How to set up Nvidia GPGPU computing using just the official Debian 11 repos

If you don’t know if or how your Nvidia GPU is supported by Debian, try running nvidia-detect from the nvidia-detect package.

For supported chips, setting up Nvidia GPGPU computing is as simple as installing the nvidia-opencl-icd package (from the non-free component). This will pull in a large swathe of recommended packages like the non-free, proprietary Nvidia graphics driver, libcuda1, nvidia-smi, etc. See:

apt install nvidia-opencl-icd

The following additional packages will be installed:
  glx-alternative-mesa glx-alternative-nvidia glx-diversions libcuda1 libnvidia-cfg1 libnvidia-compiler libnvidia-ml1 libnvidia-ptxjitcompiler1 libpci3 nvidia-alternative
  nvidia-installer-cleanup nvidia-kernel-common nvidia-kernel-dkms nvidia-kernel-support nvidia-legacy-check nvidia-modprobe nvidia-opencl-common nvidia-persistenced nvidia-smi
  nvidia-support ocl-icd-libopencl1 pci.ids pciutils update-glx
Suggested packages:
  libgl1-mesa-glx | libgl1 nvidia-driver | nvidia-driver-any nvidia-cuda-mps wget | curl | lynx-cur
Recommended packages:
  libcuda1:i386
The following NEW packages will be installed:
  glx-alternative-mesa glx-alternative-nvidia glx-diversions libcuda1 libnvidia-cfg1 libnvidia-compiler libnvidia-ml1 libnvidia-ptxjitcompiler1 libpci3 nvidia-alternative
  nvidia-installer-cleanup nvidia-kernel-common nvidia-kernel-dkms nvidia-kernel-support nvidia-legacy-check nvidia-modprobe nvidia-opencl-common nvidia-opencl-icd
  nvidia-persistenced nvidia-smi nvidia-support ocl-icd-libopencl1 pci.ids pciutils update-glx
0 upgraded, 25 newly installed, 0 to remove and 0 not upgraded.
Need to get 50.1 MB of archives.
After this operation, 157 MB of additional disk space will be used.

Now you need to reboot so that the proprietary Nvidia driver will be loaded.

Now you can list general information about your card by running nvidia-smi from the nvidia-smi package, or OpenCL capabilities by running clinfo from the clinfo package. This also works on headless machines.

Also see my related code repository: https://github.com/michaelfranzl/image_debian-gpgpu

How to mount Google Drive in KDE’s Dolphin file manager, in Debian 10 and 11

Note: This tutorial is based on Debian 10 and 11. It may or may not work in other environments.

Update 2021-04-11: Debian 11 (contains KDE Plasma 5.20.5) is already out. I just confirmed that the method presented here still works. The dialogs just look slightly different than in Debian 10. This does not warrant a new blog post, so I will simply update the current one.

While not a filesystem mount via the Linux kernel (such as I just described in a previous blog post), KIO GDrive (part of KDE) still enables KIO-aware applications (such as the Dolphin file manager, Kate editor, or Gwenview image viewer, etc.) to access, navigate, and edit Google Drive files.

kio-gdrive is available as a package in several Linux distributions. If installed, the Dolphin file manager will get an entry “Google Drive” under “Network”. There, an unprivileged desktop user can ‘mount’ a Google Drive account via a guided graphical configuration (during which the default browser will be opened where one needs to give KDE KAccounts permission to access the GoogleDrive account).

This method doesn’t provide access to Google Drive via a terminal; it integrates it nicely with a graphical desktop. The best part is that you don’t have to be root/superuser in order to do this, nor do you have to use the command line or write configuration files!

The following steps will walk you through the entire process.

Install the kio-gdrive Debian package. After installation, the Dolphin file manager immediately gets an entry called “Google Drive” under “Network”.

Screenshot from Debian 11

On Debian 11, click on “Google Drive”. On Debian 10, additionally click on “New account” under “Google Drive”:


A dialog window opens. It looks a bit differently in Debian 10 and 11. Click on the “+” button, and then on “Google”.

Screenshot from Debian 10
Screenshot from Debian 11
Screenshot from Debian 11

In a small web-frame dialog, Google will now ask you to give access to the KDE application. It again looks a bit differently in Debian 10 and 11.

Screenshot from Debian 10
Screenshot from Debian 11 (My Google account is set to German)
Screenshot from Debian 10

Once you give permission, you will see a confirmation dialog:

Exit this dialog and you will be able to browse your files!

Running a graphical window program via SSH on a remote machine (with GPU hardware acceleration)

Note 1: Even though it’s mid-2018, this post is still about the X Window System. Things still are in the transition phase towards Wayland, and things might get better or different over time.

