sudo snap install docker

curl -s -L https://nvidia.github.io/nvidia-container-runtime/gpgkey | \
  sudo apt-key add -
distribution=$(. /etc/os-release;echo $ID$VERSION_ID)
curl -s -L https://nvidia.github.io/nvidia-container-runtime/$distribution/nvidia-container-runtime.list | \
  sudo tee /etc/apt/sources.list.d/nvidia-container-runtime.list
sudo apt-get update

sudo apt-get install -y nvidia-container-runtime

# tensorflow
docker pull tensorflow/tensorflow

# tensorflow-gpu
docker pull tensorflow/tensorflow:nightly-devel-gpu

# tensorflow
docker run -it --rm tensorflow/tensorflow \
   python -c "import tensorflow as tf; tf.enable_eager_execution(); print(tf.reduce_sum(tf.random_normal([1000, 1000])))"

# tensorflow-gpu
docker run -it --rm tensorflow/tensorflow:nightly-devel-gpu \
   python -c "import tensorflow as tf; tf.enable_eager_execution(); print(tf.reduce_sum(tf.random_normal([1000, 1000])))"