[ES|QL] Text embedding inference operator

x-pack/plugin/esql/src/main/java/org/elasticsearch/xpack/esql/inference/InputTextReader.java

@@ -0,0 +1,76 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License
+ * 2.0; you may not use this file except in compliance with the Elastic License
+ * 2.0.
+ */
+
+package org.elasticsearch.xpack.esql.inference;
+
+import org.apache.lucene.util.BytesRef;
+import org.elasticsearch.compute.data.BytesRefBlock;
+import org.elasticsearch.core.Releasable;
+import org.elasticsearch.core.Releasables;
+
+/**
+ * Helper class that reads text strings from a {@link BytesRefBlock}.
+ * This class is used by inference operators to extract text content from block data.
+ */
+public class InputTextReader implements Releasable {
+    private final BytesRefBlock textBlock;
+    private final StringBuilder strBuilder = new StringBuilder();
+    private BytesRef readBuffer = new BytesRef();
+
+    public InputTextReader(BytesRefBlock textBlock) {
+        this.textBlock = textBlock;
+    }
+
+    /**
+     * Reads the text string at the given position.
+     * Multiple values at the position are concatenated with newlines.
+     *
+     * @param pos the position index in the block
+     * @return the text string at the position, or null if the position contains a null value
+     */
+    public String readText(int pos) {
+        return readText(pos, Integer.MAX_VALUE);
+    }
+
+    /**
+     * Reads the text string at the given position.
+     *
+     * @param pos   the position index in the block
+     * @param limit the maximum number of value to read from the position
+     * @return the text string at the position, or null if the position contains a null value
+     */
+    public String readText(int pos, int limit) {
+        if (textBlock.isNull(pos)) {
+            return null;
+        }
+
+        strBuilder.setLength(0);
+        int maxPos = Math.min(limit, textBlock.getValueCount(pos));
+        for (int valueIndex = 0; valueIndex < maxPos; valueIndex++) {
+            readBuffer = textBlock.getBytesRef(textBlock.getFirstValueIndex(pos) + valueIndex, readBuffer);
+            strBuilder.append(readBuffer.utf8ToString());
+            if (valueIndex != maxPos - 1) {
+                strBuilder.append("\n");
+            }
+        }
+
+        return strBuilder.toString();
+    }
+
+    /**
+     * Returns the total number of positions (text entries) in the block.
+     */
+    public int estimatedSize() {
+        return textBlock.getPositionCount();
+    }
+
+    @Override
+    public void close() {
+        textBlock.allowPassingToDifferentDriver();
+        Releasables.close(textBlock);
+    }
+}

x-pack/plugin/esql/src/main/java/org/elasticsearch/xpack/esql/inference/completion/CompletionOperatorOutputBuilder.java

@@ -20,12 +20,12 @@
  * {@link CompletionOperatorOutputBuilder} builds the output page for {@link CompletionOperator} by converting {@link ChatCompletionResults}
  * into a {@link BytesRefBlock}.
  */
-public class CompletionOperatorOutputBuilder implements InferenceOperator.OutputBuilder {
+class CompletionOperatorOutputBuilder implements InferenceOperator.OutputBuilder {
     private final Page inputPage;
     private final BytesRefBlock.Builder outputBlockBuilder;
     private final BytesRefBuilder bytesRefBuilder = new BytesRefBuilder();
 
-    public CompletionOperatorOutputBuilder(BytesRefBlock.Builder outputBlockBuilder, Page inputPage) {
+    CompletionOperatorOutputBuilder(BytesRefBlock.Builder outputBlockBuilder, Page inputPage) {
         this.inputPage = inputPage;
         this.outputBlockBuilder = outputBlockBuilder;
     }

x-pack/plugin/esql/src/main/java/org/elasticsearch/xpack/esql/inference/completion/CompletionOperatorRequestIterator.java

@@ -7,12 +7,11 @@
 
 package org.elasticsearch.xpack.esql.inference.completion;
 
-import org.apache.lucene.util.BytesRef;
 import org.elasticsearch.compute.data.BytesRefBlock;
-import org.elasticsearch.core.Releasable;
 import org.elasticsearch.core.Releasables;
 import org.elasticsearch.inference.TaskType;
 import org.elasticsearch.xpack.core.inference.action.InferenceAction;
+import org.elasticsearch.xpack.esql.inference.InputTextReader;
 import org.elasticsearch.xpack.esql.inference.bulk.BulkInferenceRequestIterator;
 
 import java.util.List;
@@ -22,9 +21,9 @@
  *  This iterator reads prompts from a {@link BytesRefBlock} and converts them into individual {@link InferenceAction.Request} instances
  *  of type {@link TaskType#COMPLETION}.
  */
-public class CompletionOperatorRequestIterator implements BulkInferenceRequestIterator {
+class CompletionOperatorRequestIterator implements BulkInferenceRequestIterator {
 
