How to Make Apache Spark on Kubernetes Run Reliably on Spot Instances

How to Make Apache Spark on Kubernetes Run Reliably on Spot Instances

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Intro

1 of 19

1 of 19

Intro

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How to Make Apache Spark on Kubernetes Run Reliably on Spot Instances

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  1. 1 Intro
  2. 2 Kubernetes is a new cluster manager for Spark
  3. 3 The Spark on Kubernetes Journey
  4. 4 Spark on YARN: architecture & pain points
  5. 5 Spark on Kubernetes: architecture & benefits
  6. 6 Our background - Ocean for Apache Spark
  7. 7 Spot instances
  8. 8 How does Spark cope with spot interruptions?
  9. 9 Best practice: run driver OD, execs on Spot
  10. 10 This is how your cluster may look like
  11. 11 Limitation: Avoid cross-Az data transfer
  12. 12 We ran an experiment to measure the impact
  13. 13 Experiment results
  14. 14 Since Spark 3.1: Graceful Exec Decommissioning
  15. 15 Spark 3.1 - Graceful Exec Decommissioning
  16. 16 Graceful Exec Decommissioning - Experiment
  17. 17 Since Spark 3.2: Executor PVC Reuse
  18. 18 What's new in Spark 3.3 for Spark-on-kes
  19. 19 DATA+AI SUMMIT 2022

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