helblazer811/Diffusion-Explorer

helblazer811-Profil

Letzte erfasste Quellaktivität: 28. Januar 2026 um 22:51

SkillsMP-Katalog aktualisiert: 17. Oktober 2026 um 00:09

gesammelte Skills: 4

GitHub-Stars: 1.191
GitHub-Forks: 66

README des Repositorys

README-Quelldatei: README.md

README-Quelldatei lesen

Vollständige README anzeigen

# Diffusion Explorer: Interactive Visualizations of Diffusion and Flow Based Generative Models https://github.com/user-attachments/assets/07cb1f45-13c9-4cad-8709-ec95829e1d7e --- Diffusion Explorer is an interactive tool (check out a beta version [here](https://alechelbling.com/Diffusion-Explorer)) for communicating the geometric intuitions behind diffusion and flow based generative models. This project is currently a work in progress. ## What can Diffusion Explorer Do Diffusion Explorer is mainly an educational tool with the following key functionality: 1. Implements various training objectives like Flow Matching and Denoising Score Matching 2. Shows the dynamics of generated samples over time for pretrained models 3. Allows a user to observe how generated samples change through training 4. Enables training on custom hand drawn distributions ## Rectified Flow Explainer https://github.com/user-attachments/assets/650625d5-17f7-43ad-8a12-4248b57a6588 An interactive blog post explaining Rectified Flow, a technique for straightening the trajectories learned by flow matching models. The explainer features animated visualizations that demonstrate: - How flow matching learns curved trajectories between distributions - Why curved paths are problematic for few-step sampling - How rectified flow iteratively straightens trajectories - The connection between straight paths and optimal transport **Live demo:** [alechelbling.com/blog/rectified-flow](https://alechelbling.com/blog/rectified-flow) ### Running Locally ```bash cd diffusion-explorer/apps/rectified-flow-explainer npm install npm run dev ``` Then open your browser to the URL shown in the terminal (typically `http://localhost:5173`). ### Training Models To retrain the flow matching and rectified flow models: ```bash npm run train:flow-matching # Train base flow matching model npm run train:rectified-flow # Train rectified flow model (3 steps) npm run cache-samples # Regenerate cached trajectories ``` ## Try Out Diffusion Explorer Locally You can try out Diffusion Explorer locally by running the project. First, clone the project: ```bash git clone https://github.com/helblazer811/Diffusion-Explorer ``` Then change the directory and install dependencies: ```bash cd diffusion-explorer npm install ``` Now run the local server: ```bash npm run dev ``` and then access it in your browser at the specified port.

README des Repositorys wird geladen…

Skills in diesem Repository

Softwareentwickler Webentwickler

2 Berufskategorien · 100% klassifiziert

Skill

Beruf

Beschreibung

Aktualisiert

format-figure

Webentwickler

Reformats a figure component file to conform to the standard section order and naming conventions defined in the figure guidelines.

Quellsprache: Englisch

2026-01-28

commit-push-deploy

Softwareentwickler

Commits code changes, pushes to remote, and deploys to production. Use when the user wants to commit, push, and deploy their changes in one workflow.

Quellsprache: Englisch

2026-01-05

commit-push-deploy

Softwareentwickler

Commit relevant changes, push to remote, and deploy the site. Use when finished with changes and ready to ship.

Quellsprache: Englisch

2026-01-05

deploy

Softwareentwickler

Build and deploy the rectified-flow-explainer site. Use when deploying, publishing, or pushing to production.

Quellsprache: Englisch

2026-01-05

Es werden 4 von 4 gesammelten Skills angezeigt.

Mit einem KI-Assistenten installieren

Diesen Prompt kopieren und in den verwendeten KI-Assistenten einfügen.

Follow https://skillsmp.com/skill-install/prompt.md to install Agent Skills from https://github.com/helblazer811/Diffusion-Explorer.