1<!doctype html public "-//W3C//DTD HTML 4.01 Transitional//EN" 2 "http://www.w3.org/TR/html4/loose.dtd"> 3 4<html> 5 6<head> 7 8<title>Postfix Bottleneck Analysis</title> 9 10<meta http-equiv="Content-Type" content="text/html; charset=utf-8"> 11 12</head> 13 14<body> 15 16<h1><img src="postfix-logo.jpg" width="203" height="98" ALT="">Postfix Bottleneck Analysis</h1> 17 18<hr> 19 20<h2>Purpose of this document </h2> 21 22<p> This document is an introduction to Postfix queue congestion analysis. 23It explains how the <a href="qshape.1.html">qshape(1)</a> program can help to track down the 24reason for queue congestion. <a href="qshape.1.html">qshape(1)</a> is bundled with Postfix 252.1 and later source code, under the "auxiliary" directory. This 26document describes <a href="qshape.1.html">qshape(1)</a> as bundled with Postfix 2.4. </p> 27 28<p> This document covers the following topics: </p> 29 30<ul> 31 32<li><a href="#qshape">Introducing the qshape tool</a> 33 34<li><a href="#trouble_shooting">Trouble shooting with qshape</a> 35 36<li><a href="#healthy">Example 1: Healthy queue</a> 37 38<li><a href="#dictionary_bounce">Example 2: Deferred queue full of 39dictionary attack bounces</a></li> 40 41<li><a href="#active_congestion">Example 3: Congestion in the active 42queue</a></li> 43 44<li><a href="#backlog">Example 4: High volume destination backlog</a> 45 46<li><a href="#queues">Postfix queue directories</a> 47 48<ul> 49 50<li> <a href="#maildrop_queue"> The "maildrop" queue </a> 51 52<li> <a href="#hold_queue"> The "hold" queue </a> 53 54<li> <a href="#incoming_queue"> The "incoming" queue </a> 55 56<li> <a href="#active_queue"> The "active" queue </a> 57 58<li> <a href="#deferred_queue"> The "deferred" queue </a> 59 60</ul> 61 62<li><a href="#credits">Credits</a> 63 64</ul> 65 66<h2><a name="qshape">Introducing the qshape tool</a></h2> 67 68<p> When mail is draining slowly or the queue is unexpectedly large, 69run <a href="qshape.1.html">qshape(1)</a> as the super-user (root) to help zero in on the problem. 70The <a href="qshape.1.html">qshape(1)</a> program displays a tabular view of the Postfix queue 71contents. </p> 72 73<ul> 74 75<li> <p> On the horizontal axis, it displays the queue age with 76fine granularity for recent messages and (geometrically) less fine 77granularity for older messages. </p> 78 79<li> <p> The vertical axis displays the destination (or with the 80"-s" switch the sender) domain. Domains with the most messages are 81listed first. </p> 82 83</ul> 84 85<p> For example, in the output below we see the top 10 lines of 86the (mostly forged) sender domain distribution for captured spam 87in the "<a href="QSHAPE_README.html#hold_queue">hold" queue</a>: </p> 88 89<blockquote> 90<pre> 91$ qshape -s hold | head 92 T 5 10 20 40 80 160 320 640 1280 1280+ 93 TOTAL 486 0 0 1 0 0 2 4 20 40 419 94 yahoo.com 14 0 0 1 0 0 0 0 1 0 12 95 extremepricecuts.net 13 0 0 0 0 0 0 0 2 0 11 96 ms35.hinet.net 12 0 0 0 0 0 0 0 0 1 11 97 winnersdaily.net 12 0 0 0 0 0 0 0 2 0 10 98 hotmail.com 11 0 0 0 0 0 0 0 0 1 10 99 worldnet.fr 6 0 0 0 0 0 0 0 0 0 6 100 ms41.hinet.net 6 0 0 0 0 0 0 0 0 0 6 101 osn.de 5 0 0 0 0 0 1 0 0 0 4 102</pre> 103</blockquote> 104 105<ul> 106 107<li> <p> The "T" column shows the total (in this case sender) count 108for each domain. The columns with numbers above them, show counts 109for messages aged fewer than that many minutes, but not younger 110than the age limit for the previous column. The row labeled "TOTAL" 111shows the total count for all domains. </p> 112 113<li> <p> In this example, there are 14 messages allegedly from 114yahoo.com, 1 between 10 and 20 minutes old, 1 between 320 and 640 115minutes old and 12 older than 1280 minutes (1440 minutes in a day). 116</p> 117 118</ul> 119 120<p> When the output is a terminal intermediate results showing the top 20 121domains (-n option) are displayed after every 1000 messages (-N option) 122and the final output also shows only the top 20 domains. This makes 123qshape useful even when the "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a> is very large and it may 124otherwise take prohibitively long to read the entire "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a>. </p> 125 126<p> By default, qshape shows statistics for the union of both the 127"<a href="QSHAPE_README.html#incoming_queue">incoming"</a> and "<a href="QSHAPE_README.html#active_queue">active" queues</a> which are the most relevant queues to 128look at when analyzing performance. </p> 129 130<p> One can request an alternate list of queues: </p> 131 132<blockquote> 133<pre> 134$ qshape deferred 135$ qshape incoming active deferred 136</pre> 137</blockquote> 138 139<p> this will show the age distribution of the "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a> or 140the union of the "<a href="QSHAPE_README.html#incoming_queue">incoming"</a>, "<a href="QSHAPE_README.html#active_queue">active"</a> and "<a href="QSHAPE_README.html#deferred_queue">deferred" queues</a>. </p> 141 142<p> Command line options control the number of display "buckets", 143the age limit for the smallest bucket, display of parent domain 144counts and so on. The "-h" option outputs a summary of the available 145switches. </p> 146 147<h2><a name="trouble_shooting">Trouble shooting with qshape</a> 148</h2> 149 150<p> Large numbers in the qshape output represent a large number of 151messages that are destined to (or alleged to come from) a particular 152domain. It should be possible to tell at a glance which domains 153dominate the queue sender or recipient counts, approximately when 154a burst of mail started, and when it stopped. </p> 155 156<p> The problem destinations or sender domains appear near the top 157left corner of the output table. Remember that the "<a href="QSHAPE_README.html#active_queue">active" queue</a> 158can accommodate up to 20000 ($<a href="postconf.5.html#qmgr_message_active_limit">qmgr_message_active_limit</a>) messages. 159To check whether this limit has been reached, use: </p> 160 161<blockquote> 162<pre> 163$ qshape -s active <i>(show sender statistics)</i> 164</pre> 165</blockquote> 166 167<p> If the total sender count is below 20000 the "<a href="QSHAPE_README.html#active_queue">active" queue</a> is 168not yet saturated, any high volume sender domains show near the 169top of the output. 