Page Reuse in Cyclic Thrashing of GPU Under Oversubscription: Work-in-Progress
Autor: | Hwansoo Han, Dojin Park, Hyunjun Kim |
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Rok vydání: | 2020 |
Předmět: |
010302 applied physics
Computer science Thrashing 02 engineering and technology Parallel computing Software_PROGRAMMINGTECHNIQUES Work in process Reuse 01 natural sciences 020202 computer hardware & architecture Constant (computer programming) 0103 physical sciences 0202 electrical engineering electronic engineering information engineering Overhead (computing) Central processing unit ComputingMethodologies_COMPUTERGRAPHICS |
Zdroj: | CASES |
DOI: | 10.1109/cases51649.2020.9243742 |
Popis: | 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. |
Databáze: | OpenAIRE |
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