srowen commented on a change in pull request #23983: [SPARK-26881][core] 
Heuristic for tree aggregate depth
URL: https://github.com/apache/spark/pull/23983#discussion_r262966334
 
 

 ##########
 File path: 
mllib/src/main/scala/org/apache/spark/mllib/linalg/distributed/RowMatrix.scala
 ##########
 @@ -117,6 +118,7 @@ class RowMatrix @Since("1.0.0") (
     // Computes n*(n+1)/2, avoiding overflow in the multiplication.
     // This succeeds when n <= 65535, which is checked above
     val nt = if (n % 2 == 0) ((n / 2) * (n + 1)) else (n * ((n + 1) / 2))
+    val grammianSizeInMb = (SizeEstimator.estimate(new BDV[Double](nt)) / 
1000).toInt
 
 Review comment:
   I wouldn't allocate a potentially large vector just for this. Just go with 
the ad-hoc estimate of `nt * 8 / 1000000`
   Nit: grammian -> gramian

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