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src="https://thb.tildacdn.com/tild3134-3133-4964-a265-323662613633/-/empty/at0uqbv97bab4dlnlsrb.png" data-original="https://static.tildacdn.com/tild3134-3133-4964-a265-323662613633/at0uqbv97bab4dlnlsrb.png"
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alt=""> </div> </div> </div> <div id="rec725804619" class="r t-rec t-rec_pt_30 t-rec_pb_60" style="padding-top:30px;padding-bottom:60px; " data-record-type="106"> <!-- T004 --> <div class="t004"> <div class="t-container "> <div class="t-col t-col_9 t-prefix_1"> <div field="text" class="t-text t-text_md ">Продолжаем рассказывать об эксплуатации Ceph. Сегодня поговорим о процессе восстановления данных и флагах, которые позволяют его контролировать: norebalance, nobackfill и norecover.<br /><br />Статья подготовлена на основе лекции Александра Руденко, ведущего инженера в группе разработки «Облака КРОК». Лекция доступна в рамках <a href="https://slurm.io/ceph?utm_source=blog" target="_blank" rel="noreferrer noopener">курса по Ceph в «Слёрме»</a>.<br /><br />Для полного понимания рекомендуем сначала прочесть статью о флагах для управления состояниями OSD.</div> </div> </div> </div> <style> #rec725804619 .t-text{font-size:18px;}</style> </div> <div id="rec725804620" class="r t-rec t-rec_pt_30 t-rec_pb_0" style="padding-top:30px;padding-bottom:0px; " data-record-type="795"> <!-- T795 --> <div class="t795"> <div class="t-container t-align_left"> <div class="t-col t-col_10 t-prefix_1"> <h2 class="t795__title t-title t-title_xs" field="title">rebuild и rebalance в Ceph</h2> </div> </div> </div> <style> @media screen and (min-width:900px){#rec725804620 .t795__title{font-size:36px;}}#rec725804620 .t795__descr{font-size:22px;}</style> </div> <div id="rec725804621" class="r t-rec t-rec_pt_0 t-rec_pb_30" style="padding-top:0px;padding-bottom:30px; " data-record-type="106"> <!-- T004 --> <div class="t004"> <div class="t-container "> <div class="t-col t-col_9 t-prefix_1"> <div field="text" class="t-text t-text_md ">Если вы работали с СХД, то сталкивались с процессами rebuild и rebalance, где rebuild — это восстановление утерянных копий данных, а rebalance — перемещение существующих копий данных с места на место по тем или иным причинам.<br /><br />Обычно эти процессы имеют разные приоритеты. rebuild отдают большую полосу пропускания, его меньше лимитируют, потому что важно быстро восстановить утерянные данные. rebalance зажимают, так как в процессе перемещения недостатка в данных нет.<br /><br />В Ceph процессы rebuild и rebalance обозначены не так чётко: одна placement group может быть сразу в 6 статусах. Но с точки зрения восстановления и перемещения данных имеют значение два состояния объектов: degraded и misplaced.</div> </div> </div> </div> <style> #rec725804621 .t-text{font-size:18px;}</style> </div> <div id="rec725804622" class="r t-rec t-rec_pt_0 t-rec_pb_0" style="padding-top:0px;padding-bottom:0px; " data-record-type="3"> <!-- T107 --> <div class="t107"> <div class="t-align_center" itemscope itemtype="http://schema.org/ImageObject"> <meta itemprop="image" content="https://static.tildacdn.com/tild3132-3539-4465-b136-363038666133/qiruldphdenff-hw6rdh.png"> <img class="t-img t-width t107__width t-width_10"
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alt=""> </div> </div> </div> <div id="rec725804623" class="r t-rec t-rec_pt_30 t-rec_pb_30" style="padding-top:30px;padding-bottom:30px; " data-record-type="106"> <!-- T004 --> <div class="t004"> <div class="t-container "> <div class="t-col t-col_9 t-prefix_1"> <div field="text" class="t-text t-text_md ">Если объект в состоянии degraded, это означает, что какая-то placement group не имеет копий. Например, есть пул с тройной репликацией: у placement group три копии, одна из них в состоянии primary, другие синхронно получают от неё репликацию. Если какая-то из этих копий будет утеряна, объекты окажутся в состоянии degraded. <em>Восстановление degraded объектов — это процесс rebuild</em> с точки зрения общепринятых условностей.<br /><br />Напомню, что placement group в Ceph представлена несколькими placement groups на разных OSD. Состояние misplaced означает, что объекты перемещаются с места на место. Количество копий их placement group правильное, они все синхронны, но где-то создана новая placement group, которая должна заменить одну из существующих копий и ждёт окончания бэкфиллинга. Когда он закончится, старую копию placement group Ceph удалит. <em>Это процесс rebalance в общем понимании.</em><br /><br />Глядя на строки degraded и misplaced, вы понимаете, сколько у вас данных деградирует и нуждается в процессе rebuild, и сколько данных нуждается в перемещении с целью rebalance.<br /><br />Останавливать процессы восстановления и перемещения данных позволяют следующие флаги:<br /><br /><ul><li>nobackfill и norecover,</li><li>norebalance.</li></ul></div> </div> </div> </div> <style> #rec725804623 .t-text{font-size:18px;}</style> </div> <div id="rec725806547" class="r t-rec t-rec_pt_30 t-rec_pb_0" style="padding-top:30px;padding-bottom:0px; " data-record-type="795"> <!-- T795 --> <div class="t795"> <div class="t-container t-align_left"> <div class="t-col t-col_10 t-prefix_1"> <h2 class="t795__title t-title t-title_xs" field="title">nobackfill и norecover</h2> </div> </div> </div> <style> @media screen and (min-width:900px){#rec725806547 .t795__title{font-size:36px;}}#rec725806547 .t795__descr{font-size:22px;}</style> </div> <div id="rec725806548" class="r t-rec t-rec_pt_0 t-rec_pb_30" style="padding-top:0px;padding-bottom:30px; " data-record-type="106"> <!