ART:网格和环面在并行和分布式计算中的鲁棒性

C. Yeh, B. Parhami
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引用次数: 1

摘要

我们提出了阵列鲁棒性定理(ARTs),用于在故障阵列上进行有效的计算和通信。不需要硬件冗余,也不假设完整的子网格或子环面的可用性。基于ARTs,各种各样的问题,包括排序、FFT、总交换、排列和一些矩阵操作,都可以用1+o(1)的减速因子来解决。ARTs可容忍的故障数量范围为0 (min (n/sup 1-1/d/, n/d, n/h)),对于大多数n节点二维网格或具有随机故障的环面,ARTs可容忍的故障数量为0 (n),其中h是每个处理器的数据项数。由此产生的运行时间是迄今为止报道的解决故障阵列上许多问题的最佳结果。基于ARTs和鲁棒库、优先级仿真规则和X' y '路由等其他组件,我们引入了鲁棒自适应接口层(RAIL)作为普通算法/程序和故障网络/硬件之间的中间件。实际上,RAIL为更高层提供了一个虚拟的无故障网络,而普通的算法/程序通过RAIL转换为相应的可在故障网络上运行的鲁棒算法/程序。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
ART: robustness of meshes and tori for parallel and distributed computation
We formulate array robustness theorems (ARTs) for efficient computation and communication on faulty arrays. No hardware redundancy is required and no assumption is made about the availability of a complete submesh or subtorus. Based on ARTs, a very wide variety of problem, including sorting, FFT, total exchange, permutation, and some matrix operations, can be solved with a slowdown factor of 1+o(1). The number of faults tolerated by ARTs ranges from o(min (n/sup 1-1/d/, n/d, n/h)) for n-ary d-cubes with worst-case faults to as large as o(N) for most N-node 2-D meshes or tori with random faults, where h is the number of data items per processor The resultant running times are the best results reported thus far for solving many problems on faulty arrays. Based on ARTs and several other components such as robust libraries, the priority emulation discipline, and X'Y' routing, we introduce the robust adaptation interface layer (RAIL) as a middleware between ordinary algorithms/programs and the faulty network/hardware. In effect, RAIL provides a virtual fault-free network to higher layers, while ordinary algorithms/programs are transformed through RAIL into corresponding robust algorithms/programs that can run on faulty networks.
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