Github user markhamstra commented on the issue:
https://github.com/apache/spark/pull/17113
> Spark does immediately abort the stage but it doesn't kill the running
tasks
Whether running tasks are interrupted on stage abort or not depends on the
state of a config boolean -- and ideally we'd like to get to the point where we
can confidently set that config so that running tasks are interrupted when the
associated job or stage dies.
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