lemon/lp_base.h
author Peter Kovacs <kpeter@inf.elte.hu>
Thu, 12 Nov 2009 23:26:13 +0100
changeset 806 fa6f37d7a25b
parent 746 e4554cd6b2bf
child 834 207ba6c0f2e4
permissions -rw-r--r--
Entirely rework CapacityScaling (#180)

- Use the new interface similarly to NetworkSimplex.
- Rework the implementation using an efficient internal structure
for handling the residual network. This improvement made the
code much faster (up to 2-5 times faster on large graphs).
- Handle GEQ supply type (LEQ is not supported).
- Handle negative costs for arcs of finite capacity.
(Note that this algorithm cannot handle arcs of negative cost
and infinite upper bound, thus it returns UNBOUNDED if such
an arc exists.)
- Extend the documentation.
     1 /* -*- mode: C++; indent-tabs-mode: nil; -*-
     2  *
     3  * This file is a part of LEMON, a generic C++ optimization library.
     4  *
     5  * Copyright (C) 2003-2008
     6  * Egervary Jeno Kombinatorikus Optimalizalasi Kutatocsoport
     7  * (Egervary Research Group on Combinatorial Optimization, EGRES).
     8  *
     9  * Permission to use, modify and distribute this software is granted
    10  * provided that this copyright notice appears in all copies. For
    11  * precise terms see the accompanying LICENSE file.
    12  *
    13  * This software is provided "AS IS" with no warranty of any kind,
    14  * express or implied, and with no claim as to its suitability for any
    15  * purpose.
    16  *
    17  */
    18 
    19 #ifndef LEMON_LP_BASE_H
    20 #define LEMON_LP_BASE_H
    21 
    22 #include<iostream>
    23 #include<vector>
    24 #include<map>
    25 #include<limits>
    26 #include<lemon/math.h>
    27 
    28 #include<lemon/error.h>
    29 #include<lemon/assert.h>
    30 
    31 #include<lemon/core.h>
    32 #include<lemon/bits/solver_bits.h>
    33 
    34 ///\file
    35 ///\brief The interface of the LP solver interface.
    36 ///\ingroup lp_group
    37 namespace lemon {
    38 
    39   ///Common base class for LP and MIP solvers
    40 
    41   ///Usually this class is not used directly, please use one of the concrete
    42   ///implementations of the solver interface.
    43   ///\ingroup lp_group
    44   class LpBase {
    45 
    46   protected:
    47 
    48     _solver_bits::VarIndex rows;
    49     _solver_bits::VarIndex cols;
    50 
    51   public:
    52 
    53     ///Possible outcomes of an LP solving procedure
    54     enum SolveExitStatus {
    55       /// = 0. It means that the problem has been successfully solved: either
    56       ///an optimal solution has been found or infeasibility/unboundedness
    57       ///has been proved.
    58       SOLVED = 0,
    59       /// = 1. Any other case (including the case when some user specified
    60       ///limit has been exceeded).
    61       UNSOLVED = 1
    62     };
    63 
    64     ///Direction of the optimization
    65     enum Sense {
    66       /// Minimization
    67       MIN,
    68       /// Maximization
    69       MAX
    70     };
    71 
    72     ///Enum for \c messageLevel() parameter
    73     enum MessageLevel {
    74       /// No output (default value).
    75       MESSAGE_NOTHING,
    76       /// Error messages only.
    77       MESSAGE_ERROR,
    78       /// Warnings.
    79       MESSAGE_WARNING,
    80       /// Normal output.
    81       MESSAGE_NORMAL,
    82       /// Verbose output.
    83       MESSAGE_VERBOSE
    84     };
    85     
    86 
    87     ///The floating point type used by the solver
    88     typedef double Value;
    89     ///The infinity constant
    90     static const Value INF;
    91     ///The not a number constant
    92     static const Value NaN;
    93 
    94     friend class Col;
    95     friend class ColIt;
    96     friend class Row;
    97     friend class RowIt;
    98 
    99     ///Refer to a column of the LP.
   100 
   101     ///This type is used to refer to a column of the LP.
   102     ///
   103     ///Its value remains valid and correct even after the addition or erase of
   104     ///other columns.
   105     ///
   106     ///\note This class is similar to other Item types in LEMON, like
   107     ///Node and Arc types in digraph.
   108     class Col {
   109       friend class LpBase;
   110     protected:
   111       int _id;
   112       explicit Col(int id) : _id(id) {}
   113     public:
   114       typedef Value ExprValue;
   115       typedef True LpCol;
   116       /// Default constructor
   117       
   118       /// \warning The default constructor sets the Col to an
   119       /// undefined value.
   120       Col() {}
   121       /// Invalid constructor \& conversion.
   122       
   123       /// This constructor initializes the Col to be invalid.
   124       /// \sa Invalid for more details.      
   125       Col(const Invalid&) : _id(-1) {}
   126       /// Equality operator
   127 
   128       /// Two \ref Col "Col"s are equal if and only if they point to
   129       /// the same LP column or both are invalid.
   130       bool operator==(Col c) const  {return _id == c._id;}
   131       /// Inequality operator
   132 
   133       /// \sa operator==(Col c)
   134       ///
   135       bool operator!=(Col c) const  {return _id != c._id;}
   136       /// Artificial ordering operator.
   137 
   138       /// To allow the use of this object in std::map or similar
   139       /// associative container we require this.
   140       ///
   141       /// \note This operator only have to define some strict ordering of
   142       /// the items; this order has nothing to do with the iteration
   143       /// ordering of the items.
   144       bool operator<(Col c) const  {return _id < c._id;}
   145     };
   146 
   147     ///Iterator for iterate over the columns of an LP problem
   148 
   149     /// Its usage is quite simple, for example, you can count the number
   150     /// of columns in an LP \c lp:
   151     ///\code
   152     /// int count=0;
   153     /// for (LpBase::ColIt c(lp); c!=INVALID; ++c) ++count;
   154     ///\endcode
   155     class ColIt : public Col {
   156       const LpBase *_solver;
   157     public:
   158       /// Default constructor
   159       
   160       /// \warning The default constructor sets the iterator
   161       /// to an undefined value.
   162       ColIt() {}
   163       /// Sets the iterator to the first Col
   164       
   165       /// Sets the iterator to the first Col.
   166       ///
   167       ColIt(const LpBase &solver) : _solver(&solver)
   168       {
   169         _solver->cols.firstItem(_id);
   170       }
   171       /// Invalid constructor \& conversion
   172       
   173       /// Initialize the iterator to be invalid.
   174       /// \sa Invalid for more details.
   175       ColIt(const Invalid&) : Col(INVALID) {}
   176       /// Next column
   177       
   178       /// Assign the iterator to the next column.
   179       ///
   180       ColIt &operator++()
   181       {
   182         _solver->cols.nextItem(_id);
   183         return *this;
   184       }
   185     };
   186 
   187     /// \brief Returns the ID of the column.
   188     static int id(const Col& col) { return col._id; }
   189     /// \brief Returns the column with the given ID.
   190     ///
   191     /// \pre The argument should be a valid column ID in the LP problem.
   192     static Col colFromId(int id) { return Col(id); }
   193 
   194     ///Refer to a row of the LP.
   195 
   196     ///This type is used to refer to a row of the LP.
   197     ///
   198     ///Its value remains valid and correct even after the addition or erase of
   199     ///other rows.
   200     ///
   201     ///\note This class is similar to other Item types in LEMON, like
   202     ///Node and Arc types in digraph.
   203     class Row {
   204       friend class LpBase;
   205     protected:
   206       int _id;
   207       explicit Row(int id) : _id(id) {}
   208     public:
   209       typedef Value ExprValue;
   210       typedef True LpRow;
   211       /// Default constructor
   212       
   213       /// \warning The default constructor sets the Row to an
   214       /// undefined value.
   215       Row() {}
   216       /// Invalid constructor \& conversion.
   217       
   218       /// This constructor initializes the Row to be invalid.
   219       /// \sa Invalid for more details.      
   220       Row(const Invalid&) : _id(-1) {}
   221       /// Equality operator
   222 
   223       /// Two \ref Row "Row"s are equal if and only if they point to
   224       /// the same LP row or both are invalid.
   225       bool operator==(Row r) const  {return _id == r._id;}
   226       /// Inequality operator
   227       
   228       /// \sa operator==(Row r)
   229       ///
   230       bool operator!=(Row r) const  {return _id != r._id;}
   231       /// Artificial ordering operator.
   232 
   233       /// To allow the use of this object in std::map or similar
   234       /// associative container we require this.
   235       ///
   236       /// \note This operator only have to define some strict ordering of
   237       /// the items; this order has nothing to do with the iteration
   238       /// ordering of the items.
   239       bool operator<(Row r) const  {return _id < r._id;}
   240     };
   241 
   242     ///Iterator for iterate over the rows of an LP problem
   243 
   244     /// Its usage is quite simple, for example, you can count the number
   245     /// of rows in an LP \c lp:
   246     ///\code
   247     /// int count=0;
   248     /// for (LpBase::RowIt c(lp); c!=INVALID; ++c) ++count;
   249     ///\endcode
   250     class RowIt : public Row {
   251       const LpBase *_solver;
   252     public:
   253       /// Default constructor
   254       
   255       /// \warning The default constructor sets the iterator
   256       /// to an undefined value.
   257       RowIt() {}
   258       /// Sets the iterator to the first Row
   259       
   260       /// Sets the iterator to the first Row.
   261       ///
   262       RowIt(const LpBase &solver) : _solver(&solver)
   263       {
   264         _solver->rows.firstItem(_id);
   265       }
   266       /// Invalid constructor \& conversion
   267       
   268       /// Initialize the iterator to be invalid.
   269       /// \sa Invalid for more details.
