Model comparison

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

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

ZAYA1-8B-CoderQwen3.6-27B
Parameters8.8B27.8B
Architecturezayaqwen35
Layers8064
Native context131,072262,144
Mixture of expertsyes, 16 expertsno
Quantizations published340
Smallest quantization5.19 GiB8.74 GiB
Q4_K_M5.19 GiB15.41 GiB
Licenceapache-2.0

KV cache by context

the term that decides long-context viability
ContextZAYA1-8B-CoderQwen3.6-27BRatio
4,0960.31 GiB0.25 GiB1.25×
8,1920.63 GiB0.50 GiB1.25×
16,3841.25 GiB1.00 GiB1.25×
32,7682.50 GiB2.00 GiB1.25×
65,5365.00 GiB4.00 GiB1.25×
131,07210.00 GiB8.00 GiB1.25×