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Hmm, it seems like Annoy is in a different layer?
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Annoy itself appears to be a simple search algorithm along with a Python library that utilizes it.
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Qdrant, on the other hand, offers a more comprehensive database system.
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When dealing with large datasets.
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When real-time vector search is needed for dynamically updated data.
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When scalability in cloud or distributed environments is essential.
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When advanced filtering or custom search functionalities are required.
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When fault tolerance and high availability are crucial.
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