Github user andrewor14 commented on the issue:
https://github.com/apache/spark/pull/15133
We should probably just make it a random UUID in all cases to be
consistent. I don't know if people check whether `spark.app.name` is set, so
that might be a backward compatibility concern (though one that we kind of
already broke with `SparkSession`).
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