lemon/vf2.h
author Peter Kovacs <kpeter@inf.elte.hu>
Sat, 07 Oct 2017 00:21:15 +0200
changeset 1162 881e4168c65f
parent 1152 abc24245d276
child 1186 3feba0ea1bda
permissions -rw-r--r--
Add missing #ifdef to bellman_ford_test.cc (#325)
     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) 2015
     6  * EMAXA Kutato-fejleszto Kft. (EMAXA Research Ltd.)
     7  *
     8  * Permission to use, modify and distribute this software is granted
     9  * provided that this copyright notice appears in all copies. For
    10  * precise terms see the accompanying LICENSE file.
    11  *
    12  * This software is provided "AS IS" with no warranty of any kind,
    13  * express or implied, and with no claim as to its suitability for any
    14  * purpose.
    15  *
    16  */
    17 
    18 #ifndef LEMON_VF2_H
    19 #define LEMON_VF2_H
    20 
    21 ///\ingroup graph_properties
    22 ///\file
    23 ///\brief VF2 algorithm \cite cordella2004sub.
    24 
    25 #include <lemon/core.h>
    26 #include <lemon/concepts/graph.h>
    27 #include <lemon/dfs.h>
    28 #include <lemon/bfs.h>
    29 
    30 #include <vector>
    31 #include <set>
    32 
    33 namespace lemon
    34 {
    35   namespace bits
    36   {
    37     namespace vf2
    38     {
    39       class AlwaysEq
    40       {
    41       public:
    42         template<class T1, class T2>
    43         bool operator()(T1, T2) const
    44         {
    45           return true;
    46         }
    47       };
    48 
    49       template<class M1, class M2>
    50       class MapEq
    51       {
    52         const M1 &_m1;
    53         const M2 &_m2;
    54       public:
    55         MapEq(const M1 &m1, const M2 &m2) : _m1(m1), _m2(m2) {}
    56         bool operator()(typename M1::Key k1, typename M2::Key k2) const
    57         {
    58           return _m1[k1] == _m2[k2];
    59         }
    60       };
    61 
    62       template <class G>
    63       class DfsLeaveOrder : public DfsVisitor<G>
    64       {
    65         const G &_g;
    66         std::vector<typename G::Node> &_order;
    67         int i;
    68       public:
    69         DfsLeaveOrder(const G &g, std::vector<typename G::Node> &order)
    70           : i(countNodes(g)), _g(g), _order(order)
    71         {}
    72         void leave(const typename G::Node &node)
    73         {
    74           _order[--i]=node;
    75         }
    76       };
    77 
    78       template <class G>
    79       class BfsLeaveOrder : public BfsVisitor<G>
    80       {
    81         int i;
    82         const G &_g;
    83         std::vector<typename G::Node> &_order;
    84       public:
    85         BfsLeaveOrder(const G &g, std::vector<typename G::Node> &order)
    86           : i(0), _g(g), _order(order)
    87         {}
    88         void process(const typename G::Node &node)
    89         {
    90           _order[i++]=node;
    91         }
    92       };
    93     }
    94   }
    95 
    96   ///Graph mapping types.
    97 
    98   ///\ingroup graph_isomorphism
    99   ///The \ref Vf2 "VF2" algorithm is capable of finding different kind of
   100   ///embeddings, this enum specifies its type.
   101   ///
   102   ///See \ref graph_isomorphism for a more detailed description.
   103   enum Vf2MappingType {
   104     /// Subgraph isomorphism
   105     SUBGRAPH = 0,
   106     /// Induced subgraph isomorphism
   107     INDUCED = 1,
   108     /// Graph isomorphism
   109 
   110     /// If the two graph has the same number of nodes, than it is
   111     /// equivalent to \ref INDUCED, and if they also have the same
   112     /// number of edges, then it is also equivalent to \ref SUBGRAPH.
   113     ///
   114     /// However, using this setting is faster than the other two
   115     /// options.
   116     ISOMORPH = 2
   117   };
   118 
   119   ///%VF2 algorithm class.
   120 
   121   ///\ingroup graph_isomorphism This class provides an efficient
   122   ///implementation of the %VF2 algorithm \cite cordella2004sub
   123   ///for variants of the (Sub)graph Isomorphism problem.
   124   ///
   125   ///There is also a \ref vf2() "function-type interface" called \ref vf2()
   126   ///for the %VF2 algorithm, which is probably more convenient in most
   127   ///use-cases.
