From 3750515e7d9e8b991b3c022e22a4798ba193feff Mon Sep 17 00:00:00 2001 From: Vladimir Protsenko Date: Wed, 1 Sep 2021 12:04:27 +0400 Subject: [PATCH] Added lab 4 markdown version. --- L4 - ZooKeeper/L4_Zookeeper.md | 684 +++++++++++++++++++++++++++++++++ L4 - ZooKeeper/images/1_.png | Bin 0 -> 22938 bytes L4 - ZooKeeper/images/2_.png | Bin 0 -> 114045 bytes L4 - ZooKeeper/images/3_.png | Bin 0 -> 151824 bytes 4 files changed, 684 insertions(+) create mode 100644 L4 - ZooKeeper/L4_Zookeeper.md create mode 100644 L4 - ZooKeeper/images/1_.png create mode 100644 L4 - ZooKeeper/images/2_.png create mode 100644 L4 - ZooKeeper/images/3_.png diff --git a/L4 - ZooKeeper/L4_Zookeeper.md b/L4 - ZooKeeper/L4_Zookeeper.md new file mode 100644 index 0000000..89d0174 --- /dev/null +++ b/L4 - ZooKeeper/L4_Zookeeper.md @@ -0,0 +1,684 @@ +# Введение + +Крупномасштабным распределённым приложениям требуются различные формы синхронизации для достижения консенсуса о базовой информации окружения. Выделение примитивов синхронизации в API позволяет выделить ядро координации из логики приложения в отдельный сервис. Являясь частью критической инфраструктуры, к такому сервису предъявляются в первую очередь требования надёжности и доступности. Подобный дизайн делает разработку и поддержку распределённого приложения проще. + +ZooKeeper является проектом с открытым исходным кодом, который предоставляет отказоустойчивый распределённый сервис хранения критичных для работы кластера данных. Хранимыми данными могут быть: конфигурационная информация, иерархическое пространство имён, url ссылки, идентификаторы задач и прочее. ZooKeeper, созданный для внутренних нужд компании Yahoo!”, в настоящее время стал использоваться такими открытыми технологиями, как: Apache HBase, HDFS, Apache Storm, Apache Kafka и др. + +Сайт проекта http://zookeeper.apache.org/. +Статья: Hunt P. et al. ZooKeeper: Wait-free Coordination for Internet-scale Systems //USENIX annual technical conference. – 2010. – Т. 8. – №. 9. + + +# Цель работы + +- запустить ZooKeeper, +- изучить директорию с установкой ZooKeeper, +- запустить интерактивную сессию ZooKeeper CLI и освоить её команды, +- научиться проводить мониторинг ZooKeeper, +- разработать приложение с барьерной синхронизацией, основанной на ZooKeeper, +- запустить и проверить работу приложения. + +Данная лабораторная может выполняться на виртуальной машине создаваемой по Vagrant конфигурации в приложении А или с ZooKeeper, установленным в Windows. + +  +# Изучение ZooKeeper +## Установка + +Данный шаг может быть пропущен, если вы будете работать с Vagrant. + +Перейдите на страницу Download на официальном сайте https://zookeeper.apache.org/ и скачайте последнюю стабильную версию (на момент написания 3.4.14). + +Архив содержит скрипты как для Windows, так и для Unix операционных систем. Необходимым условием для работы Zookeeper является наличие в системе Java Runtime Environment. + +Распакуйте архив в директорию `С:\Temp` в Windows. Если вы используете Unix систему, распакуйте и переместите содержимое архива в `/opt`. Набор команд, устанавливающих ZooKeeper в CentOS 7, вы можете найти в Vagrantfile из приложения А. + +Перед первым запуском переименуйте файл `zoo_sample.cfg` в директории `conf` в `zoo.cfg`. Файл `zoo.cfg`, который на данный момент содержит базовые настройки, используется для конфигурации сервера. + +*Примечание.