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  1. SystemDS
  2. SYSTEMDS-3451

Slow Federated Mlogreg on Criteo (dummy-coded)

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Details

    • Bug
    • Status: Closed
    • Major
    • Resolution: Fixed
    • SystemDS 3.1
    • SystemDS 3.1
    • None
    • None

    Description

      Running MLogreg on a subset of Criteo in one-hot encoded form (with ~1M columns) is slow because performance is dominated by unnecessary transpose operations that are not compiled in local CP operations.

      Heavy Hitters for Mlogreg with maxi=30 with coordinator and 3 workers (fed-par-inst=1) on localhost.

        1  m_multiLogReg        218.289      1
        2  fed_r'               129.660     29
        3  fed_mmchain           32.098     63
        4  fed_ba+*              18.524     62
        5  fed_transformencode   15.455      1
        6  fed_fedinit            8.052      1
        7  *                      7.354    754
        8  n+                     7.332    121
        9  +*                     2.253    127
       10  -                      2.152    361
      

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