-- T004 --> <div class="t004"> <div class="t-container "> <div class="t-col t-col_9 t-prefix_1"> <div field="text" class="t-text t-text_md ">nobackfill и norecover делают одно и то же. В коде они отключают процесс recover немного по-разному, но результат один: полная остановка recovery io.<br /><br />Посмотрим на примере.<br /><br />Устанавливаем какой-то из флагов:<br /><br /><strong>| </strong>ceph osd set norecover<br /><br />Теперь остановим одну из OSD и отправим её в out, чтобы запустился процесс recovery.<br /><br /><strong>|</strong> systemctl stop ceph-osd@0<br /><br /><strong>|</strong> ceph osd out 0<br /><br />Проверяем результат и видим recovery, но это на этапе пиринга placement group. Он относится к recovery io, но по факту ничего не восстанавливает.</div> </div> </div> </div> <style> #rec725806548 .t-text{font-size:18px;}</style> </div> <div id="rec725804624" class="r t-rec t-rec_pt_0 t-rec_pb_0" style="padding-top:0px;padding-bottom:0px; " data-record-type="3"> <!-- T107 --> <div class="t107"> <div class="t-align_center" itemscope itemtype="http://schema.org/ImageObject"> <meta itemprop="image" content="https://static.tildacdn.com/tild3862-6136-4035-a364-306533306634/qiruldphdenff-hw6rdh.png"> <img class="t-img t-width t107__width t-width_10"
src="https://thb.tildacdn.com/tild3862-6136-4035-a364-306533306634/-/empty/qiruldphdenff-hw6rdh.png" data-original="https://static.tildacdn.com/tild3862-6136-4035-a364-306533306634/qiruldphdenff-hw6rdh.png"
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alt=""> </div> </div> </div> <div id="rec725804625" class="r t-rec t-rec_pt_30 t-rec_pb_30" style="padding-top:30px;padding-bottom:30px; " data-record-type="106"> <!-- T004 --> <div class="t004"> <div class="t-container "> <div class="t-col t-col_9 t-prefix_1"> <div field="text" class="t-text t-text_md ">Прошло некоторое время и этот процесс закончился.<br /><br />У нас есть объекты в состоянии degraded и множество статусов placement group, но они заморожены, потому что recovery остановлен.</div> </div> </div> </div> <style> #rec725804625 .t-text{font-size:18px;}</style> </div> <div id="rec725804626" class="r t-rec t-rec_pt_0 t-rec_pb_0" style="padding-top:0px;padding-bottom:0px; " data-record-type="3"> <!-- T107 --> <div class="t107"> <div class="t-align_center" itemscope itemtype="http://schema.org/ImageObject"> <meta itemprop="image" content="https://static.tildacdn.com/tild3639-6165-4330-b337-383533643566/j-rde85jrf7i1q72n_d1.png"> <img class="t-img t-width t107__width t-width_10"
src="https://thb.tildacdn.com/tild3639-6165-4330-b337-383533643566/-/empty/j-rde85jrf7i1q72n_d1.png" data-original="https://static.tildacdn.com/tild3639-6165-4330-b337-383533643566/j-rde85jrf7i1q72n_d1.png"
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alt=""> </div> </div> </div> <div id="rec725804627" class="r t-rec t-rec_pt_30 t-rec_pb_30" style="padding-top:30px;padding-bottom:30px; " data-record-type="106"> <!-- T004 --> <div class="t004"> <div class="t-container "> <div class="t-col t-col_9 t-prefix_1"> <div field="text" class="t-text t-text_md ">Надо заметить, что флаг norecover работает не совсем так, как noout (о нём было в <a href="https://slurm.io/tpost/avll1l5k81-ekspluatatsiya-ceph-flagi-dlya-upravleni">предыдущей статье</a>).<br /><br />Когда мы ставим noout, мы всё ещё можем вручную отправить OSD в out. Здесь не так: мы ставим norecover, тем самым останавливаем идущий прямо сейчас процесс recovery и блокируем любой возможный в будущем recovery.<br /><br />Флаг norecover блокирует любой вид перемещения данных, будь то с целью восстановления объектов, будь то с целью перемещения неправильно лежащих объектов, которые сейчас в состоянии misplaced.<br /><br />Теперь снимем флаг:<br /><br /><strong>| </strong>ceph osd unset norecover<br /><br />Как результат: пошёл полноценный процесс recovery io.</div> </div> </div> </div> <style> #rec725804627 .t-text{font-size:18px;}</style> </div> <div id="rec725808174" class="r t-rec t-rec_pt_0 t-rec_pb_0" style="padding-top:0px;padding-bottom:0px; " data-record-type="3"> <!-- T107 --> <div class="t107"> <div class="t-align_center" itemscope itemtype="http://schema.org/ImageObject"> <meta itemprop="image" content="https://static.tildacdn.com/tild3263-6339-4839-b834-653236373163/qiruldphdenff-hw6rdh.png"> <img class="t-img t-width t107__width t-width_10"
src="https://thb.tildacdn.com/tild3263-6339-4839-b834-653236373163/-/empty/qiruldphdenff-hw6rdh.png" data-original="https://static.tildacdn.com/tild3263-6339-4839-b834-653236373163/qiruldphdenff-hw6rdh.png"
