Model comparison

gemma4-12B-it-DFlash vs Qwen3-1.7B

At Q4_K_M, gemma4-12B-it-DFlash is the smaller download — 442,398,496 bytes against 1,107,409,472. At long context the gap widens: gemma4-12B-it-DFlash's KV cache at 32K is 21.3× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

gemma4-12B-it-DFlashQwen3-1.7B
Parameters727M2.0B
Architecturedflashqwen3
Layers528
Native context262,14440,960
Mixture of expertsnono
Quantizations published648
Smallest quantization0.38 GiB0.50 GiB
Q4_K_M0.41 GiB1.03 GiB
Licenceapache-2.0

KV cache by context

the term that decides long-context viability
Contextgemma4-12B-it-DFlashQwen3-1.7BRatio
4,0960.05 GiB0.44 GiB8.00×
8,1920.07 GiB0.88 GiB12.44×
16,3840.10 GiB1.75 GiB17.23×
32,7680.16 GiB3.50 GiB21.33×
65,5360.29 GiB7.00 GiB24.22×
131,0720.54 GiB14.00 GiB25.97×