Can Swift 1.5 Qwen3.8 27B run on MacBook Neo A18 Pro 8GB?

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

What this means

The checked Q4_K_M build needs about 21GB, above this Mac's conservative 5GB working budget.

−16GB short
above the working budget
21GB
needed at Q4_K_M
Q4_K_M
quant selected
0GB
working headroom
needs 21 GBworking budget 5 GB · short 16 GB
Apple A18 Pro8 GB unified memoryMetalFanless

Where the memory goes

ComponentDetailGB
Model weightsQ4_K_M GGUF (17.4 GB) + mmap overhead18.3
KV cache4K context window1.9
RuntimemacOS inference app + compute buffers0.8
Total neededat Q4_K_M, 4K context21
Working budget8 GB unified memory − conservative macOS reserve5
Headroommemory shortfall−16

Pick your quant

QuantDownloadMemoryEstimated speedVerdict
Q2_K10.8 GB14.1 GB—✕ Won't fit
Q3_K_M13.4 GB16.8 GB—✕ Won't fit
IQ4_XS15.5 GB19 GB—✕ Won't fit
Q4_K_S16.4 GB20 GB—✕ Won't fit
Q4_K_M ★17.4 GB21 GB—✕ Won't fit
Q5_K_M20.9 GB24.7 GB—✕ Won't fit
Q6_K23.9 GB27.8 GB—✕ Won't fit
Q8_029 GB33.2 GB—✕ Won't fit

Other models on this Mac

FAQ

Can the MacBook Neo A18 Pro · 8GB run Swift 1.5 Qwen3.8 27B?

Not with the quants currently tracked. The selected Q4_K_M build needs about 21GB, above the 5GB working budget.

Which Swift 1.5 Qwen3.8 27B 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 Swift 1.5 Qwen3.8 27B on this Mac?

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

Are these speeds measured on a MacBook Neo A18 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.