Designing a cost-effective cache replacement policy using machine learning

S Sethumurugan, J Yin, J Sartori - … on High-Performance …, 2021 - ieeexplore.ieee.org
… Figures 10 and 11 show performance comparisons for SPEC CPU 2006 and Cloudsuite
benchmarks, respectively. RLR outperforms KPC-R and DRRIP for all benchmarks. For our …

Applying deep learning to the cache replacement problem

Z Shi, X Huang, A Jain, C Lin - Proceedings of the 52nd Annual IEEE …, 2019 - dl.acm.org
… Single-Core Performance. Figure 11 shows that Glider significantly reduces the LLC miss
rate in comparison with the three state-of-the-art replacement policies. In particular, Glider …

An imitation learning approach for cache replacement

E Liu, M Hashemi, K Swersky… - International …, 2020 - proceedings.mlr.press
… -to-end cache replacement and several supervised tasks that further improve its performance
… However, to ensure a fair comparison, we verified that the measured hit rates for LRU and …

A page replacement algorithm based on a fuzzy approach to improve cache memory performance

D Akbari Bengar, A Ebrahimnejad, H Motameni… - Soft Computing, 2020 - Springer
replacement algorithm that is simple to implement. The algorithm, which uses three parameters
to cluster cache pages, is called the fuzzy page replacement … then exits the cache. The …

Learning cache replacement with {CACHEUS}

LV Rodriguez, F Yusuf, S Lyons, E Paz… - … USENIX Conference on …, 2021 - usenix.org
… For storage systems, cache replacement is one such problem … fully adaptive, machine-learned
caching algorithms that utilize a … To compare the relative performance of various caching

Learning future reference patterns for efficient cache replacement decisions

H Choi, S Park - IEEE Access, 2022 - ieeexplore.ieee.org
… a cache replacement policy technique to increase the cache hit rate. This policy can improve
the efficiency of cache management and performance. … superior results in comparison to the …

CacheQuery: learning replacement policies from hardware caches

P Vila, P Ganty, M Guarnieri, B Köpf - Proceedings of the 41st ACM …, 2020 - dl.acm.org
… approach for learning cache replacement policies that goes … real-time (or performance
counter) measurements on silicon … class of replacement policies, in comparison to permutation …

[图书][B] Cache replacement policies

A Jain, C Lin - 2019 - books.google.com
… -aware cache replacement policy can improve performance by reducing the number of
performance… For a fair comparison, the baseline also includes a victim cache, called the locality …

Intermediate data placement and cache replacement strategy under Spark platform

C Li, Y Zhang, Y Luo - Journal of Parallel and Distributed Computing, 2022 - Elsevier
… Spark is widely used due to its high performance caching … In the comparison experiment
of data placement, the algorithm … , in the comparison experiment of cache replacement, the …

Generalization of LRU cache replacement policy with applications to video streaming

E Friedlander, V Aggarwal - … Transactions on Modeling and Performance …, 2019 - dl.acm.org
… This article further aims to compare the performance of gLRU with LRU and give preliminary
comparisons with several other cache replacement policies. In addition to LRU, we consider …