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Using HANA Cloud’s "VECTOR_EMBEDDING" Function in CAP

Embeddings generated inside the database rather than fetched from AI Core or an external model — a Q4 2024 HANA Cloud function, used from CAP. The shift it describes is where the embedding step lives, which changes what has to be deployed and what has to be called.

Where it sits

Explains
cap-vector-hcCAPcap-vector-hcsampleA sample that declares VECTOR_EMBEDDING in a CDS entity: an FAQ model whose embedding column HANA Cloud generates and stores, then answers questions by similarity search.Retrieval-augmented generationCAPRetrieval-augmented generationcapabilityGrounding a model's answer in data retrieved at question time: text split into chunks, each chunk embedded as a vector, and the chunks nearest to the question placed into the prompt. Semantic search is the same retrieval with a person reading the matches, and fine-tuning changes the model's weights, not its input.Database connectorsCAPDatabase connectorscapabilityConnecting an application’s data model and queries to a database, including the differences in supported queries, types and schema management between database implementations. Changing an existing schema belongs to [schema evolution](capability:schema-evolution).
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Mio YasutakeMio YasutakePersonWrote this
In the atlas: maintains 47, contributes to 47, wrote 10
@miyasuta
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Details

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← POINTS HERE
POINTS OUT →
explainscap-vector-hcartifact
explainsRetrieval-augmented generationcapability, core and community
explainsDatabase connectorscapability, core and community
published onSAP Communitypublishing source
discovered viaSAP Communitycap-tag
Source
Type
blog
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community.sap.com
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History2
  • explains → applies_to on capability:database-connectors, capability:retrieval-augmented-generationDoor scope derived from the artifacts this piece also explains, so a door page lists it only where it holds (docs/concepts/content-on-doors.md).
  • Entered the atlasDiscovered via SAP Community · cap-tag.
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