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Как Яндекс создавал новую end2end-модель генерации коротких видео

Приложение Шедеврум начало использовать бета‑версию end2end‑модели YandexART (Vi). Она позволяет создавать пятисекундные видео по текстовому запросу и учитывает взаимосвязь между кадрами, делая видео более связными и плавными, чем при использовании предыдущей модели. Предыдущее решение было основано на использовании эвристик для добавления движения камеры, где видео создавалось кадр за кадром с применением модели генерации изображений, что приводило к значительным изменениям в содержании каждого кадра.

Чтобы было понятнее, можно сравнить примеры генераций двух моделей:

В этой статье поделимся нашим опытом разработки первых версий end2end‑модели YandexART (Vi):

расскажем, почему изначально выбрали работу в пиксельном пространстве;
опишем методы инженерных оптимизаций, которые помогли в обучении моделей;
обсудим проблемы, с которыми столкнулись в процессе разработки, и как их решали.

И в завершение расскажем, почему в итоге решили отказаться от пиксельного пространства в пользу латентного и поделимся нашими планами на будущее. Но, прежде чем мы перейдём к подробностям, давайте разберёмся, как работает диффузионная модель и что представляет собой задача text2video.

Зачем нужна диффузионная модель и как она работает

Представим, что есть сложное распределение $\pi_1$ , которое невозможно смоделировать напрямую, однако хочется получить из него новые объекты. На помощь приходят диффузионные модели.

Диффузионная модель генерирует новые объекты путём преобразования одного распределения в другое. Формально результат применения диффузионной модели можно представить в виде функции $D: \mathbb{R}^d \rightarrow \mathbb{R}^d$ . Пусть $Z_0 \sim \pi_0$ , где $\pi_0$ — некоторое распределение, которое мы умеем моделировать. Тогда $Z_1 := D(Z_0) \sim \pi_1$ .

Ключевую роль в этом процессе играет выбор начального распределения $\pi_0$ :

если оно сильно отличается от желаемого распределения, то получить нужный объект будет сложно;
если оно слабо отличается, то могут быть проблемы с его моделированием.

Решение заключается в движении к нужному распределению не за один шаг, а за несколько — постепенно приближаться к желаемому результату, то есть выполнять итеративное преобразование.

Желаемое распределение для генерации изображений — все натуральные изображения. Мы начинаем с чистого шума, на каждой итерации показываем модели текущий зашумлённый объект, и модель подсказывает, как его изменить, чтобы приблизиться к желаемому распределению. Этот процесс можно представить как движение вдоль какой‑то траектории, которая соединяет два распределения. Его также называют обратным диффузионным процессом.

Формулировка задачи text2video

Задача генерации видео (или text2video) заключается в следующем: по текстовому запросу пользователя нужно сгенерировать серию кадров. Эта задача является логическим продолжением задачи text2image, когда по текстовому запросу создаётся изображение. Результат работы text2video‑модели — кадры, связанные между собой: движения последовательны, без рывков, объекты и фон резко не меняются.

Завсегдатай Шедеврума может возразить, что в приложении давно доступна опция генерации видео. Почему тогда мы говорим про запуск какой‑то новой модели? Разве это не улучшение действующего подхода?

Это действительно так, в приложении Шедеврум можно создавать видео с помощью технологии Deforum, однако новая модель работает иначе и даёт лучший результат. Чтобы понять разницу, давайте вспомним, как устроен Deforum.

Как работает Deforum

Deforum относится к категории image‑based‑подходов генерации видео. Эти подходы используют обученную диффузионную text2image‑модель, которая создаёт один кадр за раз, используя входной текстовый запрос. Генерация видео происходит следующим образом:

Создаётся первый кадр будущего видео. Этот процесс аналогичен генерации изображения с помощью диффузионной модели.
Для полученного кадра предсказывается карта глубины. Для этого применяется отдельная модель, которая предсказывает глубину для входного монокулярного изображения. О методах решения этой задачи можно почитать в релевантных статьях.
С картой глубины каждый пиксель изображения может быть представлен в 3D‑пространстве камеры (у пикселей появляются три пространственные координаты), где затем происходит преобразование положения камеры. Это может быть смещение (добавление вектора смещения), поворот (умножение на матрицу поворота) или всё вместе. Есть доступное объяснение процесса формирования изображения.
После преобразования точки изображения из 3D‑пространства проецируются обратно на 2D‑плоскость изображения, но уже для нового положения камеры. Точки в 3D‑пространстве, полученные на предыдущем шаге, не являются идеальной моделью мира, поэтому при такой проекции на результирующем изображении могут возникнуть артефакты или какие‑то пробелы.
text2image‑модель принимает на вход зашумлённое изображение из прошлого шага — начинает расшумление не с самого начала траектории. Создавая следующий кадр последовательности, модель дорисовывает и исправляет проблемные места, появившиеся из‑за преобразования.
Процесс повторяется начиная с шага 2 до тех пор, пока не будет получено нужное количество кадров.

Существенный недостаток этого подхода в том, что модель не учитывает концепцию времени и связь между кадрами, поэтому результаты генерации (кадры) зачастую оказываются недостаточно согласованными и сгенерировать действие на видео становится почти невозможно.

Этот недостаток, а также интерес пользователей Шедеврума к генерации видео стали для нас одними из стимулов к разработке более совершенной видеомодели.

Отличия модели end2end-text2video

Задача end‑to‑end‑модели — создать последовательность кадров, которые вместе выглядят как полноценное видео. На вход модель получает текст, в котором могут быть указаны субъект, объект и дано описание действия. В отличие от подхода Deforum end‑to‑end‑модель явно учитывает связь между кадрами, поэтому можно ожидать, что результат будет более согласованным.

Большинство существующих end‑to‑end‑подходов включают в себя не одну модель, а несколько, то есть видео будто создаётся и дополняется поэтапно. Типичный пайплайн (процесс) создания видео изображён ниже:

Наше текущее решение включает в себя описанные этапы, но с некоторыми изменениями, которые зависят от пространства, где происходит генерация. Давайте рассмотрим эти этапы подробнее.

Генерация базовых кадров

Генерация базовых кадров — самый сложный этап, так как диффузионная модель не получает никакой дополнительной информации, кроме текстового запроса, на основе которого ей необходимо сгенерировать базовые кадры будущего видео. В результате получается видео с низкой частотой кадров и низким разрешением.

