Model comparison

AMALIA-9B-0626-DPO vs Qwen3-Coder-30B-A3B-Instruct

At Q4_K_M, AMALIA-9B-0626-DPO is the smaller download — 5,582,838,528 bytes against 18,556,689,568. At long context the gap widens: Qwen3-Coder-30B-A3B-Instruct's KV cache at 32K is 1.8× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

AMALIA-9B-0626-DPOQwen3-Coder-30B-A3B-Instruct
Parameters9.2B30.5B
Architecturellamaqwen3moe
Layers4248
Native context32,768262,144
Mixture of expertsnoyes, 128 experts
Quantizations published1946
Smallest quantization3.35 GiB7.46 GiB
Q4_K_M5.20 GiB17.28 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextAMALIA-9B-0626-DPOQwen3-Coder-30B-A3B-InstructRatio
4,0960.66 GiB0.38 GiB1.75×
8,1921.31 GiB0.75 GiB1.75×
16,3842.63 GiB1.50 GiB1.75×
32,7685.25 GiB3.00 GiB1.75×
65,53610.50 GiB6.00 GiB1.75×
131,07221.00 GiB12.00 GiB1.75×