git404hub

what is comfyui-speed fr?

aoleg/comfyui-speed — explained in plain English

Analysis updated 2026-05-18

0PythonAudience · vibe coderComplexity · 3/5Setup · moderate

tl;dr

A ComfyUI, Forge Neo, and SwarmUI add-on that speeds up AI image and video generation by starting at low resolution and progressively expanding.

vibe map

mindmap
  root((ComfyUI-SPEED))
    What it does
      Faster diffusion sampling
      Progressive resolution
      Spectral expansion
    Tech stack
      Python
      ComfyUI
      C sharp
    Integrations
      ComfyUI node
      Forge Neo extension
      SwarmUI extension
    Settings
      Scales and delta
      Transform type
      Model preset
    Audience
      AI art creators
      ComfyUI power users

Code map

Detail Auto

An interactive map of this repo's files and how they connect — its source is parsed live in your browser. Click Visualize to build it.

filefunction / class

what do people make with this?

VIBE 1

Speed up FLUX or Wan image generation workflows in ComfyUI without a big quality loss.

VIBE 2

Add a progressive-resolution sampler to an existing Forge Neo or SwarmUI generation setup.

VIBE 3

Compare generation speed between a standard sampler and the SPEED progressive-resolution sampler.

what's the stack?

PythonComfyUIC#

how it stacks up fr

aoleg/comfyui-speed0xallam/my-recipe0xhassaan/nn-from-scratch
Stars00
LanguagePythonPythonPython
Last pushed2022-11-22
MaintenanceDormant
Setup difficultymoderatemoderatemoderate
Complexity3/52/54/5
Audiencevibe codergeneraldeveloper

Figures from each repo's GitHub metadata at analysis time.

how do i run it?

Difficulty · moderate time til it works · 30min

Requires an existing ComfyUI, Forge Neo, or SwarmUI install, the dwt transform needs the optional PyWavelets package.

The underlying research technique is BSD 3-Clause licensed, this repository points users to the original project for full licensing details.

in plain english

ComfyUI-SPEED is an add-on for AI image and video generation tools that makes the picture creation process faster without noticeably lowering quality. It is built as an unofficial version of a technique called SPEED, described in a research paper, and it plugs into three different popular AI art generation programs: ComfyUI, Forge Neo, and SwarmUI. AI image generators normally build a picture gradually, refining random noise into a finished image over many steps, all at the image's full resolution the whole time. This tool changes that process so early steps work on a smaller, lower resolution version of the image and only expand up to full resolution as the picture becomes clearer. Because the early steps do less work per step, the whole generation finishes faster. The README shows an example where a test image generated about a third faster using this method compared to the standard approach, with a similar looking result. Installing it means placing the project's folder into the right extensions or custom nodes directory for whichever of the three supported programs you use, then restarting that program. Once installed, you enable it through a settings panel or by connecting it into the generation workflow, and it works alongside whichever underlying sampling method you already had selected. The tool comes with several adjustable settings, such as which resolution steps to pass through, how sensitive the timing of those steps is, and which mathematical method is used to shrink and expand the image data. Certain features do not work well together with this tool, such as inpainting, where you paint over and regenerate part of an existing image, and some advanced sampler types are not supported. The underlying technique and research come from a separate official project by other researchers, released under the BSD 3-Clause license. This repository is a community reimplementation, and it points users back to the original project for full details on licensing and authorship.

prompts (copy fr)

prompt 1
Help me install ComfyUI-SPEED into my ComfyUI custom_nodes folder and wire up the SamplerCustomAdvanced node.
prompt 2
Explain the difference between delta_optimal mode and manual mode in ComfyUI-SPEED.
prompt 3
What do the scales and delta parameters do in ComfyUI-SPEED, and how should I tune them for FLUX?
prompt 4
Why is inpainting automatically skipped when ComfyUI-SPEED is enabled?

Frequently asked questions

what is comfyui-speed fr?

A ComfyUI, Forge Neo, and SwarmUI add-on that speeds up AI image and video generation by starting at low resolution and progressively expanding.

What language is comfyui-speed written in?

Mainly Python. The stack also includes Python, ComfyUI, C#.

What license does comfyui-speed use?

The underlying research technique is BSD 3-Clause licensed, this repository points users to the original project for full licensing details.

How hard is comfyui-speed to set up?

Setup difficulty is rated moderate, with roughly 30min to a first successful run.

Who is comfyui-speed for?

Mainly vibe coder.

peek the repo → explain another one

This repo across BitVibe Labs

double-check against the repo, no cap.