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GigaChat Pro. Технические детали, сдача ЕГЭ и сравнение с конкурентами

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С момента запуска GigaChat прошло около полугода, и за это время у нас появилось более полутора миллионов пользователей. Они активно используют нейросетевые технологии как в работе, так и для развлечения. От пользователей поступают разнообразные запросы: от просьбы сделать краткую выжимку из текста письма до срочного написания поэмы на день рождения коллеги-тестировщика. Мы всегда учитываем обратную связь, которая помогает нам развиваться и внедрять новые идеи.

За последнее время нами были выпущены новые модели и добавлены новые функциональные возможности в сервис. А теперь мы представляем новую нейросетевую модель, у которой более 29 миллиардов параметров. Она успешно прошла тест на ЕГЭ и показала отличные результаты в сравнении с другими системами. Если вы только начинаете интересоваться новыми технологиями в области искусственного интеллекта, то имейте в виду, именно они в ближайшие годы будут формировать наше с вами будущее и давать преимущество тем, кто ими владеет. Давайте познакомимся с ними поближе.

Не ещё один чат

GigaChat и подобные системы, такие, как ChatGPT, являются универсальным инструментом, который позволяет решать творческие, повседневные и аналитические задачи.

Эти системы обычно состоят из нескольких специализированных нейросетевых моделей. Основная модель в этом ансамбле играет роль дирижера, она генерирует креативные ответы на запросы пользователей, взаимодействует с другими моделями и требует особого внимания при обучении и настройке. Помимо основной модели есть и другие, которые расширяют функциональность системы. Например, есть модель Kandinsky, которая может создавать изображения по вашему запросу. Есть модели SaluteSpeech, способные распознавать и синтезировать речь, а также другие, предназначенные для поиска информации во внешних источниках или анализа загружаемых документов.

Приведем пару примеров работы с GigaChat. Запросы могут быть самые разные:

Технические

Даны списки:
a = [1, 1, 2, 3, 5, 8, 13, 21, 34, 55, 89]; b = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13].

Нужно вернуть список, который состоит из элементов, общих для этих двух списков.

Ответ:

Для решения этой задачи можно использовать встроенную функцию Python set(), которая возвращает уникальные элементы списка. После этого можно преобразовать полученное множество обратно в список с помощью функции list(). В итоге получим список, состоящий из элементов, которые присутствуют и в первом, и во втором списке.

Вот как это можно сделать:
a = [1, 1, 2, 3, 5, 8, 13, 21, 34, 55, 89];
b = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13];
c = list(set(a) & set(b)).

После выполнения этого кода переменная c будет содержать список [1, 2, 3, 5, 8, 13].

Креативные

Давно хочу продать свой гараж в Химках. Напиши продающий текст, чтобы каждый захотел купить его. Не жалей эпитетов.

Ответ:

Приветствую! Предлагаю вам уникальную возможность стать обладателем великолепного гаража в одном из самых живописных районов Химок. Замечательное место для хранения вашего автомобиля, которое также может стать уютным уголком для общения с друзьями и проведения досуга.

Позвольте представить вам просторный, светлый гараж площадью 60 квадратных метров, расположенный на охраняемой территории с видеонаблюдением. В нём есть электричество, вода и канализация, а также смотровая яма, без которой не обходится ни один настоящий автолюбитель.

Могу сказать наверняка: ваш автомобиль заслуживает лучшего, и этот гараж станет для него настоящим домом. Не упустите свой шанс обзавестись недвижимостью в экологически чистом районе Химок. Жду ваших обращений!

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Развлекательные

Сочини считалку про программиста

Ответ:

В офисе скрестили шпаги
Наши программисты:
Разбирали они баги,
Фича-рецидивисты.

Что под капотом

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Процесс создания GigaChat, как и всех других AI-сервисов на основе LLM от ChatGPT до Claude, состоит из двух этапов:

  • Unsupervised Pretraining — учим нейронную сеть на большом количестве легкодоступных данных. GigaChat учится предсказывать следующее слово в текстах из Интернета, книгах и т. д.

  • Alignment — учим нейронную сеть с предыдущего шага следовать инструкциям пользователя, при этом не нарушая никакие законы и не будучи предвзятым. Эта стадия называется alignment (выравнивание), потому что происходит выравнивание желаний и ценностей людей с тем, что генерирует нейронная сеть.

В этой статье мы расскажем про нашу новую pretrain модель, которая легла в основу GigaChat Pro версии.

Возможности новой модели

Самое большое событие релиза — это достижение паритета с ChatGPT-3.5-turbo на метрике SBS (Side-By-Side), где мы просим людей сравнить качество ответов двух моделей.

У SBS есть минусы и поэтому мы дополняем его с помощью автоматических метрик — задач, ответы на которые можно проверить без участия людей. Такие метрики позволяют получать оценку модели очень быстро, а также оценивать Pretrain'ы, которые еще не научились следовать инструкциям.

Для оценки моделей после alignment в автоматических метриках мы используем продуктовые задачи из банка и от внешних клиентов, которые передали нам корзины запросов для оценки, а для оценки pretrain моделей замеряем их на открытых бенчмарках.

SBS (Side-By-Side)

Чтобы посчитать эту метрику, мы выбираем заранее фиксированный набор вопросов и генерируем на них ответы двумя моделями. После этого наши сотрудники выбирают, какая модель ответила лучше на каждый вопрос. Результатов у каждого сравнения может быть 4:

  • Лучше ответила 1-ая модель (всего таких ответов good_a);

  • Лучше ответила 2-ая модель (всего таких ответов good_b);

  • Обе модели ответили хорошо (всего таких ответов both);

  • Обе модели ответили плохо (всего таких ответов none).

Результат SBS считается по формуле:

result\_a = \frac{good\_a + both/2}{good\_a + good\_b + both}

Результаты SBS (50%) GigaChatPro vs (50%) ChatGPT

Результаты SBS (62%) GigaChatPro vs (38%) YandexGPT

Автоматические метрики pretrain модели

Модель

MMLU ru (5-shot)

MMLU (5-shot)

HumanEval (pass@1)

HellaSwag (0-shot)

WinoGrande (0-shot)

gsm8k (8-shot)

GigaChat Pro

58,1

65,01

35,37

82,33

76,48

43,82

GigaChat

47,53

53,38

24,39

76,92

71,27

26,7

llama-2-7b

37,86

46,87

12,8

77.22

69.2

14,6

llama-2-34b

—

62,60

—

—

—

—

mistral-7b

50,53

61,72

30,5

81.1

73.88

36,09

Метрики для таблицы были замерены нами, чтобы сравнивать все модели в одинаковых условиях.

Основной акцент GigaChat’а — это русский язык, но наш pretrain показывает результаты, сравнимые с лучшими Open Source моделями и на английском языке.
На английском MMLU GigaChat Pro до alignment’а дает более высокие результаты, чем LLama-2-34B (64,7% против 62,6%). К сожалению, LLama-2-34B не была выпущена в Open Source, поэтому мы не можем замерить другие метрики вроде MMLU-RU.

На MMLU-RU GigaChat Pro побеждает одну из самых сильных Open Source моделей на данный момент Mistral-7B (57,8% против 50,5%).

Автоматические метрики после alignment

Модель

MMLU ru

Прод. задачи

Ответы по документам

GigaChat Pro

50,0

77,4

70,5

GigaChat

45,0

67,1

35,0

ChatGPT

54,0

57,2

52,5

Для получения метрики в «продуктовых задачах» мы усреднили результаты замеров на разных датасетах.

