How fast will DeepSeek R1 Distill 14B feel on the Mac Mini M4 Pro 64GB?

DeepSeek R1 Distill 14B on the Mac Mini M4 Pro 64GB

DeepSeek R1 Distill 14B is a 14.77B-parameter model. At Q4_K_M it needs about 9.7 GB of memory. The Mac Mini M4 Pro 64GB has 48 GB usable, so it fits entirely in memory. Expect about 18 tokens/sec (16–20), with the first token after 0.5 s for a short prompt. This estimate is based on community benchmarks of this exact setup.

Speed by quantization

QuantizationFile sizeMemoryGenerationFirst tokenSource
Q4_K_M9.0 GBFits18 tok/s0.5 sMeasured
Q8_015.7 GBFits9.0 tok/s0.5 sDerived
FP1629.6 GBFits4.8 tok/s0.5 sDerived

DeepSeek R1 Distill 14B on other hardware

Other models on the Mac Mini M4 Pro 64GB

All models on the Mac Mini M4 Pro 64GB · DeepSeek R1 Distill 14B 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.