* В Windows системе в `Панель управления\Система и безопасность\Система -> Дополнительные параметры системы -> Переменные среды` можно установить `JAVA_HOME`, если она не была сконфигурирована вами или администратором после установки Java в систему. + +## Запуск +### Windows +В Windows запустите сервер двойным кликом по скрипту `zkServer.cmd` в папке `./bin/` или из терминала, набрав: + +``` +zkServer.cmd +``` + +### Linux + +``` +zkServer.sh +``` + +Проверьте, что zookeeper работает + +``` +systemctl status zookeeper +``` + +## Изучение директории установки ZooKeeper + +Перейдите в директорию установки ZooKeeper. + +Изучите содержимое директории. + + + +В директории находятся следующие папки: + +- bin с исполняемыми файлами для запуска, остановки и взаимодействия с ZooKeeper, +- conf с конфигурационными файлами, +- contrib с инструментами для интеграции ZooKeeper в другие системы: rest, fuse, perl и python библиотеки, +- dist-maven артефакты Maven, +- docs в которой хранится документация, +- recipes различные рецепты, помогающие решать задачи с использованием ZooKeeper (выбор лидера, блокировки, очереди), +- src с исходным кодом и тестовыми скриптами. + +## Взаимодействие с ZooKeeper через командный интерфейс CLI + +Одним из способов взаимодействия с ZooKeeper является консольный интерфейс ZooKeeper CLI. В реальных задачах вы скорее всего будете использовать ZooKeeper клиентскую библиотеку, однако взаимодействие через CLI является прекрасной возможностью изучить систему и также полезно для ряда задач. + +Прежде всего нам понадобится перейти в папку bin директории установки ZooKeeper. + +Для запуска интерактивной сессии ZooKeeper CLI используйте скрипт zkCli с расширением в зависимости от той среды, в который вы его запускаете (sh - unix, cmd - windows). + + + +Следующая команда устанавливает подключение к ZooKeeper CLI сессии: +``` +./zkCli.sh -server 127.0.0.1:2181 +``` + + +*Примечание.* При запуске zkCli.sh без параметров по умолчанию подключение производится к localhost:2181, поэтому явно указанные выше параметры вы можете опустить. + +Подключение установлено. Для вывода всех возможных команд наберите help. + +``` +[zk: localhost:2181(CONNECTED) 0] help +ZooKeeper -server host:port -client-configuration properties-file cmd args + addWatch [-m mode] path # optional mode is one of [PERSISTENT, PERSISTENT_RECURSIVE] - default is PERSISTENT_RECURSIVE + addauth scheme auth + close + config [-c] [-w] [-s] + connect host:port + create [-s] [-e] [-c] [-t ttl] path [data] [acl] + delete [-v version] path + deleteall path [-b batch size] + delquota [-n|-b|-N|-B] path + get [-s] [-w] path + getAcl [-s] path + getAllChildrenNumber path + getEphemerals path + history + listquota path + ls [-s] [-w] [-R] path + printwatches on|off + quit + reconfig [-s] [-v version] [[-file path] | [-members serverID=host:port1:port2;port3[,...]*]] | [-add serverId=host:port1:port2;port3[,...]]* [-remove serverId[,...]*] + redo cmdno + removewatches path [-c|-d|-a] [-l] + set [-s] [-v version] path data + setAcl [-s] [-v version] [-R] path acl + setquota -n|-b|-N|-B val path + stat [-w] path + sync path + version + whoami +``` + +Выйти из консоли вы можете с помощью команды quit или отправив EOF символ сочетанием Ctrl+D. + +Далее последует изучение возможностей CLI интерфейса. Вы научитесь добавлять и удалять разные типы узлов znode, считывать и записывать данные в znode из CLI, разбираться в управлении конфигурациями на базовых примерах. + +Находясь в консоли CLI введите команду `ls /`. + +``` +[zk: localhost:2181(CONNECTED) 2] ls / +[zookeeper] +``` + +В результе вы должны получить список узлов в корне иерархической структуры данных ZooKeeper. В данном случае выводится один узел. Аналогично вы можете изучать некорневые узлы. Выведите список дочерних узлов `/zookeeper`. + +*Примечание.