For LLM workloads, AMD CCD count matters more than core count: 16-core tops out at 125GB/s

HankYeomans · x · 2026-09-24

A hands-on lesson for LLM hardware builds: core count isn't the bottleneck — AMD CCD count is. Eight slots of CL32/6400MT memory deliver 409GB/s bandwidth, but a 16-core Threadripper PRO has only two CCDs, capping the CPU critical path at 125GB/s (140GB/s with fabric overclock). To actually use the full memory bandwidth on CPU-side workloads, you need a 64-core part with 8 CCDs.

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