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The design and implementation of the parallel out-of-core ScaLAPACKLU, QR, and Cholesky factorization routines

机译:平行核心缩放标记,QR和Cholesky分解例程的设计与实现

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This paper describes the design and implementation of three core factorization routines-LU, QR, and Cholesky-included in the out-of-core extension of ScaLAPACK. These routines allow the factorization And solution of a dense system that is too large to fit entirely in physical memory. The full matrix is stored On disk and the factorization routines transfer sub-matrice panels into memory. The 'left-looking' column- Oriented variant of the factorization algorithm is implemented to reduce the disk I/O traffic. The routines Are implemented using a portable I/O interface and utilize high-performance ScaLAPACK factorization Routines as in-core computational kernels.
机译:本文介绍了三个核心分解例程-Lu,QR和Cholesky的设计和实施,包括在尺寸外核心延伸中。这些例程允许对密集系统的分解和解决方案太大,无法完全适合物理内存。完整矩阵存储在磁盘上,将子矩阵面板传输到内存中。实现了“左侧”栏的分解算法的定向变体,以减少磁盘I / O流量。例程是使用便携式I / O接口实现的,并利用高性能缩放分解例程作为核心计算内核。

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