Model comparison

gemma-4-12B-it vs Gemma-3-4B-VL-it-Gemini-Pro-Heretic-Uncensored-Thinking

At Q4_K_M, Gemma-3-4B-VL-it-Gemini-Pro-Heretic-Uncensored-Thinking is the smaller download — 2,489,895,200 bytes against 7,121,861,440. At long context the gap widens: Gemma-3-4B-VL-it-Gemini-Pro-Heretic-Uncensored-Thinking's KV cache at 32K is 3.1× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

gemma-4-12B-itGemma-3-4B-VL-it-Gemini-Pro-Heretic-Uncensored-Thinking
Parameters12.0B4.3B
Architecturegemma4gemma3
Layers4834
Native context262,144131,072
Mixture of expertsnono
Quantizations published5912
Smallest quantization3.92 GiB1.61 GiB
Q4_K_M6.63 GiB2.32 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
Contextgemma-4-12B-itGemma-3-4B-VL-it-Gemini-Pro-Heretic-Uncensored-ThinkingRatio
4,0960.72 GiB0.25 GiB2.90×
8,1920.97 GiB0.33 GiB2.97×
16,3841.47 GiB0.48 GiB3.04×
32,7682.47 GiB0.79 GiB3.11×
65,5364.47 GiB1.42 GiB3.15×
131,0728.47 GiB2.67 GiB3.17×