[petsc-users] [GPU] Jacobi preconditioner

Barry Smith bsmith at petsc.dev
Wed Jul 30 13:34:26 CDT 2025


   We absolutely should have a MatGetDiagonal_SeqAIJCUSPARSE(). It's somewhat embarrassing that we don't provide this.

   I have found some potential code at https://urldefense.us/v3/__https://stackoverflow.com/questions/60311408/how-to-get-the-diagonal-of-a-sparse-matrix-in-cusparse__;!!G_uCfscf7eWS!cOVqDE53HIAwLx-ILxDMFmg5MAzIZUHjcusb9V2nHf3y_wMh6ZB0ApPcybv2hEBDJlag4Q1oiMX3d-f6nEAtnSI$ 

   Barry




> On Jul 28, 2025, at 11:43 AM, Junchao Zhang <junchao.zhang at gmail.com> wrote:
> 
> Yes, MatGetDiagonal_SeqAIJCUSPARSE hasn't been implemented.  petsc/cuda and petsc/kokkos backends are separate code.  
> If petsc/kokkos meet your needs, then just use them.  For petsc users, we hope it will be just a difference of extra --download-kokkos --download-kokkos-kernels in configuration. 
> 
> --Junchao Zhang
> 
> 
> On Mon, Jul 28, 2025 at 2:51 AM LEDAC Pierre <Pierre.LEDAC at cea.fr <mailto:Pierre.LEDAC at cea.fr>> wrote:
>> Hello all,
>> 
>> 
>> 
>> We are solving with PETSc a linear system updated every time step (constant stencil but coefficients changing).
>> 
>> 
>> 
>> The matrix is preallocated once with MatSetPreallocationCOO() then filled each time step with MatSetValuesCOO() and we use device pointers for coo_i, coo_j, and coefficients values.
>> 
>> 
>> 
>> It is working fine with a GMRES Ksp solver and PC Jacobi but we are surprised to see that every time step, during PCSetUp, MatGetDiagonal_SeqAIJ is called whereas the matrix is on the device. Looking at the API, it seems there is no MatGetDiagonal_SeqAIJCUSPARSE() but a MatGetDiagonal_SeqAIJKOKKOS().
>> 
>> 
>> 
>> Does it mean we should use Kokkos backend in PETSc to have Jacobi preconditioner built directly on device ? Or I am doing something wrong ?
>> 
>> NB: Gmres is running well on device.
>> 
>> 
>> 
>> I could use -ksp_reuse_preconditioner to avoid Jacobi being recreated each solve on host but it increases significantly the number of iterations.
>> 
>> 
>> 
>> Thanks,
>> 
>> 
>> 
>> <pastedImage.png>
>> 
>> 
>> 
>> 
>> 
>> Pierre LEDAC
>> Commissariat à l’énergie atomique et aux énergies alternatives
>> Centre de SACLAY
>> DES/ISAS/DM2S/SGLS/LCAN
>> Bâtiment 451 – point courrier n°41
>> F-91191 Gif-sur-Yvette
>> +33 1 69 08 04 03
>> +33 6 83 42 05 79

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