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Automatic Parameter Tuning for Spark Framework

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SparkTuning

An cost-based parameter tuning tool for Spark framework

How to run

  1. compile and package code/spark-1.4.0
  2. install code/spark-1.4.0 to your cluster
  3. shrink input data and sumbit an application to spark cluster
  4. feed the application runtime logs to code/WhatIf, get the best config
  5. rerun the application with the best config and the whole input data

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Automatic Parameter Tuning for Spark Framework

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  • Scala 77.3%
  • Java 9.8%
  • Python 8.7%
  • R 2.3%
  • Shell 1.0%
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