object ReplaceHashWithSortAgg extends Rule[SparkPlan]
Replace hash-based aggregate with sort aggregate in the spark plan if:
1. The plan is a pair of partial and final HashAggregateExec or ObjectHashAggregateExec, and the child of partial aggregate satisfies the sort order of corresponding SortAggregateExec. or 2. The plan is a HashAggregateExec or ObjectHashAggregateExec, and the child satisfies the sort order of corresponding SortAggregateExec.
Examples: 1. aggregate after join:
HashAggregate(t1.i, SUM, final) | SortAggregate(t1.i, SUM, complete) HashAggregate(t1.i, SUM, partial) => | | SortMergeJoin(t1.i = t2.j) SortMergeJoin(t1.i = t2.j)
2. aggregate after sort:
HashAggregate(t1.i, SUM, partial) SortAggregate(t1.i, SUM, partial) | => | Sort(t1.i) Sort(t1.i)
Hash-based aggregate can be replaced when its child satisfies the sort order of corresponding sort aggregate. Sort aggregate is faster in the sense that it does not have hashing overhead of hash aggregate.
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