Model comparison

Firefly-v4 vs Qwen3-8B

At Q4_K_M, Firefly-v4 is the smaller download — 3,427,874,496 bytes against 5,027,783,488. At long context the gap widens: Firefly-v4's KV cache at 32K is 18.3× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Firefly-v4Qwen3-8B
Parameters5.1B8.2B
Architecturegemma4qwen3
Layers3536
Native context131,07240,960
Mixture of expertsnono
Quantizations published2751
Smallest quantization2.78 GiB2.12 GiB
Q4_K_M3.19 GiB4.68 GiB
Licenceotherapache-2.0

KV cache by context

the term that decides long-context viability
ContextFirefly-v4Qwen3-8BRatio
4,0960.05 GiB0.56 GiB10.29×
8,1920.08 GiB1.13 GiB13.71×
16,3840.14 GiB2.25 GiB16.46×
32,7680.25 GiB4.50 GiB18.29×
65,5360.46 GiB9.00 GiB19.36×
131,0720.90 GiB18.00 GiB19.95×