* Используйте автоматическое дополнение при наборе, срабатываемое по нажатию клавиши TAB. + +Теперь в корне создайте свой узел `/mynode` с данными "first_version" следующей командой: +``` +create /mynode 'first_version' +``` +Проверьте, что в корне появился новый узел. + +``` +[zk: localhost:2181(CONNECTED) 4] ls / +[mynode, zookeeper] +``` + +Следующие команды возвращают данные и метаданные узла: +``` +get /mynode +stat /mynode +``` + +``` +[zk: localhost:2181(CONNECTED) 10] get /mynode +first_version + +[zk: localhost:2181(CONNECTED) 13] stat /mynode +cZxid = 0x2 +ctime = Wed Sep 01 10:51:29 SAMT 2021 +mZxid = 0x2 +mtime = Wed Sep 01 10:51:29 SAMT 2021 +pZxid = 0x2 +cversion = 0 +dataVersion = 0 +aclVersion = 0 +ephemeralOwner = 0x0 +dataLength = 13 +numChildren = 0 +``` + +Изучим структуру, хранимую в узле + +|Поле | Описание | +| ----| ----| +|'first_version'| Хранимые данные| +|cZxid| Номер транзакции создания узла в системе| +|ctime| Время создания узла| +|mZxid| Номер транзакции модификации узла| +|mtime| Время модификации узла| +|pZxid| Номер транзакции модификации дочерних узлов| +|cversion| Количество изменений дочерних узлов| +|dataVersion| Количество изменений данных узла| +|aclVersion| Количество изменений прав доступа к данному узлу| +|ephemeralOwner| Идентификатор сессии владельца узла, если узел эфимерный. Иначе значение равно нулю.| +|dataLength| Размер данных| +|numChildren| Количество дочерних узлов| + +Измените данные узла на "second_version": +``` +set /mynode 'second_version' +``` + +``` +[zk: localhost:2181(CONNECTED) 15] get /mynode +second_version + +[zk: localhost:2181(CONNECTED) 16] stat /mynode +cZxid = 0x2 +ctime = Wed Sep 01 10:51:29 SAMT 2021 +mZxid = 0x3 +mtime = Wed Sep 01 10:56:11 SAMT 2021 +pZxid = 0x2 +cversion = 0 +dataVersion = 1 +aclVersion = 0 +ephemeralOwner = 0x0 +dataLength = 14 +numChildren = 0 +``` + +В качестве результата мы получим обновлённые метаданные узла. Обратите внимание на те значения, которые изменились. + +Изменилась дата модификации `mtime` и значение поля `dataVersion` стало больше на единицу, так как мы провели одно изменение. Также изменился размер данных. + +Теперь создайте два нумерованных (sequential) узла в качестве дочерних mynode: +``` +create -s /mynode/child 'im_sequential' +create -s /mynode/child 'me_too' +``` + +``` +[zk: localhost:2181(CONNECTED) 17] create -s /mynode/child 'im_sequential' +Created /mynode/child0000000000 +[zk: localhost:2181(CONNECTED) 18] create -s /mynode/child 'me_too' +Created /mynode/child0000000001 +``` + +Передав дополнительно флаг -s, мы указали, что создаваемый узел нумерованный. Этот способ позволяет создавать узлы с уникальными именами, по которым можно узнать порядок поступления запросов на сервер. + +*Пример.* Принадлежность клиентов к группе + +Несмотря на то, что ZooKeeper используется, как правило, из программного кода, мы можем эмулировать простой сценарий мониторинга принадлежности клиентов к группе в CLI. + +В данном примере в корне zookeeper файловой системы будет создан узел под именем mygroup. Затем несколько сессий CLI будут эмулировать клиентов, добавляющих себя в эту группу. Клиент будет добавлять эфимерный узел в mygroup иерархию. При закрытии сессии узел автоматически будет удаляться. + +*Примечание.* При использовании Vagrant управляемой виртуальной машины из VisualCode создайте несколько терминалов и установите ssh соединение в каждом командой `vagrant ssh`. + +Этот сценарий может применяться для реализации сервиса разрешения имён (DNS) узлов кластера. Каждый узел регистрирует себя под своим именем и сохраняет свой url или ip адрес. Узлы, которые временно недоступны или аварийно завершили работу, в списке отсутствуют. Таким образом директория хранит актуальный список работающих узлов с их адресами. + +Внутри CLI сессии, создайте узел mygroup. + +``` +create /mygroup 'top_node' +``` + +Откройте две новых CLI консоли и в каждой создайте по дочернему узлу в mygroup: + +*Примечание.