Model comparison

gemma-2-27b-it vs Qwen3.8-27B

At Q4_K_M, gemma-2-27b-it is the smaller download — 16,645,381,632 bytes against 16,810,714,336. At long context the gap widens: Qwen3.8-27B's KV cache at 32K is 3.3× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

gemma-2-27b-itQwen3.8-27B
Parameters27.2B27.8B
Architecturegemma2qwen35
Layers4664
Native context8,192262,144
Mixture of expertsnono
Quantizations published5422
Smallest quantization5.71 GiB8.39 GiB
Q4_K_M15.50 GiB15.66 GiB
Licencegemmaapache-2.0

KV cache by context

the term that decides long-context viability
Contextgemma-2-27b-itQwen3.8-27BRatio
4,0961.44 GiB0.25 GiB5.75×
8,1922.25 GiB0.50 GiB4.49×
16,3843.68 GiB1.00 GiB3.68×
32,7686.56 GiB2.00 GiB3.28×
65,53612.31 GiB4.00 GiB3.08×
131,07223.81 GiB8.00 GiB2.98×