From my experience llama.cpp doesn’t take full advantage of parallelism as it could. Tested this on an HPC cluster - increasing thread count certainly did increase CPU usage but did not meaningfully improve tok/s past 6-8 cores. Same behavior with whisper.cpp. :( I wonder if there’s another backend that scales better.