* Удобный способ открыть CLI консоль в windows `Shift + Правая кнопка мыши -> Открыть окно PowerShell здесь` в директории zookeeper, затем выполнить `bin/zkCli.cmd`. + +Консоль 1 - grue. +``` +create -e /mygroup/grue 'iam_grue' +``` +Консоль 2 - bleen. +``` +create -e /mygroup/bleen 'iam_bleen' +``` +Эфимерный тип узла задаётся ключом `-e`. + +Проверьте в исходной консоли, что grue и bleen являются членами группы mygroup. + +![](images/1_.png) + + +Представим теперь, что одному из клиентов нужна информация о другом клиенте (к качестве клиентов могут выступать узлы кластера). Этот сценарий эмулируется получением информации командой `get`, которую мы уже запускали ранее. Выберите консоль grue и обратитесь к информации узла bleen. + +``` +get /mygroup/bleen +``` + +Информацией, которая хранится в узле клиента может быть url адрес клиента, либо любая другая информация требуемая для работы распределённого приложения. + +Теперь эмулируйте аварийное отключение любого клиента. Нажмите сочетание клавиш Ctrl+D в одной из консолей, создавшей эфимерный узел. + +Проверьте, что соответствующий узел пропал из mygroup. Изменение списка дочерних узлов может произойти не сразу — от 2 до 20 `tickTime`, значение которого вы можете посмотреть в `zoo.cfg`. + +``` +[zk: localhost:2181(CONNECTED) 53] ls /mygroup +[bleen, grue] +[zk: localhost:2181(CONNECTED) 54] ls /mygroup +[bleen, grue] +[zk: localhost:2181(CONNECTED) 55] ls /mygroup +[bleen, grue] +[zk: localhost:2181(CONNECTED) 56] ls /mygroup +[bleen, grue] +[zk: localhost:2181(CONNECTED) 57] ls /mygroup +[bleen, grue] +[zk: localhost:2181(CONNECTED) 58] ls /mygroup +[bleen, grue] +[zk: localhost:2181(CONNECTED) 59] ls /mygroup +[bleen, grue] +[zk: localhost:2181(CONNECTED) 60] ls /mygroup +[bleen] +[zk: localhost:2181(CONNECTED) 61] +``` + +Таким образом клиенты могут получать информацию о появлении и отключении других клиентов. + +В заключении удалите узел `/mygroup`. + +``` +delete /mygroup +``` + +### Пример управления конфигурацией распределённого приложения + +Хранение конфигурационной информации в ZooKeeper одно из наиболее популярных приложений. Мы будем эмулировать данную концепцию также с помощью CLI. + +Использование ZooKeeper для хранения конфигурационной информации имеет два преимущества. Первое состоит в том, что новые клиенты могут узнавать конфигурацию кластера и определять свою роль самостоятельно. Второе преимущество заключается в возможности подписки на обновление конфигурационных параметров. Это позволяет динамически реагировать на изменения в конфигурации во время выполнения, что необходимо в режиме работы 24/7. + +Создадим в корне узел "myconfig" в задачу которого будет входить хранение конфигурации. В нашем случае узел будет хранить строку `'sheep_count=1'`. + + + +Во всех случаях, когда конфигурационная информация нашего гипотетического распределённого приложения будет изменяться, мы будем обновлять znode строкой с новым значением. Другим клиентам распределённого приложения достаточно проверять хранимые в этом узле данные. + +Откройте новую консоль и подключитесь к ZooKeeper. Данная консоль будет играть роль физического сервера, который ожидает получить оповещение в случае изменения конфигурационной информации, записанной в `/myconfig` znode. + + + +Следующая команда устанавливает watch-триггер на узел: + +``` +get /myconfig -w true +``` + +Вернитесь к первому терминалу и измените значение myconfig: + +``` +set /myconfig 'sheep_count=2' +``` + +Во втором терминале должно появиться оповещение об изменении данных! + +``` +[zk: localhost:2181(CONNECTED) 87] +WATCHER:: + +WatchedEvent state:SyncConnected type:NodeDataChanged path:/myconfig +``` + +Триггер сбрасывается после одного срабатывания, а значит его придётся 'взводить' каждый раз заново. Как правило, в приложении, в логике обработчика события присутствует такая процедура. + +Удалите узел `/myconfig`. Проверьте, что эта команда выполнилась. + +Примеры приложений: +- Эфимерные узлы в сочетании возможностью быть нумерованными позволяют реализовать механизм аварийного переключения https://ru.wikipedia.org/wiki/Аварийное_переключение, производить выбор лидера, обеспечивать координацию доступа к ресурсам. +- Асинхронная передача и рассылка сообщений. + +Другие примеры использования ZooKeeper https://zookeeper.apache.org/doc/r3.4.5/recipes.html. + + +## Мониторинг ZooKeeper + +ZooKeeper позволяет проводить мониторинг его состояния с использованием 4 буквенных команд: `conf`, `cons`, `stat` и других. Полный список команд доступен по адресу https://zookeeper.apache.org/doc/trunk/zookeeperAdmin.html#The+Four+Letter+Words. + +**Примечание. В последних версиях Zookeeper 4-буквенные команды отключены по умолчанию. Вы можете их включить при запуске сервера с параметром JVM `-Dzookeeper.4lw.commands.whitelist=*`.** + +Команды можно отправлять на сервер из linux терминала с помощью утилит `echo` и `netcat`. Для некоторых linux систем `netcat` может быть вызван по сокращённому имени `nc`. Синтаксис команды: + +``` +echo <команда> | nc <имя или адрес хоста zookeeper> <порт> +``` + +В Windows вы можете установить подключение к zookeeper командой telnet + +``` +telnet <имя или адрес хоста zookeeper> <порт> +``` + +Для следующей команды сервер должен прислать ответ "imok", если он функционирует и доступен: + +``` +echo ruok | nc localhost 2181 +``` + +Узнать версию zookeeper позволяет следующая команда: + +``` +echo stat | nc localhost 2181 +``` + +Следующая команда возвращает конфигурационные параметры ZooKeeper сервера: + +``` +echo conf | nc localhost 2181 +``` + + +После выполнения распечатываются следующие параметры: +- порт клиента (`clientPort`), +- путь к директории, где хранятся данные (`dataDir`), +- путь к директории, где хранятся логи сервера (`dataLogDir`), +- интервал часов, указанный миллисекундах (`tickTime`), +- максимальное количество подключений к серверу (`maxClientCnxns`), +- минимальный и максимальный таймаут сессии (`minSessionTimeout`, `maxSessionTimeout`), +- идентификатор сервера. + +Вышеперечисленные параметры могут быть указана в конфигурационном файле в директории conf (полный путь `/opt/ibm/biginsights/zookeeper/conf/`). + +Отправьте команду `cons` для получения списка подключений всех клиентов с детальной информацией о сессиях. + +``` +echo cons | nc localhost 2181 +``` + + +Команды cons и conf дают детальную информацию. Для получения более общей информации используйте stat. + +``` +echo stat | nc localhost 2181 +``` + + +В распределённом варианте работы ZooKeeper команду dump для вывода текущих сессий и связанных с ними эфимерных узлов следует выполнять на узле-лидере. В текущей лабораторной работе все данные будут связаны с локально выполняемыми клиентскими процессами. + +``` +echo dump | nc localhost 2181 +``` + + +Для того, чтобы посмотреть информацию о watch-триггерах используйте команду wchs: + +``` +echo wchs | nc localhost 2181 +``` + + +Существуют и другие команды, найти которые вы можете в документации по администрированию ZooKeeper (Administrator's Guide). + +На этом первая часть работы завершена. +  +# Разработка распределённого приложения + +ZooKeeper поставляется с двумя клиентами для языков C и Java. В текущей лабораторной мы будем использовать Java API для реализации приложения с барьерной синхронизацией. Аналогия с животными и зоопарком позволит лучше понять концепты ZooKeeper. + +Вы создадите зоопарк, который будет представлен корневым узлом `/zoo/`. Каждое животное, ваше приложение, будет входить в зоопарк, оно будет создавать дочерний эфимерный узел в зоопарке со своим именем. После того, как все животные будут в сборе, каждое начнёт бежать и остановится через определённый период времени. В конце приложения эфимерные узлы будут явно удалены. + +## Настройка среды и проекта + +Разработка распределённого приложения будет вестись на языке Scala в IDE IntelliJ Idea. + +Создайте новый проект SBT аналогично тому, как это делалось в лабораторной работе 4. Дождитесь когда SBT инициализирует проект. Это может занять несколько минут. + +Добавьте в качестве зависимости библиотеку ZooKeeper в `build.sbt` как `provided`. Определите версию ZooKeeper. Координаты библиотеки соответствующей версии вы можете найти в https://mvnrepository.com/. + +![](images/2_.png) + +*Примечание.