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 |
|
---|
22 | using System;
|
---|
23 | using System.Collections.Generic;
|
---|
24 | using System.Globalization;
|
---|
25 | using System.Linq;
|
---|
26 | using System.Text;
|
---|
27 | using HeuristicLab.Collections;
|
---|
28 | using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
|
---|
29 |
|
---|
30 | namespace HeuristicLab.Problems.DataAnalysis.Symbolic {
|
---|
31 | /// <summary>
|
---|
32 | /// Parses mathematical expressions in infix form. E.g. x1 * (3.0 * x2 + x3)
|
---|
33 | /// Identifier format (functions or variables): '_' | letter { '_' | letter | digit }
|
---|
34 | /// Variables names can be set under quotes "" or '' because variable names might contain spaces.
|
---|
35 | /// It is also possible to use functions e.g. log("x1") or real-valued constants e.g. 3.1415 .
|
---|
36 | /// Variable names are case sensitive. Function names are not case sensitive.
|
---|
37 | /// </summary>
|
---|
38 | public class InfixExpressionParser {
|
---|
39 | private enum TokenType { Operator, Identifier, Number, LeftPar, RightPar, End, NA };
|
---|
40 | private class Token {
|
---|
41 | internal double doubleVal;
|
---|
42 | internal string strVal;
|
---|
43 | internal TokenType TokenType;
|
---|
44 | }
|
---|
45 |
|
---|
46 | private class SymbolNameComparer : IEqualityComparer<ISymbol>, IComparer<ISymbol> {
|
---|
47 | public int Compare(ISymbol x, ISymbol y) {
|
---|
48 | return x.Name.CompareTo(y.Name);
|
---|
49 | }
|
---|
50 |
|
---|
51 | public bool Equals(ISymbol x, ISymbol y) {
|
---|
52 | return Compare(x, y) == 0;
|
---|
53 | }
|
---|
54 |
|
---|
55 | public int GetHashCode(ISymbol obj) {
|
---|
56 | return obj.Name.GetHashCode();
|
---|
57 | }
|
---|
58 | }
|
---|
59 | // format name <-> symbol
|
---|
60 | // the lookup table is also used in the corresponding formatter
|
---|
61 | internal static readonly BidirectionalLookup<string, ISymbol>
|
---|
62 | knownSymbols = new BidirectionalLookup<string, ISymbol>(StringComparer.InvariantCulture, new SymbolNameComparer());
|
---|
63 |
|
---|
64 | private Constant constant = new Constant();
|
---|
65 | private Variable variable = new Variable();
|
---|
66 |
|
---|
67 | private ProgramRootSymbol programRootSymbol = new ProgramRootSymbol();
|
---|
68 | private StartSymbol startSymbol = new StartSymbol();
|
---|
69 |
|
---|
70 | static InfixExpressionParser() {
|
---|
71 | // populate bidirectional lookup
|
---|
72 | var dict = new Dictionary<string, ISymbol>
|
---|
73 | {
|
---|
74 | { "+", new Addition()},
|
---|
75 | { "/", new Division()},
|
---|
76 | { "*", new Multiplication()},
|
---|
77 | { "-", new Subtraction()},
|
---|
78 | { "EXP", new Exponential()},
|
---|
79 | { "LOG", new Logarithm()},
|
---|
80 | { "POW", new Power()},
|
---|
81 | { "ROOT", new Root()},
|
---|
82 | { "SQR", new Square() },
|
---|
83 | { "SQRT", new SquareRoot() },
|
---|
84 | { "SIN",new Sine()},
|
---|
85 | { "COS", new Cosine()},
|
---|
86 | { "TAN", new Tangent()},
