apple/embedding-atlas
Embedding Atlas is a tool that provides interactive visualizations for large embeddings. It allows you to visualize, cross-filter, and search embeddings and metadata.
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Where it stands
Rank, growth pace and release cadence relative to everything GStars tracks.
4 releases in the last 90 days, the latest 14 days ago, with 27 contributors on GitHub.
Peaked at #86 in the weekly ranking the week of Sep 7, its best in the past year.
Use Cases & Benefits
- Provides interactive visualizations for large-scale embeddings with features like clustering, search, and metadata filtering.
- Delivers fast, smooth rendering of millions of points using WebGPU with a WebGL 2 fallback for broad compatibility.
- Use for exploring and interpreting high-dimensional embedding data interactively in research or machine learning workflows.
- Use for integrating embedding visualizations into web applications using React, Svelte, or vanilla JavaScript components.
- Use for analyzing embedding datasets directly within Jupyter notebooks via the provided Python widget and CLI tool.
Should you depend on it?
License terms, project hygiene and risks, from GitHub metadata and GStars' snapshots.
License
MIT
Permissive: commercial use, modification and redistribution are allowed with attribution.
Community files
- README: present
- Contributing guide: present
- Code of conduct: present
Watch-outs
No watch-outs from GStars' checks.
General guidance from repository metadata, not legal advice. How we score
From the README
Embedding Atlas is a tool that provides interactive visualizations for large embeddings. It allows you to visualize, cross-filter, and search embeddings and metadata.
Please visit https://apple.github.io/embedding-atlas for a demo and documentation.
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:
For more information, please visit https://apple.github.io/embedding-atlas/overview.html.
Daily snapshots
Stars gained per day, and how forks and open issues moved, from GStars' daily snapshots
Forks
337+24
Open issues
37+9
Compared with peers in Analytics
Fastest-growing repositories GStars tracks in this cohort for the week of Nov 1, by 7-day star growth
| Repository | Stars | +7d | Health | Last release |
|---|---|---|---|---|
| openobserve/openobserve | 22.8K | +235 | 40 | today |
| algorithm-visualizer/algorithm-visualizer | 49.4K | +130 | 30 | — |
| itsPLK/ps5-payload-manager | 715 | +33 | 38 | 16 days ago |
| ant-design/ant-design-pro | 38.9K | — | 56 | 80 days ago |
| Canner/WrenAI | 18.1K | — | 65 | 7 days ago |
| apple/embedding-atlas | 5.0K | — | 53 | 14 days ago |
| Category median | 22.8K | +130 | 40 | — |
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