提高核外计算的性能

M. Kandemir, J. Ramanujam, A. Choudhary
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引用次数: 19

摘要

处理核外数据的困难限制了并行机器和高端超级计算机的潜力。由于编写一个高效的核外版本的程序是一项困难的任务,并且由于虚拟内存系统在科学计算中表现不佳,我们认为显然需要针对核外计算的编译器定向显式I/O方法。在本文中,我们提出了一种编译算法,通过选择磁盘上的文件布局和循环转换的良好组合来优化核外代码中磁盘访问的局部性。转换改变了数组数据的访问顺序。在IBM SP-2和Intel Paragon上获得的实验结果提供了令人鼓舞的证据,表明我们的方法在优化依赖于分布式内存机器中驻留磁盘数据的程序方面是成功的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Improving the performance of out-of-core computations
The difficulty of handling out-of-core data limits the potential of parallel machines and high-end supercomputers. Since writing an efficient out-of-core version of a program is a difficult task and since virtual memory systems do not perform well on scientific computations, we believe that there is a clear need for compiler-directed explicit I/O approach for out-of-core computations. In this paper, we present a compiler algorithm to optimize locality of disk accesses in out-of-core codes by choosing a good combination of file layouts on disks and loop transformations. The transformations change the access order of array data. Experimental results obtained on IBM SP-2 and Intel Paragon provide encouraging evidence that our approach is successful at optimizing programs which depend on disk-resident data in distributed-memory machines.
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