|
---|
87 | { "AIRYA", new AiryA()},
|
---|
88 | { "AIRYB", new AiryB()},
|
---|
89 | { "BESSEL", new Bessel()},
|
---|
90 | { "COSINT", new CosineIntegral()},
|
---|
91 | { "SININT", new SineIntegral()},
|
---|
92 | { "HYPCOSINT", new HyperbolicCosineIntegral()},
|
---|
93 | { "HYPSININT", new HyperbolicSineIntegral()},
|
---|
94 | { "FRESNELSININT", new FresnelSineIntegral()},
|
---|
95 | { "FRESNELCOSINT", new FresnelCosineIntegral()},
|
---|
96 | { "NORM", new Norm()},
|
---|
97 | { "ERF", new Erf()},
|
---|
98 | { "GAMMA", new Gamma()},
|
---|
99 | { "PSI", new Psi()},
|
---|
100 | { "DAWSON", new Dawson()},
|
---|
101 | { "EXPINT", new ExponentialIntegralEi()},
|
---|
102 | { "MEAN", new Average()},
|
---|
103 | { "IF", new IfThenElse()},
|
---|
104 | { ">", new GreaterThan()},
|
---|
105 | { "<", new LessThan()},
|
---|
106 | { "AND", new And()},
|
---|
107 | { "OR", new Or()},
|
---|
108 | { "NOT", new Not()},
|
---|
109 | { "XOR", new Xor()},
|
---|
110 | { "DIFF", new Derivative()},
|
---|
111 | };
|
---|
112 |
|
---|
113 |
|
---|
114 | foreach (var kvp in dict) {
|
---|
115 | knownSymbols.Add(kvp.Key, kvp.Value);
|
---|
116 | }
|
---|
117 | }
|
---|
118 |
|
---|
119 | public ISymbolicExpressionTree Parse(string str) {
|
---|
120 | ISymbolicExpressionTreeNode root = programRootSymbol.CreateTreeNode();
|
---|
121 | ISymbolicExpressionTreeNode start = startSymbol.CreateTreeNode();
|
---|
122 | var allTokens = GetAllTokens(str).ToArray();
|
---|
123 | ISymbolicExpressionTreeNode mainBranch = ParseS(new Queue<Token>(allTokens));
|
---|
124 |
|
---|
125 | // only a main branch was given => insert the main branch into the default tree template
|
---|
126 | root.AddSubtree(start);
|
---|
127 | start.AddSubtree(mainBranch);
|
---|
128 | return new SymbolicExpressionTree(root);
|
---|
129 | }
|
---|
130 |
|
---|
131 | private IEnumerable<Token> GetAllTokens(string str) {
|
---|
132 | int pos = 0;
|
---|
133 | while (true) {
|
---|
134 | while (pos < str.Length && Char.IsWhiteSpace(str[pos])) pos++;
|
---|
135 | if (pos >= str.Length) {
|
---|
136 | yield return new Token { TokenType = TokenType.End, strVal = "" };
|
---|
137 | yield break;
|
---|
138 | }
|
---|
139 | if (char.IsDigit(str[pos])) {
|
---|
140 | // read number (=> read until white space or operator)
|
---|
141 | var sb = new StringBuilder();
|
---|
142 | sb.Append(str[pos]);
|
---|
143 | pos++;
|
---|
144 | while (pos < str.Length && !char.IsWhiteSpace(str[pos])
|
---|
145 | && (str[pos] != '+' || str[pos-1] == 'e' || str[pos-1] == 'E') // continue reading exponents
|
---|
146 | && (str[pos] != '-' || str[pos - 1] == 'e' || str[pos - 1] == 'E')
|
---|
147 | && str[pos] != '*'
|
---|
148 | && str[pos] != '/'
|
---|
149 | && str[pos] != ')') {
|
---|
150 | sb.Append(str[pos]);
|
---|
151 | pos++;
|
---|
152 | }
|
---|
153 | double dblVal;
|
---|
154 | if (double.TryParse(sb.ToString(), NumberStyles.Float, CultureInfo.InvariantCulture, out dblVal))
|
---|
