Github user mengxr commented on a diff in the pull request:

    https://github.com/apache/spark/pull/4109#discussion_r23589789
  
    --- Diff: mllib/src/main/scala/org/apache/spark/mllib/linalg/Matrices.scala 
---
    @@ -281,31 +344,53 @@ class SparseMatrix(
     
       require(values.length == rowIndices.length, "The number of row indices 
and values don't match! " +
         s"values.length: ${values.length}, rowIndices.length: 
${rowIndices.length}")
    -  require(colPtrs.length == numCols + 1, "The length of the column indices 
should be the " +
    -    s"number of columns + 1. Currently, colPointers.length: 
${colPtrs.length}, " +
    -    s"numCols: $numCols")
    +  // The Or statement is for the case when the matrix is transposed
    +  require(colPtrs.length == numCols + 1 || colPtrs.length == numRows + 1, 
"The length of the " +
    +    "column indices should be the number of columns + 1. Currently, 
colPointers.length: " +
    +    s"${colPtrs.length}, numCols: $numCols")
       require(values.length == colPtrs.last, "The last value of colPtrs must 
equal the number of " +
         s"elements. values.length: ${values.length}, colPtrs.last: 
${colPtrs.last}")
     
       override def toArray: Array[Double] = {
         val arr = new Array[Double](numRows * numCols)
    -    var j = 0
    -    while (j < numCols) {
    -      var i = colPtrs(j)
    -      val indEnd = colPtrs(j + 1)
    -      val offset = j * numRows
    -      while (i < indEnd) {
    -        val rowIndex = rowIndices(i)
    -        arr(offset + rowIndex) = values(i)
    +    // if statement inside the loop would be expensive
    +    if (!isTransposed) {
    +      var j = 0
    --- End diff --
    
    Use `foreachActive`.


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