rohangarg commented on code in PR #13819:
URL: https://github.com/apache/druid/pull/13819#discussion_r1116742868


##########
extensions-core/datasketches/src/main/java/org/apache/druid/query/aggregation/datasketches/tuple/ArrayOfDoublesSketchConstantPostAggregator.java:
##########
@@ -0,0 +1,151 @@
+/*
+ * 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.query.aggregation.datasketches.tuple;
+
+import com.fasterxml.jackson.annotation.JsonCreator;
+import com.fasterxml.jackson.annotation.JsonProperty;
+import com.google.common.base.Preconditions;
+import org.apache.commons.codec.digest.DigestUtils;
+import org.apache.datasketches.tuple.arrayofdoubles.ArrayOfDoublesSketch;
+import org.apache.datasketches.tuple.arrayofdoubles.ArrayOfDoublesSketches;
+import org.apache.druid.java.util.common.StringUtils;
+import org.apache.druid.java.util.common.guava.Comparators;
+import org.apache.druid.query.aggregation.AggregatorFactory;
+import org.apache.druid.query.aggregation.AggregatorUtil;
+import org.apache.druid.query.cache.CacheKeyBuilder;
+import org.apache.druid.segment.data.SafeWritableMemory;
+
+import java.util.Collections;
+import java.util.Comparator;
+import java.util.Map;
+import java.util.Set;
+
+/**
+ * This post-aggregator converts a given Base64 encoded string to an 
ArrayOfDoublesSketch.
+ * The input column contains name of post-aggregator output and base64 encoded 
input string.
+ * The output is a deserialized {@link ArrayOfDoublesSketch} .
+ */
+public class ArrayOfDoublesSketchConstantPostAggregator extends 
ArrayOfDoublesSketchPostAggregator
+{
+
+  private final String value;
+  private final ArrayOfDoublesSketch sketchValue;
+
+  @JsonCreator
+  public ArrayOfDoublesSketchConstantPostAggregator(@JsonProperty("name") 
String name, @JsonProperty("value") String value)
+  {
+    super(name);
+    Preconditions.checkArgument(value != null && !value.isEmpty(),
+        "Constant value cannot be null or empty, expecting base64 encoded 
sketch string");
+    this.value = value;
+    this.sketchValue = deserializeFromBase64EncodedStringSafe(value);
+  }
+
+  private ArrayOfDoublesSketch deserializeFromBase64EncodedStringSafe(final 
String str)

Review Comment:
   can this be re-used from `ArrayOfDoublesSketchOperations` ?



##########
extensions-core/datasketches/src/main/java/org/apache/druid/query/aggregation/datasketches/tuple/ArrayOfDoublesSketchToEncodedStringPostAggregator.java:
##########
@@ -0,0 +1,79 @@
+/*
+ * 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.query.aggregation.datasketches.tuple;
+
+import com.fasterxml.jackson.annotation.JsonCreator;
+import com.fasterxml.jackson.annotation.JsonProperty;
+import org.apache.datasketches.tuple.arrayofdoubles.ArrayOfDoublesSketch;
+import org.apache.druid.java.util.common.IAE;
+import org.apache.druid.query.aggregation.AggregatorUtil;
+import org.apache.druid.query.aggregation.PostAggregator;
+import org.apache.druid.query.cache.CacheKeyBuilder;
+import org.apache.druid.segment.ColumnInspector;
+import org.apache.druid.segment.column.ColumnType;
+
+import java.util.Base64;
+import java.util.Comparator;
+import java.util.Map;
+
+/**
+ * Returns a base64 encoded string of a given {@link ArrayOfDoublesSketch}.
+ * This is a string returned by  encoding the output of toByteArray() using 
Base64 method of the sketch.
+ * This can be useful for debugging and using the sketch output in other 
operations.
+ */
+public class ArrayOfDoublesSketchToEncodedStringPostAggregator extends 
ArrayOfDoublesSketchUnaryPostAggregator
+{
+
+  @JsonCreator
+  public ArrayOfDoublesSketchToEncodedStringPostAggregator(
+      @JsonProperty("name") final String name,
+      @JsonProperty("field") final PostAggregator field
+  )
+  {
+    super(name, field);
+  }
+
+  @Override
+  public String compute(final Map<String, Object> combinedAggregators)
+  {
+    final ArrayOfDoublesSketch sketch = (ArrayOfDoublesSketch) 
getField().compute(combinedAggregators);
+    return Base64.getEncoder().encodeToString(sketch.toByteArray());

Review Comment:
   there's already a utility method in `StringUtils` class to do base64 
encoding of a string - that can be re-used here.



