# 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

![img_0](./BrainSegReasoner.jpg)