Linus Torvalds | 1da177e | 2005-04-16 15:20:36 -0700 | [diff] [blame] | 1 | Read the F-ing Papers! |
| 2 | |
| 3 | |
| 4 | This document describes RCU-related publications, and is followed by |
Paul E. McKenney | dd81eca | 2005-09-10 00:26:24 -0700 | [diff] [blame] | 5 | the corresponding bibtex entries. A number of the publications may |
| 6 | be found at http://www.rdrop.com/users/paulmck/RCU/. |
Linus Torvalds | 1da177e | 2005-04-16 15:20:36 -0700 | [diff] [blame] | 7 | |
| 8 | The first thing resembling RCU was published in 1980, when Kung and Lehman |
| 9 | [Kung80] recommended use of a garbage collector to defer destruction |
| 10 | of nodes in a parallel binary search tree in order to simplify its |
| 11 | implementation. This works well in environments that have garbage |
| 12 | collectors, but current production garbage collectors incur significant |
| 13 | read-side overhead. |
| 14 | |
| 15 | In 1982, Manber and Ladner [Manber82,Manber84] recommended deferring |
| 16 | destruction until all threads running at that time have terminated, again |
| 17 | for a parallel binary search tree. This approach works well in systems |
| 18 | with short-lived threads, such as the K42 research operating system. |
| 19 | However, Linux has long-lived tasks, so more is needed. |
| 20 | |
| 21 | In 1986, Hennessy, Osisek, and Seigh [Hennessy89] introduced passive |
| 22 | serialization, which is an RCU-like mechanism that relies on the presence |
| 23 | of "quiescent states" in the VM/XA hypervisor that are guaranteed not |
| 24 | to be referencing the data structure. However, this mechanism was not |
| 25 | optimized for modern computer systems, which is not surprising given |
| 26 | that these overheads were not so expensive in the mid-80s. Nonetheless, |
| 27 | passive serialization appears to be the first deferred-destruction |
| 28 | mechanism to be used in production. Furthermore, the relevant patent has |
| 29 | lapsed, so this approach may be used in non-GPL software, if desired. |
| 30 | (In contrast, use of RCU is permitted only in software licensed under |
| 31 | GPL. Sorry!!!) |
| 32 | |
| 33 | In 1990, Pugh [Pugh90] noted that explicitly tracking which threads |
| 34 | were reading a given data structure permitted deferred free to operate |
| 35 | in the presence of non-terminating threads. However, this explicit |
| 36 | tracking imposes significant read-side overhead, which is undesirable |
| 37 | in read-mostly situations. This algorithm does take pains to avoid |
| 38 | write-side contention and parallelize the other write-side overheads by |
| 39 | providing a fine-grained locking design, however, it would be interesting |
| 40 | to see how much of the performance advantage reported in 1990 remains |
| 41 | in 2004. |
| 42 | |
| 43 | At about this same time, Adams [Adams91] described ``chaotic relaxation'', |
| 44 | where the normal barriers between successive iterations of convergent |
| 45 | numerical algorithms are relaxed, so that iteration $n$ might use |
| 46 | data from iteration $n-1$ or even $n-2$. This introduces error, |
| 47 | which typically slows convergence and thus increases the number of |
| 48 | iterations required. However, this increase is sometimes more than made |
| 49 | up for by a reduction in the number of expensive barrier operations, |
| 50 | which are otherwise required to synchronize the threads at the end |
| 51 | of each iteration. Unfortunately, chaotic relaxation requires highly |
| 52 | structured data, such as the matrices used in scientific programs, and |