Note 2: This post is not about displaying a graphical window of a program running on a remote machine on the local machine (like VNC or X forwarding). It is about running a remote program and displaying its graphical window on the remote machine itself, as if it had been directly started by a user sitting in front of the remote display. One obvious use case for the solution to this problem would be a remote graphics rendering farm, where programs must make use of the GPU hardware acceleration of the machine they’re running on.

Note that graphical programs started via Xvfb or via X login sessions on fake/software displays (started by some VNC servers) will not use GPU hardware acceleration. The project VirtualGL might be a viable solution too, but I haven’t looked into that yet.

Some experiments on localhost

I’m going to explore the behavior of localhost relative to our problem first. You’ll  need to be logged in to an X graphical environment with monitor attached.

The trivial case: No SSH login session

Running a local program with a graphical window from a local terminal on a local machine is trivial when you are logged into the graphical environment: For example, in a terminal, simply type glxgears and it will run and display with GPU hardware acceleration.

With SSH login session to the same user

Things become a bit more interesting when you use SSH to connect to your current user on localhost. Let’s say your local username is “me”. Try

ssh me@localhost
glxgears

It will output:

Error: couldn't open display (null)

This can be fixed by setting the DISPLAY variable to the same value that is set for the non-SSH session:

DISPLAY=:0 glxgears

Glxgears will run at this point.

With SSH login session to another user

Things become even more interesting when you SSH into some other local user on localhost, called “other” below.

ssh other@localhost
glxgears

You will get the message:

Error: couldn't open display (null)

Trying to export DISPLAY as before won’t help us now:

DISPLAY=:0 glxgears

You will receive the message:

No protocol specified 
Error: couldn't open display :0

This is now a permission problem. There are two solutions for it:

Solution 1: Relax permissions vIA XHOST PROGRAM

To allow non-networked connections to the X server, you can run (as user “me” which is currently using the X environment):

xhost + local:

Then DISPLAY=:0 glxgears will start working as user “other”.

For security reasons, you should undo what you just did:

xhost - local:

Settings via xhost are not permanent across reboots.

Solution 2: via Xauthority file

If you don’t want or can’t use the xhost program, there is a second way (which I like better because it only involves files and file permissions):

User “me” has an environment variable env | grep XAUTHORITY

XAUTHORITY=/run/user/1000/gdm/Xauthority

(I’m using the gdm display manager. The path could be different in your case.)

This file contains a secret which is readable only for user “me”, for security reasons. As a quick test, make this file available world-readable in /tmp:

cp /run/user/1000/gdm/Xauthority /tmp/xauthority_me
chmod a+r /tmp/xauthority_me

Then, as user “other”:

DISPLAY=:0 XAUTHORITY=/tmp/xauthority_me glxgears

Glxgears will run again.

To make sure that we are using hardware acceleration, run glxinfo:

XAUTHORITY=/tmp/xauthority_me DISPLAY=:0 glxinfo | grep Device

This prints for me:

Device: Mesa DRI Intel(R) HD Graphics 630 (Kaby Lake GT2)  (0x5912)

Make sure you remove /tmp/xauthority_me after this test.

Note that the Xauthority file is different after each reboot. But it should be trivial to make it available to other users in a secure way if done properly.

Application on remote machine

If you were able to make things work on the local machine, the same steps should work on a remote machine, too. To clarify, the remote machine needs:

  • A real X login session active (you will likely need to set up auto-login in your display manager if the machine is not accessible).
  • A real monitor attached. Modern graphics cards and/or BIOSes simply shut down the GPU to save power when there is no real device attached to the HDMI port. This is is not Linux or driver specific. Instead of real monitors, you probably want to use “HDMI emulator” hardware plugs – they are cheap-ish and small. Otherwise, the graphical window might not even get painted into the graphics memory. The usual symptom is a black screen when using VNC.

Summary

If you SSH-login into the remote machine, as the user that is currently logged in to the X graphical environment, you can just set the DISPLAY environment variable when running a program, and the program should show on the screen.

If you SSH-login into the remote machine, as a user that is not currently logged in to the X graphical environment, but some other user is, you can set both DISPLAY and XAUTHORITY environment variables as explained further above, and the program should show up on the screen.

Related Links

https://serverfault.com/questions/186805/remote-offscreen-rendering

https://stackoverflow.com/questions/6281998/can-i-run-glu-opengl-on-a-headless-server#8961649

https://superuser.com/questions/305220/issue-with-vnc-when-there-is-no-monitor

https://askubuntu.com/questions/453109/add-fake-display-when-no-monitor-is-plugged-in

https://software.intel.com/en-us/forums/intel-business-client-software-development/topic/279956