Model comparison

BlackSheep-RP-12B vs Qwen3-30B-A3B-Thinking-2507

At Q4_K_M, BlackSheep-RP-12B is the smaller download — 7,477,203,616 bytes against 18,556,685,824. At long context the gap widens: Qwen3-30B-A3B-Thinking-2507's KV cache at 32K is 1.7× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

BlackSheep-RP-12BQwen3-30B-A3B-Thinking-2507
Parameters12.2B30.5B
Architecturellamaqwen3moe
Layers4048
Native context1,024,000262,144
Mixture of expertsnoyes, 128 experts
Quantizations published2151
Smallest quantization3.85 GiB7.05 GiB
Q4_K_M6.96 GiB17.28 GiB
Licenceartistic-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextBlackSheep-RP-12BQwen3-30B-A3B-Thinking-2507Ratio
4,0960.63 GiB0.38 GiB1.67×
8,1921.25 GiB0.75 GiB1.67×
16,3842.50 GiB1.50 GiB1.67×
32,7685.00 GiB3.00 GiB1.67×
65,53610.00 GiB6.00 GiB1.67×
131,07220.00 GiB12.00 GiB1.67×