Model comparison

Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP vs grug-35b

At Q4_K_M, grug-35b is the smaller download — 21,166,758,528 bytes against 36,545,830,912. At long context the gap widens: grug-35b's KV cache at 32K is 3.2× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTPgrug-35b
Parameters27.8B35.1B
Architectureqwen35qwen35moe
Layers6440
Native context262,144262,144
Mixture of expertsnoyes, 256 experts
Quantizations published3430
Smallest quantization10.12 GiB9.11 GiB
Q4_K_M34.04 GiB19.71 GiB
Licenceapache-2.0mit

KV cache by context

the term that decides long-context viability
ContextQwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTPgrug-35bRatio
4,0960.25 GiB0.08 GiB3.20×
8,1920.50 GiB0.16 GiB3.20×
16,3841.00 GiB0.31 GiB3.20×
32,7682.00 GiB0.63 GiB3.20×
65,5364.00 GiB1.25 GiB3.20×
131,0728.00 GiB2.50 GiB3.20×