170 171<p> With <a href="qmgr.8.html">oqmgr(8)</a> the "<a href="QSHAPE_README.html#active_queue">active" queue</a> is also limited to at most 20000 172recipient addresses ($<a href="postconf.5.html#qmgr_message_recipient_limit">qmgr_message_recipient_limit</a>). To check for 173exhaustion of this limit use: </p> 174 175<blockquote> 176<pre> 177$ qshape active <i>(show recipient statistics)</i> 178</pre> 179</blockquote> 180 181<p> Having found the high volume domains, it is often useful to 182search the logs for recent messages pertaining to the domains in 183question. </p> 184 185<blockquote> 186<pre> 187# Find deliveries to example.com 188# 189$ tail -10000 /var/log/maillog | 190 egrep -i ': to=<.*@example\.com>,' | 191 less 192 193# Find messages from example.com 194# 195$ tail -10000 /var/log/maillog | 196 egrep -i ': from=<.*@example\.com>,' | 197 less 198</pre> 199</blockquote> 200 201<p> You may want to drill in on some specific queue ids: </p> 202 203<blockquote> 204<pre> 205# Find all messages for a specific queue id. 206# 207$ tail -10000 /var/log/maillog | egrep ': 2B2173FF68: ' 208</pre> 209</blockquote> 210 211<p> Also look for queue manager warning messages in the log. These 212warnings can suggest strategies to reduce congestion. </p> 213 214<blockquote> 215<pre> 216$ egrep 'qmgr.*(panic|fatal|error|warning):' /var/log/maillog 217</pre> 218</blockquote> 219 220<p> When all else fails try the Postfix mailing list for help, but 221please don't forget to include the top 10 or 20 lines of <a href="qshape.1.html">qshape(1)</a> 222output. </p> 223 224<h2><a name="healthy">Example 1: Healthy queue</a></h2> 225 226<p> When looking at just the "<a href="QSHAPE_README.html#incoming_queue">incoming"</a> and "<a href="QSHAPE_README.html#active_queue">active" queues</a>, under 227normal conditions (no congestion) the "<a href="QSHAPE_README.html#incoming_queue">incoming"</a> and "<a href="QSHAPE_README.html#active_queue">active" queues</a> 228are nearly empty. Mail leaves the system almost as quickly as it 229comes in or is deferred without congestion in the "<a href="QSHAPE_README.html#active_queue">active" queue</a>. 230</p> 231 232<blockquote> 233<pre> 234$ qshape <i>(show "<a href="QSHAPE_README.html#incoming_queue">incoming"</a> and "<a href="QSHAPE_README.html#active_queue">active" queue</a> status)</i> 235 236 T 5 10 20 40 80 160 320 640 1280 1280+ 237 TOTAL 5 0 0 0 1 0 0 0 1 1 2 238 meri.uwasa.fi 5 0 0 0 1 0 0 0 1 1 2 239</pre> 240</blockquote> 241 242<p> If one looks at the two queues separately, the "<a href="QSHAPE_README.html#incoming_queue">incoming" queue</a> 243is empty or perhaps briefly has one or two messages, while the 244"<a href="QSHAPE_README.html#active_queue">active" queue</a> holds more messages and for a somewhat longer time: 245</p> 246 247<blockquote> 248<pre> 249$ qshape incoming 250 251 T 5 10 20 40 80 160 320 640 1280 1280+ 252 TOTAL 0 0 0 0 0 0 0 0 0 0 0 253 254$ qshape active 255 256 T 5 10 20 40 80 160 320 640 1280 1280+ 257 TOTAL 5 0 0 0 1 0 0 0 1 1 2 258 meri.uwasa.fi 5 0 0 0 1 0 0 0 1 1 2 259</pre> 260</blockquote> 261 262<h2><a name="dictionary_bounce">Example 2: Deferred queue full of 263dictionary attack bounces</a></h2> 264 265<p> This is from a server where recipient validation is not yet 266available for some of the <a href="VIRTUAL_README.html#canonical">hosted domains</a>. Dictionary attacks on 267the unvalidated domains result in bounce backscatter. The bounces 268dominate the queue, but with proper tuning they do not saturate the 269"<a href="QSHAPE_README.html#incoming_queue">incoming"</a> or "<a href="QSHAPE_README.html#active_queue">active" queues</a>. The high volume of deferred mail is not 270a direct cause for alarm. </p> 271 272<blockquote> 273<pre> 274$ qshape deferred | head 275 276 T 5 10 20 40 80 160 320 640 1280 1280+ 277 TOTAL 2234 4 2 5 9 31 57 108 201 464 1353 278 heyhihellothere.com 207 0 0 1 1 6 6 8 25 68 92 279 pleazerzoneprod.com 105 0 0 0 0 0 0 0 5 44 56 280 groups.msn.com 63 2 1 2 4 4 14 14 14 8 0 281 orion.toppoint.de 49 0 0 0 1 0 2 4 3 16 23 282 kali.com.cn 46 0 0 0 0 1 0 2 6 12 25 283 meri.uwasa.fi 44 0 0 0 0 1 0 2 8 11 22 284 gjr.paknet.com.pk 43 1 0 0 1 1 3 3 6 12 16 285 aristotle.algonet.se 41 0 0 0 0 0 1 2 11 12 15 286</pre> 287</blockquote> 288 289<p> The domains shown are mostly bulk-mailers and all the volume 290is the tail end of the time distribution, showing that short term 291arrival rates are moderate. Larger numbers and lower message ages 292are more indicative of current trouble. Old mail still going nowhere 293is largely harmless so long as the "<a href="QSHAPE_README.html#active_queue">active"</a> and "<a href="QSHAPE_README.html#incoming_queue">incoming" queues</a> are 294short. We can also see that the groups.msn.com undeliverables are 295low rate steady stream rather than a concentrated dictionary attack 296that is now over. </p> 297 298<blockquote> 299<pre> 300$ qshape -s deferred | head 301 302 T 5 10 20 40 80 160 320 640 1280 1280+ 303 TOTAL 2193 4 4 5 8 33 56 104 205 465 1309 304 MAILER-DAEMON 1709 4 4 5 8 33 55 101 198 452 849 305 example.com 263 0 0 0 0 0 0 0 0 2 261 306 example.org 209 0 0 0 0 0 1 3 6 11 188 307 example.net 6 0 0 0 0 0 0 0 0 0 6 308 example.edu 3 0 0 0 0 0 0 0 0 0 3 309 example.gov 2 0 0 0 0 0 0 0 1 0 1 310 example.mil 1 0 0 0 0 0 0 0 0 0 1 311</pre> 312</blockquote> 313 314<p> Looking at the sender distribution, we see that as expected 315most of the messages are bounces. </p> 316 317<h2><a name="active_congestion">Example 3: Congestion in the active 318queue</a></h2> 319 320<p> This example is taken from a Feb 2004 discussion on the Postfix 321Users list. Congestion was reported with the 322"<a href="QSHAPE_README.html#active_queue">active"</a> and "<a href="QSHAPE_README.html#incoming_queue">incoming" queues</a> 323large and not shrinking despite very large delivery agent 324process limits. The thread is archived at: 325<a href="http://groups.google.com/groups?threadm=c0b7js$2r65$1@FreeBSD.csie.NCTU.edu.tw">http://groups.google.com/groups?threadm=c0b7js$2r65$1@FreeBSD.csie.NCTU.edu.tw</a> 326and 327<a