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COMPARISON OF BACKFILLING ALGORITHMS FOR JOB SCHEDULING IN DISTRIBUTED MEMORY PARALLEL SYSTEM

机译:分布式内存并行系统中作业调度回填算法的比较

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In this paper, we compare the performance of backfilling scheduling algorithms using multiple-queue and look-ahead with the basic aggressive strategy on a multiprocessor system. Schedulers employing backfilling algorithms in distributed-memory parallel system have been found to improve system utilization and job response time by allowing smaller jobs from back of the waiting queue to execute before the larger jobs which have arrived earlier. Backfilling algorithms also overcome the problem of starvation and waste of processing resources exhibited by algorithms like shortest job first and longest job first. We have implemented the backfilling scheduling algorithms with basic aggressive, multiple-queue, and with look-ahead strategy. We compare their performances and investigate the conditions for increasing the utilization and decreasing the fragmentation of the system resources. The look-ahead backfilling scheduling algorithm attempts to find the best packing possible given the current composition of the queue, thus maximizing the utilization at every scheduling step. It reduces the mean response time of all jobs. We use simulation to evaluate the performance of the scheduling disciplines.
机译:在本文中,我们使用多队列将回填调度算法的性能进行比较,并使用多处理器系统上的基本攻击策略。已经发现使用分布式存储器并行系统中的回填算法的调度器通过允许从等待队列的背面执行较小的作业来提高系统利用率和作业响应时间,以在更早到达的更大作业之前执行。回填算法还克服了算法展示的饥饿和浪费算法,如最短的工作首先和最长的工作。我们已经实现了具有基本攻击性,多队列的回填调度算法,以及前瞻策略。我们比较他们的表演并调查增加利用率的条件,并降低系统资源的碎片。寻找调度调度算法试图在给定队列的当前组成时找到最佳包装,从而在每个调度步骤中最大化利用率。它减少了所有工作的平均响应时间。我们使用模拟来评估调度学科的性能。

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