Model comparison

Qwen2.5-VL-7B-NSFW-Caption-V3 vs gemma-4-12B-it

At Q4_K_M, Qwen2.5-VL-7B-NSFW-Caption-V3 is the smaller download — 4,683,072,384 bytes against 7,121,861,440.

From the file· summed bytes, KV per layer

Side by side

Qwen2.5-VL-7B-NSFW-Caption-V3gemma-4-12B-it
Parameters7.6B12.0B
Architectureqwen2vlgemma4
Layers48
Native context262,144
Mixture of expertsnono
Quantizations published5859
Smallest quantization2.59 GiB3.92 GiB
Q4_K_M4.36 GiB6.63 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen2.5-VL-7B-NSFW-Caption-V3gemma-4-12B-itRatio
4,0960.72 GiB
8,1920.97 GiB
16,3841.47 GiB
32,7682.47 GiB
65,5364.47 GiB
131,0728.47 GiB