Этот этап напоминает работу модели генерации изображений, но вместо одного изображения создаётся последовательность связанных кадров. Модель принимает зашумлённые кадры, и на каждом шаге мы будто спрашиваем её: как изменить эти кадры, чтобы полученная последовательность соответствовала распределению реальных видео? Схематично этот процесс приведён на изображении ниже, где входной текстовый запрос опущен для простоты визуализации.

Также на этом этапе в качестве дополнительного условия можно передать некоторые референсные кадры, а не генерировать их с нуля. Тогда задача превращается в задачу «продолжения последовательности». Наша модель получает на вход текстовый запрос и первый кадр. Мы называем такую модель экстраполяционной.

То, как референсные кадры подаются в модель, повторяет подход, описанный в статье Align your latents… Вход модели содержит зашумлённые фреймы и переданные как условие референсные кадры. Если для какого‑то фрейма не передан референс, то вместо него передаются нули. Также передаётся маска, которая подсказывает модели, где есть условие.

Принцип работы модели экстраполяции можно сравнить с работой авторегрессионных языковых моделей, однако, вместо того чтобы последовательно предсказывать каждый следующий кадр, мы генерируем сразу группу кадров. Это обусловлено тем, что в контексте диффузионных моделей авторегрессионное предсказание каждого отдельного кадра является вычислительно сложной задачей из-за итеративного расшумления.

Интерполяция кадров

Видео с низкой частотой кадров может выглядеть дёрганым и вряд ли кого-то удовлетворит, поэтому на следующем шаге увеличивается частота кадров. Этот этап называется интерполяцией.

Для интерполяции используется модель диффузии, принцип работы которой схож с экстраполяционной моделью генерации базовых кадров. Модель принимает несколько базовых кадров с предыдущего этапа в качестве условия и создаёт новые кадры между уже существующими. Примерная иллюстрация того, что приходит на вход, приведена ниже. Добавление новых кадров позволяет сделать видео более плавным и приятным для просмотра.

Повышение разрешения

На последнем этапе генерации видео применяются модели, повышающие его разрешение. Это могут быть диффузионные модели, GAN или декодер вариационного автоэнкодера (VAE). Выбор конкретной модели зависит от пространства, в котором происходит генерация, а также от требований к качеству и скорости.

Пространство, в котором происходит генерация

Генерация видео может происходить в пиксельном или в латентном пространстве.

В пиксельном пространстве генерация происходит напрямую, модели работают непосредственно с кадрами будущего видео. Процесс создания видео сложен, включает множество этапов повышения разрешения как по временной, так и по пространственным осям. Для каждого этапа требуется отдельная модель, которую нужно обучить. Для обучения моделей используются ground‑truth‑данные, но во время инференса каждая последующая модель получает на вход предсказания предыдущей модели. Распределение этих предсказаний может отличаться от ground‑truth‑распределения, что приведёт к накоплению различий в распределениях на этапе инференса по мере генерации. И чем больше этапов, тем больше будет ошибка.

Методы генерации видео в пиксельном пространстве объединяет общее свойство: создание видео с высоким разрешением и большой продолжительностью требует значительных вычислительных ресурсов.

Генерация видео в латентном пространстве позволяет решить проблемы, возникающие в пиксельном пространстве. Латентное пространство — это выученное абстрактное пространство признаков, где любое видео можно представить в меньшей размерности. Генерация в пространстве меньшего размера позволяет сократить количество этапов, упрощая процесс. Однако, несмотря на сложность инференса в пиксельном пространстве, есть мнение (например, Show-1), что модели в пиксельном пространстве способны генерировать больше движения.

Как обучать text2video-модель и какие данные использовать

Рассмотрим, как можно обучать диффузионную text2video‑модель. Хотя обсуждать мы будем модель генерации базовых фреймов, рассмотренные принципы применимы и к другим моделям описанного выше пайплайна.

Диффузионную модель для генерации видео можно обучать с нуля (from scratch), однако для этого требуется множество разнообразных данных, поскольку модель должна научиться понимать как пространственные, так и временные аспекты окружающего мира.

Яндекс — крупная компания, но даже нам сложно сразу собрать большой набор данных для обучения. Сложность заключается не столько в объёме, сколько в качестве и разнообразии данных. Не каждое видео подходит для обучения — надо уметь отсеивать неподходящие.

Также стоит убедиться, что в собранном датасете охвачены разнообразные концепции. Концепция — это знание о реальном мире, которое модель может запомнить. Например, это может быть определённый стиль, известный человек или объект. В отличие от text2image для качественной генерации видео важно, чтобы модель также могла изучить из набора данных концепции, связанные с изменениями во времени и действиями.

Почему разнообразие концепций так важно? Например, наш набор данных может содержать только видео с людьми, но все люди на этих видео просто сидят. В этом случае модель не сможет создать видео с человеком, который делает какое‑то другое действие.

Кроме того, среднестатистическое видео из интернета обычно не содержит текстового описания, поэтому описание необходимо создавать самостоятельно. Сейчас мы не можем похвастаться большим размером обучающего датасета, но мы постоянно работаем над его расширением, разнообразием и качеством текстовых описаний.

Из‑за ограниченного объёма данных мы выбрали альтернативный способ получения text2video‑модели — дообучение text2image‑модели. У нас была проверенная, основанная на Imagen архитектура для генерации изображений в пиксельном пространстве. По этой причине, несмотря на упомянутые сложности, мы начали работу над моделью, которая генерирует видео именно в пиксельном пространстве.

Мы планировали добавить temporal‑блоки (motion‑блоки) к картиночному претрейну YandexART text2image‑модели. Похожие подходы описаны во многих работах и показали свою эффективность. Для обучения motion‑блоков требуется меньше данных и предполагается, что text2image‑модель, на основе которой строится text2video‑модель, уже знакома с частью концептов. Задача motion‑блоков — научиться выстраивать кадры в связное видео. Однако насколько такой подход оптимален — вопрос открытый, ведь неясно, насколько схоже понимание концептов, связанных со временем, у видео‑ и картиночной моделей.

