Model comparison

Novaciano-3.2-1B vs Qwen3-4B

At Q4_K_M, Novaciano-3.2-1B is the smaller download — 955,442,624 bytes against 2,497,280,256. At long context the gap widens: Novaciano-3.2-1B's KV cache at 32K is 4.5× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Novaciano-3.2-1BQwen3-4B
Parameters1.5B4.0B
Architecturellamaqwen3
Layers1636
Native context131,07240,960
Mixture of expertsnono
Quantizations published3629
Smallest quantization0.45 GiB1.01 GiB
Q4_K_M0.89 GiB2.33 GiB
Licencellama3.2

KV cache by context

the term that decides long-context viability
ContextNovaciano-3.2-1BQwen3-4BRatio
4,0960.13 GiB0.56 GiB4.50×
8,1920.25 GiB1.13 GiB4.50×
16,3840.50 GiB2.25 GiB4.50×
32,7681.00 GiB4.50 GiB4.50×
65,5362.00 GiB9.00 GiB4.50×
131,0724.00 GiB18.00 GiB4.50×