The root cause of slowness has been identified and a fix is being pushed out. Unfortunately, this requires a reboot of the GPU nodes. This is in process via high priority jobs that will reboot a node once it has no more jobs on it.
There have been reports that loading code on the Argon GPU nodes is very slow. We are currently looking into the issue but the root cause is currently unknown.