GPU程序中生产者-消费者同步的验证

Rahul Sharma, Michael A. Bauer, A. Aiken
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引用次数: 17

摘要

以前正式验证为GPU编写的代码的努力仅仅集中在传统数据并行GPU编程模型中编写的内核上。以前的工作没有考虑到更高的性能,但更复杂的,基于当前硬件上可用的生产者-消费者命名屏障的warp专用内核。在这项工作中,我们提出了命名屏障的第一个形式化操作语义,并定义了对warp专门化内核来说是正确的意味着什么。我们给出了验证翘曲专门化核正确性的算法,并证明了它们对于最常见的一类翘曲专门化程序是健全和完备的。我们还介绍了WEFT,一个用于检查warp专用代码的验证工具。使用WEFT,我们发现了专门用于生产warp的内核中的几个重要bug。
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Verification of producer-consumer synchronization in GPU programs
Previous efforts to formally verify code written for GPUs have focused solely on kernels written within the traditional data-parallel GPU programming model. No previous work has considered the higher performance, but more complex, warp-specialized kernels based on producer-consumer named barriers available on current hardware. In this work we present the first formal operational semantics for named barriers and define what it means for a warp-specialized kernel to be correct. We give algorithms for verifying the correctness of warp-specialized kernels and prove that they are both sound and complete for the most common class of warp-specialized programs. We also present WEFT, a verification tool for checking warp-specialized code. Using WEFT, we discover several non-trivial bugs in production warp-specialized kernels.
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