srowen 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_r353904796
 
 

 ##########
 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:
   I think the point is that the implementation also caches a small 
transformation of it, so this one is kind of pointless. But yes, then the 
unpersist() should be removed below.
   
   I'm OK with it but we could fix some issues in GaussianMixture while we're 
here. It never unpersists the data it caches internally, when it should do so. 
It should also arguably respect whether the given RDD is already cached, but 
maybe we skip that here.

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