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Как оживить Кандинский матрицами вращений для генерации видео — модель Splitter Next (часть 3-я)

В первой части, был показан способ генерации видео за счет влияния на текстовый эмбеддинг изменениями от эмбеддингов кадров другого видео через матрицы вращений. Во второй части были показаны первичные подходы и реализации по генерации видео из текста с использованием машинного обучения простой модели Splitter. Задача модели Splitter создавать серию близких текстовых эмбеддингов, которые будут потом использоваться Декодером для генерации близких изображений. После получения первичных результатов, уже встала задача по улучшению и углублению модели Splitter.

Поиски дальнейшего улучшения

Изучение статей о матрицах вращений в машинном обучении выявило их ограниченное применение. В основном, матрицы вращений применяются в задачах, связанных с 3D и 2D пространствами. Однако, одна из статей, "On Learning Rotations" 2009 года, глубоко анализирует группы вращений и предлагает использование дивергенции фон Неймана как меры для измерения расстояний между матрицами вращения.

Это исследование вдохновило меня на рассмотрение возможности интеграции матриц вращений для углубления функции потерь для сравнения изменений в эмбеддингах на основе матриц вращений в разных пространствах. Базовая функция потерь основывается на MSE и CosineEmbedding между разностями эмбеддингов, что хорошо соответствует основному сценарию по сравнению изменений в обоих латентных пространствах метрическим и угловым методами.

Погружаться в тему развития функции потерь в этой статье я не стал. Там еще много работы и неоднозначные результаты. В целом, все уводит в геометрические методы и топологию многомерных пространств. А следующие гифки, хорошо показывают, что выбор траектории в латентном пространстве по созданию близких векторов из которых затем будут генерироваться близкие картинки для фильма очень неоднозначен :

пример применения в обучения функции потерь на основе трансформации

Спойлер - есть примеры интереснее на основе трансформационной функции потерь, что дает мотивацию для исследований в реализации функций потерь на основе трансформации в пространстве.

Splitter_Dual with transforn loss

Дополнительный интерес вызвала статья Rotated Word Vector Representations and their Interpretability, которая исследует угловые представления и матрицы вращений в контексте NLP.

А статья Enhanced transformer with rotary position embedding открыла мне новый подход к позиционированию токенов через вращение вектора слова. Это позволяет модели учитывать как абсолютное положение токенов, так и их относительное расстояние друг к другу, что может быть крайне полезно для понимания текстовой структуры и повышения точности модели. RoPE, введенный в RoFormer слой, предлагает метод кодирования позиционной информации с помощью вращательных матриц, применяемых к векторам запросов и ключей в механизме внимания Transformer, что обеспечивает стабильность векторов и сохранение относительных позиций без потери контекста. Реализуемое через векторные операции вращения, повышает эффективность обработки данных.

RoPE

Взамен добавления позиционного вектора, RoPE слой применяет вращение к вектору слова, где угол вращения пропорционален позиции слова в предложении. Это обеспечивает стабильность векторов и сохранение относительных позиций. RoPE вводит новый способ кодирования позиционной информации с помощью вращательных матриц, применяемых к векторам запросов и ключей в механизме внимания трансформеров. Технически, вращение осуществляется через простые векторные операции для повышения эффективности.

На слайдах выше показано обогащение эмбеддингов, за счет добавления в них вращений. Это используется в роторных эмбеддингах в трансформерах, например в моделе Т5, что дополняет дискретную природу текстов. Данный подход хорошо характеризует и то, что делают многомерные матрицы вращений в обучении модели Splitter на дополнительных шагах обучения, для обогащения новых стартовых векторов и текстовых эмбеддингов.

Я решил, что стоит добавить слой RoPE в модель Splitter, для предобработки входящих текстовых эмбеддингов last-hidden-state. Также применил блоковую структуру модели взамен простого чередования слоев. Все эти моменты могут улучшить работу модели Splitter.

Givens Coordinate Descent Methods for Rotation Matrix Learning in Trainable Embedding Indexes

Также подтверждение направления моего поиска дала мне и статья Givens Coordinate Descent Methods for Rotation Matrix Learning in Trainable Embedding Indexes. Она посвящена применению матриц вращения в рекомендательных системах для поиска документов в поисковых базах и встраиванию этих матриц в процесс обучения.