   128   ///
   129   ///\tparam G1 The type of the graph to be embedded.
   130   ///The default type is \ref ListDigraph.
   131   ///\tparam G2 The type of the graph g1 will be embedded into.
   132   ///The default type is \ref ListDigraph.
   133   ///\tparam M The type of the NodeMap storing the mapping.
   134   ///By default, it is G1::NodeMap<G2::Node>
   135   ///\tparam NEQ A bool-valued binary functor determinining whether a node is
   136   ///mappable to another. By default it is an always true operator.
   137   ///
   138   ///\sa vf2()
   139 #ifdef DOXYGEN
   140   template<class G1, class G2, class M, class NEQ >
   141 #else
   142   template<class G1=ListDigraph,
   143            class G2=ListDigraph,
   144            class M = typename G1::template NodeMap<G2::Node>,
   145            class NEQ = bits::vf2::AlwaysEq >
   146 #endif
   147   class Vf2
   148   {
   149     //Current depth in the DFS tree.
   150     int _depth;
   151     //Functor with bool operator()(G1::Node,G2::Node), which returns 1
   152     //if and only if the 2 nodes are equivalent.
   153     NEQ _nEq;
   154 
   155     typename G2::template NodeMap<int> _conn;
   156     //Current mapping. We index it by the nodes of g1, and match[v] is
   157     //a node of g2.
   158     M &_mapping;
   159     //order[i] is the node of g1, for which we find a pair if depth=i
   160     std::vector<typename G1::Node> order;
   161     //currEdgeIts[i] is an edge iterator, witch is last used in the ith
   162     //depth to find a pair for order[i].
   163     std::vector<typename G2::IncEdgeIt> currEdgeIts;
   164     //The small graph.
   165     const G1 &_g1;
   166     //The big graph.
   167     const G2 &_g2;
   168     //lookup tables for cut the searchtree
   169     typename G1::template NodeMap<int> rNew1t,rInOut1t;
   170 
   171     Vf2MappingType _mapping_type;
   172 
   173     //cut the search tree
   174     template<Vf2MappingType MT>
   175     bool cut(const typename G1::Node n1,const typename G2::Node n2) const
   176     {
   177       int rNew2=0,rInOut2=0;
   178       for(typename G2::IncEdgeIt e2(_g2,n2); e2!=INVALID; ++e2)
   179         {
   180           const typename G2::Node currNode=_g2.oppositeNode(n2,e2);
   181           if(_conn[currNode]>0)
   182             ++rInOut2;
   183           else if(MT!=SUBGRAPH&&_conn[currNode]==0)
   184             ++rNew2;
   185         }
   186       switch(MT)
   187         {
   188         case INDUCED:
   189           return rInOut1t[n1]<=rInOut2&&rNew1t[n1]<=rNew2;
   190         case SUBGRAPH:
   191           return rInOut1t[n1]<=rInOut2;
   192         case ISOMORPH:
   193           return rInOut1t[n1]==rInOut2&&rNew1t[n1]==rNew2;
   194         default:
   195           return false;
   196         }
   197     }
   198 
   199     template<Vf2MappingType MT>
   200     bool feas(const typename G1::Node n1,const typename G2::Node n2)
   201     {
   202       if(!_nEq(n1,n2))
   203         return 0;
   204 
   205       for(typename G1::IncEdgeIt e1(_g1,n1); e1!=INVALID; ++e1)
   206         {
   207           const typename G1::Node currNode=_g1.oppositeNode(n1,e1);
   208           if(_mapping[currNode]!=INVALID)
   209             --_conn[_mapping[currNode]];
   210         }
   211       bool isIso=1;
   212       for(typename G2::IncEdgeIt e2(_g2,n2); e2!=INVALID; ++e2)
   213         {
   214           const typename G2::Node currNode=_g2.oppositeNode(n2,e2);
   215           if(_conn[currNode]<-1)
   216             ++_conn[currNode];
   217           else if(MT!=SUBGRAPH&&_conn[currNode]==-1)
   218             {
   219               isIso=0;
   220               break;
   221             }
   222         }
   223 
   224       for(typename G1::IncEdgeIt e1(_g1,n1); e1!=INVALID; ++e1)
   225         {
   226           const typename G1::Node currNode=_g1.oppositeNode(n1,e1);
   227           if(_mapping[currNode]!=INVALID&&_conn[_mapping[currNode]]!=-1)
   228             {
   229               switch(MT)
   230                 {
   231                 case INDUCED:
   232                 case ISOMORPH:
   233                   isIso=0;
   234                   break;
   235                 case SUBGRAPH:
