Model comparison

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

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

Qwen3-Coder-30B-A3B-InstructAMALIA-9B-0626-DPO
Parameters30.5B9.2B
Architectureqwen3moellama
Layers4842
Native context262,14432,768
Mixture of expertsyes, 128 expertsno
Quantizations published4619
Smallest quantization7.46 GiB3.35 GiB
Q4_K_M17.28 GiB5.20 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextQwen3-Coder-30B-A3B-InstructAMALIA-9B-0626-DPORatio
4,0960.38 GiB0.66 GiB1.75×
8,1920.75 GiB1.31 GiB1.75×
16,3841.50 GiB2.63 GiB1.75×
32,7683.00 GiB5.25 GiB1.75×
65,5366.00 GiB10.50 GiB1.75×
131,07212.00 GiB21.00 GiB1.75×