llamaperf

Llama 4 Scout

1 report

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Reported performance for Llama 4 Scout

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AMD hardware
generation:
20.2 tokens/s
prompt processing (prefill):
225.0 tokens/s
quant:
Q4_K_XL

Reported by the source; GPU count, offloading and concurrent requests can change these figures. Prompt-processing speed is input throughput, not time to first token. Check the full setup before comparing.

User reports Llama 4 Scout 17B-16E at 20.2 t/s generation and 225 t/s prompt processing on an AMD Strix Halo 128GB machine. Setup is llama.cpp Vulkan on the Radeon 8060S iGPU with Q4_K_XL, 6 threads and maximum GPU offload. The figures come from separate llama-bench phase tests, a 512-token prompt and 128-token generation, not an end-to-end rate; rates are rounded and context depth, KV precision and batch settings are unreported.

Oct 13, 2026

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Reported configurations

Individual observations from this page, not expected speeds or a ranking. Select a model to open its report, with the source and offloading conditions. Reported context may be a limit rather than actual input length.

Model / hardwareQuant / engineReported contextGeneration
Llama 4 Scout 17B-16E / Q4_K_XL / Vulkan native PP512 TG128 / runtime build unknown
AMD Strix Halo 128GB
Q4_K_XL
llama.cpp / Vulkan KHR cooperative matrices / build unknown
Not reported20.2 tokens/s