How fast will GLM-5.3 Flash feel on the Mac Mini M4 Pro 64GB?

GLM-5.3 Flash on the Mac Mini M4 Pro 64GB

GLM-5.3 Flash is a 321.3B-parameter mixture-of-experts model (18B active per token). At UD-IQ1_S it needs about 93.8 GB of memory. The Mac Mini M4 Pro 64GB has 48 GB usable, so it doesn't fit, even at its smallest quantization.

Speed by quantization

QuantizationFile sizeMemoryGenerationFirst tokenSource
UD-IQ1_S93.1 GBDoesn't fitWon't run——
UD-IQ1_M97.6 GBDoesn't fitWon't run——
UD-IQ2_XXS101.8 GBDoesn't fitWon't run——
UD-Q2_K_XL108.7 GBDoesn't fitWon't run——
UD-IQ3_XXS120.4 GBDoesn't fitWon't run——
UD-Q3_K_XL147.5 GBDoesn't fitWon't run——
UD-IQ4_XS156.8 GBDoesn't fitWon't run——
UD-Q4_K_XL199.7 GBDoesn't fitWon't run——
UD-Q5_K_XL240.3 GBDoesn't fitWon't run——
UD-Q6_K_XL291.8 GBDoesn't fitWon't run——
Q8_0341.0 GBDoesn't fitWon't run——
FP16642.8 GBDoesn't fitWon't run——

GLM-5.3 Flash on other hardware

Other models on the Mac Mini M4 Pro 64GB

All models on the Mac Mini M4 Pro 64GB · GLM-5.3 Flash 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.