-    private final PromptReader promptReader;
+    private final InputTextReader textReader;
     private final String inferenceId;
     private final int size;
     private int currentPos = 0;
@@ -35,8 +34,8 @@ public class CompletionOperatorRequestIterator implements BulkInferenceRequestIt
      * @param promptBlock The input block containing prompts.
      * @param inferenceId The ID of the inference model to invoke.
      */
-    public CompletionOperatorRequestIterator(BytesRefBlock promptBlock, String inferenceId) {
-        this.promptReader = new PromptReader(promptBlock);
+    CompletionOperatorRequestIterator(BytesRefBlock promptBlock, String inferenceId) {
+        this.textReader = new InputTextReader(promptBlock);
         this.size = promptBlock.getPositionCount();
         this.inferenceId = inferenceId;
     }
@@ -52,7 +51,7 @@ public InferenceAction.Request next() {
             throw new NoSuchElementException();
         }
 
-        return inferenceRequest(promptReader.readPrompt(currentPos++));
+        return inferenceRequest(textReader.readText(currentPos++));
     }
 
     /**
@@ -68,60 +67,11 @@ private InferenceAction.Request inferenceRequest(String prompt) {
 
     @Override
     public int estimatedSize() {
-        return promptReader.estimatedSize();
+        return textReader.estimatedSize();
     }
 
     @Override
     public void close() {
-        Releasables.close(promptReader);
-    }
-
-    /**
-     * Helper class that reads prompts from a {@link BytesRefBlock}.
-     */
-    private static class PromptReader implements Releasable {
-        private final BytesRefBlock promptBlock;
-        private final StringBuilder strBuilder = new StringBuilder();
-        private BytesRef readBuffer = new BytesRef();
-
-        private PromptReader(BytesRefBlock promptBlock) {
-            this.promptBlock = promptBlock;
-        }
-
-        /**
-         * Reads the prompt string at the given position..
-         *
-         * @param pos the position index in the block
-         */
-        public String readPrompt(int pos) {
-            if (promptBlock.isNull(pos)) {
-                return null;
-            }
-
-            strBuilder.setLength(0);
-
-            for (int valueIndex = 0; valueIndex < promptBlock.getValueCount(pos); valueIndex++) {
-                readBuffer = promptBlock.getBytesRef(promptBlock.getFirstValueIndex(pos) + valueIndex, readBuffer);
-                strBuilder.append(readBuffer.utf8ToString());
-                if (valueIndex != promptBlock.getValueCount(pos) - 1) {
-                    strBuilder.append("\n");
-                }
-            }
-
-            return strBuilder.toString();
-        }
-
-        /**
-         * Returns the total number of positions (prompts) in the block.
-         */
-        public int estimatedSize() {
-            return promptBlock.getPositionCount();
-        }
-
-        @Override
-        public void close() {
-            promptBlock.allowPassingToDifferentDriver();
-            Releasables.close(promptBlock);
-        }
+        Releasables.close(textReader);
     }
 }

x-pack/plugin/esql/src/main/java/org/elasticsearch/xpack/esql/inference/rerank/RerankOperatorOutputBuilder.java

@@ -24,13 +24,13 @@
  *  * reranked relevance scores into the specified score channel of the input page.
  */
 
-public class RerankOperatorOutputBuilder implements InferenceOperator.OutputBuilder {
+class RerankOperatorOutputBuilder implements InferenceOperator.OutputBuilder {
 
     private final Page inputPage;
     private final DoubleBlock.Builder scoreBlockBuilder;
     private final int scoreChannel;
 
-    public RerankOperatorOutputBuilder(DoubleBlock.Builder scoreBlockBuilder, Page inputPage, int scoreChannel) {
+    RerankOperatorOutputBuilder(DoubleBlock.Builder scoreBlockBuilder, Page inputPage, int scoreChannel) {
         this.inputPage = inputPage;
         this.scoreBlockBuilder = scoreBlockBuilder;
         this.scoreChannel = scoreChannel;

x-pack/plugin/esql/src/main/java/org/elasticsearch/xpack/esql/inference/rerank/RerankOperatorRequestIterator.java

@@ -25,14 +25,14 @@
  * <p>This iterator reads from a {@link BytesRefBlock} containing input documents or items to be reranked. It slices the input into batches
  * of configurable size and converts each batch into an {@link InferenceAction.Request} with the task type {@link TaskType#RERANK}.
  */
-public class RerankOperatorRequestIterator implements BulkInferenceRequestIterator {
+class RerankOperatorRequestIterator implements BulkInferenceRequestIterator {
     private final BytesRefBlock inputBlock;
     private final String inferenceId;
     private final String queryText;
     private final int batchSize;
     private int remainingPositions;
 
