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13 changes: 10 additions & 3 deletions docs/reference/inference/put-inference.asciidoc
Original file line number Diff line number Diff line change
Expand Up @@ -173,6 +173,12 @@ creating the {infer} model, you cannot change the associated API key. If you
want to use a different API key, delete the {infer} model and recreate it with
the same name and the updated API key.

`dimensions`:::
(Optional, integer)
The number of dimensions the resulting output embeddings should have.
Only supported in `text-embedding-3` and later models.
If not set the OpenAI defined default for the model is used.

`model_id`:::
(Required, string)
The name of the model to use for the {infer} task. Refer to the
Expand Down Expand Up @@ -506,8 +512,8 @@ been
[[inference-example-openai]]
===== OpenAI service

The following example shows how to create an {infer} endpoint called
`openai-embeddings` to perform a `text_embedding` task type.
The following example shows how to create an {infer} endpoint called `openai-embeddings` to perform a `text_embedding` task type.
The embeddings created by requests to this endpoint will have 128 dimensions.

[source,console]
------------------------------------------------------------
Expand All @@ -516,7 +522,8 @@ PUT _inference/text_embedding/openai-embeddings
"service": "openai",
"service_settings": {
"api_key": "<api_key>",
"model_id": "text-embedding-ada-002"
"model_id": "text-embedding-3-small",
"dimensions": 128
}
}
------------------------------------------------------------
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