Benchmark result
qwen2.5-coder:7b on NVIDIA RTX 2000 Ada Generation Laptop GPU — 40.3 tok/s
Measured with Ollama 0.40.13 on October 31, 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; 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 NVIDIA RTX 2000 Ada Generation Laptop GPU · median 44.2 tok/s.
sort
- 148.0tok/s35.0Ollama · Q4_K_M
- 240.3tok/s40.7Ollama · Q4_K_Mthis run
qwen2.5-coder:7b on other hardware
Reproduce this run
toolOllama 0.40.13
modelqwen2.5-coder:7b (Q4_K_M)
context65,536
clientv0.4.98+102
Set those in Ollama, then:
llm-benchmark benchmark --model "qwen2.5-coder:7b" --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.