Model comparison

Qwen3.5-9B-Uncensored-HauhauCS-Aggressive vs Qwen3.6-27B

At Q4_K_M, Qwen3.5-9B-Uncensored-HauhauCS-Aggressive is the smaller download — 5,627,044,224 bytes against 16,547,397,888.

From the file· summed bytes, KV per layer

Side by side

Qwen3.5-9B-Uncensored-HauhauCS-AggressiveQwen3.6-27B
Parameters9.0B27.8B
Architectureqwen35qwen35
Layers64
Native context262,144
Mixture of expertsnono
Quantizations published340
Smallest quantization5.24 GiB8.74 GiB
Q4_K_M5.24 GiB15.41 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3.5-9B-Uncensored-HauhauCS-AggressiveQwen3.6-27BRatio
4,0960.25 GiB
8,1920.50 GiB
16,3841.00 GiB
32,7682.00 GiB
65,5364.00 GiB
131,0728.00 GiB