В «Ответы по документам» необходимо указать процент аванса и число дней отсрочки, если они указаны в документе.

Сдача ЕГЭ по обществознанию

GigaChat смог выполнить все задания единого государственного экзамена по обществознанию и набрал 67 баллов, что превышает минимальный балл для подачи в вуз (45 баллов) и средний балл по предмету в 2023 году (56,4 балла). Ответы модели были проверены независимыми экспертами НИУ ВШЭ.

Чтобы получить такой высокий результат, были использованы различные подходы. На итоговое качество влияли инструкции, параметры генерации, размер модели и пайплайн формирования конечного ответа. Так, модели 29b достаточно было просто задать вопрос из ЕГЭ, в то время как 7b конфигурация демонстрировала схожее качество работы уже с помощью цепочки рассуждений, включающей генерацию размышления модели о теме вопроса, критику ответа, исправление ошибок и приведение к требуемому формату.

Результаты экзамена говорят о том, что GigaChat хорошо эрудирован в области социально-юридических наук и способен корректно решить задачи разного типа.

Выводы

GigaChat Pro достиг паритета по способностям с ChatGPT, а на продуктовых задачах в банке обходит его. Сама pretrain модель находится на уровне сильнейших Open Source на английском языке сравнимого размера, а на русском является лидером.

API

Чтобы попросить GigaChat перевести текст, придумать анекдот или сгенерировать картинку с котиком, отлично подходит веб интерфейс, но для более серьезных применений нужен удобный программный интерфейс — API. ChatGPT от OpenAI на днях запретил обращение к своей системе с российских IP-адресов и GigaChat может стать хорошей альтернативой, достигая такого же или лучшего качества на многих задачах, особенно на русском языке.

Мы предоставляем индивидуальным разработчикам специальный freemium тариф на 1 миллион бесплатных токенов. Если их не хватает, можно докупить нужный пакет токенов. Как по мне, так это отличная возможность интегрировать нейросетевые технологии в свой проект или облегчить свои рутинные задачи на работе.

Сценарии работы с API подробно описаны в нашей документации, но в целом алгоритм следующий:

  1. Получить в личном кабинете авторизационные данные, которые будут использоваться для получения временного токена доступа.

curl --location --request POST 'https://ngw.devices.sberbank.ru:9443/api/v2/oauth' \
     --header 'Authorization: Bearer <auth_token>' \
     --header 'RqUID:f2911be0-8c91-4576-bbd4-5238d834c17a' \
     --header 'Content-Type: application/x-www-form-urlencoded' \
     --data-urlencode 'scope=GIGACHAT_API_PERS'
Ответ:
{
  "access_token":"eyJjdHkiOiJqd3Q...iLCJlbmMiOiJBMjU2Q0JDLU",
  "expires_at":1700396614784
}

  1. Использовать токен при обращении к необходимой модели.

    Полный контекст диалога можно передавать в виде массива объектов с ролями user и assistant.

curl -k https://gigachat.devices.sberbank.ru/api/v1/chat/completions \
  -H 'Content-Type: application/json' \
  -H 'Authorization: Bearer eyJjdHkiOiJqd3Q...iLCJlbmMiOiJBMjU2Q0JDLU' \
  -d '{
  "model": "GigaChat-Pro",
  "messages": [
    {
      "role": "user",
      "content": "Придумай альтернативное название для шоколадки Алёнка, 
            оно должно быть необычным и футуристичным"
    }
  ],
  "temperature": 0.65
}'
Ответ:
{
  "choices": [
    {
      "finish_reason": "stop",
      "index": 0,
      "message": {
        "content": "Как насчёт \"Квантовой сладости\"?
                    Это название звучит необычно и подразумевает использование
                    передовых технологий в производстве шоколада.",
        "role": "assistant"
      }
    }
  ],
  "created": 1700395635,
  "model": "GigaChat:latest",
  "object": "chat.completion",
  "usage": {
    "completion_tokens": 30,
    "prompt_tokens": 191,
    "total_tokens": 221
  }
}

Отмечу также и еще одно преимущество работы с API. Вы можете самостоятельно управлять семплингом и регулировать параметры top_p, top_k, temperature и repetition_penalty. Это дает вам контроль над тем, будет ли модель генерировать самый вероятный ответ или будет варьировать распределение токенов, чтобы каждый раз выдавать что-то новое. Первый вариант больше подходит для решения задач на классификацию текста или ответа на экзаменационный вопрос, а последний — для генерации креативных материалов, типа маркетинговых текстов.

Техническая часть

Чтобы внести свой вклад в развитие LLM, мы хотим поделиться подробностями нашего пайплайна для pretraining’а. Мы надеемся, что эта информация поможет сообществу развиваться и поддерживать конкурентную среду.

Начнем с общей технической информации о наших моделях. Как и предыдущая модель, новый GigaChat Pro — это декодер трансформер 29 миллиардов параметров с улучшениями для ускорения сходимости и обучения. Для кодирования позиционной информации используются Rotary эмбеддинги. В качестве оптимизатора используется Adam с beta_1=0.99, beta_2=0.95.

Основная часть pretraining’а происходит с контекстом в 4 тысячи токенов. Ближе к концу обучения мы расширяем контекст моделей, используя свойства Rotary эмбеддингов, и заканчиваем обучение с большим контекстом (24-32 тысячи токенов).

Для обучения моделей мы используем фреймворк FSDP (Fully Sharded Data Parallel). По функциональности он очень похож на DeepSpeed и позволяет шардировать модели при обучении, т.е. хранить на каждой GPU только часть весов и состояний оптимизатора.

Большинство Open Source LLM сейчас используют по сути одинаковую архитектуру и процесс обучения нейронной сети. Направления, в которых идет основная конкуренция — это качество pretrain данных, эффективность обучения и небольшие детали в процедуре обучений. Именно про продвижение в этих направлениях мы расскажем далее.

Данные

Данные — это основа всего ML, и обучение больших языковых моделей — это не исключение. Для русской LLM получение качественных данных является особенно сложной задачей. Причин у этого две.

Во-первых, данных на английском языке значительно больше и среди них проще отфильтровать качественные токены.

Во-вторых, самые качественные Open Source датасеты вроде FRW (Falcon Redefined Web) отфильтровывали русские данные, а мультиязычные датасеты не делали акцент на русском языке и в целом слабее FRW.

Для сбора качественного датасета мы решили самостоятельно очистить Common Crawl, сделав акцент на двух языках — русском и английском. Извлечение текста из HTML страниц проводилось с помощью библиотеки trafilatura, а для дальнейшей очистки мы дополнили классические фильтрации на основе эвристик с помощью двухстадийного нейронного классификатора. После очисток применяется дедупликация с помощью SimHash.

6be7ebafb42b05c427109c1b6161af5b.png

Нейронные классификаторы

Основной тип ошибок, которые мы ищем — некорректное извлечение текста из HTML trafilatur’ой. Первая стадия очистки разделяет документы на три цвета — зеленый, желтый и красный.

5ff2bde30a75140006279b98dc003d65.png

Зеленые документы, где ошибок нет, отправляются сразу в обучение, красные, где много проблем, выкидываются, а желтые, где ошибок немного, отправляются на вторую стадию для починки.

Чтобы починить желтые документы, мы ищем плохие абзацы, которые можно убрать из текста, не повредив смысл. Для этого во второй стадии мы рассматриваем каждый абзац отдельно. Документы, где все плохие абзацы можно убрать безболезненно, отправляются в обучение.