* При указании zookeeper зависимости может потребоваться исключения из зависимостей: `com.sun.jdmk`, `com.sun.jmx`, `javax.jms`. + +## Реализация логики приложения + +Инициализируйте пакет `zoo` в папке `src/main/scala/`. + +В пакете `zoo` создайте scala объект `Main` и поместите туда следующий код. + +```scala +package zoo + +object Main { + val sleepTime = 100 + + def main(args: Array[String]): Unit = { + println("Starting animal runner") + + val Seq(animalName, hostPort, partySize) = args.toSeq + + val animal = Animal(animalName, hostPort, "/zoo", partySize.toInt) + + try { + + } catch { + case e: Exception => println("Animal was not permitted to the zoo. " + e) + } + } +} +``` + +Этот код объявляет главный класс с методом `main`. Программа ожидает в качестве аргументов список: имя животного, адрес и порт zookeeper, размер группы животных. Далее следует создание объекта `Animal` на основе параметров: имя животного, адрес и порт zookeeper, путь к корневому узлу для узлов животных, величина группы животных. В конце метода main располагается try/catch блок, в котором будет выполняться код взаимодействующий с ZooKeeper. + +*Примечание.* Приём, с помощью которого присваиваются списку имён переменных соответствующие значения списка аргументов, называется "сопоставление по шаблону" (pattern matching). + +Нашей следующей задачей будет реализация класса `Animal` и заполнение тела try блока. + +В методе enter объект `Animal` должен связываться с ZooKeeper, создавать эфимерный узел с именем `animalName` и подписываться на обновления группы `/zoo`. + +```scala +animal.enter() +println(s"${animal.name} entered.") +``` + +Напишите цикл, в котором с интервалом sleepTime в миллисекундах печатается сообщение о работе процесса. Количество итераций может быть случайным. + +```scala +for (i <- 1 to Random.nextInt(100)) { + Thread.sleep(sleepTime) + println(s"${animal.name} is running...") +} + +animal.leave() +``` + +Перейдём к реализации класса Animal. Для удобства обращения к полям класса будем использовать case class. Инициализация Animal заключается в установлении соединения с ZooKeeper, определении переменных mutex и animalPath. + +```scala +package zoo + +import org.apache.zookeeper._ + +case class Animal(name:String, hostPort:String, root:String, partySize:Integer) extends Watcher { + val zk = new ZooKeeper(hostPort, 3000, this) + val mutex = new Object() + val animalPath = root+"/"+name + + if (zk == null) throw new Exception("ZK is NULL.") +} +``` + +Для реакции на события от ZooKeeper класс должен реализовывать метод process интерфейса Watcher. + +```scala +override def process(event: WatchedEvent): Unit = { + // код реакции на событие +} +``` + +Так как обработка событий и проверка условия барьера выполняются в разных потоках нам понадобится выполнять код методов в синхронизованном блоке. Синхронизация в Scala похожа на Java и выполняется на объекте-мьютексе. Ниже приведён пример блока синхронизации. + +```scala +mutex.synchronized { + // код +} +``` + +Реализуем простую реакцию $-$ вывод на экран события. + +```scala +override def process(event: WatchedEvent): Unit = { + mutex.synchronized { + println(s"Event from keeper: ${event.getType}") + } +} +``` + +Далее перейдём к реализации метода enter. + +```scala +def enter():Boolean = { + // код создания узла и ожидания у барьера +} +``` + +В начале метода создайте эфимерный узел. + +```scala +zk.create(animalPath, Array.emptyByteArray, ZooDefs.Ids.OPEN_ACL_UNSAFE, CreateMode.EPHEMERAL) +``` + +Затем в синхронизованном блоке в цикле напишите код, ожидающий появления в корневом узле `/zoo` всех животных. + +```scala +mutex.synchronized { + while (true) { + val party = zk.getChildren(root, this) + if (party.size() < partySize) { + println("Waiting for the others.") + mutex.wait() + println("Noticed someone.") + } else { + return true + } + } + } + return false +} +``` + +Реализуйте оставшийся метод, который вызывается в конце приложения и удаляет созданный в начале эфимерный узел с помощью метода `delete`. + +## Проверка работоспособности приложения + +Запустите несколько клиентов распределённого приложения и проверьте его работу. + +![](images/3_.png) + +*Примечание.