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

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Python

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="{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
}
)
)
]
)