Can Ternary Bonsai 27B run on MacBook Neo A18 Pro 8GB?
NO — Won’t fit
Q2_0 · 4K context · formula estimate
What this means
The checked Q2_0 build needs about 8.6GB, above this Mac's conservative 5GB working budget.
−3.6GB short
above the working budget
8.6GB
needed at Q2_0
Q2_0
quant selected
0GB
working headroom
needs 8.6 GBworking budget 5 GB · short 3.6 GB
Apple A18 Pro8 GB unified memoryMetalFanless
Where the memory goes
| Component | Detail | GB |
|---|---|---|
| Model weights | Q2_0 GGUF (7.2 GB) + mmap overhead | 7.6 |
| KV cache | 4K context window | 0.3 |
| Runtime | macOS inference app + compute buffers | 0.8 |
| Total needed | Q2_0, 4K context | 8.6 |
| Working budget | 8 GB unified memory − conservative macOS reserve | 5 |
| Headroom | memory shortfall | −3.6 |
Pick your quant
| Quant | Download | Memory | Estimated speed | Verdict |
|---|---|---|---|---|
| Q2_0 ★ | 7.2 GB | 8.6 GB | — | ✕ Won't fit |
| Q2_g64 | 7.6 GB | 9 GB | — | ✕ Won't fit |
Other models on this Mac
FAQ
Can the MacBook Neo A18 Pro · 8GB run Ternary Bonsai 27B?
Not with the quants currently tracked. The selected Q2_0 build needs about 8.6GB, above the 5GB working budget.
Which Ternary Bonsai 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 Ternary Bonsai 27B on this Mac?
Current beginner Mac apps do not load this exact file. Use Bonsai 27B 1-bit in Locally AI instead, or open the advanced publisher instructions on this page.
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.