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[SPARK-48628][CORE] Add task peak on/off heap memory metrics #47776

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liuzqt wants to merge 3 commits into from

update benchmark result

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[SPARK-48628][CORE] Add task peak on/off heap memory metrics #47776

update benchmark result
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