HyukjinKwon commented on a change in pull request #35737:
URL: https://github.com/apache/spark/pull/35737#discussion_r820009353



##########
File path: python/pyspark/rdd.py
##########
@@ -465,6 +465,21 @@ def getCheckpointFile(self) -> Optional[str]:
 
         return checkpointFile.get() if checkpointFile.isDefined() else None
 
+    def cleanShuffleDependencies(self, blocking: bool = False) -> None:
+        """
+        Removes an RDD's shuffles and it's non-persisted ancestors.
+
+        When running without a shuffle service, cleaning up shuffle files 
enables downscaling.
+        If you use the RDD after this call, you should checkpoint and 
materialize it first.
+
+        .. versionadded:: 3.3.0
+
+        Notes

Review comment:
       Oh also we should add it in the list at 
https://github.com/apache/spark/blob/master/python/docs/source/reference/pyspark.rst




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