How we got this number
Each generated token reads the whole model from memory once: 55 GB. The Mac mini M5 Pro (64GB) moves 307 GB/s, so the ceiling is 5.6 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 3.2 Vision 90B
Other models on the Mac mini M5 Pro (64GB)
| Qwen 3 30B (A3B) | Fast | 72 tok/s |
| Qwen3 Coder 30B (A3B) | Fast | 72 tok/s |
| Qwen 3-VL 30B (A3B) | Fast | 68 tok/s |
| Qwen3.5 35B (A3B) | Fast | 64 tok/s |
| Qwen3.6 35B (A3B) | Fast | 64 tok/s |
| gpt-oss 20B | Fast | 60 tok/s |