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Subject: Re: [Boost-users] [Graph] Static allocation of nodes and edges
From: Jeremiah Willcock (jewillco_at_[hidden])
Date: 2013-11-08 09:15:42
On Fri, 8 Nov 2013, Sensei wrote:
> Dear all,
>
> I need to optimize my code with regards to both memory and time. The problem
> is simple: pre-allocating the adjacency matrix.
>
> The graph may have a huge number of nodes N, but the number of edges K per
> node is limited. While N can be in the order of one hundred million, K is at
> most 10. The graph will be directed, so no symmetry is needed.
>
> Do you know if I can pre-allocate such an adjacency matrix?
>
> If not, I suppose I must use an adjacency list in order to minimize memory
> consumption, am I right?
If you have so few edges per vertex, you definitely don't want to use an
adjacency matrix. If your graph will be read-only (in terms of structure,
not properties), use compressed_sparse_row_graph; be sure to change the
vertex and edge count sizes to uint32_t if you know your graph size will
fit into that. If you are going to be doing modifications, use
adjacency_list instead. Adjacency matrices use N^2 storage for N
vertices, regardless of the number of edges, so they are unlikely to fit
into memory for your problem size.
-- Jeremiah Willcock
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