2f390562084344b72de6dcbb929aac5d.png

Отладка процесса обучения

Итак, собрав качественные данные, можно приступать к обучению претрейна языковой модели.

GigaChat Pro — трансформер, содержащий 29 миллиардов параметров, и его обучение потребовало от нас решения многих инфраструктурных и архитектурных проблем.

Инициализация модели

Текущие модели настолько большие, что для инференса порой не хватает 80 GB GPU памяти даже на Nvidia-A100. Обучение модели требует еще больше ресурсов, поэтому используется техника шардирования (разбиения) модели между вычислительными узлами, как, например, показано на картинке.

5043ab34194ec4afc1a90ddf9732dc4c.png

Шардировать модель можно тремя способами (рассмотрим случай, когда инициализация слоев происходит независимо друг от друга):

  1. Инициализировать ее полностью на GPU и разослать соответствующие куски модели на другие GPU. Этот подход не сработает, если модель достаточно большая, чтобы не поместиться на одну GPU.

  2. Инициализировать ее на CPU, а потом передавать куски модели на соответствующие GPU. Это намного дольше, чем пункт 1, но зато позволяет использовать оперативную память вычислительного узла, которой зачастую в десятки раз больше, чем на видеокарте.

  3. Если известен алгоритм шардирования модели, то можно сразу произвести инициализацию шардов на нужных GPU без полной инициализации модели в одном месте. Это самый быстрый и самый эффективный по памяти метод (meta init).

Пункт 3 звучит многообещающе, но модель на нем сходилась к довольно высоким значениям лосса, можно сказать, что она практически не обучалась.

Мы нашли баг, когда не передавались правильные инициализации тензоров, и мы обучали модель, инициализированную совершенно случайными числами (инициализация из нужных распределений крайне важна при обучении нейронных сетей). Поправили, и все заработало!

Токенизатор

Токен — некоторая смысловая единица текста (например, подстрока или последовательность байт). Задача токенизатора состоит в том, чтобы эффективно разбивать поступающий в модель текст на подстроки или последовательности байт и сопоставлять им соответствующие токены.

Изначально мы использовали токенизатор со словарем в 132 тысяч токенов и byte-level токенизаций. Это приводило к ряду проблем:

  1. Нестабильность обучения. Происходили взрывы loss-функции из-за большого размера словаря. Это те моменты, когда loss-функция начинала расти вверх и мы теряли десятки итераций обучения, чтобы функция потерь вернулась на свою траекторию.

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  1. Неверная токенизация математических формул. Исходный токенизатор сопоставлял отдельный токен не каждой цифре, а отдельным числам или последовательностям цифр.

  2. Развал модели при более агрессивных параметрах оптимизации (уменьшении Adam epsilon).

Мы попробовали решить их комплексно и обучили новый мультиязычный токенизатор на 42 тысячи токенов. У нас получилась достаточно высокая степень сжатия: в среднем на один токен приходится 3.9 символа текста. Также в новом токенизаторе каждая цифра — отдельный токен, что позволило GigaChat’у лучше понимать математические задачи.

Оптимизатор

В своих обучениях мы используем Decoupled AdamW оптимизатор. Проведя ряд экспериментов с другими оптимизаторами, мы выбрали Adam. Он дает самые низкие значения loss функции, а также достаточно прост во внедрении.

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Рассмотрим гиперпараметр Epsilon: самая популярная Open Source модель LLaMa-2 обучалась с \epsilon = 1e^{-5}. Наши эксперименты показывают, что:

  1. При большом размере токенизатора уменьшение epsilon может вызывать развал обучения.

  2. Более низкий epsilon с первых шагов и до конца обучения демонстрирует наименьшие значения loss функции, то есть модель обучается лучше.

Таким образом, уменьшение размера словаря токенизатора помогло добиться стабильного обучения при \epsilon = 1e^{-8} и, как следствие, дало возможность достигать более низких значений loss-функции.

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Рестарты обучения

Обучая модель на большом кластере, рестарты могут случаться довольно часто, а остановка обучения довольно болезненна по двум причинам:

  1. Каждые N часов производится сохранение чекпоинта обучения, и, если падение случилось ровно перед сохранением модели, мы теряем N часов работы кластера.

  2. Каждый рестарт также занимает некоторое время.

Чем больше вычислительных узлов одновременно задействовано в обучении, тем больше вероятность, что хотя бы на одном из них произойдет ошибка или поломка оборудования.

Наши коллеги смогли автоматизировать проверки инфраструктуры и заблаговременный вывод оборудования так, что аппаратные причины остановки обучения уменьшились в 20 раз и были сведены к минимуму.

NaN в обучении

Во время pretrain’а GigaChat’а мы столкнулись с тем, что неожиданно число батчей, на которых возникает NaN, начало резко расти. А обновлять NaN’ом веса нельзя, так как это ведет к развалу модели.

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поиске проблемы нам помогла система мониторинга обучения модели. Она собирает информацию о:

  • нормах, минимумах и максимумах весов, их градиентов и соответствующих моментов оптимизатора;

  • нормах, минимумах и максимумах активаций;

  • номерах слоев на forward и backward, где возник NaN;

  • скорости обучения, использования памяти, метриках качества и прочих деталях.

По этим показателям мы заметили, что NaN возникал на backward сразу перед последним слоем, и придумали решение. Обновление весов модели при шардированном обучении обычно реализовано следующим образом:

  1. на каждой GPU считается loss по своему батчу;

  2. с каждой карты аккумулируются и усредняются градиенты;

  3. происходит backward и обновление параметров.

Был модифицирован пункт 2, и те градиенты, где встречаются NaN’ы, мы обнулили. Плюсы и минусы этого подхода:

Плюсы:

  • Зануляем только некоторые градиенты, не пропускаем полностью весь градиентный шаг, эффективнее используем вычислительные ресурсы.

Минусы:

  • Тратим лишние вычислительные ресурсы на проверку на NaN’ы и зануление градиентов. Снижается скорость обучения.

  • Снижаем норму общего градиента с учетом зануления.

Этот трюк помог «вылечить» нашу модель от вычислительной нестабильности. Включив его, число NaN’ов начало падать и в итоге сократилось до нуля.

Позже мы отключили его, и модель продолжила стабильно обучаться.

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BF16 и FP32

Активации наших моделей для экономии памяти и ускорения подсчетов на обучении хранятся в типе данных bf16 (bfloat16). Этот тип данных имеет тот же range, что и fp32, но меньшую точность. Для аккумуляции градиентов и на этапе вычисления backward мы используем тип fp32, чтобы не допустить потерь в точности и ошибок вычислений.

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Ускорение обучения трансформеров

А теперь давайте рассмотрим методы, которые позволили нам ускорить обучение в несколько раз.

Flash Attention 2

FlashAttention реализует механизм внимания (attention is all you need), который оптимизирован для работы с устройствами, имеющими высокую пропускную способность памяти (HBM) и быстродействующую оперативную память (SRAM).

Чем отличается HBM память от SRAM?

SRAM (Static Random Access Memory) и HBM (High Bandwidth Memory) — это два разных типа памяти, которые используются в компьютерных системах. Они отличаются по многим параметрам, включая скорость работы, емкость, стоимость и конструктивные особенности.

SRAM — это тип статической оперативной памяти. Она быстрее и надежнее, чем обычная оперативная память (RAM), но более дорогая и имеет меньшую емкость. SRAM используется в качестве кэш-памяти процессора, так как кэш требует высокой скорости работы.

