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DISTRIBUTED COMPUTING USING DISTRIBUTED AVERAGE CONSENSUS

机译:使用分布式平均共识进行分布式计算

摘要

Each of a plurality of distributed computing devices receives a respective data partition of a plurality of data partitions for a computing task. A first distributed computing device generates a first partial result of a plurality of partial results generated by the plurality of distributed computing devices. The first computing device iteratively executes a distributed average consensus (DAC) process. At each iteration, the first computing device transmits the first partial result to a second computing device, receives a second partial result generated by the second computing device, and updates the first partial result by computing an average of the first and second partial results. In response to determining that respective partial results of the plurality of distributed computing devices have reached a consensus value, the first computing device stops executing the DAC process, and generates a final result of the computing task based on the consensus value.
机译:多个分布式计算设备中的每个接收用于计算任务的多个数据分区中的相应数据分区。第一分布式计算设备生成由多个分布式计算设备生成的多个部分结果中的第一部分结果。第一计算设备迭代地执行分布式平均共识(DAC)过程。在每次迭代中,第一计算设备将第一部分结果发送到第二计算设备,接收第二计算设备生成的第二部分结果,并通过计算第一和第二部分结果的平均值来更新第一部分结果。响应于确定多个分布式计算设备的各个部分结果已经达到共识值,第一计算设备停止执行DAC处理,并基于该共识值生成计算任务的最终结果。

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