|  | Read the F-ing Papers! | 
|  |  | 
|  |  | 
|  | This document describes RCU-related publications, and is followed by | 
|  | the corresponding bibtex entries.  A number of the publications may | 
|  | be found at http://www.rdrop.com/users/paulmck/RCU/. | 
|  |  | 
|  | The first thing resembling RCU was published in 1980, when Kung and Lehman | 
|  | [Kung80] recommended use of a garbage collector to defer destruction | 
|  | of nodes in a parallel binary search tree in order to simplify its | 
|  | implementation.  This works well in environments that have garbage | 
|  | collectors, but current production garbage collectors incur significant | 
|  | read-side overhead. | 
|  |  | 
|  | In 1982, Manber and Ladner [Manber82,Manber84] recommended deferring | 
|  | destruction until all threads running at that time have terminated, again | 
|  | for a parallel binary search tree.  This approach works well in systems | 
|  | with short-lived threads, such as the K42 research operating system. | 
|  | However, Linux has long-lived tasks, so more is needed. | 
|  |  | 
|  | In 1986, Hennessy, Osisek, and Seigh [Hennessy89] introduced passive | 
|  | serialization, which is an RCU-like mechanism that relies on the presence | 
|  | of "quiescent states" in the VM/XA hypervisor that are guaranteed not | 
|  | to be referencing the data structure.  However, this mechanism was not | 
|  | optimized for modern computer systems, which is not surprising given | 
|  | that these overheads were not so expensive in the mid-80s.  Nonetheless, | 
|  | passive serialization appears to be the first deferred-destruction | 
|  | mechanism to be used in production.  Furthermore, the relevant patent has | 
|  | lapsed, so this approach may be used in non-GPL software, if desired. | 
|  | (In contrast, use of RCU is permitted only in software licensed under | 
|  | GPL.  Sorry!!!) | 
|  |  | 
|  | In 1990, Pugh [Pugh90] noted that explicitly tracking which threads | 
|  | were reading a given data structure permitted deferred free to operate | 
|  | in the presence of non-terminating threads.  However, this explicit | 
|  | tracking imposes significant read-side overhead, which is undesirable | 
|  | in read-mostly situations.  This algorithm does take pains to avoid | 
|  | write-side contention and parallelize the other write-side overheads by | 
|  | providing a fine-grained locking design, however, it would be interesting | 
|  | to see how much of the performance advantage reported in 1990 remains | 
|  | in 2004. | 
|  |  | 
|  | At about this same time, Adams [Adams91] described ``chaotic relaxation'', | 
|  | where the normal barriers between successive iterations of convergent | 
|  | numerical algorithms are relaxed, so that iteration $n$ might use | 
|  | data from iteration $n-1$ or even $n-2$.  This introduces error, | 
|  | which typically slows convergence and thus increases the number of | 
|  | iterations required.  However, this increase is sometimes more than made | 
|  | up for by a reduction in the number of expensive barrier operations, | 
|  | which are otherwise required to synchronize the threads at the end | 
|  | of each iteration.  Unfortunately, chaotic relaxation requires highly | 
|  | structured data, such as the matrices used in scientific programs, and | 
|  | is thus inapplicable to most data structures in operating-system kernels. | 
|  |  | 
|  | In 1993, Jacobson [Jacobson93] verbally described what is perhaps the | 
|  | simplest deferred-free technique: simply waiting a fixed amount of time | 
|  | before freeing blocks awaiting deferred free.  Jacobson did not describe | 
|  | any write-side changes he might have made in this work using SGI's Irix | 
|  | kernel.  Aju John published a similar technique in 1995 [AjuJohn95]. | 
