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Implementation Of Mixed Precision In Solving Systems Of Linear Equations On The Cell Processor

机译:单元处理器上线性方程组求解中混合精度的实现

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This paper describes the design concepts behind implementations of mixed-precision linear algebra routines targeted for the Cell processor. It describes in detail the implementation of code to solve linear system of equations using Gaussian elimination in single precision with iterative refinement of the solution to the full double-precision accuracy. By utilizing this approach the algorithm achieves close to an order of magnitude higher performance on the Cell processor than the performance offered by the standard double-precision algorithm. The code is effectively an implementation of the high-performance LINPACK benchmark, as it meets all of the requirements concerning the problem being solved and the numerical properties of the solution.
机译:本文介绍了针对Cell处理器的混合精度线性代数例程的实现背后的设计概念。它详细描述了代码的实现,该代码的实现是使用高斯消除以单精度求解线性方程组,并对解决方案进行迭代细化以达到全双精度精度。通过使用这种方法,该算法在单元处理器上的性能比标准双精度算法提供的性能高出近一个数量级。该代码实际上满足了高性能LINPACK基准的要求,因为它满足了有关要解决的问题和解决方案的数值属性的所有要求。

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