zhengruifeng commented on pull request #29018:
URL: https://github.com/apache/spark/pull/29018#issuecomment-656487627


   I had removed the specialization in those methods, expect in `TreePoint`, 
but there seems no significant improvement. I need more time to figure out 
while it is slower.
   
   > I honestly don't know how often the training is limited by memory vs CPU 
here?
   
   It is a trade-off between RAM vs CPU.
   I think CPU is a bit more important, since the training dataset tend to fit 
in memory.
   But if it can reduce 70% RAM usage at the cost of <5% slower, I think it 
worthwhile.


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