В отличие от text2image модели, работающей с изображениями, обучение text2video‑модели происходит на последовательностях кадров. Кроме того, добавленные motion‑блоки увеличивают размер модели, что повышает требования к вычислительным ресурсам. Поэтому, помимо экспериментов с моделью, нам необходимо было использовать различные инженерные оптимизации, направленные на эффективное использование вычислительных ресурсов.

Мы применяли следующие инженерные оптимизации:

обучение в формате f16 (mixed precision) с использованием torch.FSDP (Fully Sharded Data Parallel). FSDP позволяет распределить веса модели, градиенты и состояния оптимизатора между графическими процессорами (GPU), снижая таким образом нагрузку на память за счёт появления дополнительных синхронизаций;
замораживание пространственных параметров и обучение только добавленных motion‑блоков, что позволяет не хранить состояния оптимизатора для замороженной части параметров;
поэтапное обучение, позволяющее ещё больше сократить затраты вычислительных ресурсов: разрешение и количество фреймов повышается постепенно, по мере обучения модели. Для проверки гипотез необязательно проходить все этапы, а это ускоряет их валидацию.

Получение картиночного претрейна

Стоит отметить значительное сходство Deforum и нашей end‑to‑end‑модели. Несмотря на то что модель для работы с изображениями применяется по‑разному, в обоих случаях качественная text2image‑модель является основой, которая закладывается в базу подхода. Поскольку без надёжного фундамента невозможно создать что‑то масштабное, нашим первоначальным действием стала оптимизация процесса обучения модели для работы с изображениями.

Хотя работа над моделью для генерации изображений была запущена задолго до text2video, все эксперименты с картиночной моделью проводились без FSDP. Именно поэтому наше приключение началось с решения внедрить torch.FSDP при обучении text2image‑модели.

Сразу после добавления поддержки torch.FSDP мы обратили внимание на резкие увеличения значений функции потерь («спайков») на кривой функции потерь. Кроме того, процесс обучения начал расходиться.

Нестабильность возникала чаще при увеличении размера модели и batch size, что затрудняло поиск причины и устранение проблемы, так как для воспроизведения ошибки зачастую требовалось выделить много вычислительных ресурсов.

На стабильность обучения влияли три параметра:

Размер батча. Меньше батч — стабильнее модель, однако это замедляет процесс обучения, поэтому мы не хотели уменьшать батч.
Размер модели. Также мы не хотели уменьшать размер модели, он напрямую влияет на обобщающие способности.
Размер learning rate (lr). Большой lr также обычно приводит к нестабильности.

Что общего у этих трёх параметров и как они связаны? Посмотрим на формулировку алгоритма оптимизации. Мы используем Adam‑оптимизатор, с помощью которого обновление весов $\pmb w_i$ на шаге можно записать следующим образом:

$\pmb w_i = \pmb w_{i-1} - \frac{\alpha * \pmb m_i}{\sqrt{\pmb v_i} + \epsilon}, \tag{1}$

где

$\pmb m_i = \beta_1 * \pmb m_{i-1} + (1 - \beta_1) * \nabla_{\pmb w} L$ — экспоненциальное скользящее среднее градиента;
$\pmb v_{i} = \beta_2 * \pmb v_{i-1} + (1 - \beta_2) * (\nabla_{\pmb w} L)^2$ — экспоненциальное скользящее среднее квадрата градиента;
$\alpha$ — learning rate.

Коэффициенты $\beta_1$ и $\beta_2$ определяют, насколько учитываются градиенты с предыдущих шагов. Чем больше эти коэффициенты, тем больший вклад вносят градиенты истории. В реализации Adam в Pytorch по умолчанию установлены следующие значения: $\beta_1 = 0.9$ и $\beta_2=0.999$ . Это означает, что в выражении (1) в краткосрочной перспективе большие градиенты сильнее влияют на числитель, чем на знаменатель.

Как выражение (1) поможет понять связь? Все перечисленные факторы, влияющие на стабильность обучения, могут привести к значительному обновлению весов, что может быть причиной возникновения «спайков» на графике функции потерь:

Batch size. С batch size всё достаточно просто. Большой batch size уменьшает дисперсию, что может привести к небольшим значениям $\pmb v_{i}$ . Как результат, в какой‑то момент мы сможем сделать больший апдейт весов, чем рассчитывали.

Размер модели. В нашем понимании, нестабильности при увеличении модели могут быть косвенно связаны с Lottery Ticket Hypothesis. Если говорить простыми словами, то, согласно этой теории, только часть весов действительно полезна после случайной инициализации модели в начале обучения. Интуитивно кажется, что при увеличении размера модели вероятность встретить «ненужные» веса должна расти. Но что это значит с точки зрения выражения (1)? Для таких весов градиенты долгое время могут быть небольшими и апдейт будет вида $\text{small} / \text{small}$ . Если придёт какой‑то обучающий пример, из‑за которого появятся большие значения градиентов для неиспользуемых весов, то апдейт в выражении (1) превратится в $\text{big}/(\text{small} < 1) \rightarrow \text{large}$ . Это приведёт к большому изменению весов и может быть причиной появления нестабильностей при обучении. Подробнее об этом читайте в материале A theory on Adam instability in Large Scale Machine learning.

Learning rate. Большой lr непосредственно влияет на величину апдейта весов.

Во всех примерах выше проблема возникает из‑за устаревшего (outdated) второго несмещённого момента в выражении (1). Можно сказать, что в формуле (1) нет задержки добавления больших значений градиента, если большие значения появились относительно внезапно. Чтобы снизить устаревание знаменателя в выражении (1), можно уменьшить $\beta_2$ и тем самым снизить вероятность «спайков» лосса. Уменьшение $\beta_2$ уменьшает влияние истории и делает величину апдейта более адаптивной к резким изменениям градиентов. Подробнее про outdated second moment можно почитать в статье про Adafactor.

В экспериментах мы уменьшили $\beta_2$ до 0,98, обучение text2image‑модели стабилизировалось, и «спайки» ушли. По результатам сравнения с референсным обучением уменьшение $\beta_2$ не привело к замедлению обучения и не повлияло на финальное качество модели.

Вместо тюнинга гиперпараметров можно перейти на другой алгоритм оптимизации, например Lion, который должен решить вышеописанную проблему, но обученные с ним модели показали более низкое визуальное качество генераций, поэтому мы продолжили использовать Adam.