   236                   if(_conn[_mapping[currNode]]<-1)
   237                     isIso=0;
   238                   break;
   239                 }
   240               _conn[_mapping[currNode]]=-1;
   241             }
   242         }
   243       return isIso&&cut<MT>(n1,n2);
   244     }
   245 
   246     void addPair(const typename G1::Node n1,const typename G2::Node n2)
   247     {
   248       _conn[n2]=-1;
   249       _mapping.set(n1,n2);
   250       for(typename G2::IncEdgeIt e2(_g2,n2); e2!=INVALID; ++e2)
   251         if(_conn[_g2.oppositeNode(n2,e2)]!=-1)
   252           ++_conn[_g2.oppositeNode(n2,e2)];
   253     }
   254 
   255     void subPair(const typename G1::Node n1,const typename G2::Node n2)
   256     {
   257       _conn[n2]=0;
   258       _mapping.set(n1,INVALID);
   259       for(typename G2::IncEdgeIt e2(_g2,n2); e2!=INVALID; ++e2)
   260         {
   261           const typename G2::Node currNode=_g2.oppositeNode(n2,e2);
   262           if(_conn[currNode]>0)
   263             --_conn[currNode];
   264           else if(_conn[currNode]==-1)
   265             ++_conn[n2];
   266         }
   267     }
   268 
   269     void setOrder()//we will find pairs for the nodes of g1 in this order
   270     {
   271       // bits::vf2::DfsLeaveOrder<G1> v(_g1,order);
   272       //   DfsVisit<G1,bits::vf2::DfsLeaveOrder<G1> >dfs(_g1, v);
   273       //   dfs.run();
   274 
   275       //it is more efficient in practice than DFS
   276       bits::vf2::BfsLeaveOrder<G1> v(_g1,order);
   277       BfsVisit<G1,bits::vf2::BfsLeaveOrder<G1> >bfs(_g1, v);
   278       bfs.run();
   279     }
   280 
   281     template<Vf2MappingType MT>
   282     bool extMatch()
   283     {
   284       while(_depth>=0)
   285         {
   286           //there are not nodes in g1, which has not pair in g2.
   287           if(_depth==static_cast<int>(order.size()))
   288             {
   289               --_depth;
   290               return true;
   291             }
   292           //the node of g2, which neighbours are the candidates for
   293           //the pair of order[_depth]
   294           typename G2::Node currPNode;
   295           if(currEdgeIts[_depth]==INVALID)
   296             {
   297               typename G1::IncEdgeIt fstMatchedE(_g1,order[_depth]);
   298               //if _mapping[order[_depth]]!=INVALID, we dont use
   299               //fstMatchedE
   300               if(_mapping[order[_depth]]==INVALID)
   301                 for(; fstMatchedE!=INVALID &&
   302                       _mapping[_g1.oppositeNode(order[_depth],
   303                                               fstMatchedE)]==INVALID;
   304                     ++fstMatchedE) ; //find fstMatchedE
   305               if(fstMatchedE==INVALID||_mapping[order[_depth]]!=INVALID)
   306                 {
   307                   //We did not find an covered neighbour, this means
   308                   //the graph is not connected(or _depth==0).  Every
   309                   //uncovered(and there are some other properties due
   310                   //to the spec. problem types) node of g2 is
   311                   //candidate.  We can read the iterator of the last
   312                   //tryed node from the match if it is not the first
   313                   //try(match[order[_depth]]!=INVALID)
   314                   typename G2::NodeIt n2(_g2);
   315                   //if its not the first try
   316                   if(_mapping[order[_depth]]!=INVALID)
   317                     {
   318                       n2=++typename G2::NodeIt(_g2,_mapping[order[_depth]]);
   319                       subPair(order[_depth],_mapping[order[_depth]]);
   320                     }
   321                   for(; n2!=INVALID; ++n2)
   322                     if(MT!=SUBGRAPH&&_conn[n2]==0)
   323                       {
   324                         if(feas<MT>(order[_depth],n2))
   325                           break;
   326                       }
   327                     else if(MT==SUBGRAPH&&_conn[n2]>=0)
   328                       if(feas<MT>(order[_depth],n2))
   329                         break;
   330                   // n2 is the next candidate
   331                   if(n2!=INVALID)