   270       RowIt(const Invalid&) : Row(INVALID) {}
   271       /// Next row
   272       
   273       /// Assign the iterator to the next row.
   274       ///
   275       RowIt &operator++()
   276       {
   277         _solver->rows.nextItem(_id);
   278         return *this;
   279       }
   280     };
   281 
   282     /// \brief Returns the ID of the row.
   283     static int id(const Row& row) { return row._id; }
   284     /// \brief Returns the row with the given ID.
   285     ///
   286     /// \pre The argument should be a valid row ID in the LP problem.
   287     static Row rowFromId(int id) { return Row(id); }
   288 
   289   public:
   290 
   291     ///Linear expression of variables and a constant component
   292 
   293     ///This data structure stores a linear expression of the variables
   294     ///(\ref Col "Col"s) and also has a constant component.
   295     ///
   296     ///There are several ways to access and modify the contents of this
   297     ///container.
   298     ///\code
   299     ///e[v]=5;
   300     ///e[v]+=12;
   301     ///e.erase(v);
   302     ///\endcode
   303     ///or you can also iterate through its elements.
   304     ///\code
   305     ///double s=0;
   306     ///for(LpBase::Expr::ConstCoeffIt i(e);i!=INVALID;++i)
   307     ///  s+=*i * primal(i);
   308     ///\endcode
   309     ///(This code computes the primal value of the expression).
   310     ///- Numbers (<tt>double</tt>'s)
   311     ///and variables (\ref Col "Col"s) directly convert to an
   312     ///\ref Expr and the usual linear operations are defined, so
   313     ///\code
   314     ///v+w
   315     ///2*v-3.12*(v-w/2)+2
   316     ///v*2.1+(3*v+(v*12+w+6)*3)/2
   317     ///\endcode
   318     ///are valid expressions.
   319     ///The usual assignment operations are also defined.
   320     ///\code
   321     ///e=v+w;
   322     ///e+=2*v-3.12*(v-w/2)+2;
   323     ///e*=3.4;
   324     ///e/=5;
   325     ///\endcode
   326     ///- The constant member can be set and read by dereference
   327     ///  operator (unary *)
   328     ///
   329     ///\code
   330     ///*e=12;
   331     ///double c=*e;
   332     ///\endcode
   333     ///
   334     ///\sa Constr
   335     class Expr {
   336       friend class LpBase;
   337     public:
   338       /// The key type of the expression
   339       typedef LpBase::Col Key;
   340       /// The value type of the expression
   341       typedef LpBase::Value Value;
   342 
   343     protected:
   344       Value const_comp;
   345       std::map<int, Value> comps;
   346 
   347     public:
   348       typedef True SolverExpr;
   349       /// Default constructor
   350       
   351       /// Construct an empty expression, the coefficients and
   352       /// the constant component are initialized to zero.
   353       Expr() : const_comp(0) {}
   354       /// Construct an expression from a column
   355 
   356       /// Construct an expression, which has a term with \c c variable
   357       /// and 1.0 coefficient.
   358       Expr(const Col &c) : const_comp(0) {
   359         typedef std::map<int, Value>::value_type pair_type;
   360         comps.insert(pair_type(id(c), 1));
   361       }
   362       /// Construct an expression from a constant
   363 
   364       /// Construct an expression, which's constant component is \c v.
   365       ///
   366       Expr(const Value &v) : const_comp(v) {}
   367       /// Returns the coefficient of the column
   368       Value operator[](const Col& c) const {
   369         std::map<int, Value>::const_iterator it=comps.find(id(c));
   370         if (it != comps.end()) {
   371           return it->second;
   372         } else {
   373           return 0;
   374         }
   375       }
   376       /// Returns the coefficient of the column
   377       Value& operator[](const Col& c) {
   378         return comps[id(c)];
   379       }
   380       /// Sets the coefficient of the column
   381       void set(const Col &c, const Value &v) {
   382         if (v != 0.0) {
   383           typedef std::map<int, Value>::value_type pair_type;
   384           comps.insert(pair_type(id(c), v));
   385         } else {
   386           comps.erase(id(c));
   387         }
   388       }
   389       /// Returns the constant component of the expression
   390       Value& operator*() { return const_comp; }
   391       /// Returns the constant component of the expression
   392       const Value& operator*() const { return const_comp; }
   393       /// \brief Removes the coefficients which's absolute value does
   394       /// not exceed \c epsilon. It also sets to zero the constant
   395       /// component, if it does not exceed epsilon in absolute value.
   396       void simplify(Value epsilon = 0.0) {
   397         std::map<int, Value>::iterator it=comps.begin();
   398         while (it != comps.end()) {
   399           std::map<int, Value>::iterator jt=it;
   400           ++jt;
   401           if (std::fabs((*it).second) <= epsilon) comps.erase(it);
   402           it=jt;
   403         }
   404         if (std::fabs(const_comp) <= epsilon) const_comp = 0;
   405       }
   406 
   407       void simplify(Value epsilon = 0.0) const {
   408         const_cast<Expr*>(this)->simplify(epsilon);
   409       }
   410 
   411       ///Sets all coefficients and the constant component to 0.
   412       void clear() {
   413         comps.clear();
   414         const_comp=0;
   415       }
   416 
   417       ///Compound assignment
   418       Expr &operator+=(const Expr &e) {
   419         for (std::map<int, Value>::const_iterator it=e.comps.begin();
   420              it!=e.comps.end(); ++it)
   421           comps[it->first]+=it->second;
   422         const_comp+=e.const_comp;
   423         return *this;
   424       }
   425       ///Compound assignment
   426       Expr &operator-=(const Expr &e) {
   427         for (std::map<int, Value>::const_iterator it=e.comps.begin();
   428              it!=e.comps.end(); ++it)
   429           comps[it->first]-=it->second;
   430         const_comp-=e.const_comp;
   431         return *this;
   432       }
   433       ///Multiply with a constant
   434       Expr &operator*=(const Value &v) {
   435         for (std::map<int, Value>::iterator it=comps.begin();
   436              it!=comps.end(); ++it)
   437           it->second*=v;
   438         const_comp*=v;
   439         return *this;
   440       }
   441       ///Division with a constant
   442       Expr &operator/=(const Value &c) {
   443         for (std::map<int, Value>::iterator it=comps.begin();
   444              it!=comps.end(); ++it)
   445           it->second/=c;
   446         const_comp/=c;
   447         return *this;
   448       }
   449 
   450       ///Iterator over the expression
   451       
   452       ///The iterator iterates over the terms of the expression. 
   453       /// 
   454       ///\code
   455       ///double s=0;
   456       ///for(LpBase::Expr::CoeffIt i(e);i!=INVALID;++i)
   457       ///  s+= *i * primal(i);
   458       ///\endcode
   459       class CoeffIt {
   460       private:
   461 
   462         std::map<int, Value>::iterator _it, _end;
   463 
   464       public:
   465 
   466         /// Sets the iterator to the first term
   467         
   468         /// Sets the iterator to the first term of the expression.
   469         ///
   470         CoeffIt(Expr& e)
   471           : _it(e.comps.begin()), _end(e.comps.end()){}
   472 
   473         /// Convert the iterator to the column of the term
   474         operator Col() const {
   475           return colFromId(_it->first);
   476         }
   477 
   478         /// Returns the coefficient of the term
   479         Value& operator*() { return _it->second; }
   480 
   481         /// Returns the coefficient of the term
   482         const Value& operator*() const { return _it->second; }
   483         /// Next term
   484         
   485         /// Assign the iterator to the next term.
   486         ///
   487         CoeffIt& operator++() { ++_it; return *this; }
   488 
   489         /// Equality operator
   490         bool operator==(Invalid) const { return _it == _end; }
   491         /// Inequality operator
   492         bool operator!=(Invalid) const { return _it != _end; }
   493       };
   494 
   495       /// Const iterator over the expression
   496       
   497       ///The iterator iterates over the terms of the expression. 
   498       /// 
   499       ///\code
   500       ///double s=0;
   501       ///for(LpBase::Expr::ConstCoeffIt i(e);i!=INVALID;++i)
   502       ///  s+=*i * primal(i);
   503       ///\endcode
   504       class ConstCoeffIt {
   505       private:
   506 
   507         std::map<int, Value>::const_iterator _it, _end;
   508 
   509       public:
   510 
   511         /// Sets the iterator to the first term
   512         
   513         /// Sets the iterator to the first term of the expression.
   514         ///
   515         ConstCoeffIt(const Expr& e)
   516           : _it(e.comps.begin()), _end(e.comps.end()){}
   517 
   518         /// Convert the iterator to the column of the term
   519         operator Col() const {
   520           return colFromId(_it->first);
   521         }
   522 
   523         /// Returns the coefficient of the term
   524         const Value& operator*() const { return _it->second; }
   525 
   526         /// Next term
   527         
   528         /// Assign the iterator to the next term.
   529         ///
   530         ConstCoeffIt& operator++() { ++_it; return *this; }
   531 
   532         /// Equality operator
   533         bool operator==(Invalid) const { return _it == _end; }
   534         /// Inequality operator
   535         bool operator!=(Invalid) const { return _it != _end; }
   536       };
   537 
   538     };
   539 
   540     ///Linear constraint
   541 
   542     ///This data stucture represents a linear constraint in the LP.
   543     ///Basically it is a linear expression with a lower or an upper bound
   544     ///(or both). These parts of the constraint can be obtained by the member
   545     ///functions \ref expr(), \ref lowerBound() and \ref upperBound(),
   546     ///respectively.
   547     ///There are two ways to construct a constraint.
   548     ///- You can set the linear expression and the bounds directly
   549     ///  by the functions above.