Что нам дал переход на torch.FSDP? Ниже приведены цифры сравнения обучения модели в разных режимах и на разном количестве нод (1 нода содержит 8 карт). Все замеры c torch.FSDP проводились с использованием стратегии full sharding (распределение между всеми GPU):

C hybrid sharding (распределение между GPU одной ноды) на 16 нодах наблюдается 3%-ное замедление по сравнению с DDP-бейзлайном из-за исключения междунодовой синхронизации для сбора весов перед forward-/backward-операциями. Это значит, что примерно за то же время с torch.FSDP мы можем проводить два параллельных эксперимента вместо одного на том же количестве карт.

Расхождение видеомодели

После перехода на torch.FSDP мы получили картиночный претрейн. Следующим шагом было дообучение text2video‑модели, которая получается путём добавления motion‑блоков. Для первых экспериментов в text2image Unet, основанный на Imagen, после каждого spatial‑attention‑блока был добавлен time‑attention‑блок с absolute positional embedding, который задавал позицию кадра в видео:

Мы заметили, что обучение text2video‑модели после добавления motion‑блоков относительно быстро расходится. Можно ли эти нестабильности также починить подбором параметров алгоритма оптимизации? Нет, в этот раз причина была явно не в алгоритме оптимизации, пришлось копать глубже.

Сначала проверили величину весов: значения были нормальными, и средний график тензора весов выглядел как на графике ниже:

Учитывая величины весов, применение weight decay в нашей конфигурации предсказуемо привело к снижению качества генераций. Например, функция потерь эксперимента с использованием weight decay 1e-6 достигает плато раньше (оранжевая кривая), чем без weight decay (синяя кривая), при этом полученные генерации содержали больше артефактов.

Если веса не растут, то можно предположить, что проблема связана с обучением со смешанной точностью (mixed precision).

Мы решили начать проверку этой гипотезы с attention‑слоёв, нестабильности в которых обычно возникают из‑за высоких значений attention‑весов: $\pmb A = \pmb Q \pmb K^T$ . Источником такого роста может служить entropy collapse. Entropy collapse в attention‑весах происходит из‑за того, что в стандартной формулировке attention‑слоя нет механизма пропуска слоя, поэтому модель должна всегда что‑то взять из входных токенов (входа слоя) и добавить в основной поток модели. Чтобы выучить пропуск слоя, модель может сконцентрировать всё своё внимание на каком‑то бесполезном токене (например, токен фона или токен пунктуации), что позволит не добавлять никакой новой информации. Если посчитать энтропию весов внимания для такой ситуации, то её значение будет близким к нулю.

Анализ показал, что величины весов в $\pmb A$ действительно были большими, но связано это не с entropy collapse, а с тем, что на вход attention‑слоя уже поступали большие значения, поэтому cosine attention или какие‑то другие модификации attention не помогали побороть нестабильности обучения, а лишь откладывали расхождение обучения.

Если на вход attention‑слоя уже приходят большие активации, то рост происходит где‑то раньше, поэтому мы провели анализ активаций нескольких чекпоинтов, которые мы получили непосредственно перед расхождением обучения.

Мы выяснили, что активации принимают большие значения в text2image‑претрейне и наши motion‑блоки тут ни при чём. Переполнение происходило в основном в Unet‑декодере для $t \rightarrow 1$ в самом начале расшумления, когда на вход сети приходит что‑то близкое к шуму.

Ниже приведены некоторые визуализации изображений, поданных на вход модели, и максимальные/минимальные значения на выходе для одного из блоков нашего Unet. Графики частот показывают, что большие значения появляются для тех входов, у которых нет ярко выраженных низких частот. Фильтрованное изображение получено после фильтрации фильтром Гаусса в частотной области.

В визуализации активаций «проблемных» и «хороших» картинок для блока в середине декодера Unet явно видна вырожденность активаций для $t \rightarrow 1$ . Визуализации активаций для «плохих» входов содержат блобы или вообще выглядят как квадраты:

А активации для входов, в которых не наблюдаются большие активации, содержат черты объекта:

Рост абсолютных величин активаций в зависимости от более заметен на следующей анимации:

При взгляде на визуализации сразу вспоминается статья о StyleGan2 и выводы, сделанные в ней: модель создаёт блобы в активациях, чтобы провести статистики сигнала через слои нормализации, и это зачем‑то нужно модели.

Почему такое вообще может происходить в рамках обучения диффузионной text2image‑модели?

Задача генерации с помощью диффузионной модели сама по себе сложная: с помощью обученной диффузионной модели мы должны уметь оценить какое‑то среднее изображение для разнообразных входных шумов и текстовых условий. Во время обучения модели обучающий сигнал рандомизирован по всем этим аспектам.

В нашей Unet‑архитектуре используются pre‑norm‑блоки без нормировки residual‑ и skip‑соединений, поэтому и при прохождении сигнала через модель активации могут постепенно увеличиваться без каких‑либо препятствий. Это связано с особенностями архитектуры, в которой есть много мест, где активации с одинаковым знаком складываются без последующей нормировки.

Вероятно, именно эта особенность позволяет модели легче различать этапы расшумления за счёт увеличения активаций. Это предположение подтверждается наблюдаемыми различиями в величине активаций в разных точках траектории генерации.

Во время обучения с torch.FSDP c mixed precision активации постепенно вырастают до больших значений. В какой‑то момент значения становятся такими большими, что происходит переполнение и обучение расходится.

Мы установили причину расхождения, но, прежде чем переходить к решению, надо определиться с автоматическим показателем стабильности и роста активаций, чтобы не делать анализ каждый раз вручную.

Для автоматизации в логику обучения добавили логику сбора статитик активаций до и после каждого слоя сети. В качестве статистик были выбраны минимальное и максимальное значения, а также L_2 — норма активаций. На изображении показаны максимальные значения статистик для двух экспериментов, которые видны в tensorboard:

Чтобы не замедлять процесс обучения, сбор статистических данных происходит не постоянно, а через каждые шагов. Такой подход позволяет анализировать динамику изменений активаций в процессе обучения и сравнивать результаты разных экспериментов.

Примерно в то время, когда мы обнаружили проблему роста активаций и начали с ней бороться, вышла статья EDM2, в которой освещается та же проблема.

