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# On-Device Image Semantic Search: Recreating Apple & Google…

**[Software Mansion](https://daily.dev/sources/swmansion)** · 5 min read · 0 upvotes · 0 comments

## Summary

Part 4 of a series on building an Apple/Google Photos clone in React Native, focusing on on-device semantic image search using edge AI. The approach uses the CLIP embedding model via react-native-executorch to convert images and text queries into comparable vectors, and react-native-rag for on-device vector storage and similarity search using HNSW-based ANN algorithms. Running inference locally eliminates cloud costs, removes privacy risks, and scales automatically with app installs. A fully functional open-source demo is available on GitHub.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://swmansion.com/blog/on-device-image-semantic-search-recreating-apple-google-photos-in-react-native-part-4-1aeedc044289>

---

Tags: [#react-native](https://daily.dev/tags/react-native), [#vector-search](https://daily.dev/tags/vector-search), [#edge-ai](https://daily.dev/tags/edge-ai)

[View this post on daily.dev](https://daily.dev/posts/on-device-image-semantic-search-recreating-apple-google--gutxxvaxg)

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