Model comparison

Qwen3.8-27B vs deepseek-coder-33b-base

At Q4_K_M, Qwen3.8-27B is the smaller download — 16,810,714,336 bytes against 19,940,659,168. At long context the gap widens: Qwen3.8-27B's KV cache at 32K is 3.9× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen3.8-27Bdeepseek-coder-33b-base
Parameters27.8B33.3B
Architectureqwen35llama
Layers6462
Native context262,14416,384
Mixture of expertsnono
Quantizations published2212
Smallest quantization8.39 GiB13.07 GiB
Q4_K_M15.66 GiB18.57 GiB
Licenceapache-2.0other

KV cache by context

the term that decides long-context viability
ContextQwen3.8-27Bdeepseek-coder-33b-baseRatio
4,0960.25 GiB0.97 GiB3.87×
8,1920.50 GiB1.94 GiB3.87×
16,3841.00 GiB3.88 GiB3.87×
32,7682.00 GiB7.75 GiB3.87×
65,5364.00 GiB15.50 GiB3.87×
131,0728.00 GiB31.00 GiB3.87×