href="http://archives.neohapsis.com/archives/postfix/2004-02/thread.html#1371">http://archives.neohapsis.com/archives/postfix/2004-02/thread.html#1371</a> 328</p> 329 330<p> Using an older version of <a href="qshape.1.html">qshape(1)</a> it was quickly determined 331that all the messages were for just a few destinations: </p> 332 333<blockquote> 334<pre> 335$ qshape <i>(show "<a href="QSHAPE_README.html#incoming_queue">incoming"</a> and "<a href="QSHAPE_README.html#active_queue">active" queue</a> status)</i> 336 337 T A 5 10 20 40 80 160 320 320+ 338 TOTAL 11775 9996 0 0 1 1 42 94 221 1420 339 user.sourceforge.net 7678 7678 0 0 0 0 0 0 0 0 340 lists.sourceforge.net 2313 2313 0 0 0 0 0 0 0 0 341 gzd.gotdns.com 102 0 0 0 0 0 0 0 2 100 342</pre> 343</blockquote> 344 345<p> The "A" column showed the count of messages in the "<a href="QSHAPE_README.html#active_queue">active" queue</a>, 346and the numbered columns showed totals for the "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a>. At 34710000 messages (Postfix 1.x "<a href="QSHAPE_README.html#active_queue">active" queue</a> size limit) the "<a href="QSHAPE_README.html#active_queue">active" queue</a> 348is full. The "<a href="QSHAPE_README.html#incoming_queue">incoming" queue</a> was growing rapidly. </p> 349 350<p> With the trouble destinations clearly identified, the administrator 351quickly found and fixed the problem. It is substantially harder to 352glean the same information from the logs. While a careful reading 353of <a href="mailq.1.html">mailq(1)</a> output should yield similar results, it is much harder 354to gauge the magnitude of the problem by looking at the queue 355one message at a time. </p> 356 357<h2><a name="backlog">Example 4: High volume destination backlog</a></h2> 358 359<p> When a site you send a lot of email to is down or slow, mail 360messages will rapidly build up in the "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a>, or worse, in 361the "<a href="QSHAPE_README.html#active_queue">active" queue</a>. The qshape output will show large numbers for 362the destination domain in all age buckets that overlap the starting 363time of the problem: </p> 364 365<blockquote> 366<pre> 367$ qshape deferred | head 368 369 T 5 10 20 40 80 160 320 640 1280 1280+ 370 TOTAL 5000 200 200 400 800 1600 1000 200 200 200 200 371 highvolume.com 4000 160 160 320 640 1280 1440 0 0 0 0 372 ... 373</pre> 374</blockquote> 375 376<p> Here the "highvolume.com" destination is continuing to accumulate 377deferred mail. The "<a href="QSHAPE_README.html#incoming_queue">incoming"</a> and "<a href="QSHAPE_README.html#active_queue">active" queues</a> are fine, but the 378"<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a> started growing some time between 1 and 2 hours ago 379and continues to grow. </p> 380 381<p> If the high volume destination is not down, but is instead 382slow, one might see similar congestion in the "<a href="QSHAPE_README.html#active_queue">active" queue</a>. 383"<a href="QSHAPE_README.html#active_queue">Active" queue</a> congestion is a greater cause for alarm; one might need to 384take measures to ensure that the mail is deferred instead or even 385add an <a href="access.5.html">access(5)</a> rule asking the sender to try again later. </p> 386 387<p> If a high volume destination exhibits frequent bursts of consecutive 388connections refused by all MX hosts or "421 Server busy errors", it 389is possible for the queue manager to mark the destination as "dead" 390despite the transient nature of the errors. The destination will be 391retried again after the expiration of a $<a href="postconf.5.html#minimal_backoff_time">minimal_backoff_time</a> timer. 392If the error bursts are frequent enough it may be that only a small 393quantity of email is delivered before the destination is again marked 394"dead". In some cases enabling static (not on demand) connection 395caching by listing the appropriate nexthop domain in a table included in 396"<a href="postconf.5.html#smtp_connection_cache_destinations">smtp_connection_cache_destinations</a>" may help to reduce the error rate, 397because most messages will re-use existing connections. </p> 398 399<p> The MTA that has been observed most frequently to exhibit such 400bursts of errors is Microsoft Exchange, which refuses connections 401under load. Some proxy virus scanners in front of the Exchange 402server propagate the refused connection to the client as a "421" 403error. </p> 404 405<p> Note that it is now possible to configure Postfix to exhibit similarly 406erratic behavior by misconfiguring the <a href="anvil.8.html">anvil(8)</a> service. Do not use 407<a href="anvil.8.html">anvil(8)</a> for steady-state rate limiting, its purpose is (unintentional) 408DoS prevention and the rate limits set should be very generous! </p> 409 410<p> If one finds oneself needing to deliver a high volume of mail to a 411destination that exhibits frequent brief bursts of errors and connection 412caching does not solve the problem, there is a subtle workaround. </p> 413 414<ul> 415 416<li> <p> Postfix version 2.5 and later: </p> 417 418<ul> 419 420<li> <p> In <a href="master.5.html">master.cf</a> set up a dedicated clone of the "smtp" transport 421for the destination in question. In the example below we will call 422it "fragile". </p> 423 424<li> <p> In <a href="master.5.html">master.cf</a> configure a reasonable process limit for the 425cloned smtp transport (a number in the 10-20 range is typical). </p> 426 427<li> <p> IMPORTANT!!! In <a href="postconf.5.html">main.cf</a> configure a large per-destination 428pseudo-cohort failure limit for the cloned smtp transport. </p> 429 430<pre> 431/etc/postfix/<a href="postconf.5.html">main.cf</a>: 432 <a href="postconf.5.html#transport_maps">transport_maps</a> = <a href="DATABASE_README.html#types">hash</a>:/etc/postfix/transport 433 fragile_destination_concurrency_failed_cohort_limit = 100 434 fragile_destination_concurrency_limit = 20 435 436/etc/postfix/transport: 437 example.com fragile: 438 439/etc/postfix/<a href="master.5.html">master.cf</a>: 440 # service type private unpriv chroot wakeup maxproc command 441 fragile unix - - n - 20 smtp 442</pre> 443 444<p> See also the documentation for 445<a