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feat: Qdrant Vector Database #81

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feat: Qdrant Vector Database #81

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ScarFX
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@ScarFX ScarFX commented Oct 1, 2024

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.

@ScarFX ScarFX self-assigned this Oct 1, 2024
@ScarFX ScarFX mentioned this pull request Oct 1, 2024
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ScarFX commented Oct 7, 2024

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.

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