landing_page/qdrant-landing/content/documentation/headless/snippets/inference/query/python.md

from qdrant_client import QdrantClient, models

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

client.query_points(
    collection_name="<your_collection_name>",
    query=models.Document(
        text="How to bake cookies?", 
        model="Qdrant/bm25",
    ),
    using="my-bm25-vector",
)