Model comparison

Holo-3.1-0.8B vs Qwen3-1.7B

At Q4_K_M, Holo-3.1-0.8B is the smaller download — 672,330,784 bytes against 1,107,409,472. At long context the gap widens: Holo-3.1-0.8B's KV cache at 32K is 9.3× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

Holo-3.1-0.8BQwen3-1.7B
Parameters1.1B2.0B
Architectureqwen35qwen3
Layers2428
Native context262,14440,960
Mixture of expertsnono
Quantizations published3648
Smallest quantization0.38 GiB0.50 GiB
Q4_K_M0.63 GiB1.03 GiB
Licenceapache-2.0

KV cache by context

the term that decides long-context viability
ContextHolo-3.1-0.8BQwen3-1.7BRatio
4,0960.05 GiB0.44 GiB9.33×
8,1920.09 GiB0.88 GiB9.33×
16,3840.19 GiB1.75 GiB9.33×
32,7680.38 GiB3.50 GiB9.33×
65,5360.75 GiB7.00 GiB9.33×
131,0721.50 GiB14.00 GiB9.33×