Qwen3 0.6B
Alibaba · 600M · up to 40K context · apache-2.0
Qwen3's smallest model adds an optional thinking mode that the 0.5-class Qwen2.5 didn't have. It still can't hold much context, so keep prompts short and single-purpose.
On a M4 Pro with 48 GB
macOS9.6 GBweights1.2 GBKV cache0.9 GBheadroom36.3 GB
- Weights
- 1.2 GB
- KV cache
- 0.9 GB
- Usable RAM
- 38.4 GB
- Headroom
- 36.3 GB
- Generation
- 177 tok/sest.
- Prompt processing
- 1505 tok/sest.
- First token (1K prompt)
- 680 msest.
Decode speed is bandwidth ÷ active weight bytes, at 273 GB/s and 78% efficiency. These are modelled figures, not measurements.
Every quantization, on your Mac
| Quant | Weights | + KV | Verdict | Speed est. | Repo |
|---|---|---|---|---|---|
| q4 | 0.3 GB | 1.3 GB | FITS · 37.1 GB FREE | 631 tok/s | Qwen3-0.6B-4bit |
| q8 | 0.6 GB | 1.6 GB | FITS · 36.8 GB FREE | 334 tok/s | Qwen3-0.6B-8bit |
| bf16 | 1.2 GB | 2.1 GB | FITS · 36.3 GB FREE | 177 tok/s | Qwen3-0.6B-bf16 |
We never host weights. Every link goes to Hugging Face.
Run it
Chat
mlx_lm.chat --model mlx-community/Qwen3-0.6B-bf16Serve an OpenAI-compatible endpoint
mlx_lm.server --model mlx-community/Qwen3-0.6B-bf16 --port 8080How far can you push the context
2K tokensFITS · 37.0 GB FREE
cache 0.2 GB
8K tokensFITS · 36.3 GB FREE
cache 0.9 GB
32K tokensFITS · 33.4 GB FREE
cache 3.8 GB
Which Macs run this
| Chip | Smallest RAM that fits | Speed est. |
|---|---|---|
| M1 | 8 GB | 40.8 tok/s |
| M1 Pro | 16 GB | 127 tok/s |
| M1 Max | 32 GB | 263 tok/s |
| M1 Ultra | 64 GB | 540 tok/s |
| M2 | 8 GB | 60.8 tok/s |
| M2 Pro | 16 GB | 128 tok/s |
| M2 Max | 32 GB | 267 tok/s |
| M2 Ultra | 64 GB | 547 tok/s |
| M3 | 8 GB | 60.8 tok/s |
| M3 Pro | 18 GB | 93.8 tok/s |
| M3 Max (14-core CPU) | 36 GB | 195 tok/s |
| M3 Max (16-core CPU) | 48 GB | 267 tok/s |
| M3 Ultra | 96 GB | 566 tok/s |
| M4 | 16 GB | 74.0 tok/s |
| M4 Pro | 24 GB | 177 tok/s |
| M4 Max (14-core CPU) | 36 GB | 277 tok/s |
| M4 Max (16-core CPU) | 48 GB | 373 tok/s |
| M5 | 16 GB | 95.6 tok/s |
| M5 Prounverified | 24 GB | 202 tok/s |
| M5 Maxunverified | 36 GB | 425 tok/s |