-    public RerankOperatorRequestIterator(BytesRefBlock inputBlock, String inferenceId, String queryText, int batchSize) {
+    RerankOperatorRequestIterator(BytesRefBlock inputBlock, String inferenceId, String queryText, int batchSize) {
         this.inputBlock = inputBlock;
         this.inferenceId = inferenceId;
         this.queryText = queryText;

x-pack/plugin/esql/src/main/java/org/elasticsearch/xpack/esql/inference/textembedding/TextEmbeddingOperator.java

@@ -0,0 +1,96 @@
+/*
+ * Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
+ * or more contributor license agreements. Licensed under the Elastic License
+ * 2.0; you may not use this file except in compliance with the Elastic License
+ * 2.0.
+ */
+
+package org.elasticsearch.xpack.esql.inference.textembedding;
+
+import org.elasticsearch.compute.data.BytesRefBlock;
+import org.elasticsearch.compute.data.FloatBlock;
+import org.elasticsearch.compute.data.Page;
+import org.elasticsearch.compute.operator.DriverContext;
+import org.elasticsearch.compute.operator.EvalOperator.ExpressionEvaluator;
+import org.elasticsearch.compute.operator.Operator;
+import org.elasticsearch.core.Releasables;
+import org.elasticsearch.xpack.esql.inference.InferenceOperator;
+import org.elasticsearch.xpack.esql.inference.InferenceService;
+import org.elasticsearch.xpack.esql.inference.bulk.BulkInferenceRequestIterator;
+import org.elasticsearch.xpack.esql.inference.bulk.BulkInferenceRunner;
+import org.elasticsearch.xpack.esql.inference.bulk.BulkInferenceRunnerConfig;
+
+/**
+ * {@link TextEmbeddingOperator} is an {@link InferenceOperator} that performs text embedding inference.
+ * It evaluates a text expression for each input row, constructs text embedding inference requests,
+ * and emits the dense vector embeddings as output.
+ */
+public class TextEmbeddingOperator extends InferenceOperator {
+
+    private final ExpressionEvaluator textEvaluator;
+
+    public TextEmbeddingOperator(
+        DriverContext driverContext,
+        BulkInferenceRunner bulkInferenceRunner,
+        String inferenceId,
+        ExpressionEvaluator textEvaluator,
+        int maxOutstandingPages
+    ) {
+        super(driverContext, bulkInferenceRunner, inferenceId, maxOutstandingPages);
+        this.textEvaluator = textEvaluator;
+    }
+
+    @Override
+    protected void doClose() {
+        Releasables.close(textEvaluator);
+    }
+
+    @Override
+    public String toString() {
+        return "TextEmbeddingOperator[inference_id=[" + inferenceId() + "]]";
+    }
+
+    /**
+     * Constructs the text embedding inference requests iterator for the given input page by evaluating the text expression.
+     *
+     * @param inputPage The input data page.
+     */
+    @Override
+    protected BulkInferenceRequestIterator requests(Page inputPage) {
+        return new TextEmbeddingOperatorRequestIterator((BytesRefBlock) textEvaluator.eval(inputPage), inferenceId());
+    }
+
+    /**
+     * Creates a new {@link TextEmbeddingOperatorOutputBuilder} to collect and emit the text embedding results.
+     *
+     * @param input The input page for which results will be constructed.
+     */
+    @Override
+    protected TextEmbeddingOperatorOutputBuilder outputBuilder(Page input) {
+        FloatBlock.Builder outputBlockBuilder = blockFactory().newFloatBlockBuilder(input.getPositionCount());
+        return new TextEmbeddingOperatorOutputBuilder(outputBlockBuilder, input);
+    }
+
+    /**
+     * Factory for creating {@link TextEmbeddingOperator} instances.
+     */
+    public record Factory(InferenceService inferenceService, String inferenceId, ExpressionEvaluator.Factory textEvaluatorFactory)
+        implements
+            OperatorFactory {
+        @Override
+        public String describe() {
+            return "TextEmbeddingOperator[inference_id=[" + inferenceId + "]]";
+        }
+
+        @Override
+        public Operator get(DriverContext driverContext) {
+            return new TextEmbeddingOperator(
+                driverContext,
+                inferenceService.bulkInferenceRunner(),
+                inferenceId,
+                textEvaluatorFactory.get(driverContext),
+                BulkInferenceRunnerConfig.DEFAULT.maxOutstandingBulkRequests()
+            );
+        }
+    }
+}