在CUDA/OpenMP代码中使用调度熵放大来显示不可再现性问题

D. Defour
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引用次数: 0

摘要

每次浮点运算都会出现舍入错误或取消,再加上并行代码中缺乏对执行顺序的控制,会导致数值问题,例如数值可再现性。为了提高发现这类数值问题的可能性,本文提出了一种基于索引插入器和索引扰频器的简单解决方案,以扩大执行顺序的可能组合。
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Using scheduling entropy amplification in CUDA/OpenMP code to exhibit non-reproducibility issues
Rounding error or cancellation that appears with each floating-point operations, combined with the lack of control over execution order in parallel code leads to numerical issues such as numerical reproducibility. In order to enhance the possibility to discover such numerical issue, in this article we propose a simple solution base on an index interposer and an index scrambler to amplify the possible combination of execution order.
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