srowen commented on a change in pull request #26454: [SPARK-29818][MLLIB] 
Missing persist on RDD
URL: https://github.com/apache/spark/pull/26454#discussion_r344788315
 
 

 ##########
 File path: mllib/src/main/scala/org/apache/spark/ml/tuning/CrossValidator.scala
 ##########
 @@ -141,8 +141,10 @@ class CrossValidator @Since("1.2.0") (@Since("1.4.0") 
override val uid: String)
       Some(Array.fill($(numFolds))(Array.fill[Model[_]](epm.length)(null)))
     } else None
 
+    val inputRDD = dataset.toDF.rdd
+    inputRDD.persist()
 
 Review comment:
   This is up to the caller though. At least you'd have to check if it's 
already persisted. We add these internal persist calls for important partial 
results though, not user inputs, in general, and only if the user input was 
cached. 

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