Model comparison

Supra-50M-Base vs FireRedPunc

These two publish different quantization sets; the table below has the exact sizes.

From the file· summed bytes, KV per layer

Side by side

Supra-50M-BaseFireRedPunc
Parameters52M102M
Architecturellamafireredpunc
Layers12
Native context1,024
Mixture of expertsnono
Quantizations published333
Smallest quantization0.02 GiB0.05 GiB
Q4_K_M0.03 GiB
Licenceapache-2.0apache-2.0

KV cache by context

the term that decides long-context viability
ContextSupra-50M-BaseFireRedPuncRatio
4,0960.05 GiB
8,1920.09 GiB
16,3840.19 GiB
32,7680.38 GiB
65,5360.75 GiB
131,0721.50 GiB