hashSet.Add(child);
70            }
71            allowedChildSymbols[pair.Key].Add(hashSet);
72          }
73        }
74      }
75    }
76    [Storable]
77    private IEnumerable<KeyValuePair<string, Symbol>> AllSymbols {
78      get { return allSymbols.AsEnumerable(); }
79      set { allSymbols = value.ToDictionary(x => x.Key, x => x.Value); }
80    }
81    #endregion
82
83    private Dictionary<string, int> minSubTreeCount;
84    private Dictionary<string, int> maxSubTreeCount;
85    private Dictionary<string, List<List<string>>> allowedChildSymbols;
86    private Dictionary<string, Symbol> allSymbols;
87    [Storable]
88    private Symbol startSymbol;
89
90    [StorableConstructor]
91    protected DefaultSymbolicExpressionGrammar(bool deserializing)
92      : base(deserializing) {
93      cachedMinExpressionLength = new Dictionary<string, int>();
94      cachedMaxExpressionLength = new Dictionary<string, int>();
95      cachedMinExpressionDepth = new Dictionary<string, int>();
96    }
97    // cloning ctor
98    protected DefaultSymbolicExpressionGrammar(DefaultSymbolicExpressionGrammar original, Cloner cloner)
99      : base(original, cloner) {
100      this.cachedMinExpressionLength = new Dictionary<string, int>();
101      this.cachedMaxExpressionLength = new Dictionary<string, int>();
102      this.cachedMinExpressionDepth = new Dictionary<string, int>();
103      minSubTreeCount = new Dictionary<string, int>(original.minSubTreeCount);
104      maxSubTreeCount = new Dictionary<string, int>(original.maxSubTreeCount);
105
106      allSymbols = new Dictionary<string, Symbol>();
107      foreach (Symbol symbol in original.allSymbols.Values.Select(s => cloner.Clone(s)))
108        allSymbols.Add(symbol.Name, symbol);
109
110      startSymbol = cloner.Clone<Symbol>(original.startSymbol);
111      allowedChildSymbols = new Dictionary<string, List<List<string>>>();
112      foreach (var entry in original.allowedChildSymbols) {
113        allowedChildSymbols[entry.Key] = new List<List<string>>(entry.Value.Count);
114        foreach (var set in entry.Value) {
115          allowedChildSymbols[entry.Key].Add(new List<string>(set));
116        }
117      }
118    }
119    protected DefaultSymbolicExpressionGrammar()
120      : base() {
121      this.minSubTreeCount = new Dictionary<string, int>();
122      this.maxSubTreeCount = new Dictionary<string, int>();
123      this.allowedChildSymbols = new Dictionary<string, List<List<string>>>();
124      this.allSymbols = new Dictionary<string, Symbol>();
125      this.cachedMinExpressionLength = new Dictionary<string, int>();
126      this.cachedMaxExpressionLength = new Dictionary<string, int>();
127      this.cachedMinExpressionDepth = new Dictionary<string, int>();
128
129      this.startSymbol = new StartSymbol();
130      this.AddSymbol(startSymbol);
131      this.SetMinSubtreeCount(startSymbol, 1);
132      this.SetMaxSubtreeCount(startSymbol, 1);
133    }
134
135    protected DefaultSymbolicExpressionGrammar(ISymbolicExpressionGrammar grammar)
136      : base() {
137      Cloner cloner = new Cloner();
138      this.cachedMinExpressionLength = new Dictionary<string, int>();
139      this.cachedMaxExpressionLength = new Dictionary<string, int>();
140      this.cachedMinExpressionDepth = new Dictionary<string, int>();
141
142      this.minSubTreeCount = new Dictionary<string, int>();
143      this.maxSubTreeCount = new Dictionary<string, int>();
144      this.allowedChildSymbols = new Dictionary<string, List<List<string>>>();
145      this.allSymbols = new Dictionary<string, Symbol>();
146
147      this.StartSymbol = (Symbol)cloner.Clone(grammar.StartSymbol);
148
149      foreach (Symbol symbol in grammar.Symbols) {
150        Symbol clonedSymbol = (Symbol)cloner.Clone(symbol);
151        this.AddSymbol(clonedSymbol);
152        this.SetMinSubtreeCount(clonedSymbol, grammar.GetMinSubtreeCount(symbol));
153        this.SetMaxSubtreeCount(clonedSymbol, grammar.GetMaxSubtreeCount(symbol));
154      }
155
156      foreach (Symbol parent in grammar.Symbols) {
157        for (int i = 0; i < grammar.GetMaxSubtreeCount(parent); i++) {
158          foreach (Symbol child in grammar.Symbols) {
159            if (grammar.IsAllowedChild(parent, child, i)) {