|  | This works well if there is a well-defined upper bound on the length of | 
|  | time that reading threads can hold references, as there might well be in | 
|  | hard real-time systems.  However, if this time is exceeded, perhaps due | 
|  | to preemption, excessive interrupts, or larger-than-anticipated load, | 
|  | memory corruption can ensue, with no reasonable means of diagnosis. | 
|  | Jacobson's technique is therefore inappropriate for use in production | 
|  | operating-system kernels, except when such kernels can provide hard | 
|  | real-time response guarantees for all operations. | 
|  |  | 
|  | Also in 1995, Pu et al. [Pu95a] applied a technique similar to that of Pugh's | 
|  | read-side-tracking to permit replugging of algorithms within a commercial | 
|  | Unix operating system.  However, this replugging permitted only a single | 
|  | reader at a time.  The following year, this same group of researchers | 
|  | extended their technique to allow for multiple readers [Cowan96a]. | 
|  | Their approach requires memory barriers (and thus pipeline stalls), | 
|  | but reduces memory latency, contention, and locking overheads. | 
|  |  | 
|  | 1995 also saw the first publication of DYNIX/ptx's RCU mechanism | 
|  | [Slingwine95], which was optimized for modern CPU architectures, | 
|  | and was successfully applied to a number of situations within the | 
|  | DYNIX/ptx kernel.  The corresponding conference paper appeared in 1998 | 
|  | [McKenney98]. | 
|  |  | 
|  | In 1999, the Tornado and K42 groups described their "generations" | 
|  | mechanism, which quite similar to RCU [Gamsa99].  These operating systems | 
|  | made pervasive use of RCU in place of "existence locks", which greatly | 
|  | simplifies locking hierarchies. | 
|  |  | 
|  | 2001 saw the first RCU presentation involving Linux [McKenney01a] | 
|  | at OLS.  The resulting abundance of RCU patches was presented the | 
|  | following year [McKenney02a], and use of RCU in dcache was first | 
|  | described that same year [Linder02a]. | 
|  |  | 
|  | Also in 2002, Michael [Michael02b,Michael02a] presented techniques | 
|  | that defer the destruction of data structures to simplify non-blocking | 
|  | synchronization (wait-free synchronization, lock-free synchronization, | 
|  | and obstruction-free synchronization are all examples of non-blocking | 
|  | synchronization).  In particular, this technique eliminates locking, | 
|  | reduces contention, reduces memory latency for readers, and parallelizes | 
|  | pipeline stalls and memory latency for writers.  However, these | 
|  | techniques still impose significant read-side overhead in the form of | 
|  | memory barriers.  Researchers at Sun worked along similar lines in the | 
|  | same timeframe [HerlihyLM02,HerlihyLMS03]. | 
|  |  | 
|  | In 2003, the K42 group described how RCU could be used to create | 
|  | hot-pluggable implementations of operating-system functions.  Later that | 
|  | year saw a paper describing an RCU implementation of System V IPC | 
|  | [Arcangeli03], and an introduction to RCU in Linux Journal [McKenney03a]. | 
|  |  | 
|  | 2004 has seen a Linux-Journal article on use of RCU in dcache | 
|  | [McKenney04a], a performance comparison of locking to RCU on several | 
|  | different CPUs [McKenney04b], a dissertation describing use of RCU in a | 
|  | number of operating-system kernels [PaulEdwardMcKenneyPhD], a paper | 
|  | describing how to make RCU safe for soft-realtime applications [Sarma04c], | 
|  | and a paper describing SELinux performance with RCU [JamesMorris04b]. | 
|  |  | 
|  |  | 
|  | 2005 has seen further adaptation of RCU to realtime use, permitting | 
|  | preemption of RCU realtime critical sections [PaulMcKenney05a, | 
|  | PaulMcKenney05b]. | 
|  |  | 
|  | Bibtex Entries | 
|  |  | 
