[9.1] [ES|QL] Add doc for the COMPLETION command (#131010)

docs/reference/query-languages/esql/_snippets/commands/layout/completion.md

@@ -0,0 +1,106 @@
+## `COMPLETION` [esql-completion]
+
+```yaml {applies_to}
+serverless: preview
+stack: preview 9.1.0
+```
+
+The `COMPLETION` command allows you to send prompts and context to a Large Language Model (LLM) directly within your ES|QL queries, to perform text generation tasks.
+
+**Syntax**
+
+```esql
+COMPLETION [column =] prompt WITH inference_id
+```
+
+**Parameters**
+
+`column`
+:   (Optional) The name of the output column containing the LLM's response.
+    If not specified, the results will be stored in a column named `completion`.
+    If the specified column already exists, it will be overwritten with the new results.
+
+`prompt`
+:   The input text or expression used to prompt the LLM.
+    This can be a string literal or a reference to a column containing text.
+
+`inference_id`
+:   The ID of the [inference endpoint](docs-content://explore-analyze/elastic-inference/inference-api.md) to use for the task.
+    The inference endpoint must be configured with the `completion` task type.
+
+**Description**
+
+The `COMPLETION` command provides a general-purpose interface for
+text generation tasks using a Large Language Model (LLM) in ES|QL.
+
+`COMPLETION` supports a wide range of text generation tasks. Depending on your
+prompt and the model you use, you can perform arbitrary text generation tasks
+including:
+
+- Question answering
+- Summarization
+- Translation
+- Content rewriting
+- Creative generation
+
+**Requirements**
+
+To use this command, you must deploy your LLM model in Elasticsearch as
+an [≈inference endpoint](https://www.elastic.co/docs/api/doc/elasticsearch/operation/operation-inference-put) with the
+task type `completion`.
+
+**Examples**
+
+Use the default column name (results stored in `completion` column):
+
+```esql
+ROW question = "What is Elasticsearch?"
+| COMPLETION question WITH test_completion_model
+| KEEP question, completion
+```
+
+| question:keyword       | completion:keyword                        |
+|------------------------|-------------------------------------------|
+| What is Elasticsearch? | A distributed search and analytics engine |
+
+Specify the output column (results stored in `answer` column):
+
+```esql
+ROW question = "What is Elasticsearch?"
+| COMPLETION answer = question WITH test_completion_model
+| KEEP question, answer
+```
+
+| question:keyword | answer:keyword |
+| --- | --- |
+| What is Elasticsearch? | A distributed search and analytics engine |
+
+Summarize the top 10 highest-rated movies using a prompt:
+
+```esql
+FROM movies
+| SORT rating DESC
+| LIMIT 10
+| EVAL prompt = CONCAT(
+   "Summarize this movie using the following information: \n",
+   "Title: ", title, "\n",
+   "Synopsis: ", synopsis, "\n",
+   "Actors: ", MV_CONCAT(actors, ", "), "\n",
+  )
+| COMPLETION summary = prompt WITH test_completion_model
+| KEEP title, summary, rating
+```
+
+
+| title:keyword | summary:keyword | rating:double |
+| --- | --- | --- |
+| The Shawshank Redemption | A tale of hope and redemption in prison. | 9.3 |
+| The Godfather | A mafia family's rise and fall. | 9.2 |
+| The Dark Knight | Batman battles the Joker in Gotham. | 9.0 |
+| Pulp Fiction | Interconnected crime stories with dark humor. | 8.9 |
+| Fight Club | A man starts an underground fight club. | 8.8 |
+| Inception | A thief steals secrets through dreams. | 8.8 |
+| The Matrix | A hacker discovers reality is a simulation. | 8.7 |
+| Parasite | Class conflict between two families. | 8.6 |
+| Interstellar | A team explores space to save humanity. | 8.6 |
+| The Prestige | Rival magicians engage in dangerous competition. | 8.5 |

docs/reference/query-languages/esql/_snippets/lists/processing-commands.md

@@ -1,4 +1,5 @@
 * [preview] [`CHANGE_POINT`](../../commands/processing-commands.md#esql-change_point)
+* [preview] [`COMPLETION`](../../commands/processing-commands.md#esql-completion)
 * [`DISSECT`](../../commands/processing-commands.md#esql-dissect)
 * [`DROP`](../../commands/processing-commands.md#esql-drop)
 * [`ENRICH`](../../commands/processing-commands.md#esql-enrich)

docs/reference/query-languages/esql/commands/processing-commands.md

@@ -20,6 +20,9 @@ mapped_pages:
 :::{include} ../_snippets/commands/layout/change_point.md
 :::
 
+:::{include} ../_snippets/commands/layout/completion.md
+:::
+
 :::{include} ../_snippets/commands/layout/dissect.md
 :::