HBM — это новый тип памяти, который был разработан для использования в графических процессорах и серверах. Она имеет высокую пропускную способность и большую емкость, что позволяет обрабатывать большие объемы данных. HBM также имеет более высокую скорость работы, чем обычная оперативная память.

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Картинка из официального репозитория.

Ускорение достигается путем разбиения входного потока данных на более мелкие блоки и обработки этих блоков параллельно. Это позволяет уменьшить количество обращений к «медленной» памяти, что ускоряет выполнение операций.

Кроме того, FlashAttention выполняет вычисления без сохранения промежуточных результатов в памяти. Это также снижает нагрузку на память и ускоряет выполнение операций. В результате FlashAttention обеспечивает значительный выигрыш в скорости по сравнению со стандартной реализацией механизма внимания и позволяет работать с более длинными последовательностями.

Небольшой технический совет

В реализации из flash-attention обратите внимание на переменную causal.

Во многих реализациях блока внимания на основе flash-attention, подача непустой attention_mask (в том числе состоящей из единиц) сопровождается использованием функции unpad_input на каждом слое. Эта функция вызывает множество последовательных синхронизаций CPU и GPU. Чтобы найти подобные узкие места, можно воспользоваться PyTorch Profiler.

Чем плохи синхронизации между CPU и GPU?

Синхронизация между CPU и GPU может стать узким местом в процессе обработки данных. Это связано с тем, что передача данных между CPU и GPU требует времени и ресурсов, что может замедлить выполнение операций. Кроме того, синхронизация может приводить к простою одного из устройств во время работы другого, что также снижает общую производительность системы.

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Пример синхронизации CPU & GPU от использования unpad_input. На больших обучениях такие простои могут стоить много миллионов рублей.

Другие fused слои

Что такое fused слои?

Fused слой — это слой, в котором операции выполняются с использованием «слияния» или совместной обработки. В контексте глубокого обучения, «слияние» обычно относится к оптимизации, при которой несколько операций объединяются в одну, чтобы улучшить эффективность вычислений. Например, вместо того, чтобы выполнять операцию свертки, а затем операцию активации, можно объединить их в одну операцию, которая выполняет обе функции одновременно. Это может ускорить выполнение модели и снизить использование памяти.

К примеру, FlashAttention тоже относится к fused слоям. Но он особенный, поэтому мы написали о нем отдельно :).

Мы используем множество фьюзов, вот некоторые из них: Fused Cross-Entropy, Fused LayerNorm, Fused Rotary Embeddings. Каждый дает большой прирост к скорости, а некоторые — огромный выигрыш в видеопамяти.

Подробнее можно почитать в уже классическом блог-посте Making Deep Learning go Brrrr From First Principles

Selective Activation Checkpointing

Что такое Activation Checkpointing?

Activation checkpointing — это техника оптимизации, используемая в глубоком обучении для уменьшения количества памяти, необходимой для хранения активаций между операциями. Вместо того, чтобы сохранять активации для каждого отдельного примера во время обучения, activation checkpointing сохраняет в памяти только часть активаций (например, для каждого второго слоя), а остальные пересчитывает при вычислении backward. Это может существенно снизить использование памяти и дает возможность обучать модели большего размера.

Заметим, что активации модели в зависимости от слоя занимают разное количество видеопамяти и требуют разного количества времени на пересчет.

При достаточно большом контексте (или модели), мы сталкиваемся с тем, что активации всей модели уже не помещаются в видеопамять GPU. Тем не менее, нам нужны активации для подсчета backward pass. Решение — можем хранить только активации для N слоев, а остальные пересчитывать по необходимости вычисления градиентов.

Но вместо того, чтобы хранить все активации для N слоев, мы могли бы сохранять только самые вычислительно-затратные активации на единицу памяти. Это позволит нам сохранять «дорогие» активации для дополнительных M слоев.

Реализации подобных слоев с гибкой настройкой под модель позволили хранить в 5 раз больше вычислительно-затратных на единицу памяти активаций и тем самым увеличить скорость обучения на 10%!

В дополнение, если речь идет о меньших моделях, то снижение потребляемой активациями памяти позволяет отказаться от полного разделения параметров модели по всем GPU (ZeRO 3), оставив только шардирование состояний оптимизатора и градиентов (ZeRO 2), что дает около 20% в производительности.

Синхронный GarbageCollector

Как PyTorch управляет памятью?

В PyTorch есть кэширующий аллокатор — это механизм, который позволяет эффективно управлять выделением и освобождением памяти для тензоров. Он использует кэширование для минимизации количества вызовов выделения и освобождения памяти, что может улучшить производительность модели машинного обучения.

Кэширующий аллокатор автоматически выделяет и освобождает память для тензоров, когда они создаются и уничтожаются. Он также может автоматически переносить тензоры из оперативной памяти в VRAM (видеопамять), чтобы ускорить выполнение операций.

При работе на границе видеопамяти GPU кэширующий аллокатор в PyTorch работает на пределе. Это происходит из-за недетерминированного перекрытия computation и communication, что приводит к увеличению доли памяти, недоступной из-за фрагментации, и в конечном итоге может привести к ошибке OOM (out of memory).

Однако, есть способы справиться с этой проблемой. Перед тем как выбросить OOM ошибки пользователю, PyTorch освобождает зарезервированную память, а далее пытается зарезервировать ее снова. В случае успеха порождается реаллокация.

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Подробнее про работу аллокатора и FSDP можно почитать тут.

Реаллокация памяти позволяет продолжать работу, но она может на несколько секунд остановить обучение на одном из узлов. Если у вас большое количество узлов, то может возникнуть ситуация, когда почти все время на каком-то узле будет происходить чистка мусора. Обучение с использованием ZeRO происходит со скоростью самого медленного звена, и эту скорость необходимо выравнивать.

Чтобы минимизировать простой и суммарное время простоя, можно синхронизировать чистку мусора. Таким образом, мы смогли эффективно использовать ресурсы GPU и избежать проблем с памятью.

Улучшаем общение между GPU

Когда у Вас есть кластер с тысячей видеокарт, выстроить эффективное общение между ними — это сложная задача. GPU от Nvidia для этого используют библиотеку NCCL (Никель).

Простыми словами про NCCL.

Nvidia NCCL— это библиотека для организации параллельных вычислений на графических процессорах (GPU) от компании Nvidia.

NCCL позволяет организовать взаимодействие между GPU, которые подключены к одному компьютеру или находятся в одной сети. Библиотека обеспечивает быстрый обмен данными между GPU, что в разы увеличивает скорость работы алгоритмов, которые взаимодействуют с большими объёмами данных.

Помимо скрупулезной настройки NCCL, в наших обучениях нам помогает технология NVIDIA SHARP. SHARP позволяет делать коллективные операции используя вычислительные возможности сетевого оборудования, тем самым уменьшая операции обмена данными.

Так мы смогли сократить передаваемый объем данных по сети, улучшить топологию общения и увеличить скорость обучения на 5%!

Итоговые ускорения

Изменение

Кумулятивное повышение throughput

+Flash Attention v2

62,73%

+Fused CE, RMSNorm, RoPE

75,71%

+Уменьшение cpu-gpu sync

82,31%

+Selective checkpointing

103,86%

+Настройка NCCL*

109,02%

Тесты проводились на модели 29B, 128GPU A100. *Эффект от настройки NCCL приведен для 1024 GPU, так как на маленьком числе узлов эффект не так заметен.

