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Расцвет скоростей в сетях ЦОД: 400GbE уже мейнстрим или совсем мало?

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Привет! Меня зовут Михаил Шпак, я занимаюсь комплексной архитектурой технологических решений в сетевой части ИТ-холдинга Fplus, который выпускает широкий спектр высокотехнологичных электронных устройств. В данной статье я хочу показать, как за последние 5 лет требования современного бизнеса и развитие ресурсоемких приложений (искусственного интеллекта, поисковых систем, мобильной связи стандарта 5G и т.д.) изменили требования к архитектуре, скорости и отзывчивости сетей, используемых в центрах обработки данных. Давайте разберемся, какие комплексные технологические решения заставляют нас ускоряться, а где можно использовать старые наработки и отточенные десятилетиями практики.

Вследствие быстрого развития технологий на мировом рынке телекоммуникационных вычислений и систем хранения данных в 2019 году заметно повысились требования к сетевой инфраструктуре. Существовавшие технологии уже не могли обеспечить требуемую скорость и необходимую производительность для приложений. Новую высоту задали «три кита» новой технологической эры: облачные вычисления (Cloud Computing), большие данные (Big Data) и искусственный интеллект (AI). Четвертый «кит» – интернет вещей (IoT) – утратил первоначальный вес, растворившись в трех упомянутых выше направлениях.

1. Технология 400GE: тогда и сегодня

В 2020 году международные вендоры провозгласили начало эры 400 GE. Российский рынок воспринял эту новость со здоровым скепсисом. Существует термин digital disrupt – цифровое потрясение или разрыв, – именно его рынок хотел избежать. Казалось бы, существующие технологии еще имели запас для модернизации. Да и не все понимали, что в этом цифровом рывке первично – высокая скорость ради самой скорости или объективная потребность в ней? Вернемся ненадолго в конец 10-х годов…

  • Многие ЦОД были построены с использованием классической архитектуры DCN. Они были достаточно удобны в эксплуатации и обладали простотой формирования резервных связей. В те годы мейнстримом были подключения по 10-25 Гбит/с и постепенный переход от трехзвенной архитектуры к архитектуре Clos – решению, позволяющему оптимизировать горизонтальный трафик.

  • Сдерживающими факторами были как технологические ограничения – наиболее распространенным стандартом интерфейса на тот момент являлся PCIe 3.0 (сейчас уже есть версии 4.0 и 5.0), с которым работало соответствующее поколение процессоров. При этом большая часть дисковых накопителей использовала интерфейс SATA/SAS. Переход к более скоростному NVMe только начался.

  • В инженерной инфраструктуре повсеместно использовались стойки по 5-7 кВт и структурированная кабельная система (СКС) для базовых топологий.

Рассмотрим требования к технической стороне информационно-коммуникационной инфраструктуры (ИКТ), которые формировались последние 5 лет. Примем за основу наших рассуждений утверждение, что требования к сети формирует и предъявляет не бизнес, а уровень развития приложений – то есть классическая организационная структура TOGAF и референсная архитектура от The Open Group IT4IT.

Структура референсной архитектуры IT4IT от The Open Group
Структура референсной архитектуры IT4IT от The Open Group

Бум повышения зрелости технологий, их переход из фазы шумихи в фазу адаптации к реальному использованию заставил заказчиков из мира бизнеса переосмыслить критерии качественной трансформации всей сетевой инфраструктуры. Особенно это было видно по их желанию перенять модели успешных лидеров рынка – технологических гигантов в лице Facebook, Apple, Amazon, Netflix и Google.

Сегодня, сложив все драйверы отраслей воедино, мы видим, что:

• Активное развитие бизнес-моделей и экосистем приводят к консолидации и трансформации ИКТ-ландшафта: например, экосистем МТС и Сбера.

• Примером успешного создания и выполнения ИТ-стратегий может служить программа «Надежность» банка ВТБ, появившаяся после прихода нового заместителя президента-председателя правления банка – Вадима Кулика.

• Иллюстрацией консолидации мощностей может послужить практика создания частного облака (Private Cloud) для всех дочерних организаций одной структуры – так, как это сделал «Росатом»/«Гринатом», где на этих принципах формируется отраслевой ИКТ-оператор.

Данные подходы позволяют перейти от лоскутизации к качественному изменению ИКТ. Исходя из этого можно с большой долей уверенности предположить, что ведущие потребители цифровых услуг – телекоммуникационная и банковская отрасли, энергетический сектор, государственные сервисы (gosuslugi.ru и т.д.) – начали осознавать, что сетевая инфраструктура могла бы нарастить темпы своего развития и перестать отставать от тех требований, которые бизнес и ненасытные приложения постоянно предъявляют к ее технологическому уровню. Их динамика хорошо показана в статистических данных по рынку.

Изменение скорости сетей за пять лет и прогноз на ближайшее будущее (на оси Y показан объем отгрузок сетевых устройств разных стандартов в миллионах штук).
Изменение скорости сетей за пять лет и прогноз на ближайшее будущее (на оси Y показан объем отгрузок сетевых устройств разных стандартов в миллионах штук).

Согласно отчетам Dell’Oro Group, уже в текущем году стандарт 400GE в области ИИ не просто стал обыденностью, но и буквально на глазах превращается в устаревающую технологию. По мнению аналитиков Dell’Oro, в ближайшие 3-4 года его заменит 800/1600 GE... Похоже, что в наши дни потребности технологических единорогов делают сетевую инфраструктуру ЦОД’ов для back-end-вычислений устаревшей за 1,5-2 года. Прошли те времена, когда технические решения можно было использовать 5-7, а то и 10-15 лет.