| 53 | is thus inapplicable to most data structures in operating-system kernels. |
| 54 | |
| 55 | In 1993, Jacobson [Jacobson93] verbally described what is perhaps the |
| 56 | simplest deferred-free technique: simply waiting a fixed amount of time |
| 57 | before freeing blocks awaiting deferred free. Jacobson did not describe |
| 58 | any write-side changes he might have made in this work using SGI's Irix |
| 59 | kernel. Aju John published a similar technique in 1995 [AjuJohn95]. |
| 60 | This works well if there is a well-defined upper bound on the length of |
| 61 | time that reading threads can hold references, as there might well be in |
| 62 | hard real-time systems. However, if this time is exceeded, perhaps due |
| 63 | to preemption, excessive interrupts, or larger-than-anticipated load, |
| 64 | memory corruption can ensue, with no reasonable means of diagnosis. |
| 65 | Jacobson's technique is therefore inappropriate for use in production |
| 66 | operating-system kernels, except when such kernels can provide hard |
| 67 | real-time response guarantees for all operations. |
| 68 | |
| 69 | Also in 1995, Pu et al. [Pu95a] applied a technique similar to that of Pugh's |
| 70 | read-side-tracking to permit replugging of algorithms within a commercial |
| 71 | Unix operating system. However, this replugging permitted only a single |
| 72 | reader at a time. The following year, this same group of researchers |
| 73 | extended their technique to allow for multiple readers [Cowan96a]. |
| 74 | Their approach requires memory barriers (and thus pipeline stalls), |
| 75 | but reduces memory latency, contention, and locking overheads. |
| 76 | |
| 77 | 1995 also saw the first publication of DYNIX/ptx's RCU mechanism |
| 78 | [Slingwine95], which was optimized for modern CPU architectures, |
| 79 | and was successfully applied to a number of situations within the |
| 80 | DYNIX/ptx kernel. The corresponding conference paper appeared in 1998 |
| 81 | [McKenney98]. |
| 82 | |
| 83 | In 1999, the Tornado and K42 groups described their "generations" |
| 84 | mechanism, which quite similar to RCU [Gamsa99]. These operating systems |
| 85 | made pervasive use of RCU in place of "existence locks", which greatly |
| 86 | simplifies locking hierarchies. |
| 87 | |
| 88 | 2001 saw the first RCU presentation involving Linux [McKenney01a] |
| 89 | at OLS. The resulting abundance of RCU patches was presented the |
| 90 | following year [McKenney02a], and use of RCU in dcache was first |
| 91 | described that same year [Linder02a]. |
| 92 | |
Paul E. McKenney | d19720a | 2006-02-01 03:06:42 -0800 | [diff] [blame] | 93 | Also in 2002, Michael [Michael02b,Michael02a] presented "hazard-pointer" |
| 94 | techniques that defer the destruction of data structures to simplify |
| 95 | non-blocking synchronization (wait-free synchronization, lock-free |
| 96 | synchronization, and obstruction-free synchronization are all examples of |
| 97 | non-blocking synchronization). In particular, this technique eliminates |
| 98 | locking, reduces contention, reduces memory latency for readers, and |
| 99 | parallelizes pipeline stalls and memory latency for writers. However, |
| 100 | these techniques still impose significant read-side overhead in the |
| 101 | form of memory barriers. Researchers at Sun worked along similar lines |
| 102 | in the same timeframe [HerlihyLM02,HerlihyLMS03]. These techniques |
| 103 | can be thought of as inside-out reference counts, where the count is |
