Model comparison

gemma-4-26B-A4B-it vs gemma-3-12b-it-ultra-uncensored-heretic

At Q4_K_M, gemma-3-12b-it-ultra-uncensored-heretic is the smaller download — 7,300,780,096 bytes against 16,796,017,248. At long context the gap widens: gemma-4-26B-A4B-it's KV cache at 32K is 1.6× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

gemma-4-26B-A4B-itgemma-3-12b-it-ultra-uncensored-heretic
Parameters26.5B12.2B
Architecturegemma4gemma3
Layers3048
Native context262,144131,072
Mixture of expertsyes, 128 expertsno
Quantizations published4621
Smallest quantization8.99 GiB4.44 GiB
Q4_K_M15.64 GiB6.80 GiB
Licenceapache-2.0gemma

KV cache by context

the term that decides long-context viability
Contextgemma-4-26B-A4B-itgemma-3-12b-it-ultra-uncensored-hereticRatio
4,0960.45 GiB0.72 GiB1.60×
8,1920.61 GiB0.97 GiB1.60×
16,3840.92 GiB1.47 GiB1.60×
32,7681.54 GiB2.47 GiB1.60×
65,5362.79 GiB4.47 GiB1.60×
131,0725.29 GiB8.47 GiB1.60×