Model comparison

FireRedPunc vs LFM2.5-230M

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

From the file· summed bytes, KV per layer

Side by side

FireRedPuncLFM2.5-230M
Parameters102M230M
Architecturefireredpunclfm2
Layers14
Native context128,000
Mixture of expertsnono
Quantizations published325
Smallest quantization0.05 GiB0.10 GiB
Q4_K_M0.14 GiB
Licenceapache-2.0other

KV cache by context

the term that decides long-context viability
ContextFireRedPuncLFM2.5-230MRatio
4,0960.05 GiB
8,1920.09 GiB
16,3840.19 GiB
32,7680.38 GiB
65,5360.75 GiB
131,0721.50 GiB