Extract the adjacency matrix from a BGL graph

问题

Using the Boost Graph Library I am looking for a way to extract the adjacency matrix from an underlying graph represented by either boost::adjacency_list or boost::adjacency_matrix. I'd like to use this matrix in conjunction with boost::numeric::ublas to solve a system of simultaneous linear equations.

Here is a minimal example to get you going:

#include <boost/graph/adjacency_list.hpp>
#include <boost/graph/adjacency_matrix.hpp>

using namespace boost;

typedef boost::adjacency_list< listS, vecS, directedS > ListGraph;
typedef boost::adjacency_matrix< directedS > MatrixGraph;

int main(){ 

  ListGraph lg; 
  add_edge (0, 1, lg); 
  add_edge (0, 3, lg); 
  add_edge (1, 2, lg); 
  add_edge (2, 3, lg); 

  //How do I get the adjacency matrix underlying lg?

  MatrixGraph mg(3); 
  add_edge (0, 1, mg); 
  add_edge (0, 3, mg); 
  add_edge (1, 2, mg); 
  add_edge (2, 3, mg); 

  //How do I get the adjacency matrix underlying mg?

}

If anyone could come up with an efficient way to obtain the adjacency matrix I would be much obliged. Ideally the solution is compatible with uBLAS. I wonder if there is a way to avoid iteration through the entire graph.

回答1:

The easiest way to convert adjacency_list into adjacency_matrix is to use boost::copy_graph

Your code for MatrixGraph mg should be modified as follows

#include <boost/graph/copy.hpp>
#include <cassert>

using namespace boost;

typedef boost::adjacency_list< listS, vecS, directedS > ListGraph;
typedef boost::adjacency_matrix< directedS > MatrixGraph;

int main(){

    ListGraph lg;
    add_edge(0, 1, lg);
    add_edge(0, 3, lg);
    add_edge(1, 2, lg);
    add_edge(2, 3, lg);

    //How do I get the adjacency matrix underlying lg?

    //How do I get the adjacency matrix underlying mg?   
    MatrixGraph mg( num_vertices(lg));
    boost::copy_graph(lg, mg);
}

Now, to use adjacency matrix with ublas or similar, you can write a simple "access" class to make syntax more compliant with ublas. Continuing previous snippet we get:

template <class Graph>
class MatrixAccessor
{
public:
    typedef typename Graph::Matrix Matrix; //actually a vector<
    typedef typename Matrix::const_reference const_reference;


    MatrixAccessor(const Graph* g)
        : m_g(g)
    {
        static_assert(boost::is_same<size_t, typename Graph::vertex_descriptor>::value, "Vertex descriptor should be of integer type");
    }

    const_reference operator()(size_t u, size_t v) const
    {
        return m_g->get_edge(u, v);
    }

    const Graph* m_g;
};

void use_matrix(const MatrixGraph & mg)
{
    MatrixAccessor<MatrixGraph> matr(&mg);
    assert(matr(0, 1) == 1);
    assert(matr(0, 2) == 0);
}

In case your adjacency_matrix has some edge-bundled properties, you might need to modify the operator() in MatrixAccessor.

Depending on how much uBLAS you use, you can refine MatrixAccessor further. For example, out_edge_iterator for a given vertex of a MatrixGraph is actually an iterator over matrix column; vertex_iterator can be treated as iterator over matrix rows, etc.

Of course, graph matrix is immutable and as such should be used with care.

回答2:

just as an easy way and I don't know how much it is efficient. This is what I came up with:

I have used a small world graph and printed the adjacency matrix.

#include <boost/graph/adjacency_list.hpp>
#include <boost/graph/small_world_generator.hpp>
#include <boost/random/linear_congruential.hpp>

using namespace std;
using namespace boost;

typedef adjacency_list<vecS, vecS, undirectedS> Graph;
typedef small_world_iterator<boost::minstd_rand, Graph> SWGen;

int main()
{

    boost::minstd_rand gen;
    int N = 20;
    int degree = 4;
    double rewiring = 0.;

    Graph g(SWGen(gen, N, degree, rewiring), SWGen(), 20);

    cout << num_edges(g)<< '\n';

    typedef graph_traits<Graph>::edge_iterator edge_iterator;
    pair<edge_iterator, edge_iterator> ei = edges(g);

    for(edge_iterator edge_iter = ei.first; edge_iter != ei.second; ++edge_iter) {
        cout << "(" << source(*edge_iter, g) << ", " << target(*edge_iter, g) << ")\n";
    }
    vector<vector<int> > mat(N,vector<int>(N));

    for (edge_iterator edge_iter = ei.first; edge_iter != ei.second; ++edge_iter){
        int a = source(*edge_iter, g);
        int b = target(*edge_iter, g);
        mat[a][b] = 1;
        mat[b][a] = 1;
    }


    for (int i=0; i<N; i++){
        for (int j=0; j<N; j++){
            cout << mat[i][j]<<" ";
        }
        cout <<endl;
    }

  return 0;
}

Output:

0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 
1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 
1 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 
0 1 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 
0 0 1 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 
0 0 0 1 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 0 
0 0 0 0 1 1 0 1 1 0 0 0 0 0 0 0 0 0 0 0 
0 0 0 0 0 1 1 0 1 1 0 0 0 0 0 0 0 0 0 0 
0 0 0 0 0 0 1 1 0 1 1 0 0 0 0 0 0 0 0 0 
0 0 0 0 0 0 0 1 1 0 1 1 0 0 0 0 0 0 0 0 
0 0 0 0 0 0 0 0 1 1 0 1 1 0 0 0 0 0 0 0 
0 0 0 0 0 0 0 0 0 1 1 0 1 1 0 0 0 0 0 0 
0 0 0 0 0 0 0 0 0 0 1 1 0 1 1 0 0 0 0 0 
0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 1 0 0 0 0 
0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 1 0 0 0 
0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 1 0 0 
0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 1 0 
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 1 
1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0 1 
1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 0

回答3:

The current revision of the adjacency_matrix has an undocumented public member m_matrix (see line 640). However, it is a flat vector of tuples <bool, bundled_properties> (line 512). Since the underlying storage looks so different from a ublas matrix, it is most likely not possible to convert a graph to a matrix besides iterating over edges.

来源：https://stackoverflow.com/questions/15545877/extract-the-adjacency-matrix-from-a-bgl-graph

标签

c++

boost

boost-graph