Model comparison

Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP vs Magistral-Small-2509-Vision

At Q4_K_M, Magistral-Small-2509-Vision is the smaller download — 12,621,946,560 bytes against 36,545,830,912. At long context the gap widens: Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP'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

Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTPMagistral-Small-2509-Vision
Parameters27.8B24.0B
Architectureqwen35llama
Layers6440
Native context262,144131,072
Mixture of expertsnono
Quantizations published3416
Smallest quantization10.12 GiB8.09 GiB
Q4_K_M34.04 GiB11.76 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTPMagistral-Small-2509-VisionRatio
4,0960.25 GiB0.63 GiB2.50×
8,1920.50 GiB1.25 GiB2.50×
16,3841.00 GiB2.50 GiB2.50×
32,7682.00 GiB5.00 GiB2.50×
65,5364.00 GiB10.00 GiB2.50×
131,0728.00 GiB20.00 GiB2.50×