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alt=""> </div> </div> </div> <div id="rec725808594" class="r t-rec t-rec_pt_30 t-rec_pb_30" style="padding-top:30px;padding-bottom:30px; " data-record-type="106"> <!-- T004 --> <div class="t004"> <div class="t-container "> <div class="t-col t-col_9 t-prefix_1"> <div field="text" class="t-text t-text_md ">Если установить флаг nobackfill, то recovery io так же прекратится. Эти флаги работают одинаково.</div> </div> </div> </div> <style> #rec725808594 .t-text{font-size:18px;}</style> </div> <div id="rec725804628" class="r t-rec t-rec_pt_30 t-rec_pb_0" style="padding-top:30px;padding-bottom:0px; " data-record-type="795"> <!-- T795 --> <div class="t795"> <div class="t-container t-align_left"> <div class="t-col t-col_10 t-prefix_1"> <h2 class="t795__title t-title t-title_xs" field="title">norebalance</h2> </div> </div> </div> <style> @media screen and (min-width:900px){#rec725804628 .t795__title{font-size:36px;}}#rec725804628 .t795__descr{font-size:22px;}</style> </div> <div id="rec725804629" class="r t-rec t-rec_pt_0 t-rec_pb_30" style="padding-top:0px;padding-bottom:30px; " data-record-type="106"> <!-- T004 --> <div class="t004"> <div class="t-container "> <div class="t-col t-col_9 t-prefix_1"> <div field="text" class="t-text t-text_md ">Флаг norebalance отличается. Он позволяет процессу recovery io идти только в случае, если placement group находится в состоянии degraded.<br /><br />Устанавливаем флаг norebalance:<br /><br />Флаг установили, но процесс recovery всё равно идёт, потому что есть placement group и объекты в состоянии degraded.</div> </div> </div> </div> <style> #rec725804629 .t-text{font-size:18px;}</style> </div> <div id="rec725809128" class="r t-rec t-rec_pt_0 t-rec_pb_0" style="padding-top:0px;padding-bottom:0px; " data-record-type="3"> <!-- T107 --> <div class="t107"> <div class="t-align_center" itemscope itemtype="http://schema.org/ImageObject"> <meta itemprop="image" content="https://static.tildacdn.com/tild6263-6237-4762-b931-613731316439/j230tqzr6extkgibcwu5.png"> <img class="t-img t-width t107__width t-width_10"
src="https://thb.tildacdn.com/tild6263-6237-4762-b931-613731316439/-/empty/j230tqzr6extkgibcwu5.png" data-original="https://static.tildacdn.com/tild6263-6237-4762-b931-613731316439/j230tqzr6extkgibcwu5.png"
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alt=""> </div> </div> </div> <div id="rec725809386" class="r t-rec t-rec_pt_30 t-rec_pb_30" style="padding-top:30px;padding-bottom:30px; " data-record-type="106"> <!-- T004 --> <div class="t004"> <div class="t-container "> <div class="t-col t-col_9 t-prefix_1"> <div field="text" class="t-text t-text_md ">Покажу ещё кое-что.<br /><br />Вдобавок к установленному флагу norebalance снова установим флаг norecover (флаги можно ставить вместе, они друг другу не противоречат):</div> </div> </div> </div> <style> #rec725809386 .t-text{font-size:18px;}</style> </div> <div id="rec725809560" class="r t-rec t-rec_pt_0 t-rec_pb_0" style="padding-top:0px;padding-bottom:0px; " data-record-type="3"> <!-- T107 --> <div class="t107"> <div class="t-align_center" itemscope itemtype="http://schema.org/ImageObject"> <meta itemprop="image" content="https://static.tildacdn.com/tild3537-3463-4633-b161-393161616232/w6x5uplaofhqvpvrcssj.png"> <img class="t-img t-width t107__width t-width_10"
src="https://thb.tildacdn.com/tild3537-3463-4633-b161-393161616232/-/empty/w6x5uplaofhqvpvrcssj.png" data-original="https://static.tildacdn.com/tild3537-3463-4633-b161-393161616232/w6x5uplaofhqvpvrcssj.png"
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alt=""> </div> </div> </div> <div id="rec725809895" class="r t-rec t-rec_pt_30 t-rec_pb_30" style="padding-top:30px;padding-bottom:30px; " data-record-type="106"> <!-- T004 --> <div class="t004"> <div class="t-container "> <div class="t-col t-col_9 t-prefix_1"> <div field="text" class="t-text t-text_md ">После этого выведем в out одну из OSD (под номером 1).<br /><br />ceph osd out 1<br /><br />Напомню, к этому моменту одна OSD уже отправлена в out и при этом выключена. Её данные недоступны, это degraded состояние для placement group и объектов.<br /><br />При этом OSD 1 мы просто отправили в out. Она сейчас отдаёт с себя placement group другим OSD. Появился второй статус — misplaced.</div> </div> </div> </div> <style> #rec725809895 .t-text{font-size:18px;}</style> </div> <div id="rec725809992" class="r t-rec t-rec_pt_0 t-rec_pb_0" style="padding-top:0px;padding-bottom:0px; " data-record-type="3"> <!-- T107 --> <div class="t107"> <div class="t-align_center" itemscope itemtype="http://schema.org/ImageObject"> <meta itemprop="image" content="https://static.tildacdn.com/tild3736-3334-4465-b633-373261363838/nipsnjfajtbyvtajwxo4.png"> <img class="t-img t-width t107__width t-width_10"
src="https://thb.tildacdn.com/tild3736-3334-4465-b633-373261363838/-/empty/nipsnjfajtbyvtajwxo4.png" data-original="https://static.tildacdn.com/tild3736-3334-4465-b633-373261363838/nipsnjfajtbyvtajwxo4.png"
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alt=""> </div> </div> </div> <div id="rec725810271" class="r t-rec t-rec_pt_30 t-rec_pb_30" style="padding-top:30px;padding-bottom:30px; " data-record-type="106"> <!-- T004 --> <div class="t004"> <div class="t-container "> <div class="t-col t-col_9 t-prefix_1"> <div field="text" class="t-text t-text_md ">Теперь уберём флаг norecover и оставим только norebalance.<br /><br />Таким образом мы заблокировали процессы переноса объектов в статусе misplaced, но разрешили процессы восстановления placement group в статусе degraded.<br /><br />Это тот случай, когда нужно отдать максимальный приоритет именно восстановлению degraded объектов.</div> </div> </div> </div> <style> #rec725810271 .t-text{font-size:18px;}</style> </div> <div id="rec725804630" class="r t-rec t-rec_pt_30 t-rec_pb_0" style="padding-top:30px;padding-bottom:0px; " data-record-type="795"> <!