Benchmark result

qwen2.5-coder:7b-instruct on Apple M4 — 13.1 tok/s

Measured with Ollama 0.32.0 on July 15, 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

2nd fastest of 2 runs of this model on Apple M4 · median 15.2 tok/s.

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Reproduce this run

toolOllama 0.32.0
modelqwen2.5-coder:7b-instruct (Q4_K_M)
context8,192
clientv0.4.27+97

Set those in Ollama, then:

llm-benchmark benchmark --model "qwen2.5-coder:7b-instruct" --tool "Ollama"

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.