* Перед запуском создайте корневой узел животных `/zoo`, если он ещё не создан. + +*Примечание.* Убедитесь, что библиотеки, которые используются проектом (zookeeper, log4j и другие) находятся в области видимости `CLASSPATH`. Окружения этапов компиляции, тестирования и исполнения как правило различны. + +## Упражнения + +С использованием Zookeeper сервиса: + +1. Решите проблему обедающих философов (каждый философ - отдельный процесс в системе) +2. Реализуйте двуфазный коммит протокол для high-available регистра (каждый регистр - отдельный процесс в системе) + + +# Приложение А. Инициализация виртуальной машины с помощью Vagrant + +Для работы Vagrant необходим гипервизор Oracle VM VirtualBox. Для инициализации виртуальной машины поместите следующие файлы в пустую папку, находясь в ней откройте терминал и запустите команду `vagrant up`. + +Vagrantfile +```Vagrantfile +# -*- mode: ruby -*- +# vi: set ft=ruby : + + +# All Vagrant configuration is done below. The "2" in Vagrant.configure +# configures the configuration version (we support older styles for +# backwards compatibility). Please don't change it unless you know what +# you're doing. +Vagrant.configure("2") do |config| +# The most common configuration options are documented and commented below. +# For a complete reference, please see the online documentation at +# https://docs.vagrantup.com. + + +# Every Vagrant development environment requires a box. You can search for +# boxes at https://vagrantcloud.com/search. +config.vm.box = "centos/7" +# config.vm.provider "virtualbox" do |vb| +# # Display the VirtualBox GUI when booting the machine +# vb.gui = true +# +# # Customize the amount of memory on the VM: +# vb.memory = "1024" +# end +# +# View the documentation for the provider you are using for more +# information on available options. + + +# Enable provisioning with a shell script. Additional provisioners such as +# Puppet, Chef, Ansible, Salt, and Docker are also available. Please see the +# documentation for more information about their specific syntax and use. +config.vm.provision "file", source: "zookeeper.service", destination: "zookeeper.service" +config.vm.provision "shell", inline: <<-SHELL +yum install nc -y +yum install java-11-openjdk -y +yum install wget -y +wget http://apache-mirror.rbc.ru/pub/apache/zookeeper/zookeeper-3.4.14/zookeeper-3.4.14.tar.gz +tar zxf zookeeper-3.4.14.tar.gz +mv zookeeper-3.4.14 /opt/ +cp /opt/zookeeper-3.4.14/conf/zoo_sample.cfg /opt/zookeeper-3.4.14/conf/zoo.cfg +mv zookeeper.service /etc/systemd/system/zookeeper.service +chmod 664 /etc/systemd/system/zookeeper.service +systemctl start zookeeper +SHELL +end + +zookeeper.service + +[Unit] +Description=Zookeeper +After=syslog.target + +[Service] +SyslogIdentifier=zookeeper +TimeoutStartSec=10min +Type=forking +ExecStart=/opt/zookeeper-3.4.14/bin/zkServer.sh start +ExecStop=/opt/zookeeper-3.4.14/bin/zkServer.sh stop + +[Install] +WantedBy=multi-user.target +``` + +# Дополнительные ссылки + +1. https://www.youtube.com/c/DistributedSystemsCourse +2. https://www.youtube.com/c/lindseykuperwithasharpie +3. https://lamport.azurewebsites.net/video/videos.html (recent talk: https://www.youtube.com/watch?v=Ocxczi-CvRQ) +4. https://hydraconf.com/ (free talks: https://www.youtube.com/channel/UCcwI0q9tsGZYZDvz5mLsXZA) +5. Lynch, Nancy A. Distributed Algorithms. 1996. https://dl.acm.org/doi/book/10.5555/2821576 +6. Martin Kleppmann. Designing Data-Intensive Applications: The Big Ideas Behind Reliable, Scalable, and Maintainable Systems +7. Alex Petrov. 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