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TWanSigmaGraph

8

Last updated
2025-04-17

A ComfyUI node designed for the interactive editing of sigma schedules through both graphical and textual interfaces, enabling users to efficiently create and adjust noise schedules for diffusion sampling. This tool allows for quick refinements of sigma curves and the capability to save and load different configurations for future use.

  • Enables users to manipulate sigma curves visually through an interactive graph.
  • Offers a text-based workspace for precise control-point editing, with automatic synchronization to the graphical representation.
  • Supports dynamic extrapolation of sigma values, allowing for real-time adjustments based on the desired number of steps.

Context

This tool is a specialized node for ComfyUI that facilitates the editing of sigma schedules, which are crucial for controlling noise levels in diffusion models. By providing both graphical and textual interfaces, it streamlines the process of designing and refining these schedules, making it easier for users to achieve desired outputs.

Key Features & Benefits

The interactive graph allows users to click and drag points to shape their sigma curves, while the text area provides an alternative method for inputting control points. The automatic synchronization between the two methods ensures that users can make adjustments seamlessly. Additionally, the dynamic extrapolation feature offers immediate feedback on how changes in the number of steps affect the sigma list, enhancing the user's ability to fine-tune their settings.

Advanced Functionalities

Users can save and load different sigma curve presets, which is particularly beneficial for those who frequently adjust their parameters or work on multiple projects. The built-in help feature offers quick tips, making the tool more accessible for users who may be unfamiliar with sigma schedules or the ComfyUI environment.

Practical Benefits

This node significantly enhances workflow efficiency by allowing users to design and modify sigma schedules quickly and intuitively. The ability to visualize changes in real-time, coupled with the option to save presets, means that users can maintain a high level of control over their diffusion sampling processes, ultimately leading to improved quality in their AI-generated art.

Credits/Acknowledgments

The development of this tool involved contributions from Realistic_Studio_930 for curve design inspiration, huchenlei for JavaScript guidance, and the ComfyUI community for testing and feedback. It is licensed under the MIT License, allowing for open use and modification.