Model comparison

Ornith-1.0-35B-GGUF vs Qwen3.6-27B

At Q4_K_M, Qwen3.6-27B is the smaller download — 16,547,397,888 bytes against 21,166,757,760.

From the file· summed bytes, KV per layer

Side by side

Ornith-1.0-35B-GGUFQwen3.6-27B
Parameters34.7B27.8B
Architectureqwen35moeqwen35
Layers64
Native context262,144
Mixture of expertsnono
Quantizations published1340
Smallest quantization6.97 GiB8.74 GiB
Q4_K_M19.71 GiB15.41 GiB
Licenceapache-2.0

KV cache by context

the term that decides long-context viability
ContextOrnith-1.0-35B-GGUFQwen3.6-27BRatio
4,0960.25 GiB
8,1920.50 GiB
16,3841.00 GiB
32,7682.00 GiB
65,5364.00 GiB
131,0728.00 GiB