Model comparison

Ninja-v1-RP-WIP vs Qwen3-8B

At Q4_K_M, Ninja-v1-RP-WIP is the smaller download — 4,368,439,520 bytes against 5,027,783,488.

From the file· summed bytes, KV per layer

Side by side

Ninja-v1-RP-WIPQwen3-8B
Parameters7.2B8.2B
Architecturellamaqwen3
Layers3236
Native context4,09640,960
Mixture of expertsnono
Quantizations published3651
Smallest quantization1.50 GiB2.12 GiB
Q4_K_M4.07 GiB4.68 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextNinja-v1-RP-WIPQwen3-8BRatio
4,0960.56 GiB
8,1921.13 GiB
16,3842.25 GiB
32,7684.50 GiB
65,5369.00 GiB
131,07218.00 GiB