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<blockquote>"I love the smell of 10GbE in the morning. Smells like...victory." - W. Richard Stevens, "Secret Teachings of the UNIX Environment"</blockquote> | |||
Dan Kegel's classic site "[http://www.kegel.com/c10k.html The C10K Problem]" (still updated from time to time) put a Promethean order to the arcana of years, with Jeff Darcy's "[http://pl.atyp.us/content/tech/servers.html High-Performance Server Architecture]" adding to our understanding. I'm collecting here some followup material to these excellent works (and of course the books of W. Richard Stevens, whose torch we merely carry). Some of these techniques have found, or will find, their way into [[libtorque]], my multithreaded event unification library (and master's thesis). | |||
''FIXME'' as of 2019, I need update this with information on [[DPDK]], [[io_uring]], and [[eBPF]]/[[XDP]] at a minimum. | |||
==Central Design Principles== | ==Central Design Principles== | ||
Varghese's | Varghese's ''[http://www.amazon.com/Network-Algorithmics-Interdisciplinary-Designing-Networking/dp/0120884771 Network Algorithmics: An Interdisciplinary Approach to Designing Fast Networked Devices]'' is in a league of its own in this regard. | ||
* Principle 1: '''Exploit all cycles/bandwidth.''' Avoid blocking I/O and unnecessary evictions of cache, but prefetch into cache where appropriate. Be prepared to exploit multiple processing elements. Properly align data and avoid cache-aliasing effects. Use jumbo frames in appropriate scenarios and proactively warn on network degradation (e.g., half-duplex Ethernet due to failed link negotiation). | * Principle 1: '''Exploit all cycles/bandwidth.''' Avoid blocking I/O and unnecessary evictions of cache, but prefetch into cache where appropriate (this applies to page caches just as much as processor caches or any other layer of the [[Architecture#Memory_Hierarchies|memory hierarchy]]). Be prepared to exploit multiple processing elements. Properly align data and avoid cache-aliasing effects. Use jumbo frames in appropriate scenarios and proactively warn on network degradation (e.g., half-duplex Ethernet due to failed link negotiation). | ||
* Principle 2: '''Don't duplicate work.''' Avoid unnecessary copies, context switches, system calls and signals. Use double-buffering or calls like [[Linux APIs|Linux's]] <tt>splice(2)</tt>. | * Principle 2: '''Don't duplicate work.''' Avoid unnecessary copies, context switches, system calls and signals. Use double-buffering or ringbuffers, and calls like [[Linux APIs|Linux's]] <tt>splice(2)</tt>. | ||
* Principle 3: '''Measure, measure, and measure again, preferably automatically.''' Hardware, software and networks will all surprise you. Become friends with your hardware's [[Performance Counters|performance counters]]. | * Principle 3: '''Measure, measure, and measure again, preferably automatically.''' Hardware, software and networks will all surprise you. Become friends with your hardware's [[Performance Counters|performance counters]] and tools like [[eBPF]], dtrace, ktrace, etc. Build explicit support for performance analysis into the application, especially domain-specific statistics. | ||
< | <blockquote>"I thought of another moral, more down to earth and concrete, and I believe that every militant chemist can confirm it: that one must distrust the almost-the-same (sodium is almost the same as potassium, but with sodium nothing would have happened), the practically identical, the approximate, all surrogates, and all patchwork. The differences can be small, but they can lead to radically different consequences, like a railroad's switch points: the chemist's trade consists in good part of being aware of these differences, knowing them close up and foreseeing their effects. And not only the chemist's trade." - Primo Levi, ''The Periodic Table''</blockquote> | ||
==Queueing Theory== | ==Queueing Theory== | ||
* "[http://staff.um.edu.mt/jskl1/simweb/intro.htm Introduction to Queueing]" | * "[http://staff.um.edu.mt/jskl1/simweb/intro.htm Introduction to Queueing]" | ||
* [http://en.wikipedia.org/wiki/Little's_law Little's Law] (L = λW) | |||
* Leonard Kleinrock's peerless ''Queueing Systems'' (Volume 1: [http://www.amazon.com/Queueing-Systems-Theory-Leonard-Kleinrock/dp/0471491101 Theory], Volume 2: [http://www.amazon.com/Computer-Applications-2-Queueing-Systems/dp/047149111X Computer Applications]) | * Leonard Kleinrock's peerless ''Queueing Systems'' (Volume 1: [http://www.amazon.com/Queueing-Systems-Theory-Leonard-Kleinrock/dp/0471491101 Theory], Volume 2: [http://www.amazon.com/Computer-Applications-2-Queueing-Systems/dp/047149111X Computer Applications]) | ||
==Event Cores== | ==Event Cores== | ||
* as of Linux 5, [[io_uring]] is the only game in town on Linux | |||
