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Hybrid CPU+GPU

Best variant: Q8_0

CPU + GPU hybrid — not enough VRAM (11 GB < 31 GB min), but 64 GB RAM is sufficient. Expect significantly slower inference.

GPU VRAM
11 GB
Min VRAM (best fit)
31 GB
Recommended VRAM
36 GB
Estimated tok/s
~5

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Every Gemma 4 26B A4B quantization on NVIDIA GeForce GTX 1080 Ti

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

QuantizationFile SizeMin VRAMRec VRAMContextVerdictEstimated tok/s
Q3_K_M13.3 GB15 GB18 GB8K / 256KHybrid CPU+GPU~8
Q4_K_M16.6 GB18.5 GB24 GB8K / 256KHybrid CPU+GPU~8
Q8_0Best fit29.2 GB31 GB36 GB8K / 256KHybrid CPU+GPU~5

Upgrade options that fit Gemma 4 26B A4B better

Cheapest fit

Apple M3 Pro

36 GB VRAM · ~4.9 tok/s

Best value

Apple M1 Max

64 GB VRAM · ~13 tok/s

Best performance

Apple M4 Ultra

256 GB VRAM · ~35.6 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 26B A4BBest GPU for Gemma 4 26B A4BModels that fit NVIDIA GeForce GTX 1080 TiFull model detailsBrowse all models