RyanBerti commented on code in PR #40615:
URL: https://github.com/apache/spark/pull/40615#discussion_r1154928718


##########
sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/aggregate/datasketchesAggregates.scala:
##########
@@ -0,0 +1,332 @@
+/*
+ * 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.spark.sql.catalyst.expressions.aggregate
+
+import org.apache.datasketches.hll.{HllSketch, TgtHllType, Union}
+import org.apache.datasketches.memory.WritableMemory
+
+import org.apache.spark.sql.catalyst.InternalRow
+import org.apache.spark.sql.catalyst.expressions.{Expression, 
ExpressionDescription}
+import org.apache.spark.sql.catalyst.trees.UnaryLike
+import org.apache.spark.sql.types.{BinaryType, DataType, DoubleType, 
IntegerType, LongType, StringType}
+import org.apache.spark.unsafe.types.UTF8String
+
+
+/**
+ * This datasketchesAggregates file is intended to encapsulate all of the
+ * aggregate functions that utilize Datasketches sketch objects as intermediate
+ * aggregation buffers.
+ *
+ * The HllSketchAggregate sealed trait is meant to be extended by the aggregate
+ * functions which utilize instances of HllSketch to count uniques.
+ */
+sealed trait HllSketchAggregate
+  extends TypedImperativeAggregate[HllSketch] with UnaryLike[Expression] {
+
+  // These are used as params when instantiating the HllSketch object
+  // and are set by the case classes' args that extend this trait
+
+  def lgConfigK: Int
+  def tgtHllType: String
+
+  // From here on, these are the shared default implementations for 
TypedImperativeAggregate
+
+  /** Aggregate functions which utilize HllSketch instances should never 
return null */

Review Comment:
   Just ran a quick test, and both null and empty return 0: 
   
   `  val sketch = new HllSketch()
       assert(sketch.getEstimate == 0)
       val nullString: String = null
       sketch.update(nullString)
       assert(sketch.getEstimate == 0)`



##########
sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/aggregate/datasketchesAggregates.scala:
##########
@@ -0,0 +1,332 @@
+/*
+ * 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.spark.sql.catalyst.expressions.aggregate
+
+import org.apache.datasketches.hll.{HllSketch, TgtHllType, Union}
+import org.apache.datasketches.memory.WritableMemory
+
+import org.apache.spark.sql.catalyst.InternalRow
+import org.apache.spark.sql.catalyst.expressions.{Expression, 
ExpressionDescription}
+import org.apache.spark.sql.catalyst.trees.UnaryLike
+import org.apache.spark.sql.types.{BinaryType, DataType, DoubleType, 
IntegerType, LongType, StringType}
+import org.apache.spark.unsafe.types.UTF8String
+
+
+/**
+ * This datasketchesAggregates file is intended to encapsulate all of the
+ * aggregate functions that utilize Datasketches sketch objects as intermediate
+ * aggregation buffers.
+ *
+ * The HllSketchAggregate sealed trait is meant to be extended by the aggregate
+ * functions which utilize instances of HllSketch to count uniques.
+ */
+sealed trait HllSketchAggregate
+  extends TypedImperativeAggregate[HllSketch] with UnaryLike[Expression] {
+
+  // These are used as params when instantiating the HllSketch object
+  // and are set by the case classes' args that extend this trait
+
+  def lgConfigK: Int
+  def tgtHllType: String
+
+  // From here on, these are the shared default implementations for 
TypedImperativeAggregate
+
+  /** Aggregate functions which utilize HllSketch instances should never 
return null */

Review Comment:
   Just ran a quick test, and both null and empty return 0: 
   
   ```  val sketch = new HllSketch()
       assert(sketch.getEstimate == 0)
       val nullString: String = null
       sketch.update(nullString)
       assert(sketch.getEstimate == 0)```



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