Благодарности

Задача по осуществлению такого проекта требует больших усилий, внимательности и вовлеченности. Участвуя в этом процессе, я не перестаю удивляться энтузиазму коллег, генерирующих идеи и готовых воплощать их в жизнь в любое время. Девушки и парни из SberDevices, Sber AI и Научно-исследовательского института искусственного интеллекта AIRI, вы лучшие.

Ждём вашу обратную связь

Также приглашаю вас в наш Telegram-канал Salute AI, в котором мы с коллегами начали делиться наработками в области машинного обучения и другими рабочими моментами. А в соответствующем чатике Salute AI Community можно напрямую поспрашивать про всё это и просто пообщаться.

А для тех, кто не только неравнодушен к новым технологиям, но и хочет развиваться в этом направлении, приглашаю присоединиться к нашей большой команде. До новых встреч.

Авторы: Сергей Аверкиев (@averkij), Валентин Мамедов (@vltnmmdv), Евгений Косарев (@evgenijkkk), Григорий Лелейтнер (@runfme), Эльдар Дамиров (@edmr_x5720), Дарья Латорцева (@latortseva)

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  • 07.09.23 16:24 CherryTeam

    Cherry Team atlyginimų skaičiavimo programa yra labai naudingas įrankis įmonėms, kai reikia efektyviai valdyti ir skaičiuoti darbuotojų atlyginimus. Ši programinė įranga, turinti išsamias funkcijas ir patogią naudotojo sąsają, suteikia daug privalumų, kurie padeda supaprastinti darbo užmokesčio skaičiavimo procesus ir pagerinti finansų valdymą. Štai keletas pagrindinių priežasčių, kodėl Cherry Team atlyginimų skaičiavimo programa yra naudinga įmonėms: Automatizuoti ir tikslūs skaičiavimai: Atlyginimų skaičiavimai rankiniu būdu gali būti klaidingi ir reikalauti daug laiko. Programinė įranga Cherry Team automatizuoja visą atlyginimų skaičiavimo procesą, todėl nebereikia atlikti skaičiavimų rankiniu būdu ir sumažėja klaidų rizika. Tiksliai apskaičiuodama atlyginimus, įskaitant tokius veiksnius, kaip pagrindinis atlyginimas, viršvalandžiai, premijos, išskaitos ir mokesčiai, programa užtikrina tikslius ir be klaidų darbo užmokesčio skaičiavimo rezultatus. Sutaupoma laiko ir išlaidų: Darbo užmokesčio valdymas gali būti daug darbo jėgos reikalaujanti užduotis, reikalaujanti daug laiko ir išteklių. Programa Cherry Team supaprastina ir pagreitina darbo užmokesčio skaičiavimo procesą, nes automatizuoja skaičiavimus, generuoja darbo užmokesčio žiniaraščius ir tvarko išskaičiuojamus mokesčius. Šis automatizavimas padeda įmonėms sutaupyti daug laiko ir pastangų, todėl žmogiškųjų išteklių ir finansų komandos gali sutelkti dėmesį į strategiškai svarbesnę veiklą. Be to, racionalizuodamos darbo užmokesčio operacijas, įmonės gali sumažinti administracines išlaidas, susijusias su rankiniu darbo užmokesčio tvarkymu. Mokesčių ir darbo teisės aktų laikymasis: Įmonėms labai svarbu laikytis mokesčių ir darbo teisės aktų, kad išvengtų baudų ir teisinių problemų. Programinė įranga Cherry Team seka besikeičiančius mokesčių įstatymus ir darbo reglamentus, užtikrindama tikslius skaičiavimus ir teisinių reikalavimų laikymąsi. Programa gali dirbti su sudėtingais mokesčių scenarijais, pavyzdžiui, keliomis mokesčių grupėmis ir įvairių rūšių atskaitymais, todėl užtikrina atitiktį reikalavimams ir kartu sumažina klaidų riziką. Ataskaitų rengimas ir analizė: Programa Cherry Team siūlo patikimas ataskaitų teikimo ir analizės galimybes, suteikiančias įmonėms vertingų įžvalgų apie darbo užmokesčio duomenis. Ji gali generuoti ataskaitas apie įvairius aspektus, pavyzdžiui, darbo užmokesčio paskirstymą, išskaičiuojamus mokesčius ir darbo sąnaudas. Šios ataskaitos leidžia įmonėms analizuoti darbo užmokesčio tendencijas, nustatyti tobulintinas sritis ir priimti pagrįstus finansinius sprendimus. Pasinaudodamos duomenimis pagrįstomis įžvalgomis, įmonės gali optimizuoti savo darbo užmokesčio strategijas ir veiksmingai kontroliuoti išlaidas. Integracija su kitomis sistemomis: Cherry Team programinė įranga dažnai sklandžiai integruojama su kitomis personalo ir apskaitos sistemomis. Tokia integracija leidžia automatiškai perkelti atitinkamus duomenis, pavyzdžiui, informaciją apie darbuotojus ir finansinius įrašus, todėl nebereikia dubliuoti duomenų. Supaprastintas duomenų srautas tarp sistemų padidina bendrą efektyvumą ir sumažina duomenų klaidų ar neatitikimų riziką. Cherry Team atlyginimų apskaičiavimo programa įmonėms teikia didelę naudą - automatiniai ir tikslūs skaičiavimai, laiko ir sąnaudų taupymas, atitiktis mokesčių ir darbo teisės aktų reikalavimams, ataskaitų teikimo ir analizės galimybės bei integracija su kitomis sistemomis. Naudodamos šią programinę įrangą įmonės gali supaprastinti darbo užmokesčio skaičiavimo procesus, užtikrinti tikslumą ir atitiktį reikalavimams, padidinti darbuotojų pasitenkinimą ir gauti vertingų įžvalgų apie savo finansinius duomenis. Programa Cherry Team pasirodo esanti nepakeičiamas įrankis įmonėms, siekiančioms efektyviai ir veiksmingai valdyti darbo užmokestį. https://cherryteam.lt/lt/

  • 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.

  • 24.06.24 04:31 tashandiarisha

    Web-site. https://trustgeekshackexpert.com/ Tele-Gram, trustgeekshackexpert During the pandemic, I ventured into the world of cryptocurrency trading. My father loaned me $10,000, which I used to purchase my first bitcoins. With diligent research and some luck, I managed to grow my investment to over $350,000 in just a couple of years. I was thrilled with my success, but my excitement was short-lived when I decided to switch brokers and inadvertently fell victim to a phishing attack. While creating a new account, I received what seemed like a legitimate email requesting verification. Without second-guessing, I provided my information, only to realize later that I had lost access to my email and cryptocurrency wallets. Panic set in as I watched my hard-earned assets disappear before my eyes. Desperate to recover my funds, I scoured the internet for solutions. That's when I stumbled upon the Trust Geeks Hack Expert on the Internet. The service claimed to specialize in recovering lost crypto assets, and I decided to take a chance. Upon contacting them, the team swung into action immediately. They guided me through the entire recovery process with professionalism and efficiency. The advantages of using the Trust Geeks Hack Expert Tool became apparent from the start. Their team was knowledgeable and empathetic, understanding the urgency and stress of my situation. They employed advanced security measures to ensure my information was handled safely and securely. One of the key benefits of the Trust Geeks Hack Expert Tool was its user-friendly interface, which made a complex process much more manageable for someone like me, who isn't particularly tech-savvy. They also offered 24/7 support, so I never felt alone during recovery. Their transparent communication and regular updates kept me informed and reassured throughout. The Trust Geeks Hack Expert Tool is the best solution for anyone facing similar issues. Their swift response, expertise, and customer-centric approach set them apart from other recovery services. Thanks to their efforts, I regained access to my accounts and my substantial crypto assets. The experience taught me a valuable lesson about online security and showed me the incredible potential of the Trust Geeks Hack Expert Tool. Email:: trustgeekshackexpert{@}fastservice{.}com WhatsApp  + 1.7.1.9.4.9.2.2.6.9.3

