Model Watch #3: three days of V100 runs, output speed within 0.5%

Updated 30 Oct 2026: added the 30 Oct runs as a third day. The 28 Oct and 29 Oct numbers are unchanged.

We repeated the speed runs from post 2 on 29 Oct 2026 and again on 30 Oct 2026. The settings, prompts (model-watch-prompts-v1, 150 prompts, 8 requests at once), pinned model revisions and vLLM 0.19.1 are the same. The machine is the same too: one V100, fp16, 3 repeats per model. All 450 of 450 requests finished on each of the three days. Every number is measured by Starfield.

Output tokens per second stayed within 0.5% across the three days for all three models. This is not a ranking, and speed says nothing about quality.

Results

Each cell shows the 28 Oct, 29 Oct and 30 Oct means of 3 repeats, in that order. Rows are in alphabetical order.

Speed of three models on one V100 with vLLM 0.19.1, 28, 29 and 30 Oct 2026, means of 3 repeats. All numbers measured by Starfield.
Model Output tokens per second Time to first token (ms) Output tokens per run Label
granite-4.2-8b 229.1 / 229.3 / 229.3 195.2 / 199.6 / 197.3 27,622 / 27,590 / 27,599 measured by Starfield
Olmo-3-7B-Instruct 200.9 / 201.8 / 201.7 210.3 / 183.4 / 184.3 22,533 / 22,530 / 22,526 measured by Starfield
Qwen3-8B 239.8 / 239.7 / 239.7 173.6 / 173.9 / 171.0 21,586 / 21,586 / 21,571 measured by Starfield

Output tokens per second, three days

  • granite-4.2-8b28 Oct 2026229.1
  • granite-4.2-8b29 Oct 2026229.3
  • granite-4.2-8b30 Oct 2026229.3
  • Olmo-3-7B-Instruct28 Oct 2026200.9
  • Olmo-3-7B-Instruct29 Oct 2026201.8
  • Olmo-3-7B-Instruct30 Oct 2026201.7
  • Qwen3-8B28 Oct 2026239.8
  • Qwen3-8B29 Oct 2026239.7
  • Qwen3-8B30 Oct 2026239.7
Source: Starfield speed runs on vLLM 0.19.1, runs 2026-10-28, 2026-10-29 and 2026-10-30. This is not a ranking of models. The numbers are also in the table in this post.

How to read this

The 30 Oct files are public: the summary results, and the run files for Qwen3-8B, Olmo-3-7B-Instruct and granite-4.2-8b. For 29 Oct, see the summary results and the run files for Qwen3-8B, Olmo-3-7B-Instruct and granite-4.2-8b. For 28 Oct, see the summary results and the findings note. The repository's corrections file is public too.

Not run yet: A100 with vLLM 0.32.0, llama.cpp, quality checks, energy use and cost.

The full method is on the methodology page. A mistake in a number goes in the corrections log.

Method · Raw data (CSV) · Corrections log

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