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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=&lt;.*@example\.com&gt;,' |
191        less
192
193# Find messages from example.com
194#
195$ tail -10000 /var/log/maillog |
196        egrep -i ': from=&lt;.*@example\.com&gt;,' |
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 &ge; 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 &lt; 2.4, this is done directly by the queue manager,
778with Postfix &ge; 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 &lt; 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 &ge; 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