[petsc-users] petsc4py: parallel matrix-vector multiplication
Robert Speck
r.speck at fz-juelich.de
Sun May 6 09:34:04 CDT 2018
Thanks for your reply and help. Yes, this is going to be a PDE solver
for structured grids. The first goal would be IDC (or Crank-Nicholson)
for the heat equation, which would require both solving a linear system
and application of the matrix.
The code I wrote for testing parallel matrix-vector multiplication can
be found here:
https://github.com/Parallel-in-Time/pySDC/blob/petsc/pySDC/playgrounds/PETSc/playground_matmult.py
Both vectors and matrix come from the DMDA, but I guess filling them is
done in a wrong way? Or do I need to convert global/natural vectors to
local ones somewhere?
Best
-Robert-
On 06.05.18 14:44, Dave May wrote:
> On Sun, 6 May 2018 at 10:40, Robert Speck <r.speck at fz-juelich.de
> <mailto:r.speck at fz-juelich.de>> wrote:
>
> Hi!
>
> I would like to do a matrix-vector multiplication (besides using linear
> solvers and so on) with petsc4py. I took the matrix from this example
>
> (https://bitbucket.org/petsc/petsc4py/src/master/demo/kspsolve/petsc-mat.py)
>
>
> This example only produces a matrix. And from the code the matrix
> produced is identical in serial or parallel.
>
>
>
> and applied it to a PETSc Vector. All works well in serial, but in
> parallel (in particular if ordering becomes relevant) the resulting
> vector looks very different.
>
>
> Given this, the way you defined the x vector in y = A x must be
> different when run on 1 versus N mpi ranks.
>
>
> Using the shell matrix of this example
> (https://bitbucket.org/petsc/petsc4py/src/master/demo/poisson2d/poisson2d.py)
> helps, but then I cannot use matrix-based preconditioners for KSP
> directly (right?). I also tried using DMDA for creating vectors and
> matrix and for taking care of their ordering (which seems to be my
> problem here), but that did not help either.
>
> So, my question is this: How do I do easy parallel matrix-vector
> multiplication with petsc4py in a way that allows me to use parallel
> linear solvers etc. later on? I want to deal with spatial decomposition
> as little as possible.
>
>
> What's the context - are you solving a PDE?
>
> Assuming you are using your own grid object (e.g. as you might have if
> solving a PDE), and assuming you are not solving a 1D problem, you
> actually have to "deal" with the spatial decomposition otherwise
> performance could be quite terrible - even for something simple like a 5
> point Laplacian on a structured grid in 2D
>
> What data structures should I use? DMDA or
> PETSc.Vec() and PETSc.Mat() or something else?
>
>
> The mat vec product is not causing you a problem. Your issue appears to
> be that you do not have a way to label entries in a vector in a
> consistent manner.
>
> What's the objective? Are you solving a PDE? If yes, structured grid? If
> yes again, use the DMDA. It takes care of all the local-to-global and
> global-to-local mapping you need.
>
> Thanks,
> Dave
>
>
>
> Thanks!
> -Robert-
>
> --
> Dr. Robert Speck
> Juelich Supercomputing Centre
> Institute for Advanced Simulation
> Forschungszentrum Juelich GmbH
> 52425 Juelich, Germany
>
> Tel: +49 2461 61 1644
> Fax: +49 2461 61 6656
>
> Email: r.speck at fz-juelich.de <mailto:r.speck at fz-juelich.de>
> Website: http://www.fz-juelich.de/ias/jsc/speck_r
> PinT: http://www.fz-juelich.de/ias/jsc/pint
>
>
>
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>
--
Dr. Robert Speck
Juelich Supercomputing Centre
Institute for Advanced Simulation
Forschungszentrum Juelich GmbH
52425 Juelich, Germany
Tel: +49 2461 61 1644
Fax: +49 2461 61 6656
Email: r.speck at fz-juelich.de
Website: http://www.fz-juelich.de/ias/jsc/speck_r
PinT: http://www.fz-juelich.de/ias/jsc/pint
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