[11902] | 1 | using System;
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[11966] | 2 | using System.CodeDom;
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[11902] | 3 | using System.Collections.Generic;
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| 4 | using System.Diagnostics;
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| 5 | using System.Linq;
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[11966] | 6 | using System.Security.Cryptography.X509Certificates;
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[11902] | 7 | using System.Text;
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| 8 | using System.Threading.Tasks;
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| 9 | using HeuristicLab.Common;
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| 10 |
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| 11 | namespace HeuristicLab.Algorithms.Bandits {
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| 12 | // helper to create canonical forms of expressions
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| 13 | // TODO: change symbolicregressionpoly10problem to use this class
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| 14 | // this does not support expressions with constants (in transformations we assume constant opt is used)
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| 15 | // (e.g. we transform all negative signs to + because it is assumed a negative constant can be produced for the term)
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| 16 | public class ExpressionExtender {
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| 17 |
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| 18 | // supports the grammar
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| 19 | // G(E):
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[12024] | 20 | // E -> V | V+E | V-E | V*E | V%E | (E)
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[11902] | 21 | // V -> <variables>
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| 22 | // ";
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| 23 |
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[12024] | 24 | // might produce expressions of the form /x (= 1/x)
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[12014] | 25 | // the pipe symbol | is used for the constant one (in comparison to other constants)
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[11966] | 26 | private string sentence;
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| 27 | private int syIdx;
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[11902] | 28 |
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| 29 | public string CanonicalRepresentation(string phrase) {
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[11966] | 30 | InitLex(phrase);
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| 31 | var e = CanonicalExpr();
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[12024] | 32 | return e.ToString();
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[11902] | 33 | }
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| 34 |
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[11966] | 35 |
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| 36 | private void InitLex(string sentence) {
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| 37 | this.sentence = sentence;
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| 38 | this.syIdx = 0;
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| 39 | }
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| 40 |
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| 41 | private char CurSy() {
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| 42 | if (syIdx >= sentence.Length) return '\0';
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| 43 | return sentence[syIdx];
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| 44 | }
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| 45 | private void NewSy() {
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| 46 | if (syIdx < sentence.Length) syIdx++;
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| 47 | }
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| 48 |
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[11972] | 49 | // an expression is a sorted set of terms
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[11966] | 50 | // a term is an (ordered) list of factors
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[11972] | 51 | // a factor is either a single symbol or an inverted expression
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[11966] | 52 | // CanonicalExpression reads multiple terms (expressions) and must merge the terms in the expression (ordering and duplicates)
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| 53 | // CanonicalTerm reads multiple factors and must expand factors whenever it reads a combined factor (expression) it produces an expression
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| 54 | // CanonicalFactor produces an expression
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| 55 |
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| 56 |
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| 57 | // canonical expression returns either a single term or a set of terms
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| 58 | private Expr CanonicalExpr() {
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| 59 | var terms = new List<Expr>();
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| 60 | terms.Add(CanonicalTerm());
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| 61 | var curSy = CurSy();
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[11902] | 62 | while (curSy == '+' || curSy == '-' || curSy == '^') {
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| 63 | if (curSy == '+') {
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[11966] | 64 | NewSy();
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| 65 | terms.Add(CanonicalTerm());
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[11902] | 66 | } else if (curSy == '-') {
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[11966] | 67 | NewSy();
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| 68 | terms.Add(CanonicalTerm()); // minus is the same as plus assuming constant opt
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[11902] | 69 | } else {
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[11966] | 70 | NewSy();
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[11902] | 71 | throw new NotImplementedException();
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| 72 | // var e = Expr(variables, constants);
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| 73 | // r = Not(r) * e + r * Not(e); // xor = (!x AND y) OR (x AND !y)
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| 74 | }
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[11966] | 75 | curSy = CurSy();
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[11902] | 76 | }
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| 77 |
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[11966] | 78 | return new Expr(terms.SelectMany(t => t.Terms));
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[11902] | 79 | }
