Embedding Atlas

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A tool that provides interactive visualizations for large embeddings, allowing you to visualize, cross-filter, and search embeddings and metadata.

Author Apple Open Sourced 2025-05-07 Last Commit Unknown

Embedding Atlas is a tool that provides interactive visualizations for large embeddings. It allows you to visualize, cross-filter, and search embeddings and metadata.

Overview

Embedding Atlas is a tool that provides interactive visualizations for large embeddings. It allows you to visualize, cross-filter, and search embeddings and metadata.

Features

  • 🏷️ Automatic data clustering & labeling: Interactively visualize and navigate overall data structure
  • 🫧 Kernel density estimation & density contours: Easily explore and distinguish between dense regions of data and outliers
  • 🧊 Order-independent transparency: Ensure clear, accurate rendering of overlapping points
  • πŸ” Real-time search & nearest neighbors: Find similar data to a given query or existing data point
  • πŸš€ WebGPU implementation (with WebGL 2 fallback): Fast, smooth performance (up to few million points) with modern rendering stack
  • πŸ“Š Multi-coordinated views for metadata exploration: Interactively link and filter data across metadata columns