https://github.com/arig23498/quantized-diffusion-inference

Notebook and Scripts that showcase running quantized diffusion models on consumer GPUs
https://github.com/arig23498/quantized-diffusion-inference

Last synced: about 1 month ago
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Notebook and Scripts that showcase running quantized diffusion models on consumer GPUs

• Host: GitHub
• URL: https://github.com/arig23498/quantized-diffusion-inference
• Owner: ariG23498
• License: mit
• Created: 2024-10-23T10:58:25.000Z (4 months ago)
• Default Branch: main
• Last Pushed: 2024-10-28T09:33:44.000Z (4 months ago)
• Last Synced: 2025-01-08T06:36:19.536Z (about 1 month ago)
• Language: Jupyter Notebook
• Size: 7.37 MB
• Stars: 37
• Watchers: 1
• Forks: 4
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Run diffusion models on a Free Colab Tier

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.

## How to navigate the repository?

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) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ariG23498/quantized-diffusion-inference/blob/main/%5BQunat%5Dcog_video_x.ipynb) |

| Inference Text to Video Generation model (CogVideoX) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ariG23498/quantized-diffusion-inference/blob/main/%5BInf%5Dcog_video_x.ipynb) |

| Quantize Text to Image Generation model (Stable Diffusion 3) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ariG23498/quantized-diffusion-inference/blob/main/%5BQuant%5Dstable_diffusion_3.ipynb) |

| Inference Text to Image Generation model (Stable Diffusion 3) | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ariG23498/quantized-diffusion-inference/blob/main/%5BInf%5Dstable_diffusion_3.ipynb) |