helblazer811/Diffusion-Explorer

Profil helblazer811

Dernière activité source enregistrée: 28 janvier 2026 à 22:51

Catalogue SkillsMP mis à jour: 17 octobre 2026 à 00:09

skills collectés: 4

Étoiles GitHub: 1 191
Forks GitHub: 66

README du dépôt

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# 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.

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Skills dans ce dépôt

Développeurs de logiciels Développeurs web

2 catégories métier · 100% classifié

skill

métier

description

mis à jour

format-figure

Développeurs web

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

Langue du texte source : anglais

2026-01-28

commit-push-deploy

Développeurs de logiciels

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.

Langue du texte source : anglais

2026-01-05

commit-push-deploy

Développeurs de logiciels

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

Langue du texte source : anglais

2026-01-05

deploy

Développeurs de logiciels

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

Langue du texte source : anglais

2026-01-05

Affichage de 4 skills collectés sur 4.

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