[Beowulf] multi-threading vs. MPI
Daniel.Pfenniger at obs.unige.ch
Fri Dec 14 11:07:22 EST 2007
Greg Lindahl wrote:
> On Wed, Dec 12, 2007 at 05:28:37PM -0500, Robert G. Brown wrote:
>> That's the debateable point I understand, but is it being asserted that
>> it is NEVER going to be sensible to use OpenMP in favor of MPI or just
>> that it is most LIKELY going to be smarter to use one or the other?
> The second. And that many people have wasted time when they make a
> code do both.
> -- greg
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My experience tells me: it depends.
What I have seen in clusters of SMP nodes is that one first may well develop
a pure MPI code that scales well when running 1 process per node. At this
stage the processes enjoy maximum network capacity, RAM space and disk,
but many CPUs stay idle.
The options to make use of these CPUs are:
1) Run several processes per nodes keeping the MPI code unchanged.
Depending on the code and cluster characteristics, scaling may drop
however due to the shared network capacity, RAM space, or disk.
2) Keep 1 process per node but use OpenMP within local processes.
Depending on the type of code this may provide better speed-up than 1).
At least it should improve performance wrt 1 process per node.
In summary my recommendation would be to parallelize as much as possible
at high level with MPI only. But if network, RAM or disk would become
bottlenecks when running several processes per node, parallelize the
code with OpenMP. Such a nested parallelism can be easily ported on
different SMP node clusters with different characteristics.
Notice that at the level of each CPU, compilers and microcode achieve
already a lower nesting of parallelism. The same in networks or in
hard drives. Over the computer history nested parallelism over
increasingly many levels has proven to be the way to proceed when
codes become increasingly complex.
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