Both ubuntu16.04 and 18.04 are ever used. Reinstalling system doesn’t spend more time because ubuntu is running on KVM. By the way, can PyTorch run stably on KVM environment? I think there is no problem because many algorithms base on PyTorch I used can work correctly on KVM virtualization environment.