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Partial GPU

Best variant: Q4_K_M

Partial GPU offload — 11 GB VRAM is above the 10.5 GB minimum but below the 12 GB recommendation. Some layers will spill to RAM.

GPU VRAM
11 GB
Min VRAM (best fit)
10.5 GB
Recommended VRAM
12 GB
Estimated tok/s
~30.1

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Every StarCoder2 15B 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
Q4_K_MBest fit9 GB10.5 GB12 GB4K / 16KPartial GPU~30.1
Q8_016 GB17.5 GB20 GB4K / 16KHybrid CPU+GPU~10

NVIDIA GeForce GTX 1080 Ti is solid pick for StarCoder2 15B

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All hardware for StarCoder2 15BBest GPU for StarCoder2 15BModels that fit NVIDIA GeForce GTX 1080 TiFull model detailsBrowse all models