Embedding Atlas is an open-source tool by Apple that provides scalable, interactive visualizations for large embedding datasets. It enables users to visualize, cross-filter, and search through embeddings alongside rich metadata, all in real time using modern web-based technologies. In addition to the command line tool, Embedding Atlas is also available as a Jupyter widget. Finally, components from Embedding Atlas are also available in an npm package. Order-independent transparency ensuring accurate rendering despite overlapping points.

Features

  • Automatic data clustering and labeling for intuitive structure navigation
  • Kernel density estimation and density contours to highlight dense regions and outliers
  • Order-independent transparency ensuring accurate rendering despite overlapping points
  • Real-time search and nearest neighbor queries for quick exploration of similar data points
  • WebGPU-backed rendering (with WebGL 2 fallback) delivering smooth performance for up to millions of points
  • Multi-coordinated views enabling interactive linking and filtering across metadata dimensions

Project Samples

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License

MIT License

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Additional Project Details

Operating Systems

Linux, Mac, Windows

Programming Language

TypeScript

Related Categories

TypeScript Artificial Intelligence Software

Registered

2025-08-11