| 104 | represented by the number of hazard pointers referencing a given data |
| 105 | structure (rather than the more conventional counter field within the |
| 106 | data structure itself). |
Linus Torvalds | 1da177e | 2005-04-16 15:20:36 -0700 | [diff] [blame] | 107 | |
| 108 | In 2003, the K42 group described how RCU could be used to create |
| 109 | hot-pluggable implementations of operating-system functions. Later that |
| 110 | year saw a paper describing an RCU implementation of System V IPC |
| 111 | [Arcangeli03], and an introduction to RCU in Linux Journal [McKenney03a]. |
| 112 | |
| 113 | 2004 has seen a Linux-Journal article on use of RCU in dcache |
| 114 | [McKenney04a], a performance comparison of locking to RCU on several |
| 115 | different CPUs [McKenney04b], a dissertation describing use of RCU in a |
Paul E. McKenney | a83f1fe | 2005-05-01 08:59:05 -0700 | [diff] [blame] | 116 | number of operating-system kernels [PaulEdwardMcKenneyPhD], a paper |
| 117 | describing how to make RCU safe for soft-realtime applications [Sarma04c], |
| 118 | and a paper describing SELinux performance with RCU [JamesMorris04b]. |
Linus Torvalds | 1da177e | 2005-04-16 15:20:36 -0700 | [diff] [blame] | 119 | |
Paul E. McKenney | dd81eca | 2005-09-10 00:26:24 -0700 | [diff] [blame] | 120 | 2005 has seen further adaptation of RCU to realtime use, permitting |
| 121 | preemption of RCU realtime critical sections [PaulMcKenney05a, |
| 122 | PaulMcKenney05b]. |
| 123 | |
Linus Torvalds | 1da177e | 2005-04-16 15:20:36 -0700 | [diff] [blame] | 124 | Bibtex Entries |
| 125 | |
| 126 | @article{Kung80 |
| 127 | ,author="H. T. Kung and Q. Lehman" |
| 128 | ,title="Concurrent Maintenance of Binary Search Trees" |
| 129 | ,Year="1980" |
| 130 | ,Month="September" |
| 131 | ,journal="ACM Transactions on Database Systems" |
| 132 | ,volume="5" |
| 133 | ,number="3" |
| 134 | ,pages="354-382" |
| 135 | } |
| 136 | |
| 137 | @techreport{Manber82 |
| 138 | ,author="Udi Manber and Richard E. Ladner" |
| 139 | ,title="Concurrency Control in a Dynamic Search Structure" |
| 140 | ,institution="Department of Computer Science, University of Washington" |
| 141 | ,address="Seattle, Washington" |
| 142 | ,year="1982" |
| 143 | ,number="82-01-01" |
| 144 | ,month="January" |
| 145 | ,pages="28" |
| 146 | } |
| 147 | |
| 148 | @article{Manber84 |
| 149 | ,author="Udi Manber and Richard E. Ladner" |
| 150 | ,title="Concurrency Control in a Dynamic Search Structure" |
| 151 | ,Year="1984" |
| 152 | ,Month="September" |
| 153 | ,journal="ACM Transactions on Database Systems" |
| 154 | ,volume="9" |
| 155 | ,number="3" |
| 156 | ,pages="439-455" |
| 157 | } |
| 158 | |
| 159 | @techreport{Hennessy89 |
| 160 | ,author="James P. Hennessy and Damian L. Osisek and Joseph W. {Seigh II}" |
| 161 | ,title="Passive Serialization in a Multitasking Environment" |
| 162 | ,institution="US Patent and Trademark Office" |
| 163 | ,address="Washington, DC" |
| 164 | ,year="1989" |
| 165 | ,number="US Patent 4,809,168 (lapsed)" |
| 166 | ,month="February" |
| 167 | ,pages="11" |
| 168 | } |
| 169 | |
| 170 | @techreport{Pugh90 |
| 171 | ,author="William Pugh" |
| 172 | ,title="Concurrent Maintenance of Skip Lists" |
| 173 | ,institution="Institute of Advanced Computer Science Studies, Department of Computer Science, University of Maryland" |
| 174 | ,address="College Park, Maryland" |
| 175 | ,year="1990" |
| 176 | ,number="CS-TR-2222.1" |
| 177 | ,month="June" |
| 178 | } |
| 179 | |
| 180 | @Book{Adams91 |