Прогноз изменения скорости в серверных сетях искусственного интеллекта
Прогноз изменения скорости в серверных сетях искусственного интеллекта

На этом моменте вспоминается английский писатель и математик Льюис Кэрролл и его известная цитата «Ну, а здесь, знаешь ли, приходится бежать со всех ног, чтобы только остаться на том же месте! Если же хочешь попасть в другое место, — тогда нужно бежать по меньшей мере вдвое быстрее!». Он явно что-то знал про темпы развития ИИ в наше время…

1.1 Основные преимущества 400GE

Использование 400-гигабитного Ethernet (400GE) имеет ряд преимуществ, важных для повышения производительности сети и эффективности работы.

  • Больше пропускной способности и рост производительности. Технология 400GE позволяет значительно увеличить пропускную способность ЦОД’ов. Таким образом, она обеспечивает более быстрый доступ к приложениям и сервисам, что является необходимым для облачных вычислений, а также для любой деятельности, требующей манипуляции с большими объемами данных.

  • Экономическая эффективность. Предприятия могут сэкономить на стоимости оборудования, интегрируя несколько соединений с более низкими скоростями в один канал 400GE. Кроме того, снижается энергопотребление и потребности в дополнительных площадях для размещения оборудования.

  • Масштабируемость. Способность обрабатывать постоянно растущий сетевой трафик без необходимости полной замены сетевой инфраструктуры делает 400GE перспективной технологией, которая оптимально подходит для масштабирования мощностей бизнесов.

1.2 В каких сферах применяется технология 400GE

  • Центры обработки данных: в центрах обработки данных 400GE обеспечивает гораздо более высокую скорость передачи данных между серверами, а также системами хранения данных и сетевыми коммутаторами, тем самым поддерживая крупномасштабную виртуализацию и аналитику больших данных.

  • Облачные сервисы: с развитием облачных вычислений технология 400GE позволяет быстро перемещать данные между устройствами и облачными сервисами, что значительно повышает производительность для пользователей, использующих приложения с интенсивным использованием полосы пропускания, такие как сети доставки контента (CDN), платформы потокового видео или системы ERP.

  • Телекоммуникации: базовым сетям и периферийным узлам в телекоммуникационных инфраструктурах требуется более высокая пропускная способность за счет каналов Ethernet 400 Гбит/с, где они могут справляться с более интенсивным трафиком, обусловленным увеличением абонентской базы, которая поставляется с новыми услугами, такими как мобильная связь 5G и т.д.

  • Высокопроизводительные вычисления (ИИ и HPC): сегодня, когда вычисления обходятся дорого с точки зрения времени, затрачиваемого на операцию, среды HPC используют технологию Ethernet 400 Гбит/с для соединения различных вычислительных кластеров вместе в одних и тех же стоечных шкафах (или даже в нескольких стойках рядом), чтобы обеспечить им доступ друг к другу с низкой задержкой. Это позволяет, например, проводить быстрое моделирование на основе огромных объемов научных данных, собранных в течение длительных периодов времени с различных датчиков по всему миру.

  • Магистральные сети: поскольку интернет-трафик продолжает экспоненциально расти из года в год, поставщикам услуг попросту необходимо внедрять новые технологии: в частности, выводить порты Ethernet 400G на своих маршрутизаторах. Такие устройства должны уметь эффективно пересылать пакеты на большие расстояния, при этом удовлетворяя темпы роста в отношении спроса на полосу пропускания (особенно с учетом доставки контента через сети CDN, популярность которых стремительно растет).

1.3 Эволюция стандартов Ethernet: от 10 до 400 Гбит/с

Первоначально созданный в начале 2000-х годов стандарт 10 Gigabit Ethernet (GE) значительно улучшил высокоскоростные сетевые приложения для центров обработки данных. Затем Институт инженеров по электротехнике и электронике (IEEE) предложил стандарты 40G и 100G Ethernet, поскольку спрос на пропускную способность рос. Новые стандарты позволили увеличить скорость передачи данных, сохранив при этом обратную совместимость с существующей инфраструктурой.

В 2017 году IEEE ратифицировал спецификацию 400 GE (IEEE 802.3bs), которая представляла существенный скачок вперед с точки зрения более высоких скоростей, необходимых для облачных вычислений, аналитики больших данных и потокового видео высокой четкости.

Эволюцию стандартов Ethernet от 10 до 400 Гбит/с хорошо показал создатель теории ограничений (TOC – Theory of Constraints) Элияху Голдратт в своей книге «Критическая цепь». Помимо справочной информации, таблица Голдратта наглядно демонстрирует, что IEEE активно перешел в риторике целесообразности от дата-центричности к вполне определенным областям, которые и стали драйверами для ускорения темпов разработки новых стандартов.

Стандарт

Дата ратификации

1GE

1998

Стандарт 1GbE (IEEE 802.3z) был принят в 1998 году и стал основой для широкого распространения Ethernet-сетей в 2000-х годах. Он обеспечивал пропускную способность в 1 Гбит/с по медным и оптоволоконным кабелям.

10GE

2002

Стандарт 10GbE (IEEE 802.3ae) был утвержден в 2002 году и предоставил значительный рост скорости, что требовалось для серверных и дата-центровых приложений. Включает как медные, так и оптоволоконные решения.

25GE

2016

Стандарт 25GbE (IEEE 802.3by) был ратифицирован в 2016 году как решение для серверов и хранения данных, обеспечивая увеличение пропускной способности при меньших затратах по сравнению с 40GbE.

100GE

2010

Стандарт 100GbE (IEEE 802.3ba) был принят в 2010 году. Это решение для высокоскоростных соединений в дата-центрах и между ними, подходящее для обработки больших объемов данных, облачных сервисов и HPC.

200GE

2017

Стандарт 200GbE (IEEE 802.3bs) был утвержден в 2017 году. Он стал важным шагом для высокоскоростных соединений в масштабируемых дата-центровых сетях, обеспечивая удвоение пропускной способности 100GbE.

