14 tokens a second on Linux · no GPU · 4 CPUs · 31 GB RAM. No hosted API sells it, so this network is the place to run it.
6 builds of Gemma 3 1B, 7 signed runs on real machines: different packagers, precisions and engines, each a different file with its own numbers.
trained 32K · proved 8K context, by ggml-org Q4_K_M
14.0 tok/s peak, by ggml-org 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
What it fits on
The smallest build needs about 0.9 GB; 17 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 32K. 0 walks ended because the model forgot, 7 because the machine could not hold the prompt.
| machine · build | 4K | 8K | why it stopped |
|---|---|---|---|
| Gram ·e61d3b2× Tesla T4 · Q4_K_M by ggml-org | 8K too slow to answer here | ||
| Gram ·e61d3b2× Tesla T4 · Q3_K_S by maziyarpanahi | 8K too slow to answer here | ||
| Gram ·e61d3b2× Tesla T4 · Q3_K_L by lmstudio-community | 8K too slow to answer here | ||
| Gram ·e61d3b2× Tesla T4 · Q2_K by maziyarpanahi | 8K too slow to answer here | ||
| Gram ·acbe75Linux, CPU only · 4 CPUs · Q4_K_M by ggml-org | 8K too slow to answer here | ||
| Gram ·e61d3b2× Tesla T4 · Q6_K by lmstudio-community | 8K too slow to answer here | ||
| Gram ·e61d3b2× Tesla T4 · Q8_0 by ggml-org | 8K 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) · world grid average (place not signed); 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 · 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 ggml-orghf.co/ggml-org/gemma-3-1b-it-GGUF:Q4_K_M | ollama | quantizer · ggml-org | 1.1 GB | 8K | 14.0 | 2 |
| Q3_K_S by maziyarpanahihf.co/MaziyarPanahi/gemma-3-1b-it-GGUF:Q3_K_S | ollama | maziyarpanahi | 0.9 GB | 8K | 13.6 | 1 |
| Q3_K_L by lmstudio-communityhf.co/lmstudio-community/gemma-3-1b-it-GGUF:Q3_K_L | ollama | quantizer · lmstudio-community | 1.0 GB | 8K | 13.1 | 1 |
| Q2_K by maziyarpanahihf.co/MaziyarPanahi/gemma-3-1b-it-GGUF:Q2_K | ollama | maziyarpanahi | 0.9 GB | 8K | 13.0 | 1 |
| Q6_K by lmstudio-communityhf.co/lmstudio-community/gemma-3-1b-it-GGUF:Q6_K | ollama | quantizer · lmstudio-community | 1.3 GB | 8K | 10.8 | 1 |
| Q8_0 by ggml-orghf.co/ggml-org/gemma-3-1b-it-GGUF:Q8_0 | ollama | quantizer · ggml-org | 1.4 GB | 8K | 9.7 | 1 |