Как бороться с ростом активаций при обучении text2video-модели

Теперь, когда мы разобрались с причиной нестабильностей text2image, можно вернуться к обучению text2video. Получается, проблемы возникают из‑за того, что мы пытаемся обучить text2video‑модель поверх text2image, которая уже имеет проблемы с большими активациями.

Чтобы решить проблему, логично сделать шаг назад и изменить архитектуру модели для генерации изображений. Это одно из направлений нашей текущей работы. И хотелось бы иметь возможность использовать уже существующий text2image‑претрейн, поскольку ресурсы на его обучение уже затрачены.

Как сгладить эффект больших активаций? Мы пробовали делать torch.clamp активаций после каждого блока, обучение стабилизировалось, но сходилось к дефектным генерациям. Также мы пробовали масштабировать residual и skip connections, однако модель научилась компенсировать умножение на коэффициент в случае как с константными, так и с выученными коэффициентами, что не дало желаемого результата.

Если активации растут, можем ли мы наложить какое‑то ограничение на их рост и добавить это ограничение в функцию потерь? Да, можно добавить штраф нормы активаций на выходе каждого слоя:

$\min_{\pmb{W}} \frac{1}{N} \sum_{i=1}^{N} ||\pmb{A}_i \pmb{w}_i||_2^2 \tag{2}$

где $\pmb{A}_i$ — тензор входных активаций на слое с весами $\pmb{w}_i$ , a $\pmb{W}$ — все веса модели.

Выражение (2) может быть добавлено к функции потерь с небольшим коэффициентом — аналогично тому, как это сделано с weight decay.

Мы уже говорили, что в наших экспериментах weight decay ухудшает результаты. Нет ли такого эффекта и при использовании выражения (2) и чем оно вообще отличается от weight decay? Отличие заключается в том, что предложенная регуляризация на норму активаций накладывается на результат применения весов, а не на сами веса. С weigth decay мы можем получить небольшие значения весов, но результат их применения всё равно может быть большим из‑за наложения значений с одинаковым знаком.

Предложенный метод помог стабилизировать обучение, но имеет один существенный недостаток. Сбор норм активаций на каждом шаге замедляет обучение примерно на 25%. Значения количества обрабатываемых во время обучения изображений в секунду можно увидеть в таблице ниже, где Baseline — эксперимент без какой‑либо регуляризации, а столбец All steps содержит цифры для эксперимента, где регуляризация применялась на каждом шаге.

Чтобы предотвратить замедление, можно использовать регуляризацию не на каждом шаге обучения, а раз в несколько шагов. Если добавлять нормы активаций к функции потерь раз в 8 шагов, то получится ограничить рост без значительного замедления — всего лишь 5% по сравнению с Baseline.

Архитектура motion-блока

Предложенная регуляризация оказалась эффективной и позволила нам обучить нашу первую text2video‑модель, а также дала возможность экспериментировать с архитектурой.

Нашим первым решением было заменить absolut positional embedding на Rotary positional embedding (RoPE). Вдохновившись идеями NTK RoPE и YaRN, мы хотели научиться расширять временное контекстное окно модели без дополнительного обучения, что позволило бы генерировать последовательности различной длины. Однако мы обнаружили, что модель всё равно переобучается на размер контекстного окна, используемого во время обучения. Это неудовлетворительный результат, который мы пока исследуем.

Следующим улучшением motion‑блока было применение time attention не к отдельным токенам, а к блокам токенов.

Мы также внедрили обучаемые временные свёртки после каждого замороженного пространственного блока. Добавление комбинации свёрточных слоёв conv2d и временных свёрток conv1d после замороженного блока приводит к лучшим результатам по сравнению с другими вариациями этого блока.

Вышеупомянутые изменения архитектуры позволили повысить временную согласованность и снизить количество дефектов. Схематично финальная версия text2video‑Unet‑блока выглядит следующим образом:

Получили видеомодель. Что дальше?

Мы обучили базовую модель в пиксельном пространстве. Но помимо неё у нас есть модель интерполяции и несколько моделей для повышения разрешения. Проблема роста активаций становится всё более острой с увеличением разрешения при использовании диффузионной модели. Возможно, это связано с тем, что с изменением разрешения не меняется расписание шума при обучении картиночного претрейна.

Помимо роста активаций, обучать каскадный пайплайн в пиксельном пространстве сложно, и во время инференса накапливается ошибка, которая приводит к артефактам.

Кроме того, при повышении разрешения видео становится невозможно обработать всё видео за один раз. Поэтому мы разделяем фреймы на небольшие группы и обрабатываем их независимо. Размер группы уменьшается по мере увеличения разрешения.

Из‑за обработки фреймов окнами и накопившейся ошибки переход между фреймами становится заметным. Если взглянуть на примеры генераций, то видно, что фреймы как будто «кипят» (соседние пиксели скачут туда‑сюда от кадра к кадру).

Мы экспериментировали с различными эвристиками, такими как обработка фреймов окнами с перекрытием и переиспользование состояний семплера, но они давали лишь незначительные улучшения качества генерации.

Мы решили перейти на латентную модель. Это упростило пайплайн инференса, но не решило проблему роста активаций, поскольку архитектура осталась прежней. Кроме того, мы обратили внимание на то, что в генерируемых видео стало меньше движения, хотя по большинству других метрик было получено улучшение.

Поясним, как происходит сравнение моделей и что означают представленные далее метрики. В ходе первых экспериментов мы поняли, что распространённые автоматические метрики, такие как FVD (Frechet Video Distance), не всегда отражают реальное улучшение качества генераций, поэтому нашим основным методом сравнения стала оценка, которую дают люди.

Чтобы определить лучшую модель из пары, мы проводим сравнение их генераций методом Side by Side (SbS), но с небольшим изменением. Вместо того чтобы просто попросить асессора выбрать лучшую генерацию, мы предлагаем ему сделать выбор для каждого аспекта из списка независимо:

Beauty (красота генерации). Красочное выглядит лучше, чем тусклое или бледное. Более чёткая генерация предпочтительна. Также выбор зависит от стиля.
Softness (плавность). Объект должен двигаться без рывков, каждое следующее его положение должно плавно вытекать из предыдущего.
Movement (движение). Отражает количество и качество движений на сгенерированных видео. Плохо, когда движений слишком много или слишком мало. Оптимальный вариант — гармоничное и реалистичное движение.
Consistency (консистентность). Следит за естественностью изменения объектов: за превращениями, сменой цвета, исчезновением или появлением.
Defect (дефектность). Покрывает дефекты главного объекта и фона сцены, «кипение» и мерцание света.
Relevant (релевантность). Показывает уровень соответствия сгенерированного видео входному текстовому запросу. Побеждает видео, в котором есть все описанные детали и которое точно передаёт действие.
User preference (субъективное предпочтение асессоров). Отражает личное предпочтение асессора, не связанное ни с одним из других аспектов.