   332                     {
   333                       addPair(order[_depth],n2);
   334                       ++_depth;
   335                     }
   336                   else // there is no more candidate
   337                     --_depth;
   338                   continue;
   339                 }
   340               else
   341                 {
   342                   currPNode=_mapping[_g1.oppositeNode(order[_depth],
   343                                                       fstMatchedE)];
   344                   currEdgeIts[_depth]=typename G2::IncEdgeIt(_g2,currPNode);
   345                 }
   346             }
   347           else
   348             {
   349               currPNode=_g2.oppositeNode(_mapping[order[_depth]],
   350                                          currEdgeIts[_depth]);
   351               subPair(order[_depth],_mapping[order[_depth]]);
   352               ++currEdgeIts[_depth];
   353             }
   354           for(; currEdgeIts[_depth]!=INVALID; ++currEdgeIts[_depth])
   355             {
   356               const typename G2::Node currNode =
   357                 _g2.oppositeNode(currPNode, currEdgeIts[_depth]);
   358               //if currNode is uncovered
   359               if(_conn[currNode]>0&&feas<MT>(order[_depth],currNode))
   360                 {
   361                   addPair(order[_depth],currNode);
   362                   break;
   363                 }
   364             }
   365           currEdgeIts[_depth]==INVALID?--_depth:++_depth;
   366         }
   367       return false;
   368     }
   369 
   370     //calc. the lookup table for cut the searchtree
   371     void setRNew1tRInOut1t()
   372     {
   373       typename G1::template NodeMap<int> tmp(_g1,0);
   374       for(unsigned int i=0; i<order.size(); ++i)
   375         {
   376           tmp[order[i]]=-1;
   377           for(typename G1::IncEdgeIt e1(_g1,order[i]); e1!=INVALID; ++e1)
   378             {
   379               const typename G1::Node currNode=_g1.oppositeNode(order[i],e1);
   380               if(tmp[currNode]>0)
   381                 ++rInOut1t[order[i]];
   382               else if(tmp[currNode]==0)
   383                 ++rNew1t[order[i]];
   384             }
   385           for(typename G1::IncEdgeIt e1(_g1,order[i]); e1!=INVALID; ++e1)
   386             {
   387               const typename G1::Node currNode=_g1.oppositeNode(order[i],e1);
   388               if(tmp[currNode]!=-1)
   389                 ++tmp[currNode];
   390             }
   391         }
   392     }
   393   public:
   394     ///Constructor
   395 
   396     ///Constructor
   397 
   398     ///\param g1 The graph to be embedded into \e g2.
   399     ///\param g2 The graph \e g1 will be embedded into.
   400     ///\param m \ref concepts::ReadWriteMap "read-write" NodeMap
   401     ///storing the found mapping.
   402     ///\param neq A bool-valued binary functor determinining whether a node is
   403     ///mappable to another. By default it is an always true operator.
   404     Vf2(const G1 &g1, const G2 &g2,M &m, const NEQ &neq = NEQ() ) :
   405       _nEq(neq), _conn(g2,0), _mapping(m), order(countNodes(g1)),
   406       currEdgeIts(countNodes(g1),INVALID), _g1(g1), _g2(g2), rNew1t(g1,0),
   407       rInOut1t(g1,0), _mapping_type(SUBGRAPH)
   408     {
   409       _depth=0;
   410       setOrder();
   411       setRNew1tRInOut1t();
   412       for(typename G1::NodeIt n(g1);n!=INVALID;++n)
   413         m[n]=INVALID;
   414     }
   415 
   416     ///Returns the current mapping type
   417 
   418     ///Returns the current mapping type
   419     ///
   420     Vf2MappingType mappingType() const { return _mapping_type; }
   421     ///Sets mapping type
   422 
   423     ///Sets mapping type.
   424     ///
   425     ///The mapping type is set to \ref SUBGRAPH by default.
   426     ///
   427     ///\sa See \ref Vf2MappingType for the possible values.
   428     void mappingType(Vf2MappingType m_type) { _mapping_type = m_type; }
   429 
   430     ///Finds a mapping
   431 
   432     ///It finds a mapping between from g1 into g2 according to the mapping
   433     ///type set by \ref mappingType(Vf2MappingType) "mappingType()".
