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30 changes: 30 additions & 0 deletions docs/reference/query-dsl/knn-query.asciidoc
Original file line number Diff line number Diff line change
Expand Up @@ -274,6 +274,36 @@ A sample query can look like below:
----
// NOTCONSOLE

[[knn-query-with-semantic-text]]
==== Knn query on a semantic_text field

Elasticsearch supports `knn` query over a <<semantic-text, semantic_text>> field.

Here is an example using the `query_vector_builder`:

[source,js]
----
{
"query": {
"knn": {
"field": "inference_field",
"k": 10,
"num_candidates": 100,
"query_vector_builder": {
"text_embedding": {
"model_text": "test"
}
}
}
}
}
----
// NOTCONSOLE

Note that for `semantic_text` fields, the `model_id` does not have to be provided as it can be inferred from the `semantic_text` field mapping.

Knn search using query vectors over `semantic_text` fields is also supported, with no change to the API.

[[knn-query-aggregations]]
==== Knn query with aggregations
`knn` query calculates aggregations on top `k` documents from each shard.
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