Seems you have to have the opencl libaries installed.

sudo apt install ocl-icd-opencl-dev

Then edit the config file to include gpu (I also added a gpu slot <slot id='1' type='GPU'/> but not sure if it's needed.

Then restart.

Seems you'll have to wait a while to get a job though.