1 | #region License Information
|
---|
2 | /* HeuristicLab
|
---|
3 | * Copyright (C) 2002-2011 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 |
|
---|
22 | using System;
|
---|
23 | using System.Collections.Generic;
|
---|
24 | using System.Linq;
|
---|
25 | using HeuristicLab.Common;
|
---|
26 | using HeuristicLab.Core;
|
---|
27 | using HeuristicLab.Persistence.Default.CompositeSerializers.Storable;
|
---|
28 |
|
---|
29 | namespace HeuristicLab.Encodings.SymbolicExpressionTreeEncoding {
|
---|
30 | /// <summary>
|
---|
31 | /// The default symbolic expression grammar stores symbols and syntactic constraints for symbols.
|
---|
32 | /// Symbols are treated as equvivalent if they have the same name.
|
---|
33 | /// Syntactic constraints limit the number of allowed sub trees for a node with a symbol and which symbols are allowed
|
---|
34 | /// in the sub-trees of a symbol (can be specified for each sub-tree index separately).
|
---|
35 | /// </summary>
|
---|
36 | [StorableClass]
|
---|
37 | [Item("DefaultSymbolicExpressionGrammar", "Represents a grammar that defines the syntax of symbolic expression trees.")]
|
---|
38 | public abstract class DefaultSymbolicExpressionGrammar : Item, ISymbolicExpressionTreeGrammar {
|
---|
39 |
|
---|
40 | #region properties for separation between implementation and persistence
|
---|
41 | [Storable]
|
---|
42 | private IEnumerable<KeyValuePair<string, int>> MinSubTreeCount {
|
---|
43 | get { return minSubTreeCount.AsEnumerable(); }
|
---|
44 | set { minSubTreeCount = value.ToDictionary(x => x.Key, x => x.Value); }
|
---|
45 | }
|
---|
46 |
|
---|
47 | [Storable]
|
---|
48 | private IEnumerable<KeyValuePair<string, int>> MaxSubTreeCount {
|
---|
49 | get { return maxSubTreeCount.AsEnumerable(); }
|
---|
50 | set { maxSubTreeCount = value.ToDictionary(x => x.Key, x => x.Value); }
|
---|
51 | }
|
---|
52 |
|
---|
53 | [Storable]
|
---|
54 | private IEnumerable<KeyValuePair<string, IEnumerable<IEnumerable<string>>>> AllowedChildSymbols {
|
---|
55 | get {
|
---|
56 | return (from parentEntry in allowedChildSymbols
|
---|
57 | let setEnumeration = parentEntry.Value.Select(set => set.AsEnumerable()).ToList()
|
---|
58 | select new KeyValuePair<string, IEnumerable<IEnumerable<string>>>(parentEntry.Key, setEnumeration))
|
---|
59 | .ToList();
|
---|
60 | }
|
---|
61 | set {
|
---|
62 | allowedChildSymbols = new Dictionary<string, List<List<string>>>();
|
---|
63 | foreach (var pair in value) {
|
---|
64 | allowedChildSymbols[pair.Key] = new List<List<string>>();
|
---|
65 | foreach (var entry in pair.Value) {
|
---|
66 | var hashSet = new List<string>();
|
---|
67 | foreach (string child in entry) {
|
---|
68 | hashSet.Add(child);
|
---|
69 | }
|
---|
70 | allowedChildSymbols[pair.Key].Add(hashSet);
|
---|
71 | }
|
---|
72 | }
|
---|
73 | }
|
---|
74 | }
|
---|
75 | [Storable]
|
---|
76 | private IEnumerable<KeyValuePair<string, ISymbol>> AllSymbols {
|
---|
77 | get { return allSymbols.AsEnumerable(); }
|
---|
78 | set { allSymbols = value.ToDictionary(x => x.Key, x => x.Value); }
|
---|
79 | }
|
---|
80 | #endregion
|
---|
81 |
|
---|
82 | private Dictionary<string, int> minSubTreeCount;
|
---|
83 | private Dictionary<string, int> maxSubTreeCount;
|
---|
