| [458] | 1 | /* -*- mode: C++; indent-tabs-mode: nil; -*- | 
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|  | 2 | * | 
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|  | 3 | * This file is a part of LEMON, a generic C++ optimization library. | 
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|  | 4 | * | 
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| [1092] | 5 | * Copyright (C) 2003-2013 | 
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| [458] | 6 | * Egervary Jeno Kombinatorikus Optimalizalasi Kutatocsoport | 
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|  | 7 | * (Egervary Research Group on Combinatorial Optimization, EGRES). | 
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|  | 8 | * | 
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|  | 9 | * Permission to use, modify and distribute this software is granted | 
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|  | 10 | * provided that this copyright notice appears in all copies. For | 
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|  | 11 | * precise terms see the accompanying LICENSE file. | 
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|  | 12 | * | 
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|  | 13 | * This software is provided "AS IS" with no warranty of any kind, | 
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|  | 14 | * express or implied, and with no claim as to its suitability for any | 
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|  | 15 | * purpose. | 
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|  | 16 | * | 
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|  | 17 | */ | 
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|  | 18 |  | 
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|  | 19 | #include <sstream> | 
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|  | 20 | #include <lemon/lp_skeleton.h> | 
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|  | 21 | #include "test_tools.h" | 
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|  | 22 | #include <lemon/tolerance.h> | 
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|  | 23 |  | 
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|  | 24 | #include <lemon/config.h> | 
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|  | 25 |  | 
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| [627] | 26 | #ifdef LEMON_HAVE_GLPK | 
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| [461] | 27 | #include <lemon/glpk.h> | 
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| [458] | 28 | #endif | 
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|  | 29 |  | 
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| [627] | 30 | #ifdef LEMON_HAVE_CPLEX | 
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| [461] | 31 | #include <lemon/cplex.h> | 
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| [458] | 32 | #endif | 
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|  | 33 |  | 
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| [627] | 34 | #ifdef LEMON_HAVE_SOPLEX | 
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| [461] | 35 | #include <lemon/soplex.h> | 
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| [458] | 36 | #endif | 
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|  | 37 |  | 
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| [627] | 38 | #ifdef LEMON_HAVE_CLP | 
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| [461] | 39 | #include <lemon/clp.h> | 
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| [459] | 40 | #endif | 
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|  | 41 |  | 
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| [1105] | 42 | #ifdef LEMON_HAVE_LP | 
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|  | 43 | #include <lemon/lp.h> | 
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|  | 44 | #endif | 
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| [458] | 45 | using namespace lemon; | 
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|  | 46 |  | 
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| [988] | 47 | int countCols(LpBase & lp) { | 
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|  | 48 | int count=0; | 
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|  | 49 | for (LpBase::ColIt c(lp); c!=INVALID; ++c) ++count; | 
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|  | 50 | return count; | 
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|  | 51 | } | 
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|  | 52 |  | 
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|  | 53 | int countRows(LpBase & lp) { | 
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|  | 54 | int count=0; | 
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|  | 55 | for (LpBase::RowIt r(lp); r!=INVALID; ++r) ++count; | 
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|  | 56 | return count; | 
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|  | 57 | } | 
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|  | 58 |  | 
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|  | 59 |  | 
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| [459] | 60 | void lpTest(LpSolver& lp) | 
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| [458] | 61 | { | 
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|  | 62 |  | 
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| [459] | 63 | typedef LpSolver LP; | 
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| [458] | 64 |  | 
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| [988] | 65 | // Test LpBase::clear() | 
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|  | 66 | check(countRows(lp)==0, "Wrong number of rows"); | 
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|  | 67 | check(countCols(lp)==0, "Wrong number of cols"); | 
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|  | 68 | lp.addCol(); lp.addRow(); lp.addRow(); | 
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|  | 69 | check(countRows(lp)==2, "Wrong number of rows"); | 
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|  | 70 | check(countCols(lp)==1, "Wrong number of cols"); | 
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|  | 71 | lp.clear(); | 
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|  | 72 | check(countRows(lp)==0, "Wrong number of rows"); | 
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|  | 73 | check(countCols(lp)==0, "Wrong number of cols"); | 
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|  | 74 | lp.addCol(); lp.addCol(); lp.addCol(); lp.addRow(); | 
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|  | 75 | check(countRows(lp)==1, "Wrong number of rows"); | 
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|  | 76 | check(countCols(lp)==3, "Wrong number of cols"); | 
