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Hybrid CPU+GPU

Best variant: Q8_0

CPU + GPU hybrid — not enough VRAM (3 GB < 6 GB min), but 64 GB RAM is sufficient. Expect significantly slower inference.

GPU VRAM
3 GB
Min VRAM (best fit)
6 GB
Recommended VRAM
8 GB
Estimated tok/s
~13

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Every Gemma 4 E2B quantization on NVIDIA GeForce GTX 1060 3GB

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

QuantizationFile SizeMin VRAMRec VRAMContextVerdictEstimated tok/s
Q4_K_M2.7 GB3.5 GB4 GB8K / 128KHybrid CPU+GPU~22
Q8_0Best fit5.3 GB6 GB8 GB8K / 128KHybrid CPU+GPU~13

Upgrade options that fit Gemma 4 E2B better

Cheapest fit

NVIDIA GeForce RTX 4060 Ti 8GB

8 GB VRAM · ~51.8 tok/s

Best performance

NVIDIA GeForce RTX 5090

32 GB VRAM · ~322 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 4 E2BBest GPU for Gemma 4 E2BModels that fit NVIDIA GeForce GTX 1060 3GBFull model detailsBrowse all models