* [[epoll]] on [[Linux APIs|Linux]], <tt>/dev/poll</tt> on Solaris, [[kqueue]] on [[FreeBSD APIs|FreeBSD]] | * [[epoll]] on [[Linux APIs|Linux]], <tt>/dev/poll</tt> on Solaris, [[kqueue]] on [[FreeBSD APIs|FreeBSD]] | ||
* [http://msdn.microsoft.com/en-us/library/aa365198%28VS.85%29.aspx I/O Completion Ports] on Win32, [http://developers.sun.com/solaris/articles/event_completion.html Event Completion Framework] on Solaris 10, POSIX.1b asynchronous I/O | |||
* [http://liboop.ofb.net/ liboop], [http://software.schmorp.de/pkg/libev.html libev] and [http://www.monkey.org/~provos/libevent/ libevent] | * [http://liboop.ofb.net/ liboop], [http://software.schmorp.de/pkg/libev.html libev] and [http://www.monkey.org/~provos/libevent/ libevent] | ||
* Ulrich Drepper's "[http://people.redhat.com/drepper/newni-slides.pdf The Need for Aynchronous, ZeroCopy Network I/O]" | * Ulrich Drepper's "[http://people.redhat.com/drepper/newni-slides.pdf The Need for Aynchronous, ZeroCopy Network I/O]" | ||
** If nothing else, Drepper's plans tend to [http://sources.redhat.com/ml/libc-alpha/2002-01/msg00367.html become sudden and crushing realities] in the [[glibc]] world | ** If nothing else, Drepper's plans tend to [http://sources.redhat.com/ml/libc-alpha/2002-01/msg00367.html become sudden and crushing realities] in the [[glibc]] world | ||
* In a [[libtorque|flywheel design]], maximizing topological locality of the event set becomes the hinge on which manycore efficiency turns | |||
** '''FIXME defend''' this is a hypothesis and an active [[libtorque|research area]] of mine | |||
===Edge and Level Triggering=== | ===Edge and Level Triggering=== | ||
* Historic interfaces like POSIX.1g/POSIX.1-2001's <tt>select(2)</tt> and POSIX.1-2001's <tt>poll(2)</tt> were level-triggered | * Historic interfaces like POSIX.1g/POSIX.1-2001's <tt>select(2)</tt> and POSIX.1-2001's <tt>poll(2)</tt> were level-triggered | ||
* Asynchronous I/O is pretty much by definition edge-triggered. | * [[Asynchronous I/O]] is pretty much by definition edge-triggered. | ||
* <tt>epoll</tt> (via <tt>EPOLLET</tt>) and <tt>kqueue</tt> (via <tt>EV_CLEAR</tt>) provide edge-triggered semantics | * <tt>epoll</tt> (via <tt>EPOLLET</tt>) and <tt>kqueue</tt> (via <tt>EV_CLEAR</tt>) provide edge-triggered semantics | ||
* ' | * see the <tt>mteventqueue</tt> [https://raw.github.com/dankamongmen/libtorque/master/doc/mteventqueues document from libtorque's documentation]: | ||
<include src="https://raw.github.com/dankamongmen/libtorque/master/doc/mteventqueues " /> | |||
==A Garden of Interfaces== | ==A Garden of Interfaces== | ||
We all know doddering old <tt>read(2)</tt> and <tt>write(2)</tt> (which can't, by the way, be portably used with shared memory). But what about... | We all know doddering old <tt>read(2)</tt> and <tt>write(2)</tt> (which can't, by the way, be portably used with shared memory). But what about... | ||
* <tt>readv(2)</tt>, <tt>writev(2)</tt> ([[FreeBSD APIs|FreeBSD]]'s <tt>sendfile(2)</tt> has a <tt>struct iov</tt> handily attached) | * <tt>readv(2)</tt>, <tt>writev(2)</tt> ([[FreeBSD APIs|FreeBSD]]'s <tt>sendfile(2)</tt> has a <tt>struct iov</tt> handily attached, perfect for eg the <tt>Chunked</tt> transfer-encoding) | ||
* <tt>splice(2)</tt>, <tt>vmsplice(2)</tt> and <tt>tee(2)</tt> on [[Linux APIs|Linux]] since version 2.6.17 | * <tt>splice(2)</tt>, <tt>vmsplice(2)</tt> and <tt>tee(2)</tt> on [[Linux APIs|Linux]] since version 2.6.17 | ||
** (When the first page of results for your interface centers largely on exploits, might it be time to reconsider your design assumptions?) | ** (When the first page of results for your interface centers largely on exploits, might it be time to reconsider your design assumptions?) | ||
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** <tt>mremap(2)</tt> and <tt>remap_file_pages(2)</tt> on [[Linux APIs|Linux]] can be used effectively at times | ** <tt>mremap(2)</tt> and <tt>remap_file_pages(2)</tt> on [[Linux APIs|Linux]] can be used effectively at times | ||
** There's nothing wrong with <tt>MAP_FIXED</tt> so long as you've already allocated the region before (see caveats...) | ** There's nothing wrong with <tt>MAP_FIXED</tt> so long as you've already allocated the region before (see caveats...) | ||
<blockquote>"The linux mremap() is an idiotic system call. Just unmap the file and re-mmap it. There are a thousand ways to do it, which is why linux's mremap() syscall is stupid." - [http://www.mail-archive.com/freebsd-hackers@freebsd.org/msg12072.html Matthew Dillon]</blockquote> | |||
<blockquote>"I claim that Mach people (and apparently FreeBSD) are incompetent idiots. Playing games with VM is bad. memory copies are _also_ bad, but quite frankly, memory copies often have _less_ downside than VM games, and bigger caches will only continue to drive that point home." - [http://kerneltrap.org/node/6506 Linus Torvalds]</blockquote> | |||
