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source: branches/3136_Structural_GP/HeuristicLab.Problems.DataAnalysis.Symbolic/3.4/Importer/InfixExpressionParser.cs @ 18067

Last change on this file since 18067 was 18067, checked in by dpiringe, 3 years ago

#3136

  • changed the StructureTemplateView -> nodes of type SubFunctionTreeNode are now clickable
    • still need to overhaul the UI elements
  • added a way to parse SubFunctionTreeNode with a unique name in InfixExpressionParser
File size: 23.0 KB
Line 
1#region License Information
2/* HeuristicLab
3 * Copyright (C) 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.Globalization;
25using System.Linq;
26using System.Text;
27using HeuristicLab.Collections;
28using HeuristicLab.Common;
29using HeuristicLab.Encodings.SymbolicExpressionTreeEncoding;
30
31namespace HeuristicLab.Problems.DataAnalysis.Symbolic {
32  /// <summary>
33  /// Parses mathematical expressions in infix form. E.g. x1 * (3.0 * x2 + x3)
34  /// Identifier format (functions or variables): '_' | letter { '_' | letter | digit }
35  /// Variables names and variable values can be set under quotes "" or '' because variable names might contain spaces.
36  ///   Variable = ident | " ident " | ' ident '
37  /// It is also possible to use functions e.g. log("x1") or real-valued constants e.g. 3.1415 .
38  /// Variable names are case sensitive. Function names are not case sensitive.
39  ///
40  ///
41  /// S             = Expr EOF
42  /// Expr          = ['-' | '+'] Term { '+' Term | '-' Term }
43  /// Term          = Fact { '*' Fact | '/' Fact }
44  /// Fact          = SimpleFact [ '^' SimpleFact ]
45  /// SimpleFact    = '(' Expr ')'
46  ///                 | '{' Expr '}'
47  ///                 | 'LAG' '(' varId ',' ['+' | '-' ] number ')
48  ///                 | funcId '(' ArgList ')'
49  ///                 | VarExpr
50  ///                 | number
51  /// ArgList       = Expr { ',' Expr }
52  /// VarExpr       = varId OptFactorPart
53  /// OptFactorPart = [ ('=' varVal | '[' ['+' | '-' ] number {',' ['+' | '-' ] number } ']' ) ]
54  /// varId         =  ident | ' ident ' | " ident "
55  /// varVal        =  ident | ' ident ' | " ident "
56  /// ident         =  '_' | letter { '_' | letter | digit }
57  /// </summary>
58  public sealed class InfixExpressionParser {
59    private enum TokenType { Operator, Identifier, Number, LeftPar, RightPar, LeftBracket, RightBracket, Comma, Eq, End, NA };
60    private class Token {
61      internal double doubleVal;
62      internal string strVal;
63      internal TokenType TokenType;
64    }
65
66    private class SymbolComparer : IEqualityComparer<ISymbol>, IComparer<ISymbol> {
67      public int Compare(ISymbol x, ISymbol y) {
68        return x.Name.CompareTo(y.Name);
69      }
70
71      public bool Equals(ISymbol x, ISymbol y) {
72        return x.GetType() == y.GetType();
73      }
74
75      public int GetHashCode(ISymbol obj) {
76        return obj.GetType().GetHashCode();
77      }
78    }
79    // format name <-> symbol
80    // the lookup table is also used in the corresponding formatter
81    internal static readonly BidirectionalLookup<string, ISymbol>
82      knownSymbols = new BidirectionalLookup<string, ISymbol>(StringComparer.InvariantCulture, new SymbolComparer());
83    internal static readonly SubFunctionSymbol subFunctionSymbol = new SubFunctionSymbol();
84
85    private Constant constant = new Constant();
86    private Variable variable = new Variable();
87    private BinaryFactorVariable binaryFactorVar = new BinaryFactorVariable();
88    private FactorVariable factorVar = new FactorVariable();
89
90    private ProgramRootSymbol programRootSymbol = new ProgramRootSymbol();
91    private StartSymbol startSymbol = new StartSymbol();
92
93    static InfixExpressionParser() {
94      // populate bidirectional lookup
95      var dict = new Dictionary<string, ISymbol>
96      {
97        { "+", new Addition()},
98        { "/", new Division()},
99        { "*", new Multiplication()},
