Model comparison

Qwen3.8-27B vs dolphin-2.9.1-yi-1.5-34b-heretic

At Q4_K_M, Qwen3.8-27B is the smaller download — 16,810,714,336 bytes against 20,658,713,888. At long context the gap widens: Qwen3.8-27B's KV cache at 32K is 3.7× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen3.8-27Bdolphin-2.9.1-yi-1.5-34b-heretic
Parameters27.8B34.4B
Architectureqwen35llama
Layers6460
Native context262,1448,192
Mixture of expertsnono
Quantizations published2211
Smallest quantization8.39 GiB11.94 GiB
Q4_K_M15.66 GiB19.24 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3.8-27Bdolphin-2.9.1-yi-1.5-34b-hereticRatio
4,0960.25 GiB0.94 GiB3.75×
8,1920.50 GiB1.88 GiB3.75×
16,3841.00 GiB3.75 GiB3.75×
32,7682.00 GiB7.50 GiB3.75×
65,5364.00 GiB15.00 GiB3.75×
131,0728.00 GiB30.00 GiB3.75×