benwtrent commented on code in PR #12253:
URL: https://github.com/apache/lucene/pull/12253#discussion_r1228025292


##########
lucene/queries/src/java/org/apache/lucene/queries/function/valuesource/ByteVectorSimilarityFunction.java:
##########
@@ -0,0 +1,50 @@
+/*
+ * 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 org.apache.lucene.queries.function.FunctionValues;
+import org.apache.lucene.queries.function.ValueSource;
+
+/**
+ * <code>ByteVectorSimilarityFunction</code> returns a similarity function 
between two knn vectors
+ * with byte elements.
+ */
+public class ByteVectorSimilarityFunction extends VectorSimilarityFunction {
+  public ByteVectorSimilarityFunction(
+      org.apache.lucene.index.VectorSimilarityFunction similarityFunction,
+      ValueSource vector1,
+      ValueSource vector2) {
+    super(similarityFunction, vector1, vector2);
+  }
+
+  @Override
+  protected float func(int doc, FunctionValues f1, FunctionValues f2) throws 
IOException {
+
+    var v1 = f1.byteVectorVal(doc);
+    var v2 = f2.byteVectorVal(doc);
+
+    if (v1 == null || v2 == null) {
+      return Float.NaN;
+    }
+
+    assert f1.byteVectorVal(doc).length == f2.byteVectorVal(doc).length

Review Comment:
   ```suggestion
       assert v1.length == v2.length
   ```



##########
lucene/queries/src/java/org/apache/lucene/queries/function/valuesource/ByteVectorSimilarityFunction.java:
##########
@@ -0,0 +1,50 @@
+/*
+ * 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 org.apache.lucene.queries.function.FunctionValues;
+import org.apache.lucene.queries.function.ValueSource;
+
+/**
+ * <code>ByteVectorSimilarityFunction</code> returns a similarity function 
between two knn vectors
+ * with byte elements.
+ */
+public class ByteVectorSimilarityFunction extends VectorSimilarityFunction {
+  public ByteVectorSimilarityFunction(
+      org.apache.lucene.index.VectorSimilarityFunction similarityFunction,
+      ValueSource vector1,
+      ValueSource vector2) {
+    super(similarityFunction, vector1, vector2);
+  }
+
+  @Override
+  protected float func(int doc, FunctionValues f1, FunctionValues f2) throws 
IOException {
+
+    var v1 = f1.byteVectorVal(doc);
+    var v2 = f2.byteVectorVal(doc);
+
+    if (v1 == null || v2 == null) {
+      return Float.NaN;
+    }
+
+    assert f1.byteVectorVal(doc).length == f2.byteVectorVal(doc).length
+        : "Vectors must have the same length";
+
+    return similarityFunction.compare(f1.byteVectorVal(doc), 
f2.byteVectorVal(doc));

Review Comment:
   ```suggestion
       return similarityFunction.compare(v1, v2);
   ```



##########
lucene/queries/src/java/org/apache/lucene/queries/function/valuesource/ConsKnnFloatValueSource.java:
##########
@@ -0,0 +1,75 @@
+/*
+ * 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.Arrays;
+import java.util.List;
+import java.util.Map;
+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 float vector value for every document. */
+public class ConsKnnFloatValueSource extends ValueSource {

Review Comment:
   ```suggestion
   public class ConstKnnFloatValueSource extends ValueSource {
   ```



##########
lucene/queries/src/java/org/apache/lucene/queries/function/valuesource/ConsKnnFloatValueSource.java:
##########
@@ -0,0 +1,75 @@
+/*
+ * 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.Arrays;
+import java.util.List;
+import java.util.Map;
+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 float vector value for every document. */
+public class ConsKnnFloatValueSource extends ValueSource {
+  float[] vector;
+
+  public ConsKnnFloatValueSource(List<Number> constVector) {

Review Comment:
   ```suggestion
     public ConstKnnFloatValueSource(List<Number> constVector) {
   ```



