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landing_page/qdrant-landing/content/documentation/headless/snippets/cloud-inference/image/python.py
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2025-11-28 22:00:47 +00:00

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Python

from qdrant_client import QdrantClient
from qdrant_client.models import PointStruct, Image, Document
client = QdrantClient(
url="https://xyz-example.qdrant.io:6333",
api_key="<paste-your-api-key-here>",
# IMPORTANT
# If not enabled, inference will be performed locally
cloud_inference=True,
)
points = [
PointStruct(
id=1,
vector=Image(
image="https://qdrant.tech/example.png",
model="qdrant/clip-vit-b-32-vision"
),
payload={
"title": "Example Image"
}
)
]
client.upsert(collection_name="<your-collection>", points=points)
result = client.query_points(
collection_name="<your-collection>",
query=Document(
text="Mission to Mars",
model="qdrant/clip-vit-b-32-text"
)
)
print(result)