Model comparison

Qwen3.6-27B vs GLM-Z1-32B-0414-uncensored-heretic-v2

At Q4_K_M, Qwen3.6-27B is the smaller download — 16,547,397,888 bytes against 19,686,117,248.

From the file· summed bytes, KV per layer

Side by side

Qwen3.6-27BGLM-Z1-32B-0414-uncensored-heretic-v2
Parameters27.8B32.6B
Architectureqwen35glm4
Layers6461
Native context262,14432,768
Mixture of expertsnono
Quantizations published409
Smallest quantization8.74 GiB14.80 GiB
Q4_K_M15.41 GiB18.33 GiB
Licenceapache-2.0mit

KV cache by context

the term that decides long-context viability
ContextQwen3.6-27BGLM-Z1-32B-0414-uncensored-heretic-v2Ratio
4,0960.25 GiB0.24 GiB1.05×
8,1920.50 GiB0.48 GiB1.05×
16,3841.00 GiB0.95 GiB1.05×
32,7682.00 GiB1.91 GiB1.05×
65,5364.00 GiB3.81 GiB1.05×
131,0728.00 GiB7.63 GiB1.05×