У меня матрицы вращения применяются так же, но я решил несколько уточнить обучение. В текстовых моделях, не редко, кроме нужного мне слоя last-hidden-state есть слой и проекции текстовых эмбеддингов. Он есть и в модели CLIP-ViT‑G, что я использую на текущем этапе работ. Я решил добавить в предобработку для сбора данных данные с этого слоя, так как они удобны для выяснения косинусной близости текстовых эмбеддингов и unclip векторов как входящих, так и предсказываемых.

Изменения в структуре модели

Для усложнения структуры нейронной сети при работе с большими количествами описаний роликов я решил также несколько изменить как входные данные, так и внутреннюю структуру нейронной сети.

Ранее, для описания того какой кадр нам нужен из текущего состояния, в нейронную сеть подавалось натуральное число, которое характеризует расстояние между кадрами, и так же подавался класс направления 0 или 1 (вперед, в обратном направлении). Но в нейронную сеть не подается знание от длины фильма, хотя косвенно это конечно присутствует в обучении нейронной сети, в работе функции потерь.

Информация о направлении и силе шага

Я решил объединить информацию о направлении и силе шага одним значением в диапазоне (-1, 1), нормирую позицию кадра к общему количеству кадров. Это изменение не только упрощает входные данные, но и потенциально повышает точность предсказаний модели за счет того, что нейронная сеть теперь может учитывать не только направление движения во времени, но и его интенсивность относительно общей продолжительности ролика.

Для обработки этого нового входа используется линейный слой, что позволяет преобразовать непрерывное значение в необходимый для работы модели формат. Это решение добавляет гибкость, поскольку линейный слой может настраиваться для улавливания тонких нюансов изменения кадров, что было бы сложнее достичь при использовании стандартных методов эмбеддинга для дискретных классов.

Добавление поворотных позиционных эмбеддингов

Для улучшения понимания структуры текста, положения слов, добавлен слой поворотных позиционных эмбеддингов RoPE, который объединяет преимущества абсолютных и относительных позиционных векторов, представляя позиционную информацию через вращение вектора слова. Это должно позволить модели понимать как абсолютное положение токенов, так и их относительные расстояния.

Добавление слоя перекрестного внимания

В дополнении к слою RoPE, в модель Splitter добавляется слой перекрестного внимания cross_attention. Информация из текстовых эмбеддингов дополнительно кодируется поворотно позиционными эмбеддингами и далее в слое cross_attention сравнивается с информацией о направлении и силе шага.

Understanding and Coding Self-Attention, Multi-Head Attention, Cross-Attention, and Causal-Attention in LLMs

Добавление проекции текстовых эмбеддингов

Как я выше написал, добавление проекции текстовых эмбеддингов понадобилось для подсчета косинусной близости между текстовыми и unclip векторами. Я решил заменить применявшиеся вначале внешние коэффициенты на динамические. Перед поворотом эмбеддингов last-hidden-state делается сверка косинусной близости с их проекции и unclip векторами и значение близости применяется в доработанном классе матриц вращений, за счет чего матрицы поворачивают векторы last-hidden-state боле аккуратно. Такой же более мягкий поворот делается и при регрессионном шаге в обучении и при регрессионной генерации unclip векторов для последующей генерации изображений с помощью Декодера.

Добавление точности

Изначально я ориентировался только на ошибки модели и по ним учитывал и их уровень обучения, и обновление модели (см. схему трейнера во 2-й части). Постепенно стало понятно, как стоит считать точность модели. Первичные вектора unclip из Prior и вектора изображений из модели CLIP-ViT‑G имеют некоторую косинусную близость, так как модель Prior училась их сближать.

В итоге такая точность стала вполне адекватным параметром в дополнение к данным по ошибке. И появление рабочего варианта подсчета точности дало мне подсказку как я могу динамически параметризировать вклад в общую ошибку при обучении от регрессионного шага. Это как раз усредненное окном назад по эпохам значение точности. За счет этого модель также стала более ровно учиться, так теперь ошибка от шага регрессии дают большей вклад в итоговую ошибку на эпохе с увеличением точности модели.