84 | private Dictionary<string, List<List<string>>> allowedChildSymbols;
|
---|
85 | private Dictionary<string, ISymbol> allSymbols;
|
---|
86 | [Storable]
|
---|
87 | private ISymbol startSymbol;
|
---|
88 |
|
---|
89 | [StorableConstructor]
|
---|
90 | protected DefaultSymbolicExpressionGrammar(bool deserializing)
|
---|
91 | : base(deserializing) {
|
---|
92 | cachedMinExpressionLength = new Dictionary<string, int>();
|
---|
93 | cachedMaxExpressionLength = new Dictionary<string, int>();
|
---|
94 | cachedMinExpressionDepth = new Dictionary<string, int>();
|
---|
95 | }
|
---|
96 | // cloning ctor
|
---|
97 | protected DefaultSymbolicExpressionGrammar(DefaultSymbolicExpressionGrammar original, Cloner cloner)
|
---|
98 | : base(original, cloner) {
|
---|
99 | this.cachedMinExpressionLength = new Dictionary<string, int>();
|
---|
100 | this.cachedMaxExpressionLength = new Dictionary<string, int>();
|
---|
101 | this.cachedMinExpressionDepth = new Dictionary<string, int>();
|
---|
102 | minSubTreeCount = new Dictionary<string, int>(original.minSubTreeCount);
|
---|
103 | maxSubTreeCount = new Dictionary<string, int>(original.maxSubTreeCount);
|
---|
104 |
|
---|
105 | allSymbols = new Dictionary<string, ISymbol>();
|
---|
106 | foreach (ISymbol symbol in original.allSymbols.Values.Select(s => cloner.Clone(s)))
|
---|
107 | allSymbols.Add(symbol.Name, symbol);
|
---|
108 |
|
---|
109 | startSymbol = cloner.Clone<ISymbol>(original.startSymbol);
|
---|
110 | allowedChildSymbols = new Dictionary<string, List<List<string>>>();
|
---|
111 | foreach (var entry in original.allowedChildSymbols) {
|
---|
112 | allowedChildSymbols[entry.Key] = new List<List<string>>(entry.Value.Count);
|
---|
113 | foreach (var set in entry.Value) {
|
---|
114 | allowedChildSymbols[entry.Key].Add(new List<string>(set));
|
---|
115 | }
|
---|
116 | }
|
---|
117 | }
|
---|
118 | protected DefaultSymbolicExpressionGrammar()
|
---|
119 | : base() {
|
---|
120 | this.minSubTreeCount = new Dictionary<string, int>();
|
---|
121 | this.maxSubTreeCount = new Dictionary<string, int>();
|
---|
122 | this.allowedChildSymbols = new Dictionary<string, List<List<string>>>();
|
---|
123 | this.allSymbols = new Dictionary<string, ISymbol>();
|
---|
124 | this.cachedMinExpressionLength = new Dictionary<string, int>();
|
---|
125 | this.cachedMaxExpressionLength = new Dictionary<string, int>();
|
---|
126 | this.cachedMinExpressionDepth = new Dictionary<string, int>();
|
---|
127 |
|
---|
128 | this.startSymbol = new StartSymbol();
|
---|
129 | this.AddSymbol(startSymbol);
|
---|
130 | this.SetMinSubtreeCount(startSymbol, 1);
|
---|
131 | this.SetMaxSubtreeCount(startSymbol, 1);
|
---|
132 | }
|
---|
133 |
|
---|
134 | protected DefaultSymbolicExpressionGrammar(ISymbolicExpressionTreeGrammar grammar)
|
---|
135 | : base() {
|
---|
136 | Cloner cloner = new Cloner();
|
---|
137 | this.cachedMinExpressionLength = new Dictionary<string, int>();
|
---|
138 | this.cachedMaxExpressionLength = new Dictionary<string, int>();
|
---|
139 | this.cachedMinExpressionDepth = new Dictionary<string, int>();
|
---|
140 |
|
---|
141 | this.minSubTreeCount = new Dictionary<string, int>();
|
---|
142 | this.maxSubTreeCount = new Dictionary<string, int>();
|
---|
