Model comparison

gemma-2-9b-it-abliterated vs Qwen3-Coder-30B-A3B-Instruct

At Q4_K_M, gemma-2-9b-it-abliterated is the smaller download — 5,761,057,760 bytes against 18,556,689,568. At long context the gap widens: Qwen3-Coder-30B-A3B-Instruct's KV cache at 32K is 2.0× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

gemma-2-9b-it-abliteratedQwen3-Coder-30B-A3B-Instruct
Parameters9.2B30.5B
Architecturegemma2qwen3moe
Layers4248
Native context8,192262,144
Mixture of expertsnoyes, 128 experts
Quantizations published2046
Smallest quantization3.20 GiB7.46 GiB
Q4_K_M5.37 GiB17.28 GiB
Licencegemmaapache-2.0

KV cache by context

the term that decides long-context viability
Contextgemma-2-9b-it-abliteratedQwen3-Coder-30B-A3B-InstructRatio
4,0961.31 GiB0.38 GiB3.50×
8,1922.05 GiB0.75 GiB2.73×
16,3843.36 GiB1.50 GiB2.24×
32,7685.99 GiB3.00 GiB2.00×
65,53611.24 GiB6.00 GiB1.87×
131,07221.74 GiB12.00 GiB1.81×
gemma-2-9b-it-abliterated vs Qwen3-Coder-30B-A3B-Instruct — size, memory and hardware fit — ossmodeldb