| 181 | ,Author="Gregory R. Adams" |
| 182 | ,title="Concurrent Programming, Principles, and Practices" |
| 183 | ,Publisher="Benjamin Cummins" |
| 184 | ,Year="1991" |
| 185 | } |
| 186 | |
| 187 | @unpublished{Jacobson93 |
| 188 | ,author="Van Jacobson" |
| 189 | ,title="Avoid Read-Side Locking Via Delayed Free" |
| 190 | ,year="1993" |
| 191 | ,month="September" |
| 192 | ,note="Verbal discussion" |
| 193 | } |
| 194 | |
| 195 | @Conference{AjuJohn95 |
| 196 | ,Author="Aju John" |
| 197 | ,Title="Dynamic vnodes -- Design and Implementation" |
| 198 | ,Booktitle="{USENIX Winter 1995}" |
| 199 | ,Publisher="USENIX Association" |
| 200 | ,Month="January" |
| 201 | ,Year="1995" |
| 202 | ,pages="11-23" |
| 203 | ,Address="New Orleans, LA" |
| 204 | } |
| 205 | |
| 206 | @techreport{Slingwine95 |
| 207 | ,author="John D. Slingwine and Paul E. McKenney" |
| 208 | ,title="Apparatus and Method for Achieving Reduced Overhead Mutual |
| 209 | Exclusion and Maintaining Coherency in a Multiprocessor System |
| 210 | Utilizing Execution History and Thread Monitoring" |
| 211 | ,institution="US Patent and Trademark Office" |
| 212 | ,address="Washington, DC" |
| 213 | ,year="1995" |
| 214 | ,number="US Patent 5,442,758 (contributed under GPL)" |
| 215 | ,month="August" |
| 216 | } |
| 217 | |
| 218 | @techreport{Slingwine97 |
| 219 | ,author="John D. Slingwine and Paul E. McKenney" |
| 220 | ,title="Method for maintaining data coherency using thread |
| 221 | activity summaries in a multicomputer system" |
| 222 | ,institution="US Patent and Trademark Office" |
| 223 | ,address="Washington, DC" |
| 224 | ,year="1997" |
| 225 | ,number="US Patent 5,608,893 (contributed under GPL)" |
| 226 | ,month="March" |
| 227 | } |
| 228 | |
| 229 | @techreport{Slingwine98 |
| 230 | ,author="John D. Slingwine and Paul E. McKenney" |
| 231 | ,title="Apparatus and method for achieving reduced overhead |
| 232 | mutual exclusion and maintaining coherency in a multiprocessor |
| 233 | system utilizing execution history and thread monitoring" |
| 234 | ,institution="US Patent and Trademark Office" |
| 235 | ,address="Washington, DC" |
| 236 | ,year="1998" |
| 237 | ,number="US Patent 5,727,209 (contributed under GPL)" |
| 238 | ,month="March" |
| 239 | } |
| 240 | |
| 241 | @Conference{McKenney98 |
| 242 | ,Author="Paul E. McKenney and John D. Slingwine" |
| 243 | ,Title="Read-Copy Update: Using Execution History to Solve Concurrency |
| 244 | Problems" |
| 245 | ,Booktitle="{Parallel and Distributed Computing and Systems}" |
| 246 | ,Month="October" |
| 247 | ,Year="1998" |
| 248 | ,pages="509-518" |
| 249 | ,Address="Las Vegas, NV" |
| 250 | } |
| 251 | |
| 252 | @Conference{Gamsa99 |
| 253 | ,Author="Ben Gamsa and Orran Krieger and Jonathan Appavoo and Michael Stumm" |
| 254 | ,Title="Tornado: Maximizing Locality and Concurrency in a Shared Memory |
| 255 | Multiprocessor Operating System" |
| 256 | ,Booktitle="{Proceedings of the 3\textsuperscript{rd} Symposium on |
| 257 | Operating System Design and Implementation}" |
| 258 | ,Month="February" |
| 259 | ,Year="1999" |
| 260 | ,pages="87-100" |
| 261 | ,Address="New Orleans, LA" |
| 262 | } |
| 263 | |
| 264 | @techreport{Slingwine01 |
| 265 | ,author="John D. Slingwine and Paul E. McKenney" |
| 266 | ,title="Apparatus and method for achieving reduced overhead |
| 267 | mutual exclusion and maintaining coherency in a multiprocessor |
| 268 | system utilizing execution history and thread monitoring" |
| 269 | ,institution="US Patent and Trademark Office" |
