Github user vanzin commented on the issue:
https://github.com/apache/spark/pull/14162
To answer my own question: the MR service throws exceptions when there's an
error during initialization. (See `ShuffleHandler.java`, there's no swallowing
of exceptions during `serviceInit` and `serviceStart`.)
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