href="postconf.5.html#default_destination_concurrency_failed_cohort_limit">default_destination_concurrency_failed_cohort_limit</a> and 446<a href="postconf.5.html#default_destination_concurrency_limit">default_destination_concurrency_limit</a>. </p> 447 448</ul> 449 450<li> <p> Earlier Postfix versions: </p> 451 452<ul> 453 454<li> <p> In <a href="master.5.html">master.cf</a> set up a dedicated clone of the "smtp" 455transport for the destination in question. In the example below 456we will call it "fragile". </p> 457 458<li> <p> In <a href="master.5.html">master.cf</a> configure a reasonable process limit for the 459transport (a number in the 10-20 range is typical). </p> 460 461<li> <p> IMPORTANT!!! In <a href="postconf.5.html">main.cf</a> configure a very large initial 462and destination concurrency limit for this transport (say 2000). </p> 463 464<pre> 465/etc/postfix/<a href="postconf.5.html">main.cf</a>: 466 <a href="postconf.5.html#transport_maps">transport_maps</a> = <a href="DATABASE_README.html#types">hash</a>:/etc/postfix/transport 467 <a href="postconf.5.html#initial_destination_concurrency">initial_destination_concurrency</a> = 2000 468 fragile_destination_concurrency_limit = 2000 469 470/etc/postfix/transport: 471 example.com fragile: 472 473/etc/postfix/<a href="master.5.html">master.cf</a>: 474 # service type private unpriv chroot wakeup maxproc command 475 fragile unix - - n - 20 smtp 476</pre> 477 478<p> See also the documentation for <a href="postconf.5.html#default_destination_concurrency_limit">default_destination_concurrency_limit</a>. 479</p> 480 481</ul> 482 483</ul> 484 485<p> The effect of this configuration is that up to 2000 486consecutive errors are tolerated without marking the destination 487dead, while the total concurrency remains reasonable (10-20 488processes). This trick is only for a very specialized situation: 489high volume delivery into a channel with multi-error bursts 490that is capable of high throughput, but is repeatedly throttled by 491the bursts of errors. </p> 492 493<p> When a destination is unable to handle the load even after the 494Postfix process limit is reduced to 1, a desperate measure is to 495insert brief delays between delivery attempts. </p> 496 497<ul> 498 499<li> <p> Postfix version 2.5 and later: </p> 500 501<ul> 502 503<li> <p> In <a href="master.5.html">master.cf</a> set up a dedicated clone of the "smtp" transport 504for the problem destination. In the example below we call it "slow". 505</p> 506 507<li> <p> In <a href="postconf.5.html">main.cf</a> configure a short delay between deliveries to 508the same destination. </p> 509 510<pre> 511/etc/postfix/<a href="postconf.5.html">main.cf</a>: 512 <a href="postconf.5.html#transport_maps">transport_maps</a> = <a href="DATABASE_README.html#types">hash</a>:/etc/postfix/transport 513 slow_destination_rate_delay = 1 514 slow_destination_concurrency_failed_cohort_limit = 100 515 516/etc/postfix/transport: 517 example.com slow: 518 519/etc/postfix/<a href="master.5.html">master.cf</a>: 520 # service type private unpriv chroot wakeup maxproc command 521 slow unix - - n - - smtp 522</pre> 523 524</ul> 525 526<p> See also the documentation for <a href="postconf.5.html#default_destination_rate_delay">default_destination_rate_delay</a>. </p> 527 528<p> This solution forces the Postfix <a href="smtp.8.html">smtp(8)</a> client to wait for 529$slow_destination_rate_delay seconds between deliveries to the same 530destination. </p> 531 532<p> IMPORTANT!! The large slow_destination_concurrency_failed_cohort_limit 533value is needed. This prevents Postfix from deferring all mail for 534the same destination after only one connection or handshake error 535(the reason for this is that non-zero slow_destination_rate_delay 536forces a per-destination concurrency of 1). </p> 537 538<li> <p> Earlier Postfix versions: </p> 539 540<ul> 541 542<li> <p> In the transport map entry for the problem destination, 543specify a dead host as the primary nexthop. </p> 544 545<li> <p> In the <a href="master.5.html">master.cf</a> entry for the transport specify the 546problem destination as the <a href="postconf.5.html#fallback_relay">fallback_relay</a> and specify a small 547<a href="postconf.5.html#smtp_connect_timeout">smtp_connect_timeout</a> value. </p> 548 549<pre> 550/etc/postfix/<a href="postconf.5.html">main.cf</a>: 551 <a href="postconf.5.html#transport_maps">transport_maps</a> = <a href="DATABASE_README.html#types">hash</a>:/etc/postfix/transport 552 553/etc/postfix/transport: 554 example.com slow:[dead.host] 555 556/etc/postfix/<a href="master.5.html">master.cf</a>: 557 # service type private unpriv chroot wakeup maxproc command 558 slow unix - - n - 1 smtp 559 -o <a href="postconf.5.html#fallback_relay">fallback_relay</a>=problem.example.com 560 -o <a href="postconf.5.html#smtp_connect_timeout">smtp_connect_timeout</a>=1 561 -o <a href="postconf.5.html#smtp_connection_cache_on_demand">smtp_connection_cache_on_demand</a>=no 562</pre> 563 564</ul> 565 566<p> This solution forces the Postfix <a href="smtp.8.html">smtp(8)</a> client to wait for 567$<a href="postconf.5.html#smtp_connect_timeout">smtp_connect_timeout</a> seconds between deliveries. The connection 568caching feature is disabled to prevent the client from skipping 569over the dead host. </p> 570 571</ul> 572 573<h2><a name="queues">Postfix queue directories</a></h2> 574 575<p> The following sections describe Postfix queues: their purpose, 576what normal behavior looks like, and how to diagnose abnormal 577behavior. </p> 578 579<h3> <a name="maildrop_queue"> The "maildrop" queue </a> </h3> 580 581<p> Messages that have been submitted via the Postfix <a href="sendmail.1.html">sendmail(1)</a> 582command, but not yet brought into the main Postfix queue by the 583<a href="pickup.8.html">pickup(8)</a> service, await processing in the "<a href="QSHAPE_README.html#maildrop_queue">maildrop" queue</a>. Messages 584can be added to the "<a href="QSHAPE_README.html#maildrop_queue">maildrop" queue</a> even when the Postfix system 585is not running. They will begin to be processed once Postfix is 586started. </p> 587 588<p> The "<a href="QSHAPE_README.html#maildrop_queue">maildrop" queue</a> is drained by the single threaded <a href="pickup.8.html">pickup(8)</a> 