   550     ///- The operators <tt>\<=</tt>, <tt>==</tt> and  <tt>\>=</tt>
   551     ///  are defined between expressions, or even between constraints whenever
   552     ///  it makes sense. Therefore if \c e and \c f are linear expressions and
   553     ///  \c s and \c t are numbers, then the followings are valid expressions
   554     ///  and thus they can be used directly e.g. in \ref addRow() whenever
   555     ///  it makes sense.
   556     ///\code
   557     ///  e<=s
   558     ///  e<=f
   559     ///  e==f
   560     ///  s<=e<=t
   561     ///  e>=t
   562     ///\endcode
   563     ///\warning The validity of a constraint is checked only at run
   564     ///time, so e.g. \ref addRow(<tt>x[1]\<=x[2]<=5</tt>) will
   565     ///compile, but will fail an assertion.
   566     class Constr
   567     {
   568     public:
   569       typedef LpBase::Expr Expr;
   570       typedef Expr::Key Key;
   571       typedef Expr::Value Value;
   572 
   573     protected:
   574       Expr _expr;
   575       Value _lb,_ub;
   576     public:
   577       ///\e
   578       Constr() : _expr(), _lb(NaN), _ub(NaN) {}
   579       ///\e
   580       Constr(Value lb, const Expr &e, Value ub) :
   581         _expr(e), _lb(lb), _ub(ub) {}
   582       Constr(const Expr &e) :
   583         _expr(e), _lb(NaN), _ub(NaN) {}
   584       ///\e
   585       void clear()
   586       {
   587         _expr.clear();
   588         _lb=_ub=NaN;
   589       }
   590 
   591       ///Reference to the linear expression
   592       Expr &expr() { return _expr; }
   593       ///Cont reference to the linear expression
   594       const Expr &expr() const { return _expr; }
   595       ///Reference to the lower bound.
   596 
   597       ///\return
   598       ///- \ref INF "INF": the constraint is lower unbounded.
   599       ///- \ref NaN "NaN": lower bound has not been set.
   600       ///- finite number: the lower bound
   601       Value &lowerBound() { return _lb; }
   602       ///The const version of \ref lowerBound()
   603       const Value &lowerBound() const { return _lb; }
   604       ///Reference to the upper bound.
   605 
   606       ///\return
   607       ///- \ref INF "INF": the constraint is upper unbounded.
   608       ///- \ref NaN "NaN": upper bound has not been set.
   609       ///- finite number: the upper bound
   610       Value &upperBound() { return _ub; }
   611       ///The const version of \ref upperBound()
   612       const Value &upperBound() const { return _ub; }
   613       ///Is the constraint lower bounded?
   614       bool lowerBounded() const {
   615         return _lb != -INF && !isNaN(_lb);
   616       }
   617       ///Is the constraint upper bounded?
   618       bool upperBounded() const {
   619         return _ub != INF && !isNaN(_ub);
   620       }
   621 
   622     };
   623 
   624     ///Linear expression of rows
   625 
   626     ///This data structure represents a column of the matrix,
   627     ///thas is it strores a linear expression of the dual variables
   628     ///(\ref Row "Row"s).
   629     ///
   630     ///There are several ways to access and modify the contents of this
   631     ///container.
   632     ///\code
   633     ///e[v]=5;
   634     ///e[v]+=12;
   635     ///e.erase(v);
   636     ///\endcode
   637     ///or you can also iterate through its elements.
   638     ///\code
   639     ///double s=0;
   640     ///for(LpBase::DualExpr::ConstCoeffIt i(e);i!=INVALID;++i)
   641     ///  s+=*i;
   642     ///\endcode
   643     ///(This code computes the sum of all coefficients).
   644     ///- Numbers (<tt>double</tt>'s)
   645     ///and variables (\ref Row "Row"s) directly convert to an
   646     ///\ref DualExpr and the usual linear operations are defined, so
   647     ///\code
   648     ///v+w
   649     ///2*v-3.12*(v-w/2)
   650     ///v*2.1+(3*v+(v*12+w)*3)/2
   651     ///\endcode
   652     ///are valid \ref DualExpr dual expressions.
   653     ///The usual assignment operations are also defined.
   654     ///\code
   655     ///e=v+w;
   656     ///e+=2*v-3.12*(v-w/2);
   657     ///e*=3.4;
   658     ///e/=5;
   659     ///\endcode
   660     ///
   661     ///\sa Expr
   662     class DualExpr {
   663       friend class LpBase;
   664     public:
   665       /// The key type of the expression
   666       typedef LpBase::Row Key;
   667       /// The value type of the expression
   668       typedef LpBase::Value Value;
   669 
   670     protected:
   671       std::map<int, Value> comps;
   672 
   673     public:
   674       typedef True SolverExpr;
   675       /// Default constructor
   676       
   677       /// Construct an empty expression, the coefficients are
   678       /// initialized to zero.
   679       DualExpr() {}
   680       /// Construct an expression from a row
   681 
   682       /// Construct an expression, which has a term with \c r dual
   683       /// variable and 1.0 coefficient.
   684       DualExpr(const Row &r) {
   685         typedef std::map<int, Value>::value_type pair_type;
   686         comps.insert(pair_type(id(r), 1));
   687       }
   688       /// Returns the coefficient of the row
   689       Value operator[](const Row& r) const {
   690         std::map<int, Value>::const_iterator it = comps.find(id(r));
   691         if (it != comps.end()) {
   692           return it->second;
   693         } else {
   694           return 0;
   695         }
   696       }
   697       /// Returns the coefficient of the row
   698       Value& operator[](const Row& r) {
   699         return comps[id(r)];
   700       }
   701       /// Sets the coefficient of the row
   702       void set(const Row &r, const Value &v) {
   703         if (v != 0.0) {
   704           typedef std::map<int, Value>::value_type pair_type;
   705           comps.insert(pair_type(id(r), v));
   706         } else {
   707           comps.erase(id(r));
   708         }
   709       }
   710       /// \brief Removes the coefficients which's absolute value does
   711       /// not exceed \c epsilon. 
   712       void simplify(Value epsilon = 0.0) {
   713         std::map<int, Value>::iterator it=comps.begin();
   714         while (it != comps.end()) {
   715           std::map<int, Value>::iterator jt=it;
   716           ++jt;
   717           if (std::fabs((*it).second) <= epsilon) comps.erase(it);
   718           it=jt;
   719         }
   720       }
   721 
   722       void simplify(Value epsilon = 0.0) const {
   723         const_cast<DualExpr*>(this)->simplify(epsilon);
   724       }
   725 
   726       ///Sets all coefficients to 0.
   727       void clear() {
   728         comps.clear();
   729       }
   730       ///Compound assignment
   731       DualExpr &operator+=(const DualExpr &e) {
   732         for (std::map<int, Value>::const_iterator it=e.comps.begin();
   733              it!=e.comps.end(); ++it)
   734           comps[it->first]+=it->second;
   735         return *this;
   736       }
   737       ///Compound assignment
   738       DualExpr &operator-=(const DualExpr &e) {
   739         for (std::map<int, Value>::const_iterator it=e.comps.begin();
   740              it!=e.comps.end(); ++it)
   741           comps[it->first]-=it->second;
   742         return *this;
   743       }
   744       ///Multiply with a constant
   745       DualExpr &operator*=(const Value &v) {
   746         for (std::map<int, Value>::iterator it=comps.begin();
   747              it!=comps.end(); ++it)
   748           it->second*=v;
   749         return *this;
   750       }
   751       ///Division with a constant
   752       DualExpr &operator/=(const Value &v) {
   753         for (std::map<int, Value>::iterator it=comps.begin();
   754              it!=comps.end(); ++it)
   755           it->second/=v;
   756         return *this;
   757       }
   758 
   759       ///Iterator over the expression
   760       
   761       ///The iterator iterates over the terms of the expression. 
   762       /// 
   763       ///\code
   764       ///double s=0;
   765       ///for(LpBase::DualExpr::CoeffIt i(e);i!=INVALID;++i)
   766       ///  s+= *i * dual(i);
   767       ///\endcode
   768       class CoeffIt {
   769       private:
   770 
   771         std::map<int, Value>::iterator _it, _end;
   772 
   773       public:
   774 
   775         /// Sets the iterator to the first term
   776         
   777         /// Sets the iterator to the first term of the expression.
   778         ///
   779         CoeffIt(DualExpr& e)
   780           : _it(e.comps.begin()), _end(e.comps.end()){}
   781 
   782         /// Convert the iterator to the row of the term
   783         operator Row() const {
   784           return rowFromId(_it->first);
   785         }
   786 
   787         /// Returns the coefficient of the term
   788         Value& operator*() { return _it->second; }
   789 
   790         /// Returns the coefficient of the term
   791         const Value& operator*() const { return _it->second; }
   792 
   793         /// Next term
   794         
   795         /// Assign the iterator to the next term.
   796         ///
   797         CoeffIt& operator++() { ++_it; return *this; }
   798 
   799         /// Equality operator
   800         bool operator==(Invalid) const { return _it == _end; }
   801         /// Inequality operator
   802         bool operator!=(Invalid) const { return _it != _end; }
   803       };
   804 
   805       ///Iterator over the expression
   806       
   807       ///The iterator iterates over the terms of the expression. 
   808       /// 
   809       ///\code
   810       ///double s=0;
   811       ///for(LpBase::DualExpr::ConstCoeffIt i(e);i!=INVALID;++i)
   812       ///  s+= *i * dual(i);
   813       ///\endcode
   814       class ConstCoeffIt {
   815       private:
   816 
   817         std::map<int, Value>::const_iterator _it, _end;
   818 
   819       public:
   820 
   821         /// Sets the iterator to the first term
   822         
   823         /// Sets the iterator to the first term of the expression.