100        { "-", new Subtraction()},
101        { "^", new Power() },
102        { "ABS", new Absolute() },
103        { "EXP", new Exponential()},
104        { "LOG", new Logarithm()},
105        { "POW", new Power() },
106        { "ROOT", new Root()},
107        { "SQR", new Square() },
108        { "SQRT", new SquareRoot() },
109        { "CUBE", new Cube() },
110        { "CUBEROOT", new CubeRoot() },
111        { "SIN",new Sine()},
112        { "COS", new Cosine()},
113        { "TAN", new Tangent()},
114        { "TANH", new HyperbolicTangent()},
115        { "AIRYA", new AiryA()},
116        { "AIRYB", new AiryB()},
117        { "BESSEL", new Bessel()},
118        { "COSINT", new CosineIntegral()},
119        { "SININT", new SineIntegral()},
120        { "HYPCOSINT", new HyperbolicCosineIntegral()},
121        { "HYPSININT", new HyperbolicSineIntegral()},
122        { "FRESNELSININT", new FresnelSineIntegral()},
123        { "FRESNELCOSINT", new FresnelCosineIntegral()},
124        { "NORM", new Norm()},
125        { "ERF", new Erf()},
126        { "GAMMA", new Gamma()},
127        { "PSI", new Psi()},
128        { "DAWSON", new Dawson()},
129        { "EXPINT", new ExponentialIntegralEi()},
130        { "AQ", new AnalyticQuotient() },
131        { "MEAN", new Average()},
132        { "IF", new IfThenElse()},
133        { "GT", new GreaterThan()},
134        { "LT", new LessThan()},
135        { "AND", new And()},
136        { "OR", new Or()},
137        { "NOT", new Not()},
138        { "XOR", new Xor()},
139        { "DIFF", new Derivative()},
140        { "LAG", new LaggedVariable() }/*,
141        { "F", new SubFunctionSymbol() }*/
142      };
143
144
145      foreach (var kvp in dict) {
146        knownSymbols.Add(kvp.Key, kvp.Value);
147      }
148    }
149
150    public ISymbolicExpressionTree Parse(string str) {
151      ISymbolicExpressionTreeNode root = programRootSymbol.CreateTreeNode();
152      ISymbolicExpressionTreeNode start = startSymbol.CreateTreeNode();
153      var allTokens = GetAllTokens(str).ToArray();
154      ISymbolicExpressionTreeNode mainBranch = ParseS(new Queue<Token>(allTokens));
155
156      // only a main branch was given => insert the main branch into the default tree template
157      root.AddSubtree(start);
158      start.AddSubtree(mainBranch);
159      return new SymbolicExpressionTree(root);
160    }
161
162    private IEnumerable<Token> GetAllTokens(string str) {
163      int pos = 0;
164      while (true) {
165        while (pos < str.Length && Char.IsWhiteSpace(str[pos])) pos++;
166        if (pos >= str.Length) {
167          yield return new Token { TokenType = TokenType.End, strVal = "" };
168          yield break;
169        }
170        if (char.IsDigit(str[pos])) {
171          // read number (=> read until white space or operator or comma)
172          var sb = new StringBuilder();
173          sb.Append(str[pos]);
174          pos++;
175          while (pos < str.Length && !char.IsWhiteSpace(str[pos])
176            && (str[pos] != '+' || str[pos - 1] == 'e' || str[pos - 1] == 'E')     // continue reading exponents
177            && (str[pos] != '-' || str[pos - 1] == 'e' || str[pos - 1] == 'E')
178            && str[pos] != '*'
179            && str[pos] != '/'
180            && str[pos] != '^'
181            && str[pos] != ')'
182            && str[pos] != ']'
183            && str[pos] != '}'
184            && str[pos] != ',') {
185            sb.Append(str[pos]);
186            pos++;
187          }
188          double dblVal;
189          if (double.TryParse(sb.ToString(), NumberStyles.Float, CultureInfo.InvariantCulture, out dblVal))
190            yield return new Token { TokenType = TokenType.Number, strVal = sb.ToString(), doubleVal = dblVal };
191          else yield return new Token { TokenType = TokenType.NA, strVal = sb.ToString() };
192        } else if (char.IsLetter(str[pos]) || str[pos] == '_') {
193          // read ident
194          var sb = new StringBuilder();
195          sb.Append(str[pos]);
196          pos++;
