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  1. Spark
  2. SPARK-1406

PMML model evaluation support via MLib

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Details

    • New Feature
    • Status: Resolved
    • Major
    • Resolution: Fixed
    • None
    • 1.4.0
    • MLlib
    • None

    Description

      It would be useful if spark would provide support the evaluation of PMML models (http://www.dmg.org/v4-2/GeneralStructure.html).

      This would allow to use analytical models that were created with a statistical modeling tool like R, SAS, SPSS, etc. with Spark (MLib) which would perform the actual model evaluation for a given input tuple. The PMML model would then just contain the "parameterization" of an analytical model.

      Other projects like JPMML-Evaluator do a similar thing.
      https://github.com/jpmml/jpmml/tree/master/pmml-evaluator

      Attachments

        1. SPARK-1406_v2.pdf
          199 kB
          Vincenzo Selvaggio
        2. MyJPMMLEval.java
          2 kB
          Vincenzo Selvaggio
        3. SPARK-1406.pdf
          187 kB
          Vincenzo Selvaggio
        4. kmeans.xml
          2 kB
          Vincenzo Selvaggio

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              selvinsource Vincenzo Selvaggio
              thomasd Thomas Darimont
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              Dates

                Created:
                Updated:
                Resolved: