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nvidia-docker : Unknown runtime specified nvidia

I tried to install the nvidia-docker after installing docker-ce. I followed this : https://github.com/NVIDIA/nvidia-docker to install nvidia-docker. It seems to have installed correctly.

I tried to run:

$ sudo docker run --runtime=nvidia --rm nvidia/cuda nvidia-smi
docker: Error response from daemon: Unknown runtime specified nvidia.
See 'docker run --help'.

Although, this works (without --runtime=nvidia):

$ docker container run -ti ubuntu bash

Some additional info on my system: It is an ubuntu server 16.04 with 8 GPUs (Titan Xp) and nvidia driver version 387.26. I can run nvidia-smi -l 1 on the host system and it works as expected.

$ dpkg -l | grep -E '(nvidia|docker)'
ii  docker-ce                              18.06.1~ce~3-0~ubuntu                        amd64        Docker: the open-source application container engine
ii  libnvidia-container-tools              1.0.0-1                                      amd64        NVIDIA container runtime library (command-line tools)
ii  libnvidia-container1:amd64             1.0.0-1                                      amd64        NVIDIA container runtime library
ii  nvidia-container-runtime               2.0.0+docker18.06.1-1                        amd64        NVIDIA container runtime
ii  nvidia-container-runtime-hook          1.4.0-1                                      amd64        NVIDIA container runtime hook
ii  nvidia-docker2                         2.0.3+docker18.06.1-1                        all          nvidia-docker CLI wrapper



$ cat /etc/docker/daemon.json 
{
    "runtimes": {
        "nvidia": {
            "path": "nvidia-container-runtime",
            "runtimeArgs": []
        }
    }
}

I have come across: https://github.com/NVIDIA/nvidia-docker/issues/501, but I am not sure how I should go about it.

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It seems you may need to purge docker and reinstall it as in the post: github issues

sudo apt remove docker-ce
sudo apt autoremove
sudo apt-get install docker-ce=5:18.09.0~3-0~ubuntu-bionic
sudo apt install nvidia-docker2

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