Just to close the loop on this, i misunderstood the nvidia instructions on installing cuDNN so that was the problem 
Thanks everyone !
NVIDIA’s deb package only creates a local apt repo to install cuDNN from, so you still need to run apt-get install libcudnn8/, apt-get install libcudnn8-dev and apt-get install libcudnn8-samples