589service scanning the queue directory periodically or when notified 590of new message arrival by the <a href="postdrop.1.html">postdrop(1)</a> program. The <a href="postdrop.1.html">postdrop(1)</a> 591program is a setgid helper that allows the unprivileged Postfix 592<a href="sendmail.1.html">sendmail(1)</a> program to inject mail into the "<a href="QSHAPE_README.html#maildrop_queue">maildrop" queue</a> and 593to notify the <a href="pickup.8.html">pickup(8)</a> service of its arrival. </p> 594 595<p> All mail that enters the main Postfix queue does so via the 596<a href="cleanup.8.html">cleanup(8)</a> service. The cleanup service is responsible for envelope 597and header rewriting, header and body regular expression checks, 598automatic bcc recipient processing, milter content processing, and 599reliable insertion of the message into the Postfix "<a href="QSHAPE_README.html#incoming_queue">incoming" queue</a>. </p> 600 601<p> In the absence of excessive CPU consumption in <a href="cleanup.8.html">cleanup(8)</a> header 602or body regular expression checks or other software consuming all 603available CPU resources, Postfix performance is disk I/O bound. 604The rate at which the <a href="pickup.8.html">pickup(8)</a> service can inject messages into 605the queue is largely determined by disk access times, since the 606<a href="cleanup.8.html">cleanup(8)</a> service must commit the message to stable storage before 607returning success. The same is true of the <a href="postdrop.1.html">postdrop(1)</a> program 608writing the message to the "maildrop" directory. </p> 609 610<p> As the pickup service is single threaded, it can only deliver 611one message at a time at a rate that does not exceed the reciprocal 612disk I/O latency (+ CPU if not negligible) of the cleanup service. 613</p> 614 615<p> Congestion in this queue is indicative of an excessive local message 616submission rate or perhaps excessive CPU consumption in the <a href="cleanup.8.html">cleanup(8)</a> 617service due to excessive <a href="postconf.5.html#body_checks">body_checks</a>, or (Postfix ≥ 2.3) high latency 618milters. </p> 619 620<p> Note, that once the "<a href="QSHAPE_README.html#active_queue">active" queue</a> is full, the cleanup service 621will attempt to slow down message injection by pausing $<a href="postconf.5.html#in_flow_delay">in_flow_delay</a> 622for each message. In this case "<a href="QSHAPE_README.html#maildrop_queue">maildrop" queue</a> congestion may be 623a consequence of congestion downstream, rather than a problem in 624its own right. </p> 625 626<p> Note, you should not attempt to deliver large volumes of mail via 627the <a href="pickup.8.html">pickup(8)</a> service. High volume sites should avoid using "simple" 628content filters that re-inject scanned mail via Postfix <a href="sendmail.1.html">sendmail(1)</a> 629and <a href="postdrop.1.html">postdrop(1)</a>. </p> 630 631<p> A high arrival rate of locally submitted mail may be an indication 632of an uncaught forwarding loop, or a run-away notification program. 633Try to keep the volume of local mail injection to a moderate level. 634</p> 635 636<p> The "postsuper -r" command can place selected messages into 637the "<a href="QSHAPE_README.html#maildrop_queue">maildrop" queue</a> for reprocessing. This is most useful for 638resetting any stale <a href="postconf.5.html#content_filter">content_filter</a> settings. Requeuing a large number 639of messages using "postsuper -r" can clearly cause a spike in the 640size of the "<a href="QSHAPE_README.html#maildrop_queue">maildrop" queue</a>. </p> 641 642<h3> <a name="hold_queue"> The "hold" queue </a> </h3> 643 644<p> The administrator can define "smtpd" <a href="access.5.html">access(5)</a> policies, or 645<a href="cleanup.8.html">cleanup(8)</a> header/body checks that cause messages to be automatically 646diverted from normal processing and placed indefinitely in the 647"<a href="QSHAPE_README.html#hold_queue">hold" queue</a>. Messages placed in the "<a href="QSHAPE_README.html#hold_queue">hold" queue</a> stay there until 648the administrator intervenes. No periodic delivery attempts are 649made for messages in the "<a href="QSHAPE_README.html#hold_queue">hold" queue</a>. The <a href="postsuper.1.html">postsuper(1)</a> command 650can be used to manually release messages into the "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a>. 651</p> 652 653<p> Messages can potentially stay in the "<a href="QSHAPE_README.html#hold_queue">hold" queue</a> longer than 654$<a href="postconf.5.html#maximal_queue_lifetime">maximal_queue_lifetime</a>. If such "old" messages need to be released from 655the "<a href="QSHAPE_README.html#hold_queue">hold" queue</a>, they should typically be moved into the "<a href="QSHAPE_README.html#maildrop_queue">maildrop" queue</a> 656using "postsuper -r", so that the message gets a new timestamp and 657is given more than one opportunity to be delivered. Messages that are 658"young" can be moved directly into the "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a> using 659"postsuper -H". </p> 660 661<p> The "<a href="QSHAPE_README.html#hold_queue">hold" queue</a> plays little role in Postfix performance, and 662monitoring of the "<a href="QSHAPE_README.html#hold_queue">hold" queue</a> is typically more closely motivated 663by tracking spam and malware, than by performance issues. </p> 664 665<h3> <a name="incoming_queue"> The "incoming" queue </a> </h3> 666 667<p> All new mail entering the Postfix queue is written by the 668<a href="cleanup.8.html">cleanup(8)</a> service into the "<a href="QSHAPE_README.html#incoming_queue">incoming" queue</a>. New queue files are 669created owned by the "postfix" user with an access bitmask (or 670mode) of 0600. Once a queue file is ready for further processing 671the <a href="cleanup.8.html">cleanup(8)</a> service changes the queue file mode to 0700 and 672notifies the queue manager of new mail arrival. The queue manager 673ignores incomplete queue files whose mode is 0600, as these are 674still being written by cleanup. </p> 675 676<p> The queue manager scans the "<a href="QSHAPE_README.html#incoming_queue">incoming" queue</a> bringing any new 677mail into the "<a href="QSHAPE_README.html#active_queue">active" queue</a> if the "<a href="QSHAPE_README.html#active_queue">active" queue</a> resource limits 678have not been exceeded. By default, the "<a href="QSHAPE_README.html#active_queue">active" queue</a> accommodates 679at most 20000 messages. Once the "<a href="QSHAPE_README.html#active_queue">active" queue</a> message limit is 680reached, the queue manager stops scanning the "<a href="QSHAPE_README.html#incoming_queue">incoming" queue</a> 681(and the "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a>, see below). </p> 682 683<p> Under normal conditions the "<a href="QSHAPE_README.html#incoming_queue">incoming" queue</a> is nearly empty (has 684only mode 0600 files), with the queue manager able to import new 685messages into the "<a href="QSHAPE_README.html#active_queue">active" queue</a> as soon as they become available. 