Model comparison

LFM2-700M vs Llama-3.2-1B-Instruct

At Q4_K_M, LFM2-700M is the smaller download — 468,624,096 bytes against 807,690,688.

From the file· summed bytes, KV per layer

Side by side

LFM2-700MLlama-3.2-1B-Instruct
Parameters742M1.2B
Architecturelfm2llama
Layers1616
Native context128,000131,072
Mixture of expertsnono
Quantizations published1939
Smallest quantization0.29 GiB0.39 GiB
Q4_K_M0.44 GiB0.75 GiB
Licenceother

KV cache by context

the term that decides long-context viability
ContextLFM2-700MLlama-3.2-1B-InstructRatio
4,0960.13 GiB0.13 GiB1.00×
8,1920.25 GiB0.25 GiB1.00×
16,3840.50 GiB0.50 GiB1.00×
32,7681.00 GiB1.00 GiB1.00×
65,5362.00 GiB2.00 GiB1.00×
131,0724.00 GiB4.00 GiB1.00×