[ML] Include the chunk text offsets in chunked inference response (el…

…astic#118659)

# Conflicts:
#	x-pack/plugin/inference/src/main/java/org/elasticsearch/xpack/inference/services/elastic/ElasticInferenceService.java
#	x-pack/plugin/inference/src/main/java/org/elasticsearch/xpack/inference/services/huggingface/elser/HuggingFaceElserService.java
#	x-pack/plugin/inference/src/test/java/org/elasticsearch/xpack/inference/services/googleaistudio/GoogleAiStudioServiceTests.java

server/src/main/java/org/elasticsearch/inference/ChunkedInferenceServiceResults.java → server/src/main/java/org/elasticsearch/inference/ChunkedInference.java

@@ -12,23 +12,27 @@
 import org.elasticsearch.common.bytes.BytesReference;
 import org.elasticsearch.xcontent.XContent;
 
+import java.io.IOException;
 import java.util.Iterator;
 
-public interface ChunkedInferenceServiceResults extends InferenceServiceResults {
+public interface ChunkedInference {
 
     /**
      * Implementations of this function serialize their embeddings to {@link BytesReference} for storage in semantic text fields.
-     * The iterator iterates over all the chunks stored in the {@link ChunkedInferenceServiceResults}.
      *
      * @param xcontent provided by the SemanticTextField
      * @return an iterator of the serialized {@link Chunk} which includes the matched text (input) and bytes reference (output/embedding).
      */
-    Iterator<Chunk> chunksAsMatchedTextAndByteReference(XContent xcontent);
+    Iterator<Chunk> chunksAsMatchedTextAndByteReference(XContent xcontent) throws IOException;
 
     /**
-     * A chunk of inference results containing matched text and the bytes reference.
+     * A chunk of inference results containing matched text, the substring location
+     * in the original text and the bytes reference.
      * @param matchedText
+     * @param textOffset
      * @param bytesReference
      */
-    record Chunk(String matchedText, BytesReference bytesReference) {}
+    record Chunk(String matchedText, TextOffset textOffset, BytesReference bytesReference) {}
+
+    record TextOffset(int start, int end) {}
 }

server/src/main/java/org/elasticsearch/inference/InferenceService.java

@@ -127,7 +127,7 @@ void chunkedInfer(
         Map<String, Object> taskSettings,
         InputType inputType,
         TimeValue timeout,
-        ActionListener<List<ChunkedInferenceServiceResults>> listener
+        ActionListener<List<ChunkedInference>> listener
     );
 
     /**

x-pack/plugin/core/src/main/java/org/elasticsearch/xpack/core/inference/results/ChunkedInferenceEmbeddingByte.java

@@ -0,0 +1,45 @@
+/*
+ * 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.core.inference.results;
+
+import org.elasticsearch.common.bytes.BytesReference;
+import org.elasticsearch.inference.ChunkedInference;
+import org.elasticsearch.xcontent.XContent;
+import org.elasticsearch.xcontent.XContentBuilder;
+
+import java.io.IOException;
+import java.util.ArrayList;
+import java.util.Iterator;
+import java.util.List;
+
+public record ChunkedInferenceEmbeddingByte(List<ChunkedInferenceEmbeddingByte.ByteEmbeddingChunk> chunks) implements ChunkedInference {
+
+    @Override
+    public Iterator<Chunk> chunksAsMatchedTextAndByteReference(XContent xcontent) throws IOException {
+        var asChunk = new ArrayList<Chunk>();
+        for (var chunk : chunks) {
+            asChunk.add(new Chunk(chunk.matchedText(), chunk.offset(), toBytesReference(xcontent, chunk.embedding())));
+        }
+        return asChunk.iterator();
+    }
+
+    /**
+     * Serialises the {@code value} array, according to the provided {@link XContent}, into a {@link BytesReference}.
+     */
+    private static BytesReference toBytesReference(XContent xContent, byte[] value) throws IOException {
+        XContentBuilder builder = XContentBuilder.builder(xContent);
+        builder.startArray();
+        for (byte v : value) {
+            builder.value(v);
+        }
+        builder.endArray();
+        return BytesReference.bytes(builder);
+    }
+
+    public record ByteEmbeddingChunk(byte[] embedding, String matchedText, TextOffset offset) {}
+}

x-pack/plugin/core/src/main/java/org/elasticsearch/xpack/core/inference/results/ChunkedInferenceEmbeddingFloat.java

