from qdrant_client import QdrantClient, models

client = QdrantClient(
    url="https://xyz-example.qdrant.io:6333",
    api_key="<your-api-key>",
    cloud_inference=True,
)

client.create_collection(
    collection_name="books",
    vectors_config={
        "description-dense": models.VectorParams(size=384, distance=models.Distance.COSINE)
    },
)