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|  | 77 | lp.clear(); | 
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|  | 78 |  | 
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| [458] | 79 | std::vector<LP::Col> x(10); | 
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|  | 80 | //  for(int i=0;i<10;i++) x.push_back(lp.addCol()); | 
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|  | 81 | lp.addColSet(x); | 
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|  | 82 | lp.colLowerBound(x,1); | 
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|  | 83 | lp.colUpperBound(x,1); | 
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|  | 84 | lp.colBounds(x,1,2); | 
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|  | 85 |  | 
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|  | 86 | std::vector<LP::Col> y(10); | 
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|  | 87 | lp.addColSet(y); | 
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|  | 88 |  | 
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|  | 89 | lp.colLowerBound(y,1); | 
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|  | 90 | lp.colUpperBound(y,1); | 
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|  | 91 | lp.colBounds(y,1,2); | 
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|  | 92 |  | 
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|  | 93 | std::map<int,LP::Col> z; | 
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|  | 94 |  | 
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|  | 95 | z.insert(std::make_pair(12,INVALID)); | 
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|  | 96 | z.insert(std::make_pair(2,INVALID)); | 
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|  | 97 | z.insert(std::make_pair(7,INVALID)); | 
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|  | 98 | z.insert(std::make_pair(5,INVALID)); | 
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|  | 99 |  | 
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|  | 100 | lp.addColSet(z); | 
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|  | 101 |  | 
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|  | 102 | lp.colLowerBound(z,1); | 
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|  | 103 | lp.colUpperBound(z,1); | 
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|  | 104 | lp.colBounds(z,1,2); | 
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|  | 105 |  | 
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|  | 106 | { | 
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|  | 107 | LP::Expr e,f,g; | 
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|  | 108 | LP::Col p1,p2,p3,p4,p5; | 
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|  | 109 | LP::Constr c; | 
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|  | 110 |  | 
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|  | 111 | p1=lp.addCol(); | 
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|  | 112 | p2=lp.addCol(); | 
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|  | 113 | p3=lp.addCol(); | 
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|  | 114 | p4=lp.addCol(); | 
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|  | 115 | p5=lp.addCol(); | 
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|  | 116 |  | 
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|  | 117 | e[p1]=2; | 
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| [459] | 118 | *e=12; | 
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| [458] | 119 | e[p1]+=2; | 
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| [459] | 120 | *e+=12; | 
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| [458] | 121 | e[p1]-=2; | 
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| [459] | 122 | *e-=12; | 
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| [458] | 123 |  | 
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|  | 124 | e=2; | 
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|  | 125 | e=2.2; | 
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|  | 126 | e=p1; | 
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|  | 127 | e=f; | 
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|  | 128 |  | 
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|  | 129 | e+=2; | 
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|  | 130 | e+=2.2; | 
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|  | 131 | e+=p1; | 
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|  | 132 | e+=f; | 
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|  | 133 |  | 
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|  | 134 | e-=2; | 
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|  | 135 | e-=2.2; | 
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|  | 136 | e-=p1; | 
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|  | 137 | e-=f; | 
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|  | 138 |  | 
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|  | 139 | e*=2; | 
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|  | 140 | e*=2.2; | 
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|  | 141 | e/=2; | 
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|  | 142 | e/=2.2; | 
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|  | 143 |  | 
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|  | 144 | e=((p1+p2)+(p1-p2)+(p1+12)+(12+p1)+(p1-12)+(12-p1)+ | 
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|  | 145 | (f+12)+(12+f)+(p1+f)+(f+p1)+(f+g)+ | 
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|  | 146 | (f-12)+(12-f)+(p1-f)+(f-p1)+(f-g)+ | 
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|  | 147 | 2.2*f+f*2.2+f/2.2+ | 
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|  | 148 | 2*f+f*2+f/2+ | 
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|  | 149 | 2.2*p1+p1*2.2+p1/2.2+ | 
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|  | 150 | 2*p1+p1*2+p1/2 | 
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|  | 151 | ); | 
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|  | 152 |  | 
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|  | 153 |  | 
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|  | 154 | c = (e  <= f  ); | 
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|  | 155 | c = (e  <= 2.2); | 
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|  | 156 | c = (e  <= 2  ); | 
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|  | 157 | c = (e  <= p1 ); | 
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|  | 158 | c = (2.2<= f  ); | 
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|  | 159 | c = (2  <= f  ); | 
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|  | 160 | c = (p1 <= f  ); | 
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|  | 161 | c = (p1 <= p2 ); | 
