Benchmark result

gemma-4-31B-it-4.00bpw on NVIDIA GeForce RTX 3080 Ti +1 more — 53.8 tok/s

Measured with llama.cpp exllamav3-1.4.2 on August 28, 2026.

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What the model built

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The coding scenario asks for a playable game in a single HTML file. This is exactly what the model returned, unedited; the frame only adds a line that tells this page how tall it is.

Reproduce this run

toolllama.cpp exllamav3-1.4.2
modelgemma-4-31B-it-4.00bpw
context65,536
thinkingon
clientv0.4.44+97

Set those in llama.cpp, then:

llm-benchmark benchmark --model "gemma-4-31B-it-4.00bpw" --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.