How fast will DeepSeek R1 Distill 14B feel on the MacBook Pro M5 Pro 48GB?

DeepSeek R1 Distill 14B on the MacBook Pro M5 Pro 48GB

DeepSeek R1 Distill 14B is a 14.77B-parameter model. At Q4_K_M it needs about 9.7 GB of memory. The MacBook Pro M5 Pro 48GB has 36 GB usable, so it fits entirely in memory. Expect about 24 tokens/sec (21–26), 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 GBFits24 tok/s0.5 sMeasured
Q8_015.7 GBFits10 tok/s0.4 sDerived
FP1629.6 GBFits5.4 tok/s0.4 sDerived

DeepSeek R1 Distill 14B on other hardware

Other models on the MacBook Pro M5 Pro 48GB

All models on the MacBook Pro M5 Pro 48GB · 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.