It's not so much whether a job may or may not access the GPU but rather which 
GPU(s) is(are) included in $CUDA_VISIBLE_DEVICES. That is what controls what 
our CUDA jobs can see and therefore use (within any cgroups constraints, of 
course). In my case, Slurm is sometimes setting $CUDA_VISIBLE_DEVICES to a GPU 
that is not in the Slurm configuration because it is intended only for driving 
the display and not GPU computations.

Thanks for your thoughts!

Steve
________________________________
From: slurm-users <slurm-users-boun...@lists.schedmd.com> on behalf of 
Christopher Samuel <ch...@csamuel.org>
Sent: Friday, July 14, 2023 1:57 PM
To: slurm-users@lists.schedmd.com <slurm-users@lists.schedmd.com>
Subject: Re: [slurm-users] Unconfigured GPUs being allocated

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On 7/14/23 10:20 am, Wilson, Steven M wrote:

> I upgraded Slurm to 23.02.3 but I'm still running into the same problem.
> Unconfigured GPUs (those absent from gres.conf and slurm.conf) are still
> being made available to jobs so we end up with compute jobs being run on
> GPUs which should only be used

I think this is expected - it's not that Slurm is making them available,
it's that it's unaware of them and so doesn't control them in the way it
does for the GPUs it does know about. So you get the default behaviour
(any process can access them).

If you want to stop them being accessed from Slurm you'd need to find a
way to prevent that access via cgroups games or similar.

All the best,
Chris
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