143 | this.allowedChildSymbols = new Dictionary<string, List<List<string>>>();
|
---|
144 | this.allSymbols = new Dictionary<string, ISymbol>();
|
---|
145 |
|
---|
146 | this.StartSymbol = (ISymbol)cloner.Clone(grammar.StartSymbol);
|
---|
147 |
|
---|
148 | foreach (ISymbol symbol in grammar.Symbols) {
|
---|
149 | ISymbol clonedSymbol = (ISymbol)cloner.Clone(symbol);
|
---|
150 | this.AddSymbol(clonedSymbol);
|
---|
151 | this.SetMinSubtreeCount(clonedSymbol, grammar.GetMinSubtreeCount(symbol));
|
---|
152 | this.SetMaxSubtreeCount(clonedSymbol, grammar.GetMaxSubtreeCount(symbol));
|
---|
153 | }
|
---|
154 |
|
---|
155 | foreach (ISymbol parent in grammar.Symbols) {
|
---|
156 | for (int i = 0; i < grammar.GetMaxSubtreeCount(parent); i++) {
|
---|
157 | foreach (ISymbol child in grammar.Symbols) {
|
---|
158 | if (grammar.IsAllowedChild(parent, child, i)) {
|
---|
159 | this.SetAllowedChild((ISymbol)cloner.Clone(parent), (ISymbol)cloner.Clone(child), i);
|
---|
160 | }
|
---|
161 | }
|
---|
162 | }
|
---|
163 | }
|
---|
164 | }
|
---|
165 |
|
---|
166 | public void Clear() {
|
---|
167 | minSubTreeCount.Clear();
|
---|
168 | maxSubTreeCount.Clear();
|
---|
169 | allowedChildSymbols.Clear();
|
---|
170 | allSymbols.Clear();
|
---|
171 |
|
---|
172 | cachedMaxExpressionLength.Clear();
|
---|
173 | cachedMinExpressionLength.Clear();
|
---|
174 | cachedMinExpressionDepth.Clear();
|
---|
175 |
|
---|
176 | startSymbol = new StartSymbol();
|
---|
177 | AddSymbol(startSymbol);
|
---|
178 | SetMinSubtreeCount(startSymbol, 1);
|
---|
179 | SetMaxSubtreeCount(startSymbol, 1);
|
---|
180 | }
|
---|
181 |
|
---|
182 | #region ISymbolicExpressionGrammar Members
|
---|
183 | public ISymbol StartSymbol {
|
---|
184 | get { return startSymbol; }
|
---|
185 | set { startSymbol = value; }
|
---|
186 | }
|
---|
187 |
|
---|
188 | public void AddSymbol(ISymbol symbol) {
|
---|
189 | if (ContainsSymbol(symbol)) throw new ArgumentException("Symbol " + symbol + " is already defined.");
|
---|
190 | allSymbols.Add(symbol.Name, symbol);
|
---|
191 | allowedChildSymbols[symbol.Name] = new List<List<string>>();
|
---|
192 | ClearCaches();
|
---|
193 | }
|
---|
194 |
|
---|
195 | public void RemoveSymbol(ISymbol symbol) {
|
---|
196 | foreach (var parent in Symbols) {
|
---|
197 | for (int i = 0; i < GetMaxSubtreeCount(parent); i++)
|
---|
198 | if (IsAllowedChild(parent, symbol, i))
|
---|
199 | allowedChildSymbols[parent.Name][i].Remove(symbol.Name);
|
---|
200 | }
|
---|
201 | allSymbols.Remove(symbol.Name);
|
---|
202 | minSubTreeCount.Remove(symbol.Name);
|
---|
203 | maxSubTreeCount.Remove(symbol.Name);
|
---|
204 | allowedChildSymbols.Remove(symbol.Name);
|
---|
205 | ClearCaches();
|
---|
206 | }
|
---|
207 |
|
---|
208 | public IEnumerable<ISymbol> Symbols {
|
---|
209 | get { return allSymbols.Values.AsEnumerable(); }
|
---|
210 | }
|
---|
211 |
|
---|
212 | public bool ContainsSymbol(ISymbol symbol) {
|
---|
213 | return allSymbols.ContainsKey(symbol.Name);
|
---|
214 | }
|
---|
215 |
|
---|
216 | public void SetAllowedChild(ISymbol parent, ISymbol child, int argumentIndex) {
|
---|
217 | if (!ContainsSymbol(parent)) throw new ArgumentException("Unknown symbol: " + parent, "parent");
|
---|
