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Benchmarking a GPU on a headless node (one without a display or monitor)

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How can I benchmark a GPU on a machine that has no display connected to it?


I am provisioning VMs with different types of GPUs. I want to benchmark the GPUs in order to compare them. But they're (remote) VMs. There's no display.

I tried for example running glxgears in tty, but it says there's no display.

Note that these are the currently available GPUs that I can provision. They're Nvidia.

"NVIDIA Corporation TU102GL [Quadro RTX 6000/8000] (rev a1)"
"NVIDIA Corporation TU104GL [Tesla T4] (rev a1)"

This reference has some ways to benchmark a GPU, but they require a display.

  • sudo apt install mesa-utils
    glxgears
    
  • sudo apt-get install glmark2
    glmark2
    
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Have you found a solution so far?
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