How to Automate Performance Tuning for Apache Spark

How to Automate Performance Tuning for Apache Spark

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Impact of automated tuning

19 of 19

19 of 19

Impact of automated tuning

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How to Automate Performance Tuning for Apache Spark

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  1. 1 Intro
  2. 2 What is performance tuning?
  3. 3 Why automate performance tuning?
  4. 4 Perf tuning is an iterative process
  5. 5 Common issues: lack of parallelism
  6. 6 Common issues: shuffle spill
  7. 7 Improvements based on node metrics
  8. 8 Cost-speed trade-off
  9. 9 Recap: manual perf tuning
  10. 10 Open source tuning tools
  11. 11 Motivations
  12. 12 Architecture (tech)
  13. 13 Architecture (algo)
  14. 14 Heuristics example
  15. 15 Evaluator
  16. 16 Experiment manager
  17. 17 Data Mechanics platform
  18. 18 Common issues: data skew
  19. 19 Impact of automated tuning

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