Github user shahidki31 commented on the issue:

    https://github.com/apache/spark/pull/22784
  
    Hi @kiszk Maximum it can go upto the following limit.
    
https://github.com/apache/spark/blob/23cfda1547355a823a3b2b2d374e64608c9ce175/mllib/src/main/scala/org/apache/spark/mllib/linalg/EigenValueDecomposition.scala#L78-L79
    
    where ncv = min(n, 2*k), normally k << n.
    
    For eg: if n = 1 million features, we can compute top 100 principle 
components. 
    
    Number of principle components to compute is configurable.


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