from qdrant_client import QdrantClient, models
from qdrant_client.context_headers import headers

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

with headers({"jina-api-key": "<YOUR_JINAAI_API_KEY>"}):
    client.query_points(
        collection_name="{collection_name}",
        query=models.Document(
            text="Mission to Mars", 
            model="jinaai/jina-clip-v2", 
            options={
                "dimensions": 512
            }
        )
    )