17 tokens a second on Linux · L4 23 GB · 12 CPUs · 53 GB RAM. About $13 per million tokens here, against OpenRouter's $0.10: the API is 132× cheaper. Run it here for privacy or to keep work on your own machines, not to save money.
1 build of Ministral 3 3B-INSTRUCT-2512, 3 signed runs on real machines: different packagers, precisions and engines, each a different file with its own numbers.
trained 256K · proved 64K context, by mistralai Q4_K_M
16.5 tok/s peak, by mistralai Q4_K_M
Speed against price, every machine
Up and left is faster and cheaper · the line joins machines no other beats on both · price on a log scale · dashed: OpenRouter
Same build, different machines
Q4_K_M by mistralai on 3 machines: the fastest decodes 6.0× as fast as the slowest. One dot per machine, tokens per second.
What it fits on
The smallest build needs about 35.1 GB; 1 of 18 kinds of machine on the network can hold it. Bars: each kind's memory (its card's, else RAM) · ticks: every build, at the size it held plus a fifth for the prompt.
How far back it remembers, machine by machine
Filled: the needle came back at that prompt size · outlined: asked and lost · blank: not asked · trained for 256K. 0 walks ended because the model forgot, 2 because the machine could not hold the prompt.
| machine · build | 4K | 8K | 16K | 32K | 64K | why it stopped |
|---|---|---|---|---|---|---|
| Gram ·dae679NVIDIA L4 · Q4_K_M by mistralai | 64K too slow to answer here | |||||
| Gram ·2e5c02Intel(R) Iris(R) Xe Graphics · Q4_K_M by mistralai | 4K this machine could not serve at 8K |
Carbon per million tokens
Lowest build on each machine · 1 of 2 read off a power sensor, the rest modelled from the parts · fewer grams is better
Carbon is location-based: signed energy × the yearly average of the grid where the machine signed its place (world grid average (Singapore not in the table) · India grid average; Ember Global Electricity Review 2025 (2024 generation), location-based). Facility overhead is not included. A machine on its own solar is not credited until it can prove it.
Measured by
The people whose machines signed these numbers
proved by at least one build: Tool calling · Sustained output · Vision · Counts in images · Multiple images at once · Spatial reasoning · Writes code · Follows instructions
Each its own file with its own page: the machines that ran it and their signatures.
| build | engine | whose work | memory | context proved | best tok/s | machines |
|---|---|---|---|---|---|---|
| Q4_K_M by mistralaihf.co/mistralai/Ministral-3-3B-Instruct-2512-GGUF:Q4_K_M | ollama | vendor · mistralai | 35.1 GB | 64K | 16.5 | 3 |
Fine-tunes, merges and abliterations of this member, each its own model with its own page. None of their numbers are counted above.