TY - GEN
T1 - AdaptiveClimb – Adaptive policy for cache replacement extended abstract
AU - Berend, Daniel
AU - Dolev, Shlomi
AU - Kogan-Sadetsky, Marina
N1 - Publisher Copyright: © 2019 Copyright is held by the owner/author(s).
PY - 2019/5/22
Y1 - 2019/5/22
N2 - We introduce the AdaptiveClimb cache policy, a new policy for cache management. This policy improves LRU to gain higher performance in a fixed probability scenario, without maintaining statistics for each item. Rather, it stores a single value (the current jump), while preserving the fast adaptation of probability changes of LRU. AdaptiveClimb is a modification of CLIMB cache policy, that unlike CLIMB changes the number of positions shifts according to whether the last request has been a hit or a miss. Performance of CLIMB is close to that of the optimal off-line algorithm, but its stabilization time is long. LRU is much more sensitive to changes, but it is sensitive to noise. Thus, AdaptiveClimb combines these two advantages in a single algorithm with both good performance and short stabilization time.
AB - We introduce the AdaptiveClimb cache policy, a new policy for cache management. This policy improves LRU to gain higher performance in a fixed probability scenario, without maintaining statistics for each item. Rather, it stores a single value (the current jump), while preserving the fast adaptation of probability changes of LRU. AdaptiveClimb is a modification of CLIMB cache policy, that unlike CLIMB changes the number of positions shifts according to whether the last request has been a hit or a miss. Performance of CLIMB is close to that of the optimal off-line algorithm, but its stabilization time is long. LRU is much more sensitive to changes, but it is sensitive to noise. Thus, AdaptiveClimb combines these two advantages in a single algorithm with both good performance and short stabilization time.
UR - http://www.scopus.com/inward/record.url?scp=85067133128&partnerID=8YFLogxK
U2 - https://doi.org/10.1145/3319647.3325848
DO - https://doi.org/10.1145/3319647.3325848
M3 - Conference contribution
T3 - SYSTOR 2019 - Proceedings of the 12th ACM International Systems and Storage Conference
SP - 187
BT - SYSTOR 2019 - Proceedings of the 12th ACM International Systems and Storage Conference
T2 - 12th ACM International Systems and Storage Conference, SYSTOR 2019
Y2 - 3 June 2019 through 5 June 2019
ER -