Will it run? / mixtral 8X7B / Mac mini M4 (16GB)

Can the Mac mini M4 (16GB) run mixtral 8X7B?

Won't fit No. mixtral 8X7B needs about 27.5 GB of memory, and the Mac mini M4 (16GB) can give a model about 10.7 GB. You'd need a machine with more memory, or a smaller model.

–estimated tokens/sec
27.5 GBmemory needed
10.7 GBavailable to the model
120 GB/smemory bandwidth

Check the Mac mini M4 (16GB) price →

How we got this number

Each generated token reads the active part of the model from memory once: 7.2 GB. The Mac mini M4 (16GB) moves 120 GB/s, so the ceiling is 17 tokens/sec. Real machines reach a fraction of that ceiling; we use 80%, calibrated against a measured Mac run. Send us your real numbers and we'll replace the estimate.

Faster machines for mixtral 8X7B

Mac Studio M5 Ultra (96GB)82 tok/s$5,499Check price →
Mac Studio M5 Ultra (256GB)82 tok/s$9,499Check price →
Mac Studio M5 Max (40-core GPU, 64GB)41 tok/s$3,799Check price →
Mac mini M5 Pro (64GB)20 tok/sCheck price →

Other models on the Mac mini M4 (16GB)

Granite 4.2 8BComfortable18 tok/s
Granite 4.1 8BComfortable18 tok/s
Gemma 2 9BComfortable18 tok/s
minicpm v 8BComfortable18 tok/s
LLaVA Llama3 8BComfortable18 tok/s
ornith 9BComfortable17 tok/s