686</p> 687 688<p> The "<a href="QSHAPE_README.html#incoming_queue">incoming" queue</a> grows when the message input rate spikes 689above the rate at which the queue manager can import messages into 690the "<a href="QSHAPE_README.html#active_queue">active" queue</a>. The main factors slowing down the queue manager 691are disk I/O and lookup queries to the trivial-rewrite service. If the queue 692manager is routinely not keeping up, consider not using "slow" 693lookup services (MySQL, LDAP, ...) for transport lookups or speeding 694up the hosts that provide the lookup service. If the problem is I/O 695starvation, consider striping the queue over more disks, faster controllers 696with a battery write cache, or other hardware improvements. At the very 697least, make sure that the queue directory is mounted with the "noatime" 698option if applicable to the underlying filesystem. </p> 699 700<p> The <a href="postconf.5.html#in_flow_delay">in_flow_delay</a> parameter is used to clamp the input rate 701when the queue manager starts to fall behind. The <a href="cleanup.8.html">cleanup(8)</a> service 702will pause for $<a href="postconf.5.html#in_flow_delay">in_flow_delay</a> seconds before creating a new queue 703file if it cannot obtain a "token" from the queue manager. </p> 704 705<p> Since the number of <a href="cleanup.8.html">cleanup(8)</a> processes is limited in most 706cases by the SMTP server concurrency, the input rate can exceed 707the output rate by at most "SMTP connection count" / $<a href="postconf.5.html#in_flow_delay">in_flow_delay</a> 708messages per second. </p> 709 710<p> With a default process limit of 100, and an <a href="postconf.5.html#in_flow_delay">in_flow_delay</a> of 7111s, the coupling is strong enough to limit a single run-away injector 712to 1 message per second, but is not strong enough to deflect an 713excessive input rate from many sources at the same time. </p> 714 715<p> If a server is being hammered from multiple directions, consider 716raising the <a href="postconf.5.html#in_flow_delay">in_flow_delay</a> to 10 seconds, but only if the "<a href="QSHAPE_README.html#incoming_queue">incoming" queue</a> 717is growing even while the "<a href="QSHAPE_README.html#active_queue">active" queue</a> is not full and the 718trivial-rewrite service is using a fast transport lookup mechanism. 719</p> 720 721<h3> <a name="active_queue"> The "active" queue </a> </h3> 722 723<p> The queue manager is a delivery agent scheduler; it works to 724ensure fast and fair delivery of mail to all destinations within 725designated resource limits. </p> 726 727<p> The "<a href="QSHAPE_README.html#active_queue">active" queue</a> is somewhat analogous to an operating system's 728process run queue. Messages in the "<a href="QSHAPE_README.html#active_queue">active" queue</a> are ready to be 729sent (runnable), but are not necessarily in the process of being 730sent (running). </p> 731 732<p> While most Postfix administrators think of the "<a href="QSHAPE_README.html#active_queue">active" queue</a> 733as a directory on disk, the real "<a href="QSHAPE_README.html#active_queue">active" queue</a> is a set of data 734structures in the memory of the queue manager process. </p> 735 736<p> Messages in the "<a href="QSHAPE_README.html#maildrop_queue">maildrop"</a>, "<a href="QSHAPE_README.html#hold_queue">hold"</a>, "<a href="QSHAPE_README.html#incoming_queue">incoming"</a> and "<a href="QSHAPE_README.html#deferred_queue">deferred" queues</a> 737(see below) do not occupy memory; they are safely stored on 738disk waiting for their turn to be processed. The envelope information 739for messages in the "<a href="QSHAPE_README.html#active_queue">active" queue</a> is managed in memory, allowing 740the queue manager to do global scheduling, allocating available 741delivery agent processes to an appropriate message in the "<a href="QSHAPE_README.html#active_queue">active" queue</a>. </p> 742 743<p> Within the "<a href="QSHAPE_README.html#active_queue">active" queue</a>, (multi-recipient) messages are broken 744up into groups of recipients that share the same transport/nexthop 745combination; the group size is capped by the transport's recipient 746concurrency limit. </p> 747 748<p> Multiple recipient groups (from one or more messages) are queued 749for delivery grouped by transport/nexthop combination. The 750<b>destination</b> concurrency limit for the transports caps the number 751of simultaneous delivery attempts for each nexthop. Transports with 752a <b>recipient</b> concurrency limit of 1 are special: these are grouped 753by the actual recipient address rather than the nexthop, yielding 754per-recipient concurrency limits rather than per-domain 755concurrency limits. Per-recipient limits are appropriate when 756performing final delivery to mailboxes rather than when relaying 757to a remote server. </p> 758 759<p> Congestion occurs in the "<a href="QSHAPE_README.html#active_queue">active" queue</a> when one or more destinations 760drain slower than the corresponding message input rate. </p> 761 762<p> Input into the "<a href="QSHAPE_README.html#active_queue">active" queue</a> comes both from new mail in the "<a href="QSHAPE_README.html#incoming_queue">incoming" queue</a>, 763and retries of mail in the "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a>. Should the "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a> 764get really large, retries