Model comparison

Qwen3.6-27B vs ZAYA1-8B

At Q4_K_M, ZAYA1-8B is the smaller download — 5,567,581,549 bytes against 16,547,397,888. At long context the gap widens: ZAYA1-8B's KV cache at 32K is 52433.6× 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
Parameters27.8B8.8B
Architectureqwen35zaya
Layers6440
Native context262,144131,072
Mixture of expertsnoyes, 16 experts
Quantizations published406
Smallest quantization8.74 GiB4.20 GiB
Q4_K_M15.41 GiB5.19 GiB
Licenceapache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3.6-27BZAYA1-8BRatio
4,0960.25 GiB0.00 GiB6558.40×
8,1920.50 GiB0.00 GiB13112.00×
16,3841.00 GiB0.00 GiB26219.20×
32,7682.00 GiB0.00 GiB52433.60×
65,5364.00 GiB0.00 GiB104862.40×
131,0728.00 GiB0.00 GiB209720.00×