Model comparison

Qwen2.5-VL-72B-Instruct vs Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP

At Q4_K_M, Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP is the smaller download — 36,545,830,912 bytes against 47,415,713,248. At long context the gap widens: Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP's KV cache at 32K is 5.0× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen2.5-VL-72B-InstructQwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTP
Parameters73.4B27.8B
Architectureqwen2vlqwen35
Layers8064
Native context128,000262,144
Mixture of expertsnono
Quantizations published4534
Smallest quantization22.11 GiB10.12 GiB
Q4_K_M44.16 GiB34.04 GiB
Licenceotherapache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen2.5-VL-72B-InstructQwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-MTPRatio
4,0961.25 GiB0.25 GiB5.00×
8,1922.50 GiB0.50 GiB5.00×
16,3845.00 GiB1.00 GiB5.00×
32,76810.00 GiB2.00 GiB5.00×
65,53620.00 GiB4.00 GiB5.00×
131,07240.00 GiB8.00 GiB5.00×