clintropolis commented on code in PR #12277:
URL: https://github.com/apache/druid/pull/12277#discussion_r1002322741


##########
processing/src/main/java/org/apache/druid/segment/data/FrontCodedIndexed.java:
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@@ -0,0 +1,491 @@
+/*
+ * 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.druid.segment.data;
+
+import com.google.common.base.Preconditions;
+import com.google.common.base.Supplier;
+import org.apache.druid.common.config.NullHandling;
+import org.apache.druid.java.util.common.ISE;
+import org.apache.druid.query.monomorphicprocessing.RuntimeShapeInspector;
+
+import javax.annotation.Nullable;
+import java.nio.ByteBuffer;
+import java.nio.ByteOrder;
+import java.util.Iterator;
+import java.util.NoSuchElementException;
+
+/**
+ * {@link Indexed} specialized for storing variable-width binary values (such 
as utf8 encoded strings), which must be
+ * sorted and unique, using 'front coding'. Front coding is a type of delta 
encoding for byte arrays, where sorted
+ * values are grouped into buckets. The first value of the bucket is written 
entirely, and remaining values are stored
+ * as a pair of an integer which indicates how much of the first byte array of 
the bucket to use as a prefix, followed
+ * by the remaining bytes after the prefix to complete the value.
+ *
+ * Getting a value first picks the appropriate bucket, finds its offset in the 
underlying buffer, then scans the bucket
+ * values to seek to the correct position of the value within the bucket in 
order to reconstruct it using the prefix
+ * length.
+ *
+ * Finding the index of a value involves binary searching the first values of 
each bucket to find the correct bucket,
+ * then a linear scan within the bucket to find the matching value (or 
negative insertion point -1 for values that
+ * are not present).
+ *
+ * The value iterator reads an entire bucket at a time, reconstructing the 
values into an array to iterate within the
+ * bucket before moving onto the next bucket as the iterator is consumed.
+ */
+public final class FrontCodedIndexed implements Indexed<ByteBuffer>
+{
+  public static Supplier<FrontCodedIndexed> read(ByteBuffer buffer, ByteOrder 
ordering)
+  {
+    final ByteBuffer orderedBuffer = buffer.asReadOnlyBuffer().order(ordering);
+    final byte version = orderedBuffer.get();
+    Preconditions.checkArgument(version == 0, "only V0 exists, encountered " + 
version);
+    final int bucketSize = orderedBuffer.get();
+    final boolean hasNull = NullHandling.IS_NULL_BYTE == orderedBuffer.get();
+    final int numValues = VByte.readInt(orderedBuffer);
+    // size of offsets + values
+    final int size = VByte.readInt(orderedBuffer);
+    final int offsetsPosition = orderedBuffer.position();
+    // move position to end of buffer
+    buffer.position(offsetsPosition + size);
+
+    final int numBuckets = (int) Math.ceil((double) numValues / (double) 
bucketSize);
+    final int adjustIndex = hasNull ? 1 : 0;
+    final int div = Integer.numberOfTrailingZeros(bucketSize);
+    final int rem = bucketSize - 1;
+    return () -> new FrontCodedIndexed(
+        orderedBuffer,
+        bucketSize,
+        numBuckets,
+        (numValues & rem) == 0 ? bucketSize : numValues & rem,
+        hasNull,
+        numValues + adjustIndex,
+        adjustIndex,
+        div,
+        rem,
+        offsetsPosition,
+        offsetsPosition + ((numBuckets - 1) * Integer.BYTES)
+    );
+  }
+
+  private final ByteBuffer buffer;
+  private final int adjustedNumValues;
+  private final int adjustIndex;
+  private final int bucketSize;
+  private final int numBuckets;
+  private final int div;
+  private final int rem;
+  private final int offsetsPosition;
+  private final int bucketsPosition;
+  private final boolean hasNull;
+  private final int lastBucketNumValues;
+
+  private FrontCodedIndexed(
+      ByteBuffer buffer,
+      int bucketSize,
+      int numBuckets,
+      int lastBucketNumValues,
+      boolean hasNull,
+      int adjustedNumValues,

Review Comment:
   These values are sorted nulls first, so if null exists it is always at index 
0. However, since the null value cannot be stored in the encoded value buckets 
due to the limitation of `VByte` encoding not supporting negative values, if 
the null value is present and the index is greater than 1, we need to shift the 
index by 1 so that it refers to the correct position of the non-null values 
which are encoded in the bucket when locating that index. I'll see if I can 
help clarify this in javadocs/comments.
   
   



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