Github user LucaCanali commented on the issue: https://github.com/apache/spark/pull/22397 Thanks @srowen for reviewing this. The metrics are commented in the source code of TaskMetrics class, I took most of the descriptions from there, adding some additional explanations where needed. Indeed I agree that the fact that time units are not uniform is a bit incovenient.
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