Model comparison

Qwen3.5-9B vs medgemma-27b-it

At Q4_K_M, Qwen3.5-9B is the smaller download — 5,627,044,256 bytes against 16,546,689,536. At long context the gap widens: Qwen3.5-9B's KV cache at 32K is 3.1× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen3.5-9Bmedgemma-27b-it
Parameters9.7B28.8B
Architectureqwen35gemma3
Layers3262
Native context262,144131,072
Mixture of expertsnono
Quantizations published3468
Smallest quantization2.97 GiB5.83 GiB
Q4_K_M5.24 GiB15.41 GiB
Licenceapache-2.0other

KV cache by context

the term that decides long-context viability
ContextQwen3.5-9Bmedgemma-27b-itRatio
4,0960.13 GiB0.92 GiB7.37×
8,1920.25 GiB1.23 GiB4.94×
16,3840.50 GiB1.86 GiB3.72×
32,7681.00 GiB3.11 GiB3.11×
65,5362.00 GiB5.61 GiB2.80×
131,0724.00 GiB10.61 GiB2.65×