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[D] How to save feature vectors in production server?

I have feature vectors with 2048 elements, also my feature may change overtime e.g. new features are added. I use Faiss as a search engine but I am not quite sure how to save these vectors. Right now I am syncing local folder with AWS s3. I do not think it is optimal because I have to sync files each time I search for similarity which takes a while.

Maybe I should use a vector database (like https://github.com/a-mma/AquilaDB or some other) or is there a more optimized method to sync my local and s3 storage?

submitted by /u/_pydl_
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Toronto AI is a social and collaborative hub to unite AI innovators of Toronto and surrounding areas. We explore AI technologies in digital art and music, healthcare, marketing, fintech, vr, robotics and more. Toronto AI was founded by Dave MacDonald and Patrick O'Mara.