Benchmark result

google/gemma-4-12b-qat on 4× NVIDIA GeForce GTX 1080 Ti — 27.8 tok/s

Measured with LM Studio on November 5, 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.

How this run compares

Reproduce this run

toolLM Studio
modelgoogle/gemma-4-12b-qat (Q4_0)
context8,192
clientv0.4.98+102

Set those in LM Studio, then:

llm-benchmark benchmark --model "google/gemma-4-12b-qat" --tool "LM Studio"

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.