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.
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.