Model comparison

LFM2.5-1.2B-JP-202606 vs Llama-3.2-1B-Instruct

At Q4_K_M, LFM2.5-1.2B-JP-202606 is the smaller download — 730,894,624 bytes against 807,690,688. At long context the gap widens: LFM2.5-1.2B-JP-202606's KV cache at 32K is 2.7× smaller, which usually matters more than the difference in weights.

From the file· summed bytes, KV per layer

Side by side

LFM2.5-1.2B-JP-202606Llama-3.2-1B-Instruct
Parameters1.2B1.2B
Architecturelfm2llama
Layers1616
Native context128,000131,072
Mixture of expertsnono
Quantizations published639
Smallest quantization0.65 GiB0.39 GiB
Q4_K_M0.68 GiB0.75 GiB
Licenceother

KV cache by context

the term that decides long-context viability
ContextLFM2.5-1.2B-JP-202606Llama-3.2-1B-InstructRatio
4,0960.05 GiB0.13 GiB2.67×
8,1920.09 GiB0.25 GiB2.67×
16,3840.19 GiB0.50 GiB2.67×
32,7680.38 GiB1.00 GiB2.67×
65,5360.75 GiB2.00 GiB2.67×
131,0721.50 GiB4.00 GiB2.67×