Model comparison

Qwen3.8-27B vs CodeLlama-70b-Instruct-hf

At Q4_K_M, Qwen3.8-27B is the smaller download — 16,810,714,336 bytes against 41,423,092,736. At long context the gap widens: Qwen3.8-27B's KV cache at 32K is 5.0× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen3.8-27BCodeLlama-70b-Instruct-hf
Parameters27.8B69.0B
Architectureqwen35llama
Layers6480
Native context262,1444,096
Mixture of expertsnono
Quantizations published2240
Smallest quantization8.39 GiB13.54 GiB
Q4_K_M15.66 GiB38.58 GiB
Licenceapache-2.0llama2

KV cache by context

the term that decides long-context viability
ContextQwen3.8-27BCodeLlama-70b-Instruct-hfRatio
4,0960.25 GiB1.25 GiB5.00×
8,1920.50 GiB2.50 GiB5.00×
16,3841.00 GiB5.00 GiB5.00×
32,7682.00 GiB10.00 GiB5.00×
65,5364.00 GiB20.00 GiB5.00×
131,0728.00 GiB40.00 GiB5.00×