400GE

2017

Стандарт 400GbE (IEEE 802.3bs) был ратифицирован в 2017 году, одновременно с 200GbE. Его разработали для удовлетворения растущих требований к пропускной способности, особенно в крупных облачных и высокоскоростных дата-центрах.

800GE

2020

Стандарт 800GbE (IEEE 802.3df) был принят в 2020 году. Это удвоение пропускной способности 400GbE, предназначенное для удовлетворения потребностей в сверхвысокой пропускной способности в крупных облачных инфраструктурах и дата-центрах, где требуется быстрая передача данных на большие расстояния.

1600GE

2023

Стандарт 1600GbE (IEEE 802.3dj) был предложен и ратифицирован в 2023 году. Это еще один шаг вперед в обеспечении сверхвысокой пропускной способности для крупнейших облачных и научных дата-центров, работающих с огромными объемами данных: например, для исследований в области ИИ.

2. Основные компоненты Ethernet 400G

Здесь я заканчиваю с вводной частью и предлагаю перейти к технологической стороне вопроса. Как мы поняли, в ландшафте Ethernet стандарт IEEE 802.3bs рассматривается как переломный момент, поскольку он в основном предназначен для обеспечения скорости передачи данных 400 Гбит/с за счет интеграции передовых технологий. Этот стандарт описал методику кодирования сигнала для скорости 400Gbps - PCS (Physical Coding Sublayer) 400GBASE-R, основанную на модуляции PAM4 с частотой 28ГГц, позволившую пропускать по электрическому бэкплейну (в PCB-картах) каналы 50Gbps и собирать из них (а именно из 8 таких подканалов) единый интерфейс 400GE.

В дополнение к этому, он включает многополосные методы передачи, которые позволяют осуществлять транспортировку информации единого интерфейса Ethernet по нескольким физическим каналам одновременно, тем самым увеличивая пропускную способность без необходимости вносить существенные изменения в существующую инфраструктуру.

Более того, этот стандарт зафиксировал новые, разработанные отраслевыми консорциумами, формфакторы для разъемов под трансиверные модули на необходимые 400GE 8 подканалов - QSFP-DD и OSFP, из которых QSFP-DD был разработан с учетом совместимости с типовым для интерфейсов 40/100GE c форм-фактором QSFP, что позволяет новым устройствам с интерфейсами 400 GE на слотах QSFP-DD, обеспечивать плавную эволюцию существующей инфраструктуры от 40/100GE к 400GE.

Кроме того, IEEE 802.3bs стандартизирует физическую среду для 400G Ethernet, т.е. соответствующие системы проводки и кабелей устанавливаются таким образом, чтобы обеспечить совместимость между оборудованием разных поставщиков, а также их местами развертывания. Все эти функции объединяются, чтобы создать прочную основу для сетевых решений, которые могут удовлетворить постоянно растущий спрос на полосу пропускания в современных цифровых экосистемах.

2.1 Варианты трансиверов и модуляций

Как правило, выбор определенного типа оборудования сильно зависит от поставленной задачи и от архитектуры того унаследованного оборудования, которое уже имеется в ЦОД’е. Специфику работы с унаследованным оборудованием оставим «за скобками» – баланс выгоды и рисков, возникающий при этом, может стать темой отдельного разговора. Коснемся важного технического вопроса – как объединить новые и старые фрагменты сети? Для этого необходим трансивер – устройство, преобразующее сигнал из одного формата в другой, что позволяет передавать его по разным типам кабелей.

Тип трансивера

Скорость

Тип кабеля

Дальность

Кол-во линий

Модуляция

Применение

CFP8

400 Gbps

SMF, MMF

SMF: до 100 км, MMF: до 100 м

8 (8x50G)

PAM4 (Pulse Amplitude Modulation 4-level)

Высокоскоростные соединения в крупных дата-центрах, облачные инфраструктуры

QSFP-DD

400 Gbps

SMF, MMF

SMF: до 100 км, MMF: до 100 м

8 (8x50G)

PAM4 (Pulse Amplitude Modulation 4-level)

Серверы, коммутаторы, маршрутизаторы в дата-центрах

OSFP

400 Gbps

SMF, MMF

SMF: до 100 км, MMF: до 100 м

8 (8x50G)

PAM4 (Pulse Amplitude Modulation 4-level)

Высокоплотные подключения в центрах обработки данных

400G SR8

400 Gbps

MMF

до 100 м

8 (8x50G)

PAM4 (Pulse Amplitude Modulation 4-level)

Короткие соединения в пределах одного дата-центра

400G DR4

400 Gbps

SMF

до 500 м (MMF) / до 2 км (SMF)

4 (4x100G)

DP-QPSK (Dual-Polarization Quadrature Phase Shift Keying)

Межсегментные соединения, междата-центричные соединения

400G FR4

400 Gbps

SMF

до 2 км

4 (4x100G)

DP-QPSK (Dual-Polarization Quadrature Phase Shift Keying)

Длинные соединения между дата-центрами, межсетевые связи

Выбор трансиверов для наших проектов стандарта 400GE зависит, в частности, от чипа ASIC и схемы модуляции. Например, модуляция PAM4 используется в режиме 100/200/400GE, а вот NRZ – 50/100/200GE, и они несовместимы друг с другом. Кроме того, оборудование выбирается с учетом сценария в таблице комментариев.

Стоит также обратить внимание на возможность использования брейкаут-режима (breakout mode) – когда происходит разделение одного физического порта с высокой пропускной способностью на несколько логических портов с меньшей пропускной способностью: т.е., порт 400GE переходит в режим работы 2x200GE или 4x100GE. Это может быть интересно при плавном переходе к новому уровню скоростей вычислений и передачи информации. Но, имейте в виду, что для работы в брейкаут-режиме, оборудование должно поддерживать такую функциональность, и могут понадобиться соответствующие кабели или адаптеры для подключения.

