Model comparison

Qwen3.6-27B vs Wizard-Vicuna-30B-Uncensored

At Q4_K_M, Qwen3.6-27B is the smaller download — 16,547,397,888 bytes against 19,621,139,904. At long context the gap widens: Qwen3.6-27B's KV cache at 32K is 24.4× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen3.6-27BWizard-Vicuna-30B-Uncensored
Parameters27.8B32.5B
Architectureqwen35llama
Layers6460
Native context262,1442,048
Mixture of expertsnono
Quantizations published4033
Smallest quantization8.74 GiB6.63 GiB
Q4_K_M15.41 GiB18.27 GiB
Licenceapache-2.0other

KV cache by context

the term that decides long-context viability
ContextQwen3.6-27BWizard-Vicuna-30B-UncensoredRatio
4,0960.25 GiB6.09 GiB24.36×
8,1920.50 GiB12.19 GiB24.37×
16,3841.00 GiB24.38 GiB24.37×
32,7682.00 GiB48.75 GiB24.37×
65,5364.00 GiB97.50 GiB24.37×
131,0728.00 GiB195.00 GiB24.37×