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Hybrid CPU+GPU

Best variant: Q4_K_M

CPU + GPU hybrid — not enough VRAM (8 GB < 9 GB min), but 64 GB RAM is sufficient. Expect significantly slower inference.

GPU VRAM
8 GB
Min VRAM (best fit)
9 GB
Recommended VRAM
12 GB
Estimated tok/s
~20

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Every CodeLlama 13B quantization on NVIDIA GeForce RTX 3070 Ti

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

QuantizationFile SizeMin VRAMRec VRAMContextVerdictEstimated tok/s
Q4_K_MBest fit7.9 GB9 GB12 GB4K / 16KHybrid CPU+GPU~20

Upgrade options that fit CodeLlama 13B better

Cheapest fit

NVIDIA GeForce RTX 5070

12 GB VRAM · ~68.1 tok/s

Best performance

NVIDIA GeForce RTX 5090

32 GB VRAM · ~181.5 tok/s

Rent GPU instead of buying one

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All hardware for CodeLlama 13BBest GPU for CodeLlama 13BModels that fit NVIDIA GeForce RTX 3070 TiFull model detailsBrowse all models