of old mail can dominate the arrival 765rate of new mail. Systems with more CPU, faster disks and more network 766bandwidth can deal with larger "<a href="QSHAPE_README.html#deferred_queue">deferred" queues</a>, but as a rule of thumb 767the "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a> scales to somewhere between 100,000 and 1,000,000 768messages with good performance unlikely above that "limit". Systems with 769queues this large should typically stop accepting new mail, or put the 770backlog "on hold" until the underlying issue is fixed (provided that 771there is enough capacity to handle just the new mail). </p> 772 773<p> When a destination is down for some time, the queue manager will 774mark it dead, and immediately defer all mail for the destination without 775trying to assign it to a delivery agent. In this case the messages 776will quickly leave the "<a href="QSHAPE_README.html#active_queue">active" queue</a> and end up in the "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a> 777(with Postfix < 2.4, this is done directly by the queue manager, 778with Postfix ≥ 2.4 this is done via the "retry" delivery agent). </p> 779 780<p> When the destination is instead simply slow, or there is a problem 781causing an excessive arrival rate the "<a href="QSHAPE_README.html#active_queue">active" queue</a> will grow and will 782become dominated by mail to the congested destination. </p> 783 784<p> The only way to reduce congestion is to either reduce the input 785rate or increase the throughput. Increasing the throughput requires 786either increasing the concurrency or reducing the latency of 787deliveries. </p> 788 789<p> For high volume sites a key tuning parameter is the number of 790"smtp" delivery agents allocated to the "smtp" and "relay" transports. 791High volume sites tend to send to many different destinations, many 792of which may be down or slow, so a good fraction of the available 793delivery agents will be blocked waiting for slow sites. Also mail 794destined across the globe will incur large SMTP command-response 795latencies, so high message throughput can only be achieved with 796more concurrent delivery agents. </p> 797 798<p> The default "smtp" process limit of 100 is good enough for most 799sites, and may even need to be lowered for sites with low bandwidth 800connections (no use increasing concurrency once the network pipe 801is full). When one finds that the queue is growing on an "idle" 802system (CPU, disk I/O and network not exhausted) the remaining 803reason for congestion is insufficient concurrency in the face of 804a high average latency. If the number of outbound SMTP connections 805(either ESTABLISHED or SYN_SENT) reaches the process limit, mail 806is draining slowly and the system and network are not loaded, raise 807the "smtp" and/or "relay" process limits! </p> 808 809<p> When a high volume destination is served by multiple MX hosts with 810typically low delivery latency, performance can suffer dramatically when 811one of the MX hosts is unresponsive and SMTP connections to that host 812timeout. For example, if there are 2 equal weight MX hosts, the SMTP 813connection timeout is 30 seconds and one of the MX hosts is down, the 814average SMTP connection will take approximately 15 seconds to complete. 815With a default per-destination concurrency limit of 20 connections, 816throughput falls to just over 1 message per second. </p> 817 818<p> The best way to avoid bottlenecks when one or more MX hosts is 819non-responsive is to use connection caching. Connection caching was 820introduced with Postfix 2.2 and is by default enabled on demand for 821destinations with a backlog of mail in the "<a href="QSHAPE_README.html#active_queue">active" queue</a>. When connection 822caching is in effect for a particular destination, established connections 823are re-used to send additional messages, this reduces the number of 824connections made per message delivery and maintains good throughput even 825in the face of partial unavailability of the destination's MX hosts. </p> 826 827<p> If connection caching is not available (Postfix < 2.2) or does 828not provide a sufficient latency reduction, especially for the "relay" 829transport used to forward mail to "your own" domains, consider setting 830lower than default SMTP connection timeouts (1-5 seconds) and higher 831than default destination concurrency limits. This will further reduce 832latency and provide more concurrency to maintain throughput should 833latency rise. </p> 834 835<p> Setting high concurrency limits to domains that are not your own may 836be viewed as hostile by the receiving system, and steps may be taken 837to prevent you from monopolizing the destination system's resources. 838The defensive measures may substantially reduce your throughput or block 839access entirely. Do not set aggressive concurrency limits to remote 840domains without coordinating with the administrators of the target 841domain. </p> 842 843<p> If necessary, dedicate and tune custom transports for selected high 844volume destinations. The "relay" transport is provided for forwarding mail 845to domains for which your server is a primary or backup MX host. These can 846make up a substantial fraction of your email traffic. Use the "relay" and 847not the "smtp" transport to send email to these domains. Using the "relay" 848transport allocates a separate delivery agent pool to these destinations 849and allows separate tuning of timeouts and concurrency limits. </p> 850 851<p> Another common cause of congestion is unwarranted flushing of the 852entire "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a>. The "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a> holds messages that are likely 853to fail to be delivered and are also likely to be slow to fail delivery 854(time out). As a result the most common reaction to a large "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a> 855(flush it!) is more than likely counter-productive, and typically makes 856the congestion worse. Do not flush the "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a> unless you expect 857that most of its content has recently become deliverable (e.g. <a href="postconf.5.html#relayhost">relayhost</a> 