2.2 Сетевые чипы и их роль в технологической независимости

Постоянный рост пользовательских требований к производительности сетей приводит к тому что мы, производители и поставщики оборудования, тоже повышаем свои требования к производителям микросхем – чипмейкерам. Их готовность включиться в производство чипов современного уровня по модели Merchant Silicon помогает нам организовывать выпуск высокотехнологичной продукции в нашей стране.

Коммутатор – конструктивно сложное устройство, в котором используются разные алгоритмы обработки данных и, соответственно, разные типы микросхем: универсальный, но довольно медленный и энергозатратный CPU, быстрый специализированный ASIC – «сердце» коммутатора – и FPGA, адаптируемый пользователем под разные задачи.

Надо сказать, что производители ASIC – самые дотошные переговорщики и требовательные партнеры. Они знают себе цену. Чип ASIC – как мотор для автомобиля. Наша задача, образно выражаясь, сконструировать автомобиль вокруг полученного мотора и отправить чертежи на завод. Это непросто, поэтому портфель заказов формируется с учетом технологической платформы коммутатора и доступности того или иного чипа, а на этом рынке есть из чего выбрать – посмотрите, как выросли возможности микросхем за период с 2010 года.

Рост скорости передачи данных по мере совершенствования чипов на примере одного из вендоров Merchant Silicon
Рост скорости передачи данных по мере совершенствования чипов на примере одного из вендоров Merchant Silicon

Как мы видим, законы Мура и Меткалфа до сих пор работают, и рост производительности сетевого чипсета это отлично иллюстрирует.

3. А 400G Ethernet улучшает работу центров обработки данных?

Сложные методы сигнализации и технологии передачи данных позволяют технологии 400GE увеличить пропускную способность центра обработки данных в пять раз. Это достигается за счет упрощения передачи информации по каналам с высокой пропускной способностью. Объединяя множество потоков данных в один с помощью оптических волокон и современных разъемов, 400GE сокращает количество требуемых физических соединений, тем самым минимизируя задержку, а также повышая энергоэффективность по всем направлениям в операциях ЦОД.

3.1 Увеличение пропускной способности ЦОД

Переход модуляции от устаревшего стандарта NRZ к PAM4 и DP-QPSK позволяет нам рассчитывать на хороший задел роста производительности сетей, но за все приходится платить… Очевидно, что более сложные современные сетевые устройства уже выходят на уровень энергопотребления мощного сервера. Так что в ближайшем будущем при проектировании сетевых устройств первоочередными станут вопросы оптимизации энергопотребления и, следовательно, отвода тепла. При этом прорабатываться они будут на уровне подбора материалов и оптимизации физического слоя трансиверов.

3.2 400GE в машинном обучении и ИИ

В среде искусственного интеллекта или машинного обучения внедрение 400GbE важно, поскольку эта технология может работать с большими наборами данных, а также позволяет выполнять их быструю обработку в реальном времени. Однако рассматривая работу в режиме GPU-to-GPU, мы увидим, что если архитектура сети не включает в себя переподписку, то поток трафика (traffic flow) может упереться в какой-то один медленный или нестабильный путь и будет тормозить весь кластер вычислений. Поэтому на уровне 400GE уже ведутся не только классические методики, по которым уже сейчас построено огромное количество фабрик по всему миру, но и дополнительные оптимизационные практики, как на уровне модели OSI (Open Systems Interconnection) в целом, так и на обеспечивающих слоях.

Структура модели OSI
Структура модели OSI

В настоящее время каждый вендор по-своему решает проблемы, связанные с инкастом трафика при использовании некоторых распределенных приложений путем оптимизации ECN в сети и контролем трафика Machine-to-Machine (M2M). Однако внушает оптимизм тот факт, что противостояние NVIDIA и AMD будет ускорять развитие технологий и давать больше возможностей для вычисления именно в среде 400GE+.

4. Выбор стратегии и адаптации

В настоящее время на рынке существуют два подхода, две стратегии – Merchant Silicon и проприетарный Silicon. В первом случае у производителя огромный выбор устройств с разными параметрами (такую стратегию выбирают, например, Arista Networks и Juniper Networks), во втором – идеальная совместимость чипов собственного производства с собственными приложениями (яркий пример – Cisco SiliconOne и Huawei P5). Каждый подход имеет право на жизнь, однако процессы и проекты использования стандарта 400GE зачастую зависят от приложений, с которыми будет работать создаваемая сеть.

Чипы Merchant Silicon обычно предлагают широкие возможности настройки и масштабирования, что позволяет интеграторам и производителям быстро адаптировать их под различные нужды, будь то для небольших сетевых устройств или крупных корпоративных решений. Дальше важную роль начинает играть взаимодействие между разработчиками приложений и создателями инфраструктуры в процессе реализации крупных и средних программных проектов. Это взаимодействие становится особенно важным, когда речь идет о сложных проектах, требующих согласования и оптимизации как программного обеспечения, так и технологической инфраструктуры (серверы, сети, базы данных и т. д.).

Ключевым моментом является распределение ответственности за проект: кто будет отвечать за его успешное завершение, включая возможные проблемы и риски, связанные с технической стороной, производительностью, масштабируемостью или безопасностью. Ответственность за проект и решение технических рисков часто перекладывается на поставщиков программного обеспечения (разработчиков приложений) или системных интеграторов. Это делается для того, чтобы CIO (директор по информационным технологиям) мог быть уверенным, что все части системы, включая приложения и инфраструктуру, будут работать совместно и без сбоев. В случае проблем с проектом, эти поставщики или интеграторы будут нести ответственность, что уменьшает риск для заказчика.

Однако в последние годы R&D-вендоры стали недоступными. Во всяком случае, логистика превратилась в сложную задачу – каналы поставок удлинились, а способы оплаты усложнились. Таким образом мы приходим к модели бизнеса, которая популярна как в США, так и в Китае – технологические партнерства или консорциумы по географическому признаку.