  • 26.06.24 18:46 Jacobethannn098

    LEGAL RECOUP FOR CRYPTO THEFT BY ADRIAN LAMO HACKER

  • 26.06.24 18:46 Jacobethannn098

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  • 04.07.24 04:49 ZionNaomi

    For over twenty years, I've dedicated myself to the dynamic world of marketing, constantly seeking innovative strategies to elevate brand visibility in an ever-evolving landscape. So when the meteoric rise of Bitcoin captured my attention as a potential avenue for investment diversification, I seized the opportunity, allocating $20,000 to the digital currency. Witnessing my investment burgeon to an impressive $70,000 over time instilled in me a sense of financial promise and stability.However, amidst the euphoria of financial growth, a sudden and unforeseen oversight brought me crashing back to reality during a critical business trip—I had misplaced my hardware wallet. The realization that I had lost access to the cornerstone of my financial security struck me with profound dismay. Desperate for a solution, I turned to the expertise of Daniel Meuli Web Recovery.Their response was swift . With meticulous precision, they embarked on the intricate process of retracing the elusive path of my lost funds. Through their unwavering dedication, they managed to recover a substantial portion of my investment, offering a glimmer of hope amidst the shadows of uncertainty. The support provided by Daniel Meuli Web Recovery extended beyond mere financial restitution. Recognizing the imperative of fortifying against future vulnerabilities, they generously shared invaluable insights on securing digital assets. Their guidance encompassed crucial aspects such as implementing hardware wallet backups and fortifying security protocols, equipping me with recovered funds and newfound knowledge to navigate the digital landscape securely.In retrospect, this experience served as a poignant reminder of the critical importance of diligence and preparedness in safeguarding one's assets. Thanks to the expertise and unwavering support extended by Daniel Meuli Web Recovery, I emerged from the ordeal with renewed resilience and vigilance. Empowered by their guidance and fortified by enhanced security measures, I now approach the future with unwavering confidence.The heights of financial promise to the depths of loss and back again has been a humbling one, underscoring the volatility and unpredictability inherent in the digital realm. Yet, through adversity, I have emerged stronger, armed with a newfound appreciation for the importance of diligence, preparedness, and the invaluable support of experts like Daniel Meuli Web Recovery.As I persist in traversing the digital landscape, I do so with a judicious blend of vigilance and fortitude, cognizant that with adequate safeguards and the backing of reliable confidants, I possess the fortitude to withstand any adversity that may arise. For this, I remain eternally appreciative. Email Danielmeuliweberecovery @ email . c om WhatsApp + 393 512 013 528

  • 13.07.24 21:13 michaelharrell825

    In 2020, amidst the economic fallout of the pandemic, I found myself unexpectedly unemployed and turned to Forex trading in hopes of stabilizing my finances. Like many, I was drawn in by the promise of quick returns offered by various Forex robots, signals, and trading advisers. However, most of these products turned out to be disappointing, with claims that were far from reality. Looking back, I realize I should have been more cautious, but the allure of financial security clouded my judgment during those uncertain times. Amidst these disappointments, Profit Forex emerged as a standout. Not only did they provide reliable service, but they also delivered tangible results—a rarity in an industry often plagued by exaggerated claims. The positive reviews from other users validated my own experience, highlighting their commitment to delivering genuine outcomes and emphasizing sound financial practices. My journey with Profit Forex led to a net profit of $11,500, a significant achievement given the challenges I faced. However, my optimism was short-lived when I encountered obstacles trying to withdraw funds from my trading account. Despite repeated attempts, I found myself unable to access my money, leaving me frustrated and uncertain about my financial future. Fortunately, my fortunes changed when I discovered PRO WIZARD GIlBERT RECOVERY. Their reputation for recovering funds from fraudulent schemes gave me hope in reclaiming what was rightfully mine. With a mixture of desperation and cautious optimism, I reached out to them for assistance. PRO WIZARD GIlBERT RECOVERY impressed me from the start with their professionalism and deep understanding of financial disputes. They took a methodical approach, using advanced techniques to track down the scammers responsible for withholding my funds. Throughout the process, their communication was clear and reassuring, providing much-needed support during a stressful period. Thanks to PRO WIZARD GIlBERT RECOVERY's expertise and unwavering dedication, I finally achieved a resolution to my ordeal. They successfully traced and retrieved my funds, restoring a sense of justice and relief. Their intervention not only recovered my money but also renewed my faith in ethical financial services. Reflecting on my experience, I've learned invaluable lessons about the importance of due diligence and discernment in navigating the Forex market. While setbacks are inevitable, partnering with reputable recovery specialists like PRO WIZARD GIlBERT RECOVERY can make a profound difference. Their integrity and effectiveness have left an indelible mark on me, guiding my future decisions and reinforcing the value of trustworthy partnerships in achieving financial goals. I wholeheartedly recommend PRO WIZARD GIlBERT RECOVERY to anyone grappling with financial fraud or disputes. Their expertise and commitment to client satisfaction are unparalleled, offering a beacon of hope in challenging times. Thank you, PRO WIZARD GIlBERT RECOVERY, for your invaluable assistance in reclaiming what was rightfully mine. Your service not only recovered my funds but also restored my confidence in navigating the complexities of financial markets with greater caution and awareness. Email: prowizardgilbertrecovery(@)engineer.com Homepage: https://prowizardgilbertrecovery.xyz WhatsApp: +1 (516) 347‑9592

  • 17.07.24 02:26 thompsonrickey

    In the vast and often treacherous realm of online investments, I was entangled in a web of deceit that cost me nearly  $45,000. It all started innocuously enough with an enticing Instagram profile promising lucrative returns through cryptocurrency investment. Initially, everything seemed promising—communications were smooth, and assurances were plentiful. However, as time passed, my optimism turned to suspicion. Withdrawal requests were met with delays and excuses. The once-responsive "investor" vanished into thin air, leaving me stranded with dwindling hopes and a sinking feeling in my gut. It became painfully clear that I had been duped by a sophisticated scheme designed to exploit trust and naivety. Desperate to recover my funds, I turned to online forums where I discovered numerous testimonials advocating for Muyern Trust Hacker. With nothing to lose, I contacted them, recounting my ordeal with a mixture of skepticism and hope. Their swift response and professional demeanor immediately reassured me that I had found a lifeline amidst the chaos. Muyern Trust Hacker wasted no time in taking action. They meticulously gathered evidence, navigated legal complexities, and deployed their expertise to expedite recovery. In what felt like a whirlwind of activity, although the passage of time was a blur amidst my anxiety, they achieved the seemingly impossible—my stolen funds were returned. The relief I felt was overwhelming. Muyern Trust Hacker not only restored my financial losses but also restored my faith in justice. Their commitment to integrity and their relentless pursuit of resolution were nothing short of remarkable. They proved themselves as recovery specialists and guardians against digital fraud, offering hope to victims like me who had been ensnared by deception. My gratitude knows no bounds for Muyern Trust Hacker. Reach them at muyerntrusted @ m a i l - m e . c o m AND Tele gram @ muyerntrusthackertech

  • 18.07.24 20:13 austinagastya

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  • 27.08.24 12:50 James889900

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  • 27.08.24 13:06 James889900

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  • 02.09.24 20:24 [email protected]

    If You Need Hacker To Recover Your Bitcoin Contact Paradox Recovery Wizard Paradox Recovery Wizard successfully recovered $123,000 worth of Bitcoin for my husband, which he had lost due to a security breach. The process was efficient and secure, with their expert team guiding us through each step. They were able to trace and retrieve the lost cryptocurrency, restoring our peace of mind and financial stability. Their professionalism and expertise were instrumental in recovering our assets, and we are incredibly grateful for their service. Email: support@ paradoxrecoverywizard.com Email: paradox_recovery @cyberservices.com Wep: https://paradoxrecoverywizard.com/ WhatsApp: +39 351 222 3051.

