</Tip>  
The following example demonstrates how to run Flux with less than 16GB of VRAM.  
First install `optimum-quanto`  
```shell
pip install optimum-quanto
```  
Then run the following example  
```python
import torch
from diffusers import FluxTransformer2DModel, FluxPipeline
from transformers import T5EncoderModel, CLIPTextModel
from optimum.quanto import freeze, qfloat8, quantize