zhengruifeng opened a new pull request #27145: [SPARK-30457][ML] Use 
PeriodicRDDCheckpointer instead of NodeIdCache
URL: https://github.com/apache/spark/pull/27145
 
 
   ### What changes were proposed in this pull request?
   1, del `NodeIdCache`, and use `PeriodicRDDCheckpointer` instead;
   2, reuse broadcasted `Splits` in the whole training;
   
   
   ### Why are the changes needed?
   1, The functionality of `NodeIdCache` and `PeriodicRDDCheckpointer` are 
highly similar, and the update process of nodeIds is simple;
   2, only need to broadcast `Splits` once;
   
   ### Does this PR introduce any user-facing change?
   No
   
   
   ### How was this patch tested?
   Existing testsuites
   

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