Переход на блоковое строение модели

Обычные линейные слои, дополненные функциями активации и регуляризации, я заменил на Improved Block с пробросом градиентов. Блоки Improved Block, используемые вместо простого каскада линейных слоев, вносят в модель ряд ключевых особенностей и преимуществ, которые могут существенно улучшить качество обучения и эффективность архитектуры.

Структура обновленной модели Splitter Next построенной на блоковой структуре, со слоями перекрестного внимания и с обучаемым слоем Dropout в понижающих блоках.

Splitter Next

Результаты применения обновленной модели Splitter Next, обученной обновленным трейнером.

Стоит отметить, что удалось добиться малого изменения при первой генерации от того, что дает чистая модель Text-2-Image (слева). Это может пригодиться для соединения роликов с близкими текстами для первого шага в новой генерации с новым текстом.

Далее примеры разных типов генерации моделью, как просто от силы шага, так и регрессионными шагами в том числе и с вращением входных эмбеддингов на основе сравнения входных и сгенерированных векторов. А также пример модели Кандинский видео, построенной на моделе Кандинский 3.1.

Spliter_Dual

Далее я экспериментировал со смешиванием информации от полных текстовых эмбеддингов и unclip векторов через разные варианты слоя перекрестного внимания. И оказалась, что это очень неустойчивое в обучение соединение информации.

Наиболее рабочей оказалась двойная структура модели Splitter.

Spliter_Dual

gen_from_gen_increament_dual_acc_all_ways_base_losses_norm_cos_1_new_data_300_seed_70804.gif

gen_from_gen Splitter_dual

Оба примера выше получены от модели Splitter_dual при авто регрессионном варианте создания эмбеддингов для последующей генерации кадров декодером.

получение эмбеддингов авто регрессионно

Как видно из схемы, после предсказания эмбеддинга и для его авто регрессионного использования для следующего предсказания моделью Splitter_Dual, происходит поворот текстовых векторов через матрицу вращения, полученную от изменений между предсказанным и стартовым эмбеддингом, как это применяется и в обучении.

В итоге модель становится достаточно творческой и интересной. Хотя ее эмбеддинги для генерации декодером уже очень далеки от исходного изображения модели получаемого от Text-2-Image.
Если дать моделе генерировать эмбеддинги далее, то будут хорошо видны ее галлюцинации. Но вместе с тем есть логическая связность в происходящем, хотя порой и забавная.

gen2gen_SpliterDual_textfrizee.gif

gen_from_gen_increament_dual_rote_all_ways_base_losses_norm_cos_1_new_data_300_with_dim2norm_1_seed_70804.gif

gen2gen_splitter_dual_rote_all_ways_base_losses_new_data_300.gif

Основные эксперимента, а точнее обучение моделей Splitter, проводились на 300-500 роликах из датасета TGIF с использованием видеокарты Т4 в колабе. Таковы были мои ресурсы.

gen2gen_DualBranchSpliterCSA_trainloop_W_allways_baseloss_pwr0_tgif300500_rize_1e-75_rote_pow_0_seed_8599.gif

gen2gen_DualBranchSpliterCSA.gif

Но даже при столь малых и шумных данных, малых текстовых описаниях к роликах и слабом, по современным меркам, текстовом декодере в приоре Кандинского 2.2, хорошо заметна эффективность описанного подхода. Так как учить приходится небольшую модель Splitter, которая становится обученной матрицей вращений для предсказания направления изменений вектора генерации готовой и замороженной моделью Кандинском 2.2.

Оценка моделей

В рамках магистерской работы в МФТИ мне было необходимо было провести оценку полученных моделей для генерации видео. Для оценки я взял датасет MSR_VTT ((Microsoft Research Video to Text) . Его часто используют как бенчмарк как для задачи video-2-text, так и для задачи text-2-video. Пробные тесты показали наличие очень странных или скорее сложных для задачи text-2-video примеры.

