llamaperf

Qwen3-Coder-Next 80B (3B active)

on AMD Strix Halo 128GB · llama.cpp · 262,144 ctx

Tone: mixedAMD hardware
Sep 10, 2026
Throughput
36.8 t/s gen · 545.8 tokens/s prompt processing (prefill)Prompt processing measures input prefill speed; it does not tell you the time to first token.
Quant
UD-Q6_K_XL (GGUF)
KV cache
f16
System RAM
128 GB

Use cases

codingagenticlong-context

Summary

User reports Qwen3-Coder-Next UD-Q6_K_XL at 36.75 t/s on tg32 on an AMD Strix Halo box, with prefill at 545.77 t/s on pp2048. Setup is llama-server with -ngl 999, flash attention on, -c 262144, f16 KV cache and one slot, measured with llama-benchy 0.4.1 in API latency mode. The tg32 rate is 36.75 ± 0.05 t/s with a peak of 37.94 ± 0.06 t/s. A 27B 8-bit XL model was too slow to be workable.