AlSchlo commented on code in PR #54134:
URL: https://github.com/apache/spark/pull/54134#discussion_r2772836473


##########
sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/expressions/aggregate/MaxMinByK.scala:
##########
@@ -0,0 +1,316 @@
+/*
+ * 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.spark.sql.catalyst.InternalRow
+import org.apache.spark.sql.catalyst.analysis.{ExpressionBuilder, 
TypeCheckResult}
+import org.apache.spark.sql.catalyst.analysis.TypeCheckResult.DataTypeMismatch
+import org.apache.spark.sql.catalyst.expressions._
+import org.apache.spark.sql.catalyst.trees.TernaryLike
+import org.apache.spark.sql.catalyst.util.{GenericArrayData, TypeUtils}
+import org.apache.spark.sql.errors.DataTypeErrors.toSQLId
+import org.apache.spark.sql.errors.QueryCompilationErrors
+import org.apache.spark.sql.types._
+
+/**
+ * Returns top/bottom K values ordered by orderingExpr.
+ * Uses a heap (min-heap for max_by, max-heap for min_by) to efficiently 
maintain K elements.
+ * This is the internal implementation used by max_by(x, y, k) and min_by(x, 
y, k).
+ */
+case class MaxMinByK(
+    valueExpr: Expression,
+    orderingExpr: Expression,
+    kExpr: Expression,
+    reverse: Boolean = false,
+    mutableAggBufferOffset: Int = 0,
+    inputAggBufferOffset: Int = 0)
+  extends ImperativeAggregate
+  with TernaryLike[Expression]
+  with ImplicitCastInputTypes {
+
+  def this(valueExpr: Expression, orderingExpr: Expression, kExpr: Expression) 
=
+    this(valueExpr, orderingExpr, kExpr, false, 0, 0)
+
+  def this(valueExpr: Expression, orderingExpr: Expression, kExpr: Expression, 
reverse: Boolean) =
+    this(valueExpr, orderingExpr, kExpr, reverse, 0, 0)
+
+  final val MAX_K = 100000
+  lazy val k: Int = {
+    if (!kExpr.foldable) {
+      throw new IllegalArgumentException(
+        s"The third argument of $prettyName must be a foldable expression, 
got: $kExpr")
+    }
+    val kValue = kExpr.eval() match {
+      case i: Int if i > 0 => i
+      case l: Long if l > 0 && l <= Int.MaxValue => l.toInt
+      case s: Short if s > 0 => s.toInt
+      case b: Byte if b > 0 => b.toInt
+      case other =>
+        throw new IllegalArgumentException(
+          s"The third argument of $prettyName must be a positive integer, got: 
$other")
+    }
+    if (kValue > MAX_K) {
+      throw new IllegalArgumentException(
+        s"The third argument of $prettyName must be at most $MAX_K, got: 
$kValue")
+    }
+    kValue
+  }
+
+  override def first: Expression = valueExpr
+  override def second: Expression = orderingExpr
+  override def third: Expression = kExpr
+
+  override def prettyName: String = if (reverse) "min_by" else "max_by"
+
+  // The default aggregation result is an empty array, which is not nullable.
+  override def nullable: Boolean = false
+
+  override def dataType: DataType = ArrayType(valueExpr.dataType, containsNull 
= true)
+
+  override def inputTypes: Seq[AbstractDataType] = Seq(
+    AnyDataType,
+    AnyDataType,
+    IntegralType
+  )
+
+  private lazy val valuesAttr = AttributeReference(
+    "values",
+    ArrayType(valueExpr.dataType, containsNull = true),
+    nullable = false
+  )()
+  private lazy val orderingsAttr = AttributeReference(
+    "orderings",
+    ArrayType(orderingExpr.dataType, containsNull = true),
+    nullable = false
+  )()
+  private lazy val heapIndicesAttr = AttributeReference(
+    "heapIndices",
+    ArrayType(IntegerType, containsNull = false),

Review Comment:
   fixed into binary



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