benwtrent commented on code in PR #12253:
URL: https://github.com/apache/lucene/pull/12253#discussion_r1226584452


##########
lucene/queries/src/java/org/apache/lucene/queries/function/valuesource/KnnVectorFieldSource.java:
##########
@@ -0,0 +1,112 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+package org.apache.lucene.queries.function.valuesource;
+
+import java.io.IOException;
+import java.util.Map;
+import org.apache.lucene.index.ByteVectorValues;
+import org.apache.lucene.index.FloatVectorValues;
+import org.apache.lucene.index.LeafReaderContext;
+import org.apache.lucene.queries.function.FunctionValues;
+import org.apache.lucene.queries.function.ValueSource;
+import org.apache.lucene.search.DocIdSetIterator;
+
+/** An implementation for retrieving {@link FunctionValues} instances for knn 
vectors fields. */
+public class KnnVectorFieldSource extends ValueSource {
+  private final String fieldName;
+
+  public KnnVectorFieldSource(String fieldName) {
+    this.fieldName = fieldName;
+  }
+
+  @Override
+  public FunctionValues getValues(Map<Object, Object> context, 
LeafReaderContext readerContext)
+      throws IOException {
+
+    final FloatVectorValues floatValues = 
readerContext.reader().getFloatVectorValues(fieldName);
+    final ByteVectorValues byteValues = 
readerContext.reader().getByteVectorValues(fieldName);
+
+    if (floatValues == null && byteValues == null) {
+      throw new IllegalArgumentException(
+          "no vector value is indexed for field '" + fieldName + "'");
+    }
+    return new FunctionValues() {
+      int lastDocID;
+
+      @Override
+      public float[] floatVectorVal(int doc) throws IOException {
+        float[] floatVector = null;
+        if (floatValues != null && exists(floatValues, doc)) {
+          floatVector = floatValues.vectorValue();
+        } else {
+          byte[] byteVector = byteVectorVal(doc);
+          if (byteVector != null) {
+            floatVector = new float[byteVector.length];
+            for (int i = 0; i < byteVector.length; i++) {
+              floatVector[i] = byteVector[i];
+            }
+          }
+        }
+        return floatVector;
+      }
+
+      @Override
+      public byte[] byteVectorVal(int doc) throws IOException {
+        byte[] bytesVector = null;
+        if (byteValues != null && exists(byteValues, doc)) {
+          bytesVector = byteValues.vectorValue();
+        }
+        return bytesVector;

Review Comment:
   This further shows that we should not do under the hood casting. Casting a 
`byte` encoded vector to float should mean we can then cast a `float` encoded 
as `byte` for the user. 



##########
lucene/queries/src/java/org/apache/lucene/queries/function/valuesource/KnnVectorValueSource.java:
##########
@@ -0,0 +1,99 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+package org.apache.lucene.queries.function.valuesource;
+
+import java.io.IOException;
+import java.util.List;
+import java.util.Map;
+import java.util.Objects;
+import org.apache.lucene.index.LeafReaderContext;
+import org.apache.lucene.queries.function.FunctionValues;
+import org.apache.lucene.queries.function.ValueSource;
+
+/** function that returns a constant vector value for every document. */
+public class KnnVectorValueSource extends ValueSource {

Review Comment:
   I am not sure the need of this class at all. However, we should indicate its 
constant in the name.
   
   Additionally, we should separate out the `float[]` and `byte[]` types. We 
have separate field types, that means we should have separate value sources for 
those fields right?



##########
lucene/queries/src/java/org/apache/lucene/queries/function/valuesource/KnnVectorFieldSource.java:
##########
@@ -0,0 +1,112 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+package org.apache.lucene.queries.function.valuesource;
+
+import java.io.IOException;
+import java.util.Map;
+import org.apache.lucene.index.ByteVectorValues;
+import org.apache.lucene.index.FloatVectorValues;
+import org.apache.lucene.index.LeafReaderContext;
+import org.apache.lucene.queries.function.FunctionValues;
+import org.apache.lucene.queries.function.ValueSource;
+import org.apache.lucene.search.DocIdSetIterator;
+
+/** An implementation for retrieving {@link FunctionValues} instances for knn 
vectors fields. */
+public class KnnVectorFieldSource extends ValueSource {
+  private final String fieldName;
+
+  public KnnVectorFieldSource(String fieldName) {
+    this.fieldName = fieldName;
+  }
+
+  @Override
+  public FunctionValues getValues(Map<Object, Object> context, 
LeafReaderContext readerContext)
+      throws IOException {
+
+    final FloatVectorValues floatValues = 
readerContext.reader().getFloatVectorValues(fieldName);
+    final ByteVectorValues byteValues = 
readerContext.reader().getByteVectorValues(fieldName);
+
+    if (floatValues == null && byteValues == null) {
+      throw new IllegalArgumentException(
+          "no vector value is indexed for field '" + fieldName + "'");
+    }
+    return new FunctionValues() {
+      int lastDocID;
+
+      @Override
+      public float[] floatVectorVal(int doc) throws IOException {
+        float[] floatVector = null;
+        if (floatValues != null && exists(floatValues, doc)) {
+          floatVector = floatValues.vectorValue();
+        } else {
+          byte[] byteVector = byteVectorVal(doc);
+          if (byteVector != null) {
+            floatVector = new float[byteVector.length];
+            for (int i = 0; i < byteVector.length; i++) {
+              floatVector[i] = byteVector[i];
+            }
+          }
+        }
+        return floatVector;
+      }

Review Comment:
   I don't like this. Why are we casting `byte` to float? The caller obviously 
is requesting a specific vector value and they should know the vector value 
kind given the field type information.



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