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lks-ai-anynode/README.md
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2024-05-26 18:04:50 +01:00

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AnyNode v0.1 (🍄 beta)

A ComfyUI Node that uses the power of LLMs to do anything with your input to make any type of output.

image

image

Watch the video

Install

  1. Clone this repository into comfy/custom_nodes (sorry, not on Manager just yet!)
  2. Make sure you have the openai module installed through pip: pip install openai
  3. Add your OPENAI_API_KEY variable to your Environment Variables. How to get your OpenAI API key
  4. Restart Comfy
  5. In ComfyUI double-click and search for AnyNode or you can find it in Nodes > utils

How it Works

  1. Put in what you want the node to do with the input and output.
  2. Connect it up to anything on both sides
  3. Hit Queue Prompt in ComfyUI

AnyNode codes a python function based on your request and whatever input you connect to it to generate the output you requested which you can then connect to compatible nodes.

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Warning: Because of the ability to link ANY node, you have to make sure it nails the output.

Caveats

  • I have no idea how far you can take this nor it's limits
  • LLMs can't read your mind. To make complex stuff in one node you'd have to know a bit about programming
  • Right now you can only see code the LLM generates in the console
  • You currently need an OpenAI API Key
  • Can't make a sandwich

Strengths

  • You can use as many of these as you want in your workflow creating possibly complex node groups
  • Really great at single purpose nodes
  • Uses OpenAI API for simple access to the latest and greatest in generation models
  • Technically you could point this at vLLM or Ollama for you LocalLLM fans
  • Can use most of the popular python libraries and most standard like (numpy, torch, collections, re)
  • Ability to make more complex nodes that use inputs like MODEL, VAE and CLIP with input type awareness
  • Error Mitigation: Auto-correct errors it made in code (just press Queue Prompt again)
  • Incremental Code editing (the last generated function serves as example for next generation)

Coming Soon

  • Saving the generated functions in your workflows
  • Multiple Inputs and outputs
  • Use Local LLMs like vLLM and Ollama (any that support openai chat completions)

If you're still here

Let's enjoy some stuff I made while up all night!

image This one, well... the prompts explain it all, but TLDR; It takes an image as input and outputs only the red channel of that image.

Screenshot from 2024-05-26 01-30-40 Here I use three AnyNodes: One to load a file, one to summarize the text in that file, and the other to just do some parsing of that text. No coding needed.

image I took that Ant example a bit further and added in the normal nodes to do img2img with my color transforms from AnyNode