Thanks a ton, @joelpaulkoch and @jonatanklosko. You were indeed spot on. Once I set up the backend to EXLA, everything started working as fast as expected.
@joelpaulkoch I accepted the answer from @jonatanklosko as it is more complete but really appreciate the earlier pointer nevertheless 
