Study of performance on SMP and distributed memory architectures using a shared memory programming model

摘要

In this paper we examine the use of a shared memory programming model to address the problem of portability of application codes between distributed memory and shared memory architectures. We do this with an extension of the Parallel C Preprocessor. The extension, borrowed from Split-C and AC, uses type qualifiers instead of storage class modifiers to declare variables that are shared among processors. The type qualifier declaration supports an abstract shared memory facility on distributed memory machines while making direct use of hardware support on shared memory architectures. Our benchmarking study spans a wide range of shared memory and distributed memory platforms. Benchmarks include Gaussian elimination with back substitution, a two-dimensional fast Fourier transform, and a matrix-matrix multiply. We find that the type-qualifier-based shared memory programming model is capable of efficiently spanning both distributed memory and shared memory architectures. Although the resulting shared memory programming model is portable, it does not remove the need to arrange for overlapped or blocked remote memory references on platforms that require these tuning measures in order to obtain good performance.