-- T795 --> <div class="t795"> <div class="t-container t-align_left"> <div class="t-col t-col_10 t-prefix_1"> <h2 class="t795__title t-title t-title_xs" field="title">Случаи применения флагов norecover и norebalance</h2> </div> </div> </div> <style> @media screen and (min-width:900px){#rec725804630 .t795__title{font-size:36px;}}#rec725804630 .t795__descr{font-size:22px;}</style> </div> <div id="rec725804631" class="r t-rec t-rec_pt_0 t-rec_pb_30" style="padding-top:0px;padding-bottom:30px; " data-record-type="106"> <!-- T004 --> <div class="t004"> <div class="t-container "> <div class="t-col t-col_9 t-prefix_1"> <div field="text" class="t-text t-text_md ">Общее замечание: не нужно ставить эти флаги просто для перезагрузки сервера. Если хотите перезапустить сервер, используйте флаг noout.<br /><br /><strong>Авария.</strong> Бывают ситуации, когда по какой-то причине отключается целая стойка или отдельный сервер. Как и положено, Ceph обнаруживает потерю копий placement group и начинает восстанавливать их на других хостах. Если объём потерянных данных по-настоящему большой (а он может исчисляться сотнями терабайт), то процесс восстановления окажется губительным для всего кластера. В таком случае разумно установить флаг norecover, чтобы на некоторое время остановить recovery io.<br /><br />Важно понимать, что речь идёт о ситуации, когда потеряна одна копия или домен данных. При этом все placement group находятся в состоянии active, то есть принимают запись и чтение.<br /><br />Установив флаг norecover, администратор выясняет масштабы аварии. Если у стойки отошло питание или серверу требуется перезагрузка, то в течение короткого времени потерянные данные можно будет поднять, не гоняя их лишний раз по кластеру. Если проблемы серьёзнее и сервер действительно отказал, то флаг norecover нужно снять и позволить Ceph восстановить потерянные копии.<br /><br />При этом флаг norebalance можно оставить, чтобы дать максимальный приоритет процессам восстановления данных. Особенно это актуально, если в момент потери хоста rebalance уже шёл (например, после добавления нескольких новых хостов).<br /><br /><strong>Высокая нагрузка.</strong> Само recovery io может быть очень высокое, и из-за этого возникают проблемы: появляются slow ops, падает производительность. Тогда можно временно приостановить всё recovery io с помощью флага norecover, либо остановить перемещение объектов misplaced флагом norebalance. Опять же, до выяснения причин.</div> </div> </div> </div> <style> #rec725804631 .t-text{font-size:18px;}</style> </div> <div id="rec725811036" class="r t-rec t-rec_pt_30 t-rec_pb_0" style="padding-top:30px;padding-bottom:0px; " data-record-type="795"> <!-- T795 --> <div class="t795"> <div class="t-container t-align_left"> <div class="t-col t-col_10 t-prefix_1"> <h2 class="t795__title t-title t-title_xs" field="title">pause</h2> </div> </div> </div> <style> @media screen and (min-width:900px){#rec725811036 .t795__title{font-size:36px;}}#rec725811036 .t795__descr{font-size:22px;}</style> </div> <div id="rec725811037" class="r t-rec t-rec_pt_0 t-rec_pb_30" style="padding-top:0px;padding-bottom:30px; " data-record-type="106"> <!-- T004 --> <div class="t004"> <div class="t-container "> <div class="t-col t-col_9 t-prefix_1"> <div field="text" class="t-text t-text_md ">Флаг pause по сути останавливает клиентское io. Никто из клиентов не сможет ни читать, ни писать из пулов Ceph.<br /><br />ceph osd set pause<br /><br />Обратите внимание, что Ceph не важно, это восстановление degraded объектов или перемещение misplaced объектов, — всё io, которое занимается этим, называется recovery. Когда говорят «остановить recovery io», имеют в виду остановить всё вместе.<br /><br />После установки флага pause останавливается всё, кроме recovery io. Даже MDS не может закоммитить свои данные в пулы или считать данные.</div> </div> </div> </div> <style> #rec725811037 .t-text{font-size:18px;}</style> </div> <div id="rec725811307" class="r t-rec t-rec_pt_0 t-rec_pb_0" style="padding-top:0px;padding-bottom:0px; " data-record-type="3"> <!-- T107 --> <div class="t107"> <div class="t-align_center" itemscope itemtype="http://schema.org/ImageObject"> <meta itemprop="image" content="https://static.tildacdn.com/tild6133-3836-4436-a563-373230666233/6-ubumrkwhtjn7jhgiya.png"> <img class="t-img t-width t107__width t-width_10"
src="https://thb.tildacdn.com/tild6133-3836-4436-a563-373230666233/-/empty/6-ubumrkwhtjn7jhgiya.png" data-original="https://static.tildacdn.com/tild6133-3836-4436-a563-373230666233/6-ubumrkwhtjn7jhgiya.png"
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alt=""> </div> </div> </div> <div id="rec725811547" class="r t-rec t-rec_pt_30 t-rec_pb_30" style="padding-top:30px;padding-bottom:30px; " data-record-type="106"> <!-- T004 --> <div class="t004"> <div class="t-container "> <div class="t-col t-col_9 t-prefix_1"> <div field="text" class="t-text t-text_md ">Но восстановление продолжает идти.</div> </div> </div> </div> <style> #rec725811547 .t-text{font-size:18px;}</style> </div> <div id="rec725811860" class="r t-rec t-rec_pt_0 t-rec_pb_0" style="padding-top:0px;padding-bottom:0px; " data-record-type="3"> <!-- T107 --> <div class="t107"> <div class="t-align_center" itemscope itemtype="http://schema.org/ImageObject"> <meta itemprop="image" content="https://static.tildacdn.com/tild6363-6537-4835-a635-366362396361/6ye2rh-lo6fcqq1yglei.png"> <img class="t-img t-width t107__width t-width_10"
src="https://thb.tildacdn.com/tild6363-6537-4835-a635-366362396361/-/empty/6ye2rh-lo6fcqq1yglei.png" data-original="https://static.tildacdn.com/tild6363-6537-4835-a635-366362396361/6ye2rh-lo6fcqq1yglei.png"