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| 80 |
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[11966] | 81 | // canonical term returns either a single term (product of factors) or a set of terms
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| 82 | private Expr CanonicalTerm() {
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[11972] | 83 | var factors = new List<Factor>();
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[11966] | 84 | var f = CanonicalFact();
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[11902] | 85 | if (f != null) factors.Add(f);
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[11966] | 86 | var curSy = CurSy();
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[11902] | 87 | while (curSy == '*' || curSy == '%') {
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| 88 | if (curSy == '*') {
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[11966] | 89 | NewSy();
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| 90 | f = CanonicalFact();
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[11902] | 91 | if (f != null) factors.Add(f);
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| 92 | } else {
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[11966] | 93 | NewSy();
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| 94 | f = CanonicalFact();
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[12014] | 95 | // if there is only one term we can add multiple inverted simple factors instead of the whole inverted expression
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| 96 | if (!f.IsSimpleFactor && f.Expr.Terms.Count == 1) {
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| 97 | foreach (var invF in f.Expr.Terms.First().Factors) {
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[12024] | 98 | if (invF.ToString() == "1") continue;
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[12014] | 99 | invF.Invert();
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| 100 | factors.Add(invF);
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| 101 | }
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| 102 | } else {
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| 103 | f.Invert();
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| 104 | if (f != null) factors.Add(f);
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| 105 | }
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[11902] | 106 | }
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[11966] | 107 | curSy = CurSy();
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[11902] | 108 | }
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[12014] | 109 |
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| 110 | factors = CancelFactors(factors).ToList();
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[11972] | 111 | return ExpandFactors(factors);
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| 112 | }
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[11902] | 113 |
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[11966] | 114 | // canonical fact returns a factor (either a singe variable, or a set of terms)
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[11972] | 115 | private Factor CanonicalFact() {
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[11966] | 116 | var curSy = CurSy();
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[11902] | 117 | if (curSy == '!') {
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| 118 | throw new NotSupportedException();
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| 119 | } else if (curSy == '(') {
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[11966] | 120 | NewSy();
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[11972] | 121 | Expr r = CanonicalExpr(); // this is already simplified
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[11966] | 122 | if (CurSy() != ')') throw new ArgumentException();
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| 123 | NewSy();
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[11972] | 124 | return new Factor(r);
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[11902] | 125 | } else if (curSy >= 'a' && curSy <= 'z') {
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[11966] | 126 | NewSy();
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[11972] | 127 | return new Factor(curSy);
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[11902] | 128 | // } else if (curSy >= '0' && curSy <= '9') {
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[11966] | 129 | } else if (curSy >= 'A' && curSy <= 'Z') {
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| 130 | // treat nonterminals in the same way as variables
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| 131 | NewSy();
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[11972] | 132 | return new Factor(curSy);
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[11966] | 133 |
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[11902] | 134 | } else throw new ArgumentException("found symbol " + curSy);
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| 135 | }
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| 136 |
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[11972] | 137 | // a list of factors (symbols, or expressions, and possibly inverses are read
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[12014] | 138 | // a list to factors symbols or expressions and possibly inverses are produced
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[11972] | 139 | // all non-inverse expression factors are expanded
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| 140 | private Expr ExpandFactors(IEnumerable<Factor> factors) {
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| 141 | // if (invFactors.Count > 0) throw new NotImplementedException();
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[12290] | 142 | //Debug.Assert(!factors.First().IsInverse); // the first factor is never an inverted factor
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[11972] | 143 |
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| 144 | // each factor could be a list of terms (expression)
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| 145 |
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| 146 | Expr currentFact = null;
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| 147 | var firstFactor = factors.First();
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[12014] | 148 | if (firstFactor.IsSimpleFactor || firstFactor.IsInverse) currentFact = new Expr(new Term(firstFactor));
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[11972] | 149 | else currentFact = firstFactor.Expr;
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| 150 |
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| 151 | foreach (var fact in factors.Skip(1)) {
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| 152 | Expr curExpr = null;
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| 153 | if (fact.IsSimpleFactor || fact.IsInverse) curExpr = new Expr(new Term(fact));
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| 154 | else curExpr = fact.Expr;
