Will it run? / Llama 2 70B / Mac mini M4 (16GB)

Can the Mac mini M4 (16GB) run Llama 2 70B?

Won't fit No. Llama 2 70B needs about 40.5 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
40.5 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 whole model from memory once: 39 GB. The Mac mini M4 (16GB) moves 120 GB/s, so the ceiling is 3.1 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 Llama 2 70B

Mac Studio M5 Ultra (96GB)25 tok/s$5,499Check price →
Mac Studio M5 Ultra (256GB)25 tok/s$9,499Check price →
Mac Studio M5 Max (40-core GPU, 64GB)13 tok/s$3,799Check price →
Mac mini M5 Pro (64GB)6.3 tok/sCheck price →

Other models on the Mac mini M4 (16GB)

Llama 3.2 Vision 11BComfortable12 tok/s
Phi 3 14BComfortable12 tok/s
orca mini 13BComfortable12 tok/s
LLaVA 13BComfortable12 tok/s
Gemma 3 12BComfortable12 tok/s
translateGemma 12BComfortable12 tok/s