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data-field-top-value="547" data-field-left-value="419" data-field-height-value="24" data-field-width-value="336" data-field-axisy-value="top" data-field-axisx-value="left" data-field-container-value="grid" data-field-topunits-value="px" data-field-leftunits-value="px" data-field-heightunits-value="px" data-field-widthunits-value="px" data-field-textfit-value="autoheight" data-field-fontsize-value="16" data-field-top-res-320-value="614" data-field-left-res-320-value="6" data-field-width-res-320-value="300" data-field-top-res-480-value="622" data-field-left-res-480-value="16" data-field-width-res-480-value="440" data-field-fontsize-res-480-value="15" data-field-top-res-640-value="532" data-field-left-res-640-value="326" data-field-top-res-960-value="557" data-field-left-res-960-value="332" data-field-width-res-960-value="264"> <div class='tn-atom'><a href="/corporate"style="color: inherit">Корпоративное обучение</a></div> </div> <div class='t396__elem tn-elem uc-footer-menu 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data-field-top-res-320-value="218" data-field-left-res-320-value="0" data-field-top-res-480-value="222" data-field-left-res-480-value="8" data-field-fontsize-res-480-value="15" data-field-top-res-640-value="211" data-field-left-res-640-value="10" data-field-top-res-960-value="283" data-field-left-res-960-value="20"> <div class='tn-atom'field='tn_text_1660728533851'>•</div> </div> <div class='t396__elem tn-elem uc-footer-menu tn-elem__4954535791660328247775' data-elem-id='1660328247775' data-elem-type='text' data-field-top-value="579" data-field-left-value="419" data-field-height-value="24" data-field-width-value="336" data-field-axisy-value="top" data-field-axisx-value="left" data-field-container-value="grid" data-field-topunits-value="px" data-field-leftunits-value="px" data-field-heightunits-value="px" data-field-widthunits-value="px" data-field-textfit-value="autoheight" data-field-fontsize-value="16" data-field-top-res-320-value="652" data-field-left-res-320-value="6" data-field-width-res-320-value="300" data-field-top-res-480-value="660" data-field-left-res-480-value="16" data-field-width-res-480-value="440" data-field-fontsize-res-480-value="15" data-field-top-res-640-value="566" data-field-left-res-640-value="326" data-field-top-res-960-value="591" data-field-left-res-960-value="332" data-field-width-res-960-value="264"> <div class='tn-atom'><a href="/universal-tickets"style="color: inherit">Универсальные доступы</a></div> </div> <div class='t396__elem tn-elem uc-footer-menu tn-elem__4954535791660328067118' data-elem-id='1660328067118' data-elem-type='text' data-field-top-value="185" data-field-left-value="419" data-field-height-value="24" data-field-width-value="336" data-field-axisy-value="top" data-field-axisx-value="left" data-field-container-value="grid" data-field-topunits-value="px" data-field-leftunits-value="px" data-field-heightunits-value="px" data-field-widthunits-value="px" data-field-textfit-value="autoheight" data-field-fontsize-value="16" data-field-top-res-320-value="220" data-field-left-res-320-value="166" data-field-width-res-320-value="140" data-field-top-res-480-value="220" data-field-left-res-480-value="244" data-field-width-res-480-value="212" data-field-fontsize-res-480-value="15" data-field-top-res-640-value="124" data-field-left-res-640-value="326" data-field-top-res-960-value="185" data-field-left-res-960-value="332" data-field-width-res-960-value="264"> <div class='tn-atom'><a href="/catalog"style="color: inherit">Все курсы</a></div> </div> <div class='t396__elem tn-elem uc-footer-menu tn-elem__4954535791660328247777' data-elem-id='1660328247777' data-elem-type='text' data-field-top-value="611" data-field-left-value="419" data-field-height-value="24" data-field-width-value="336" data-field-axisy-value="top" data-field-axisx-value="left" data-field-container-value="grid" data-field-topunits-value="px" data-field-leftunits-value="px" data-field-heightunits-value="px" data-field-widthunits-value="px" data-field-textfit-value="autoheight" data-field-fontsize-value="16" data-field-top-res-320-value="690" data-field-left-res-320-value="6" data-field-width-res-320-value="300" data-field-top-res-480-value="698" data-field-left-res-480-value="16" data-field-width-res-480-value="440" data-field-fontsize-res-480-value="15" data-field-top-res-640-value="600" data-field-left-res-640-value="326" data-field-top-res-960-value="625" data-field-left-res-960-value="332" data-field-width-res-960-value="264"> <div class='tn-atom'><a href="/faq-for-oformitel"style="color: inherit">Оплата курса от компании</a></div> </div> <div class='t396__elem tn-elem uc-footer-menu tn-elem__4954535791660328067120' data-elem-id='1660328067120' data-elem-type='text' data-field-top-value="249" data-field-left-value="419" data-field-height-value="24" data-field-width-value="336" data-field-axisy-value="top" data-field-axisx-value="left" data-field-container-value="grid" data-field-topunits-value="px" data-field-leftunits-value="px" data-field-heightunits-value="px" data-field-widthunits-value="px" data-field-textfit-value="autoheight" data-field-fontsize-value="16" data-field-top-res-320-value="296" data-field-left-res-320-value="166" data-field-width-res-320-value="140" data-field-top-res-480-value="296" data-field-left-res-480-value="244" data-field-width-res-480-value="212" data-field-fontsize-res-480-value="15" data-field-top-res-640-value="192" data-field-left-res-640-value="326" data-field-top-res-960-value="253" data-field-left-res-960-value="332" data-field-width-res-960-value="264"> <div class='tn-atom'><a href="/free"style="color: inherit">Бесплатные материалы</a></div> </div> <div class='t396__elem tn-elem uc-footer-menu tn-elem__4954535791660327823456' data-elem-id='1660327823456' data-elem-type='text' data-field-top-value="337" data-field-left-value="16" data-field-height-value="24" data-field-width-value="336" data-field-axisy-value="top" data-field-axisx-value="left" data-field-container-value="grid" data-field-topunits-value="px" data-field-leftunits-value="px" data-field-heightunits-value="px" data-field-widthunits-value="px" data-field-textfit-value="autoheight" data-field-fontsize-value="16" data-field-left-res-320-value="6" data-field-width-res-320-value="140" data-field-top-res-480-value="296" data-field-left-res-480-value="16" data-field-width-res-480-value="212" data-field-fontsize-res-480-value="15" data-field-top-res-640-value="280" data-field-left-res-640-value="20" data-field-top-res-960-value="349" data-field-left-res-960-value="28" data-field-width-res-960-value="264"> <div class='tn-atom'><a href="https://t.me/slurmnews"style="color: inherit">Telegram</a></div> </div> <div class='t396__elem tn-elem uc-footer-menu tn-elem__4954535791660328067122' data-elem-id='1660328067122' data-elem-type='text' data-field-top-value="281" data-field-left-value="419" data-field-height-value="24" data-field-width-value="336" data-field-axisy-value="top" data-field-axisx-value="left" data-field-container-value="grid" data-field-topunits-value="px" data-field-leftunits-value="px" data-field-heightunits-value="px" data-field-widthunits-value="px" data-field-textfit-value="autoheight" data-field-fontsize-value="16" data-field-top-res-320-value="344" data-field-left-res-320-value="166" data-field-width-res-320-value="140" data-field-top-res-480-value="334" data-field-left-res-480-value="244" data-field-width-res-480-value="212" data-field-fontsize-res-480-value="15" data-field-top-res-640-value="226" data-field-left-res-640-value="326" data-field-top-res-960-value="287" data-field-left-res-960-value="332" data-field-width-res-960-value="264"> <div class='tn-atom'><a href="/speaker"style="color: inherit">Спикеры</a></div> </div> <div class='t396__elem tn-elem uc-footer-menu tn-elem__4954535791664355590156' data-elem-id='1664355590156' data-elem-type='text' data-field-top-value="313" data-field-left-value="419" data-field-height-value="24" data-field-width-value="336" data-field-axisy-value="top" data-field-axisx-value="left" data-field-container-value="grid" data-field-topunits-value="px" data-field-leftunits-value="px" data-field-heightunits-value="px" data-field-widthunits-value="px" data-field-textfit-value="autoheight" data-field-fontsize-value="16" data-field-top-res-320-value="382" data-field-left-res-320-value="166" data-field-width-res-320-value="140" data-field-top-res-480-value="372" data-field-left-res-480-value="244" data-field-width-res-480-value="212" data-field-fontsize-res-480-value="15" data-field-top-res-640-value="260" data-field-left-res-640-value="326" data-field-top-res-960-value="321" data-field-left-res-960-value="332" data-field-width-res-960-value="264"> <div class='tn-atom'><a href="/for-speakers"style="color: inherit">Для спикеров</a></div> </div> <div class='t396__elem tn-elem uc-footer-menu tn-elem__4954535791738909171549' data-elem-id='1738909171549' data-elem-type='text' data-field-top-value="345" data-field-left-value="419" data-field-height-value="24" data-field-width-value="336" data-field-axisy-value="top" data-field-axisx-value="left" data-field-container-value="grid" data-field-topunits-value="px" data-field-leftunits-value="px" data-field-heightunits-value="px" data-field-widthunits-value="px" data-field-textfit-value="autoheight" data-field-fontsize-value="16" data-field-top-res-320-value="420" data-field-left-res-320-value="166" data-field-width-res-320-value="140" data-field-top-res-480-value="410" data-field-left-res-480-value="244" data-field-width-res-480-value="212" data-field-fontsize-res-480-value="15" data-field-top-res-640-value="294" data-field-left-res-640-value="326" data-field-top-res-960-value="355" data-field-left-res-960-value="332" data-field-width-res-960-value="264"> <div class='tn-atom'><a href="https://slurm.io/careers"style="color: inherit">Работа в Слёрме</a></div> </div> <div class='t396__elem tn-elem tn-elem__4954535791660328170303' data-elem-id='1660328170303' data-elem-type='text' data-field-top-value="503" data-field-left-value="419" data-field-height-value="24" data-field-width-value="336" data-field-axisy-value="top" data-field-axisx-value="left" data-field-container-value="grid" data-field-topunits-value="px" data-field-leftunits-value="px" data-field-heightunits-value="px" data-field-widthunits-value="px" data-field-textfit-value="autoheight" data-field-fontsize-value="18" data-field-top-res-320-value="570" data-field-left-res-320-value="9" data-field-width-res-320-value="300" data-field-fontsize-res-320-value="16" data-field-top-res-480-value="578" data-field-left-res-480-value="16" data-field-width-res-480-value="440" data-field-top-res-640-value="488" data-field-left-res-640-value="326" data-field-top-res-960-value="513" data-field-left-res-960-value="332" data-field-width-res-960-value="264"> <div