Github user cloud-fan commented on the issue:
https://github.com/apache/spark/pull/16677
I'm convinced, there are 2 major issues:
1. abusing shuffle. we need a new mechanism for driver to analyze some
statistics about data (records per map task)
2. too many small tasks. We need a better algorithm to decide the
parallelism of limit.
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