Can I run this LLM?
Can a MacBook Pro / Mac mini M4 Pro (48GB) run Qwen3.6 27B?
Qwen · Apache 2.0 · estimated for a 48.0 GB machine at 4K context.
Yes — it runs great.
Runs greatBest fit: Qwen3.6 27B at Q3_K_M · 13.6 GB weights · 12–18 tok/s on a MacBook Pro / Mac mini M4 Pro (48GB).
Arena Text Overall · style-controlled
UnratedNo exact matchNo reviewed exact Arena match
No reviewed exact model/configuration match in the Arena Text Overall style-controlled snapshot. No family or editorial score is substituted. Local quantization quality is unmeasured.
Snapshot published 2026-10-08 · snapshot imported 2026-10-11 UTC · validated last-good data · manual refresh
Arena leaderboard dataset · Arena / lmarena-ai, Arena Leaderboard Dataset (CC BY 4.0). Selected Text Overall style-controlled rows; field names adapted, ratings unchanged. · dataset CC BY 4.0 · revision e16f90232986
- Total memory at 4K context
- 14.7 GB
- Weights + KV cache + runtime overhead
- Estimated generation
- 12–18 tok/s
- Estimated first token
- ~38s
Every quantization on this machine
On small screens, each quant lists every metric below its name. On wider screens, scroll sideways for total memory, speed and fit. Keyboard: focus the table, then use the arrow keys. Quant names stay visible.
| Quant | Weights | Total memory | Speed | Fit |
|---|---|---|---|---|
| Q2_K | 11.9 GB | 12.9 GB | 14–21 tok/s | Runs great |
| Q3_K_M | 13.6 GB | 14.7 GB | 12–18 tok/s | Runs great |
| Q4_K_M | 16.8 GB | 17.9 GB | 10–15 tok/s | Tight / slow |
| Q5_K_M | 19.5 GB | 20.6 GB | 9–13 tok/s | Tight / slow |
| Q6_K | 22.5 GB | 23.6 GB | 8–12 tok/s | Tight / slow |
| Q8_0 | 28.6 GB | 29.7 GB | 6–9 tok/s | Tight / slow |
| FP16 | 53.8 GB | 54.9 GB | — not resident | Won't fit |
Ran Qwen3.6 27B on a MacBook Pro / Mac mini M4 Pro (48GB)? Add your real numbers →