* User-space networking stacks: The Return of Mach! | * User-space networking stacks: The Return of Mach! | ||
** Linux has long had zero-copy <tt>PF_PACKET</tt> RX; get ready for [http://marc.info/?t=122038008900009&r=1&w=2 zero-copy TX] (using the same <tt>PACKET_MMAP</tt> [http://kerneltrap.org/mailarchive/linux-netdev/2008/9/2/3168784 interface]) | ** Linux has long had zero-copy <tt>PF_PACKET</tt> RX; get ready for [http://marc.info/?t=122038008900009&r=1&w=2 zero-copy TX] (using the same <tt>PACKET_MMAP</tt> [http://kerneltrap.org/mailarchive/linux-netdev/2008/9/2/3168784 interface]) | ||
** I'm actively using <tt>PACKET_TX_RING</tt> in [[Omphalos]] as of June 2011; it works magnificently. | |||
* "Zero-copy" gets banded about a good bit; be sure you're aware of hardware limitations (see FreeBSD's <tt>zero_copy(9)</tt>, for instance) | * "Zero-copy" gets banded about a good bit; be sure you're aware of hardware limitations (see FreeBSD's <tt>zero_copy(9)</tt>, for instance) | ||
* Linux 5 introduced <tt>io_uring</tt> and really locked down and expanded [[eBPF]] | |||
==The Full Monty: A Theory of UNIX Servers== | ==The Full Monty: A Theory of UNIX Servers== | ||
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* One or more event notifiers (<tt>epoll</tt> or <tt>kqueue</tt> fd) | * One or more event notifiers (<tt>epoll</tt> or <tt>kqueue</tt> fd) | ||
* One or more event vectors, into which notifiers dump events | * One or more event vectors, into which notifiers dump events | ||
** <tt>kqueue</tt> supports vectorized registration of event changes, | ** <tt>kqueue</tt> supports vectorized registration of event changes, generalizing the issue | ||
* Threads -- one event notifier per? one shared event notifier with one event vector per? one shared event notifier feeding one shared event vector? work-stealing/handoff? | * Threads -- one event notifier per? one shared event notifier with one event vector per? one shared event notifier feeding one shared event vector? work-stealing/handoff? | ||
** It is doubtful (but not, AFAIK, proven impossible) that one scheduling/sharing solution is optimal for all workloads | ** It is doubtful (but not, AFAIK, proven impossible) that one scheduling/sharing solution is optimal for all workloads | ||
** The [http://www.cs.princeton.edu/~vivek/flash/ Flash web server] dynamically spawns and culls helper threads for high-latency I/O operations | ** The [http://www.cs.princeton.edu/~vivek/flash/ Flash web server] dynamically spawns and culls helper threads for high-latency I/O operations | ||
** The contest is between the costs of demultiplexing asynchronous event notifications vs managing threads | ** The contest is between the costs of demultiplexing asynchronous event notifications vs managing threads | ||
*** My opinion: if fast async notifications can be distributed across threads, one thread per processing element always suffices | *** My opinion: if fast async notifications can be distributed across threads, one thread per processing element always suffices | ||
*** [http://www.cs.cmu.edu/~scandal/cacm/node3.html#SECTION00012000000000000000 Other opinions exist], centered around communication bottlenecks | |||
<blockquote>"Thread scheduling provides a facility for juggling between clients without further programming; if it is too expensive, the application may benefit from ''doing the juggling itself''. Effectively, the application must implement its own internal scheduler that juggles the state of each client." - George Varghese, ''Network Algorithmics''</blockquote> | |||
==DoS Prevention or, Maximizing Useful Service== | ==DoS Prevention or, Maximizing Useful Service== | ||
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* What are the winning feedbacks? ''fractals and queueing theory, oh my!'' '''fixme detail''' | * What are the winning feedbacks? ''fractals and queueing theory, oh my!'' '''fixme detail''' | ||
==Hardware Esoterica== | ==The Little Things== | ||
===Hardware Esoterica=== | |||
* [[Direct Cache Access]] must be supported by NICs, northbridge chipset, OS and microarchitecture | * [[Direct Cache Access]] must be supported by NICs, northbridge chipset, OS and microarchitecture | ||
* Checksum offloading / TSO | * [[IOMMU]] / I/OAT | ||
* Checksum offloading / TSO / [http://lwn.net/Articles/243949/ LRO] / Frame descriptors | |||
** Use [http://packages.debian.org/search?keywords=ethtool ethtool] on Linux to configure NICs (try <tt>ethtool -g, -k and -c</tt>) | |||
* [[Buses_and_Ports|PCI]] shared bus/bus-mastering, PCIe slots/lanes (channel grouping), PCI-X, MSI | |||
