Model comparison

gemma-4-12B-it-qat-q4_0-unquantized vs Qwen3.5-27B-Uncensored

These two publish different quantization sets; the table below has the exact sizes.

From the file· summed bytes, KV per layer

Side by side

gemma-4-12B-it-qat-q4_0-unquantizedQwen3.5-27B-Uncensored
Parameters12.0B26.9B
Architecturegemma4qwen35
Layers48
Native context262,144
Mixture of expertsnono
Quantizations published234
Smallest quantization6.50 GiB6.66 GiB
Q4_K_M15.41 GiB
Licenceapache-2.0

KV cache by context

the term that decides long-context viability
Contextgemma-4-12B-it-qat-q4_0-unquantizedQwen3.5-27B-UncensoredRatio
4,0960.72 GiB
8,1920.97 GiB
16,3841.47 GiB
32,7682.47 GiB
65,5364.47 GiB
131,0728.47 GiB