Github user mpjlu commented on the issue:

    https://github.com/apache/spark/pull/19536
  
    
    
![image](https://user-images.githubusercontent.com/13826327/31934047-8e886360-b8dd-11e7-996a-d734ac39bc5b.png)
    
    
    100k*100k, sparsity   0.05 | old | old | New
    -- | -- | -- | --
    rank | f2j | mkl | mkl
    20 | 4 | 9 | 4
    50 | 13 | 12 | 13
    100 | 40 | 60 | 30
    200 | 156 | 90 | 66
    500 | 900 | 720 | 270
    
    
    
    
    This is the performance data of this PR.
    The date size is 100,000*100,000, the data sparsity is 0.05.
    The test environment is:
    3 workers: 35 cores/worker, 210G memory/worker, 1 executor/worker.
    The native BLAS is Intel MKL



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