<blockquote>"Many times, but not every time, a network frontend processor is likely to be an overly complex solution to the wrong part of the problem. It is possibly an expedient short-term measure (and there's certainly a place in the world for those), but as a long-term architectural approach, the commoditization of processor cores makes specialized hardware very difficult to justify." - Mike O'Dell, "[http://queue.acm.org/detail.cfm?id=1530828 Network Front-end Processors, Yet Again]"</blockquote> | |||
* What about robustness in the face of hardware failure? Actual hardware interfaces ([[MCE]], [[IPMI]], CPU and memory blacklisting) ought mainly be the domain of the operating system, but the effects will be felt by the application. If a processing unit is removed, are compute-bound threads pruned? | |||
===Operating System Esoterica=== | |||
* The Linux networking stack is a boss hawg and a half. Check out the [http://lartc.org/ Linux Advanced Routing and Traffic Control] (LARTC) HOWTO for details ''ad nauseam'' | |||
* See my [[TCP]] page -- auto-tuning is pretty much to be assumed (and best not subverted) in recent Linux/FreeBSD | |||
* When extending <tt>MAP_NOSYNC</tt> maps on FreeBSD, be sure to <tt>write(2)</tt> in zeros, rather than merely <tt>ftruncating</tt> (see the [http://nixdoc.net/man-pages/FreeBSD/mmap.2.html man page's warning]) | |||
* Linux enforces a systemwide limit on LVMAs (maps): <tt>/proc/sys/vm/max_map_count</tt> | |||
===Tuning for the Network=== | |||
* All hosts ought employ the RFC 1323 options (see [[Syncookies]] regarding contraindications there) | |||
* Avoid fragmentation: datagram services (UDP, DCCP) ought ensure they're not exceeding PMTUs | |||
* LAN services ought consider jumbo frames. | |||
* There is little point in setting IPv4 TOS bits (RFC 791, RFC 1349); they've been superseded as DiffServ/ECN (RFC 3168) | |||
** IPv6 does away with this entire concept, using flow labels and letting the router decide | |||
===Power Consumption=== | |||
Less power consumed means reduced operating cost and less waste heat, prolonging component life. | |||
* Using on-demand CPU throttling ([[ACPI]] P-states, voltage reduction) is a no-brainer, but requires dynamic control to be effective. | |||
** Be sure it's enabled in your OS and your BIOS; more info [[Power Management|here]] | |||
* Sleep states (architectural changes) are useful outside environments pairing low-latency requirements with sporadic traffic | |||
** Even aggressive power-saving [[ACPI]] C-states [http://www.lesswatts.org/documentation/silicon-power-mgmnt/ wake up in usec] | |||
* Don't wake up disks when it's not necessary; try using tmpfs or async for transient logging, and don't log MARK entries | |||
** If your app doesn't use disk directly, consider PXE booting and network-based logging | |||
* Avoid periodic taskmastering and timers where available, using event-driven notification (more effective anyway!) | |||
* Use as ''few processing elements as completely as possible'', so that CPUs and caches can be powered down | |||
** This also applies, of course, to machines in a cluster | |||
==See Also== | ==See Also== | ||
* [http://lkml.indiana.edu/hypermail/linux/kernel/0101.3/0674.html "sendfile(): fairly sexy (nothing to do with ECN)"] on lkml | * [https://raw.github.com/dankamongmen/libtorque/master/doc/mteventqueues "mteventqueues"] by Your Humble Wikist, and likewise [[libtorque]] | ||
* [http:// | * [https://theojulienne.io/2020/07/03/scaling-linux-services-before-accepting-connections.html "Scaling Linux Services Before Accepting Connections"] by Theo Julienne, 2020-07-03 | ||
* [http://jacquesmattheij.com/Poll+vs+Epoll+once+again "Poll vs Epoll, Once Again"] by Jacques Mattheij, 2010-08-04 | |||
* [http://sheddingbikes.com/posts/1280829388.html "Poll, Epoll, Science, and Superpoll"] by Zed Shaw | |||
* [http://axboe.livejournal.com/1718.html "Buffered Async I/O"] on Jens Axboe's livejournal ([http://axboe.livejournal.com/ axboe]) | |||
* [http://davmac.org/davpage/linux/async-io.html "Asynchronous I/O on linux OR: welcome to hell"] by Devin McCall | |||
* [http://radialmind.blogspot.com/2009/09/linux-epoll-performance-and-gotchas.html "Linux: epoll performance and gotchas"] on Gerard Toonstra's [http://radialmind.blogspot.com/ blog] | |||
* [http://lkml.org/lkml/2007/5/26/56 "epoll, threading"] on [[lkml]], 2007-05-26 | |||
* [http://lkml.indiana.edu/hypermail/linux/kernel/0101.3/0674.html "sendfile(): fairly sexy (nothing to do with ECN)"] on [[lkml]], 2001-01-27 | |||
* [http://lkml.indiana.edu/hypermail/linux/kernel/0705.0/2327.html "rfc: threaded epoll_wait thundering herd"] on [[lkml]], 2007-05-04 | |||
* [http://marc.info/?l=linux-kernel&m=123549668401121&w=2 "epoll: fix for epoll_wait sometimes returning"] on [[lkml]], 2009-02-24 | |||
* [http://lkml.org/lkml/2009/7/2/555 ">10% performance degradation since 2.6.18"] on [[lkml]], 2009-06-02 | |||
