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feat: Qdrant Vector Database #81

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feat: Qdrant Vector Database #81

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FinnConnor
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Qdrant vector database supported. Added section in readme in setting up Qdrant environmental variables as well as specifically running docker image. Implemented Async methods for qdrant.

Tested using bedrock with amazon.titan-embed-text-v2:0 with all 3 supported currently vector databases (pgvector, qdrant, and atlas mongo)

Tested /ids, /documents , /delete ,/embed , /query and /query_multiple endpoints successfully with qdrant, pgvector, and atlas mongo.

@FinnConnor FinnConnor requested a review from danny-avila October 1, 2024 14:24
@FinnConnor FinnConnor self-assigned this Oct 1, 2024
@FinnConnor FinnConnor mentioned this pull request Oct 1, 2024
@FinnConnor
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Looked into implementing qdrant async client

Would we still want to retain support for sync qdrant? Would restructure code that we have, but have two separate vector-DB.

@PylotLight
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Hoping we can get some more traction on this given the benfits of Qdrant over pgvector over other solutions.

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