| 270 | ,address="Washington, DC" |
| 271 | ,year="2001" |
| 272 | ,number="US Patent 5,219,690 (contributed under GPL)" |
| 273 | ,month="April" |
| 274 | } |
| 275 | |
| 276 | @Conference{McKenney01a |
| 277 | ,Author="Paul E. McKenney and Jonathan Appavoo and Andi Kleen and |
| 278 | Orran Krieger and Rusty Russell and Dipankar Sarma and Maneesh Soni" |
| 279 | ,Title="Read-Copy Update" |
| 280 | ,Booktitle="{Ottawa Linux Symposium}" |
| 281 | ,Month="July" |
| 282 | ,Year="2001" |
| 283 | ,note="Available: |
| 284 | \url{http://www.linuxsymposium.org/2001/abstracts/readcopy.php} |
| 285 | \url{http://www.rdrop.com/users/paulmck/rclock/rclock_OLS.2001.05.01c.pdf} |
| 286 | [Viewed June 23, 2004]" |
| 287 | annotation=" |
| 288 | Described RCU, and presented some patches implementing and using it in |
| 289 | the Linux kernel. |
| 290 | " |
| 291 | } |
| 292 | |
| 293 | @Conference{Linder02a |
| 294 | ,Author="Hanna Linder and Dipankar Sarma and Maneesh Soni" |
| 295 | ,Title="Scalability of the Directory Entry Cache" |
| 296 | ,Booktitle="{Ottawa Linux Symposium}" |
| 297 | ,Month="June" |
| 298 | ,Year="2002" |
| 299 | ,pages="289-300" |
| 300 | } |
| 301 | |
| 302 | @Conference{McKenney02a |
| 303 | ,Author="Paul E. McKenney and Dipankar Sarma and |
| 304 | Andrea Arcangeli and Andi Kleen and Orran Krieger and Rusty Russell" |
| 305 | ,Title="Read-Copy Update" |
| 306 | ,Booktitle="{Ottawa Linux Symposium}" |
| 307 | ,Month="June" |
| 308 | ,Year="2002" |
| 309 | ,pages="338-367" |
| 310 | ,note="Available: |
| 311 | \url{http://www.linux.org.uk/~ajh/ols2002_proceedings.pdf.gz} |
| 312 | [Viewed June 23, 2004]" |
| 313 | } |
| 314 | |
| 315 | @article{Appavoo03a |
| 316 | ,author="J. Appavoo and K. Hui and C. A. N. Soules and R. W. Wisniewski and |
| 317 | D. M. {Da Silva} and O. Krieger and M. A. Auslander and D. J. Edelsohn and |
| 318 | B. Gamsa and G. R. Ganger and P. McKenney and M. Ostrowski and |
| 319 | B. Rosenburg and M. Stumm and J. Xenidis" |
| 320 | ,title="Enabling Autonomic Behavior in Systems Software With Hot Swapping" |
| 321 | ,Year="2003" |
| 322 | ,Month="January" |
| 323 | ,journal="IBM Systems Journal" |
| 324 | ,volume="42" |
| 325 | ,number="1" |
| 326 | ,pages="60-76" |
| 327 | } |
| 328 | |
| 329 | @Conference{Arcangeli03 |
| 330 | ,Author="Andrea Arcangeli and Mingming Cao and Paul E. McKenney and |
| 331 | Dipankar Sarma" |
| 332 | ,Title="Using Read-Copy Update Techniques for {System V IPC} in the |
| 333 | {Linux} 2.5 Kernel" |
| 334 | ,Booktitle="Proceedings of the 2003 USENIX Annual Technical Conference |
| 335 | (FREENIX Track)" |
| 336 | ,Publisher="USENIX Association" |
| 337 | ,year="2003" |
| 338 | ,month="June" |
| 339 | ,pages="297-310" |
| 340 | } |
| 341 | |
| 342 | @article{McKenney03a |
| 343 | ,author="Paul E. McKenney" |
| 344 | ,title="Using {RCU} in the {Linux} 2.5 Kernel" |
| 345 | ,Year="2003" |
| 346 | ,Month="October" |
| 347 | ,journal="Linux Journal" |
| 348 | ,volume="1" |
| 349 | ,number="114" |
| 350 | ,pages="18-26" |
| 351 | } |
| 352 | |
Paul E. McKenney | a83f1fe | 2005-05-01 08:59:05 -0700 | [diff] [blame] | 353 | @techreport{Friedberg03a |
| 354 | ,author="Stuart A. Friedberg" |
| 355 | ,title="Lock-Free Wild Card Search Data Structure and Method" |
| 356 | ,institution="US Patent and Trademark Office" |
| 357 | ,address="Washington, DC" |
| 358 | ,year="2003" |
| 359 | ,number="US Patent 6,662,184 (contributed under GPL)" |
| 360 | ,month="December" |
| 361 | ,pages="112" |
| 362 | } |
| 363 | |
