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Hybrid CPU+GPU

Best variant: Q8_0

CPU + GPU hybrid — not enough VRAM (16 GB < 30 GB min), but 64 GB RAM is sufficient. Expect significantly slower inference.

GPU VRAM
16 GB
Min VRAM (best fit)
30 GB
Recommended VRAM
36 GB
Estimated tok/s
~3

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Every Gemma 3 27B quantization on NVIDIA GeForce RTX 4060 Ti 16GB

Each row runs the compatibility engine against your VRAM, RAM, and the model's requirements.

QuantizationFile SizeMin VRAMRec VRAMContextVerdictEstimated tok/s
Q4_K_M16 GB18 GB24 GB8K / 32KHybrid CPU+GPU~5
Q8_0Best fit28.7 GB30 GB36 GB8K / 32KHybrid CPU+GPU~3

Upgrade options that fit Gemma 3 27B better

Cheapest fit

Apple M3 Pro

36 GB VRAM · ~5 tok/s

Best value

Apple M1 Max

64 GB VRAM · ~13.3 tok/s

Best performance

Apple M4 Ultra

256 GB VRAM · ~36.2 tok/s

Rent GPU instead of buying one

If local fit is weak, cloud GPU gets you running today without hardware upgrade.

All hardware for Gemma 3 27BBest GPU for Gemma 3 27BModels that fit NVIDIA GeForce RTX 4060 Ti 16GBFull model detailsBrowse all models