   434     ///
   435     ///By subsequent calls, it returns all possible mappings one-by-one.
   436     ///
   437     ///\retval true if a mapping is found.
   438     ///\retval false if there is no (more) mapping.
   439     bool find()
   440     {
   441       switch(_mapping_type)
   442         {
   443         case SUBGRAPH:
   444           return extMatch<SUBGRAPH>();
   445         case INDUCED:
   446           return extMatch<INDUCED>();
   447         case ISOMORPH:
   448           return extMatch<ISOMORPH>();
   449         default:
   450           return false;
   451         }
   452     }
   453   };
   454 
   455   template<class G1, class G2>
   456   class Vf2WizardBase
   457   {
   458   protected:
   459     typedef G1 Graph1;
   460     typedef G2 Graph2;
   461 
   462     const G1 &_g1;
   463     const G2 &_g2;
   464 
   465     Vf2MappingType _mapping_type;
   466 
   467     typedef typename G1::template NodeMap<typename G2::Node> Mapping;
   468     bool _local_mapping;
   469     void *_mapping;
   470     void createMapping()
   471     {
   472       _mapping = new Mapping(_g1);
   473     }
   474 
   475     typedef bits::vf2::AlwaysEq NodeEq;
   476     NodeEq _node_eq;
   477 
   478     Vf2WizardBase(const G1 &g1,const G2 &g2)
   479       : _g1(g1), _g2(g2), _mapping_type(SUBGRAPH), _local_mapping(true) {}
   480   };
   481 
   482   /// Auxiliary class for the function-type interface of %VF2 algorithm.
   483 
   484   /// This auxiliary class implements the named parameters of
   485   /// \ref vf2() "function-type interface" of \ref Vf2 algorithm.
   486   ///
   487   /// \warning This class should only be used through the function \ref vf2().
   488   ///
   489   /// \tparam TR The traits class that defines various types used by the
   490   /// algorithm.
   491   template<class TR>
   492   class Vf2Wizard : public TR
   493   {
   494     typedef TR Base;
   495     typedef typename TR::Graph1 Graph1;
   496     typedef typename TR::Graph2 Graph2;
   497 
   498     typedef typename TR::Mapping Mapping;
   499     typedef typename TR::NodeEq NodeEq;
   500 
   501     using TR::_g1;
   502     using TR::_g2;
   503     using TR::_mapping_type;
   504     using TR::_mapping;
   505     using TR::_node_eq;
   506 
   507   public:
   508     ///Constructor
   509     Vf2Wizard(const Graph1 &g1,const Graph2 &g2) : Base(g1,g2) {}
   510 
   511     ///Copy constructor
   512     Vf2Wizard(const Base &b) : Base(b) {}
   513 
   514 
   515     template<class T>
   516     struct SetMappingBase : public Base {
   517       typedef T Mapping;
   518       SetMappingBase(const Base &b) : Base(b) {}
   519     };
   520 
   521     ///\brief \ref named-templ-param "Named parameter" for setting
   522     ///the mapping.
   523     ///
   524     ///\ref named-templ-param "Named parameter" function for setting
   525     ///the map that stores the found embedding.
   526     template<class T>
   527     Vf2Wizard< SetMappingBase<T> > mapping(const T &t)
   528     {
   529       Base::_mapping=reinterpret_cast<void*>(const_cast<T*>(&t));
   530       Base::_local_mapping = false;
   531       return Vf2Wizard<SetMappingBase<T> >(*this);
   532     }
   533 
   534     template<class NE>
   535     struct SetNodeEqBase : public Base {
   536       typedef NE NodeEq;
   537       NodeEq _node_eq;
   538       SetNodeEqBase(const Base &b, const NE &node_eq)
   539         : Base(b), _node_eq(node_eq) {}
   540     };
   541 
   542     ///\brief \ref named-templ-param "Named parameter" for setting
   543     ///the node equivalence relation.
   544     ///
   545     ///\ref named-templ-param "Named parameter" function for setting
   546     ///the equivalence relation between the nodes.
   547     ///
   548     ///\param node_eq A bool-valued binary functor determinining
   549     ///whether a node is mappable to another. By default it is an
   550     ///always true operator.
   551     template<class T>
   552     Vf2Wizard< SetNodeEqBase<T> > nodeEq(const T &node_eq)
   553     {
   554       return Vf2Wizard<SetNodeEqBase<T> >(SetNodeEqBase<T>(*this,node_eq));
   555     }
   556 
   557     ///\brief \ref named-templ-param "Named parameter" for setting
   558     ///the node labels.