* "[http://article.gmane.org/gmane.linux.network/143282 rps: Receive packet steering]" on linux-network, 2009-11-11 | |||
* [http://unix.derkeiler.com/Newsgroups/comp.unix.programmer/2008-05/msg00001.html "sharing memory map between processes (same parent)"] on comp.unix.programmer | * [http://unix.derkeiler.com/Newsgroups/comp.unix.programmer/2008-05/msg00001.html "sharing memory map between processes (same parent)"] on comp.unix.programmer | ||
* Stuart Cheshire's [http://rescomp.stanford.edu/~cheshire/rants/Networkdynamics.html "Laws of Networkdynamics"] and [http://rescomp.stanford.edu/~cheshire/rants/Latency.html "It's the Latency, Stupid"] | |||
* [http://unix.derkeiler.com/Mailing-Lists/FreeBSD/hackers/2003-10/0325.html "some mmap observations compared to Linux 2.6/OpenBSD"] on freebsd-hackers | * [http://unix.derkeiler.com/Mailing-Lists/FreeBSD/hackers/2003-10/0325.html "some mmap observations compared to Linux 2.6/OpenBSD"] on freebsd-hackers | ||
* [http://www.mail-archive.com/freebsd-hackers@freebsd.org/msg12065.html "mremap help? or no support for FreeBSD?"] on freebsd-hackers | * [http://www.mail-archive.com/freebsd-hackers@freebsd.org/msg12065.html "mremap help? or no support for FreeBSD?"] on freebsd-hackers | ||
* [http://unix.derkeiler.com/Mailing-Lists/FreeBSD/hackers/2005-12/msg00105.html "mmap() sendfile()"] on freebsd-hackers | |||
* "[http://www.mail-archive.com/freebsd-hackers@freebsd.org/msg00262.html Implementation of mmap() on FreeBSD]" on freebsd-hackers (1999-06-26) | |||
* "[http://lists.freebsd.org/pipermail/freebsd-questions/2004-June/050133.html read vs mmap (or io vs page faults)]" on freebsd-questions (2004-06-20) | |||
* [http://lwn.net/Articles/25137/ "Edge-triggered interfaces are too difficult?"] on LWN, 2003-05-16 | * [http://lwn.net/Articles/25137/ "Edge-triggered interfaces are too difficult?"] on LWN, 2003-05-16 | ||
* [http://pphaneuf.livejournal.com/158346.html "Edge- vs Level-Triggered Events] on Pierre Phaneuf's livejournal ([http://pphaneuf.livejournal.com/ pphaneuf]) | * [http://lwn.net/Articles/193691/ "Toward a kernel events interface"] on LWN, 2006-08-01 | ||
* [http://lwn.net/Articles/233848/ "The Return of Kevent?"] on LWN, 2007-05-10 | |||
* LWN's [http://lwn.net/Articles/24468/ 2003-03-05 article] on <tt>remap_file_pages(2)</tt> | |||
* [http://lwn.net/Articles/224240/ "epoll ready set loops diet"] on LWN, 2007-02-28 | |||
* "[http://lwn.net/Articles/148697/ Linux and TCP Offload Engines]" on LWN, 2005-08-22 | |||
* "[http://lwn.net/Articles/346219/ Interrupt Mitigation in the Block Layer]" on LWN, 2009-08-10 | |||
* "[http://lwn.net/Articles/358910/ JLS2009: Generic receive offload]" on LWN, 2009-10-27 | |||
* [http://pphaneuf.livejournal.com/158346.html "Edge- vs Level-Triggered Events"] on Pierre Phaneuf's livejournal ([http://pphaneuf.livejournal.com/ pphaneuf]) | |||
* [http://udrepper.livejournal.com/11887.html "Linux Event Handling"] on Ulrich Drepper's livejournal ([http://updrepper.livejournal.com/ udrepper]) (2006-10-31) | |||
* "[http://udrepper.livejournal.com/20948.html glibc 2.10 news]" on Ulrich Drepper's livejournal ([http://updrepper.livejournal.com/ udrepper]) (2009-04-17) | |||
* [http://linux.derkeiler.com/Newsgroups/comp.os.linux.development.system/2004-12/0012.html "edge-triggered vs level-triggered epoll in kernel 2.6"] on comp.unix.programmer, 2004-12-01 | * [http://linux.derkeiler.com/Newsgroups/comp.os.linux.development.system/2004-12/0012.html "edge-triggered vs level-triggered epoll in kernel 2.6"] on comp.unix.programmer, 2004-12-01 | ||
* Ian Barile's 2004-02 Dr. Dobb's Journal article, "[http://www.ddj.com/hpc-high-performance-computing/184405553 I/O Multiplexing & Scalable Socket Servers]" | * Ian Barile's 2004-02 Dr. Dobb's Journal article, "[http://www.ddj.com/hpc-high-performance-computing/184405553 I/O Multiplexing & Scalable Socket Servers]" | ||
* 2006-04-21 KernelTrap article [http://kerneltrap.org/node/6506 "Linux: vmsplice() versus COW"] covers lively debate of <tt>vmsplice(2)</tt> vs FreeBSD's ZERO_COPY_SOCKET | |||
* "[http://www.u-aizu.ac.jp/~hitoshi/RESEARCH/vpact08.pdf Implementation and Analysis of Large Receive Offload in a Virtualized System]", 2008 paper by Takayuki Hatori and Hitoshi Oi | |||
* "[http://www.kernel.org/doc/ols/2005/ols2005v1-pages-203-208.pdf Large Receive Offload implementation in Neterion 10GbE Ethernet driver]" from proceedings of the 2005 OLS | |||
* [http://blog.kovyrin.net/2006/04/13/epoll-asynchronous-network-programming/ "Using epoll() For Asynchronous Network Programming"] | |||
* "[http://www.usenix.org/event/usenix04/tech/general/full_papers/elmeleegy/elmeleegy_html/html.html Lazy Asynchronous I/O for Event-Driven Servers]", 2004 USENIX paper by Khaled Elmeleegy, Anupam Chanda, and Alan L. Cox ([http://www.cs.rice.edu/~anupamc/publications/laio2004.pdf pdf]) | |||
* "[http://portal.acm.org/citation.cfm?id=1281704 The context-switch overhead inflicted by hardware interrupts (and the enigma of do-nothing loops)]", 2007 Experimental Computer Science, Dan Tsafrir | |||
* "[http://oss.sgi.com/projects/page_fault_performance/ Patches and Documents related to Page Fault Performance in the Linux Kernel]" at SGI | |||
* [http://netstreamline.org/general/pipesfs.php PipesFS] at Vrije Universiteit Amsterdam |
Latest revision as of 20:49, 22 May 2023
"I love the smell of 10GbE in the morning. Smells like...victory." - W. Richard Stevens, "Secret Teachings of the UNIX Environment"
Dan Kegel's classic site "The C10K Problem" (still updated from time to time) put a Promethean order to the arcana of years, with Jeff Darcy's "High-Performance Server Architecture" adding to our understanding. I'm collecting here some followup material to these excellent works (and of course the books of W. Richard Stevens, whose torch we merely carry). Some of these techniques have found, or will find, their way into libtorque, my multithreaded event unification library (and master's thesis).
FIXME as of 2019, I need update this with information on DPDK, io_uring, and eBPF/XDP at a minimum.
Central Design Principles
Varghese's Network Algorithmics: An Interdisciplinary Approach to Designing Fast Networked Devices is in a league of its own in this regard.
- Principle 1: Exploit all cycles/bandwidth. Avoid blocking I/O and unnecessary evictions of cache, but prefetch into cache where appropriate (this applies to page caches just as much as processor caches or any other layer of the memory hierarchy). Be prepared to exploit multiple processing elements. Properly align data and avoid cache-aliasing effects. Use jumbo frames in appropriate scenarios and proactively warn on network degradation (e.g., half-duplex Ethernet due to failed link negotiation).
- Principle 2: Don't duplicate work. Avoid unnecessary copies, context switches, system calls and signals. Use double-buffering or ringbuffers, and calls like Linux's splice(2).
- Principle 3: Measure, measure, and measure again, preferably automatically. Hardware, software and networks will all surprise you. Become friends with your hardware's performance counters and tools like eBPF, dtrace, ktrace, etc. Build explicit support for performance analysis into the application, especially domain-specific statistics.
"I thought of another moral, more down to earth and concrete, and I believe that every militant chemist can confirm it: that one must distrust the almost-the-same (sodium is almost the same as potassium, but with sodium nothing would have happened), the practically identical, the approximate, all surrogates, and all patchwork. The differences can be small, but they can lead to radically different consequences, like a railroad's switch points: the chemist's trade consists in good part of being aware of these differences, knowing them close up and foreseeing their effects. And not only the chemist's trade." - Primo Levi, The Periodic Table
Queueing Theory
- "Introduction to Queueing"
- Little's Law (L = λW)
- Leonard Kleinrock's peerless Queueing Systems (Volume 1: Theory, Volume 2: Computer Applications)
Event Cores
- as of Linux 5, io_uring is the only game in town on Linux
- epoll on Linux, /dev/poll on Solaris, kqueue on FreeBSD
- I/O Completion Ports on Win32, Event Completion Framework on Solaris 10, POSIX.1b asynchronous I/O
- liboop, libev and libevent
- Ulrich Drepper's "The Need for Aynchronous, ZeroCopy Network I/O"
- If nothing else, Drepper's plans tend to become sudden and crushing realities in the glibc world
- In a flywheel design, maximizing topological locality of the event set becomes the hinge on which manycore efficiency turns
- FIXME defend this is a hypothesis and an active research area of mine
Edge and Level Triggering
- Historic interfaces like POSIX.1g/POSIX.1-2001's select(2) and POSIX.1-2001's poll(2) were level-triggered
- Asynchronous I/O is pretty much by definition edge-triggered.
- epoll (via EPOLLET) and kqueue (via EV_CLEAR) provide edge-triggered semantics
- see the mteventqueue document from libtorque's documentation:
<include src="https://raw.github.com/dankamongmen/libtorque/master/doc/mteventqueues " />
A Garden of Interfaces
We all know doddering old read(2) and write(2) (which can't, by the way, be portably used with shared memory). But what about...
- readv(2), writev(2) (FreeBSD's sendfile(2) has a struct iov handily attached, perfect for eg the Chunked transfer-encoding)
- splice(2), vmsplice(2) and tee(2) on Linux since version 2.6.17
- (When the first page of results for your interface centers largely on exploits, might it be time to reconsider your design assumptions?)
