Model comparison

Qwen3.8-27B vs granite-20b-code-base-8k

At Q4_K_M, granite-20b-code-base-8k is the smaller download — 12,820,207,360 bytes against 16,810,714,336.

From the file· summed bytes, KV per layer

Side by side

Qwen3.8-27Bgranite-20b-code-base-8k
Parameters27.8B20.1B
Architectureqwen35starcoder
Layers6452
Native context262,144
Mixture of expertsnono
Quantizations published2236
Smallest quantization8.39 GiB4.21 GiB
Q4_K_M15.66 GiB11.94 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3.8-27Bgranite-20b-code-base-8kRatio
4,0960.25 GiB
8,1920.50 GiB
16,3841.00 GiB
32,7682.00 GiB
65,5364.00 GiB
131,0728.00 GiB