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- W2034256066 abstract "Heterogeneous multicore processors that integrate CPU cores and data-parallel accelerators such as GPU cores onto the same die raise several new issues for sharing various on-chip resources. The shared last-level cache (LLC) is one of the most important shared resources due to its impact on performance. Accesses to the shared LLC in heterogeneous multicore processors can be dominated by the GPU due to the significantly higher number of threads supported. Under current cache management policies, the CPU applications' share of the LLC can be significantly reduced in the presence of competing GPU applications. For cache sensitive CPU applications, a reduced share of the LLC could lead to significant performance degradation. On the contrary, GPU applications can often tolerate increased memory access latency in the presence of LLC misses when there is sufficient thread-level parallelism. In this work, we propose Heterogeneous LLC Management (HeLM), a novel shared LLC management policy that takes advantage of the GPU's tolerance for memory access latency. HeLM is able to throttle GPU LLC accesses and yield LLC space to cache sensitive CPU applications. GPU LLC access throttling is achieved by allowing GPU threads that can tolerate longer memory access latencies to bypass the LLC. The latency tolerance of a GPU application is determined by the availability of thread-level parallelism, which can be measured at runtime as the average number of threads that are available for issuing. Our heterogeneous LLC management scheme outperforms LRU policy by 12.5% and TAP-RRIP by 5.6% for a processor with 4 CPU and 4 GPU cores." @default.
- W2034256066 created "2016-06-24" @default.
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- W2034256066 date "2013-10-07" @default.
- W2034256066 modified "2023-09-26" @default.
- W2034256066 title "Managing shared last-level cache in a heterogeneous multicore processor" @default.
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- W2034256066 doi "https://doi.org/10.5555/2523721.2523753" @default.
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