|  | @article{Kung80 | 
|  | ,author="H. T. Kung and Q. Lehman" | 
|  | ,title="Concurrent Maintenance of Binary Search Trees" | 
|  | ,Year="1980" | 
|  | ,Month="September" | 
|  | ,journal="ACM Transactions on Database Systems" | 
|  | ,volume="5" | 
|  | ,number="3" | 
|  | ,pages="354-382" | 
|  | } | 
|  |  | 
|  | @techreport{Manber82 | 
|  | ,author="Udi Manber and Richard E. Ladner" | 
|  | ,title="Concurrency Control in a Dynamic Search Structure" | 
|  | ,institution="Department of Computer Science, University of Washington" | 
|  | ,address="Seattle, Washington" | 
|  | ,year="1982" | 
|  | ,number="82-01-01" | 
|  | ,month="January" | 
|  | ,pages="28" | 
|  | } | 
|  |  | 
|  | @article{Manber84 | 
|  | ,author="Udi Manber and Richard E. Ladner" | 
|  | ,title="Concurrency Control in a Dynamic Search Structure" | 
|  | ,Year="1984" | 
|  | ,Month="September" | 
|  | ,journal="ACM Transactions on Database Systems" | 
|  | ,volume="9" | 
|  | ,number="3" | 
|  | ,pages="439-455" | 
|  | } | 
|  |  | 
|  | @techreport{Hennessy89 | 
|  | ,author="James P. Hennessy and Damian L. Osisek and Joseph W. {Seigh II}" | 
|  | ,title="Passive Serialization in a Multitasking Environment" | 
|  | ,institution="US Patent and Trademark Office" | 
|  | ,address="Washington, DC" | 
|  | ,year="1989" | 
|  | ,number="US Patent 4,809,168 (lapsed)" | 
|  | ,month="February" | 
|  | ,pages="11" | 
|  | } | 
|  |  | 
|  | @techreport{Pugh90 | 
|  | ,author="William Pugh" | 
|  | ,title="Concurrent Maintenance of Skip Lists" | 
|  | ,institution="Institute of Advanced Computer Science Studies, Department of Computer Science, University of Maryland" | 
|  | ,address="College Park, Maryland" | 
|  | ,year="1990" | 
|  | ,number="CS-TR-2222.1" | 
|  | ,month="June" | 
|  | } | 
|  |  | 
|  | @Book{Adams91 | 
|  | ,Author="Gregory R. Adams" | 
|  | ,title="Concurrent Programming, Principles, and Practices" | 
|  | ,Publisher="Benjamin Cummins" | 
|  | ,Year="1991" | 
|  | } | 
|  |  | 
|  | @unpublished{Jacobson93 | 
|  | ,author="Van Jacobson" | 
|  | ,title="Avoid Read-Side Locking Via Delayed Free" | 
|  | ,year="1993" | 
|  | ,month="September" | 
|  | ,note="Verbal discussion" | 
|  | } | 
|  |  | 
|  | @Conference{AjuJohn95 | 
|  | ,Author="Aju John" | 
|  | ,Title="Dynamic vnodes -- Design and Implementation" | 
|  | ,Booktitle="{USENIX Winter 1995}" | 
|  | ,Publisher="USENIX Association" | 
|  | ,Month="January" | 
|  | ,Year="1995" | 
|  | ,pages="11-23" | 
|  | ,Address="New Orleans, LA" | 
|  | } | 
|  |  | 
|  | @techreport{Slingwine95 | 
|  | ,author="John D. Slingwine and Paul E. McKenney" | 
|  | ,title="Apparatus and Method for Achieving Reduced Overhead Mutual | 
|  | Exclusion and Maintaining Coherency in a Multiprocessor System | 
|  | Utilizing Execution History and Thread Monitoring" | 
|  | ,institution="US Patent and Trademark Office" | 
|  | ,address="Washington, DC" | 
|  | ,year="1995" | 
|  | ,number="US Patent 5,442,758 (contributed under GPL)" | 
|  | ,month="August" | 
|  | } | 
|  |  | 
|  | @techreport{Slingwine97 | 
|  | ,author="John D. Slingwine and Paul E. McKenney" | 
|  | ,title="Method for maintaining data coherency using thread | 
|  | activity summaries in a multicomputer system" | 
|  | ,institution="US Patent and Trademark Office" | 
|  | ,address="Washington, DC" | 
|  | ,year="1997" | 
|  | ,number="US Patent 5,608,893 (contributed under GPL)" | 
|  | ,month="March" | 
|  | } | 
|  |  | 
|  | @techreport{Slingwine98 | 
|  | ,author="John D. Slingwine and Paul E. McKenney" | 
|  | ,title="Apparatus and method for achieving reduced overhead | 
|  | mutual exclusion and maintaining coherency in a multiprocessor | 
|  | system utilizing execution history and thread monitoring" | 
|  | ,institution="US Patent and Trademark Office" | 
