Model comparison

Gemma4-Gutenberg-31B-Heretic vs gemma-4-12B-it

At Q4_K_M, gemma-4-12B-it is the smaller download — 7,121,861,440 bytes against 18,687,064,192. At long context the gap widens: gemma-4-12B-it's KV cache at 32K is 2.5× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Gemma4-Gutenberg-31B-Hereticgemma-4-12B-it
Parameters31.3B12.0B
Architecturegemma4gemma4
Layers6048
Native context262,144262,144
Mixture of expertsnono
Quantizations published6059
Smallest quantization6.67 GiB3.92 GiB
Q4_K_M17.40 GiB6.63 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextGemma4-Gutenberg-31B-Hereticgemma-4-12B-itRatio
4,0961.80 GiB0.72 GiB2.50×
8,1922.42 GiB0.97 GiB2.50×
16,3843.67 GiB1.47 GiB2.50×
32,7686.17 GiB2.47 GiB2.50×
65,53611.17 GiB4.47 GiB2.50×
131,07221.17 GiB8.47 GiB2.50×