Adaptive replacement cache
Adaptive Replacement Cache (ARC) is a page replacement algorithm with better performance than LRU (least recently used). This is accomplished by keeping track of both frequently used and recently used pages plus a recent eviction history for both. The algorithm was developed at the IBM Almaden Research Center. In 2006, IBM was granted a patent for the adaptive replacement cache policy.
Basic LRU maintains an ordered list (the cache directory) of resource entries in the cache, with the sort order based on the time of most recent access. New entries are added at the top of the list, after the bottom entry has been evicted. Cache hits move to the top, pushing all other entries down.
ARC improves the basic LRU strategy by splitting the cache directory into two lists, T1 and T2, for recently and frequently referenced entries. In turn, each of these is extended with a ghost list (B1 or B2), which is attached to the bottom of the two lists. These ghost lists act as scorecards by keeping track of the history of recently evicted cache entries, and the algorithm uses ghost hits to adapt to recent change in resource usage. Note that the ghost lists only contain metadata (keys for the entries) and not the resource data itself, i.e. as an entry is evicted into a ghost list its data is discarded. The combined cache directory is organised in four LRU lists:
- T1, for recent cache entries.
- T2, for frequent entries, referenced at least twice.
- B1, ghost entries recently evicted from the T1 cache, but are still tracked.
- B2, similar ghost entries, but evicted from T2.
T1 and B1 together are referred to as L1, a combined history of recent single references. Similarly, L2 is the combination of T2 and B2.
The whole cache directory can be visualised in a single line:
. . . [ B1 <-[ T1 <-!-> T2 ]-> B2 ] . . [ . . . . [ . . . . . . ! . .^. . . . ] . . . . ] [ fixed cache size (c) ]
The inner [ ] brackets indicate actual cache, which although fixed in size, can move freely across the B1 and B2 history.
L1 is now displayed from right to left, starting at the top, indicated by the ! marker. ^ indicates the target size for T1, and may be equal to, smaller than, or larger than the actual size (as indicated by !).
- New entries enter T1, to the left of !, and are gradually pushed to the left, eventually being evicted from T1 into B1, and finally dropped out altogether.
- Any entry in L1 that gets referenced once more, gets another chance, and enters L2, just to the right of the central ! marker. From there, it is again pushed outward, from T2 into B2. Entries in L2 that get another hit can repeat this indefinitely, until they finally drop out on the far right of B2.
Entries (re-)entering the cache (T1,T2) will cause ! to move towards the target marker ^. If no free space exists in the cache, this marker also determines whether either T1 or T2 will evict an entry.
- Hits in B1 will increase the size of T1, pushing ^ to the right. The last entry in T2 is evicted into B2.
- Hits in B2 will shrink T1, pushing ^ back to the left. The last entry in T1 is now evicted into B1.
- A cache miss will not affect ^, but the ! boundary will move closer to ^.
ARC is currently deployed in IBM's DS6000/DS8000 storage controllers.
Sun Microsystems's scalable file system ZFS uses a variant of ARC as an alternative to the traditional Solaris filesystem page cache in virtual memory. It has been modified to allow for locked pages that are currently in use and cannot be vacated.
- One Up on LRU, Usenix :login; August 2003
- Nimrod Megiddo and Dharmendra Modha, 2010-03-09 archive of the ARC home page, with pointers to several articles
- comments in Solaris ZFS arc.c source file explains differences with original work
- Article in Postgresql General Bits, "The Saga of the ARC Algorithm and Patent", published 6 February 2005
- Reference document, "VMware vSAN Caching Algorithms"
- ARC: A Self-Tuning, Low Overhead Replacement Cache (2003) by Nimrod Megiddo, Dharmendra Modha
- Linux Memory Management Wiki
- Bourbonnais, Roch. ZFS Dynamics
- Python implementation, recipe 576532
- Comparison of LRU, ARC and others
- Implementation in ANSI/C