|  | ,address="Washington, DC" | 
|  | ,year="1998" | 
|  | ,number="US Patent 5,727,209 (contributed under GPL)" | 
|  | ,month="March" | 
|  | } | 
|  |  | 
|  | @Conference{McKenney98 | 
|  | ,Author="Paul E. McKenney and John D. Slingwine" | 
|  | ,Title="Read-Copy Update: Using Execution History to Solve Concurrency | 
|  | Problems" | 
|  | ,Booktitle="{Parallel and Distributed Computing and Systems}" | 
|  | ,Month="October" | 
|  | ,Year="1998" | 
|  | ,pages="509-518" | 
|  | ,Address="Las Vegas, NV" | 
|  | } | 
|  |  | 
|  | @Conference{Gamsa99 | 
|  | ,Author="Ben Gamsa and Orran Krieger and Jonathan Appavoo and Michael Stumm" | 
|  | ,Title="Tornado: Maximizing Locality and Concurrency in a Shared Memory | 
|  | Multiprocessor Operating System" | 
|  | ,Booktitle="{Proceedings of the 3\textsuperscript{rd} Symposium on | 
|  | Operating System Design and Implementation}" | 
|  | ,Month="February" | 
|  | ,Year="1999" | 
|  | ,pages="87-100" | 
|  | ,Address="New Orleans, LA" | 
|  | } | 
|  |  | 
|  | @techreport{Slingwine01 | 
|  | ,author="John D. Slingwine and Paul E. McKenney" | 
|  | ,title="Apparatus and method for achieving reduced overhead | 
|  | mutual exclusion and maintaining coherency in a multiprocessor | 
|  | system utilizing execution history and thread monitoring" | 
|  | ,institution="US Patent and Trademark Office" | 
|  | ,address="Washington, DC" | 
|  | ,year="2001" | 
|  | ,number="US Patent 5,219,690 (contributed under GPL)" | 
|  | ,month="April" | 
|  | } | 
|  |  | 
|  | @Conference{McKenney01a | 
|  | ,Author="Paul E. McKenney and Jonathan Appavoo and Andi Kleen and | 
|  | Orran Krieger and Rusty Russell and Dipankar Sarma and Maneesh Soni" | 
|  | ,Title="Read-Copy Update" | 
|  | ,Booktitle="{Ottawa Linux Symposium}" | 
|  | ,Month="July" | 
|  | ,Year="2001" | 
|  | ,note="Available: | 
|  | \url{http://www.linuxsymposium.org/2001/abstracts/readcopy.php} | 
|  | \url{http://www.rdrop.com/users/paulmck/rclock/rclock_OLS.2001.05.01c.pdf} | 
|  | [Viewed June 23, 2004]" | 
|  | annotation=" | 
|  | Described RCU, and presented some patches implementing and using it in | 
|  | the Linux kernel. | 
|  | " | 
|  | } | 
|  |  | 
|  | @Conference{Linder02a | 
|  | ,Author="Hanna Linder and Dipankar Sarma and Maneesh Soni" | 
|  | ,Title="Scalability of the Directory Entry Cache" | 
|  | ,Booktitle="{Ottawa Linux Symposium}" | 
|  | ,Month="June" | 
|  | ,Year="2002" | 
|  | ,pages="289-300" | 
|  | } | 
|  |  | 
|  | @Conference{McKenney02a | 
|  | ,Author="Paul E. McKenney and Dipankar Sarma and | 
|  | Andrea Arcangeli and Andi Kleen and Orran Krieger and Rusty Russell" | 
|  | ,Title="Read-Copy Update" | 
|  | ,Booktitle="{Ottawa Linux Symposium}" | 
|  | ,Month="June" | 
|  | ,Year="2002" | 
|  | ,pages="338-367" | 
|  | ,note="Available: | 
|  | \url{http://www.linux.org.uk/~ajh/ols2002_proceedings.pdf.gz} | 
|  | [Viewed June 23, 2004]" | 
|  | } | 
|  |  | 
|  | @article{Appavoo03a | 
|  | ,author="J. Appavoo and K. Hui and C. A. N. Soules and R. W. Wisniewski and | 
|  | D. M. {Da Silva} and O. Krieger and M. A. Auslander and D. J. Edelsohn and | 
|  | B. Gamsa and G. R. Ganger and P. McKenney and M. Ostrowski and | 
|  | B. Rosenburg and M. Stumm and J. Xenidis" | 
|  | ,title="Enabling Autonomic Behavior in Systems Software With Hot Swapping" | 
|  | ,Year="2003" | 
|  | ,Month="January" | 
|  | ,journal="IBM Systems Journal" | 
|  | ,volume="42" | 
|  | ,number="1" | 
|  | ,pages="60-76" | 
|  | } | 
|  |  | 
|  | @Conference{Arcangeli03 | 
|  | ,Author="Andrea Arcangeli and Mingming Cao and Paul E. McKenney and | 
|  | Dipankar Sarma" | 
|  | ,Title="Using Read-Copy Update Techniques for {System V IPC} in the | 
|  | {Linux} 2.5 Kernel" | 
|  | ,Booktitle="Proceedings of the 2003 USENIX Annual Technical Conference | 
