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the problem is that you still need to install all the low level stuff manually, conda does it automatically
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I was pleasantly surprised to try the guide out and see that it just worked:

    λ uv venv && uv pip install torch --torch-backend=auto
    λ uv run python -c 'import torch; print(torch.cuda.is_available())'
    True
This is on Debian stable, and I don't remember doing any special setup other than installing the proprietary nvidia driver.
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This script has been sufficient for me to configure gpu drivers on fresh ubuntu machines. It's just uv add torch after this.

https://cloud.google.com/compute/docs/gpus/install-drivers-g... (NOTE: not gcloud specific)

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