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| 155 | currentFact = AllProducts(currentFact, curExpr);
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| 156 | }
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| 157 | return currentFact;
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| 158 | }
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| 159 |
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| 160 | private Expr AllProducts(Expr a, Expr b) {
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| 161 | var aTerms = a.Terms.ToArray();
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| 162 | var bTerms = b.Terms.ToArray();
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| 163 | var combs = from aT in aTerms
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| 164 | from bT in bTerms
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| 165 | let factors = CancelFactors(aT.Factors.Concat(bT.Factors))
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| 166 | select new Term(factors);
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| 167 | return new Expr(combs);
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| 168 | }
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| 169 |
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| 170 | private IEnumerable<Factor> CancelFactors(IEnumerable<Factor> factors) {
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| 171 | var factorsArr = factors.ToArray();
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| 172 | var results = new List<Factor>(factors);
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| 173 | foreach (var f in factorsArr) {
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[12024] | 174 | if (f.ToString() == "1") results.Remove(f);
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| 175 | if (f.ToString() == "1/(1)") results.Remove(f);
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[11972] | 176 | if (f.IsInverse) {
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| 177 | // find matching
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| 178 | Factor match;
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[12014] | 179 | match = factorsArr.FirstOrDefault(other => !other.IsInverse && f.Cancels(other));
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[11972] | 180 | if (match != null) {
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[12014] | 181 | results.Remove(f);
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| 182 | var idx = results.IndexOf(match);
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| 183 |
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[11972] | 184 | results.Remove(match);
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[12014] | 185 | if (!results.Any())
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[12024] | 186 | results.Insert(idx, new Factor('1')); // when the factor is the last one then insert a one
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[12014] | 187 |
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| 188 | // also mark as cancelled in the factorsArr
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| 189 | idx = Array.IndexOf(factorsArr, match);
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[12024] | 190 | factorsArr[idx] = new Factor('1');
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[11972] | 191 | }
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| 192 | }
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| 193 | }
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[12024] | 194 | if (results.Count == 0) results.Add(new Factor('1'));
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[11972] | 195 | return results;
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| 196 | }
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| 197 |
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[11966] | 198 | #region term
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| 199 | // term can be merged (essentially an ordered list of factors)
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| 200 | internal class Term : IComparable<Term> {
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[11972] | 201 | private readonly SortedList<Factor, int> factors; // factor symbol and the number of occurrences
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[11902] | 202 |
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[11972] | 203 | public IEnumerable<Factor> Factors {
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[11966] | 204 | get {
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[11972] | 205 | return factors.SelectMany(p => Enumerable.Repeat(p.Key, p.Value));
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[11966] | 206 | }
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[11902] | 207 | }
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[11966] | 208 |
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[11972] | 209 | public Term(Factor f) {
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| 210 | factors = new SortedList<Factor, int>();
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| 211 | factors.Add(f, 1);
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[11902] | 212 | }
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[11972] | 213 | public Term(IEnumerable<Factor> factors) {
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| 214 | this.factors = new SortedList<Factor, int>();
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[11966] | 215 | foreach (var f in factors) {
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[11972] | 216 | if (this.factors.ContainsKey(f)) this.factors[f] += 1;
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| 217 | else this.factors.Add(f, 1);
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[11902] | 218 | }
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| 219 | }
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| 220 |
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[11966] | 221 | public int CompareTo(Term other) {
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[11972] | 222 | if (ContainsNonTerminal(Factors) && !ContainsNonTerminal(other.Factors)) {
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[11966] | 223 | return 1;
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[11972] | 224 | } else if (!ContainsNonTerminal(Factors) && ContainsNonTerminal(other.Factors)) {
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[11966] | 225 | return -1;
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| 226 | } else {
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[11972] | 227 | var countComp = Factors.Count().CompareTo(other.Factors.Count());
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[11966] | 228 | if (countComp != 0) return countComp;
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[12024] | 229 | foreach (var pair in Factors.Zip(other.Factors, Tuple.Create)) {
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| 230 | var fComp = pair.Item1.CompareTo(pair.Item2);
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| 231 | if (fComp != 0) return fComp;
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| 232 | }