|  | (FREENIX Track)" | 
|  | ,Publisher="USENIX Association" | 
|  | ,year="2003" | 
|  | ,month="June" | 
|  | ,pages="297-310" | 
|  | } | 
|  |  | 
|  | @article{McKenney03a | 
|  | ,author="Paul E. McKenney" | 
|  | ,title="Using {RCU} in the {Linux} 2.5 Kernel" | 
|  | ,Year="2003" | 
|  | ,Month="October" | 
|  | ,journal="Linux Journal" | 
|  | ,volume="1" | 
|  | ,number="114" | 
|  | ,pages="18-26" | 
|  | } | 
|  |  | 
|  | @techreport{Friedberg03a | 
|  | ,author="Stuart A. Friedberg" | 
|  | ,title="Lock-Free Wild Card Search Data Structure and Method" | 
|  | ,institution="US Patent and Trademark Office" | 
|  | ,address="Washington, DC" | 
|  | ,year="2003" | 
|  | ,number="US Patent 6,662,184 (contributed under GPL)" | 
|  | ,month="December" | 
|  | ,pages="112" | 
|  | } | 
|  |  | 
|  | @article{McKenney04a | 
|  | ,author="Paul E. McKenney and Dipankar Sarma and Maneesh Soni" | 
|  | ,title="Scaling dcache with {RCU}" | 
|  | ,Year="2004" | 
|  | ,Month="January" | 
|  | ,journal="Linux Journal" | 
|  | ,volume="1" | 
|  | ,number="118" | 
|  | ,pages="38-46" | 
|  | } | 
|  |  | 
|  | @Conference{McKenney04b | 
|  | ,Author="Paul E. McKenney" | 
|  | ,Title="{RCU} vs. Locking Performance on Different {CPUs}" | 
|  | ,Booktitle="{linux.conf.au}" | 
|  | ,Month="January" | 
|  | ,Year="2004" | 
|  | ,Address="Adelaide, Australia" | 
|  | ,note="Available: | 
|  | \url{http://www.linux.org.au/conf/2004/abstracts.html#90} | 
|  | \url{http://www.rdrop.com/users/paulmck/rclock/lockperf.2004.01.17a.pdf} | 
|  | [Viewed June 23, 2004]" | 
|  | } | 
|  |  | 
|  | @phdthesis{PaulEdwardMcKenneyPhD | 
|  | ,author="Paul E. McKenney" | 
|  | ,title="Exploiting Deferred Destruction: | 
|  | An Analysis of Read-Copy-Update Techniques | 
|  | in Operating System Kernels" | 
|  | ,school="OGI School of Science and Engineering at | 
|  | Oregon Health and Sciences University" | 
|  | ,year="2004" | 
|  | ,note="Available: | 
|  | \url{http://www.rdrop.com/users/paulmck/RCU/RCUdissertation.2004.07.14e1.pdf} | 
|  | [Viewed October 15, 2004]" | 
|  | } | 
|  |  | 
|  | @Conference{Sarma04c | 
|  | ,Author="Dipankar Sarma and Paul E. McKenney" | 
|  | ,Title="Making RCU Safe for Deep Sub-Millisecond Response Realtime Applications" | 
|  | ,Booktitle="Proceedings of the 2004 USENIX Annual Technical Conference | 
|  | (FREENIX Track)" | 
|  | ,Publisher="USENIX Association" | 
|  | ,year="2004" | 
|  | ,month="June" | 
|  | ,pages="182-191" | 
|  | } | 
|  |  | 
|  | @unpublished{JamesMorris04b | 
|  | ,Author="James Morris" | 
|  | ,Title="Recent Developments in {SELinux} Kernel Performance" | 
|  | ,month="December" | 
|  | ,year="2004" | 
|  | ,note="Available: | 
|  | \url{http://www.livejournal.com/users/james_morris/2153.html} | 
|  | [Viewed December 10, 2004]" | 
|  | } | 
|  |  | 
|  | @unpublished{PaulMcKenney05a | 
|  | ,Author="Paul E. McKenney" | 
|  | ,Title="{[RFC]} {RCU} and {CONFIG\_PREEMPT\_RT} progress" | 
|  | ,month="May" | 
|  | ,year="2005" | 
|  | ,note="Available: | 
|  | \url{http://lkml.org/lkml/2005/5/9/185} | 
|  | [Viewed May 13, 2005]" | 
|  | ,annotation=" | 
|  | First publication of working lock-based deferred free patches | 
|  | for the CONFIG_PREEMPT_RT environment. | 
|  | " | 
|  | } | 
|  |  | 
|  | @conference{PaulMcKenney05b | 
|  | ,Author="Paul E. McKenney and Dipankar Sarma" | 
|  | ,Title="Towards Hard Realtime Response from the Linux Kernel on SMP Hardware" | 
|  | ,Booktitle="linux.conf.au 2005" | 
|  | ,month="April" | 
|  | ,year="2005" | 
|  | ,address="Canberra, Australia" | 
|  | ,note="Available: | 
|  | \url{http://www.rdrop.com/users/paulmck/RCU/realtimeRCU.2005.04.23a.pdf} | 
|  | [Viewed May 13, 2005]" | 
|  | ,annotation=" | 
|  | Realtime turns into making RCU yet more realtime friendly. | 
|  | " | 
|  | } |