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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.