- sendfile(2) (with charmingly different interfaces on FreeBSD and Linux)
- On Linux since 2.6.2x (FIXME get a link), sendfile(2) is implemented in terms of splice(2)
- aio_ and friends for aysnchronous i/o
- mmap(2) and an entire associated bag of tricks (FIXME detail)
- most uses of mincore(2) and madvise(2) are questionable at best and useless at likely. FIXME defend
- broad use of mlock(2) as a performance hack is not even really questionable, just a bad idea FIXME defend
- use of large pages is highly recommended for any large, non-sparse maps FIXME explain
- mremap(2) and remap_file_pages(2) on Linux can be used effectively at times
- There's nothing wrong with MAP_FIXED so long as you've already allocated the region before (see caveats...)
"The linux mremap() is an idiotic system call. Just unmap the file and re-mmap it. There are a thousand ways to do it, which is why linux's mremap() syscall is stupid." - Matthew Dillon
"I claim that Mach people (and apparently FreeBSD) are incompetent idiots. Playing games with VM is bad. memory copies are _also_ bad, but quite frankly, memory copies often have _less_ downside than VM games, and bigger caches will only continue to drive that point home." - Linus Torvalds
- User-space networking stacks: The Return of Mach!
- Linux has long had zero-copy PF_PACKET RX; get ready for zero-copy TX (using the same PACKET_MMAP interface)
- I'm actively using PACKET_TX_RING in Omphalos as of June 2011; it works magnificently.
- "Zero-copy" gets banded about a good bit; be sure you're aware of hardware limitations (see FreeBSD's zero_copy(9), for instance)
- Linux 5 introduced io_uring and really locked down and expanded eBPF
The Full Monty: A Theory of UNIX Servers
We must mix and match:
- Many event sources, of multiple types and possibly various triggering mechanisms (edge- vs level-triggered):
- Socket descriptors, pipes
- File descriptors referring to actual files (these usually have different blocking semantics)
- Signals, perhaps being used for asynchronous I/O with descriptors (signalfd(2) on Linux unifies these with socket descriptors; kqueue supports EVFILT_SIGNAL events)
- Timers (timerfd(2) on Linux unifies these with socket descriptors; kqueue supports EVFILT_TIMER events)
- Condition variables and/or mutexes becoming available
- Filesystem events (inotify(7) on Linux, EVFILT_VNODE with kqueue)
- Networking events (netlink(7) (PF_NETLINK) sockets on Linux, EVFILT_NETDEV with kqueue)
- One or more event notifiers (epoll or kqueue fd)
- One or more event vectors, into which notifiers dump events
- kqueue supports vectorized registration of event changes, generalizing the issue
- Threads -- one event notifier per? one shared event notifier with one event vector per? one shared event notifier feeding one shared event vector? work-stealing/handoff?
- It is doubtful (but not, AFAIK, proven impossible) that one scheduling/sharing solution is optimal for all workloads
- The Flash web server dynamically spawns and culls helper threads for high-latency I/O operations
- The contest is between the costs of demultiplexing asynchronous event notifications vs managing threads
- My opinion: if fast async notifications can be distributed across threads, one thread per processing element always suffices
- Other opinions exist, centered around communication bottlenecks
"Thread scheduling provides a facility for juggling between clients without further programming; if it is too expensive, the application may benefit from doing the juggling itself. Effectively, the application must implement its own internal scheduler that juggles the state of each client." - George Varghese, Network Algorithmics
DoS Prevention or, Maximizing Useful Service
- TCP SYN -- to Syncookie or nay? The "half-open session" isn't nearly as meaningful or important a concept on modern networking stacks as it was in 2000.
- Long-fat-pipe options, fewer MSS values, etc...but recent work (in Linux, at least) has improved them (my gut feeling: nay)
- Various attacks like slowloris, TCPPersist as written up in Phrack 0x0d-0x42-0x09, Outpost24 etc...
- What are the winning feedbacks? fractals and queueing theory, oh my! fixme detail
The Little Things
Hardware Esoterica
- Direct Cache Access must be supported by NICs, northbridge chipset, OS and microarchitecture
- IOMMU / I/OAT
- Checksum offloading / TSO / LRO / Frame descriptors
- Use ethtool on Linux to configure NICs (try ethtool -g, -k and -c)
- PCI shared bus/bus-mastering, PCIe slots/lanes (channel grouping), PCI-X, MSI
"Many times, but not every time, a network frontend processor is likely to be an overly complex solution to the wrong part of the problem. It is possibly an expedient short-term measure (and there's certainly a place in the world for those), but as a long-term architectural approach, the commoditization of processor cores makes specialized hardware very difficult to justify." - Mike O'Dell, "Network Front-end Processors, Yet Again"
- What about robustness in the face of hardware failure? Actual hardware interfaces (MCE, IPMI, CPU and memory blacklisting) ought mainly be the domain of the operating system, but the effects will be felt by the application. If a processing unit is removed, are compute-bound threads pruned?
