A collection of scripts and notebooks that show how to quantize diffusion models and run them on a free tier colab notebook. We will be using the diffusers library to handle everything diffusion and bitsandbytes for everything quantization.
You will find notebooks or script starting with [Quant] which signify that they will guide through the quantization model. The scripts with start with [Inf] signify inference only guides.
| Description | Colab Notebooks |
|---|---|
| Quantize Text to Video Generation model (CogVideoX) |  |
| Inference Text to Video Generation model (CogVideoX) | |
| Quantize Text to Image Generation model (Stable Diffusion 3) | |
| Inference Text to Image Generation model (Stable Diffusion 3) | |