Github user srowen commented on the issue: https://github.com/apache/spark/pull/9973 You're right but lots of output semantics are per partition. I don't think we can do the update in one transaction no matter what. This improves the behavior in many cases so is worthwhile behavior but doesn't make this truly bulletproof or idempotrnt no matter what. The operation can still fail after the commit of any partition and then fail on reexecution .
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