helblazer811/Diffusion-Explorer

최근 기록된 소스 활동: 2026년 1월 28일 22:51

SkillsMP 카탈로그 업데이트: 2026년 11월 2일 18:02

수집된 skills: 4

GitHub 스타: 1,194
GitHub 포크: 66

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저장소 README

README 원본 파일: README.md

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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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이 저장소의 skills

소프트웨어 개발자 웹 개발자

직업 카테고리 2개 · 100% 분류됨

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업데이트

format-figure

웹 개발자

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

원문 언어: 영어

2026-01-28

commit-push-deploy

소프트웨어 개발자

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.

원문 언어: 영어

2026-01-05

commit-push-deploy

소프트웨어 개발자

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

원문 언어: 영어

2026-01-05

deploy

소프트웨어 개발자

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

원문 언어: 영어

2026-01-05

수집된 skill 4개 중 4개를 표시합니다.