Comparison of new UniPC sampler method added to Automatic1111

• UniPC

  5 275 3.9 Jupyter Notebook

  [NeurIPS 2023] UniPC: A Unified Predictor-Corrector Framework for Fast Sampling of Diffusion Models

https://github.com/wl-zhao/UniPC Accessed 3/11/2023.

• sd-dynamic-prompts

  118 1,899 7.9 Python

  A custom script for AUTOMATIC1111/stable-diffusion-webui to implement a tiny template language for random prompt generation

I use the Dynamic Prompts extension for Auto1111. I put the prompts in a file called SamplePrompt.txt, each prompt on a separate line, then place the file in the extension's wildcard folder. I reference it in the prompt with:

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• stable-diffusion-webui

  2,808 130,470 9.9 Python

  Stable Diffusion web UI

https://github.com/AUTOMATIC1111/stable-diffusion-webui/discussions/7705 Accessed 3/11/2023.

• stable-diffusion-webui-directml

  74 1,577 9.9 Python

  Stable Diffusion web UI

Ah thanks, I think I see the issue. I am on https://github.com/lshqqytiger/stable-diffusion-webui-directml which I see hasn't been updated yet.

• sd_lite

  15 18 4.5 Python

  set-up Stable Diffusion with minimal dependencies and a single multi-function pipe

This community has published many XY plots of CFG versus steps. https://github.com/thekitchenscientist/sd_lite/wiki/recommended The consistent theme is low CFG, lower steps; high CFG, more steps. UniPC can reach convergence in as few as 8 steps, so I increased by 1/3 to account for more complex prompts needing longer

• stable-diffusion-videos

  17 4,234 2.0 Python

  Create 🔥 videos with Stable Diffusion by exploring the latent space and morphing between text prompts

https://huggingface.co/spaces/tomg-group-umd/pez-dispenser https://huggingface.co/spaces/AIML-TUDA/safe-stable-diffusion https://huggingface.co/spaces/AIML-TUDA/semantic-diffusion https://github.com/nateraw/stable-diffusion-videos

• diffusers

  266 22,763 9.9 Python

  🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch and FLAX.

  

And this PR from wl-zhao on the Diffusers repo says:

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