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| 233 | return 0;
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[11966] | 234 | }
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[11902] | 235 | }
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| 236 |
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| 237 | public override string ToString() {
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[11972] | 238 |
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| 239 | return string.Join("*", Factors);
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[11902] | 240 | }
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| 241 | public override bool Equals(object obj) {
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| 242 | var other = obj as Term;
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| 243 | if (other == null) return false;
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[11972] | 244 | if (this.Factors.Count() != other.Factors.Count()) return false;
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| 245 | if (this.Factors.Zip(other.Factors, Tuple.Create).Any(t => t.Item1 != t.Item2)) return false;
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[11966] | 246 | return true;
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[11902] | 247 | }
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| 248 | public override int GetHashCode() {
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| 249 | var h = 31415;
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[11972] | 250 | foreach (var v in Factors) {
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[11966] | 251 | h ^= v.GetHashCode();
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[11902] | 252 | }
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| 253 | return h;
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| 254 | }
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| 255 | }
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| 256 | #endregion
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[11966] | 257 |
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[11972] | 258 | #region factor
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| 259 | // factors is either a single symbol or an inverted expression
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| 260 | internal class Factor : IComparable<Factor> {
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| 261 | public bool IsSimpleFactor { get { return Expr == null; } }
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| 262 | public char Symbol { get { return symbol; } }
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| 263 | public Expr Expr { get { return expr; } }
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| 264 | public bool IsInverse { get { return inv; } }
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| 265 | private readonly char symbol = '\0';
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| 266 | private readonly Expr expr;
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| 267 | private bool inv;
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| 268 |
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| 269 | public Factor(char f) {
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| 270 | this.symbol = f;
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| 271 | }
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| 272 | public Factor(Expr expr) {
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| 273 | this.expr = expr;
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| 274 | }
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| 275 |
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| 276 | public void Invert() {
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| 277 | this.inv = !inv;
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| 278 | }
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[12014] | 279 | public bool Cancels(Factor other) {
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| 280 | if (this.inv == other.inv) return false;
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| 281 | if (this.Expr != null && other.Expr == null) return false;
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| 282 | if (this.Expr == null && other.Expr != null) return false;
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| 283 | if (Expr == null) return this.Symbol.Equals(other.symbol);
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| 284 | else return this.Expr.CompareTo(other.Expr) == 0;
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| 285 | }
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[11972] | 286 |
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| 287 | public int CompareTo(Factor other) {
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| 288 | // 1) single symbol factors first
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| 289 | // 2) expression factors by expression compare
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| 290 | var crit1 = ContainsNonTerminal(this).CompareTo(ContainsNonTerminal(other));
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| 291 | if (crit1 != 0) return crit1;
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| 292 |
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| 293 | var crit2 = this.IsInverse.CompareTo(other.IsInverse);
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| 294 | if (crit2 != 0) return crit2;
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| 295 |
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| 296 | var crit3 = this.IsSimpleFactor.CompareTo(other.IsSimpleFactor);
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| 297 | if (crit3 != 0) return crit3;
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| 298 |
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| 299 | // both are simple or expressions
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| 300 | if (IsSimpleFactor) return this.symbol.CompareTo(other.symbol);
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| 301 | else return this.Expr.CompareTo(other.Expr);
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| 302 | }
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| 303 |
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| 304 | public override string ToString() {
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| 305 | var s = Expr == null ? symbol.ToString() : "(" + expr.ToString() + ")";
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| 306 | if (IsInverse) {
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[12024] | 307 | return "/" + s;
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[11972] | 308 | } else return s;
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| 309 | }
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| 310 | public override bool Equals(object obj) {
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| 311 | var other = obj as Factor;
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| 312 | if (other == null) return false;
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| 313 | if (IsInverse != other.IsInverse) return false;
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| 314 | if (this.symbol != other.symbol) return false;
