Three AMD GPUs Run a 180B MoE Locally at 19-21 t/s—But One Flag Halves It

IVequalsW · reddit · 2026-11-01

A Reddit user built a local llama.cpp server on a Broadwell Xeon with 64GB DDR4 quad-channel and three AMD GPUs (2x RX 6800 16GB + RX 580 2048SP), running Qwen Flash Next 180B Q4 GGUF via Vulkan with --moe-cache-mib 16384. It sustains 19-21 t/s generation at the full 262K context. Notable gotcha: explicitly setting context size with -c/--ctx-size tanks performance to 8 t/s—even at smaller 100K contexts—while leaving the flag unset runs fastest.

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