class='tn-atom'field='tn_text_1660328170303'>Корпоративным клиентам</div> </div> <div class='t396__elem tn-elem tn-elem__4954535791660328581896' data-elem-id='1660328581896' data-elem-type='text' data-field-top-value="185" data-field-left-value="820" data-field-height-value="24" data-field-width-value="360" data-field-axisy-value="top" data-field-axisx-value="left" data-field-container-value="grid" data-field-topunits-value="px" data-field-leftunits-value="px" data-field-heightunits-value="px" data-field-widthunits-value="px" data-field-textfit-value="autoheight" data-field-fontsize-value="18" data-field-top-res-320-value="973" data-field-left-res-320-value="12" data-field-width-res-320-value="300" data-field-fontsize-res-320-value="16" data-field-top-res-480-value="964" data-field-left-res-480-value="20" data-field-width-res-480-value="440" data-field-top-res-640-value="830" data-field-left-res-640-value="24" data-field-width-res-640-value="288" data-field-left-res-960-value="640" data-field-width-res-960-value="288"> <div class='tn-atom'field='tn_text_1660328581896'>Партнёры</div> </div> <div class='t396__elem tn-elem tn-elem__4954535791660328396738' data-elem-id='1660328396738' data-elem-type='text' data-field-top-value="736" data-field-left-value="20" data-field-height-value="24" data-field-width-value="360" data-field-axisy-value="top" data-field-axisx-value="left" data-field-container-value="grid" data-field-topunits-value="px" data-field-leftunits-value="px" data-field-heightunits-value="px" data-field-widthunits-value="px" data-field-textfit-value="autoheight" data-field-fontsize-value="16" data-field-top-res-320-value="1428" data-field-left-res-320-value="9" data-field-top-res-480-value="1435" data-field-left-res-480-value="23" data-field-top-res-640-value="1125" data-field-left-res-640-value="24" data-field-top-res-960-value="765" data-field-left-res-960-value="32" data-field-width-res-960-value="288"> <div class='tn-atom'field='tn_text_1660328396738'>© 2018—2025 ООО «Слёрм»</div> </div> <div class='t396__elem tn-elem uc-footer-menu tn-elem__4954535791660327824923' data-elem-id='1660327824923' data-elem-type='text' data-field-top-value="401" data-field-left-value="16" data-field-height-value="24" data-field-width-value="336" data-field-axisy-value="top" data-field-axisx-value="left" data-field-container-value="grid" data-field-topunits-value="px" data-field-leftunits-value="px" data-field-heightunits-value="px" data-field-widthunits-value="px" data-field-textfit-value="autoheight" data-field-fontsize-value="16" data-field-left-res-320-value="6" data-field-width-res-320-value="140" data-field-top-res-480-value="372" data-field-left-res-480-value="16" data-field-width-res-480-value="212" data-field-fontsize-res-480-value="15" data-field-top-res-640-value="348" data-field-left-res-640-value="20" data-field-top-res-960-value="417" data-field-left-res-960-value="28" data-field-width-res-960-value="264"> <div class='tn-atom'><a href="https://vk.com/slurm_io"rel="nofollow"style="color: inherit">VK</a></div> </div> <div class='t396__elem tn-elem uc-footer-menu tn-elem__4954535791660327826356' data-elem-id='1660327826356' data-elem-type='text' data-field-top-value="369" data-field-left-value="16" data-field-height-value="24" data-field-width-value="336" data-field-axisy-value="top" data-field-axisx-value="left" data-field-container-value="grid" data-field-topunits-value="px" data-field-leftunits-value="px" data-field-heightunits-value="px" data-field-widthunits-value="px" data-field-textfit-value="autoheight" data-field-fontsize-value="16" data-field-left-res-320-value="6" data-field-width-res-320-value="140" data-field-top-res-480-value="334" data-field-left-res-480-value="16" data-field-width-res-480-value="212" data-field-fontsize-res-480-value="15" data-field-top-res-640-value="314" data-field-left-res-640-value="20" data-field-top-res-960-value="383" data-field-left-res-960-value="28" data-field-width-res-960-value="264"> <div class='tn-atom'><a href="https://www.youtube.com/c/slurm_io"rel="nofollow"style="color: inherit">YouTube</a></div> </div> <div class='t396__elem tn-elem uc-footer-menu tn-elem__4954535791660327833780' data-elem-id='1660327833780' data-elem-type='text' data-field-top-value="433" data-field-left-value="16" data-field-height-value="24" data-field-width-value="336" data-field-axisy-value="top" data-field-axisx-value="left" data-field-container-value="grid" data-field-topunits-value="px" data-field-leftunits-value="px" data-field-heightunits-value="px" data-field-widthunits-value="px" data-field-textfit-value="autoheight" data-field-fontsize-value="16" data-field-left-res-320-value="6" data-field-width-res-320-value="140" data-field-top-res-480-value="410" data-field-left-res-480-value="16" data-field-width-res-480-value="212" data-field-fontsize-res-480-value="15" data-field-top-res-640-value="382" data-field-left-res-640-value="20" data-field-top-res-960-value="451" data-field-left-res-960-value="28" data-field-width-res-960-value="264"> <div class='tn-atom'><a href="https://dzen.ru/slurm"rel="nofollow"style="color: inherit">Дзен</a></div> </div> <div class='t396__elem tn-elem uc-footer-menu