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

    https://github.com/apache/spark/pull/7360#discussion_r34484732
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/fpm/LocalPrefixSpan.scala ---
    @@ -42,22 +44,20 @@ private[fpm] object LocalPrefixSpan extends Logging 
with Serializable {
       def run(
           minCount: Long,
           maxPatternLength: Int,
    -      prefix: Array[Int],
    -      projectedDatabase: Array[Array[Int]]): Array[(Array[Int], Long)] = {
    +      prefix: ArrayBuffer[Int],
    --- End diff --
    
    `ArrayBuilder` is better than `ArrayBuffer` for `Int`. The latter is not 
specialized for `Int` and hence has boxing/unboxing overhead. But here, we may 
want to consider `List` to avoid re-allocating buffers. The cost is that we 
have to inverse the list, e.g., 
https://github.com/apache/spark/blob/master/mllib/src/main/scala/org/apache/spark/mllib/fpm/FPTree.scala#L72.


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