155 | yield return new Token { TokenType = TokenType.Number, strVal = sb.ToString(), doubleVal = dblVal };
|
---|
156 | else yield return new Token { TokenType = TokenType.NA, strVal = sb.ToString() };
|
---|
157 | } else if (char.IsLetter(str[pos]) || str[pos] == '_') {
|
---|
158 | // read ident
|
---|
159 | var sb = new StringBuilder();
|
---|
160 | sb.Append(str[pos]);
|
---|
161 | pos++;
|
---|
162 | while (pos < str.Length &&
|
---|
163 | (char.IsLetter(str[pos]) || str[pos] == '_' || char.IsDigit(str[pos]))) {
|
---|
164 | sb.Append(str[pos]);
|
---|
165 | pos++;
|
---|
166 | }
|
---|
167 | yield return new Token { TokenType = TokenType.Identifier, strVal = sb.ToString() };
|
---|
168 | } else if (str[pos] == '"') {
|
---|
169 | // read to next "
|
---|
170 | pos++;
|
---|
171 | var sb = new StringBuilder();
|
---|
172 | while (pos < str.Length && str[pos] != '"') {
|
---|
173 | sb.Append(str[pos]);
|
---|
174 | pos++;
|
---|
175 | }
|
---|
176 | if (pos < str.Length && str[pos] == '"') {
|
---|
177 | pos++; // skip "
|
---|
178 | yield return new Token { TokenType = TokenType.Identifier, strVal = sb.ToString() };
|
---|
179 | } else
|
---|
180 | yield return new Token { TokenType = TokenType.NA };
|
---|
181 |
|
---|
182 | } else if (str[pos] == '\'') {
|
---|
183 | // read to next '
|
---|
184 | pos++;
|
---|
185 | var sb = new StringBuilder();
|
---|
186 | while (pos < str.Length && str[pos] != '\'') {
|
---|
187 | sb.Append(str[pos]);
|
---|
188 | pos++;
|
---|
189 | }
|
---|
190 | if (pos < str.Length && str[pos] == '\'') {
|
---|
191 | pos++; // skip '
|
---|
192 | yield return new Token { TokenType = TokenType.Identifier, strVal = sb.ToString() };
|
---|
193 | } else
|
---|
194 | yield return new Token { TokenType = TokenType.NA };
|
---|
195 | } else if (str[pos] == '+') {
|
---|
196 | pos++;
|
---|
197 | yield return new Token { TokenType = TokenType.Operator, strVal = "+" };
|
---|
198 | } else if (str[pos] == '-') {
|
---|
199 | pos++;
|
---|
200 | yield return new Token { TokenType = TokenType.Operator, strVal = "-" };
|
---|
201 | } else if (str[pos] == '/') {
|
---|
202 | pos++;
|
---|
203 | yield return new Token { TokenType = TokenType.Operator, strVal = "/" };
|
---|
204 | } else if (str[pos] == '*') {
|
---|
205 | pos++;
|
---|
206 | yield return new Token { TokenType = TokenType.Operator, strVal = "*" };
|
---|
207 | } else if (str[pos] == '(') {
|
---|
208 | pos++;
|
---|
209 | yield return new Token { TokenType = TokenType.LeftPar, strVal = "(" };
|
---|
210 | } else if (str[pos] == ')') {
|
---|
211 | pos++;
|
---|
212 | yield return new Token { TokenType = TokenType.RightPar, strVal = ")" };
|
---|
213 | }
|
---|
214 | }
|
---|
215 | }
|
---|
216 |
|
---|
217 | // S = Expr EOF
|
---|
218 | // Expr = ['-' | '+'] Term { '+' Term | '-' Term }
|
---|
219 | // Term = Fact { '*' Fact | '/' Fact }
|
---|
220 | // Fact = '(' Expr ')' | funcId '(' Expr ')' | varId | number
|
---|
221 | private ISymbolicExpressionTreeNode ParseS(Queue<Token> tokens) {
