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