NOTE: This is not a production-ready checkpoint. 

```
from huggingface_hub import snapshot_download
snapshot_download(
    repo_id="BLIP3o/BLIP3o-Model-4B",
    repo_type="model"
)
```

Clone the repo (if you haven’t already) and install the environment:

```
git clone https://github.com/JiuhaiChen/BLIP3o.git
```

Then run inference with 
```
python inference.py /path/to/checkpoint
```