How much RAM does LFM2.5-Encoder-230M need?

LFM2.5-Encoder-230M needs about 793 MB of memory at Q4_K_M quantization with 4K context. The download itself is 139 MB; the extra covers the context cache and runtime overhead.

Can I run LFM2.5-Encoder-230M on a laptop?

Yes — it runs comfortably on a machine with 8GB RAM, for example Base MacBook Air (M1/M2).

LFM2.5-Encoder-230M: hardware requirements

LFM2.5-Encoder-230M needs about 793 MB of memory at Q4 quantization — a 139 MB download plus room for context and overhead. That fits a machine with 8GB RAM.

Parameters

230M

Tier

Runs on a laptop

Licence

See model card

Released

2026-07-28

Will it run on your machine?

8GB RAMRuns well 16GB RAMRuns well 32GB RAMRuns well 64GB RAMRuns well 128GB RAMRuns well 8GB VRAMRuns well 12GB VRAMRuns well 16GB VRAMRuns well 24GB VRAMRuns well 32GB VRAMRuns well

Download sizes by quantization

Lower quantization means a smaller file and less memory, at some cost to quality. Q4_K_M is the usual starting point. What is this?

Quant	Download	RAM @ 4K	RAM @ 32K	Source
Q4_K_Mrecommended	139 MB	793 MB	1.6 GB	estimated
Q5_K_M	163 MB	817 MB	1.6 GB	estimated
Q6_K	188 MB	843 MB	1.7 GB	estimated
Q8_0	244 MB	898 MB	1.7 GB	estimated
BF16	459 MB	1.1 GB	1.9 GB	estimated

“Measured” sizes are read from published GGUF files. “Estimated” sizes are derived from the parameter count and are typically within a few percent. The RAM columns add the context cache and runtime overhead to the download size.

Model card on HuggingFace →API specs & pricing →Verified 2026-08-03