Speaker
Sioni Paris Summers
(CERN)
Description
With hls4ml now deployed online at CMS, we may look back on the deployment experience with a view to improvements for the years ahead. In particular, the compile-time fixing of network architecture and parameters has some implications. In emulation, model updates are tied to CMS Software release schedules and cannot be updated on changing conditions. Likewise in firmware, models are baked into the binaries that are running at Point 5. In this talk, I will present how additional flexibility or reprogrammability in both emulation and firmware of hls4ml would allow new workflows.
Author
Sioni Paris Summers
(CERN)
