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Let's say all nodes that are running Flink job manager are restarted at the same time, is there any impact to the running task managers which are untouched?

Thanks!

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The new job managers will restart all of the jobs from their latest checkpoints, using the information (job graphs, checkpoint metadata) they find in the HA service provider.