Github user mengxr commented on the pull request:

    https://github.com/apache/spark/pull/7258#issuecomment-120571131
  
    @zhangjiajin Let's merge this version and make improvements in follow-up 
PRs:
    
    1. `LocalPrefixSpan` performance
      a. `run` should output `Iterator` instead of `Array`.
      b. Local count shouldn't use `groupBy`, which creates too many arrays. We 
can use `PrimitiveKeyOpenHashMap`.
      c. We can use list to avoid materialize frequent sequences.
    2. If there are not enough length-1 patterns to distribute the work, we 
make another pass to find length-2 patterns.
    3. Support non-temporal sequences.
    
    I will make JIRAs for each of them. @feynmanliang will work on 1). 
@zhangjiajin Could you work on 2) and do some performance benchmark? Thanks!


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