  • 06.09.24 01:35 Celinagarcia

    HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you ​​​​​​have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.

  • 06.09.24 01:44 Celinagarcia

    HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you ​​​​​​have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.

  • 16.09.24 00:10 marcusaustin

    Bitcoin Recovery Services: Restoring Lost Cryptocurrency If you've lost access to your cryptocurrency and unable to make a withdrawal, I highly recommend iBolt Cyber Hacker Bitcoin Recovery Services. Their team is skilled, professional, and efficient in recovering lost Bitcoin. They provide clear communication, maintain high security standards, and work quickly to resolve issues. Facing the stress of lost cryptocurrency, iBolt Cyber Hacker is a trusted service that will help you regain access to your funds securely and reliably. Highly recommended! Email: S u p p o r t @ ibolt cyber hack . com Cont/Whtp + 3. .9 .3. .5..0. .9. 2. 9. .0 .3. 1 .8. Website: h t t p s : / / ibolt cyber hack . com /

  • 16.09.24 00:11 marcusaustin

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  • 23.09.24 18:56 matthewshimself

    At first, I was admittedly skeptical about Worldcoin (ref: https://worldcoin.org/blog/worldcoin/this-is-worldcoin-video-explainer-series), particularly around the use of biometric data and the WLD token as a reward mechanism for it. However, after following the project closer, I’ve come to appreciate the broader vision and see the value in the underlying tech behind it. The concept of Proof of Personhood (ref: https://worldcoin.org/blog/worldcoin/proof-of-personhood-what-it-is-why-its-needed) has definitely caught my attention, and does seem like a crucial step towards tackling growing issues like bots, deepfakes, and identity fraud. Sam Altman’s vision is nothing short of ambitious, but I do think he & Alex Blania have the chops to realize it as mainstay in the global economy.

  • 01.10.24 14:54 Sinewclaudia

    I lost about $876k few months ago trading on a fake binary option investment websites. I didn't knew they were fake until I tried to withdraw. Immediately, I realized these guys were fake. I contacted Sinew Claudia world recovery, my friend who has such experience before and was able to recover them, recommended me to contact them. I'm a living testimony of a successful recovery now. You can contact the legitimate recovery company below for help and assistance. [email protected] [email protected] WhatsApp: 6262645164

  • 02.10.24 22:27 Emily Hunter

    Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.

  • 18.10.24 09:34 freidatollerud

    The growth of WIN44 in Brazil is very interesting! If you're looking for more options for online betting and casino games, I recommend checking out Casinos in Brazil. It's a reliable platform that offers a wide variety of games and provides a safe and enjoyable experience for users. It's worth checking out! https://win44.vip

  • 31.10.24 00:13 ytre89

    Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.

  • 02.11.24 14:44 diannamendoza732

    In the world of Bitcoin recovery, Pro Wizard Gilbert truly represents the gold standard. My experience with Gilbert revealed just how exceptional his methods are and why he stands out as the premier authority in this critical field. When I first encountered the complexities of Bitcoin recovery, I was daunted by the technical challenges and potential risks. Gilbert’s approach immediately distinguished itself through its precision and effectiveness. His methods are meticulously designed, combining cutting-edge techniques with an in-depth understanding of the Bitcoin ecosystem. He tackled the recovery process with a level of expertise and thoroughness that was both impressive and reassuring. What sets Gilbert’s methods apart is not just their technical sophistication but also their strategic depth. He conducts a comprehensive analysis of each case, tailoring his approach to address the unique aspects of the situation. This personalized strategy ensures that every recovery effort is optimized for success. Gilbert’s transparent communication throughout the process was invaluable, providing clarity and confidence during each stage of the recovery. The results I achieved with Pro Wizard Gilbert’s methods were remarkable. His gold standard approach not only recovered my Bitcoin but did so with an efficiency and reliability that exceeded my expectations. His deep knowledge, innovative techniques, and unwavering commitment make him the definitive expert in Bitcoin recovery. For anyone seeking a benchmark in Bitcoin recovery solutions, Pro Wizard Gilbert’s methods are the epitome of excellence. His ability to blend technical prowess with strategic insight truly sets him apart in the industry. Call: for help. You may get in touch with them at ; Email: (prowizardgilbertrecovery(@)engineer.com) Telegram ; https://t.me/Pro_Wizard_Gilbert_Recovery Homepage ; https://prowizardgilbertrecovery.info

  • 12.11.24 00:50 TERESA

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  • 17.11.24 09:31 Vivianlocke223

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  • 18.01.25 12:41 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]

  • 18.01.25 12:41 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]

  • 20.01.25 15:39 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected]

  • 22.01.25 21:43 DoraJaimes23

    Recovery expert. I lost my bitcoin to fake blockchain impostors on Facebook, they contacted me as blockchain official support and i fell stupidly for their mischievous act, this made them gain access into my blockchain wallet whereby 7.0938 btc was stolen from my wallet in total .I was almost in a comma and dumbfounded because this was all my savings i relied on . Then I made a research online and found a recovery expert , with the contact address- { RECOVERYHACKER101 (@) GMAIL . COM }... I wrote directly to the specialist explaining my loss. Hence, he helped me recover a significant part of my investment just after 2 days he helped me launch the recovery program , and the culprits were identified as well , all thanks to his expertise . I hope I have been able to help someone as well . Reach out to the recovery specialist to recover you lost funds from any form of online scam Thanks

  • 23.01.25 02:36 [email protected]

    After falling victim to a fraudulent Bitcoin mining scam, I found myself in a desperate situation. I had invested $50,000 into a cloud mining website called Miningpool, which turned out to be a complete scam. For months, I tried reaching out to the company, but I was unable to access my funds, and I quickly realized I had been taken for a ride. In my search for help, I came across TrustGeeks Hack Expert, a service that claimed to help people recover lost funds from crypto scams. Though skeptical at first, I decided to give them a try. Here’s my experience with their service.When I initially contacted TrustGeeks Hack Expert Email.. Trustgeekshackexpert{At}fastservice{Dot}com , I was understandably hesitant. Like many others, I had been tricked into believing my Bitcoin investments were legitimate, only to discover they were locked in a non-spendable wallet with no way of accessing them. However, after sharing my story and details about the scam, the team assured me they had handled similar cases and had the expertise to help. They requested basic information about my investment and began their investigation immediately. The recovery process was nothing short of professional. Unlike many other services that promise quick fixes but fail to deliver, TrustGeeks Hack Expert kept me informed at every stage. They regularly updated me on their progress and were completely transparent about the challenges they faced. There were moments when I wondered if the process would work, but the team’s professionalism and reassurance gave me hope. They were honest about the time it would take and did not make any unrealistic promises, which I truly appreciated. After several weeks of work, TrustGeeks Hack Expert successfully recovered not just my $50,000 investment, but also the so-called profits that had been locked away in the scam's non-spendable wallet. This was a huge relief, as I had resigned myself to the idea that I had lost everything. The entire recovery process was discreet and handled with the utmost care, ensuring that the scam company remained unaware of the recovery efforts, which helped prevent further complications. TeleGram iD. Trustgeekshackexpert & What's A p p +1 7 1 9 4 9 2 2 6 9 3

