Is gemma-4-12B-it-null-space-abliterated or Qwen3-Coder-30B-A3B-Instruct smaller?

gemma-4-12B-it-null-space-abliterated is smaller at Q4_K_M: 6.87 GiB against 17.28 GiB.

Which uses less memory at long context?

gemma-4-12B-it-null-space-abliterated — its KV cache at 32K context is 1.2x smaller, because of how its attention layers cache.

Model comparison

gemma-4-12B-it-null-space-abliterated vs Qwen3-Coder-30B-A3B-Instruct

At Q4_K_M, gemma-4-12B-it-null-space-abliterated is the smaller download — 7,381,382,688 bytes against 18,556,689,568. At long context the gap widens: gemma-4-12B-it-null-space-abliterated's KV cache at 32K is 1.2× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

	gemma-4-12B-it-null-space-abliterated	Qwen3-Coder-30B-A3B-Instruct
Parameters	12.0B	30.5B
Architecture	gemma4	qwen3moe
Layers	48	48
Native context	262,144	262,144
Mixture of experts	no	yes, 128 experts
Quantizations published	11	46
Smallest quantization	4.50 GiB	7.46 GiB
Q4_K_M	6.87 GiB	17.28 GiB
Licence	gemma	apache-2.0

KV cache by context

the term that decides long-context viability

Context	gemma-4-12B-it-null-space-abliterated	Qwen3-Coder-30B-A3B-Instruct	Ratio
4,096	0.72 GiB	0.38 GiB	1.92×
8,192	0.97 GiB	0.75 GiB	1.29×
16,384	1.47 GiB	1.50 GiB	1.02×
32,768	2.47 GiB	3.00 GiB	1.22×
65,536	4.47 GiB	6.00 GiB	1.34×
131,072	8.47 GiB	12.00 GiB	1.42×