197          while (pos < str.Length &&
198            (char.IsLetter(str[pos]) || str[pos] == '_' || char.IsDigit(str[pos]))) {
199            sb.Append(str[pos]);
200            pos++;
201          }
202          yield return new Token { TokenType = TokenType.Identifier, strVal = sb.ToString() };
203        } else if (str[pos] == '"') {
204          // read to next "
205          pos++;
206          var sb = new StringBuilder();
207          while (pos < str.Length && str[pos] != '"') {
208            sb.Append(str[pos]);
209            pos++;
210          }
211          if (pos < str.Length && str[pos] == '"') {
212            pos++; // skip "
213            yield return new Token { TokenType = TokenType.Identifier, strVal = sb.ToString() };
214          } else
215            yield return new Token { TokenType = TokenType.NA };
216
217        } else if (str[pos] == '\'') {
218          // read to next '
219          pos++;
220          var sb = new StringBuilder();
221          while (pos < str.Length && str[pos] != '\'') {
222            sb.Append(str[pos]);
223            pos++;
224          }
225          if (pos < str.Length && str[pos] == '\'') {
226            pos++; // skip '
227            yield return new Token { TokenType = TokenType.Identifier, strVal = sb.ToString() };
228          } else
229            yield return new Token { TokenType = TokenType.NA };
230        } else if (str[pos] == '+') {
231          pos++;
232          yield return new Token { TokenType = TokenType.Operator, strVal = "+" };
233        } else if (str[pos] == '-') {
234          pos++;
235          yield return new Token { TokenType = TokenType.Operator, strVal = "-" };
236        } else if (str[pos] == '/') {
237          pos++;
238          yield return new Token { TokenType = TokenType.Operator, strVal = "/" };
239        } else if (str[pos] == '*') {
240          pos++;
241          yield return new Token { TokenType = TokenType.Operator, strVal = "*" };
242        } else if (str[pos] == '^') {
243          pos++;
244          yield return new Token { TokenType = TokenType.Operator, strVal = "^" };
245        } else if (str[pos] == '(') {
246          pos++;
247          yield return new Token { TokenType = TokenType.LeftPar, strVal = "(" };
248        } else if (str[pos] == ')') {
249          pos++;
250          yield return new Token { TokenType = TokenType.RightPar, strVal = ")" };
251        } else if (str[pos] == '[') {
252          pos++;
253          yield return new Token { TokenType = TokenType.LeftBracket, strVal = "[" };
254        } else if (str[pos] == ']') {
255          pos++;
256          yield return new Token { TokenType = TokenType.RightBracket, strVal = "]" };
257        } else if (str[pos] == '{') {
258          pos++;
259          yield return new Token { TokenType = TokenType.LeftPar, strVal = "{" };
260        } else if (str[pos] == '}') {
261          pos++;
262          yield return new Token { TokenType = TokenType.RightPar, strVal = "}" };
263        } else if (str[pos] == '=') {
264          pos++;
265          yield return new Token { TokenType = TokenType.Eq, strVal = "=" };
266        } else if (str[pos] == ',') {
267          pos++;
268          yield return new Token { TokenType = TokenType.Comma, strVal = "," };
269        } else {
270          throw new ArgumentException("Invalid character: " + str[pos]);
271        }
272      }
273    }
274    /// S             = Expr EOF
275    private ISymbolicExpressionTreeNode ParseS(Queue<Token> tokens) {
276      var expr = ParseExpr(tokens);
277
278      var endTok = tokens.Dequeue();
279      if (endTok.TokenType != TokenType.End)
280        throw new ArgumentException(string.Format("Expected end of expression (got {0})", endTok.strVal));
281
282      return expr;
283    }
284
285    /// Expr          = ['-' | '+'] Term { '+' Term | '-' Term }
286    private ISymbolicExpressionTreeNode ParseExpr(Queue<Token> tokens) {
287      var next = tokens.Peek();
288      var posTerms = new List<ISymbolicExpressionTreeNode>();
