Hi Thomas, I believe that decreasing adapt_delta will increase the stepsize.
As for the model speed - if you’re using large vectorised operations, the 2.26 release included a greatly increased list of functions with support for OpenCL acceleration (list in this post). Additionally, it also included a profiling framework which could be helpful for identifying any bottlenecks and testing reparameterisations.