Model comparison

Qwen3.6-27B vs ZAYA1-8B-Coder

At Q4_K_M, ZAYA1-8B-Coder is the smaller download — 5,567,581,024 bytes against 16,547,397,888. At long context the gap widens: Qwen3.6-27B's KV cache at 32K is 1.2× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen3.6-27BZAYA1-8B-Coder
Parameters27.8B8.8B
Architectureqwen35zaya
Layers6480
Native context262,144131,072
Mixture of expertsnoyes, 16 experts
Quantizations published403
Smallest quantization8.74 GiB5.19 GiB
Q4_K_M15.41 GiB5.19 GiB
Licenceapache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3.6-27BZAYA1-8B-CoderRatio
4,0960.25 GiB0.31 GiB1.25×
8,1920.50 GiB0.63 GiB1.25×
16,3841.00 GiB1.25 GiB1.25×
32,7682.00 GiB2.50 GiB1.25×
65,5364.00 GiB5.00 GiB1.25×
131,0728.00 GiB10.00 GiB1.25×
Qwen3.6-27B vs ZAYA1-8B-Coder — size, memory and hardware fit — ossmodeldb