Model comparison

Qwen3.8-27B vs elios_offline

At Q4_K_M, Qwen3.8-27B is the smaller download — 16,810,714,336 bytes against 18,687,058,176.

From the file· summed bytes, KV per layer

Side by side

Qwen3.8-27Belios_offline
Parameters27.8B30.7B
Architectureqwen35gemma4
Layers64
Native context262,144
Mixture of expertsnono
Quantizations published2234
Smallest quantization8.39 GiB6.66 GiB
Q4_K_M15.66 GiB17.40 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3.8-27Belios_offlineRatio
4,0960.25 GiB
8,1920.50 GiB
16,3841.00 GiB
32,7682.00 GiB
65,5364.00 GiB
131,0728.00 GiB