If you want a container to use a vGPU, you have to run in a dedicated VM !?!

The document describes how to set up a VM configured with NVIDIA virtual GPU sofware to run NGC containers.

https://docs.nvidia.com/ngc/pdf/ngc-vgpu-setup-guide.pdf