from qdrant_client import QdrantClient
from langchain.vectorstores import Qdrant
from qdrant_client.http import models as rest

url = "<---qdrant cloud cluster url here --->"  # e.g., "https://sampledb-abc12345.qdrantcloud.com"
api_key = "<---api key here--->"

qdrant_client = QdrantClient(
    url=url,
    api_key=api_key,
)

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