218 | if (!ContainsSymbol(child)) throw new ArgumentException("Unknown symbol: " + child, "child");
|
---|
219 | if (argumentIndex >= GetMaxSubtreeCount(parent)) throw new ArgumentException("Symbol " + parent + " can have only " + GetMaxSubtreeCount(parent) + " subtrees.");
|
---|
220 | allowedChildSymbols[parent.Name][argumentIndex].Add(child.Name);
|
---|
221 | ClearCaches();
|
---|
222 | }
|
---|
223 |
|
---|
224 | public bool IsAllowedChild(ISymbol parent, ISymbol child, int argumentIndex) {
|
---|
225 | if (!ContainsSymbol(parent)) throw new ArgumentException("Unknown symbol: " + parent, "parent");
|
---|
226 | if (!ContainsSymbol(child)) throw new ArgumentException("Unknown symbol: " + child, "child");
|
---|
227 | if (argumentIndex >= GetMaxSubtreeCount(parent)) throw new ArgumentException("Symbol " + parent + " can have only " + GetMaxSubtreeCount(parent) + " subtrees.");
|
---|
228 | return allowedChildSymbols[parent.Name][argumentIndex].Contains(child.Name);
|
---|
229 | }
|
---|
230 |
|
---|
231 | public IEnumerable<ISymbol> GetAllowedSymbols(ISymbol parent, int argumentIndex) {
|
---|
232 | return allowedChildSymbols[parent.Name][argumentIndex].Select(x => allSymbols[x]);
|
---|
233 | }
|
---|
234 |
|
---|
235 | private Dictionary<string, int> cachedMinExpressionLength;
|
---|
236 | public int GetMinExpressionLength(ISymbol symbol) {
|
---|
237 | if (!ContainsSymbol(symbol)) throw new ArgumentException("Unknown symbol: " + symbol);
|
---|
238 | if (!cachedMinExpressionLength.ContainsKey(symbol.Name)) {
|
---|
239 | cachedMinExpressionLength[symbol.Name] = int.MaxValue; // prevent infinite recursion
|
---|
240 | long sumOfMinExpressionLengths = 1 + (from argIndex in Enumerable.Range(0, GetMinSubtreeCount(symbol))
|
---|
241 | let minForSlot = (long)(from s in Symbols
|
---|
242 | where IsAllowedChild(symbol, s, argIndex)
|
---|
243 | select GetMinExpressionLength(s)).DefaultIfEmpty(0).Min()
|
---|
244 | select minForSlot).DefaultIfEmpty(0).Sum();
|
---|
245 |
|
---|
246 | cachedMinExpressionLength[symbol.Name] = (int)Math.Min(sumOfMinExpressionLengths, int.MaxValue);
|
---|
247 | }
|
---|
248 | return cachedMinExpressionLength[symbol.Name];
|
---|
249 | }
|
---|
250 |
|
---|
251 | private Dictionary<string, int> cachedMaxExpressionLength;
|
---|
252 | public int GetMaxExpressionLength(ISymbol symbol) {
|
---|
253 | if (!ContainsSymbol(symbol)) throw new ArgumentException("Unknown symbol: " + symbol);
|
---|
254 | if (!cachedMaxExpressionLength.ContainsKey(symbol.Name)) {
|
---|
255 | cachedMaxExpressionLength[symbol.Name] = int.MaxValue; // prevent infinite recursion
|
---|
256 | long sumOfMaxTrees = 1 + (from argIndex in Enumerable.Range(0, GetMaxSubtreeCount(symbol))
|
---|
257 | let maxForSlot = (long)(from s in Symbols
|
---|
258 | where IsAllowedChild(symbol, s, argIndex)
|
---|
259 | select GetMaxExpressionLength(s)).DefaultIfEmpty(0).Max()
|
---|
260 | select maxForSlot).DefaultIfEmpty(0).Sum();
|
---|
261 | long limit = int.MaxValue;
|
---|
262 | cachedMaxExpressionLength[symbol.Name] = (int)Math.Min(sumOfMaxTrees, limit);
|
---|
263 | }
|
---|
264 | return cachedMaxExpressionLength[symbol.Name];
|
---|
265 | }
|
---|
266 |
|
---|
267 | private Dictionary<string, int> cachedMinExpressionDepth;
|
---|