Operating System Esoterica
- The Linux networking stack is a boss hawg and a half. Check out the Linux Advanced Routing and Traffic Control (LARTC) HOWTO for details ad nauseam
- See my TCP page -- auto-tuning is pretty much to be assumed (and best not subverted) in recent Linux/FreeBSD
- When extending MAP_NOSYNC maps on FreeBSD, be sure to write(2) in zeros, rather than merely ftruncating (see the man page's warning)
- Linux enforces a systemwide limit on LVMAs (maps): /proc/sys/vm/max_map_count
Tuning for the Network
- All hosts ought employ the RFC 1323 options (see Syncookies regarding contraindications there)
- Avoid fragmentation: datagram services (UDP, DCCP) ought ensure they're not exceeding PMTUs
- LAN services ought consider jumbo frames.
- There is little point in setting IPv4 TOS bits (RFC 791, RFC 1349); they've been superseded as DiffServ/ECN (RFC 3168)
- IPv6 does away with this entire concept, using flow labels and letting the router decide
Power Consumption
Less power consumed means reduced operating cost and less waste heat, prolonging component life.
- Using on-demand CPU throttling (ACPI P-states, voltage reduction) is a no-brainer, but requires dynamic control to be effective.
- Be sure it's enabled in your OS and your BIOS; more info here
- Sleep states (architectural changes) are useful outside environments pairing low-latency requirements with sporadic traffic
- Even aggressive power-saving ACPI C-states wake up in usec
- Don't wake up disks when it's not necessary; try using tmpfs or async for transient logging, and don't log MARK entries
- If your app doesn't use disk directly, consider PXE booting and network-based logging
- Avoid periodic taskmastering and timers where available, using event-driven notification (more effective anyway!)
- Use as few processing elements as completely as possible, so that CPUs and caches can be powered down
- This also applies, of course, to machines in a cluster
See Also
- "mteventqueues" by Your Humble Wikist, and likewise libtorque
- "Scaling Linux Services Before Accepting Connections" by Theo Julienne, 2020-07-03
- "Poll vs Epoll, Once Again" by Jacques Mattheij, 2010-08-04
- "Poll, Epoll, Science, and Superpoll" by Zed Shaw
- "Buffered Async I/O" on Jens Axboe's livejournal (axboe)
- "Asynchronous I/O on linux OR: welcome to hell" by Devin McCall
- "Linux: epoll performance and gotchas" on Gerard Toonstra's blog
- "epoll, threading" on lkml, 2007-05-26
- "sendfile(): fairly sexy (nothing to do with ECN)" on lkml, 2001-01-27
- "rfc: threaded epoll_wait thundering herd" on lkml, 2007-05-04
- "epoll: fix for epoll_wait sometimes returning" on lkml, 2009-02-24
- ">10% performance degradation since 2.6.18" on lkml, 2009-06-02
- "rps: Receive packet steering" on linux-network, 2009-11-11
- "sharing memory map between processes (same parent)" on comp.unix.programmer
- Stuart Cheshire's "Laws of Networkdynamics" and "It's the Latency, Stupid"
- "some mmap observations compared to Linux 2.6/OpenBSD" on freebsd-hackers
- "mremap help? or no support for FreeBSD?" on freebsd-hackers
- "mmap() sendfile()" on freebsd-hackers
- "Implementation of mmap() on FreeBSD" on freebsd-hackers (1999-06-26)
- "read vs mmap (or io vs page faults)" on freebsd-questions (2004-06-20)
- "Edge-triggered interfaces are too difficult?" on LWN, 2003-05-16
- "Toward a kernel events interface" on LWN, 2006-08-01
- "The Return of Kevent?" on LWN, 2007-05-10
- LWN's 2003-03-05 article on remap_file_pages(2)
- "epoll ready set loops diet" on LWN, 2007-02-28
- "Linux and TCP Offload Engines" on LWN, 2005-08-22
- "Interrupt Mitigation in the Block Layer" on LWN, 2009-08-10
- "JLS2009: Generic receive offload" on LWN, 2009-10-27
- "Edge- vs Level-Triggered Events" on Pierre Phaneuf's livejournal (pphaneuf)
- "Linux Event Handling" on Ulrich Drepper's livejournal (udrepper) (2006-10-31)
- "glibc 2.10 news" on Ulrich Drepper's livejournal (udrepper) (2009-04-17)
- "edge-triggered vs level-triggered epoll in kernel 2.6" on comp.unix.programmer, 2004-12-01
- Ian Barile's 2004-02 Dr. Dobb's Journal article, "I/O Multiplexing & Scalable Socket Servers"
- 2006-04-21 KernelTrap article "Linux: vmsplice() versus COW" covers lively debate of vmsplice(2) vs FreeBSD's ZERO_COPY_SOCKET
- "Implementation and Analysis of Large Receive Offload in a Virtualized System", 2008 paper by Takayuki Hatori and Hitoshi Oi
- "Large Receive Offload implementation in Neterion 10GbE Ethernet driver" from proceedings of the 2005 OLS
- "Using epoll() For Asynchronous Network Programming"
- "Lazy Asynchronous I/O for Event-Driven Servers", 2004 USENIX paper by Khaled Elmeleegy, Anupam Chanda, and Alan L. Cox (pdf)
- "The context-switch overhead inflicted by hardware interrupts (and the enigma of do-nothing loops)", 2007 Experimental Computer Science, Dan Tsafrir
- "Patches and Documents related to Page Fault Performance in the Linux Kernel" at SGI
- PipesFS at Vrije Universiteit Amsterdam