   824         ///
   825         ConstCoeffIt(const DualExpr& e)
   826           : _it(e.comps.begin()), _end(e.comps.end()){}
   827 
   828         /// Convert the iterator to the row of the term
   829         operator Row() const {
   830           return rowFromId(_it->first);
   831         }
   832 
   833         /// Returns the coefficient of the term
   834         const Value& operator*() const { return _it->second; }
   835 
   836         /// Next term
   837         
   838         /// Assign the iterator to the next term.
   839         ///
   840         ConstCoeffIt& operator++() { ++_it; return *this; }
   841 
   842         /// Equality operator
   843         bool operator==(Invalid) const { return _it == _end; }
   844         /// Inequality operator
   845         bool operator!=(Invalid) const { return _it != _end; }
   846       };
   847     };
   848 
   849 
   850   protected:
   851 
   852     class InsertIterator {
   853     private:
   854 
   855       std::map<int, Value>& _host;
   856       const _solver_bits::VarIndex& _index;
   857 
   858     public:
   859 
   860       typedef std::output_iterator_tag iterator_category;
   861       typedef void difference_type;
   862       typedef void value_type;
   863       typedef void reference;
   864       typedef void pointer;
   865 
   866       InsertIterator(std::map<int, Value>& host,
   867                    const _solver_bits::VarIndex& index)
   868         : _host(host), _index(index) {}
   869 
   870       InsertIterator& operator=(const std::pair<int, Value>& value) {
   871         typedef std::map<int, Value>::value_type pair_type;
   872         _host.insert(pair_type(_index[value.first], value.second));
   873         return *this;
   874       }
   875 
   876       InsertIterator& operator*() { return *this; }
   877       InsertIterator& operator++() { return *this; }
   878       InsertIterator operator++(int) { return *this; }
   879 
   880     };
   881 
   882     class ExprIterator {
   883     private:
   884       std::map<int, Value>::const_iterator _host_it;
   885       const _solver_bits::VarIndex& _index;
   886     public:
   887 
   888       typedef std::bidirectional_iterator_tag iterator_category;
   889       typedef std::ptrdiff_t difference_type;
   890       typedef const std::pair<int, Value> value_type;
   891       typedef value_type reference;
   892 
   893       class pointer {
   894       public:
   895         pointer(value_type& _value) : value(_value) {}
   896         value_type* operator->() { return &value; }
   897       private:
   898         value_type value;
   899       };
   900 
   901       ExprIterator(const std::map<int, Value>::const_iterator& host_it,
   902                    const _solver_bits::VarIndex& index)
   903         : _host_it(host_it), _index(index) {}
   904 
   905       reference operator*() {
   906         return std::make_pair(_index(_host_it->first), _host_it->second);
   907       }
   908 
   909       pointer operator->() {
   910         return pointer(operator*());
   911       }
   912 
   913       ExprIterator& operator++() { ++_host_it; return *this; }
   914       ExprIterator operator++(int) {
   915         ExprIterator tmp(*this); ++_host_it; return tmp;
   916       }
   917 
   918       ExprIterator& operator--() { --_host_it; return *this; }
   919       ExprIterator operator--(int) {
   920         ExprIterator tmp(*this); --_host_it; return tmp;
   921       }
   922 
   923       bool operator==(const ExprIterator& it) const {
   924         return _host_it == it._host_it;
   925       }
   926 
   927       bool operator!=(const ExprIterator& it) const {
   928         return _host_it != it._host_it;
   929       }
   930 
   931     };
   932 
   933   protected:
   934 
   935     //Abstract virtual functions
   936 
   937     virtual int _addColId(int col) { return cols.addIndex(col); }
   938     virtual int _addRowId(int row) { return rows.addIndex(row); }
   939 
   940     virtual void _eraseColId(int col) { cols.eraseIndex(col); }
   941     virtual void _eraseRowId(int row) { rows.eraseIndex(row); }
   942 
   943     virtual int _addCol() = 0;
   944     virtual int _addRow() = 0;
   945 
   946     virtual int _addRow(Value l, ExprIterator b, ExprIterator e, Value u) {
   947       int row = _addRow();
   948       _setRowCoeffs(row, b, e);
   949       _setRowLowerBound(row, l);
   950       _setRowUpperBound(row, u);
   951       return row;
   952     }
   953 
   954     virtual void _eraseCol(int col) = 0;
   955     virtual void _eraseRow(int row) = 0;
   956 
   957     virtual void _getColName(int col, std::string& name) const = 0;
   958     virtual void _setColName(int col, const std::string& name) = 0;
   959     virtual int _colByName(const std::string& name) const = 0;
   960 
   961     virtual void _getRowName(int row, std::string& name) const = 0;
   962     virtual void _setRowName(int row, const std::string& name) = 0;
   963     virtual int _rowByName(const std::string& name) const = 0;
   964 
   965     virtual void _setRowCoeffs(int i, ExprIterator b, ExprIterator e) = 0;
   966     virtual void _getRowCoeffs(int i, InsertIterator b) const = 0;
   967 
   968     virtual void _setColCoeffs(int i, ExprIterator b, ExprIterator e) = 0;
   969     virtual void _getColCoeffs(int i, InsertIterator b) const = 0;
   970 
   971     virtual void _setCoeff(int row, int col, Value value) = 0;
   972     virtual Value _getCoeff(int row, int col) const = 0;
   973 
   974     virtual void _setColLowerBound(int i, Value value) = 0;
   975     virtual Value _getColLowerBound(int i) const = 0;
   976 
   977     virtual void _setColUpperBound(int i, Value value) = 0;
   978     virtual Value _getColUpperBound(int i) const = 0;
   979 
   980     virtual void _setRowLowerBound(int i, Value value) = 0;
   981     virtual Value _getRowLowerBound(int i) const = 0;
   982 
   983     virtual void _setRowUpperBound(int i, Value value) = 0;
   984     virtual Value _getRowUpperBound(int i) const = 0;
   985 
   986     virtual void _setObjCoeffs(ExprIterator b, ExprIterator e) = 0;
   987     virtual void _getObjCoeffs(InsertIterator b) const = 0;
   988 
   989     virtual void _setObjCoeff(int i, Value obj_coef) = 0;
   990     virtual Value _getObjCoeff(int i) const = 0;
   991 
   992     virtual void _setSense(Sense) = 0;
   993     virtual Sense _getSense() const = 0;
   994 
   995     virtual void _clear() = 0;
   996 
   997     virtual const char* _solverName() const = 0;
   998 
   999     virtual void _messageLevel(MessageLevel level) = 0;
  1000 
  1001     //Own protected stuff
  1002 
  1003     //Constant component of the objective function
  1004     Value obj_const_comp;
  1005 
  1006     LpBase() : rows(), cols(), obj_const_comp(0) {}
  1007 
  1008   public:
  1009 
  1010     /// Virtual destructor
  1011     virtual ~LpBase() {}
  1012 
  1013     ///Gives back the name of the solver.
  1014     const char* solverName() const {return _solverName();}
  1015 
  1016     ///\name Build Up and Modify the LP
  1017 
  1018     ///@{
  1019 
  1020     ///Add a new empty column (i.e a new variable) to the LP
  1021     Col addCol() { Col c; c._id = _addColId(_addCol()); return c;}
  1022 
  1023     ///\brief Adds several new columns (i.e variables) at once
  1024     ///
  1025     ///This magic function takes a container as its argument and fills
  1026     ///its elements with new columns (i.e. variables)
  1027     ///\param t can be
  1028     ///- a standard STL compatible iterable container with
  1029     ///\ref Col as its \c values_type like
  1030     ///\code
  1031     ///std::vector<LpBase::Col>
  1032     ///std::list<LpBase::Col>
  1033     ///\endcode
  1034     ///- a standard STL compatible iterable container with
  1035     ///\ref Col as its \c mapped_type like
  1036     ///\code
  1037     ///std::map<AnyType,LpBase::Col>
  1038     ///\endcode
  1039     ///- an iterable lemon \ref concepts::WriteMap "write map" like
  1040     ///\code
  1041     ///ListGraph::NodeMap<LpBase::Col>
  1042     ///ListGraph::ArcMap<LpBase::Col>
  1043     ///\endcode
  1044     ///\return The number of the created column.
  1045 #ifdef DOXYGEN
  1046     template<class T>
  1047     int addColSet(T &t) { return 0;}
  1048 #else
  1049     template<class T>
  1050     typename enable_if<typename T::value_type::LpCol,int>::type
  1051     addColSet(T &t,dummy<0> = 0) {
  1052       int s=0;
  1053       for(typename T::iterator i=t.begin();i!=t.end();++i) {*i=addCol();s++;}
  1054       return s;
  1055     }
  1056     template<class T>
  1057     typename enable_if<typename T::value_type::second_type::LpCol,
  1058                        int>::type
  1059     addColSet(T &t,dummy<1> = 1) {
  1060       int s=0;
  1061       for(typename T::iterator i=t.begin();i!=t.end();++i) {
  1062         i->second=addCol();
  1063         s++;
  1064       }
  1065       return s;
  1066     }
  1067     template<class T>
  1068     typename enable_if<typename T::MapIt::Value::LpCol,
  1069                        int>::type
  1070     addColSet(T &t,dummy<2> = 2) {
  1071       int s=0;
  1072       for(typename T::MapIt i(t); i!=INVALID; ++i)
  1073         {
  1074           i.set(addCol());
  1075           s++;
  1076         }
  1077       return s;
  1078     }
  1079 #endif
  1080 
  1081     ///Set a column (i.e a dual constraint) of the LP
  1082 
  1083     ///\param c is the column to be modified
  1084     ///\param e is a dual linear expression (see \ref DualExpr)
  1085     ///a better one.
