[petsc-users] GPU speedup in Poisson solvers

Ashwin Srinath ashwinsrnth at gmail.com
Mon Sep 22 14:47:03 CDT 2014


Dominic, I second a request for such a branch.

Thanks,
Ashwin

On Mon, Sep 22, 2014 at 3:38 PM, Dominic Meiser <dmeiser at txcorp.com> wrote:

> On 09/22/2014 12:57 PM, Chung Shen wrote:
>
>> Dear PETSc Users,
>>
>> I am new to PETSc and trying to determine if GPU speedup is possible with
>> the 3D Poisson solvers. I configured 2 copies of 'petsc-master' on a
>> standalone machine, one with CUDA toolkit 5.0 and one without (both without
>> MPI):
>> Machine: HP Z820 Workstation, Redhat Enterprise Linux 5.0
>> CPU: (x2) 8-core Xeon E5-2650 2.0GHz, 128GB Memory
>> GPU: (x2) Tesla K20c (706MHz, 5.12GB Memory, Cuda Compatibility: 3.5,
>> Driver: 313.09)
>>
>> I used 'src/ksp/ksp/examples/tests/ex32.c' as a test and was getting
>> about 20% speedup with GPU. Is this reasonable or did I miss something?
>>
>> Attached is a comparison chart with two sample logs. The y-axis is the
>> elapsed time in seconds and the x-axis corresponds to the size of the
>> problem. In particular, I wonder if the numbers of calls to 'VecCUSPCopyTo'
>> and 'VecCUSPCopyFrom' shown in the GPU log are excessive?
>>
>> Thanks in advance for your reply.
>>
>> Best Regards,
>>
>> Chung Shen
>>
> A few comments:
>
> - To get reliable timing you should configure PETSc without debugging
> (i.e. --with-debugging=no)
> - The ILU preconditioning in your GPU benchmark is done on the CPU. The
> host-device data transfers are killing performance. Can you try to run with
> the additional option --pc_factor_mat_solver_packe cusparse? This will
> perform the preconditioning on the GPU.
> - If you're interested in running benchmarks in parallel you will need a
> few patches that are not yet in petsc/master. I can put together a branch
> that has the needed fixes.
>
> Cheers,
> Dominic
>
> --
> Dominic Meiser
> Tech-X Corporation
> 5621 Arapahoe Avenue
> Boulder, CO 80303
> USA
> Telephone: 303-996-2036
> Fax: 303-448-7756
> www.txcorp.com
>
>
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