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| 315 | if (this.Expr != other.Expr) return false;
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| 316 | return true;
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| 317 | }
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| 318 | public override int GetHashCode() {
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| 319 | var h = 31415;
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| 320 | h ^= symbol.GetHashCode();
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| 321 | if (Expr != null) h ^= Expr.GetHashCode();
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| 322 | return h;
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| 323 | }
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| 324 | }
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| 325 | #endregion
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| 326 |
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[11902] | 327 | #region expr
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| 328 |
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[11966] | 329 | internal class Expr : IComparable<Expr> {
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| 330 | public readonly SortedSet<Term> Terms; // only set for Kind == Expr
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[11972] | 331 | //public bool Inverse;
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[11966] | 332 | public Expr(Term t) {
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| 333 | Terms = new SortedSet<Term>();
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| 334 | Terms.Add(t);
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[11902] | 335 | }
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[11966] | 336 | public Expr(IEnumerable<Term> exprTerms) {
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| 337 | Terms = new SortedSet<Term>();
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| 338 | foreach (var t in exprTerms) {
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| 339 | Terms.Add(t);
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| 340 | }
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[11902] | 341 | }
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| 342 |
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[11966] | 343 | public void Merge(Expr other) {
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| 344 | this.Terms.UnionWith(other.Terms);
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| 345 | }
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| 346 |
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| 347 | public int CompareTo(Expr other) {
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| 348 | var sizeComp = this.Terms.Count.CompareTo(other.Terms.Count);
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| 349 | if (sizeComp != 0) return sizeComp;
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| 350 | // same size => compare terms
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| 351 | foreach (var pair in Terms.Zip(other.Terms, Tuple.Create)) {
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| 352 | var termComp = pair.Item1.CompareTo(pair.Item2);
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| 353 | if (termComp != 0) return termComp;
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| 354 | }
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| 355 | return 0;
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| 356 | }
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| 357 |
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[11902] | 358 | public override string ToString() {
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[11972] | 359 | return string.Join("+", Terms);
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[11902] | 360 | }
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| 361 | public override bool Equals(object obj) {
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| 362 | var other = obj as Expr;
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| 363 | if (other == null) return false;
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| 364 | if (this.Terms.Count() != other.Terms.Count()) return false;
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[11966] | 365 | return this.Terms.Intersect(other.Terms).Count() == this.Terms.Count;
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[11902] | 366 | }
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[12014] | 367 |
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[11902] | 368 | public override int GetHashCode() {
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| 369 | var h = 31415;
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[11966] | 370 | if (Terms != null)
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| 371 | foreach (var t in Terms) {
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| 372 | h ^= t.GetHashCode();
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| 373 | }
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[11902] | 374 | return h;
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| 375 | }
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| 376 | }
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| 377 | #endregion
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[11966] | 378 | internal static bool IsNonTerminal(char symb) {
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| 379 | return symb >= 'A' && symb <= 'Z';
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| 380 | }
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[11972] | 381 | internal static bool ContainsNonTerminal(IEnumerable<Factor> factors) {
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| 382 | return factors.Any(ContainsNonTerminal);
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[11966] | 383 | }
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[11972] | 384 | internal static bool ContainsNonTerminal(Factor f) {
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| 385 | if (f.Expr == null) return IsNonTerminal(f.Symbol);
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| 386 | else return ContainsNonTerminal(f.Expr);
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| 387 | }
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[11902] | 388 |
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[11972] | 389 | private static bool ContainsNonTerminal(Expr expr) {
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| 390 | return expr.Terms.Any(ContainsNonTerminal);
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| 391 | }
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| 392 |
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| 393 | private static bool ContainsNonTerminal(Term term) {
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| 394 | return ContainsNonTerminal(term.Factors);
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| 395 | }
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[11902] | 396 | }
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| 397 | }
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