Linus Torvalds | 1da177e | 2005-04-16 15:20:36 -0700 | [diff] [blame] | 364 | @article{McKenney04a |
| 365 | ,author="Paul E. McKenney and Dipankar Sarma and Maneesh Soni" |
| 366 | ,title="Scaling dcache with {RCU}" |
| 367 | ,Year="2004" |
| 368 | ,Month="January" |
| 369 | ,journal="Linux Journal" |
| 370 | ,volume="1" |
| 371 | ,number="118" |
| 372 | ,pages="38-46" |
| 373 | } |
| 374 | |
| 375 | @Conference{McKenney04b |
| 376 | ,Author="Paul E. McKenney" |
| 377 | ,Title="{RCU} vs. Locking Performance on Different {CPUs}" |
| 378 | ,Booktitle="{linux.conf.au}" |
| 379 | ,Month="January" |
| 380 | ,Year="2004" |
| 381 | ,Address="Adelaide, Australia" |
| 382 | ,note="Available: |
| 383 | \url{http://www.linux.org.au/conf/2004/abstracts.html#90} |
| 384 | \url{http://www.rdrop.com/users/paulmck/rclock/lockperf.2004.01.17a.pdf} |
| 385 | [Viewed June 23, 2004]" |
| 386 | } |
| 387 | |
| 388 | @phdthesis{PaulEdwardMcKenneyPhD |
| 389 | ,author="Paul E. McKenney" |
| 390 | ,title="Exploiting Deferred Destruction: |
| 391 | An Analysis of Read-Copy-Update Techniques |
| 392 | in Operating System Kernels" |
| 393 | ,school="OGI School of Science and Engineering at |
| 394 | Oregon Health and Sciences University" |
| 395 | ,year="2004" |
Paul E. McKenney | a83f1fe | 2005-05-01 08:59:05 -0700 | [diff] [blame] | 396 | ,note="Available: |
| 397 | \url{http://www.rdrop.com/users/paulmck/RCU/RCUdissertation.2004.07.14e1.pdf} |
| 398 | [Viewed October 15, 2004]" |
Linus Torvalds | 1da177e | 2005-04-16 15:20:36 -0700 | [diff] [blame] | 399 | } |
| 400 | |
| 401 | @Conference{Sarma04c |
| 402 | ,Author="Dipankar Sarma and Paul E. McKenney" |
| 403 | ,Title="Making RCU Safe for Deep Sub-Millisecond Response Realtime Applications" |
| 404 | ,Booktitle="Proceedings of the 2004 USENIX Annual Technical Conference |
| 405 | (FREENIX Track)" |
| 406 | ,Publisher="USENIX Association" |
| 407 | ,year="2004" |
| 408 | ,month="June" |
| 409 | ,pages="182-191" |
| 410 | } |
Paul E. McKenney | a83f1fe | 2005-05-01 08:59:05 -0700 | [diff] [blame] | 411 | |
| 412 | @unpublished{JamesMorris04b |
| 413 | ,Author="James Morris" |
| 414 | ,Title="Recent Developments in {SELinux} Kernel Performance" |
| 415 | ,month="December" |
| 416 | ,year="2004" |
| 417 | ,note="Available: |
| 418 | \url{http://www.livejournal.com/users/james_morris/2153.html} |
| 419 | [Viewed December 10, 2004]" |
| 420 | } |
Paul E. McKenney | dd81eca | 2005-09-10 00:26:24 -0700 | [diff] [blame] | 421 | |
| 422 | @unpublished{PaulMcKenney05a |
| 423 | ,Author="Paul E. McKenney" |
| 424 | ,Title="{[RFC]} {RCU} and {CONFIG\_PREEMPT\_RT} progress" |
| 425 | ,month="May" |
| 426 | ,year="2005" |
| 427 | ,note="Available: |
| 428 | \url{http://lkml.org/lkml/2005/5/9/185} |
| 429 | [Viewed May 13, 2005]" |
| 430 | ,annotation=" |
| 431 | First publication of working lock-based deferred free patches |
| 432 | for the CONFIG_PREEMPT_RT environment. |
| 433 | " |
| 434 | } |
| 435 | |
| 436 | @conference{PaulMcKenney05b |
| 437 | ,Author="Paul E. McKenney and Dipankar Sarma" |
| 438 | ,Title="Towards Hard Realtime Response from the Linux Kernel on SMP Hardware" |
| 439 | ,Booktitle="linux.conf.au 2005" |
| 440 | ,month="April" |
| 441 | ,year="2005" |
| 442 | ,address="Canberra, Australia" |
| 443 | ,note="Available: |
| 444 | \url{http://www.rdrop.com/users/paulmck/RCU/realtimeRCU.2005.04.23a.pdf} |
| 445 | [Viewed May 13, 2005]" |
| 446 | ,annotation=" |
| 447 | Realtime turns into making RCU yet more realtime friendly. |
| 448 | " |
| 449 | } |