289      var negTerms = new List<ISymbolicExpressionTreeNode>();
290      bool negateFirstTerm = false;
291      if (next.TokenType == TokenType.Operator && (next.strVal == "+" || next.strVal == "-")) {
292        tokens.Dequeue();
293        if (next.strVal == "-")
294          negateFirstTerm = true;
295      }
296      var t = ParseTerm(tokens);
297      if (negateFirstTerm) negTerms.Add(t);
298      else posTerms.Add(t);
299
300      next = tokens.Peek();
301      while (next.strVal == "+" || next.strVal == "-") {
302        switch (next.strVal) {
303          case "+": {
304              tokens.Dequeue();
305              var term = ParseTerm(tokens);
306              posTerms.Add(term);
307              break;
308            }
309          case "-": {
310              tokens.Dequeue();
311              var term = ParseTerm(tokens);
312              negTerms.Add(term);
313              break;
314            }
315        }
316        next = tokens.Peek();
317      }
318
319      var sum = GetSymbol("+").CreateTreeNode();
320      foreach (var posTerm in posTerms) sum.AddSubtree(posTerm);
321      if (negTerms.Any()) {
322        if (negTerms.Count == 1) {
323          var sub = GetSymbol("-").CreateTreeNode();
324          sub.AddSubtree(negTerms.Single());
325          sum.AddSubtree(sub);
326        } else {
327          var sumNeg = GetSymbol("+").CreateTreeNode();
328          foreach (var negTerm in negTerms) sumNeg.AddSubtree(negTerm);
329
330          var constNode = (ConstantTreeNode)constant.CreateTreeNode();
331          constNode.Value = -1.0;
332          var prod = GetSymbol("*").CreateTreeNode();
333          prod.AddSubtree(constNode);
334          prod.AddSubtree(sumNeg);
335
336          sum.AddSubtree(prod);
337        }
338      }
339      if (sum.SubtreeCount == 1) return sum.Subtrees.First();
340      else return sum;
341    }
342
343    private ISymbol GetSymbol(string tok) {
344      if(knownSymbols.ContainsFirst(tok))
345        return knownSymbols.GetByFirst(tok).FirstOrDefault();
346      else
347        return subFunctionSymbol;
348    }
349
350    /// Term          = Fact { '*' Fact | '/' Fact }
351    private ISymbolicExpressionTreeNode ParseTerm(Queue<Token> tokens) {
352      var factors = new List<ISymbolicExpressionTreeNode>();
353      var firstFactor = ParseFact(tokens);
354      factors.Add(firstFactor);
355
356      var next = tokens.Peek();
357      while (next.strVal == "*" || next.strVal == "/") {
358        switch (next.strVal) {
359          case "*": {
360              tokens.Dequeue();
361              var fact = ParseFact(tokens);
362              factors.Add(fact);
363              break;
364            }
365          case "/": {
366              tokens.Dequeue();
367              var invFact = ParseFact(tokens);
368              var divNode = GetSymbol("/").CreateTreeNode(); // 1/x
369              divNode.AddSubtree(invFact);
370              factors.Add(divNode);
371              break;
372            }
373        }
374
375        next = tokens.Peek();
376      }
377      if (factors.Count == 1) return factors.First();
378      else {
379        var prod = GetSymbol("*").CreateTreeNode();
380        foreach (var f in factors) prod.AddSubtree(f);
381        return prod;
382      }
383    }
384
385    // Fact = SimpleFact ['^' SimpleFact]
386    private ISymbolicExpressionTreeNode ParseFact(Queue<Token> tokens) {
387      var expr = ParseSimpleFact(tokens);
388      var next = tokens.Peek();
389      if (next.TokenType == TokenType.Operator && next.strVal == "^") {
390        tokens.Dequeue(); // skip;
391
392        var p = GetSymbol("^").CreateTreeNode();
393        p.AddSubtree(expr);
394        p.AddSubtree(ParseSimpleFact(tokens));
395        expr = p;
396      }
397      return expr;
398    }
399
400
401    /// SimpleFact   = '(' Expr ')'
402    ///                 | '{' Expr '}'
403    ///                 | 'LAG' '(' varId ',' ['+' | '-' ] number ')'
404    ///                 | funcId '(' ArgList ')
405    ///                 | VarExpr
