Thanks for the reply!
Maybe my post was a bit misleading, I’m just using the single EC2 instance. I guess the library itself ‘Distributed’ is a bit misleading as I’m only trying to use one computer, but my intention was to take advantage of the multiple vCPUs provided by EC2.