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  1. Spark
  2. SPARK-28499

Optimize MinMaxScaler

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Details

    • Improvement
    • Status: Resolved
    • Minor
    • Resolution: Fixed
    • 3.0.0
    • 3.0.0
    • ML
    • None

    Description

      current impl of MinMaxScaler has some small places to be optimized:

      1, avoid call param getter in udf.

      If I remember correctly, there was some tickets and prs about this, calling param getter in udf or map function, will significantly slow down the computation.

      2, for a constant dim, the transformed value is also a constant value, which can be precomputed.

      3, for a usual dim (i-th), the value is update by

      values = (values - minArray) / range * scale + $(min)

      here, we can precompute  scale / range, so that a division can be skipped.

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              podongfeng Ruifeng Zheng
              podongfeng Ruifeng Zheng
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                Updated:
                Resolved: