Qdrant

pip install -U qdrant_client

import qdrant_client

client = qdrant_client.QdrantClient( 
    uri="http://<host>:<port>",
    api_key="<qdrant-api-key>",
)

vector_store_params = {
    "vector_store_type": "QdrantVectorStore",
    "client": client,
    "collection_name": "lyzr_core",
}