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Full GPU

Best variant: Q8_0

Full GPU inference — 32 GB VRAM meets the 20 GB recommendation.

GPU VRAM
32 GB
Min VRAM (best fit)
17.5 GB
Recommended VRAM
20 GB
Estimated tok/s
~11.9

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Every StarCoder2 15B quantization on Apple M1 Pro (16-core GPU)

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

QuantizationFile SizeMin VRAMRec VRAMContextVerdictEstimated tok/s
Q4_K_M9 GB10.5 GB12 GB4K / 16KFull GPU~17.8
Q8_0Best fit16 GB17.5 GB20 GB4K / 16KFull GPU~11.9

Apple M1 Pro (16-core GPU) is solid pick for StarCoder2 15B

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All hardware for StarCoder2 15BBest GPU for StarCoder2 15BModels that fit Apple M1 Pro (16-core GPU)Full model detailsBrowse all models