Model comparison

grug-9b vs Qwen3.5-4B

At Q4_K_M, Qwen3.5-4B is the smaller download — 2,707,513,696 bytes against 5,629,109,056.

From the file· summed bytes, KV per layer

Side by side

grug-9bQwen3.5-4B
Parameters9.4B4.7B
Architectureqwen35qwen35
Layers3232
Native context262,144262,144
Mixture of expertsnono
Quantizations published2857
Smallest quantization3.51 GiB1.42 GiB
Q4_K_M5.24 GiB2.52 GiB
Licencemitapache-2.0

KV cache by context

the term that decides long-context viability
Contextgrug-9bQwen3.5-4BRatio
4,0960.13 GiB0.13 GiB1.00×
8,1920.25 GiB0.25 GiB1.00×
16,3840.50 GiB0.50 GiB1.00×
32,7681.00 GiB1.00 GiB1.00×
65,5362.00 GiB2.00 GiB1.00×
131,0724.00 GiB4.00 GiB1.00×