landing_page/qdrant-landing/content/documentation/headless/snippets/inference/cohere-upsert/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.upsert(
    collection_name="<your_collection_name>",
    points=[
        models.PointStruct(
            id=1,
            vector=models.Document(
                text="a green square",
                model="cohere/embed-v4.0",
                options={
                    "cohere-api-key": "<your_cohere_api_key>",
                    "output_dimension": 512
                }
            )
        )
    ]
)