Раздельное сравнение по каждому аспекту даёт более полное представление о различиях между двумя моделями, а отдельный вопрос о субъективном предпочтении позволяет оценить, как разные аспекты влияют на общее восприятие пользователей.

На примерах ниже заметна разница в качестве движения:

Генерация в пиксельном пространстве. Видно небольшое смещение камеры, хомяк активно движется целиком.

Генерация в латентном пространстве. Фон статичен, движется только верхняя часть хомяка.

Вместо того, чтобы обучать несколько моделей повышения разрешения, как мы это делали в пиксельном пространстве, для латентной модели мы дообучаем только декодер VAE, чтобы повысить временную согласованность.

Как боролись с малым количеством движения

После перехода на латентную модель мы заметили снижение динамики в создаваемых видео. Это может быть обусловлено как особенностями датасета, так и тем, что латентные представления кодируют высокочастотные детали, которые аналогичная базовая модель в пиксельном пространстве попросту не видит. Пока мы системно работаем над решением этой проблемы, нам нужно было быстрое решение, которое могло бы замаскировать её последствия.

Для этого мы решили использовать метод classifier‑free guidance (CFG) с негативным текстовым запросом, который задаёт статичное движение. Например, в качестве негативного промта можно взять static video, no movement.

В классической формулировке CFG направляет генерацию от моды безусловного распределения к областям с высокими значениями функции плотности желаемого условного распределения. Если задан негативный текстовый запрос, логика аналогична — генерация отталкивается от моды распределения с учётом заданного негативного запроса.

После первых экспериментов с CFG стало ясно, что модель не реагирует на негативные текстовые запросы, описывающие движение, поскольку она не понимает этот концепт. Это указывает на то, что либо в нашем наборе данных есть пробелы, либо текстовый энкодер не способен воспринимать информацию о движении.

Для модели важно понимать концепты, используемые в негативных текстовых запросах. Если мы берём концепт, неизвестный модели, то для неё это out of distribution и она не может предсказать правильное направление для генерации.

Это станет более очевидным, если записать выражение для CFG через скор‑функцию. Для этого начнём с записи детерминированного обратного диффузионного процесса в виде обыкновенного дифференциального уравнения (ODE):

$d \pmb x_\sigma = - \sigma \nabla_{\pmb x_{\sigma}} \log p(\pmb x_\sigma; \sigma) d\sigma$

где

$\pmb x_{\sigma} = \pmb y + \pmb n_{\sigma}$ — зашумлённый семпл;
$\pmb n_{\sigma} \sim N(0, \sigma^2 \pmb I)$ , a $\sigma$ — стандартное отклонение;
$\pmb y \sim p_{\text{data}}$ — семпл из распределения, которое мы хотим смоделировать;
$\nabla_{\pmb x_{\sigma}} \log p(\pmb x_\sigma; \sigma)$ — скор-функция, которая задаёт направление во время движения вдоль траектории и которую мы учимся аппроксимировать нашей моделью.

Для примера: с EDM-формулировкой диффузионного процесса скор-функцию можно записать следующим образом:

$\nabla_{\pmb x_\sigma} \log p(\pmb x_\sigma; \sigma) \approx \frac{D_\theta(\pmb x_{\sigma}; \sigma) - \pmb x_{\sigma}}{\sigma^2} \tag{3}$

где $D_\theta(\pmb x_\sigma; \sigma)$ выход модели, который аппроксимирует $\pmb y$ .

Также, используя EDM-формулировку, guidance-процесс диффузионной модели может быть рассмотрен как экстраполяция с коэффициентом между двумя разными предсказаниями — $D_0(\pmb x_\sigma; \sigma, \pmb c)$ и $D_1(\pmb x_\sigma; \sigma, \pmb c)$ — и может быть записана следующим образом:

$D_w(\pmb x_\sigma; \sigma, \pmb c) = w D_1(\pmb x_\sigma; \sigma, \pmb c) + (1 - w) D_0(\pmb x_\sigma; \sigma, \pmb c) \tag{4}$

Если выбрать коэффициент в выражении (4) больше единицы, то усилится влияние D_1 на процесс генерации. Выражение (4) может быть сведено к стандартной формулировке CFG, если вместо D_0 подставить предсказание сети без какого-либо текстового запроса:

$D_0(\pmb x_\sigma; \sigma, \pmb c) = D_\theta(\pmb x_\sigma; \sigma, \emptyset)$

Используя выражение (3), мы можем записать скор-функцию через $D_w(\pmb x_\sigma; \sigma, \pmb c)$ :

$D_w(\pmb x_\sigma; \sigma, \pmb c) \approx \pmb x_\sigma + \sigma^2 \nabla_{\pmb x_\sigma} \log p_w(\pmb x_\sigma| \pmb c; \sigma) \tag{5}$

где

$p_w(\pmb x_\sigma| \pmb c; \sigma) \propto p_0(\pmb x_\sigma| \pmb c; \sigma) \left[ \frac{p_1(\pmb x_\sigma| \pmb c; \sigma)}{p_0(\pmb x_\sigma | \pmb c; \sigma)} \right]^w$

Используя последнее выражение, мы можем записать искомую скор-функцию для CFG появившуюся в (5):

$\nabla_{\pmb x_\sigma} \log p_w(\pmb x_\sigma | \pmb c; \sigma) = \nabla_{\pmb x_\sigma} \log p_1(\pmb x_\sigma | \pmb c; \sigma) + (w - 1) \nabla_{\pmb x_\sigma} \log \left( \frac{p_1(\pmb x_\sigma | \pmb c; \sigma)}{p_0(\pmb x_\sigma | \pmb c; \sigma)} \right) \tag{6}$

Интуиция выражения (6) заключается в том, что под логарифмом в знаменателе находится предсказание с негативным текстовым запросом. Если модель его не знает, то происходит деление на ноль, и поэтому CFG не может направить генерацию в нужную сторону.

