I use a very similar workflow, check out my reply here Distributing runs on a multi-gpu machine - #3 by mtmccann and let me know if it works for you.
I use a very similar workflow, check out my reply here Distributing runs on a multi-gpu machine - #3 by mtmccann and let me know if it works for you.