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Ever noticed this in the Spark UI? You configured 2000 shuffle partitions... but Spark created 2009 tasks! At first, it looks like something went wrong. But this is actually one of Spark's smartest optimizations. Here's what happened: 1999 partitions were around 100 MB 1 partition was nearly 1 GB Instead of letting one huge partition slow down ...
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