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No speedup of cluster_sparse_solver beyond 32 cpus

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My cluster has 16 cpus/node. My matrix is symmetric positive definite and size is ~2 million by 2 million with ~4 million non-zero entries. My factorization times are:

16 cpus -  84 seconds

32 cpus - 44 seconds

48 cpus - 48 seconds ?!

The factorization takes longer with 48 cpus compared to 32 cpus.

I have tried with smaller matrix and get the same results. There is no speedup beyond 32 cpus. Is this a known limitation of cluster_sparse_solver or a problem with my cluster? If a cluster problem, any suggestions on how to narrow down the problem?


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