Is gemma-4-E4B-it-ultra-uncensored-heretic or Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP smaller?

gemma-4-E4B-it-ultra-uncensored-heretic is smaller at Q4_K_M: 4.97 GiB against 34.04 GiB.

Which uses less memory at long context?

gemma-4-E4B-it-ultra-uncensored-heretic — its KV cache at 32K context is 4.0x smaller, because of how its attention layers cache.

Model comparison

gemma-4-E4B-it-ultra-uncensored-heretic vs Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP

At Q4_K_M, gemma-4-E4B-it-ultra-uncensored-heretic is the smaller download — 5,335,286,336 bytes against 36,545,830,912. At long context the gap widens: gemma-4-E4B-it-ultra-uncensored-heretic's KV cache at 32K is 4.0× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

	gemma-4-E4B-it-ultra-uncensored-heretic	Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP
Parameters	8.0B	27.8B
Architecture	gemma4	qwen35
Layers	42	64
Native context	131,072	262,144
Mixture of experts	no	no
Quantizations published	24	34
Smallest quantization	4.10 GiB	10.12 GiB
Q4_K_M	4.97 GiB	34.04 GiB
Licence	apache-2.0	apache-2.0

KV cache by context

the term that decides long-context viability

Context	gemma-4-E4B-it-ultra-uncensored-heretic	Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP	Ratio
4,096	0.12 GiB	0.25 GiB	2.03×
8,192	0.18 GiB	0.50 GiB	2.81×
16,384	0.29 GiB	1.00 GiB	3.48×
32,768	0.51 GiB	2.00 GiB	3.95×
65,536	0.94 GiB	4.00 GiB	4.24×
131,072	1.82 GiB	8.00 GiB	4.40×