How fast will DeepSeek R1 Distill 14B feel on the MacBook M4 Pro 24GB?

DeepSeek R1 Distill 14B on the MacBook M4 Pro 24GB

DeepSeek R1 Distill 14B is a 14.77B-parameter model. At Q4_K_M it needs about 9.7 GB of memory. The MacBook M4 Pro 24GB has 18 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 GBDoesn't fitWon't run——

DeepSeek R1 Distill 14B on other hardware

Other models on the MacBook M4 Pro 24GB

All models on the MacBook M4 Pro 24GB · 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.