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Head-to-head · SmolLM2

SmolLM2 135M vs SmolLM2 360M

SmolLM2 135M needs ~1 GB at Q4_K_M; SmolLM2 360M needs ~1.2 GB. That ~0.2 GB gap decides which hardware runs each; they differ on 0 of the 14 devices below.

Spec SmolLM2 135M SmolLM2 360M
Parameters0.135B0.362B
Memory at Q4_K_M~1 GB~1.2 GB
Context window2k2k
LMArenanot rankednot ranked
LicenseApache-2.0Apache-2.0

Which devices run each

A representative spread across the memory range. Tap a verdict for the full breakdown.

Size at each quantization

Quant SmolLM2 135M SmolLM2 360M
Q2_K 0.1 GB* 0.2 GB*
Q3_K_M 0.1 GB* 0.2 GB*
Q4_K_M 0.105 GB 0.271 GB
Q5_K_M 0.1 GB* 0.3 GB*
Q6_K 0.1 GB* 0.3 GB*
Q8_0 0.145 GB 0.386 GB
FP16 0.3 GB* 0.7 GB*

* derived from bits-per-weight; unstarred sizes are measured GGUF files.

Bottom line

The larger SmolLM2 360M needs ~1.2 GB; SmolLM2 135M runs on lighter hardware at ~1 GB with more headroom and faster responses. Check each against your exact device: what runs SmolLM2 135M · what runs SmolLM2 360M.

More SmolLM2 comparisons

FAQ

What is the difference in memory between SmolLM2 135M and SmolLM2 360M?

At Q4_K_M, SmolLM2 135M needs about 1 GB and SmolLM2 360M needs about 1.2 GB, a difference of ~0.2 GB.

Should I run SmolLM2 135M or SmolLM2 360M?

Run SmolLM2 360M if your hardware has the ~1.2 GB it needs and you want maximum quality; run SmolLM2 135M (~1 GB) for lighter hardware, faster responses, and more memory headroom.

Full breakdowns: SmolLM2 135M · SmolLM2 360M · all models × devices.

Sources

Memory figures are estimates at Q4_K_M, validated 2026-08-03. See methodology.