Проблемы датасета Microsoft Research Video to Text

Слева пример из датасета, где диктор за кадром описывает игру, а справа сгенерированный моделью ролик по описанию из датасета. И подобных неоднозначных роликов в случайной выборке порядка 40% .

Для того, чтобы оценить работу модели, я отобрал из случайной выборки 30 роликов. Таковы мои ресурсы, так как оценка это много этапный и затратный процесс. Далее вырезал центральную квадратную часть из кадров и присвоил роликам текстовые описания, созданные мультимодальной моделью UForm. Далее я сделал генерации по 16 кадров из новых текстовых описаний модели Splitter + Кандинский 2.2 и моделью Text2VideoZero и далее оценил соответствующими метриками. Метрика FID из библиотеки Pytorch, а остальные метрики с помощью фреймворка common_metrics_on_video_quality .

сравнение

И в итоге видно, что не специализированная видео модель Кандинский_2.2 дополненная вставкой Splitter_Dual показывает результат в пределах ошибки сходный со специализированной моделью Text2VideoZero . Кроме того, Splitter_Dual обучалась только на 500-х роликах из другого датасета.

пример из тестовой генерации

В этой и предыдущих 1-й и 2-й частях, я показал путь и результаты в рамках моей магистерской работы в МФТИ с октября 2023 по май 2024г..

Параллельно стали выходить работы целых команд по генерации видео. Большинство, где это можно увидеть, используют подход, который делает следующие генерации кадров на основе уже сгенерированных кадров. То есть модели выходят из латентного пространства и работают уже image-2-video модели.

Mora: Enabling Generalist Video Generation via A Multi-Agent Framework, 22 Mar 2024

Kandinsky Video 1.1 used interpolations

В моей работе все шаги делаются в латентном пространстве текстов и создается набор аккуратно измененных эмбеддингов, из которых уже отдельно потом генерируются картинки, которые оказываются по смыслу и движениям близки и пригодны для соединения в видео.

Так что было приятно осознать, что мне удалось решить одному эту задачу на своем техническом и ресурсном уровне в ногу с целыми командами, используя только Colab и небольшой датасет. Исследования данного этапа также представлены в моем репозитории, а также есть видео выступления на конференции DataStart.

Как я уже писал выше, я продолжаю работать над этой задачей и ищу решения на уровне топологи латентных пространств для других более современных моделей генерации изображений с мощными текстовыми декодерами. Продолжение следует.

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12 авг. 2024 г.

