Page Reuse in Cyclic Thrashing of GPU Under Oversubscription: Work-in-Progress

2020 International Conference on Compilers, Architecture, and Synthesis for Embedded Systems (CASES)(2020)

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摘要
Nvidia GPUs can oversubscribe CPU-side RAM, elevating GPU programmability and enabling GPU to use data beyond the size of GPU memory. However, oversubsrciption accompanies overhead of constant exchange of pages between the GPU and the CPU. To this problem, while previous works implemented and experimented solutions overhead in GPU simulators, we propose a new method implemented in the driver, which runs actual GPU hardware. We developed algorithms that detect repeated page replacement of the pages and pin pages in GPU memory to be reused in the future without replacement.
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关键词
GPU,unified memory,eviction policy,page reuse
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