406    ///                 | number
407    /// ArgList       = Expr { ',' Expr }
408    /// VarExpr       = varId OptFactorPart
409    /// OptFactorPart = [ ('=' varVal | '[' ['+' | '-' ] number {',' ['+' | '-' ] number } ']' ) ]
410    /// varId         =  ident | ' ident ' | " ident "
411    /// varVal        =  ident | ' ident ' | " ident "
412    /// ident         =  '_' | letter { '_' | letter | digit }
413    private ISymbolicExpressionTreeNode ParseSimpleFact(Queue<Token> tokens) {
414      var next = tokens.Peek();
415      if (next.TokenType == TokenType.LeftPar) {
416        var initPar = tokens.Dequeue(); // match par type
417        var expr = ParseExpr(tokens);
418        var rPar = tokens.Dequeue();
419        if (rPar.TokenType != TokenType.RightPar)
420          throw new ArgumentException("expected closing parenthesis");
421        if (initPar.strVal == "(" && rPar.strVal == "}")
422          throw new ArgumentException("expected closing )");
423        if (initPar.strVal == "{" && rPar.strVal == ")")
424          throw new ArgumentException("expected closing }");
425        return expr;
426      } else if (next.TokenType == TokenType.Identifier) {
427        var idTok = tokens.Dequeue();
428        if (tokens.Peek().TokenType == TokenType.LeftPar) {
429          // function identifier or LAG
430          var funcId = idTok.strVal.ToUpperInvariant();
431
432          var funcNode = GetSymbol(funcId).CreateTreeNode();
433          var lPar = tokens.Dequeue();
434          if (lPar.TokenType != TokenType.LeftPar)
435            throw new ArgumentException("expected (");
436
437          // handle 'lag' specifically
438          if (funcNode.Symbol is LaggedVariable) {
439            var varId = tokens.Dequeue();
440            if (varId.TokenType != TokenType.Identifier) throw new ArgumentException("Identifier expected. Format for lagged variables: \"lag(x, -1)\"");
441            var comma = tokens.Dequeue();
442            if (comma.TokenType != TokenType.Comma) throw new ArgumentException("',' expected, Format for lagged variables: \"lag(x, -1)\"");
443            double sign = 1.0;
444            if (tokens.Peek().strVal == "+" || tokens.Peek().strVal == "-") {
445              // read sign
446              var signTok = tokens.Dequeue();
447              if (signTok.strVal == "-") sign = -1.0;
448            }
449            var lagToken = tokens.Dequeue();
450            if (lagToken.TokenType != TokenType.Number) throw new ArgumentException("Number expected, Format for lagged variables: \"lag(x, -1)\"");
451            if (!lagToken.doubleVal.IsAlmost(Math.Round(lagToken.doubleVal)))
452              throw new ArgumentException("Time lags must be integer values");
453            var laggedVarNode = funcNode as LaggedVariableTreeNode;
454            laggedVarNode.VariableName = varId.strVal;
455            laggedVarNode.Lag = (int)Math.Round(sign * lagToken.doubleVal);
456            laggedVarNode.Weight = 1.0;
457          } else if (funcNode.Symbol is SubFunctionSymbol) { // SubFunction
458            var subFunction = funcNode as SubFunctionTreeNode;
459            subFunction.Name = next.strVal;
460            // input arguments
461            var args = ParseArgList(tokens);
462            IList<string> arguments = new List<string>();
463            foreach (var arg in args)
464              if(arg is VariableTreeNode varTreeNode)
465                arguments.Add(varTreeNode.VariableName);
466            subFunction.Arguments = arguments;
467          } else {
468            // functions
469            var args = ParseArgList(tokens);
470            // check number of arguments
471            if (funcNode.Symbol.MinimumArity > args.Length || funcNode.Symbol.MaximumArity < args.Length) {
472              throw new ArgumentException(string.Format("Symbol {0} requires between {1} and {2} arguments.", funcId,
473                funcNode.Symbol.MinimumArity, funcNode.Symbol.MaximumArity));
474            }
475            foreach (var arg in args) funcNode.AddSubtree(arg);