|
---|
222 | var expr = ParseExpr(tokens);
|
---|
223 |
|
---|
224 | var endTok = tokens.Dequeue();
|
---|
225 | if (endTok.TokenType != TokenType.End)
|
---|
226 | throw new ArgumentException(string.Format("Expected end of expression (got {0})", endTok.strVal));
|
---|
227 |
|
---|
228 | return expr;
|
---|
229 | }
|
---|
230 | private ISymbolicExpressionTreeNode ParseExpr(Queue<Token> tokens) {
|
---|
231 | var next = tokens.Peek();
|
---|
232 | var posTerms = new List<ISymbolicExpressionTreeNode>();
|
---|
233 | var negTerms = new List<ISymbolicExpressionTreeNode>();
|
---|
234 | bool negateFirstTerm = false;
|
---|
235 | if (next.TokenType == TokenType.Operator && (next.strVal == "+" || next.strVal == "-")) {
|
---|
236 | tokens.Dequeue();
|
---|
237 | if (next.strVal == "-")
|
---|
238 | negateFirstTerm = true;
|
---|
239 | }
|
---|
240 | var t = ParseTerm(tokens);
|
---|
241 | if (negateFirstTerm) negTerms.Add(t);
|
---|
242 | else posTerms.Add(t);
|
---|
243 |
|
---|
244 | next = tokens.Peek();
|
---|
245 | while (next.strVal == "+" || next.strVal == "-") {
|
---|
246 | switch (next.strVal) {
|
---|
247 | case "+": {
|
---|
248 | tokens.Dequeue();
|
---|
249 | var term = ParseTerm(tokens);
|
---|
250 | posTerms.Add(term);
|
---|
251 | break;
|
---|
252 | }
|
---|
253 | case "-": {
|
---|
254 | tokens.Dequeue();
|
---|
255 | var term = ParseTerm(tokens);
|
---|
256 | negTerms.Add(term);
|
---|
257 | break;
|
---|
258 | }
|
---|
259 | }
|
---|
260 | next = tokens.Peek();
|
---|
261 | }
|
---|
262 |
|
---|
263 | var sum = GetSymbol("+").CreateTreeNode();
|
---|
264 | foreach (var posTerm in posTerms) sum.AddSubtree(posTerm);
|
---|
265 | if (negTerms.Any()) {
|
---|
266 | if (negTerms.Count == 1) {
|
---|
267 | var sub = GetSymbol("-").CreateTreeNode();
|
---|
268 | sub.AddSubtree(negTerms.Single());
|
---|
269 | sum.AddSubtree(sub);
|
---|
270 | } else {
|
---|
271 | var sumNeg = GetSymbol("+").CreateTreeNode();
|
---|
272 | foreach (var negTerm in negTerms) sumNeg.AddSubtree(negTerm);
|
---|
273 |
|
---|
274 | var constNode = (ConstantTreeNode)constant.CreateTreeNode();
|
---|
275 | constNode.Value = -1.0;
|
---|
276 | var prod = GetSymbol("*").CreateTreeNode();
|
---|
277 | prod.AddSubtree(constNode);
|
---|
278 | prod.AddSubtree(sumNeg);
|
---|
279 |
|
---|
280 | sum.AddSubtree(prod);
|
---|
281 | }
|
---|
282 | }
|
---|
283 | if (sum.SubtreeCount == 1) return sum.Subtrees.First();
|
---|
284 | else return sum;
|
---|
285 | }
|
---|
286 |
|
---|
287 | private ISymbol GetSymbol(string tok) {
|
---|
288 | var symb = knownSymbols.GetByFirst(tok).FirstOrDefault();
|
---|
289 | if (symb == null) throw new ArgumentException(string.Format("Unknown token {0} found.", tok));
|
---|
290 | return symb;
|
---|
291 | }
|
---|
292 |
|
---|
293 | // Term = Fact { '*' Fact | '/' Fact }
|
---|
294 | private ISymbolicExpressionTreeNode ParseTerm(Queue<Token> tokens) {
|
---|
295 | var factors = new List<ISymbolicExpressionTreeNode>();
|
---|