  • 23.01.25 02:37 [email protected]

    After falling victim to a fraudulent Bitcoin mining scam, I found myself in a desperate situation. I had invested $50,000 into a cloud mining website called Miningpool, which turned out to be a complete scam. For months, I tried reaching out to the company, but I was unable to access my funds, and I quickly realized I had been taken for a ride. In my search for help, I came across TrustGeeks Hack Expert, a service that claimed to help people recover lost funds from crypto scams. Though skeptical at first, I decided to give them a try. Here’s my experience with their service.When I initially contacted TrustGeeks Hack Expert Email.. Trustgeekshackexpert{At}fastservice{Dot}com , I was understandably hesitant. Like many others, I had been tricked into believing my Bitcoin investments were legitimate, only to discover they were locked in a non-spendable wallet with no way of accessing them. However, after sharing my story and details about the scam, the team assured me they had handled similar cases and had the expertise to help. They requested basic information about my investment and began their investigation immediately. The recovery process was nothing short of professional. Unlike many other services that promise quick fixes but fail to deliver, TrustGeeks Hack Expert kept me informed at every stage. They regularly updated me on their progress and were completely transparent about the challenges they faced. There were moments when I wondered if the process would work, but the team’s professionalism and reassurance gave me hope. They were honest about the time it would take and did not make any unrealistic promises, which I truly appreciated. After several weeks of work, TrustGeeks Hack Expert successfully recovered not just my $50,000 investment, but also the so-called profits that had been locked away in the scam's non-spendable wallet. This was a huge relief, as I had resigned myself to the idea that I had lost everything. The entire recovery process was discreet and handled with the utmost care, ensuring that the scam company remained unaware of the recovery efforts, which helped prevent further complications. TeleGram iD. Trustgeekshackexpert & What's A p p +1 7 1 9 4 9 2 2 6 9 3

  • 23.01.25 14:20 nellymargaret

    DUNAM CYBER SOLUTION BTC-ETH RECOVERY EXPERT

  • 23.01.25 14:20 nellymargaret

    DUNAM CYBER SOLUTION BTC-ETH RECOVERY EXPERT I had tried to secure my Bitcoin wallet, maybe a bit too aggressively, enabling every security feature imaginable: two-factor authentication, biometric verification, intricate passwords-the whole shebang. I wanted to make it impossible for anybody to get to my money. I tried to make this impregnable fortress of security and ended up locking myself out of my wallet with $700,000 in Bitcoin. It wasn't until I tried to access my wallet that I realized the trap I had set for myself. I was greeted with an endless series of security checks-passwords, codes, facial recognition, and more. I could remember parts of my multi-layered security setup but not enough to actually get in. In fact, my money was behind this digital fortress, and the more I tried to fix it, the worse it seemed to get. I kept tripping over my own layers of protection, unable to find a way back in. Panic quickly set in when I realized I had made it almost impossible for myself to access my own money. That is when I called DUNAMIS CYBER SOLUTION From that very first call, they reassured me that I wasn't the first person to make this kind of mistake and certainly wouldn't be the last. They listened attentively to my explanation and got to work straight away. Their team methodically began to untangle my overly complicated setup. Patience and expertise managed to crack each layer of security step by step until they had restored access to my wallet. [email protected] +13433030545 [email protected]

  • 26.01.25 03:54 [email protected]

    Losing access to my crypto wallet account was one of the most stressful experiences ever. After spending countless hours building up my portfolio, I suddenly found myself locked out of my account without access. To make matters worse, the email address I had linked to my wallet was no longer active. When I tried reaching out, I received an error message stating that the domain was no longer in use, leaving me in complete confusion and panic. It was as though everything I had worked so hard for was gone, and I had no idea how to get it back. The hardest part wasn’t just the loss of access it was the feeling of helplessness. Crypto transactions are often irreversible, and since my wallet held significant investments, the thought that my hard-earned money could be lost forever was incredibly disheartening. I spent hours scouring forums and searching for ways to recover my funds, but most of the advice seemed either too vague or too complicated to be of any real help. With no support from the wallet provider and my email account out of reach, I was left feeling like I had no way to fix the situation.That’s when I found out about Trust Geeks Hack Expert . I was hesitant at first, but after reading about their expertise in recovering lost crypto wallets, I decided to give them a try. I reached out to their team, and from the very beginning, they were professional, understanding, and empathetic to my situation. They quickly assured me that there was a way to recover my wallet, and they got to work immediately.Thanks to Trust Geeks Hack Expert , my wallet and funds were recovered, and I couldn’t be more grateful. The process wasn’t easy, but their team guided me through each step with precision and care. The sense of relief I felt when I regained access to my crypto wallet and saw my funds safely back in place was indescribable. If you find yourself in a similar situation, I highly recommend reaching out to Trust Geeks Hack Expert. contact Them through EMAIL: [email protected] + WEBSITE. HTTPS://TRUSTGEEKSHACKEXPERT.COM + TELE GRAM: TRUSTGEEKSHACKEXPERT

  • 28.01.25 21:48 [email protected]

    It’s unfortunate that many people have become victims of scams, and some are facing challenges accessing their Bitcoin wallets. However, there's excellent news! With Chris Wang, you can count on top-notch service that guarantees results in hacking. We have successfully helped both individuals and organizations recover lost files, passwords, funds, and more. If you need assistance, don’t hesitate—check out recoverypro247 on Google Mail! What specific methods does Chris Wang use to recover lost funds and passwords? Are there any guarantees regarding the success rate of the recovery services offered? What are the initial steps to begin the recovery process with recoverypro247? this things i tend to ask

  • 02.02.25 20:53 Michael9090

    I lost over $155,000 in an investment trading company last year; I was down because the company refused to let me make withdrawals and kept asking for more money…. My friend in the military introduced me to a recovery agent Crypto Assets Recovery with the email address [email protected] and he’s been really helpful, he made a successful recovery of 95% of my investment in less than 24 hours, I’m so grateful to him. If you are a victim of a binary scam and need to get your money back, please don’t hesitate to contact Crypto Assets Recovery in any of the information below. EMAIL: [email protected] WHATSAPP NUMBER : +18125892766

  • 00:04 Jannetjeersten

    TECH CYBER FORCE RECOVERY quickly took action, filing my case and working tirelessly on my behalf. Within just four days, I received the surprising news that my 40,000 CAD had been successfully refunded and deposited back into my bank account. I was overjoyed and relieved to see the money returned, especially after the stressful experience. Thanks to TECH CYBER FORCE RECOVERY’s professionalism and dedication, I was able to recover my funds. This experience taught me an important lesson about being cautious with online investments and the importance of seeking expert help when dealing with scams. I am truly grateful to EMAIL: support(@)techcyberforcerecovery(.)com OR WhatsApp: +.1.5.6.1.7.2.6.3.6.9.7 for their assistance, which allowed me to reclaim my money and end the holiday season on a much brighter note.

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