##########
extensions-core/datasketches/src/main/java/org/apache/druid/query/aggregation/datasketches/tuple/ArrayOfDoublesSketchToMetricsEstimatePostAggregator.java:
##########
@@ -0,0 +1,91 @@
+/*
+ * 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.query.aggregation.datasketches.tuple;
+
+import com.fasterxml.jackson.annotation.JsonCreator;
+import com.fasterxml.jackson.annotation.JsonProperty;
+import org.apache.commons.math3.stat.descriptive.SummaryStatistics;
+import org.apache.datasketches.tuple.arrayofdoubles.ArrayOfDoublesSketch;
+import 
org.apache.datasketches.tuple.arrayofdoubles.ArrayOfDoublesSketchIterator;
+import org.apache.druid.java.util.common.IAE;
+import org.apache.druid.query.aggregation.AggregatorUtil;
+import org.apache.druid.query.aggregation.PostAggregator;
+import org.apache.druid.query.cache.CacheKeyBuilder;
+import org.apache.druid.segment.ColumnInspector;
+import org.apache.druid.segment.column.ColumnType;
+
+import java.util.Arrays;
+import java.util.Comparator;
+import java.util.Map;
+
+/**
+ * Returns a list of estimate values of metrics column from a given {@link 
ArrayOfDoublesSketch}.
+ * The result will be N double values, where N is the number of double values 
kept in the sketch per key.
+ */
+public class ArrayOfDoublesSketchToMetricsEstimatePostAggregator extends 
ArrayOfDoublesSketchUnaryPostAggregator
+{
+
+  @JsonCreator
+  public ArrayOfDoublesSketchToMetricsEstimatePostAggregator(
+      @JsonProperty("name") final String name,
+      @JsonProperty("field") final PostAggregator field
+  )
+  {
+    super(name, field);
+  }
+
+  @Override
+  public double[] compute(final Map<String, Object> combinedAggregators)
+  {
+    final ArrayOfDoublesSketch sketch = (ArrayOfDoublesSketch) 
getField().compute(combinedAggregators);
+    final SummaryStatistics[] stats = new 
SummaryStatistics[sketch.getNumValues()];
+    Arrays.setAll(stats, i -> new SummaryStatistics());
+    final ArrayOfDoublesSketchIterator it = sketch.iterator();
+    while (it.next()) {
+      final double[] values = it.getValues();
+      for (int i = 0; i < values.length; i++) {
+        stats[i].addValue(values[i]);
+      }
+    }
+    final double[] estimates = new double[sketch.getNumValues()];
+    Arrays.setAll(estimates, i -> ((stats[i].getMean()) * 
(sketch.getRetainedEntries())) / (sketch.getTheta()));

Review Comment:
   could this be just `stats[i].getSum() / sketch.getTheta()`? 



##########
extensions-core/datasketches/src/main/java/org/apache/druid/query/aggregation/datasketches/tuple/ArrayOfDoublesSketchToEncodedStringPostAggregator.java:
##########
@@ -0,0 +1,79 @@
+/*
+ * 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.query.aggregation.datasketches.tuple;
+
+import com.fasterxml.jackson.annotation.JsonCreator;
+import com.fasterxml.jackson.annotation.JsonProperty;
+import org.apache.datasketches.tuple.arrayofdoubles.ArrayOfDoublesSketch;
+import org.apache.druid.java.util.common.IAE;
+import org.apache.druid.query.aggregation.AggregatorUtil;
+import org.apache.druid.query.aggregation.PostAggregator;
+import org.apache.druid.query.cache.CacheKeyBuilder;
+import org.apache.druid.segment.ColumnInspector;
+import org.apache.druid.segment.column.ColumnType;
+
+import java.util.Base64;
+import java.util.Comparator;
+import java.util.Map;
+
+/**
+ * Returns a base64 encoded string of a given {@link ArrayOfDoublesSketch}.
+ * This is a string returned by  encoding the output of toByteArray() using 
Base64 method of the sketch.
+ * This can be useful for debugging and using the sketch output in other 
operations.
+ */
+public class ArrayOfDoublesSketchToEncodedStringPostAggregator extends 
ArrayOfDoublesSketchUnaryPostAggregator

Review Comment:
   name could be `ArrayOfDoublesSketchToBase64StringPostAggregator` for clarity



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