Model comparison

gemma-2-9b vs gemma-4-12B-it-qat-q4_0-unquantized

These two publish different quantization sets; the table below has the exact sizes. At long context the gap widens: gemma-4-12B-it-qat-q4_0-unquantized's KV cache at 32K is 2.4× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

gemma-2-9bgemma-4-12B-it-qat-q4_0-unquantized
Parameters9.2B12.0B
Architecturegemma2gemma4
Layers4248
Native context8,192262,144
Mixture of expertsnono
Quantizations published182
Smallest quantization3.54 GiB6.50 GiB
Q4_K_M5.37 GiB
Licencegemmaapache-2.0

KV cache by context

the term that decides long-context viability
Contextgemma-2-9bgemma-4-12B-it-qat-q4_0-unquantizedRatio
4,0961.31 GiB0.72 GiB1.83×
8,1922.05 GiB0.97 GiB2.12×
16,3843.36 GiB1.47 GiB2.29×
32,7685.99 GiB2.47 GiB2.43×
65,53611.24 GiB4.47 GiB2.51×
131,07221.74 GiB8.47 GiB2.57×