cuda 11.8

wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2204/x86_64/cuda-keyring_1.0-1_all.deb

dpkg -i cuda-keyring_1.0-1_all.deb

apt-get update

sudo apt-get -y install cuda