How fast will GPT-OSS 20B feel on the Mac Studio M3 Ultra 512GB?

GPT-OSS 20B on the Mac Studio M3 Ultra 512GB

GPT-OSS 20B is a 20.91B-parameter mixture-of-experts model (3.6B active per token). At MXFP4 it needs about 12.9 GB of memory. The Mac Studio M3 Ultra 512GB has 384 GB usable, so it fits entirely in memory. Expect about 204 tokens/sec (119–290), with the first token after 0.3 s for a short prompt. This estimate is interpolated from benchmarks of similar setups.

Speed by quantization

QuantizationFile sizeMemoryGenerationFirst tokenSource
MXFP412.1 GBFits204 tok/s0.3 sDerived

GPT-OSS 20B on other hardware

Other models on the Mac Studio M3 Ultra 512GB

All models on the Mac Studio M3 Ultra 512GB · GPT-OSS 20B on all hardware

Estimates for a short prompt on a single device. Measured numbers come from community benchmarks (r/LocalLLaMA, localscore.ai and more); others are derived from similar setups or projected from specs. Open source on GitHub.