  1086     void col(Col c, const DualExpr &e) {
  1087       e.simplify();
  1088       _setColCoeffs(cols(id(c)), ExprIterator(e.comps.begin(), rows),
  1089                     ExprIterator(e.comps.end(), rows));
  1090     }
  1091 
  1092     ///Get a column (i.e a dual constraint) of the LP
  1093 
  1094     ///\param c is the column to get
  1095     ///\return the dual expression associated to the column
  1096     DualExpr col(Col c) const {
  1097       DualExpr e;
  1098       _getColCoeffs(cols(id(c)), InsertIterator(e.comps, rows));
  1099       return e;
  1100     }
  1101 
  1102     ///Add a new column to the LP
  1103 
  1104     ///\param e is a dual linear expression (see \ref DualExpr)
  1105     ///\param o is the corresponding component of the objective
  1106     ///function. It is 0 by default.
  1107     ///\return The created column.
  1108     Col addCol(const DualExpr &e, Value o = 0) {
  1109       Col c=addCol();
  1110       col(c,e);
  1111       objCoeff(c,o);
  1112       return c;
  1113     }
  1114 
  1115     ///Add a new empty row (i.e a new constraint) to the LP
  1116 
  1117     ///This function adds a new empty row (i.e a new constraint) to the LP.
  1118     ///\return The created row
  1119     Row addRow() { Row r; r._id = _addRowId(_addRow()); return r;}
  1120 
  1121     ///\brief Add several new rows (i.e constraints) at once
  1122     ///
  1123     ///This magic function takes a container as its argument and fills
  1124     ///its elements with new row (i.e. variables)
  1125     ///\param t can be
  1126     ///- a standard STL compatible iterable container with
  1127     ///\ref Row as its \c values_type like
  1128     ///\code
  1129     ///std::vector<LpBase::Row>
  1130     ///std::list<LpBase::Row>
  1131     ///\endcode
  1132     ///- a standard STL compatible iterable container with
  1133     ///\ref Row as its \c mapped_type like
  1134     ///\code
  1135     ///std::map<AnyType,LpBase::Row>
  1136     ///\endcode
  1137     ///- an iterable lemon \ref concepts::WriteMap "write map" like
  1138     ///\code
  1139     ///ListGraph::NodeMap<LpBase::Row>
  1140     ///ListGraph::ArcMap<LpBase::Row>
  1141     ///\endcode
  1142     ///\return The number of rows created.
  1143 #ifdef DOXYGEN
  1144     template<class T>
  1145     int addRowSet(T &t) { return 0;}
  1146 #else
  1147     template<class T>
  1148     typename enable_if<typename T::value_type::LpRow,int>::type
  1149     addRowSet(T &t, dummy<0> = 0) {
  1150       int s=0;
  1151       for(typename T::iterator i=t.begin();i!=t.end();++i) {*i=addRow();s++;}
  1152       return s;
  1153     }
  1154     template<class T>
  1155     typename enable_if<typename T::value_type::second_type::LpRow, int>::type
  1156     addRowSet(T &t, dummy<1> = 1) {
  1157       int s=0;
  1158       for(typename T::iterator i=t.begin();i!=t.end();++i) {
  1159         i->second=addRow();
  1160         s++;
  1161       }
  1162       return s;
  1163     }
  1164     template<class T>
  1165     typename enable_if<typename T::MapIt::Value::LpRow, int>::type
  1166     addRowSet(T &t, dummy<2> = 2) {
  1167       int s=0;
  1168       for(typename T::MapIt i(t); i!=INVALID; ++i)
  1169         {
  1170           i.set(addRow());
  1171           s++;
  1172         }
  1173       return s;
  1174     }
  1175 #endif
  1176 
  1177     ///Set a row (i.e a constraint) of the LP
  1178 
  1179     ///\param r is the row to be modified
  1180     ///\param l is lower bound (-\ref INF means no bound)
  1181     ///\param e is a linear expression (see \ref Expr)
  1182     ///\param u is the upper bound (\ref INF means no bound)
  1183     void row(Row r, Value l, const Expr &e, Value u) {
  1184       e.simplify();
  1185       _setRowCoeffs(rows(id(r)), ExprIterator(e.comps.begin(), cols),
  1186                     ExprIterator(e.comps.end(), cols));
  1187       _setRowLowerBound(rows(id(r)),l - *e);
  1188       _setRowUpperBound(rows(id(r)),u - *e);
  1189     }
  1190 
  1191     ///Set a row (i.e a constraint) of the LP
  1192 
  1193     ///\param r is the row to be modified
  1194     ///\param c is a linear expression (see \ref Constr)
  1195     void row(Row r, const Constr &c) {
  1196       row(r, c.lowerBounded()?c.lowerBound():-INF,
  1197           c.expr(), c.upperBounded()?c.upperBound():INF);
  1198     }
  1199 
  1200 
  1201     ///Get a row (i.e a constraint) of the LP
  1202 
  1203     ///\param r is the row to get
  1204     ///\return the expression associated to the row
  1205     Expr row(Row r) const {
  1206       Expr e;
  1207       _getRowCoeffs(rows(id(r)), InsertIterator(e.comps, cols));
  1208       return e;
  1209     }
  1210 
  1211     ///Add a new row (i.e a new constraint) to the LP
  1212 
  1213     ///\param l is the lower bound (-\ref INF means no bound)
  1214     ///\param e is a linear expression (see \ref Expr)
  1215     ///\param u is the upper bound (\ref INF means no bound)
  1216     ///\return The created row.
  1217     Row addRow(Value l,const Expr &e, Value u) {
  1218       Row r;
  1219       e.simplify();
  1220       r._id = _addRowId(_addRow(l - *e, ExprIterator(e.comps.begin(), cols),
  1221                                 ExprIterator(e.comps.end(), cols), u - *e));
  1222       return r;
  1223     }
  1224 
  1225     ///Add a new row (i.e a new constraint) to the LP
  1226 
  1227     ///\param c is a linear expression (see \ref Constr)
  1228     ///\return The created row.
  1229     Row addRow(const Constr &c) {
  1230       Row r;
  1231       c.expr().simplify();
  1232       r._id = _addRowId(_addRow(c.lowerBounded()?c.lowerBound():-INF, 
  1233                                 ExprIterator(c.expr().comps.begin(), cols),
  1234                                 ExprIterator(c.expr().comps.end(), cols),
  1235                                 c.upperBounded()?c.upperBound():INF));
  1236       return r;
  1237     }
  1238     ///Erase a column (i.e a variable) from the LP
  1239 
  1240     ///\param c is the column to be deleted
  1241     void erase(Col c) {
  1242       _eraseCol(cols(id(c)));
  1243       _eraseColId(cols(id(c)));
  1244     }
  1245     ///Erase a row (i.e a constraint) from the LP
  1246 
  1247     ///\param r is the row to be deleted
  1248     void erase(Row r) {
  1249       _eraseRow(rows(id(r)));
  1250       _eraseRowId(rows(id(r)));
  1251     }
  1252 
  1253     /// Get the name of a column
  1254 
  1255     ///\param c is the coresponding column
  1256     ///\return The name of the colunm
  1257     std::string colName(Col c) const {
  1258       std::string name;
  1259       _getColName(cols(id(c)), name);
  1260       return name;
  1261     }
  1262 
  1263     /// Set the name of a column
  1264 
  1265     ///\param c is the coresponding column
  1266     ///\param name The name to be given
  1267     void colName(Col c, const std::string& name) {
  1268       _setColName(cols(id(c)), name);
  1269     }
  1270 
  1271     /// Get the column by its name
  1272 
  1273     ///\param name The name of the column
  1274     ///\return the proper column or \c INVALID
  1275     Col colByName(const std::string& name) const {
  1276       int k = _colByName(name);
  1277       return k != -1 ? Col(cols[k]) : Col(INVALID);
  1278     }
  1279 
  1280     /// Get the name of a row
  1281 
  1282     ///\param r is the coresponding row
  1283     ///\return The name of the row
  1284     std::string rowName(Row r) const {
  1285       std::string name;
  1286       _getRowName(rows(id(r)), name);
  1287       return name;
  1288     }
  1289 
  1290     /// Set the name of a row
  1291 
  1292     ///\param r is the coresponding row
  1293     ///\param name The name to be given
  1294     void rowName(Row r, const std::string& name) {
  1295       _setRowName(rows(id(r)), name);
  1296     }
  1297 
  1298     /// Get the row by its name
  1299 
  1300     ///\param name The name of the row
  1301     ///\return the proper row or \c INVALID
  1302     Row rowByName(const std::string& name) const {
  1303       int k = _rowByName(name);
  1304       return k != -1 ? Row(rows[k]) : Row(INVALID);
  1305     }
  1306 
  1307     /// Set an element of the coefficient matrix of the LP
  1308 
  1309     ///\param r is the row of the element to be modified
  1310     ///\param c is the column of the element to be modified
  1311     ///\param val is the new value of the coefficient
  1312     void coeff(Row r, Col c, Value val) {
  1313       _setCoeff(rows(id(r)),cols(id(c)), val);
  1314     }
  1315 
  1316     /// Get an element of the coefficient matrix of the LP
  1317 
  1318     ///\param r is the row of the element
  1319     ///\param c is the column of the element
  1320     ///\return the corresponding coefficient
  1321     Value coeff(Row r, Col c) const {
  1322       return _getCoeff(rows(id(r)),cols(id(c)));
  1323     }
  1324 
  1325     /// Set the lower bound of a column (i.e a variable)
  1326 
  1327     /// The lower bound of a variable (column) has to be given by an
  1328     /// extended number of type Value, i.e. a finite number of type
  1329     /// Value or -\ref INF.
  1330     void colLowerBound(Col c, Value value) {
  1331       _setColLowerBound(cols(id(c)),value);
  1332     }
  1333 
  1334     /// Get the lower bound of a column (i.e a variable)
  1335 
  1336     /// This function returns the lower bound for column (variable) \c c
  1337     /// (this might be -\ref INF as well).
