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Hybrid CPU+GPU

Best variant: Q4_K_M

CPU + GPU hybrid — not enough VRAM (4 GB < 5 GB min), but 64 GB RAM is sufficient. Expect significantly slower inference.

GPU VRAM
4 GB
Min VRAM (best fit)
5 GB
Recommended VRAM
8 GB
Estimated tok/s
~14

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Every CodeLlama 7B quantization on NVIDIA GeForce GTX 1650 Super

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

QuantizationFile SizeMin VRAMRec VRAMContextVerdictEstimated tok/s
Q4_K_MBest fit4.2 GB5 GB8 GB4K / 16KHybrid CPU+GPU~14

Upgrade options that fit CodeLlama 7B better

Cheapest fit

NVIDIA GeForce RTX 4060 Ti 8GB

8 GB VRAM · ~54.9 tok/s

Best performance

NVIDIA GeForce RTX 5090

32 GB VRAM · ~341.3 tok/s

Rent GPU instead of buying one

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All hardware for CodeLlama 7BBest GPU for CodeLlama 7BModels that fit NVIDIA GeForce GTX 1650 SuperFull model detailsBrowse all models