首页> 外文会议>The 2005 Symposium on Applications and the Internet, 2005. Proceedings >Load balancing with internode precedence relations: a new methodfor static allocation of DAGs into parallel systems
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Load balancing with internode precedence relations: a new methodfor static allocation of DAGs into parallel systems

机译:具有节点间优先级关系的负载均衡:一种新方法用于将DAG静态分配到并行系统

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In order to execute a parallel program Pp on a parallel machinePM, we must determine an allocation function which assigns Pp operationsto PM processors, such that the execution time of Pp is minimum. As thisproblem is known to be NP-complete, a lot of alternative approaches havebeen proposed in the literature. We refer to load balancing (LB)approaches, ie. to mapping algorithms which determine allocationfunction by uniformly distributing the computational load among PMprocessors. Through a simple example we show that internode precedencerelations (IPR) cannot be neglected in LB algorithms when we want toachieve high speed up. As far as we know, LB algorithms do not considerIPR, so we present a new LB algorithm which determines an allocation ofPp on PM respecting IPR. We compare the parallel execution timesachievable through the presented algorithm with the ones given by themapping algorithm described in (Bultan and Aykanar, 1992); comparisons,based on actual executions of Pp with different sizes and granularities,show that the presented algorithm gives performance improvements varyingfrom 6% to 76%
机译:为了在并行机上执行并行程序Pp PM,我们必须确定一个分配函数来分配Pp操作 到PM处理器,这样Pp的执行时间最短。这样 已知问题是NP完全的,有许多替代方法 已在文献中提出。我们指的是负载平衡(LB) 方法,即。确定分配的映射算法 通过在PM之间均匀分配计算负荷来实现功能 处理器。通过一个简单的示例,我们表明节点间优先级 当我们想要在LB算法中不能忽略关系(IPR) 实现高速度。据我们所知,LB算法没有考虑 IPR,因此我们提出了一种新的LB算法,该算法确定了 关于PM的PP尊重IPR。我们比较并行执行时间 通过提出的算法可以实现 (Bultan and Aykanar,1992)中描述的映射算法;比较, 根据不同大小和粒度的Pp的实际执行情况, 表明,所提出的算法可带来不同的性能改进 从6%到76%

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