   559     ///
   560     ///\ref named-templ-param "Named parameter" function for setting
   561     ///the node labels defining equivalence relation between them.
   562     ///
   563     ///\param m1 It is arbitrary \ref concepts::ReadMap "readable node map"
   564     ///of g1.
   565     ///\param m2 It is arbitrary \ref concepts::ReadMap "readable node map"
   566     ///of g2.
   567     ///
   568     ///The value type of these maps must be equal comparable.
   569     template<class M1, class M2>
   570     Vf2Wizard< SetNodeEqBase<bits::vf2::MapEq<M1,M2> > >
   571     nodeLabels(const M1 &m1,const M2 &m2)
   572     {
   573       return nodeEq(bits::vf2::MapEq<M1,M2>(m1,m2));
   574     }
   575 
   576     ///\brief \ref named-templ-param "Named parameter" for setting
   577     ///the mapping type.
   578     ///
   579     ///\ref named-templ-param "Named parameter" for setting
   580     ///the mapping type.
   581     ///
   582     ///The mapping type is set to \ref SUBGRAPH by default.
   583     ///
   584     ///\sa See \ref Vf2MappingType for the possible values.
   585     Vf2Wizard<Base> &mappingType(Vf2MappingType m_type)
   586     {
   587       _mapping_type = m_type;
   588       return *this;
   589     }
   590 
   591     ///\brief \ref named-templ-param "Named parameter" for setting
   592     ///the mapping type to \ref INDUCED.
   593     ///
   594     ///\ref named-templ-param "Named parameter" for setting
   595     ///the mapping type to \ref INDUCED.
   596     Vf2Wizard<Base> &induced()
   597     {
   598       _mapping_type = INDUCED;
   599       return *this;
   600     }
   601 
   602     ///\brief \ref named-templ-param "Named parameter" for setting
   603     ///the mapping type to \ref ISOMORPH.
   604     ///
   605     ///\ref named-templ-param "Named parameter" for setting
   606     ///the mapping type to \ref ISOMORPH.
   607     Vf2Wizard<Base> &iso()
   608     {
   609       _mapping_type = ISOMORPH;
   610       return *this;
   611     }
   612 
   613     ///Runs VF2 algorithm.
   614 
   615     ///This method runs VF2 algorithm.
   616     ///
   617     ///\retval true if a mapping is found.
   618     ///\retval false if there is no (more) mapping.
   619     bool run()
   620     {
   621       if(Base::_local_mapping)
   622         Base::createMapping();
   623 
   624       Vf2<Graph1, Graph2, Mapping, NodeEq >
   625         alg(_g1, _g2, *reinterpret_cast<Mapping*>(_mapping), _node_eq);
   626 
   627       alg.mappingType(_mapping_type);
   628 
   629       bool ret = alg.find();
   630 
   631       if(Base::_local_mapping)
   632         delete reinterpret_cast<Mapping*>(_mapping);
   633 
   634       return ret;
   635     }
   636   };
   637 
   638   ///Function-type interface for VF2 algorithm.
   639 
   640   /// \ingroup graph_isomorphism
   641   ///Function-type interface for VF2 algorithm \cite cordella2004sub.
   642   ///
   643   ///This function has several \ref named-func-param "named parameters"
   644   ///declared as the members of class \ref Vf2Wizard.
   645   ///The following examples show how to use these parameters.
   646   ///\code
   647   ///  // Find an embedding of graph g into graph h
   648   ///  ListGraph::NodeMap<ListGraph::Node> m(g);
   649   ///  vf2(g,h).mapping(m).run();
   650   ///
   651   ///  // Check whether graphs g and h are isomorphic
   652   ///  bool is_iso = vf2(g,h).iso().run();
   653   ///\endcode
   654   ///\warning Don't forget to put the \ref Vf2Wizard::run() "run()"
   655   ///to the end of the expression.
   656   ///\sa Vf2Wizard
   657   ///\sa Vf2
   658   template<class G1, class G2>
   659   Vf2Wizard<Vf2WizardBase<G1,G2> > vf2(const G1 &g1, const G2 &g2)
   660   {
   661     return Vf2Wizard<Vf2WizardBase<G1,G2> >(g1,g2);
   662   }
   663 
   664 }
   665 
   666 #endif