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|  | 162 | c = (p1 <= 2.2); | 
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|  | 163 | c = (p1 <= 2  ); | 
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|  | 164 | c = (2.2<= p2 ); | 
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|  | 165 | c = (2  <= p2 ); | 
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|  | 166 |  | 
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|  | 167 | c = (e  >= f  ); | 
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|  | 168 | c = (e  >= 2.2); | 
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|  | 169 | c = (e  >= 2  ); | 
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|  | 170 | c = (e  >= p1 ); | 
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|  | 171 | c = (2.2>= f  ); | 
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|  | 172 | c = (2  >= f  ); | 
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|  | 173 | c = (p1 >= f  ); | 
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|  | 174 | c = (p1 >= p2 ); | 
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|  | 175 | c = (p1 >= 2.2); | 
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|  | 176 | c = (p1 >= 2  ); | 
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|  | 177 | c = (2.2>= p2 ); | 
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|  | 178 | c = (2  >= p2 ); | 
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|  | 179 |  | 
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|  | 180 | c = (e  == f  ); | 
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|  | 181 | c = (e  == 2.2); | 
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|  | 182 | c = (e  == 2  ); | 
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|  | 183 | c = (e  == p1 ); | 
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|  | 184 | c = (2.2== f  ); | 
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|  | 185 | c = (2  == f  ); | 
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|  | 186 | c = (p1 == f  ); | 
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|  | 187 | //c = (p1 == p2 ); | 
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|  | 188 | c = (p1 == 2.2); | 
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|  | 189 | c = (p1 == 2  ); | 
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|  | 190 | c = (2.2== p2 ); | 
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|  | 191 | c = (2  == p2 ); | 
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|  | 192 |  | 
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| [460] | 193 | c = ((2 <= e) <= 3); | 
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|  | 194 | c = ((2 <= p1) <= 3); | 
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| [458] | 195 |  | 
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| [460] | 196 | c = ((2 >= e) >= 3); | 
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|  | 197 | c = ((2 >= p1) >= 3); | 
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| [458] | 198 |  | 
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| [957] | 199 | { //Tests for #430 | 
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|  | 200 | LP::Col v=lp.addCol(); | 
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|  | 201 | LP::Constr c = v >= -3; | 
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|  | 202 | c = c <= 4; | 
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|  | 203 | LP::Constr c2; | 
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| [1078] | 204 | #if ( __GNUC__ == 4 ) && ( __GNUC_MINOR__ == 3 ) | 
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|  | 205 | c2 = ( -3 <= v ) <= 4; | 
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|  | 206 | #else | 
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| [957] | 207 | c2 = -3 <= v <= 4; | 
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| [1078] | 208 | #endif | 
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|  | 209 |  | 
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| [957] | 210 | } | 
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|  | 211 |  | 
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| [458] | 212 | e[x[3]]=2; | 
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|  | 213 | e[x[3]]=4; | 
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|  | 214 | e[x[3]]=1; | 
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| [459] | 215 | *e=12; | 
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| [458] | 216 |  | 
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| [459] | 217 | lp.addRow(-LP::INF,e,23); | 
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|  | 218 | lp.addRow(-LP::INF,3.0*(x[1]+x[2]/2)-x[3],23); | 
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|  | 219 | lp.addRow(-LP::INF,3.0*(x[1]+x[2]*2-5*x[3]+12-x[4]/3)+2*x[4]-4,23); | 
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| [458] | 220 |  | 
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|  | 221 | lp.addRow(x[1]+x[3]<=x[5]-3); | 
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| [460] | 222 | lp.addRow((-7<=x[1]+x[3]-12)<=3); | 
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| [458] | 223 | lp.addRow(x[1]<=x[5]); | 
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|  | 224 |  | 
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|  | 225 | std::ostringstream buf; | 
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|  | 226 |  | 
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|  | 227 |  | 
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|  | 228 | e=((p1+p2)+(p1-0.99*p2)); | 
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|  | 229 | //e.prettyPrint(std::cout); | 
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|  | 230 | //(e<=2).prettyPrint(std::cout); | 
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|  | 231 | double tolerance=0.001; | 
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|  | 232 | e.simplify(tolerance); | 
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|  | 233 | buf << "Coeff. of p2 should be 0.01"; | 
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|  | 234 | check(e[p2]>0, buf.str()); | 
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|  | 235 |  | 
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|  | 236 | tolerance=0.02; | 
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|  | 237 | e.simplify(tolerance); | 
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|  | 238 | buf << "Coeff. of p2 should be 0"; | 
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| [459] | 239 | check(const_cast<const LpSolver::Expr&>(e)[p2]==0, buf.str()); | 
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| [458] | 240 |  | 
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| [540] | 241 | //Test for clone/new | 
