Model comparison

Qwen3.5-9B vs Qwen2.5-VL-7B-NSFW-Caption-V3

At Q4_K_M, Qwen2.5-VL-7B-NSFW-Caption-V3 is the smaller download — 4,683,072,384 bytes against 5,627,044,256.

From the file· summed bytes, KV per layer

Side by side

Qwen3.5-9BQwen2.5-VL-7B-NSFW-Caption-V3
Parameters9.7B7.6B
Architectureqwen35qwen2vl
Layers32
Native context262,144
Mixture of expertsnono
Quantizations published3458
Smallest quantization2.97 GiB2.59 GiB
Q4_K_M5.24 GiB4.36 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3.5-9BQwen2.5-VL-7B-NSFW-Caption-V3Ratio
4,0960.13 GiB
8,1920.25 GiB
16,3840.50 GiB
32,7681.00 GiB
65,5362.00 GiB
131,0724.00 GiB