Can GLM-4.5-Air run on Mac mini M5 Pro 32GB?

NO — Won’t fit
Q4_K_M · 4K context · formula estimate

What this means

The checked Q4_K_M build needs about 75GB, above this Mac's conservative 28.8GB working budget.

−46.2GB short
above the working budget
75GB
needed at Q4_K_M
Q4_K_M
quant selected
0GB
working headroom
needs 75 GBworking budget 28.8 GB · short 46.2 GB
Apple M5 Pro32 GB unified memoryMetalActive cooling

Where the memory goes

ComponentDetailGB
Model weightsQ4_K_M GGUF (63.6 GB) + mmap overhead66.8
KV cache4K context window7.4
RuntimemacOS inference app + compute buffers0.8
Total neededat Q4_K_M, 4K context75
Working budget32 GB unified memory − conservative macOS reserve28.8
Headroommemory shortfall−46.2

Pick your quant

QuantDownloadMemoryEstimated speedVerdict
Q4_K_M63.6 GB75 GB Won't fit
Q8_0113.6 GB127.5 GB Won't fit

Other models on this Mac

GLM-4.5-Air on other Mac mini M5 Pro configurations

FAQ

Can the Mac mini M5 Pro · 32GB run GLM-4.5-Air?

Not with the quants currently tracked. The selected Q4_K_M build needs about 75GB, above the 28.8GB working budget.

Which GLM-4.5-Air quant should I use on this Mac?

None of the tracked quants fit this configuration safely. Choose a smaller model or a Mac with more unified memory.

Which app should I use for GLM-4.5-Air on this Mac?

Start with LM Studio. This page gives the complete point-and-click walkthrough.

Are these speeds measured on a Mac mini M5 Pro?

No. The range is a formula estimate based on memory bandwidth, model size, active parameters, cooling, and a 4K context. The app, backend, thermals, and prompt can change real performance.