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Head-to-head · Gemma

Gemma 4 E2B vs Gemma 2 27B

Gemma 4 E2B needs ~4.4 GB at Q4_K_M; Gemma 2 27B needs ~18.7 GB. That ~14.3 GB gap decides which hardware runs each; they differ on 9 of the 14 devices below.

Spec Gemma 4 E2B Gemma 2 27B
Parameters5.1B27B
Memory at Q4_K_M~4.4 GB~18.7 GB
Context window128k8k
LMArenanot rankedElo 1289
LicenseApache-2.0Gemma

Which devices run each

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

Size at each quantization

Quant Gemma 4 E2B Gemma 2 27B
Q2_K 2.1 GB* 11.3 GB*
Q3_K_M 2.5 GB* 13.2 GB*
Q4_K_M 3.11 GB 16.65 GB
Q5_K_M 3.6 GB* 19.2 GB*
Q6_K 4.2 GB* 22.1 GB*
Q8_0 5.05 GB 28.94 GB
FP16 9.31 GB 54 GB*

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

Bottom line

The larger Gemma 2 27B needs ~18.7 GB; Gemma 4 E2B runs on lighter hardware at ~4.4 GB with more headroom and faster responses. Check each against your exact device: what runs Gemma 4 E2B · what runs Gemma 2 27B.

More Gemma comparisons

FAQ

What is the difference in memory between Gemma 4 E2B and Gemma 2 27B?

At Q4_K_M, Gemma 4 E2B needs about 4.4 GB and Gemma 2 27B needs about 18.7 GB, a difference of ~14.3 GB.

Should I run Gemma 4 E2B or Gemma 2 27B?

Run Gemma 2 27B if your hardware has the ~18.7 GB it needs and you want maximum quality; run Gemma 4 E2B (~4.4 GB) for lighter hardware, faster responses, and more memory headroom.

Full breakdowns: Gemma 4 E2B · Gemma 2 27B · all models × devices.

Sources

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