268 | public int GetMinExpressionDepth(ISymbol symbol) {
|
---|
269 | if (!ContainsSymbol(symbol)) throw new ArgumentException("Unknown symbol: " + symbol);
|
---|
270 | if (!cachedMinExpressionDepth.ContainsKey(symbol.Name)) {
|
---|
271 | cachedMinExpressionDepth[symbol.Name] = int.MaxValue; // prevent infinite recursion
|
---|
272 | cachedMinExpressionDepth[symbol.Name] = 1 + (from argIndex in Enumerable.Range(0, GetMinSubtreeCount(symbol))
|
---|
273 | let minForSlot = (from s in Symbols
|
---|
274 | where IsAllowedChild(symbol, s, argIndex)
|
---|
275 | select GetMinExpressionDepth(s)).DefaultIfEmpty(0).Min()
|
---|
276 | select minForSlot).DefaultIfEmpty(0).Max();
|
---|
277 | }
|
---|
278 | return cachedMinExpressionDepth[symbol.Name];
|
---|
279 | }
|
---|
280 |
|
---|
281 | public void SetMaxSubtreeCount(ISymbol symbol, int nSubTrees) {
|
---|
282 | if (!ContainsSymbol(symbol)) throw new ArgumentException("Unknown symbol: " + symbol);
|
---|
283 | maxSubTreeCount[symbol.Name] = nSubTrees;
|
---|
284 | while (allowedChildSymbols[symbol.Name].Count <= nSubTrees)
|
---|
285 | allowedChildSymbols[symbol.Name].Add(new List<string>());
|
---|
286 | while (allowedChildSymbols[symbol.Name].Count > nSubTrees) {
|
---|
287 | allowedChildSymbols[symbol.Name].RemoveAt(allowedChildSymbols[symbol.Name].Count - 1);
|
---|
288 | }
|
---|
289 | ClearCaches();
|
---|
290 | }
|
---|
291 |
|
---|
292 | public void SetMinSubtreeCount(ISymbol symbol, int nSubTrees) {
|
---|
293 | if (!ContainsSymbol(symbol)) throw new ArgumentException("Unknown symbol: " + symbol);
|
---|
294 | minSubTreeCount[symbol.Name] = nSubTrees;
|
---|
295 | ClearCaches();
|
---|
296 | }
|
---|
297 |
|
---|
298 | public int GetMinSubtreeCount(ISymbol symbol) {
|
---|
299 | if (!ContainsSymbol(symbol)) throw new ArgumentException("Unknown symbol: " + symbol);
|
---|
300 | return minSubTreeCount[symbol.Name];
|
---|
301 | }
|
---|
302 |
|
---|
303 | public int GetMaxSubtreeCount(ISymbol symbol) {
|
---|
304 | if (!ContainsSymbol(symbol)) throw new ArgumentException("Unknown symbol: " + symbol);
|
---|
305 | return maxSubTreeCount[symbol.Name];
|
---|
306 | }
|
---|
307 | #endregion
|
---|
308 |
|
---|
309 | private void ClearCaches() {
|
---|
310 | cachedMinExpressionLength.Clear();
|
---|
311 | cachedMaxExpressionLength.Clear();
|
---|
312 | cachedMinExpressionDepth.Clear();
|
---|
313 | }
|
---|
314 |
|
---|
315 | protected void InitializeShallowClone(DefaultSymbolicExpressionGrammar original) {
|
---|
316 | minSubTreeCount = new Dictionary<string, int>(original.minSubTreeCount);
|
---|
317 | maxSubTreeCount = new Dictionary<string, int>(original.maxSubTreeCount);
|
---|
318 |
|
---|
319 | allSymbols = new Dictionary<string, ISymbol>(original.allSymbols);
|
---|
320 | startSymbol = original.startSymbol;
|
---|
321 | allowedChildSymbols = new Dictionary<string, List<List<string>>>(original.allowedChildSymbols.Count);
|
---|
322 | foreach (var entry in original.allowedChildSymbols) {
|
---|
323 | allowedChildSymbols[entry.Key] = new List<List<string>>(entry.Value.Count);
|
---|
324 | foreach (var set in entry.Value) {
|
---|
325 | allowedChildSymbols[entry.Key].Add(new List<string>(set));
|
---|
326 | }
|
---|
327 | }
|
---|
328 | }
|
---|
329 | }
|
---|
330 | }
|
---|