DocumentCode :
125520
Title :
TinyLFU: A Highly Efficient Cache Admission Policy
Author :
Einziger, Gil ; Friedman, R.
Author_Institution :
Comput. Sci. Dept., Technion - Israel Inst. of Technol., Haifa, Israel
fYear :
2014
fDate :
12-14 Feb. 2014
Firstpage :
146
Lastpage :
153
Abstract :
This paper proposes to use a frequency based cache admission policy in order to boost the effectiveness of caches subject to skewed access distributions. Rather than deciding on which object to evict, TinyLFU decides, based on the recent access history, whether it is worth admitting an accessed object into the cache at the expense of the eviction candidate. Realizing this concept is enabled through a novel approximate LFU structure called TinyLFU, which maintains an approximate representation of the access frequency of recently accessed objects. TinyLFU is extremely compact and lightweight as it builds upon Bloom filter theory. The paper shows an analysis of the properties of TinyLFU including simulations of both synthetic workloads as well as YouTube and Wikipedia traces.
Keywords :
cache storage; data structures; Bloom filter theory; TinyLFU; Wikipedia; YouTube; access frequency; frequency based cache admission policy; novel approximate LFU structure; Approximation methods; Finite wordlength effects; Histograms; History; Memory management; Optimization; Radiation detectors; Cache; LFU; TinyLFU; approximate count; bloom filter; cloud cache; data cache; sketch; sliding window; web cache; zipf;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Parallel, Distributed and Network-Based Processing (PDP), 2014 22nd Euromicro International Conference on
Conference_Location :
Torino
ISSN :
1066-6192
Type :
conf
DOI :
10.1109/PDP.2014.34
Filename :
6787265
Link To Document :
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