160              this.SetAllowedChild((Symbol)cloner.Clone(parent), (Symbol)cloner.Clone(child), i);
161            }
162          }
163        }
164      }
165    }
166
167    public void Clear() {
168      minSubTreeCount.Clear();
169      maxSubTreeCount.Clear();
170      allowedChildSymbols.Clear();
171      allSymbols.Clear();
172
173      cachedMaxExpressionLength.Clear();
174      cachedMinExpressionLength.Clear();
175      cachedMinExpressionDepth.Clear();
176
177      startSymbol = new StartSymbol();
178      AddSymbol(startSymbol);
179      SetMinSubtreeCount(startSymbol, 1);
180      SetMaxSubtreeCount(startSymbol, 1);
181    }
182
183    #region ISymbolicExpressionGrammar Members
184    public Symbol StartSymbol {
185      get { return startSymbol; }
186      set { startSymbol = value; }
187    }
188
189    public void AddSymbol(Symbol symbol) {
190      if (ContainsSymbol(symbol)) throw new ArgumentException("Symbol " + symbol + " is already defined.");
191      allSymbols.Add(symbol.Name, symbol);
192      allowedChildSymbols[symbol.Name] = new List<List<string>>();
193      ClearCaches();
194    }
195
196    public void RemoveSymbol(Symbol symbol) {
197      foreach (var parent in Symbols) {
198        for (int i = 0; i < GetMaxSubtreeCount(parent); i++)
199          if (IsAllowedChild(parent, symbol, i))
200            allowedChildSymbols[parent.Name][i].Remove(symbol.Name);
201      }
202      allSymbols.Remove(symbol.Name);
203      minSubTreeCount.Remove(symbol.Name);
204      maxSubTreeCount.Remove(symbol.Name);
205      allowedChildSymbols.Remove(symbol.Name);
206      ClearCaches();
207    }
208
209    public IEnumerable<Symbol> Symbols {
210      get { return allSymbols.Values.AsEnumerable(); }
211    }
212
213    public bool ContainsSymbol(Symbol symbol) {
214      return allSymbols.ContainsKey(symbol.Name);
215    }
216
217    public void SetAllowedChild(Symbol parent, Symbol child, int argumentIndex) {
218      if (!ContainsSymbol(parent)) throw new ArgumentException("Unknown symbol: " + parent, "parent");
219      if (!ContainsSymbol(child)) throw new ArgumentException("Unknown symbol: " + child, "child");
220      if (argumentIndex >= GetMaxSubtreeCount(parent)) throw new ArgumentException("Symbol " + parent + " can have only " + GetMaxSubtreeCount(parent) + " subtrees.");
221      allowedChildSymbols[parent.Name][argumentIndex].Add(child.Name);
222      ClearCaches();
223    }
224
225    public bool IsAllowedChild(Symbol parent, Symbol child, int argumentIndex) {
226      if (!ContainsSymbol(parent)) throw new ArgumentException("Unknown symbol: " + parent, "parent");
227      if (!ContainsSymbol(child)) throw new ArgumentException("Unknown symbol: " + child, "child");
228      if (argumentIndex >= GetMaxSubtreeCount(parent)) throw new ArgumentException("Symbol " + parent + " can have only " + GetMaxSubtreeCount(parent) + " subtrees.");
229      return allowedChildSymbols[parent.Name][argumentIndex].Contains(child.Name);
230    }
231
232    private Dictionary<string, int> cachedMinExpressionLength;
233    public int GetMinExpressionLength(Symbol symbol) {
234      if (!ContainsSymbol(symbol)) throw new ArgumentException("Unknown symbol: " + symbol);
235      if (!cachedMinExpressionLength.ContainsKey(symbol.Name)) {
236        cachedMinExpressionLength[symbol.Name] = int.MaxValue; // prevent infinite recursion
237        long sumOfMinExpressionLengths = 1 + (from argIndex in Enumerable.Range(0, GetMinSubtreeCount(symbol))
238                                              let minForSlot = (long)(from s in Symbols
239                                                                      where IsAllowedChild(symbol, s, argIndex)
240                                                                      select GetMinExpressionLength(s)).DefaultIfEmpty(0).Min()
241                                              select minForSlot).DefaultIfEmpty(0).Sum();
242
243        cachedMinExpressionLength[symbol.Name] = (int)Math.Min(sumOfMinExpressionLengths, int.MaxValue);
244      }
245      return cachedMinExpressionLength[symbol.Name];
246    }
247
248    private Dictionary<string, int> cachedMaxExpressionLength;
249    public int GetMaxExpressionLength(Symbol symbol) {
