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I'd probably try running it on the host system first. If you want to use your nvidia gpu inside toolbox, you would indeed need to install the drivers in the container: https://github.com/containers/toolbox/issues/116
Distrobox recently added some automation here, but it's not in any released version yet: https://github.com/89luca89/distrobox/commit/efd9a293ee090eb6976f78e21370feaad2550b84
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