TY - JOUR
T1 - A unified multiple-level cache for high performance storage systems
AU - He, Xubin
AU - Ou, Li
AU - Kosa, Martha J.
AU - Scott, Stephen L.
AU - Engelmann, Christian
PY - 2007
Y1 - 2007
N2 - Multi-level cache hierarchies are widely used in high-performance storage systems to improve I/O performance. However, traditional cache management algorithms are not suited well for such cache organisations. Recently proposed multi-level cache replacement algorithms using aggressive exclusive caching work well with single or multiple-client, low-correlated workloads, but suffer serious performance degradation with multiple-client, high-correlated workloads. In this paper, we propose a new cache management algorithm that handles multi-level buffer caches by forming a unified cache (uCache), which uses both exclusive caching in L2 storage caches and cooperative client caching. We also propose a new local replacement algorithm, Frequency Based Eviction-Reference (FBER), based on our study of access patterns in exclusive caches. Our simulation results show that uCache increases the cumulative cache hit ratio dramatically. Compared to other popular cache algorithms, such as LRU, the I/O response time is improved by up to 46% for low-correlated workloads and 53% for high-correlated workloads.
AB - Multi-level cache hierarchies are widely used in high-performance storage systems to improve I/O performance. However, traditional cache management algorithms are not suited well for such cache organisations. Recently proposed multi-level cache replacement algorithms using aggressive exclusive caching work well with single or multiple-client, low-correlated workloads, but suffer serious performance degradation with multiple-client, high-correlated workloads. In this paper, we propose a new cache management algorithm that handles multi-level buffer caches by forming a unified cache (uCache), which uses both exclusive caching in L2 storage caches and cooperative client caching. We also propose a new local replacement algorithm, Frequency Based Eviction-Reference (FBER), based on our study of access patterns in exclusive caches. Our simulation results show that uCache increases the cumulative cache hit ratio dramatically. Compared to other popular cache algorithms, such as LRU, the I/O response time is improved by up to 46% for low-correlated workloads and 53% for high-correlated workloads.
KW - Cooperative cache
KW - Distributed I/O
KW - Multi-level cache
KW - Storage systems
UR - http://www.scopus.com/inward/record.url?scp=56349172641&partnerID=8YFLogxK
U2 - 10.1504/IJHPCN.2007.015768
DO - 10.1504/IJHPCN.2007.015768
M3 - Article
AN - SCOPUS:56349172641
SN - 1740-0562
VL - 5
SP - 97
EP - 109
JO - International Journal of High Performance Computing and Networking
JF - International Journal of High Performance Computing and Networking
IS - 1-2
ER -