476          }
477
478          var rPar = tokens.Dequeue();
479          if (rPar.TokenType != TokenType.RightPar)
480            throw new ArgumentException("expected )");
481
482
483          return funcNode;
484        } else {
485          // variable
486          if (tokens.Peek().TokenType == TokenType.Eq) {
487            // binary factor
488            tokens.Dequeue(); // skip Eq
489            var valTok = tokens.Dequeue();
490            if (valTok.TokenType != TokenType.Identifier) throw new ArgumentException("expected identifier");
491            var binFactorNode = (BinaryFactorVariableTreeNode)binaryFactorVar.CreateTreeNode();
492            binFactorNode.Weight = 1.0;
493            binFactorNode.VariableName = idTok.strVal;
494            binFactorNode.VariableValue = valTok.strVal;
495            return binFactorNode;
496          } else if (tokens.Peek().TokenType == TokenType.LeftBracket) {
497            // factor variable
498            var factorVariableNode = (FactorVariableTreeNode)factorVar.CreateTreeNode();
499            factorVariableNode.VariableName = idTok.strVal;
500
501            tokens.Dequeue(); // skip [
502            var weights = new List<double>();
503            // at least one weight is necessary
504            var sign = 1.0;
505            if (tokens.Peek().TokenType == TokenType.Operator) {
506              var opToken = tokens.Dequeue();
507              if (opToken.strVal == "+") sign = 1.0;
508              else if (opToken.strVal == "-") sign = -1.0;
509              else throw new ArgumentException();
510            }
511            if (tokens.Peek().TokenType != TokenType.Number) throw new ArgumentException("number expected");
512            var weightTok = tokens.Dequeue();
513            weights.Add(sign * weightTok.doubleVal);
514            while (tokens.Peek().TokenType == TokenType.Comma) {
515              // skip comma
516              tokens.Dequeue();
517              if (tokens.Peek().TokenType == TokenType.Operator) {
518                var opToken = tokens.Dequeue();
519                if (opToken.strVal == "+") sign = 1.0;
520                else if (opToken.strVal == "-") sign = -1.0;
521                else throw new ArgumentException();
522              }
523              weightTok = tokens.Dequeue();
524              if (weightTok.TokenType != TokenType.Number) throw new ArgumentException("number expected");
525              weights.Add(sign * weightTok.doubleVal);
526            }
527            var rightBracketToken = tokens.Dequeue();
528            if (rightBracketToken.TokenType != TokenType.RightBracket) throw new ArgumentException("closing bracket ] expected");
529            factorVariableNode.Weights = weights.ToArray();
530            return factorVariableNode;
531          } else {
532            // variable
533            var varNode = (VariableTreeNode)variable.CreateTreeNode();
534            varNode.Weight = 1.0;
535            varNode.VariableName = idTok.strVal;
536            return varNode;
537          }
538        }
539      } else if (next.TokenType == TokenType.Number) {
540        var numTok = tokens.Dequeue();
541        var constNode = (ConstantTreeNode)constant.CreateTreeNode();
542        constNode.Value = numTok.doubleVal;
543        return constNode;
544      } else {
545        throw new ArgumentException(string.Format("unexpected token in expression {0}", next.strVal));
546      }
547    }
548
549    // ArgList = Expr { ',' Expr }
550    private ISymbolicExpressionTreeNode[] ParseArgList(Queue<Token> tokens) {
551      var exprList = new List<ISymbolicExpressionTreeNode>();
552      exprList.Add(ParseExpr(tokens));
553      while (tokens.Peek().TokenType != TokenType.RightPar) {
554        var comma = tokens.Dequeue();
555        if (comma.TokenType != TokenType.Comma) throw new ArgumentException("expected ',' ");
556        exprList.Add(ParseExpr(tokens));
557      }
558      return exprList.ToArray();
559    }
560  }
561}
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