Mixed NVIDIA+AMD multi-GPU LLM setup benchmarks slower than a single card

LMasterGame · reddit · 2026-10-28

A Reddit user details running llama.cpp (Vulkan) on a Radeon AI Pro R9700 32GB + RTX 4500 Ada 24GB setup: dual-card layer split consistently underperformed the single R9700 (e.g. Qwen 3.8 Q6K at 30 vs 40 tok/s, Gemma 4 QAT 32 vs 50), while tensor split gave erratic results. Bandwidth isn't the bottleneck (2GiB/s observed vs 11.45GiB/s max), so they suspect the slower Ada card or PCIe latency. Full llama.cpp config included (131k context, moe-cache-mib, batch tuning). Fun aside: the 3-year-old cards are now worth more than purchase price due to the memory crisis.

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