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[SPARK-18946][ML] sliceAggregate which is a new aggregate operator for high-dimensional data #17000

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[SPARK-18946][ML] sliceAggregate which is a new aggregate operator for high-dimensional data #17000

Merge branch 'master' into slice-aggregate1
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