3 builds of OpenAI-gpt-oss-20B-Claude-4.5-Opus-Heretic-Uncensored, 3 signed runs on real machines: different packagers, precisions and engines, each a different file with its own numbers.
What it fits on
The smallest build needs about 13.6 GB; 9 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 128K. 3 walks ended because the model forgot, 0 because the machine could not hold the prompt.
| machine · build | 4K | why it stopped |
|---|---|---|
| Gram ·e3654fLinux, CPU only · 4 CPUs · Q4_0 by mradermacher | — the model lost the needle at 4K | |
| Gram ·e3654fLinux, CPU only · 4 CPUs · Q3_K_S by mradermacher | — the model lost the needle at 4K | |
| Gram ·662a4eLinux, CPU only · 4 CPUs · IQ1_M by mradermacher | — the model lost the needle at 4K |
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) · world grid average (Australia not in the table); 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
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_0 by mradermacherhf.co/mradermacher/OpenAI-gpt-oss-20B-Claude-4.5-Opus-Heretic-Uncensored-i1-GGUF:Q4_0safety removed | ollama | derivative · mradermacher | 13.7 GB | — | 4.8 | 1 |
| Q3_K_S by mradermacherhf.co/mradermacher/OpenAI-gpt-oss-20B-Claude-4.5-Opus-Heretic-Uncensored-i1-GGUF:Q3_K_Ssafety removed | ollama | derivative · mradermacher | 13.6 GB | — | 4.7 | 1 |
| IQ1_M by mradermacherhf.co/mradermacher/OpenAI-gpt-oss-20B-Claude-4.5-Opus-Heretic-Uncensored-i1-GGUF:IQ1_Msafety removed | ollama | derivative · mradermacher | 13.6 GB | — | 4.2 | 1 |