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ComfyDeploy: How ComfyUI-Prompt-Expansion works in ComfyUI?

What is ComfyUI-Prompt-Expansion?

Dynamic prompt expansion, powered by GPT-2 locally on your device.

How to install it in ComfyDeploy?

Head over to the machine page

  1. Click on the "Create a new machine" button
  2. Select the Edit build steps
  3. Add a new step -> Custom Node
  4. Search for ComfyUI-Prompt-Expansion and select it
  5. Close the build step dialig and then click on the "Save" button to rebuild the machine

ComfyUI Prompt Expansion

Dynamic prompt expansion, powered by GPT-2 locally on your device.

The custom node will analyze your Positive prompt and Seed and incorporate additional keywords, which will likely improve your resulting image.

For example, (from the workflow image below):

Original prompt: "Portrait of robot Terminator, cybord, evil, in dynamics, highly detailed, packed with hidden details, style, high dynamic range, hyper realistic, realistic attention to detail, highly detailed"

Expanded prompt: "Portrait of robot Terminator, cybord, evil, in dynamics, highly detailed, packed with hidden details, style, high dynamic range, hyper realistic, realistic attention to detail, highly detailed, extremely lifelike, digital painting, artstation, illustration, concept art, smooth, sharp focus, 8k"

Based on my testing, it's evident that incorporating additional keywords generated by GPT-2 notably improves the quality of the resulting images.

Many thanks to the authors of the Fooocus project for generously providing most of the code.

Installation

  • To install this custom node for ComfyUI, clone the repository using Git or download it, and then extract the the files to: ComfyUI\custom_nodes\ComfyUI-Prompt-Expansion:
https://github.com/meap158/ComfyUI-Prompt-Expansion.git

Usage

To use this custom node (located within the 'utils' submenu), simply connect your positive prompt to it, which will then output the joined prompt.

You can also load the example workflow by dragging the workflow file (workflow_example.json or workflow_example.png) onto ComfyUI.

<p float="left"> <img src="https://github-production-user-asset-6210df.s3.amazonaws.com/14327094/268447933-d5d60985-3ddf-43a9-b8f0-42b65118a409.png" width="1000" /> </p>

Inputs

  • text: Your positive prompt.
  • log_prompt: Whether to log the Prompt Expansion suffix and the final prompt to the console.

Note

Upon the first launch, the custom node will automatically download the model file (343MB) from the following link:

https://huggingface.co/lllyasviel/misc/resolve/main/fooocus_expansion.bin