Benchmark result
unsloth/gemma-4-31B-it-qat-GGUF:UD-Q4_K_XL on Advanced Micro Devices, Inc. [AMD/ATI] Device 7551 — 52.7 tok/s
Measured with llama.cpp b10621-c1d0e7a00 on October 1, 2026.
What the model built
Open full screen →The coding scenario asks for a playable game in a single HTML file. This is exactly what the model returned, unedited.
How this run compares
unsloth/gemma-4-31B-it-qat-GGUF:UD-Q4_K_XL on other hardware
Reproduce this run
toolllama.cpp b10621-c1d0e7a00
modelunsloth/gemma-4-31B-it-qat-GGUF:UD-Q4_K_XL (Q4_K)
context65,536
thinkingon
samplingtemperature 1 · top_p 0.949999988079071 · top_k 64 · min_p 0.05000000074505806 · presence_penalty 0 · repeat_penalty 1
clientv0.4.85+101
Set those in llama.cpp, then:
llm-benchmark benchmark --model "unsloth/gemma-4-31B-it-qat-GGUF:UD-Q4_K_XL" --tool "llama.cpp"The client prompts for context length and thinking mode, and for the KV cache dtype on Unsloth Studio. Sampling is left at the model default — the values above are what the tool reported using, not overrides the client sent.