Hi, I have multiple vector stores created using ChromaDB and different prompt templates VectorStore1 (Embedded 100 documents related to topic A) VectorStore2 (Embedded 50 documents related to topic B) VectorStore3 (Embedded 200 documents related to topic C) Prompt 1: Prompt related to queries as…

Can you please justify why you need 3 vector stores? What is wrong with ONE?

I want to keep data separate from each other, so different vector stores.

I can’t see the point of doing that. Can you justify? (“want” doesn’t really provide insight into the reason)

There are multiple stakeholders, so I thought I should keep their documents in separate vector database. The physical documents will be kept in separate locations and a particular team will have access to those folders. That way they can keep on adding / updating the documents which can be indexed …

[image] axysharma: There are multiple stakeholders Ah, ok that makes more sense. But if that’s the case why not deploy different instances instead of mixing them in one instance? Or simply add an attribute to the vector store to allow you to filter by stakeholder? (Although that might kill …

Actually I refferred to the following article: [image] Routing by semantic similarity | 🦜️🔗 Langchain With LCEL you can easily add [custom routing So I was thinking to keep all vector Db on in one instance. And on the basis of user query, select the prompt a…

Identify the user, establish organisation, filter the single table by their org id in your search query. Done. You don’t need to limit yourself to langchain. Do this from first principles so you can create your own efficient bespoke solution. Frameworks are great but sometimes suboptimal and lim…

Did you crack the solution? I am also having the similar problem to solve you started discussion with i.e. routing the query to correct index

Also in the same place as you. Interested to know what @axysharma did here. I’m looking to implement this but with many vectorstores (different stakeholders as previously mentioned) [image] Source

How to use multiple vector stores

API

axysharma March 14, 2024, 9:48am 9

Sure, will try this. Thanks for the suggestion.

1 Like

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How to use multiple vector stores

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