  1338     ///\return The lower bound for column \c c
  1339     Value colLowerBound(Col c) const {
  1340       return _getColLowerBound(cols(id(c)));
  1341     }
  1342 
  1343     ///\brief Set the lower bound of  several columns
  1344     ///(i.e variables) at once
  1345     ///
  1346     ///This magic function takes a container as its argument
  1347     ///and applies the function on all of its elements.
  1348     ///The lower bound of a variable (column) has to be given by an
  1349     ///extended number of type Value, i.e. a finite number of type
  1350     ///Value or -\ref INF.
  1351 #ifdef DOXYGEN
  1352     template<class T>
  1353     void colLowerBound(T &t, Value value) { return 0;}
  1354 #else
  1355     template<class T>
  1356     typename enable_if<typename T::value_type::LpCol,void>::type
  1357     colLowerBound(T &t, Value value,dummy<0> = 0) {
  1358       for(typename T::iterator i=t.begin();i!=t.end();++i) {
  1359         colLowerBound(*i, value);
  1360       }
  1361     }
  1362     template<class T>
  1363     typename enable_if<typename T::value_type::second_type::LpCol,
  1364                        void>::type
  1365     colLowerBound(T &t, Value value,dummy<1> = 1) {
  1366       for(typename T::iterator i=t.begin();i!=t.end();++i) {
  1367         colLowerBound(i->second, value);
  1368       }
  1369     }
  1370     template<class T>
  1371     typename enable_if<typename T::MapIt::Value::LpCol,
  1372                        void>::type
  1373     colLowerBound(T &t, Value value,dummy<2> = 2) {
  1374       for(typename T::MapIt i(t); i!=INVALID; ++i){
  1375         colLowerBound(*i, value);
  1376       }
  1377     }
  1378 #endif
  1379 
  1380     /// Set the upper bound of a column (i.e a variable)
  1381 
  1382     /// The upper bound of a variable (column) has to be given by an
  1383     /// extended number of type Value, i.e. a finite number of type
  1384     /// Value or \ref INF.
  1385     void colUpperBound(Col c, Value value) {
  1386       _setColUpperBound(cols(id(c)),value);
  1387     };
  1388 
  1389     /// Get the upper bound of a column (i.e a variable)
  1390 
  1391     /// This function returns the upper bound for column (variable) \c c
  1392     /// (this might be \ref INF as well).
  1393     /// \return The upper bound for column \c c
  1394     Value colUpperBound(Col c) const {
  1395       return _getColUpperBound(cols(id(c)));
  1396     }
  1397 
  1398     ///\brief Set the upper bound of  several columns
  1399     ///(i.e variables) at once
  1400     ///
  1401     ///This magic function takes a container as its argument
  1402     ///and applies the function on all of its elements.
  1403     ///The upper bound of a variable (column) has to be given by an
  1404     ///extended number of type Value, i.e. a finite number of type
  1405     ///Value or \ref INF.
  1406 #ifdef DOXYGEN
  1407     template<class T>
  1408     void colUpperBound(T &t, Value value) { return 0;}
  1409 #else
  1410     template<class T1>
  1411     typename enable_if<typename T1::value_type::LpCol,void>::type
  1412     colUpperBound(T1 &t, Value value,dummy<0> = 0) {
  1413       for(typename T1::iterator i=t.begin();i!=t.end();++i) {
  1414         colUpperBound(*i, value);
  1415       }
  1416     }
  1417     template<class T1>
  1418     typename enable_if<typename T1::value_type::second_type::LpCol,
  1419                        void>::type
  1420     colUpperBound(T1 &t, Value value,dummy<1> = 1) {
  1421       for(typename T1::iterator i=t.begin();i!=t.end();++i) {
  1422         colUpperBound(i->second, value);
  1423       }
  1424     }
  1425     template<class T1>
  1426     typename enable_if<typename T1::MapIt::Value::LpCol,
  1427                        void>::type
  1428     colUpperBound(T1 &t, Value value,dummy<2> = 2) {
  1429       for(typename T1::MapIt i(t); i!=INVALID; ++i){
  1430         colUpperBound(*i, value);
  1431       }
  1432     }
  1433 #endif
  1434 
  1435     /// Set the lower and the upper bounds of a column (i.e a variable)
  1436 
  1437     /// The lower and the upper bounds of
  1438     /// a variable (column) have to be given by an
  1439     /// extended number of type Value, i.e. a finite number of type
  1440     /// Value, -\ref INF or \ref INF.
  1441     void colBounds(Col c, Value lower, Value upper) {
  1442       _setColLowerBound(cols(id(c)),lower);
  1443       _setColUpperBound(cols(id(c)),upper);
  1444     }
  1445 
  1446     ///\brief Set the lower and the upper bound of several columns
  1447     ///(i.e variables) at once
  1448     ///
  1449     ///This magic function takes a container as its argument
  1450     ///and applies the function on all of its elements.
  1451     /// The lower and the upper bounds of
  1452     /// a variable (column) have to be given by an
  1453     /// extended number of type Value, i.e. a finite number of type
  1454     /// Value, -\ref INF or \ref INF.
  1455 #ifdef DOXYGEN
  1456     template<class T>
  1457     void colBounds(T &t, Value lower, Value upper) { return 0;}
  1458 #else
  1459     template<class T2>
  1460     typename enable_if<typename T2::value_type::LpCol,void>::type
  1461     colBounds(T2 &t, Value lower, Value upper,dummy<0> = 0) {
  1462       for(typename T2::iterator i=t.begin();i!=t.end();++i) {
  1463         colBounds(*i, lower, upper);
  1464       }
  1465     }
  1466     template<class T2>
  1467     typename enable_if<typename T2::value_type::second_type::LpCol, void>::type
  1468     colBounds(T2 &t, Value lower, Value upper,dummy<1> = 1) {
  1469       for(typename T2::iterator i=t.begin();i!=t.end();++i) {
  1470         colBounds(i->second, lower, upper);
  1471       }
  1472     }
  1473     template<class T2>
  1474     typename enable_if<typename T2::MapIt::Value::LpCol, void>::type
  1475     colBounds(T2 &t, Value lower, Value upper,dummy<2> = 2) {
  1476       for(typename T2::MapIt i(t); i!=INVALID; ++i){
  1477         colBounds(*i, lower, upper);
  1478       }
  1479     }
  1480 #endif
  1481 
  1482     /// Set the lower bound of a row (i.e a constraint)
  1483 
  1484     /// The lower bound of a constraint (row) has to be given by an
  1485     /// extended number of type Value, i.e. a finite number of type
  1486     /// Value or -\ref INF.
  1487     void rowLowerBound(Row r, Value value) {
  1488       _setRowLowerBound(rows(id(r)),value);
  1489     }
  1490 
  1491     /// Get the lower bound of a row (i.e a constraint)
  1492 
  1493     /// This function returns the lower bound for row (constraint) \c c
  1494     /// (this might be -\ref INF as well).
  1495     ///\return The lower bound for row \c r
  1496     Value rowLowerBound(Row r) const {
  1497       return _getRowLowerBound(rows(id(r)));
  1498     }
  1499 
  1500     /// Set the upper bound of a row (i.e a constraint)
  1501 
  1502     /// The upper bound of a constraint (row) has to be given by an
  1503     /// extended number of type Value, i.e. a finite number of type
  1504     /// Value or -\ref INF.
  1505     void rowUpperBound(Row r, Value value) {
  1506       _setRowUpperBound(rows(id(r)),value);
  1507     }
  1508 
  1509     /// Get the upper bound of a row (i.e a constraint)
  1510 
  1511     /// This function returns the upper bound for row (constraint) \c c
  1512     /// (this might be -\ref INF as well).
  1513     ///\return The upper bound for row \c r
  1514     Value rowUpperBound(Row r) const {
  1515       return _getRowUpperBound(rows(id(r)));
  1516     }
  1517 
  1518     ///Set an element of the objective function
  1519     void objCoeff(Col c, Value v) {_setObjCoeff(cols(id(c)),v); };
  1520 
  1521     ///Get an element of the objective function
  1522     Value objCoeff(Col c) const { return _getObjCoeff(cols(id(c))); };
  1523 
  1524     ///Set the objective function
  1525 
  1526     ///\param e is a linear expression of type \ref Expr.
  1527     ///
  1528     void obj(const Expr& e) {
  1529       _setObjCoeffs(ExprIterator(e.comps.begin(), cols),
  1530                     ExprIterator(e.comps.end(), cols));
  1531       obj_const_comp = *e;
  1532     }
  1533 
  1534     ///Get the objective function
  1535 
  1536     ///\return the objective function as a linear expression of type
  1537     ///Expr.
