Model comparison

Qwen3.6-27B vs magnum-v4-72b

At Q4_K_M, Qwen3.6-27B is the smaller download — 16,547,397,888 bytes against 47,415,715,008. At long context the gap widens: Qwen3.6-27B'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

Qwen3.6-27Bmagnum-v4-72b
Parameters27.8B72.7B
Architectureqwen35qwen2
Layers6480
Native context262,14432,768
Mixture of expertsnono
Quantizations published4044
Smallest quantization8.74 GiB21.13 GiB
Q4_K_M15.41 GiB44.16 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3.6-27Bmagnum-v4-72bRatio
4,0960.25 GiB1.25 GiB5.00×
8,1920.50 GiB2.50 GiB5.00×
16,3841.00 GiB5.00 GiB5.00×
32,7682.00 GiB10.00 GiB5.00×
65,5364.00 GiB20.00 GiB5.00×
131,0728.00 GiB40.00 GiB5.00×