@@ -0,0 +1,45 @@
+/*
+ * 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.core.inference.results;
+
+import org.elasticsearch.common.bytes.BytesReference;
+import org.elasticsearch.inference.ChunkedInference;
+import org.elasticsearch.xcontent.XContent;
+import org.elasticsearch.xcontent.XContentBuilder;
+
+import java.io.IOException;
+import java.util.ArrayList;
+import java.util.Iterator;
+import java.util.List;
+
+public record ChunkedInferenceEmbeddingFloat(List<FloatEmbeddingChunk> chunks) implements ChunkedInference {
+
+    @Override
+    public Iterator<Chunk> chunksAsMatchedTextAndByteReference(XContent xcontent) throws IOException {
+        var asChunk = new ArrayList<Chunk>();
+        for (var chunk : chunks) {
+            asChunk.add(new Chunk(chunk.matchedText(), chunk.offset(), toBytesReference(xcontent, chunk.embedding())));
+        }
+        return asChunk.iterator();
+    }
+
+    /**
+     * Serialises the {@code value} array, according to the provided {@link XContent}, into a {@link BytesReference}.
+     */
+    private static BytesReference toBytesReference(XContent xContent, float[] value) throws IOException {
+        XContentBuilder b = XContentBuilder.builder(xContent);
+        b.startArray();
+        for (float v : value) {
+            b.value(v);
+        }
+        b.endArray();
+        return BytesReference.bytes(b);
+    }
+
+    public record FloatEmbeddingChunk(float[] embedding, String matchedText, TextOffset offset) {}
+}

x-pack/plugin/core/src/main/java/org/elasticsearch/xpack/core/inference/results/ChunkedInferenceEmbeddingSparse.java

@@ -0,0 +1,67 @@
+/*
+ * 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.core.inference.results;
+
+import org.elasticsearch.common.bytes.BytesReference;
+import org.elasticsearch.inference.ChunkedInference;
+import org.elasticsearch.xcontent.ToXContent;
+import org.elasticsearch.xcontent.XContent;
+import org.elasticsearch.xcontent.XContentBuilder;
+import org.elasticsearch.xpack.core.ml.search.WeightedToken;
+
+import java.io.IOException;
+import java.util.ArrayList;
+import java.util.Iterator;
+import java.util.List;
+
+import static org.elasticsearch.xpack.core.inference.results.TextEmbeddingUtils.validateInputSizeAgainstEmbeddings;
+
+public record ChunkedInferenceEmbeddingSparse(List<SparseEmbeddingChunk> chunks) implements ChunkedInference {
+
+    public static List<ChunkedInference> listOf(List<String> inputs, SparseEmbeddingResults sparseEmbeddingResults) {
+        validateInputSizeAgainstEmbeddings(inputs, sparseEmbeddingResults.embeddings().size());
+
+        var results = new ArrayList<ChunkedInference>(inputs.size());
+        for (int i = 0; i < inputs.size(); i++) {
+            results.add(
+                new ChunkedInferenceEmbeddingSparse(
+                    List.of(
+                        new SparseEmbeddingChunk(
+                            sparseEmbeddingResults.embeddings().get(i).tokens(),
+                            inputs.get(i),
+                            new TextOffset(0, inputs.get(i).length())
+                        )
+                    )
+                )
+            );
+        }
+
+        return results;
+    }
+
+    @Override
+    public Iterator<Chunk> chunksAsMatchedTextAndByteReference(XContent xcontent) throws IOException {
+        var asChunk = new ArrayList<Chunk>();
+        for (var chunk : chunks) {
+            asChunk.add(new Chunk(chunk.matchedText(), chunk.offset(), toBytesReference(xcontent, chunk.weightedTokens())));
+        }
+        return asChunk.iterator();
+    }
+
+    private static BytesReference toBytesReference(XContent xContent, List<WeightedToken> tokens) throws IOException {
+        XContentBuilder b = XContentBuilder.builder(xContent);
+        b.startObject();
+        for (var weightedToken : tokens) {
+            weightedToken.toXContent(b, ToXContent.EMPTY_PARAMS);
+        }
+        b.endObject();
+        return BytesReference.bytes(b);
+    }
+
+    public record SparseEmbeddingChunk(List<WeightedToken> weightedTokens, String matchedText, TextOffset offset) {}
+}

x-pack/plugin/core/src/main/java/org/elasticsearch/xpack/core/inference/results/ChunkedInferenceError.java

@@ -0,0 +1,23 @@
+/*
+ * 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.core.inference.results;
+
+import org.elasticsearch.common.bytes.BytesArray;
+import org.elasticsearch.inference.ChunkedInference;
+import org.elasticsearch.xcontent.XContent;
+
+import java.util.Iterator;
+import java.util.stream.Stream;
+
+public record ChunkedInferenceError(Exception exception) implements ChunkedInference {
+
+    @Override
+    public Iterator<Chunk> chunksAsMatchedTextAndByteReference(XContent xcontent) {
+        return Stream.of(exception).map(e -> new Chunk(e.getMessage(), new TextOffset(0, 0), BytesArray.EMPTY)).iterator();
+    }
+}