| # 1. Apptainer Docker Environment | |
| ``` | |
| # load Apptainer container | |
| module load apptainer | |
| # download the visionreasoner_env | |
| git clone https://huggingface.co/VisualReasoner/visionreasoner_env | |
| # usage | |
| apptainer exec visionreasoner_env/visionreasoner.sif python <your-py-file> | |
| ``` | |
| # 2. Model | |
|  | |