В связи с этим те отечественные проекты, которые были начаты ранее и построены на основе старой архитектуры, успешно завершены или уже находятся на стадии завершения, а вот планы надо прорабатывать в тесном контакте с альтернативным поставщиком. Скорее всего, он будет работать по модели Merchant Silicon. При этом те, кто реализует небольшой проект, могут попробовать перебрать нескольких поставщиков – в небольших масштабах это приемлемый риск. Однако сложные и масштабные проекты требуют тщательного изучения потенциального партнера, сотрудничество с которым может продлиться долгие годы, а предлагаемые им технические решения лягут в основу вашей бизнес-стратегии.

Коммутатор FPLUS FDS-7532D1-R
Коммутатор FPLUS FDS-7532D1-R

В этом отношении компания Fplus формирует свою линейку продуктов и строит крепкие отношения с заказчиками. На сегодня большинство из них выбирает коммутаторы серии FDS-7000, причем одна из моделей этой серии, поддерживающая стандарт 400GE, входит в Реестр российской радиоэлектронной продукции. Предлагая такую модель нашим заказчикам, мы вместе с ними успешно преодолеваем те вызовы, которые я вкратце обрисовал в рамках данной статьи.

Коммутатор, поддерживающий стандарт Ethernet 400G – сложное устройство, однако в рамках программы импортозамещения нами освоен выпуск таких устройств, необходимых для реализации современных проектов в России.

5. Будущее сетевых технологий

Говоря о ближайшем будущем сетевых технологий, стоит отметить стандарт PCIe 6.0, который массово начнут внедрять в 2025 году, а также появление новых сетевых ускорителей: например, SuperNIC от NVIDIA Mellanox. В материалах NVIDIA уже обсуждают, как новые стандарты будут применяться: 400 GE планируется использовать в мультитенантных дата-центрах и для обучения ИИ в моделях East-West/North-South, а для новинки NVIDIA — Blackwell DGX B200 — для оптимальной работы потребуется уже 800 GE для трафика East-West.

Кроме того, вычисления не ограничиваются только сложными моделями. Весь классический слой гиперскейлеров IaaS/PaaS — крупных облачных провайдеров, использующих десятки тысяч серверов — активно обновляет сетевую инфраструктуру, оптимизируя частоту и количество ядер процессоров. Это способствует дальнейшей компактности платформ.

Что касается размещения оборудования в дата-центрах, то количество мест в стойках растет не так быстро, как требования к плотности вычислительных мощностей. Это позволяет продолжать использовать проверенные решения. Хотя 10-12 лет назад модель размещения коммутаторов EoR/MoR была заменена на модель ToR, чипы Merchant Silicon с пропускной способностью 25,6/51,2 Тбит/с позволяют переиспользовать старую архитектуру.

Также стоит отметить рост популярности NVMe/NVMeoF SDS (Software-defined storage). Например, система CEPH на одном NVMe-накопителе (с 2 OSD) до сих пор может обеспечивать скорость до 3-7 ГБ/с. Но чтобы избежать «бутылочного горлышка» при интенсивной нагрузке на сервер с 24 накопителями NVMe и синхронной репликацией, важно обеспечить наличие как минимум двух портов по 400 Гбит/с для поддержания стабильной работы.

Источник

  • 07.09.23 16:24 CherryTeam

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  • 08.10.23 01:30 davec8080

    The "Shibarium for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH. The Plot Thickens. Someone posted the actual transactions!!!! https://bscscan.com/tx/0xa846ea0367c89c3f0bbfcc221cceea4c90d8f56ead2eb479d4cee41c75e02c97 It seems the article is true!!!! And it's also FUD. Let me explain. Check this link: https://bscscan.com/token/0x5a752c9fe3520522ea88f37a41c3ddd97c022c2f So there really is a "Shibarium" token. And somebody did a rug pull with it. CONFIRMED. But the "Shibarium" token for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH.

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  • 17.07.24 02:26 thompsonrickey

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  • 01.10.24 14:54 Sinewclaudia

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  • 02.10.24 22:27 Emily Hunter

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  • 31.10.24 00:13 ytre89

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    If I hadn't found a review online and filed a complaint via email to support@deftrecoup. com , the people behind this unregulated scheme would have gotten away with leaving me in financial ruins. It was truly the most difficult period of my life.

  • 22.11.24 04:41 [email protected]

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  • 26.01.25 03:54 [email protected]

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  • 02.02.25 20:53 Michael9090

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  • 06.02.25 19:42 Marta Golomb

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  • 08.02.25 05:45 [email protected]

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  • 08.02.25 05:46 [email protected]

    I'm incredibly grateful that I did enough research to recover my stolen cryptocurrency. When I first fell victim to a scam, I felt hopeless and lost, unsure if I'd ever see my funds again. A few months ago, I was approached by someone on Telegram who claimed to have a lucrative investment opportunity in cryptocurrencies. They promised huge returns and played on my emotions, making it seem like a can't-miss chance. I was so eager to make my money grow that I didn't fully vet the situation, and unfortunately, I ended up falling for the scam. They guided me to invest a significant amount of money, and soon after, I realized I had been duped. The scammers blocked me, and my funds were gone. I felt devastated. All of my savings had been wiped out in what seemed like an instant, and the feeling of being taken advantage of was crushing. I spent days researching how to recover my stolen cryptocurrency but found the process to be overwhelming and complicated. I was starting to lose hope when I came across Trust Geeks Hack Expert. At first, I was skeptical about reaching out to a cryptocurrency recovery company, but after reading testimonials and researching their reputation, I decided to give them a try. I contacted Trust Geeks Hack Expert Website: www://trustgeekshackexpert.com/, and I was immediately reassured by their professionalism and expertise. They took the time to listen to my situation, and they were honest about what could and could not be done. What stood out to me was their deep understanding of cryptocurrency fraud and the recovery process. They were able to track down the scammers and initiate the recovery of my stolen funds, step by step. Thanks to Trust Geeks Hack Expert, I was able to get back a significant portion of the cryptocurrency I had lost. Their team was responsive, transparent, and diligent in their efforts. I was kept informed throughout the entire process, and they made sure I felt supported every step of the way. I truly can't thank them enough for their dedication and for restoring my faith in the possibility of recovery after such a devastating loss. I will definitely recommend Trust Geeks Hack Expert to anyone who has fallen victim to a cryptocurrency scam. TeleGram: Trustgeekshackexpert & what's A p p  +1 7 1 9 4 9 2 2 6 9 3