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|  | 242 | LP* lpnew = lp.newSolver(); | 
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|  | 243 | LP* lpclone = lp.cloneSolver(); | 
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|  | 244 | delete lpnew; | 
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|  | 245 | delete lpclone; | 
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| [458] | 246 |  | 
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|  | 247 | } | 
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|  | 248 |  | 
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|  | 249 | { | 
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|  | 250 | LP::DualExpr e,f,g; | 
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| [1064] | 251 | LP::Row p1 = INVALID, p2 = INVALID; | 
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| [458] | 252 |  | 
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|  | 253 | e[p1]=2; | 
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|  | 254 | e[p1]+=2; | 
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|  | 255 | e[p1]-=2; | 
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|  | 256 |  | 
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|  | 257 | e=p1; | 
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|  | 258 | e=f; | 
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|  | 259 |  | 
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|  | 260 | e+=p1; | 
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|  | 261 | e+=f; | 
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|  | 262 |  | 
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|  | 263 | e-=p1; | 
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|  | 264 | e-=f; | 
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|  | 265 |  | 
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|  | 266 | e*=2; | 
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|  | 267 | e*=2.2; | 
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|  | 268 | e/=2; | 
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|  | 269 | e/=2.2; | 
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|  | 270 |  | 
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|  | 271 | e=((p1+p2)+(p1-p2)+ | 
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|  | 272 | (p1+f)+(f+p1)+(f+g)+ | 
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|  | 273 | (p1-f)+(f-p1)+(f-g)+ | 
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|  | 274 | 2.2*f+f*2.2+f/2.2+ | 
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|  | 275 | 2*f+f*2+f/2+ | 
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|  | 276 | 2.2*p1+p1*2.2+p1/2.2+ | 
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|  | 277 | 2*p1+p1*2+p1/2 | 
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|  | 278 | ); | 
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|  | 279 | } | 
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|  | 280 |  | 
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|  | 281 | } | 
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|  | 282 |  | 
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| [459] | 283 | void solveAndCheck(LpSolver& lp, LpSolver::ProblemType stat, | 
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| [458] | 284 | double exp_opt) { | 
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|  | 285 | using std::string; | 
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|  | 286 | lp.solve(); | 
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| [459] | 287 |  | 
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| [458] | 288 | std::ostringstream buf; | 
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| [459] | 289 | buf << "PrimalType should be: " << int(stat) << int(lp.primalType()); | 
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| [458] | 290 |  | 
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| [459] | 291 | check(lp.primalType()==stat, buf.str()); | 
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| [458] | 292 |  | 
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| [459] | 293 | if (stat ==  LpSolver::OPTIMAL) { | 
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| [458] | 294 | std::ostringstream sbuf; | 
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| [540] | 295 | sbuf << "Wrong optimal value (" << lp.primal() <<") with " | 
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|  | 296 | << lp.solverName() <<"\n     the right optimum is " << exp_opt; | 
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| [459] | 297 | check(std::abs(lp.primal()-exp_opt) < 1e-3, sbuf.str()); | 
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| [458] | 298 | } | 
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|  | 299 | } | 
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|  | 300 |  | 
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| [459] | 301 | void aTest(LpSolver & lp) | 
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| [458] | 302 | { | 
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| [459] | 303 | typedef LpSolver LP; | 
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| [458] | 304 |  | 
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|  | 305 | //The following example is very simple | 
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|  | 306 |  | 
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| [459] | 307 | typedef LpSolver::Row Row; | 
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|  | 308 | typedef LpSolver::Col Col; | 
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| [458] | 309 |  | 
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|  | 310 |  | 
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|  | 311 | Col x1 = lp.addCol(); | 
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|  | 312 | Col x2 = lp.addCol(); | 
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|  | 313 |  | 
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|  | 314 |  | 
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|  | 315 | //Constraints | 
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| [459] | 316 | Row upright=lp.addRow(x1+2*x2 <=1); | 
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| [458] | 317 | lp.addRow(x1+x2 >=-1); | 
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|  | 318 | lp.addRow(x1-x2 <=1); | 
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|  | 319 | lp.addRow(x1-x2 >=-1); | 
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|  | 320 | //Nonnegativity of the variables | 
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|  | 321 | lp.colLowerBound(x1, 0); | 
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|  | 322 | lp.colLowerBound(x2, 0); | 
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|  | 323 | //Objective function | 
