from qdrant_client import QdrantClient, models

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

# Note: the ascii_folding option is not supported by FastEmbed
client.query_points(
    collection_name="books",
    query=models.Document(text="Mieville", model="qdrant/bm25", options={"ascii_folding": True}),
    using="author-bm25",
    limit=10,
    with_payload=True,
)