5.4 tokens a second on Linux · no GPU · 4 CPUs · 31 GB RAM. About $8.31 per million tokens here, against OpenRouter's $0.29: the API is 28× cheaper. Run it here for privacy or to keep work on your own machines, not to save money.
1 build of Hunyuan MT 2 30B-A3B, 2 signed runs on real machines: different packagers, precisions and engines, each a different file with its own numbers.
trained 256K · proved 4K context, by tencent Q4_K_M
5.4 tok/s peak, by tencent Q4_K_M
What it fits on
The smallest build needs about 20.9 GB; 4 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 | why it stopped |
|---|---|---|
| Gram ·e61d3b2× Tesla T4 · Q4_K_M by tencent | 4K too slow to answer here | |
| Gram ·e3654fLinux, CPU only · 4 CPUs · Q4_K_M by tencent | 4K too slow to answer here |
Carbon per million tokens
Lowest build on each machine · 0 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 (EU grid average (applied to NL); 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: Structured output · Sustained output · Writes code · Reasons about code · Synthesises sources · 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 tencenthf.co/tencent/Hy-MT2-30B-A3B-GGUF:Q4_K_M | ollama | vendor · tencent | 20.9 GB | 4K | 5.4 | 2 |
Fine-tunes, merges and abliterations of this member, each its own model with its own page. None of their numbers are counted above.