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  1. SystemDS
  2. SYSTEMDS-1882

Perftest: Kmeans shows different behavior compared to previous releases

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Details

    • Bug
    • Status: Closed
    • Blocker
    • Resolution: Not A Problem
    • None
    • SystemML 0.15
    • None
    • None

    Description

      The current SystemML master shows different convergence behavior on the perftest Kmeans scenarios. Triggered by significantly increased execution times, a comparison with 0.14 showed the following output (note the different number of iterations):

      With SystemML 0.14

      Run 1, Iteration 1:  Terminated with code = 3,  Centroid WCSS = 1.1884874830960146E11
      Run 3, Iteration 2:  Terminated with code = 1,  Centroid WCSS = 1.1836165397662901E11
      Run 2, Iteration 2:  Terminated with code = 1,  Centroid WCSS = 1.1836165397662901E11
      Run 7, Iteration 2:  Terminated with code = 1,  Centroid WCSS = 1.1836165397662901E11
      Run 6, Iteration 2:  Terminated with code = 1,  Centroid WCSS = 1.1836165397662901E11
      Run 9, Iteration 2:  Terminated with code = 1,  Centroid WCSS = 1.1836165397662901E11
      Run 8, Iteration 2:  Terminated with code = 1,  Centroid WCSS = 1.1836165397662901E11
      Run 4, Iteration 2:  Terminated with code = 1,  Centroid WCSS = 1.1836165397662901E11
      Run 5, Iteration 2:  Terminated with code = 1,  Centroid WCSS = 1.1836165397662901E11
      Run 10, Iteration 2:  Terminated with code = 1,  Centroid WCSS = 1.1836165397662901E11
      

      With SystemML master:

      Run 8, Iteration 12:  Terminated with code = 1,  Centroid WCSS = 1.0897515693466766E11
      Run 4, Iteration 14:  Terminated with code = 1,  Centroid WCSS = 1.0900183622869571E11
      Run 1, Iteration 15:  Terminated with code = 1,  Centroid WCSS = 1.0892913262046584E11
      Run 2, Iteration 16:  Terminated with code = 1,  Centroid WCSS = 1.0893145533814377E11
      Run 6, Iteration 17:  Terminated with code = 1,  Centroid WCSS = 1.0881596327984634E11
      Run 3, Iteration 17:  Terminated with code = 1,  Centroid WCSS = 1.0910103829718127E11
      Run 7, Iteration 20:  Terminated with code = 1,  Centroid WCSS = 1.089467832141638E11
      Run 10, Iteration 20:  Terminated with code = 2,  Centroid WCSS = 1.0873719552339151E11
      Run 5, Iteration 20:  Terminated with code = 2,  Centroid WCSS = 1.0891758743999176E11
      Run 9, Iteration 20:  Terminated with code = 2,  Centroid WCSS = 1.089222095610236E11
      

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            mboehm7 Matthias Boehm
            mboehm7 Matthias Boehm
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              Created:
              Updated:
              Resolved: