Can the Apple M4 Pro (48GB) run Qwen2.5 32B?

Yes
QuantQ6_KExcellent
Memory29.6 GBof 36 GB
Speed~6tokens/s

Yes. The Apple M4 Pro (48GB) can run Qwen2.5 32B fully in unified memory at Q6_K (excellent), using about 29.6 GB of the 36 GB available, at roughly 6 tokens/second.

Try other context lengths in the calculator →

Memory needed by quantization

At 8,192 tokens of context. macOS lets the GPU use about 36 GB of the 48 GB unified memory by default.

QuantQualityMemoryFits?Speed
FP16Full quality68.3 GBToo big—
Q8_0Near-lossless37.6 GBToo big—
Q6_KExcellent29.6 GBFits~6 tok/s
Q5_K_MVery good26.1 GBFits~7 tok/s
Q4_K_MGood, most popular22.6 GBFits~8 tok/s
Q3_K_MNoticeably degraded18.8 GBFits~10 tok/s
Q2_KHeavily degraded15 GBFits~13 tok/s

How to run Qwen2.5 32B on the Apple M4 Pro (48GB)

With Ollama installed, one command downloads and starts it:

ollama run qwen2.5:32b

Ollama's default download is Q4_K_M (about 22.6 GB here). You have room for Q6_K, which is excellent: pick that GGUF in LM Studio or from Hugging Face.

GPUs that run Qwen2.5 32B comfortably

Models that run well on the Apple M4 Pro (48GB)

Run it in the cloud

Don't want to buy hardware? Run Qwen2.5 32B on a rented GPU today.

Rent a cloud GPU by the hour. No upfront cost, cancel any time.