Is Huihui-gemma-4-31B-it-abliterated-v2 or gemma-4-12B-it smaller?

gemma-4-12B-it is smaller at Q4_K_M: 6.63 GiB against 17.40 GiB.

Which uses less memory at long context?

gemma-4-12B-it — its KV cache at 32K context is 2.5x smaller, because of how its attention layers cache.

Model comparison

Huihui-gemma-4-31B-it-abliterated-v2 vs gemma-4-12B-it

At Q4_K_M, gemma-4-12B-it is the smaller download — 7,121,861,440 bytes against 18,687,058,336. 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

	Huihui-gemma-4-31B-it-abliterated-v2	gemma-4-12B-it
Parameters	32.7B	12.0B
Architecture	gemma4	gemma4
Layers	60	48
Native context	262,144	262,144
Mixture of experts	no	no
Quantizations published	35	59
Smallest quantization	6.66 GiB	3.92 GiB
Q4_K_M	17.40 GiB	6.63 GiB
Licence	apache-2.0	apache-2.0

KV cache by context

the term that decides long-context viability

Context	Huihui-gemma-4-31B-it-abliterated-v2	gemma-4-12B-it	Ratio
4,096	1.80 GiB	0.72 GiB	2.50×
8,192	2.42 GiB	0.97 GiB	2.50×
16,384	3.67 GiB	1.47 GiB	2.50×
32,768	6.17 GiB	2.47 GiB	2.50×
65,536	11.17 GiB	4.47 GiB	2.50×
131,072	21.17 GiB	8.47 GiB	2.50×