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

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sudo apt-get install -y --no-install-recommends cuda-toolkit-11-8

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apt-get update && apt-get install -y --no-install-recommends \
    cuda-toolkit-11-8 \
    libcudnn8=8.6.0.163-1+cuda11.8 \
    libcudnn8-dev=8.6.0.163-1+cuda11.8