Model comparison

Qwen3.6-27B vs gemma-2-27b-it

At Q4_K_M, Qwen3.6-27B is the smaller download — 16,547,397,888 bytes against 16,645,381,632. At long context the gap widens: Qwen3.6-27B'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

Qwen3.6-27Bgemma-2-27b-it
Parameters27.8B27.2B
Architectureqwen35gemma2
Layers6446
Native context262,1448,192
Mixture of expertsnono
Quantizations published4054
Smallest quantization8.74 GiB5.71 GiB
Q4_K_M15.41 GiB15.50 GiB
Licenceapache-2.0gemma

KV cache by context

the term that decides long-context viability
ContextQwen3.6-27Bgemma-2-27b-itRatio
4,0960.25 GiB1.44 GiB5.75×
8,1920.50 GiB2.25 GiB4.49×
16,3841.00 GiB3.68 GiB3.68×
32,7682.00 GiB6.56 GiB3.28×
65,5364.00 GiB12.31 GiB3.08×
131,0728.00 GiB23.81 GiB2.98×