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Hybrid CPU+GPU

Best variant: Q4_K_M

CPU + GPU hybrid — not enough VRAM (16 GB < 22 GB min), but 64 GB RAM is sufficient. Expect significantly slower inference.

GPU VRAM
16 GB
Min VRAM (best fit)
22 GB
Recommended VRAM
24 GB
Estimated tok/s
~8

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Every CodeLlama 34B quantization on AMD Radeon RX 6950 XT

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

QuantizationFile SizeMin VRAMRec VRAMContextVerdictEstimated tok/s
Q4_K_MBest fit20 GB22 GB24 GB4K / 16KHybrid CPU+GPU~8

Upgrade options that fit CodeLlama 34B better

Best performance

NVIDIA GeForce RTX 5090

32 GB VRAM · ~71.7 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 CodeLlama 34BBest GPU for CodeLlama 34BModels that fit AMD Radeon RX 6950 XTFull model detailsBrowse all models