250      if (!ContainsSymbol(symbol)) throw new ArgumentException("Unknown symbol: " + symbol);
251      if (!cachedMaxExpressionLength.ContainsKey(symbol.Name)) {
252        cachedMaxExpressionLength[symbol.Name] = int.MaxValue; // prevent infinite recursion
253        long sumOfMaxTrees = 1 + (from argIndex in Enumerable.Range(0, GetMaxSubtreeCount(symbol))
254                                  let maxForSlot = (long)(from s in Symbols
255                                                          where IsAllowedChild(symbol, s, argIndex)
256                                                          select GetMaxExpressionLength(s)).DefaultIfEmpty(0).Max()
257                                  select maxForSlot).DefaultIfEmpty(0).Sum();
258        long limit = int.MaxValue;
259        cachedMaxExpressionLength[symbol.Name] = (int)Math.Min(sumOfMaxTrees, limit);
260      }
261      return cachedMaxExpressionLength[symbol.Name];
262    }
263
264    private Dictionary<string, int> cachedMinExpressionDepth;
265    public int GetMinExpressionDepth(Symbol symbol) {
266      if (!ContainsSymbol(symbol)) throw new ArgumentException("Unknown symbol: " + symbol);
267      if (!cachedMinExpressionDepth.ContainsKey(symbol.Name)) {
268        cachedMinExpressionDepth[symbol.Name] = int.MaxValue; // prevent infinite recursion
269        cachedMinExpressionDepth[symbol.Name] = 1 + (from argIndex in Enumerable.Range(0, GetMinSubtreeCount(symbol))
270                                                     let minForSlot = (from s in Symbols
271                                                                       where IsAllowedChild(symbol, s, argIndex)
272                                                                       select GetMinExpressionDepth(s)).DefaultIfEmpty(0).Min()
273                                                     select minForSlot).DefaultIfEmpty(0).Max();
274      }
275      return cachedMinExpressionDepth[symbol.Name];
276    }
277
278    public void SetMaxSubtreeCount(Symbol symbol, int nSubTrees) {
279      if (!ContainsSymbol(symbol)) throw new ArgumentException("Unknown symbol: " + symbol);
280      maxSubTreeCount[symbol.Name] = nSubTrees;
281      while (allowedChildSymbols[symbol.Name].Count <= nSubTrees)
282        allowedChildSymbols[symbol.Name].Add(new List<string>());
283      while (allowedChildSymbols[symbol.Name].Count > nSubTrees) {
284        allowedChildSymbols[symbol.Name].RemoveAt(allowedChildSymbols[symbol.Name].Count - 1);
285      }
286      ClearCaches();
287    }
288
289    public void SetMinSubtreeCount(Symbol symbol, int nSubTrees) {
290      if (!ContainsSymbol(symbol)) throw new ArgumentException("Unknown symbol: " + symbol);
291      minSubTreeCount[symbol.Name] = nSubTrees;
292      ClearCaches();
293    }
294
295    public int GetMinSubtreeCount(Symbol symbol) {
296      if (!ContainsSymbol(symbol)) throw new ArgumentException("Unknown symbol: " + symbol);
297      return minSubTreeCount[symbol.Name];
298    }
299
300    public int GetMaxSubtreeCount(Symbol symbol) {
301      if (!ContainsSymbol(symbol)) throw new ArgumentException("Unknown symbol: " + symbol);
302      return maxSubTreeCount[symbol.Name];
303    }
304    #endregion
305
306    private void ClearCaches() {
307      cachedMinExpressionLength.Clear();
308      cachedMaxExpressionLength.Clear();
309      cachedMinExpressionDepth.Clear();
310    }
311
312    protected void InitializeShallowClone(DefaultSymbolicExpressionGrammar original) {
313      minSubTreeCount = new Dictionary<string, int>(original.minSubTreeCount);
314      maxSubTreeCount = new Dictionary<string, int>(original.maxSubTreeCount);
315
316      allSymbols = new Dictionary<string, Symbol>(original.allSymbols);
317      startSymbol = original.startSymbol;
318      allowedChildSymbols = new Dictionary<string, List<List<string>>>(original.allowedChildSymbols.Count);
319      foreach (var entry in original.allowedChildSymbols) {
320        allowedChildSymbols[entry.Key] = new List<List<string>>(entry.Value.Count);
321        foreach (var set in entry.Value) {
322          allowedChildSymbols[entry.Key].Add(new List<string>(set));
323        }
324      }
325    }
326
327  }
328}
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