Model comparison

Qwen3.6-27B vs Gemma-4-E4B-Luchador

At Q4_K_M, Gemma-4-E4B-Luchador is the smaller download — 5,405,168,288 bytes against 16,547,397,888. At long context the gap widens: Gemma-4-E4B-Luchador's KV cache at 32K is 4.0× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Qwen3.6-27BGemma-4-E4B-Luchador
Parameters27.8B8.0B
Architectureqwen35gemma4
Layers6442
Native context262,144131,072
Mixture of expertsnono
Quantizations published4022
Smallest quantization8.74 GiB3.69 GiB
Q4_K_M15.41 GiB5.03 GiB
Licenceapache-2.0gemma

KV cache by context

the term that decides long-context viability
ContextQwen3.6-27BGemma-4-E4B-LuchadorRatio
4,0960.25 GiB0.12 GiB2.03×
8,1920.50 GiB0.18 GiB2.81×
16,3841.00 GiB0.29 GiB3.48×
32,7682.00 GiB0.51 GiB3.95×
65,5364.00 GiB0.94 GiB4.24×
131,0728.00 GiB1.82 GiB4.40×