dongjoon-hyun commented on a change in pull request #26758: 
[SPARK-30124][MLLIB] unnecessary persist in PythonMLLibAPI.scala
URL: https://github.com/apache/spark/pull/26758#discussion_r353897726
 
 

 ##########
 File path: 
mllib/src/main/scala/org/apache/spark/mllib/api/python/PythonMLLibAPI.scala
 ##########
 @@ -408,7 +408,7 @@ private[python] class PythonMLLibAPI extends Serializable {
     if (seed != null) gmmAlg.setSeed(seed)
 
     try {
-      new 
GaussianMixtureModelWrapper(gmmAlg.run(data.rdd.persist(StorageLevel.MEMORY_AND_DISK)))
+      new GaussianMixtureModelWrapper(gmmAlg.run(data.rdd))
 
 Review comment:
   For me, this looks not harmful for the performance. Also, this PR seems to 
break the symmetric structure of `try` and `finally`. If this has no effective 
good, I'd like to recommend to avoid this change.

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