858back up after an outage)! </p> 859 860<p> Note that whenever the queue manager is restarted, there may 861already be messages in the "<a href="QSHAPE_README.html#active_queue">active" queue</a> directory, but the "real" 862"<a href="QSHAPE_README.html#active_queue">active" queue</a> in memory is empty. In order to recover the in-memory 863state, the queue manager moves all the "<a href="QSHAPE_README.html#active_queue">active" queue</a> messages 864back into the "<a href="QSHAPE_README.html#incoming_queue">incoming" queue</a>, and then uses its normal "<a href="QSHAPE_README.html#incoming_queue">incoming" queue</a> 865scan to refill the "<a href="QSHAPE_README.html#active_queue">active" queue</a>. The process of moving all 866the messages back and forth, redoing transport table (<a href="trivial-rewrite.8.html">trivial-rewrite(8)</a> 867resolve service) lookups, and re-importing the messages back into 868memory is expensive. At all costs, avoid frequent restarts of the 869queue manager (e.g. via frequent execution of "postfix reload"). </p> 870 871<h3> <a name="deferred_queue"> The "deferred" queue </a> </h3> 872 873<p> When all the deliverable recipients for a message are delivered, 874and for some recipients delivery failed for a transient reason (it 875might succeed later), the message is placed in the "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a>. 876</p> 877 878<p> The queue manager scans the "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a> periodically. The scan 879interval is controlled by the <a href="postconf.5.html#queue_run_delay">queue_run_delay</a> parameter. While a "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a> 880scan is in progress, if an "<a href="QSHAPE_README.html#incoming_queue">incoming" queue</a> scan is also in progress 881(ideally these are brief since the "<a href="QSHAPE_README.html#incoming_queue">incoming" queue</a> should be short), the 882queue manager alternates between looking for messages in the "<a href="QSHAPE_README.html#incoming_queue">incoming" queue</a> 883and in the "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a>. This "round-robin" strategy prevents 884starvation of either the "<a href="QSHAPE_README.html#incoming_queue">incoming"</a> or the "<a href="QSHAPE_README.html#deferred_queue">deferred" queues</a>. </p> 885 886<p> Each "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a> scan only brings a fraction of the "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a> 887back into the "<a href="QSHAPE_README.html#active_queue">active" queue</a> for a retry. This is because each 888message in the "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a> is assigned a "cool-off" time when 889it is deferred. This is done by time-warping the modification 890time of the queue file into the future. The queue file is not 891eligible for a retry if its modification time is not yet reached. 892</p> 893 894<p> The "cool-off" time is at least $<a href="postconf.5.html#minimal_backoff_time">minimal_backoff_time</a> and at 895most $<a href="postconf.5.html#maximal_backoff_time">maximal_backoff_time</a>. The next retry time is set by doubling 896the message's age in the queue, and adjusting up or down to lie 897within the limits. This means that young messages are initially 898retried more often than old messages. </p> 899 900<p> If a high volume site routinely has large "<a href="QSHAPE_README.html#deferred_queue">deferred" queues</a>, it 901may be useful to adjust the <a href="postconf.5.html#queue_run_delay">queue_run_delay</a>, <a href="postconf.5.html#minimal_backoff_time">minimal_backoff_time</a> and 902<a href="postconf.5.html#maximal_backoff_time">maximal_backoff_time</a> to provide short enough delays on first failure 903(Postfix ≥ 2.4 has a sensibly low minimal backoff time by default), 904with perhaps longer delays after multiple failures, to reduce the 905retransmission rate of old messages and thereby reduce the quantity 906of previously deferred mail in the "<a href="QSHAPE_README.html#active_queue">active" queue</a>. If you want a really 907low <a href="postconf.5.html#minimal_backoff_time">minimal_backoff_time</a>, you may also want to lower <a href="postconf.5.html#queue_run_delay">queue_run_delay</a>, 908but understand that more frequent scans will increase the demand for 909disk I/O. </p> 910 911<p> One common cause of large "<a href="QSHAPE_README.html#deferred_queue">deferred" queues</a> is failure to validate 912recipients at the SMTP input stage. Since spammers routinely launch 913dictionary attacks from unrepliable sender addresses, the bounces 914for invalid recipient addresses clog the "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a> (and at high 915volumes proportionally clog the "<a href="QSHAPE_README.html#active_queue">active" queue</a>). Recipient validation 916is strongly recommended through use of the <a href="postconf.5.html#local_recipient_maps">local_recipient_maps</a> and 917<a href="postconf.5.html#relay_recipient_maps">relay_recipient_maps</a> parameters. Even when bounces drain quickly they 918inundate innocent victims of forgery with unwanted email. To avoid 919this, do not accept mail for invalid recipients. </p> 920 921<p> When a host with lots of deferred mail is down for some time, 922it is possible for the entire "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a> to reach its retry 923time simultaneously. This can lead to a very full "<a href="QSHAPE_README.html#active_queue">active" queue</a> once 924the host comes back up. The phenomenon can repeat approximately 925every <a href="postconf.5.html#maximal_backoff_time">maximal_backoff_time</a> seconds if the messages are again deferred 926after a brief burst of congestion. Perhaps, a future Postfix release 927will add a random offset to the retry time (or use a combination 928of strategies) to reduce the odds of repeated complete "<a href="QSHAPE_README.html#deferred_queue">deferred" queue</a> 929flushes. </p> 930 931<h2><a name="credits">Credits</a></h2> 932 933<p> The <a href="qshape.1.html">qshape(1)</a> program was developed by Victor Duchovni of Morgan 934Stanley, who also wrote the initial version of this document. </p> 935 936</body> 937 938</html> 939