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Full GPU

Best variant: Q8_0

Full GPU inference — 128 GB VRAM meets the 40 GB recommendation.

GPU VRAM
128 GB
Min VRAM (best fit)
36 GB
Recommended VRAM
40 GB
Estimated tok/s
~22.4

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Every Qwen 2.5 Coder 32B quantization on Apple M1 Ultra

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

QuantizationFile SizeMin VRAMRec VRAMContextVerdictEstimated tok/s
Q4_K_M19 GB21 GB24 GB8K / 128KFull GPU~33.7
Q8_0Best fit34 GB36 GB40 GB8K / 128KFull GPU~22.4

Apple M1 Ultra is solid pick for Qwen 2.5 Coder 32B

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All hardware for Qwen 2.5 Coder 32BBest GPU for Qwen 2.5 Coder 32BModels that fit Apple M1 UltraFull model detailsBrowse all models