As of now prophet uses CPUs
I have been successfully able to use GPU/OPENCL compiled model for inferences https://github.com/rishabh1212/stan-gpu-docker
My sugestion is to make new installation option which make use of OPENCL, I want to make PR for it if you think it's a good idea