07.09.23 16:24 CherryTeam

Cherry Team atlyginimų skaičiavimo programa yra labai naudingas įrankis įmonėms, kai reikia efektyviai valdyti ir skaičiuoti darbuotojų atlyginimus. Ši programinė įranga, turinti išsamias funkcijas ir patogią naudotojo sąsają, suteikia daug privalumų, kurie padeda supaprastinti darbo užmokesčio skaičiavimo procesus ir pagerinti finansų valdymą. Štai keletas pagrindinių priežasčių, kodėl Cherry Team atlyginimų skaičiavimo programa yra naudinga įmonėms: Automatizuoti ir tikslūs skaičiavimai: Atlyginimų skaičiavimai rankiniu būdu gali būti klaidingi ir reikalauti daug laiko. Programinė įranga Cherry Team automatizuoja visą atlyginimų skaičiavimo procesą, todėl nebereikia atlikti skaičiavimų rankiniu būdu ir sumažėja klaidų rizika. Tiksliai apskaičiuodama atlyginimus, įskaitant tokius veiksnius, kaip pagrindinis atlyginimas, viršvalandžiai, premijos, išskaitos ir mokesčiai, programa užtikrina tikslius ir be klaidų darbo užmokesčio skaičiavimo rezultatus. Sutaupoma laiko ir išlaidų: Darbo užmokesčio valdymas gali būti daug darbo jėgos reikalaujanti užduotis, reikalaujanti daug laiko ir išteklių. Programa Cherry Team supaprastina ir pagreitina darbo užmokesčio skaičiavimo procesą, nes automatizuoja skaičiavimus, generuoja darbo užmokesčio žiniaraščius ir tvarko išskaičiuojamus mokesčius. Šis automatizavimas padeda įmonėms sutaupyti daug laiko ir pastangų, todėl žmogiškųjų išteklių ir finansų komandos gali sutelkti dėmesį į strategiškai svarbesnę veiklą. Be to, racionalizuodamos darbo užmokesčio operacijas, įmonės gali sumažinti administracines išlaidas, susijusias su rankiniu darbo užmokesčio tvarkymu. Mokesčių ir darbo teisės aktų laikymasis: Įmonėms labai svarbu laikytis mokesčių ir darbo teisės aktų, kad išvengtų baudų ir teisinių problemų. Programinė įranga Cherry Team seka besikeičiančius mokesčių įstatymus ir darbo reglamentus, užtikrindama tikslius skaičiavimus ir teisinių reikalavimų laikymąsi. Programa gali dirbti su sudėtingais mokesčių scenarijais, pavyzdžiui, keliomis mokesčių grupėmis ir įvairių rūšių atskaitymais, todėl užtikrina atitiktį reikalavimams ir kartu sumažina klaidų riziką. Ataskaitų rengimas ir analizė: Programa Cherry Team siūlo patikimas ataskaitų teikimo ir analizės galimybes, suteikiančias įmonėms vertingų įžvalgų apie darbo užmokesčio duomenis. Ji gali generuoti ataskaitas apie įvairius aspektus, pavyzdžiui, darbo užmokesčio paskirstymą, išskaičiuojamus mokesčius ir darbo sąnaudas. Šios ataskaitos leidžia įmonėms analizuoti darbo užmokesčio tendencijas, nustatyti tobulintinas sritis ir priimti pagrįstus finansinius sprendimus. Pasinaudodamos duomenimis pagrįstomis įžvalgomis, įmonės gali optimizuoti savo darbo užmokesčio strategijas ir veiksmingai kontroliuoti išlaidas. Integracija su kitomis sistemomis: Cherry Team programinė įranga dažnai sklandžiai integruojama su kitomis personalo ir apskaitos sistemomis. Tokia integracija leidžia automatiškai perkelti atitinkamus duomenis, pavyzdžiui, informaciją apie darbuotojus ir finansinius įrašus, todėl nebereikia dubliuoti duomenų. Supaprastintas duomenų srautas tarp sistemų padidina bendrą efektyvumą ir sumažina duomenų klaidų ar neatitikimų riziką. Cherry Team atlyginimų apskaičiavimo programa įmonėms teikia didelę naudą - automatiniai ir tikslūs skaičiavimai, laiko ir sąnaudų taupymas, atitiktis mokesčių ir darbo teisės aktų reikalavimams, ataskaitų teikimo ir analizės galimybės bei integracija su kitomis sistemomis. Naudodamos šią programinę įrangą įmonės gali supaprastinti darbo užmokesčio skaičiavimo procesus, užtikrinti tikslumą ir atitiktį reikalavimams, padidinti darbuotojų pasitenkinimą ir gauti vertingų įžvalgų apie savo finansinius duomenis. Programa Cherry Team pasirodo esanti nepakeičiamas įrankis įmonėms, siekiančioms efektyviai ir veiksmingai valdyti darbo užmokestį. https://cherryteam.lt/lt/
08.10.23 01:30 davec8080

The "Shibarium for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH. The Plot Thickens. Someone posted the actual transactions!!!! https://bscscan.com/tx/0xa846ea0367c89c3f0bbfcc221cceea4c90d8f56ead2eb479d4cee41c75e02c97 It seems the article is true!!!! And it's also FUD. Let me explain. Check this link: https://bscscan.com/token/0x5a752c9fe3520522ea88f37a41c3ddd97c022c2f So there really is a "Shibarium" token. And somebody did a rug pull with it. CONFIRMED. But the "Shibarium" token for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH.
24.06.24 04:31 tashandiarisha

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26.06.24 18:46 Jacobethannn098

LEGAL RECOUP FOR CRYPTO THEFT BY ADRIAN LAMO HACKER
26.06.24 18:46 Jacobethannn098

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04.07.24 04:49 ZionNaomi

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13.07.24 21:13 michaelharrell825

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17.07.24 02:26 thompsonrickey

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18.07.24 20:13 austinagastya