Чтобы исправить эту проблему, необходимо обучить модель нужным концептам. Как это сделать быстро для концепта статичного движения без сбора нового датасета?

Мы взяли случайные кадры из видео и повторили их, чтобы получить статичную последовательность. Затем провели два эксперимента: в первом заменили оригинальные промты на static video, no movement, во втором негативный промт добавили как префикс. Оба эксперимента показали увеличение количества движения согласно нашим метрикам, но второй вариант оказался более эффективным. Скорее всего, это можно объяснить тем, что модель выучивала совместное распределение, а не просто концепт статики в изоляции.

Согласно приведённым выше метрикам, где сравниваются модель с добавлением статичных примеров и модель, обученная без них, количество движения существенно увеличилось. Модель научилась понимать концепт статичности, что подчёркивает значимость тщательного отбора данных и включения текстовых описаний действий и движений в обучающий датасет.

Результаты и дальнейшие шаги

Согласно нашим метрикам, мы превзошли наш предыдущий метод генерации видео — Deforum. Генерации end-to-end-модели стали более плавными (softness) и последовательными (consistency), что также больше нравится пользователям (user preference).

Судя по нашим замерам, у end-to-end-модели не изменилась красота (beauty) генерации. Это, вероятно, связано с тем, что мы используем кадр, сгенерированный той же text2image-моделью, которая применяется для Deforum. Кроме того, не изменилось и соответствие генерации текстовому запросу (relevant). Это указывает на то, что у нашей end-to-end-модели явно есть проблемы с пониманием концептов движения.

Эти результаты и визуальное качество генераций показывают, что у нас ещё много возможностей для дальнейшего повышения качества:

Исследование архитектуры. Трюк с нормой активации помог решить последствия, но не саму проблему. Вместо того чтобы дальше пытаться сгладить недостатки предобученной модели, эффективнее будет направить усилия на исследование архитектуры модели для изображений.
Анализ и дополнение датасета.
Увеличение длины генерации.

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4 сент. 2024 г.

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14.09.25 17:48 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.09.25 17:48 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.09.25 20:49 Clinton

I know firsthand how devastating it feels to lose money to a scam. When it happened to me, I was left frustrated, hopeless, and unsure where to turn. Complaining to apps about being scammed on their platforms didn’t change anything it felt like no one cared. But through a friend’s advice, I connected with a recovery professional who gave me real hope. With their help, I was able to get my funds back, something I thought was impossible. I’m sharing this because I don’t want anyone else to feel as lost as I once did. Whether you’ve been scammed through crypto platforms, dating scams, real-estate or mortgage fraud, or even fake ICOs, please know there’s still a way forward. If you’ve lost money, reach out to ([email protected]) or (WhatsApp) at (+)44 7366445035 for consultation and recovery services.
14.09.25 22:16 Berrysmith

I recently recovered a large sum of digital assets. Sylvester Bryant, reachable at Yt7cracker@gmail. com, helped me reclaim 720,000 in Ethereum. The entire experience was excellent. I highly recommend Mr. Sylvester. He assists those dealing with lost or stolen funds. His skill in getting back money from scams is outstanding. Scammers cause huge stress and financial pain. Mr. Bryant offers a crucial service. He provides a way to possibly recover stolen funds. His professional manner built trust. If you lost money to scams, contact him. He is also on WhatsApp at +1 512 577 7957. This makes it easy to discuss your case. Recovering this amount was difficult. Mr. Bryant showed deep knowledge of the technical work. His commitment to solving these problems is clear. Seek his help for lost crypto or other digital assets. This is a major concern for many. Expert aid can greatly improve outcomes.
15.09.25 10:25 aliceforemanlaw

I got back a lot of digital money recently. Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
15.09.25 12:49 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.09.25 12:49 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.09.25 12:49 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.09.25 12:25 aliceforemanlaw

Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
16.09.25 12:26 aliceforemanlaw

Sylvester Bryant helped me recover 120,000 in Ethereum. You can reach him at Yt7cracker@gmail. com. It was a great experience overall. I really suggest Mr. Sylvester. He helps people who lost money. He is great at getting money back from scams. Scammers cause a lot of stress and hurt. Mr. Bryant offers an important service. He can help you get back stolen funds. He was very professional and earned my trust. Contact him if you lost money to scams. He is also on WhatsApp at +1 512 577 7957. This makes it easy to talk about your situation. Getting this amount back was tough. Mr. Bryant knew a lot about the technical parts. His drive to fix these issues is clear. Get his help if you lost crypto or other digital items. Many people worry about this. Getting expert help can really make a difference.
16.09.25 13:25 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.09.25 13:25 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.09.25 02:56 peju1213

It can be very concerning to lose access to your USDT (Tether) wallet. It could potentially result in permanent loss of significant funds. You may have misplaced your private keys. Perhaps you unintentionally erased something, or your security was breached. It seems hopeless when you are unable to access your USDT. However, it doesn't have to stop there. There are methods for recovering your lost USDT. During difficult circumstances, professional assistance and wise recuperation techniques can give you hope. get in touch with Marie ([email protected] and +1 7127594675) on WhatsApp.
17.09.25 11:16 [email protected]

Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.
17.09.25 11:16 [email protected]

Sylvester Bryant helped me recover $510,000 in Ethereum, and I highly recommend his services. He specializes in helping people recover funds lost to scams. Scammers can cause significant stress, but Mr. Bryant's professionalism and expertise in the technical aspects of recovery earned my trust. If you've lost money through scams, you can reach him at [ yt7cracker@gmail. com ] or on WhatsApp at +1 512 577 7957. His dedication to helping people get their stolen funds back is clear, and his support made a huge difference in my case.
17.09.25 23:50 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.09.25 23:50 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.09.25 23:50 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.09.25 11:55 Mundo

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
18.09.25 11:55 Mundo

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
18.09.25 12:22 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.09.25 12:22 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.09.25 13:04 Mundo

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
18.09.25 16:46 carolinehudso83

I noticed a lot of online recommendations, and it’s clear that some of them are bad eggs that will just make уour mуsterу worse. I can onlу suggest one, and if уou need assistance getting back the moneу уou lost to scammers, уou can contact them bу email at: [email protected] Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/
19.09.25 00:54 frank2025

