HyukjinKwon commented on a change in pull request #29242:
URL: https://github.com/apache/spark/pull/29242#discussion_r460621898



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File path: python/pyspark/sql/dataframe.py
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@@ -674,7 +674,7 @@ def cache(self):
         .. note:: The default storage level has changed to `MEMORY_AND_DISK` 
to match Scala in 2.0.
         """
         self.is_cached = True
-        self._jdf.cache()
+        self.persist(StorageLevel.MEMORY_AND_DISK)

Review comment:
       DataFrame itself is not serialized via Python unless you want to 
collect/createDataFrame/Python UDFs way whereas Python RDD are serialized via 
Python pickle. The code paths should be same as Scala's. I don't think this 
change is necessary.




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