  • 10.02.25 21:22 sulabhakuchchal

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  • 11.02.25 04:24 heyemiliohutchinson

    I invested substantially in Bitcoin, believing it would secure my future. For a while, things seemed to be going well. The market fluctuated, but I was confident my investment would pay off. But catastrophe struck without warning. I lost access to my Bitcoin holdings as a result of several technical issues and inadequate security measures. Every coin in my wallet suddenly disappeared, leaving me with an overpowering sense of grief. The emotional impact of this loss was far greater than I had imagined. I spiraled into despair, feeling as though my dreams of financial independence were crushed. I was on the verge of giving up when I came across Assets_Recovery_Crusader. Being willing to give them a chance, I had nothing left to lose. They listened to my narrative and took the time to comprehend the particulars of my circumstance, rather than treating me like a case number. They worked diligently, using their advanced recovery techniques and deep understanding of blockchain technology to track down my lost Bitcoin. Assets_Recovery_Crusader rebuilt my trust in the bitcoin space. The financial impact had a significant emotional toll, but I was able to get past it thanks to Assets_Recovery_Crusader’s proficiency and persistence. For proper talks, reach out to them via TELEGRAM : Assets_Recovery_Crusader EMAIL: [email protected]

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  • 13.02.25 16:50 andytom798

    I lost $210,000 worth of Bitcoin to a group of fake blockchain impostors on Red note, a Chinese app. They contacted me, pretending to be official blockchain support, and I was misled into believing they were legitimate. At the time, I had been saving up in Bitcoin, hoping to take advantage of the rising market. The scammers were convincing, and I made the mistake of trusting them with access to my blockchain wallet. To my shock and disbelief, they stole a total of $10,000 worth of Bitcoin from my wallet. It was devastating, as this amount represented all of my hard-earned savings. I was in utter disbelief, feeling foolish for falling for their deceptive tactics. I felt lost, as though everything I had worked towards was taken from me in an instant. Thankfully, my uncle suggested I reach out to an expert in cryptocurrency recovery. After doing some research online, I came across CYBERPOINT RECOVERY COMPANY. I was hesitant at first, but their positive reviews gave me some hope. I decided to contact them directly and explained my situation, including the amount I had lost and how the scammers had gained access to my account. To my relief, the team at CYBERPOINT RECOVERY responded quickly and assured me they could help. They launched a detailed recovery program, using advanced tools and techniques to trace the stolen Bitcoin. Within a matter of days, they successfully recovered my full $210,000 worth of Bitcoin, and they even identified the individuals behind the scam. Their expertise and professionalism made a huge difference, and I was incredibly grateful for their support. If you find yourself in a similar situation, I highly recommend reaching out to Cyber Constable Intelligence. They helped me recover my funds when I thought all hope was lost. Whether you’ve lost money to scammers or any other form of online fraud, they have the knowledge and resources to help you get your funds back. Don’t give up there are experts who can help you reclaim what you’ve lost. I’m sharing my story to hopefully guide others who are going through something similar. Here's Their Info Below ([email protected]) or W.H.A.T.S.A.P.P:+1.7.6.0.9.2.3.7.4.0.7

  • 13.02.25 16:52 birenderkumar20101

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  • 13.02.25 17:37 eunice49954

    Agent Jasmine Lopez focuses on recovering stolen cryptocurrency, particularly USDT. She is well-known for helping victims of digital asset theft. Her reputation arises from successful recoveries that have allowed many to regain their lost funds. I witnessed this when $122,000 was taken from me. Thanks to Ms. Lopez's skills, I recovered the entire amount in just 24 hours. Her prompt response and effective methods relieved my financial burden. Ms. Lopez’s commitment to helping others is evident. She is always available to offer solutions to those facing similar problems. For assistance, she can be reached via email at recoveryfundprovider@gmail . com or contacted directly on WhatsApp and text at +44 - 7366 445035. Her Instagram handle is recoveryfundprovider.

  • 14.02.25 02:50 Vladimir876

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  • 14.02.25 15:33 prelogmilivoj