  1538     Expr obj() const {
  1539       Expr e;
  1540       _getObjCoeffs(InsertIterator(e.comps, cols));
  1541       *e = obj_const_comp;
  1542       return e;
  1543     }
  1544 
  1545 
  1546     ///Set the direction of optimization
  1547     void sense(Sense sense) { _setSense(sense); }
  1548 
  1549     ///Query the direction of the optimization
  1550     Sense sense() const {return _getSense(); }
  1551 
  1552     ///Set the sense to maximization
  1553     void max() { _setSense(MAX); }
  1554 
  1555     ///Set the sense to maximization
  1556     void min() { _setSense(MIN); }
  1557 
  1558     ///Clears the problem
  1559     void clear() { _clear(); }
  1560 
  1561     /// Sets the message level of the solver
  1562     void messageLevel(MessageLevel level) { _messageLevel(level); }
  1563 
  1564     ///@}
  1565 
  1566   };
  1567 
  1568   /// Addition
  1569 
  1570   ///\relates LpBase::Expr
  1571   ///
  1572   inline LpBase::Expr operator+(const LpBase::Expr &a, const LpBase::Expr &b) {
  1573     LpBase::Expr tmp(a);
  1574     tmp+=b;
  1575     return tmp;
  1576   }
  1577   ///Substraction
  1578 
  1579   ///\relates LpBase::Expr
  1580   ///
  1581   inline LpBase::Expr operator-(const LpBase::Expr &a, const LpBase::Expr &b) {
  1582     LpBase::Expr tmp(a);
  1583     tmp-=b;
  1584     return tmp;
  1585   }
  1586   ///Multiply with constant
  1587 
  1588   ///\relates LpBase::Expr
  1589   ///
  1590   inline LpBase::Expr operator*(const LpBase::Expr &a, const LpBase::Value &b) {
  1591     LpBase::Expr tmp(a);
  1592     tmp*=b;
  1593     return tmp;
  1594   }
  1595 
  1596   ///Multiply with constant
  1597 
  1598   ///\relates LpBase::Expr
  1599   ///
  1600   inline LpBase::Expr operator*(const LpBase::Value &a, const LpBase::Expr &b) {
  1601     LpBase::Expr tmp(b);
  1602     tmp*=a;
  1603     return tmp;
  1604   }
  1605   ///Divide with constant
  1606 
  1607   ///\relates LpBase::Expr
  1608   ///
  1609   inline LpBase::Expr operator/(const LpBase::Expr &a, const LpBase::Value &b) {
  1610     LpBase::Expr tmp(a);
  1611     tmp/=b;
  1612     return tmp;
  1613   }
  1614 
  1615   ///Create constraint
  1616 
  1617   ///\relates LpBase::Constr
  1618   ///
  1619   inline LpBase::Constr operator<=(const LpBase::Expr &e,
  1620                                    const LpBase::Expr &f) {
  1621     return LpBase::Constr(0, f - e, LpBase::INF);
  1622   }
  1623 
  1624   ///Create constraint
  1625 
  1626   ///\relates LpBase::Constr
  1627   ///
  1628   inline LpBase::Constr operator<=(const LpBase::Value &e,
  1629                                    const LpBase::Expr &f) {
  1630     return LpBase::Constr(e, f, LpBase::NaN);
  1631   }
  1632 
  1633   ///Create constraint
  1634 
  1635   ///\relates LpBase::Constr
  1636   ///
  1637   inline LpBase::Constr operator<=(const LpBase::Expr &e,
  1638                                    const LpBase::Value &f) {
  1639     return LpBase::Constr(- LpBase::INF, e, f);
  1640   }
  1641 
  1642   ///Create constraint
  1643 
  1644   ///\relates LpBase::Constr
  1645   ///
  1646   inline LpBase::Constr operator>=(const LpBase::Expr &e,
  1647                                    const LpBase::Expr &f) {
  1648     return LpBase::Constr(0, e - f, LpBase::INF);
  1649   }
  1650 
  1651 
  1652   ///Create constraint
  1653 
  1654   ///\relates LpBase::Constr
  1655   ///
  1656   inline LpBase::Constr operator>=(const LpBase::Value &e,
  1657                                    const LpBase::Expr &f) {
  1658     return LpBase::Constr(LpBase::NaN, f, e);
  1659   }
  1660 
  1661 
  1662   ///Create constraint
  1663 
  1664   ///\relates LpBase::Constr
  1665   ///
  1666   inline LpBase::Constr operator>=(const LpBase::Expr &e,
  1667                                    const LpBase::Value &f) {
  1668     return LpBase::Constr(f, e, LpBase::INF);
  1669   }
  1670 
  1671   ///Create constraint
  1672 
  1673   ///\relates LpBase::Constr
  1674   ///
  1675   inline LpBase::Constr operator==(const LpBase::Expr &e,
  1676                                    const LpBase::Value &f) {
  1677     return LpBase::Constr(f, e, f);
  1678   }
  1679 
  1680   ///Create constraint
  1681 
  1682   ///\relates LpBase::Constr
  1683   ///
  1684   inline LpBase::Constr operator==(const LpBase::Expr &e,
  1685                                    const LpBase::Expr &f) {
  1686     return LpBase::Constr(0, f - e, 0);
  1687   }
  1688 
  1689   ///Create constraint
  1690 
  1691   ///\relates LpBase::Constr
  1692   ///
  1693   inline LpBase::Constr operator<=(const LpBase::Value &n,
  1694                                    const LpBase::Constr &c) {
  1695     LpBase::Constr tmp(c);
  1696     LEMON_ASSERT(isNaN(tmp.lowerBound()), "Wrong LP constraint");
  1697     tmp.lowerBound()=n;
  1698     return tmp;
  1699   }
  1700   ///Create constraint
  1701 
  1702   ///\relates LpBase::Constr
  1703   ///
  1704   inline LpBase::Constr operator<=(const LpBase::Constr &c,
  1705                                    const LpBase::Value &n)
  1706   {
  1707     LpBase::Constr tmp(c);
  1708     LEMON_ASSERT(isNaN(tmp.upperBound()), "Wrong LP constraint");
  1709     tmp.upperBound()=n;
  1710     return tmp;
  1711   }
  1712 
  1713   ///Create constraint
  1714 
  1715   ///\relates LpBase::Constr
  1716   ///
  1717   inline LpBase::Constr operator>=(const LpBase::Value &n,
  1718                                    const LpBase::Constr &c) {
  1719     LpBase::Constr tmp(c);
  1720     LEMON_ASSERT(isNaN(tmp.upperBound()), "Wrong LP constraint");
  1721     tmp.upperBound()=n;
  1722     return tmp;
  1723   }
  1724   ///Create constraint
  1725 
  1726   ///\relates LpBase::Constr
  1727   ///
  1728   inline LpBase::Constr operator>=(const LpBase::Constr &c,
  1729                                    const LpBase::Value &n)
  1730   {
  1731     LpBase::Constr tmp(c);
  1732     LEMON_ASSERT(isNaN(tmp.lowerBound()), "Wrong LP constraint");
  1733     tmp.lowerBound()=n;
  1734     return tmp;
  1735   }
  1736 
  1737   ///Addition
  1738 
  1739   ///\relates LpBase::DualExpr
  1740   ///
  1741   inline LpBase::DualExpr operator+(const LpBase::DualExpr &a,
  1742                                     const LpBase::DualExpr &b) {
  1743     LpBase::DualExpr tmp(a);
  1744     tmp+=b;
  1745     return tmp;
  1746   }
  1747   ///Substraction
  1748 
  1749   ///\relates LpBase::DualExpr
  1750   ///
  1751   inline LpBase::DualExpr operator-(const LpBase::DualExpr &a,
  1752                                     const LpBase::DualExpr &b) {
  1753     LpBase::DualExpr tmp(a);
  1754     tmp-=b;
  1755     return tmp;
  1756   }
  1757   ///Multiply with constant
  1758 
  1759   ///\relates LpBase::DualExpr
  1760   ///
  1761   inline LpBase::DualExpr operator*(const LpBase::DualExpr &a,
  1762                                     const LpBase::Value &b) {
  1763     LpBase::DualExpr tmp(a);
  1764     tmp*=b;
  1765     return tmp;
  1766   }
  1767 
  1768   ///Multiply with constant
  1769 
  1770   ///\relates LpBase::DualExpr
  1771   ///
  1772   inline LpBase::DualExpr operator*(const LpBase::Value &a,
  1773                                     const LpBase::DualExpr &b) {
  1774     LpBase::DualExpr tmp(b);
  1775     tmp*=a;
  1776     return tmp;
  1777   }
  1778   ///Divide with constant
  1779 
  1780   ///\relates LpBase::DualExpr
  1781   ///
  1782   inline LpBase::DualExpr operator/(const LpBase::DualExpr &a,
  1783                                     const LpBase::Value &b) {
  1784     LpBase::DualExpr tmp(a);
  1785     tmp/=b;
  1786     return tmp;
  1787   }
  1788 
  1789   /// \ingroup lp_group
  1790   ///
  1791   /// \brief Common base class for LP solvers
  1792   ///
  1793   /// This class is an abstract base class for LP solvers. This class
  1794   /// provides a full interface for set and modify an LP problem,
  1795   /// solve it and retrieve the solution. You can use one of the
  1796   /// descendants as a concrete implementation, or the \c Lp
  1797   /// default LP solver. However, if you would like to handle LP
  1798   /// solvers as reference or pointer in a generic way, you can use
  1799   /// this class directly.
  1800   class LpSolver : virtual public LpBase {
  1801   public:
  1802 
  1803     /// The problem types for primal and dual problems
  1804     enum ProblemType {
  1805       /// = 0. Feasible solution hasn't been found (but may exist).
  1806       UNDEFINED = 0,
  1807       /// = 1. The problem has no feasible solution.
  1808       INFEASIBLE = 1,
  1809       /// = 2. Feasible solution found.
  1810       FEASIBLE = 2,
  1811       /// = 3. Optimal solution exists and found.
  1812       OPTIMAL = 3,
  1813       /// = 4. The cost function is unbounded.
  1814       UNBOUNDED = 4
  1815     };
  1816 
  1817     ///The basis status of variables
  1818     enum VarStatus {
  1819       /// The variable is in the basis
  1820       BASIC, 
  1821       /// The variable is free, but not basic
  1822       FREE,
  1823       /// The variable has active lower bound 
  1824       LOWER,
  1825       /// The variable has active upper bound
  1826       UPPER,
  1827       /// The variable is non-basic and fixed
  1828       FIXED
  1829     };
  1830 
  1831   protected:
  1832 
  1833     virtual SolveExitStatus _solve() = 0;
  1834 
  1835     virtual Value _getPrimal(int i) const = 0;
  1836     virtual Value _getDual(int i) const = 0;
  1837 
  1838     virtual Value _getPrimalRay(int i) const = 0;
  1839     virtual Value _getDualRay(int i) const = 0;
  1840 
  1841     virtual Value _getPrimalValue() const = 0;
  1842 
  1843     virtual VarStatus _getColStatus(int i) const = 0;
  1844     virtual VarStatus _getRowStatus(int i) const = 0;
  1845 
  1846     virtual ProblemType _getPrimalType() const = 0;
  1847     virtual ProblemType _getDualType() const = 0;
  1848 
  1849   public:
  1850 
  1851     ///Allocate a new LP problem instance
  1852     virtual LpSolver* newSolver() const = 0;
  1853     ///Make a copy of the LP problem
  1854     virtual LpSolver* cloneSolver() const = 0;
  1855 
  1856     ///\name Solve the LP
  1857 
  1858     ///@{
  1859 
  1860     ///\e Solve the LP problem at hand
  1861     ///
  1862     ///\return The result of the optimization procedure. Possible
  1863     ///values and their meanings can be found in the documentation of
  1864     ///\ref SolveExitStatus.
