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LOAD BALANCING USING PROGRESSIVE SAMPLING BASED ON

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专利名称:LOAD BALANCING USING PROGRESSIVE

SAMPLING BASED ON LOAD BALANCINGQUALITY TARGETS

发明人:Garret Swart,Smriti R. Ramakrishnan申请号:US13561383申请日:20120730

公开号:US20140033223A1公开日:20140130

专利附图:

摘要:A method, system, and computer program product for of load balancing in aparallel map/reduce paradigm. The method commences by sampling a first set of input

records, and forming a prospective load balancing assignment by assigning the first setof input records to the plurality of worker tasks based on a workload estimate for eachof the worker tasks. To measure the prospective load balancing assignment, the methodcompares the workload variance over the plurality of worker tasks to a workloadvariance target, and also calculates a confidence level based on the sampled first set ofinput records. If the measured quality of the prospective load balancing assignment isnot yet achieved, then the method samples additional input records; for example whenthe calculated workload variance is greater than the maximum workload variance targetor when the calculated confidence level is lower than a confidence level threshold.

申请人:Garret Swart,Smriti R. Ramakrishnan

地址:Palo Alto CA US,Palo Alto CA US

国籍:US,US

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