    I never imagined I would find myself in a situation where I was scammed out of such a significant amount of money, but it happened. I became a victim of a fake online donation project that cost me over $30,000. It all started innocently enough when I was searching for assistance after a devastating fire incident in California. While looking for support, I came across an advertisement that seemed to offer donations for fire victims. The ad appeared legitimate, and I reached out to the project manager to inquire about how to receive the donations. The manager was very convincing and insisted that in order to qualify for the donations, I needed to pay $30,000 upfront. In return, I was promised $1 million in donations. It sounded a bit too good to be true, but in my desperate situation, I made the mistake of believing it. The thought of receiving a substantial amount of help to rebuild after the fire clouded my judgment, and I went ahead and sent the money. However, after transferring the funds, the promised donations never arrived, and the manager disappeared. That’s when I realized I had been scammed. Feeling lost, helpless, and completely betrayed, I tried everything I could to contact the scammer, but all my efforts were in vain. Desperation led me to search for help online, hoping to find a way to recover my money and potentially track down the scammer. That’s when I stumbled upon several testimonies from others who had fallen victim to similar scams and had been helped by a company called Tech Cyber Force Recovery. I reached out to them immediately, providing all the details of the scam and the information I had gathered. To my immense relief, the experts at Tech Cyber Force Recovery acted swiftly. Within just 27 hours, they were able to locate the scammer and initiate the recovery process. Not only did they help me recover the $30,000 I had lost, but the most satisfying part was that the scammer was apprehended by local authorities in their region. Thanks to Tech Cyber Force Recovery, I was able to get my money back and hold the scammer accountable for their actions. I am incredibly grateful for their professionalism, expertise, and dedication to helping victims like me. If you have fallen victim to a scam or fraudulent activity, I highly recommend contacting Tech Cyber Force Recovery. They provide swift and efficient recovery assistance, and I can confidently say they made all the difference in my situation. ☎☎ 1️⃣5️⃣6️⃣1️⃣7️⃣2️⃣6️⃣3️⃣6️⃣9️⃣7️⃣ ☎☎ 📩 1️⃣5️⃣6️⃣1️⃣7️⃣2️⃣6️⃣3️⃣6️⃣9️⃣7️⃣ 📩

  • 14.02.25 22:12 eunice49954

    Agent Jasmine Lopez focuses on recovering stolen cryptocurrency, particularly USDT. She is well-known for helping victims of digital asset theft. Her reputation arises from successful recoveries that have allowed many to regain their lost funds. I witnessed this when $122,000 was taken from me. Thanks to Ms. Lopez's skills, I recovered the entire amount in just 24 hours. Her prompt response and effective methods relieved my financial burden. Ms. Lopez’s commitment to helping others is evident. She is always available to offer solutions to those facing similar problems. For assistance, she can be reached via email at recoveryfundprovider@gmail . com or contacted directly on WhatsApp and text at +44 - 7366 445035. Her Instagram handle is recoveryfundprovider.

  • 15.02.25 02:51 Michelle Lynn

    Living in Los Angeles, I never imagined I’d face such a difficult chapter in my life. At the time, my wife was pregnant, and we were both excited about starting a family. I fell victim to a series of scams, losing over $170,000 in total. Just when I thought things couldn’t get worse, I received a call from someone who promised to help me recover my losses. Desperate to fix the situation, I went along with it, hoping for a breakthrough. But it turned out to be another scam. However, most of the options I found either seemed dubious or offered no real guarantees. That’s when I came across Cyber Constable Intelligence. It was a company recommended in a Facebook community The team worked tirelessly on my case, and after some time, they successfully recovered 99% of my investment. Although I didn’t recover everything, the 99% recovery was a huge relief They also educated me on how to better protect my digital Asset Here's Their Website Info www cyberconstableintelligence com

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    Living in Los Angeles, I never imagined I’d face such a difficult chapter in my life. At the time, my wife was pregnant, and we were both excited about starting a family. I fell victim to a series of scams, losing over $170,000 in total. Just when I thought things couldn’t get worse, I received a call from someone who promised to help me recover my losses. Desperate to fix the situation, I went along with it, hoping for a breakthrough. But it turned out to be another scam. However, most of the options I found either seemed dubious or offered no real guarantees. That’s when I came across Cyber Constable Intelligence. It was a company recommended in a Facebook community The team worked tirelessly on my case, and after some time, they successfully recovered 99% of my investment. Although I didn’t recover everything, the 99% recovery was a huge relief They also educated me on how to better protect my digital Asset Here's Their Website Info www cyberconstableintelligence com, WhatsApp Info: 1 (252) 378-7611

  • 16.02.25 01:01 Peter

    I fell victim to a crypto scam and lost a significant amount of money. What are the most effective strategies to recover my funds? I've heard about legal actions, contacting authorities, and hiring recovery experts, but I'm not sure where to start. Can you provide some guidance on the best ways to recover money lost in a crypto scam? Well if this is you, [email protected] gat you covered get in touch and thank me later

  • 16.02.25 20:06 eunice49954

    Agent Lopez specializes in recovering stolen cryptocurrencies, especially Bitcoin/USDT. She has built a strong reputation for helping victims reclaim their lost funds. A personal example highlights her effectiveness: I lost $111,000 and, thanks to her prompt action, I recovered it all within 24 hours. Her dedication and skills eased my financial stress. She is always ready to assist others with similar issues. For help, she can be reached by email at Recoveryfundprovider@gmail. com or contact her through WhatsApp at +44 736 644 5035. Her Insta is recoveryfundprovider.

  • 18.02.25 19:35 donovancristina

    Now, I’m that person sharing my success story on LinkedIn, telling others about the amazing team at TECH CYBER FORCE RECOVERY who literally saved my financial life. I’ve also become that guy who proudly shares advice like “Always back up your wallet, and if you don’t have TECH CYBER FORCE RECOVERY on speed dial.” So, a big thank you to TECH CYBER FORCE RECOVERY if I ever get a chance to meet the team, I might just offer to buy them a drink. They’ve earned it. FOR CRYPTO HIRING WEBSITE WWW://techcyberforcerecovery.com WHATSAPP : ⏩ wa.me/15617263697