  1865     SolveExitStatus solve() { return _solve(); }
  1866 
  1867     ///@}
  1868 
  1869     ///\name Obtain the Solution
  1870 
  1871     ///@{
  1872 
  1873     /// The type of the primal problem
  1874     ProblemType primalType() const {
  1875       return _getPrimalType();
  1876     }
  1877 
  1878     /// The type of the dual problem
  1879     ProblemType dualType() const {
  1880       return _getDualType();
  1881     }
  1882 
  1883     /// Return the primal value of the column
  1884 
  1885     /// Return the primal value of the column.
  1886     /// \pre The problem is solved.
  1887     Value primal(Col c) const { return _getPrimal(cols(id(c))); }
  1888 
  1889     /// Return the primal value of the expression
  1890 
  1891     /// Return the primal value of the expression, i.e. the dot
  1892     /// product of the primal solution and the expression.
  1893     /// \pre The problem is solved.
  1894     Value primal(const Expr& e) const {
  1895       double res = *e;
  1896       for (Expr::ConstCoeffIt c(e); c != INVALID; ++c) {
  1897         res += *c * primal(c);
  1898       }
  1899       return res;
  1900     }
  1901     /// Returns a component of the primal ray
  1902     
  1903     /// The primal ray is solution of the modified primal problem,
  1904     /// where we change each finite bound to 0, and we looking for a
  1905     /// negative objective value in case of minimization, and positive
  1906     /// objective value for maximization. If there is such solution,
  1907     /// that proofs the unsolvability of the dual problem, and if a
  1908     /// feasible primal solution exists, then the unboundness of
  1909     /// primal problem.
  1910     ///
  1911     /// \pre The problem is solved and the dual problem is infeasible.
  1912     /// \note Some solvers does not provide primal ray calculation
  1913     /// functions.
  1914     Value primalRay(Col c) const { return _getPrimalRay(cols(id(c))); }
  1915 
  1916     /// Return the dual value of the row
  1917 
  1918     /// Return the dual value of the row.
  1919     /// \pre The problem is solved.
  1920     Value dual(Row r) const { return _getDual(rows(id(r))); }
  1921 
  1922     /// Return the dual value of the dual expression
  1923 
  1924     /// Return the dual value of the dual expression, i.e. the dot
  1925     /// product of the dual solution and the dual expression.
  1926     /// \pre The problem is solved.
  1927     Value dual(const DualExpr& e) const {
  1928       double res = 0.0;
  1929       for (DualExpr::ConstCoeffIt r(e); r != INVALID; ++r) {
  1930         res += *r * dual(r);
  1931       }
  1932       return res;
  1933     }
  1934 
  1935     /// Returns a component of the dual ray
  1936     
  1937     /// The dual ray is solution of the modified primal problem, where
  1938     /// we change each finite bound to 0 (i.e. the objective function
  1939     /// coefficients in the primal problem), and we looking for a
  1940     /// ositive objective value. If there is such solution, that
  1941     /// proofs the unsolvability of the primal problem, and if a
  1942     /// feasible dual solution exists, then the unboundness of
  1943     /// dual problem.
  1944     ///
  1945     /// \pre The problem is solved and the primal problem is infeasible.
  1946     /// \note Some solvers does not provide dual ray calculation
  1947     /// functions.
  1948     Value dualRay(Row r) const { return _getDualRay(rows(id(r))); }
  1949 
  1950     /// Return the basis status of the column
  1951 
  1952     /// \see VarStatus
  1953     VarStatus colStatus(Col c) const { return _getColStatus(cols(id(c))); }
  1954 
  1955     /// Return the basis status of the row
  1956 
  1957     /// \see VarStatus
  1958     VarStatus rowStatus(Row r) const { return _getRowStatus(rows(id(r))); }
  1959 
  1960     ///The value of the objective function
  1961 
  1962     ///\return
  1963     ///- \ref INF or -\ref INF means either infeasibility or unboundedness
  1964     /// of the primal problem, depending on whether we minimize or maximize.
  1965     ///- \ref NaN if no primal solution is found.
  1966     ///- The (finite) objective value if an optimal solution is found.
  1967     Value primal() const { return _getPrimalValue()+obj_const_comp;}
  1968     ///@}
  1969 
  1970   protected:
  1971 
  1972   };
  1973 
  1974 
  1975   /// \ingroup lp_group
  1976   ///
  1977   /// \brief Common base class for MIP solvers
  1978   ///
  1979   /// This class is an abstract base class for MIP solvers. This class
  1980   /// provides a full interface for set and modify an MIP problem,
  1981   /// solve it and retrieve the solution. You can use one of the
  1982   /// descendants as a concrete implementation, or the \c Lp
  1983   /// default MIP solver. However, if you would like to handle MIP
  1984   /// solvers as reference or pointer in a generic way, you can use
  1985   /// this class directly.
  1986   class MipSolver : virtual public LpBase {
  1987   public:
  1988 
  1989     /// The problem types for MIP problems
  1990     enum ProblemType {
  1991       /// = 0. Feasible solution hasn't been found (but may exist).
  1992       UNDEFINED = 0,
  1993       /// = 1. The problem has no feasible solution.
  1994       INFEASIBLE = 1,
  1995       /// = 2. Feasible solution found.
  1996       FEASIBLE = 2,
  1997       /// = 3. Optimal solution exists and found.
  1998       OPTIMAL = 3,
  1999       /// = 4. The cost function is unbounded.
  2000       ///The Mip or at least the relaxed problem is unbounded.
  2001       UNBOUNDED = 4
  2002     };
  2003 
  2004     ///Allocate a new MIP problem instance
  2005     virtual MipSolver* newSolver() const = 0;
  2006     ///Make a copy of the MIP problem
  2007     virtual MipSolver* cloneSolver() const = 0;
  2008 
  2009     ///\name Solve the MIP
  2010 
  2011     ///@{
  2012 
  2013     /// Solve the MIP problem at hand
  2014     ///
  2015     ///\return The result of the optimization procedure. Possible
  2016     ///values and their meanings can be found in the documentation of
  2017     ///\ref SolveExitStatus.
  2018     SolveExitStatus solve() { return _solve(); }
  2019 
  2020     ///@}
  2021 
  2022     ///\name Set Column Type
  2023     ///@{
  2024 
  2025     ///Possible variable (column) types (e.g. real, integer, binary etc.)
  2026     enum ColTypes {
  2027       /// = 0. Continuous variable (default).
  2028       REAL = 0,
  2029       /// = 1. Integer variable.
  2030       INTEGER = 1
  2031     };
  2032 
  2033     ///Sets the type of the given column to the given type
  2034 
  2035     ///Sets the type of the given column to the given type.
  2036     ///
  2037     void colType(Col c, ColTypes col_type) {
  2038       _setColType(cols(id(c)),col_type);
  2039     }
  2040 
  2041     ///Gives back the type of the column.
  2042 
  2043     ///Gives back the type of the column.
  2044     ///
  2045     ColTypes colType(Col c) const {
  2046       return _getColType(cols(id(c)));
  2047     }
  2048     ///@}
  2049 
  2050     ///\name Obtain the Solution
  2051 
  2052     ///@{
  2053 
  2054     /// The type of the MIP problem
  2055     ProblemType type() const {
  2056       return _getType();
  2057     }
  2058 
  2059     /// Return the value of the row in the solution
  2060 
  2061     ///  Return the value of the row in the solution.
  2062     /// \pre The problem is solved.
  2063     Value sol(Col c) const { return _getSol(cols(id(c))); }
  2064 
  2065     /// Return the value of the expression in the solution
  2066 
  2067     /// Return the value of the expression in the solution, i.e. the
  2068     /// dot product of the solution and the expression.
  2069     /// \pre The problem is solved.
  2070     Value sol(const Expr& e) const {
  2071       double res = *e;
  2072       for (Expr::ConstCoeffIt c(e); c != INVALID; ++c) {
  2073         res += *c * sol(c);
  2074       }
  2075       return res;
  2076     }
  2077     ///The value of the objective function
  2078     
  2079     ///\return
  2080     ///- \ref INF or -\ref INF means either infeasibility or unboundedness
  2081     /// of the problem, depending on whether we minimize or maximize.
  2082     ///- \ref NaN if no primal solution is found.
  2083     ///- The (finite) objective value if an optimal solution is found.
  2084     Value solValue() const { return _getSolValue()+obj_const_comp;}
  2085     ///@}
  2086 
  2087   protected:
  2088 
  2089     virtual SolveExitStatus _solve() = 0;
  2090     virtual ColTypes _getColType(int col) const = 0;
  2091     virtual void _setColType(int col, ColTypes col_type) = 0;
  2092     virtual ProblemType _getType() const = 0;
  2093     virtual Value _getSol(int i) const = 0;
  2094     virtual Value _getSolValue() const = 0;
  2095 
  2096   };
  2097 
  2098 
  2099 
  2100 } //namespace lemon
  2101 
  2102 #endif //LEMON_LP_BASE_H