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|  | 324 | lp.obj(x1+x2); | 
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|  | 325 |  | 
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| [459] | 326 | lp.sense(lp.MAX); | 
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| [458] | 327 |  | 
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|  | 328 | //Testing the problem retrieving routines | 
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|  | 329 | check(lp.objCoeff(x1)==1,"First term should be 1 in the obj function!"); | 
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| [459] | 330 | check(lp.sense() == lp.MAX,"This is a maximization!"); | 
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| [458] | 331 | check(lp.coeff(upright,x1)==1,"The coefficient in question is 1!"); | 
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| [459] | 332 | check(lp.colLowerBound(x1)==0, | 
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|  | 333 | "The lower bound for variable x1 should be 0."); | 
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|  | 334 | check(lp.colUpperBound(x1)==LpSolver::INF, | 
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|  | 335 | "The upper bound for variable x1 should be infty."); | 
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|  | 336 | check(lp.rowLowerBound(upright) == -LpSolver::INF, | 
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|  | 337 | "The lower bound for the first row should be -infty."); | 
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|  | 338 | check(lp.rowUpperBound(upright)==1, | 
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|  | 339 | "The upper bound for the first row should be 1."); | 
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|  | 340 | LpSolver::Expr e = lp.row(upright); | 
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|  | 341 | check(e[x1] == 1, "The first coefficient should 1."); | 
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|  | 342 | check(e[x2] == 2, "The second coefficient should 1."); | 
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| [458] | 343 |  | 
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| [459] | 344 | lp.row(upright, x1+x2 <=1); | 
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|  | 345 | e = lp.row(upright); | 
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|  | 346 | check(e[x1] == 1, "The first coefficient should 1."); | 
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|  | 347 | check(e[x2] == 1, "The second coefficient should 1."); | 
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|  | 348 |  | 
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|  | 349 | LpSolver::DualExpr de = lp.col(x1); | 
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| [458] | 350 | check(  de[upright] == 1, "The first coefficient should 1."); | 
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|  | 351 |  | 
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| [459] | 352 | LpSolver* clp = lp.cloneSolver(); | 
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| [458] | 353 |  | 
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|  | 354 | //Testing the problem retrieving routines | 
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|  | 355 | check(clp->objCoeff(x1)==1,"First term should be 1 in the obj function!"); | 
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| [459] | 356 | check(clp->sense() == clp->MAX,"This is a maximization!"); | 
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| [458] | 357 | check(clp->coeff(upright,x1)==1,"The coefficient in question is 1!"); | 
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|  | 358 | //  std::cout<<lp.colLowerBound(x1)<<std::endl; | 
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| [459] | 359 | check(clp->colLowerBound(x1)==0, | 
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|  | 360 | "The lower bound for variable x1 should be 0."); | 
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|  | 361 | check(clp->colUpperBound(x1)==LpSolver::INF, | 
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|  | 362 | "The upper bound for variable x1 should be infty."); | 
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| [458] | 363 |  | 
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| [459] | 364 | check(lp.rowLowerBound(upright)==-LpSolver::INF, | 
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|  | 365 | "The lower bound for the first row should be -infty."); | 
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|  | 366 | check(lp.rowUpperBound(upright)==1, | 
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|  | 367 | "The upper bound for the first row should be 1."); | 
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| [458] | 368 | e = clp->row(upright); | 
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| [459] | 369 | check(e[x1] == 1, "The first coefficient should 1."); | 
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|  | 370 | check(e[x2] == 1, "The second coefficient should 1."); | 
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| [458] | 371 |  | 
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|  | 372 | de = clp->col(x1); | 
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| [459] | 373 | check(de[upright] == 1, "The first coefficient should 1."); | 
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| [458] | 374 |  | 
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|  | 375 | delete clp; | 
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|  | 376 |  | 
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|  | 377 | //Maximization of x1+x2 | 
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|  | 378 | //over the triangle with vertices (0,0) (0,1) (1,0) | 
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|  | 379 | double expected_opt=1; | 
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| [459] | 380 | solveAndCheck(lp, LpSolver::OPTIMAL, expected_opt); | 
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| [458] | 381 |  | 
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|  | 382 | //Minimization | 
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| [459] | 383 | lp.sense(lp.MIN); | 
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| [458] | 384 | expected_opt=0; | 
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| [459] | 385 | solveAndCheck(lp, LpSolver::OPTIMAL, expected_opt); | 
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| [458] | 386 |  | 
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|  | 387 | //Vertex (-1,0) instead of (0,0) | 
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| [459] | 388 | lp.colLowerBound(x1, -LpSolver::INF); | 
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| [458] | 389 | expected_opt=-1; | 
