[GitHub] [pinot] siddharthteotia commented on issue #10919: Vector embeddings support in Pinot

["siddharthteotia (via GitHub)" <gi...@apache.org>]

siddharthteotia commented on issue #10919:
URL: https://github.com/apache/pinot/issues/10919#issuecomment-1592971805

   Glad to see there are others thinking about this as well. 
   
   I had recently created a short internal proposal on why a case can be made for vector storage and indexing in Pinot. 
   
   I think first thing we need to do is to get alignment / consensus within the community that it makes sense to do vector search in Pinot 
   
   This is our internal Description and Business Justification we created. @jasperjiaguo can add more info
   
   **Description**
   
   Vector embeddings are numerical coordinate (multi dimensional space) based representations typically resulting from a machine learning model training. For example training of LLM on text can produce billions of vector embeddings which are the distilled representation of text / words (training data). Goal is to build optimal storage, indexing and query execution capabilities for such kind of data.
   
   **Benefit / Use Case**
   
   Can be a crucial foundation for AI systems that can leverage high performance similarity indexing and analytics on vector embeddings for recommendation, image matching, pattern recognition, anomaly detection etc. 
   
   Specifically in the case of LLMs and prompt engineering pipeline - vector storage, indexing and querying can be used to store and query domain specific facts (that were created during training e.g neural network learning) which can then be fed into NLP models / ChatBots, Conversational Prompts etc 


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