  • 18.02.25 22:13 keithphillip671

    WhatsApp +44,7,4,9,3,5,1,3,3,8,5 Telegram @Franciscohack The day my son uncovered the truth—that the man I entrusted my hopes of wealth and companionship with through a cryptocurrency platform was a cunning scammer was the day my world crumbled. The staggering realization that I had been swindled out of 150,000.00 Euro worth of Bitcoin left me in a state of profound despair. As a 73-year-old grappling with loneliness, I had sought solace in what I believed to be a genuine connection, only to find deceit and betrayal. Countless sleepless nights were spent in tears, mourning not only the financial devastation but also the crushing blow to my trust. Attempts to verify the authenticity of our interactions were met with hostility, further deepening my sense of isolation. Through the loss it was my son who became my beacon of resilience. He took upon himself the arduous task of tracing the scam and seeking justice on my behalf. Through meticulous effort and determination, he unearthed {F R A N C I S C O H A C K}, renowned for their expertise in recovering funds lost to cryptocurrency scams. Entrusting them with screenshots and evidence of the fraudulent transactions, my son initiated the journey to reclaim what had been callously taken from me. {F R A N C I S C O H A C K} approached our plight with empathy and unwavering professionalism, immediately instilling a sense of confidence in their abilities. Despite my initial skepticism, their transparent communication and methodical approach reassured us throughout the recovery process. Regular updates on their progress and insights into their strategies provided much-needed reassurance and kept our hopes alive amid the uncertainty. Their commitment to transparency and client welfare was evident in every interaction, fostering a sense of partnership rather than mere service. Miraculously, in what felt like an eternity but was actually an impressively brief period, {F R A N C I S C O H A C K} delivered the astonishing news—I had recovered the entire 150,000.00 Euro worth of stolen Bitcoin. The flood of relief and disbelief was overwhelming, marking not just the restitution of financial losses but the restoration of my faith in justice. {F R A N C I S C O H A C K} proficiency in navigating the intricate landscape of blockchain technology and online fraud was nothing short of extraordinary. Their dedication to securing justice and restoring client confidence set them apart as more than just experts—they were steadfast allies in a fight against digital deceit. What resonated deeply with me {F R A N C I S C O H A C K} integrity and compassion. Despite the monumental recovery, they maintained transparency regarding their fees and ensured fairness in all dealings. Their proactive guidance on cybersecurity measures further underscored their commitment to safeguarding clients from future threats. It was clear that their mission extended beyond recovery—it encompassed education, prevention, and genuine advocacy for those ensnared by cyber fraud. ([email protected]) fills me with profound gratitude. They not only rescued my financial security but also provided invaluable emotional support during a time of profound vulnerability. To anyone navigating the aftermath of cryptocurrency fraud, I wholeheartedly endorse {F R A N C I S C O H A C K}. They epitomize integrity, expertise, and unwavering dedication to their clients' well-being. My experience with {F R A N C I S C O H A C K} transcended mere recovery—it was a transformative journey of resilience, restoration, and renewed hope in the face of adversity.

  • 21.02.25 07:42 daniel231101

    I never thought I would fall victim to a crypto scam until I was convinced of a crypto investment scam that saw me lose all my entire assets worth $487,000 to a crypto investment manager who convinced me I could earn more from my investment. I thought it was all gone for good but I kept looking for ways to get back my stolen crypto assets and finally came across Ethical Hack Recovery, a crypto recovery/spying company that has been very successful in the recovery of crypto for many other victims of crypto scams and people who lost access to their crypto. I’m truly grateful for their help as I was able to recover my stolen crypto assets and get my life back together. I highly recommend their services EMAIL ETHICALHACKERS009 AT @GMAIL DOT COM whatsapp +14106350697

  • 21.02.25 21:38 eunice49954

    Jasmine Lopez specializes in recovering stolen cryptocurrencies, especially ETH/USDT. She has built a strong reputation for helping victims reclaim their lost funds. A personal example highlights her effectiveness: I lost $111,000 and, thanks to her prompt action, I recovered it all within 24 hours. Her dedication and skills eased my financial stress. She is always ready to assist others with similar issues. For help, she can be reached by email at Recoveryfundprovider@gmail. com or contact her through WhatsApp at +44 736 644 5035. Her Insta is recoveryfundprovider.

  • 22.02.25 18:01 benluna0991

    Mark Zuckerberg. That’s the name I was introduced to when I first encountered the cryptocurrency mining platform, WHATS Invest. A person claiming to be Zuckerberg himself reached out to me, saying that he was personally backing the platform to help investors like me earn passive income. At first, I was skeptical—after all, how often do you get a direct connection to one of the world’s most famous tech entrepreneurs? But this individual seemed convincing and assured me that many people were already seeing substantial returns on their investments. He promised me a great opportunity to secure my financial future, so I decided to take the plunge and invest $10,000 into WHATS Invest. They told me that I could expect to see significant returns in just a few months, with payouts of at least $1,500 or more each month. I was excited, believing this would be my way out of financial struggles. However, as time passed, things didn’t go according to plan. Months went by, and I received very little communication. When I finally did receive a payout, it was nowhere near the $1,500 I was promised. Instead, I received just $200, barely 13% of what I had expected. Frustrated, I contacted the support team, but the responses were vague and unhelpful. No clear answers or solutions were offered, and my trust in the platform quickly started to erode. It became painfully clear that I wasn’t going to get anywhere with WHATS Invest, and I began to worry that my $10,000 might be lost for good. That's when I discovered Certified Recovery Services. Desperate to recover my funds, I decided to reach out to them for help. In just 24 hours, they worked tirelessly to recover the majority of my funds, successfully retrieving $8,500 85% of my initial investment. I couldn’t believe how quickly and efficiently they worked to get my money back. I’m extremely grateful for Certified Recovery Servicer's fast and professional service. Without them, I would have been left with a significant loss, and I would have had no idea how to move forward. If you find yourself in a similar situation with WHATS Invest or any other platform that isn’t delivering as promised, I highly recommend reaching out to Certified Recovery Services They were a lifesaver for me, helping me recover nearly all of my funds. It's reassuring to know that trustworthy services like this exist to help people when things go wrong. They also specialize in recovering money lost to online scams, so if you’ve fallen victim to such a scam, don’t hesitate to contact Certified Recovery Services they can help! Here's Their Info Below: WhatsApp: +1(740)258‑1417 mail: [email protected], [email protected] Website info; https://certifiedrecoveryservices.com

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