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Hybrid CPU+GPU

Best variant: Q8_0

CPU + GPU hybrid — not enough VRAM (6 GB < 36 GB min), but 64 GB RAM is sufficient. Expect significantly slower inference.

GPU VRAM
6 GB
Min VRAM (best fit)
36 GB
Recommended VRAM
40 GB
Estimated tok/s
~2

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Every Qwen 2.5 Coder 32B quantization on NVIDIA GeForce GTX 1660

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 / 128KHybrid CPU+GPU~3
Q8_0Best fit34 GB36 GB40 GB8K / 128KHybrid CPU+GPU~2

Upgrade options that fit Qwen 2.5 Coder 32B better

Cheapest fit

Apple M4 Pro

48 GB VRAM · ~7.6 tok/s

Best value

Apple M1 Max

64 GB VRAM · ~11.2 tok/s

Best performance

Apple M4 Ultra

256 GB VRAM · ~30.6 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 Qwen 2.5 Coder 32BBest GPU for Qwen 2.5 Coder 32BModels that fit NVIDIA GeForce GTX 1660Full model detailsBrowse all models