Model speed on one V100: latest runs
Latest read: 6 Nov 2026. We run the same open models on one V100 with the same prompts and settings, and this page shows the newest numbers and the earlier days beside them. Every number is measured by Starfield. This is not a ranking, and speed says nothing about quality.
The page is rewritten with each new read, so it always shows the latest. The sheet for each day stays public as it was read: the files are listed under Data below. A dated Model Watch post is written when something changes, such as a new model or a different version.
Latest run, 6 Nov 2026
| Model | Output tokens per second | Time to first token (ms) | Output tokens per run | Label |
|---|---|---|---|---|
| granite-4.2-8b | 229.3 | 200.1 | 27,590 | measured by Starfield |
| Olmo-3-7B-Instruct | 201.8 | 183.3 | 22,533 | measured by Starfield |
| Qwen3-8B | 239.8 | 173.7 | 21,586 | measured by Starfield |
Output speed by day
Each cell is the mean output tokens per second of that day's repeats. The newest day is first.
| Read | granite-4.2-8b | Olmo-3-7B-Instruct | Qwen3-8B |
|---|---|---|---|
| 6 Nov 2026 | 229.3 | 201.8 | 239.8 |
| 5 Nov 2026 | 229.2 | 201.8 | 239.8 |
| 4 Nov 2026 | 229.2 | 201.8 | 239.7 |
| 3 Nov 2026 | 229.2 | 201.8 | 239.7 |
| 2 Nov 2026 | 229.3 | 201.8 | 239.7 |
| 30 Oct 2026 | 229.3 | 201.7 | 239.7 |
| 29 Oct 2026 | 229.3 | 201.8 | 239.7 |
| 28 Oct 2026 | 229.1 | 200.9 | 239.8 |
Over these 8 reads, output speed of each model stayed within 0.5% between its slowest and fastest day. Reads on one machine show that the method repeats. They do not show that speeds are stable in general.
Run settings
| Setting | Value |
|---|---|
| Engine | vllm 0.19.1 |
| GPU | Tesla V100-SXM3-32GB |
| Precision | fp16 |
| Prompts | model-watch-prompts-v1, 150 prompts |
| Requests at once | 8 |
| Repeats per model | 3 |
| Model | Pinned revision |
|---|---|
| granite-4.2-8b | a7042144125c |
| Olmo-3-7B-Instruct | 6e5971d9eba4 |
| Qwen3-8B | b968826d9c46 |
Data
The raw sheets, one per read: speed-2026-11-06.csv, speed-2026-11-05.csv, speed-2026-11-04.csv, speed-2026-11-03.csv, speed-2026-11-02.csv, speed-2026-10-30.csv, speed-2026-10-29.csv, speed-2026-10-28.csv. The same files, with the code that makes them, are in the public repository.
The full method is on the methodology page. If a number here is wrong, tell us through the corrections log.