296 | var firstFactor = ParseFact(tokens);
|
---|
297 | factors.Add(firstFactor);
|
---|
298 |
|
---|
299 | var next = tokens.Peek();
|
---|
300 | while (next.strVal == "*" || next.strVal == "/") {
|
---|
301 | switch (next.strVal) {
|
---|
302 | case "*": {
|
---|
303 | tokens.Dequeue();
|
---|
304 | var fact = ParseFact(tokens);
|
---|
305 | factors.Add(fact);
|
---|
306 | break;
|
---|
307 | }
|
---|
308 | case "/": {
|
---|
309 | tokens.Dequeue();
|
---|
310 | var invFact = ParseFact(tokens);
|
---|
311 | var divNode = GetSymbol("/").CreateTreeNode(); // 1/x
|
---|
312 | divNode.AddSubtree(invFact);
|
---|
313 | factors.Add(divNode);
|
---|
314 | break;
|
---|
315 | }
|
---|
316 | }
|
---|
317 |
|
---|
318 | next = tokens.Peek();
|
---|
319 | }
|
---|
320 | if (factors.Count == 1) return factors.First();
|
---|
321 | else {
|
---|
322 | var prod = GetSymbol("*").CreateTreeNode();
|
---|
323 | foreach (var f in factors) prod.AddSubtree(f);
|
---|
324 | return prod;
|
---|
325 | }
|
---|
326 | }
|
---|
327 |
|
---|
328 | // Fact = '(' Expr ')' | funcId '(' Expr ')' | varId | number
|
---|
329 | private ISymbolicExpressionTreeNode ParseFact(Queue<Token> tokens) {
|
---|
330 | var next = tokens.Peek();
|
---|
331 | if (next.TokenType == TokenType.LeftPar) {
|
---|
332 | tokens.Dequeue();
|
---|
333 | var expr = ParseExpr(tokens);
|
---|
334 | var rPar = tokens.Dequeue();
|
---|
335 | if (rPar.TokenType != TokenType.RightPar)
|
---|
336 | throw new ArgumentException("expected )");
|
---|
337 | return expr;
|
---|
338 | } else if (next.TokenType == TokenType.Identifier) {
|
---|
339 | var idTok = tokens.Dequeue();
|
---|
340 | if (tokens.Peek().TokenType == TokenType.LeftPar) {
|
---|
341 | // function identifier
|
---|
342 | var funcId = idTok.strVal.ToUpperInvariant();
|
---|
343 |
|
---|
344 | var funcNode = GetSymbol(funcId).CreateTreeNode();
|
---|
345 | var lPar = tokens.Dequeue();
|
---|
346 | if (lPar.TokenType != TokenType.LeftPar)
|
---|
347 | throw new ArgumentException("expected (");
|
---|
348 | var expr = ParseExpr(tokens);
|
---|
349 | var rPar = tokens.Dequeue();
|
---|
350 | if (rPar.TokenType != TokenType.RightPar)
|
---|
351 | throw new ArgumentException("expected )");
|
---|
352 |
|
---|
353 | funcNode.AddSubtree(expr);
|
---|
354 | return funcNode;
|
---|
355 | } else {
|
---|
356 | // variable
|
---|
357 | var varNode = (VariableTreeNode)variable.CreateTreeNode();
|
---|
358 | varNode.Weight = 1.0;
|
---|
359 | varNode.VariableName = idTok.strVal;
|
---|
360 | return varNode;
|
---|
361 | }
|
---|
362 | } else if (next.TokenType == TokenType.Number) {
|
---|
363 | var numTok = tokens.Dequeue();
|
---|
364 | var constNode = (ConstantTreeNode)constant.CreateTreeNode();
|
---|
365 | constNode.Value = numTok.doubleVal;
|
---|
366 | return constNode;
|
---|
367 | } else {
|
---|
368 | throw new ArgumentException(string.Format("unexpected token in expression {0}", next.strVal));
|
---|
369 | }
|
---|
370 | }
|
---|
371 | }
|
---|
372 | }
|
---|