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| [459] | 390 | solveAndCheck(lp, LpSolver::OPTIMAL, expected_opt); | 
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| [458] | 391 |  | 
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|  | 392 | //Erase one constraint and return to maximization | 
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| [459] | 393 | lp.erase(upright); | 
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|  | 394 | lp.sense(lp.MAX); | 
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|  | 395 | expected_opt=LpSolver::INF; | 
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|  | 396 | solveAndCheck(lp, LpSolver::UNBOUNDED, expected_opt); | 
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| [458] | 397 |  | 
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|  | 398 | //Infeasibilty | 
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|  | 399 | lp.addRow(x1+x2 <=-2); | 
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| [459] | 400 | solveAndCheck(lp, LpSolver::INFEASIBLE, expected_opt); | 
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| [458] | 401 |  | 
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|  | 402 | } | 
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|  | 403 |  | 
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| [540] | 404 | template<class LP> | 
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|  | 405 | void cloneTest() | 
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|  | 406 | { | 
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|  | 407 | //Test for clone/new | 
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| [551] | 408 |  | 
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| [540] | 409 | LP* lp = new LP(); | 
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|  | 410 | LP* lpnew = lp->newSolver(); | 
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|  | 411 | LP* lpclone = lp->cloneSolver(); | 
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|  | 412 | delete lp; | 
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|  | 413 | delete lpnew; | 
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|  | 414 | delete lpclone; | 
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|  | 415 | } | 
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|  | 416 |  | 
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| [458] | 417 | int main() | 
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|  | 418 | { | 
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|  | 419 | LpSkeleton lp_skel; | 
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|  | 420 | lpTest(lp_skel); | 
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|  | 421 |  | 
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| [1105] | 422 | #ifdef LEMON_HAVE_LP | 
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|  | 423 | { | 
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|  | 424 | Lp lp,lp2; | 
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|  | 425 | lpTest(lp); | 
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|  | 426 | aTest(lp2); | 
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|  | 427 | cloneTest<Lp>(); | 
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|  | 428 | } | 
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|  | 429 | #endif | 
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|  | 430 |  | 
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| [627] | 431 | #ifdef LEMON_HAVE_GLPK | 
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| [459] | 432 | { | 
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| [462] | 433 | GlpkLp lp_glpk1,lp_glpk2; | 
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| [459] | 434 | lpTest(lp_glpk1); | 
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|  | 435 | aTest(lp_glpk2); | 
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| [540] | 436 | cloneTest<GlpkLp>(); | 
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| [459] | 437 | } | 
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| [458] | 438 | #endif | 
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|  | 439 |  | 
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| [627] | 440 | #ifdef LEMON_HAVE_CPLEX | 
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| [459] | 441 | try { | 
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| [462] | 442 | CplexLp lp_cplex1,lp_cplex2; | 
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| [459] | 443 | lpTest(lp_cplex1); | 
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|  | 444 | aTest(lp_cplex2); | 
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| [551] | 445 | cloneTest<CplexLp>(); | 
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| [459] | 446 | } catch (CplexEnv::LicenseError& error) { | 
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|  | 447 | check(false, error.what()); | 
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|  | 448 | } | 
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| [458] | 449 | #endif | 
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|  | 450 |  | 
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| [627] | 451 | #ifdef LEMON_HAVE_SOPLEX | 
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| [459] | 452 | { | 
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| [462] | 453 | SoplexLp lp_soplex1,lp_soplex2; | 
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| [459] | 454 | lpTest(lp_soplex1); | 
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|  | 455 | aTest(lp_soplex2); | 
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| [540] | 456 | cloneTest<SoplexLp>(); | 
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| [459] | 457 | } | 
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|  | 458 | #endif | 
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|  | 459 |  | 
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| [627] | 460 | #ifdef LEMON_HAVE_CLP | 
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| [459] | 461 | { | 
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| [462] | 462 | ClpLp lp_clp1,lp_clp2; | 
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| [459] | 463 | lpTest(lp_clp1); | 
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|  | 464 | aTest(lp_clp2); | 
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| [540] | 465 | cloneTest<ClpLp>(); | 
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| [459] | 466 | } | 
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| [458] | 467 | #endif | 
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|  | 468 |  | 
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|  | 469 | return 0; | 
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|  | 470 | } | 
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