anishshri-db commented on code in PR #43961:
URL: https://github.com/apache/spark/pull/43961#discussion_r1430640516


##########
sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/plans/logical/object.scala:
##########
@@ -569,6 +569,41 @@ case class FlatMapGroupsWithState(
     copy(child = newLeft, initialState = newRight)
 }
 
+object TransformWithState {
+  def apply[K: Encoder, V: Encoder, U: Encoder](
+    groupingAttributes: Seq[Attribute],

Review Comment:
   Done



##########
sql/core/src/main/scala/org/apache/spark/sql/KeyValueGroupedDataset.scala:
##########
@@ -642,6 +642,37 @@ class KeyValueGroupedDataset[K, V] private[sql](
       outputMode, timeoutConf, initialState)(f)(stateEncoder, outputEncoder)
   }
 
+  /**
+   * (Scala-specific)
+   * Invokes methods defined in the stateful processor used in arbitrary state 
API v2.
+   * We allow the user to act on per-group set of input rows along with keyed 
state and the
+   * user can choose to output/return 0 or more rows.
+   * For a static/batch dataset, this operator is not supported and will throw 
an exception.
+   * For a streaming dataframe, we will repeatedly invoke the interface 
methods for new rows
+   * in each trigger and the user's state/state variables will be stored 
persistently across
+   * invocations.
+   *
+   * @tparam U The type of the output objects. Must be encodable to Spark SQL 
types.
+   * @param statefulProcessor Instance of statefulProcessor whose functions 
will be invoked by the
+   *                          operator.
+   * @param outputMode The output mode of the stateful processor. Defaults to 
APPEND mode.
+   *
+   */
+  def transformWithState[U: Encoder]
+    (statefulProcessor: StatefulProcessor[K, V, U],

Review Comment:
   Done



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