tn-elem__4954535791660327835132' data-elem-id='1660327835132' data-elem-type='text' data-field-top-value="497" data-field-left-value="16" data-field-height-value="24" data-field-width-value="336" data-field-axisy-value="top" data-field-axisx-value="left" data-field-container-value="grid" data-field-topunits-value="px" data-field-leftunits-value="px" data-field-heightunits-value="px" data-field-widthunits-value="px" data-field-textfit-value="autoheight" data-field-fontsize-value="16" data-field-left-res-320-value="6" data-field-width-res-320-value="140" data-field-top-res-480-value="486" data-field-left-res-480-value="16" data-field-width-res-480-value="212" data-field-fontsize-res-480-value="15" data-field-top-res-640-value="450" data-field-left-res-640-value="20" data-field-top-res-960-value="519" data-field-left-res-960-value="28" data-field-width-res-960-value="264"> <div class='tn-atom'><a href="https://www.linkedin.com/company/slurm"rel="nofollow"style="color: inherit">LinkedIn</a></div> </div> <div class='t396__elem tn-elem uc-footer-menu tn-elem__4954535791695983077804' data-elem-id='1695983077804' data-elem-type='text' data-field-top-value="586" data-field-left-value="16" data-field-height-value="24" data-field-width-value="336" data-field-axisy-value="top" data-field-axisx-value="left" data-field-container-value="grid" data-field-topunits-value="px" data-field-leftunits-value="px" data-field-heightunits-value="px" data-field-widthunits-value="px" data-field-textfit-value="autoheight" data-field-fontsize-value="16" data-field-top-res-320-value="1268" data-field-left-res-320-value="9" data-field-width-res-320-value="300" data-field-top-res-480-value="1265" data-field-left-res-480-value="19" data-field-width-res-480-value="440" data-field-fontsize-res-480-value="15" data-field-top-res-640-value="590" data-field-left-res-640-value="20" data-field-top-res-960-value="619" data-field-left-res-960-value="28" data-field-width-res-960-value="264"> <div class='tn-atom'><a href="/privacy"style="color: inherit">Политика конфиденциальности</a></div> </div> <div class='t396__elem tn-elem uc-footer-menu tn-elem__4954535791660328020471' data-elem-id='1660328020471' data-elem-type='text' data-field-top-value="618" data-field-left-value="16" data-field-height-value="24" data-field-width-value="336" data-field-axisy-value="top" data-field-axisx-value="left" data-field-container-value="grid" data-field-topunits-value="px" data-field-leftunits-value="px" data-field-heightunits-value="px" data-field-widthunits-value="px" data-field-textfit-value="autoheight" data-field-fontsize-value="16" data-field-top-res-320-value="1306" data-field-left-res-320-value="9" data-field-width-res-320-value="300" data-field-top-res-480-value="1303" data-field-left-res-480-value="19" data-field-width-res-480-value="440" data-field-fontsize-res-480-value="15" data-field-top-res-640-value="624" data-field-left-res-640-value="20" data-field-top-res-960-value="653" data-field-left-res-960-value="28" data-field-width-res-960-value="264"> <div class='tn-atom'><a href="/oferta-slurm"style="color: inherit">Публичная оферта</a></div> </div> <div class='t396__elem tn-elem tn-elem__4954535791660327366231' data-elem-id='1660327366231' data-elem-type='text' data-field-top-value="121" data-field-left-value="820" data-field-height-value="24" data-field-width-value="360" data-field-axisy-value="top" data-field-axisx-value="left" data-field-container-value="grid" data-field-topunits-value="px" data-field-leftunits-value="px" data-field-heightunits-value="px" data-field-widthunits-value="px" data-field-textfit-value="autoheight" data-field-fontsize-value="18" data-field-top-res-320-value="925" data-field-left-res-320-value="10" data-field-width-res-320-value="300" data-field-fontsize-res-320-value="16" data-field-top-res-480-value="908" data-field-left-res-480-value="20" data-field-width-res-480-value="440" data-field-top-res-640-value="784" data-field-left-res-640-value="168" data-field-left-res-960-value="640"> <div class='tn-atom'field='tn_text_1660327366231'>Генеральный партнёр Слёрм</div> </div> <div class='t396__elem tn-elem uc-footer-line tn-elem__4954535791660723679978' data-elem-id='1660723679978' data-elem-type='shape' data-field-top-value="0" data-field-left-value="787" data-field-height-value="100" data-field-width-value="1" data-field-axisy-value="top" data-field-axisx-value="left" data-field-container-value="grid" data-field-topunits-value="px" data-field-leftunits-value="px" 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uc-footer-line tn-elem__4954535791660625579543' data-elem-id='1660625579543' data-elem-type='shape' data-field-top-value="0" data-field-left-value="0" data-field-height-value="1" data-field-width-value="592" data-field-axisy-value="top" data-field-axisx-value="left" data-field-container-value="grid" data-field-topunits-value="px" data-field-leftunits-value="px" data-field-heightunits-value="px" data-field-widthunits-value="px" data-field-top-res-320-value="1215" data-field-left-res-320-value="9" data-field-width-res-320-value="300" data-field-top-res-480-value="1204" data-field-left-res-480-value="20" data-field-width-res-480-value="440" data-field-top-res-640-value="1060" data-field-left-res-640-value="24"> <div class='tn-atom'> </div> </div> <div class='t396__elem tn-elem uc-footer-line--top tn-elem__4954535791660723501956' data-elem-id='1660723501956' data-elem-type='shape' data-field-top-value="0" data-field-left-value="0" data-field-height-value="1" data-field-width-value="100" 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