##########
lucene/queries/src/java/org/apache/lucene/queries/function/valuesource/ConsKnnFloatValueSource.java:
##########
@@ -0,0 +1,75 @@
+/*
+ * 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.Arrays;
+import java.util.List;
+import java.util.Map;
+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 float vector value for every document. */
+public class ConsKnnFloatValueSource extends ValueSource {
+  float[] vector;

Review Comment:
   ```suggestion
     private final float[] vector;
   ```



##########
lucene/queries/src/java/org/apache/lucene/queries/function/valuesource/ConsKnnFloatValueSource.java:
##########
@@ -0,0 +1,75 @@
+/*
+ * 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.Arrays;
+import java.util.List;
+import java.util.Map;
+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 float vector value for every document. */
+public class ConsKnnFloatValueSource extends ValueSource {
+  float[] vector;
+
+  public ConsKnnFloatValueSource(List<Number> constVector) {
+    this.vector = new float[constVector.size()];
+    for (int i = 0; i < constVector.size(); i++) {
+      vector[i] = constVector.get(i).floatValue();
+    }
+  }
+
+  @Override
+  public FunctionValues getValues(Map<Object, Object> context, 
LeafReaderContext readerContext)
+      throws IOException {
+    return new FunctionValues() {
+      @Override
+      public float[] floatVectorVal(int doc) {
+        return vector;
+      }
+
+      @Override
+      public String strVal(int doc) {
+        return Arrays.toString(vector);
+      }
+
+      @Override
+      public String toString(int doc) throws IOException {
+        return description() + '=' + strVal(doc);
+      }
+    };
+  }
+
+  @Override
+  public boolean equals(Object o) {
+    if (!(o instanceof ConsKnnFloatValueSource)) return false;
+    ConsKnnFloatValueSource other = (ConsKnnFloatValueSource) o;
+    return Arrays.equals(vector, other.vector);
+  }
+
+  @Override
+  public int hashCode() {
+    return getClass().hashCode() * 31 + Arrays.hashCode(vector);
+  }
+
+  @Override
+  public String description() {
+    return "ConsKnnFloatValueSource(" + Arrays.toString(vector) + ')';

Review Comment:
   ```suggestion
       return "ConstKnnFloatValueSource(" + Arrays.toString(vector) + ')';
   ```



##########
lucene/queries/src/java/org/apache/lucene/queries/function/valuesource/ConstKnnByteVectorValueSource.java:
##########
@@ -0,0 +1,75 @@
+/*
+ * 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.Arrays;
+import java.util.List;
+import java.util.Map;
+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 byte vector value for every document. */
+public class ConstKnnByteVectorValueSource extends ValueSource {
+  byte[] vector;

Review Comment:
   ```suggestion
     private final byte[] vector;
   ```



##########
lucene/queries/src/java/org/apache/lucene/queries/function/valuesource/FloatVectorSimilarityFunction.java:
##########
@@ -0,0 +1,49 @@
+/*
+ * 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 org.apache.lucene.queries.function.FunctionValues;
+import org.apache.lucene.queries.function.ValueSource;
+
+/**
+ * <code>FloatVectorSimilarityFunction</code> returns a similarity function 
between two knn vectors
+ * with float elements.
+ */
+public class FloatVectorSimilarityFunction extends VectorSimilarityFunction {
+  public FloatVectorSimilarityFunction(
+      org.apache.lucene.index.VectorSimilarityFunction similarityFunction,
+      ValueSource vector1,
+      ValueSource vector2) {
+    super(similarityFunction, vector1, vector2);
+  }
+
+  @Override
+  protected float func(int doc, FunctionValues f1, FunctionValues f2) throws 
IOException {
+
+    var v1 = f1.floatVectorVal(doc);
+    var v2 = f2.floatVectorVal(doc);
+
+    if (v1 == null || v2 == null) {
+      return Float.NaN;
+    }
+
+    assert f1.floatVectorVal(doc).length == f2.floatVectorVal(doc).length
+        : "Vectors must have the same length";
+    return similarityFunction.compare(f1.floatVectorVal(doc), 
f2.floatVectorVal(doc));

Review Comment:
   ```suggestion
       assert v1.length == v2.length : "Vectors must have the same length";
       return similarityFunction.compare(v1, v2);
   ```



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