[slurm-users] GPU Jobs with Slurm

Abhiram Chintangal achintangal at berkeley.edu
Thu Jan 14 22:58:00 UTC 2021


Loris,

You are correct! Instead of using nvidia-smi as a check, I confirmed the
GPU allocation by printing out
the environment variable, CUDA_VISIBILE_DEVICES, and it was as expected.

Thanks for your help!

On Thu, Jan 14, 2021 at 12:18 AM Loris Bennett <loris.bennett at fu-berlin.de>
wrote:

> Hi Abhiram,
>
> Abhiram Chintangal <achintangal at berkeley.edu> writes:
>
> > Hello,
> >
> > I recently set up a small cluster at work using Warewulf/Slurm.
> Currently, I am not able to get the scheduler to
> > work well with GPU's (Gres).
> >
> > While slurm is able to filter by GPU type, it allocates all the GPU's on
> the node. See below:
> >
> >  [abhiram at whale ~]$ srun --gres=gpu:p100:2 -n 1 --partition=gpu
> nvidia-smi --query-gpu=index,name --format=csv
> >  index, name
> >  0, Tesla P100-PCIE-16GB
> >  1, Tesla P100-PCIE-16GB
> >  2, Tesla P100-PCIE-16GB
> >  3, Tesla P100-PCIE-16GB
> >  [abhiram at whale ~]$ srun --gres=gpu:titanrtx:2 -n 1 --partition=gpu
> nvidia-smi --query-gpu=index,name --format=csv
> >  index, name
> >  0, TITAN RTX
> >  1, TITAN RTX
> >  2, TITAN RTX
> >  3, TITAN RTX
> >  4, TITAN RTX
> >  5, TITAN RTX
> >  6, TITAN RTX
> >  7, TITAN RTX
> >
> > I am fairly new to Slurm and still figuring out my way around it. I
> would really appreciate any help with this.
> >
> > For your reference, I attached the slurm.conf and gres.conf files.
>
> I think this is expected, since nvidia-smi does not actually use the
> GPUs, but just returns information on their usage.
>
> A better test would be to run a simple test which really does run on,
> say, two GPU and then, while the job is running, log into the GPU node
> and run
>
>   nvidia-smi --query-gpu=index,name,utilization.gpu --format=csv
>
> Cheers,
>
> Loris
>
> --
> Dr. Loris Bennett (Hr./Mr.)
> ZEDAT, Freie Universität Berlin         Email loris.bennett at fu-berlin.de
>
>

-- 

Abhiram Chintangal
QB3 Nogales Lab
Bioinformatics Specialist @ Howard Hughes Medical Institute
University of California Berkeley
708D Stanley Hall, Berkeley, CA 94720
Phone (510)666-3344
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