Anthony davies played a crucial role in successfully recovering my stolen USDT, which was valued at more than $300,000. His expertise and dedication made the recovery process smooth and efficient. Throughout the entire time, he demonstrated himself to be a reliable recovery agent. His professionalism and commitment to his clients are evident in the results he achieves. If you find yourself in a similar situation or need assistance, he is available for contact. You can reach anthony through email at (anthonydaviestech AT gmail dot com). Alternatively, he is also accessible via telegram at anthonydavies01. Reaching out to him could be the first step toward recovering your lost assets
19.09.25 10:02 faithlawrence

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
19.09.25 10:02 faithlawrence

Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.
19.09.25 15:27 tonykith01477

There are not many reviews about free crypto recovery fixed but the ones that exist are mostly positive. I have no idea how that is possible, but it is clear that they are fabricated. However, there are also negative reviews – and I highly recommend paying attention to them. These are real people describing their unfortunate experiences with this scam. It’s the same story as always – fraudsters create a fake website to con people out of money. Nothing new but look no more and contact FASTRECOVERYAGENT These types of scams are everywhere. If you have already lost money to scammers i mean any type be it sending to scammers account , or if you have a case about stolen bitcoin , usdt, or any type of cryptocurrency whatsoever just reach out to www.fastrecoveryagent.com, i really owe this group of recovery expert because they saved me after bad investment with a fake broker, i literally owe them my life as they saved me from some bunch of scammers, but see how life is , i got every cent of my investment back with the profit , reach out to to them today and tell them from Mary because i promise them i will tell the whole world when the recovery is complete, and here i go after i got my recovered assets thats why im doing what i promised. do not fall for another scam. contact the,m today!!!!
19.09.25 17:12 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.09.25 17:12 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.09.25 15:05 faithlawrence

I can’t recommend Sylvester Bryant enough. He successfully recovered €210,000 in Ethereum for me after I had lost hope. His expertise in tracing and reclaiming funds from scams is truly remarkable. What stood out most was his calm, professional approach and deep technical knowledge, which gave me complete confidence throughout the process. If you’ve lost money to a scam, I strongly encourage you to reach out to him. You can contact him via email at [[email protected] ] or on WhatsApp at +1 512 577 7957. He is genuinely dedicated to helping people recover what they’ve lost, and his support has been invaluable to me.
20.09.25 15:53 blessing1198

It is distressing to lose USDT due to a bitcoin wallet hack. Although it is challenging, stolen USDT can be recovered. Taking prompt, wise action increases your chances. Marie can help you with reporting the theft, what to do right away, and USDT recovery. Contact her on WhatsApp at +1 7127594675, or email [email protected].
21.09.25 12:05 star1121

Consider this: In cryptocurrency, you see what appears to be a fantastic opportunity. After investing your hard-earned money, you see it disappear into the wallet of a con artist. Your bank account seems empty as rage and regret merge in this stomach punch. These days, cryptocurrency frauds are very common, however recovering your cryptocurrency from scammers is still possible. You can track down and possibly recover what you lost with shrewd actions. Marie can help; contact her at [email protected] and on WhatsApp at +1 7127594675.
23.09.25 03:23 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.09.25 03:23 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.09.25 03:23 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.09.25 03:54 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.09.25 14:45 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
23.09.25 19:27 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.
23.09.25 22:38 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
24.09.25 12:22 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.
24.09.25 15:50 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] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.09.25 15:50 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] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.09.25 15:50 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] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.09.25 19:08 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
24.09.25 19:50 Raymondkrisitina

Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.
24.09.25 19:55 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 19:56 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 19:56 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 19:56 Athea5130

ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)
24.09.25 20:52 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.09.25 20:52 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.09.25 12:29 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider (recoveryfundprovider @ gmail. com WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.
26.09.25 15:42 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.09.25 15:42 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.09.25 16:40 Slimbella

I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.
26.09.25 16:40 Slimbella

I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.
26.09.25 19:08 beverlyalex010

In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider ( [email protected]. WhatsApp +44 736-644-5035) through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and i am endlessly grateful.
26.09.25 19:53 carolinehudso83

You are one step away from recovering your lost crypto funds. CAPITAL REDEMPTION WIZARD is the solution. Without them, I would have lost everything. I was scammed through a compromised email, lured by a fake Elon Musk Bitcoin investment. After applying and completing KYC, I was credited with 2.5 Bitcoin. When I tried to withdraw, I was hit with fees, and my wallet was emptied of $103,000.00. Their support team was hostile. I researched and found CAPITAL REDEMPTION WIZARD. They recovered my hacked Bitcoin. I learned the Bitcoin offer was a scam. CAPITAL REDEMPTION WIZARD guided me through this. Email: ( [email protected] ) Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/
26.09.25 22:25 Slimbella

I fully recommend Sylvester Bryant. He recovered €230,000 in Ethereum for me after I believed it was lost for good. His talent for tracing and reclaiming funds stolen by scammers impresses me deeply. I valued his calm, skilled approach and solid grasp of technology. This gained my confidence at every turn. If scammers have stolen your cash, contact him now. Reach out by email at yt7cracker@gmail. com or via WhatsApp at +1 512 577 7957. He dedicates himself to helping people recover their belongings. His support changed everything for me.
26.09.25 22:59 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.09.25 22:59 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.09.25 03:07 Angela_Moore

I thought my money was lost forever. Then Mr. Sylvester stepped in. He tracked down and recovered $107,000 in stablecoins , plus all my earnings. His talent for finding scam-stolen funds left me stunned. I loved how he handled everything with real expertise and solid tech skills. It got my scammed cash back safe. I trusted him completely. If you've lost funds to a scam, reach out to him now. Email [email protected] or text on WhatsApp at +1 512 577 7957. His support saved me.
28.09.25 00:42 Anitastar

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28.09.25 01:48 marcushenderson624

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28.09.25 01:48 marcushenderson624

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28.09.25 01:49 marcushenderson624

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21:06 beverlyalex010

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21:07 beverlyalex010

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21:07 beverlyalex010

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21:07 beverlyalex010

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21:07 beverlyalex010

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21:07 beverlyalex010

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21:07 beverlyalex010

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21:07 beverlyalex010

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21:07 beverlyalex010

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21:07 beverlyalex010

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21:07 beverlyalex010

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