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27.08.24 12:50 James889900

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27.08.24 13:06 James889900

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02.09.24 20:24 [email protected]

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06.09.24 01:35 Celinagarcia

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06.09.24 01:44 Celinagarcia

HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.
16.09.24 00:10 marcusaustin

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16.09.24 00:11 marcusaustin

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23.09.24 18:56 matthewshimself

At first, I was admittedly skeptical about Worldcoin (ref: https://worldcoin.org/blog/worldcoin/this-is-worldcoin-video-explainer-series), particularly around the use of biometric data and the WLD token as a reward mechanism for it. However, after following the project closer, I’ve come to appreciate the broader vision and see the value in the underlying tech behind it. The concept of Proof of Personhood (ref: https://worldcoin.org/blog/worldcoin/proof-of-personhood-what-it-is-why-its-needed) has definitely caught my attention, and does seem like a crucial step towards tackling growing issues like bots, deepfakes, and identity fraud. Sam Altman’s vision is nothing short of ambitious, but I do think he & Alex Blania have the chops to realize it as mainstay in the global economy.
01.10.24 14:54 Sinewclaudia

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02.10.24 22:27 Emily Hunter

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
18.10.24 09:34 freidatollerud

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31.10.24 00:13 ytre89

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
02.11.24 14:44 diannamendoza732

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12.11.24 00:50 TERESA

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17.11.24 09:31 Vivianlocke223

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19.11.24 03:06 [email protected]

My entire existence fell apart when a malevolent hacker recently gained access to my online accounts. I felt violated and extremely uneasy after discovering that the digital platforms I depended on for communication, employment, and finances had been compromised. Regaining control and restoring my digital security was an overwhelming task in the immediate aftermath. To help me navigate the difficult process of recovering my accounts and getting my peace of mind back, TRUST GEEKS HACK EXPERT came into my life as a ray of hope. They immediately put their highly skilled professionals to work, thoroughly examining the vulnerability and methodically preventing unwanted access. They guided me through each stage soothingly, explaining what was occurring and why, so I never felt lost or alone. They communicated with service providers to restore my legitimate access while skillfully navigating the complex labyrinth of account recovery procedures. My digital footprint was cleaned and strengthened against future attacks thanks to their equally amazing ability to remove any remaining evidence of the hacker's presence. However, TRUST GEEKS HACK EXPERT actual worth went beyond its technical aspects. They offered constant emotional support during the ordeal, understanding my fragility and sense of violation. My tense nerves were calmed by their comforting presence and kind comments, which served as a reminder that I wasn't alone in this struggle. With their help, I was able to reestablish my sense of security and control, which enabled me to return my attention to the significant areas of my life that had been upended. Ultimately, TRUST GEEKS HACK EXPERT all-encompassing strategy not only recovered my online accounts but also my general peace of mind, which is a priceless result for which I am incredibly appreciative of their knowledge and kindness. Make the approach and send a message to TRUST GEEKS HACK EXPERT Via Web site <> www://trustgeekshackexpert.com/-- E>mail: Trustgeekshackexpert(At)fastservice..com -- TeleGram,<> Trustgeekshackexpert
19.11.24 03:07 [email protected]

My entire existence fell apart when a malevolent hacker recently gained access to my online accounts. I felt violated and extremely uneasy after discovering that the digital platforms I depended on for communication, employment, and finances had been compromised. Regaining control and restoring my digital security was an overwhelming task in the immediate aftermath. To help me navigate the difficult process of recovering my accounts and getting my peace of mind back, TRUST GEEKS HACK EXPERT came into my life as a ray of hope. They immediately put their highly skilled professionals to work, thoroughly examining the vulnerability and methodically preventing unwanted access. They guided me through each stage soothingly, explaining what was occurring and why, so I never felt lost or alone. They communicated with service providers to restore my legitimate access while skillfully navigating the complex labyrinth of account recovery procedures. My digital footprint was cleaned and strengthened against future attacks thanks to their equally amazing ability to remove any remaining evidence of the hacker's presence. However, TRUST GEEKS HACK EXPERT actual worth went beyond its technical aspects. They offered constant emotional support during the ordeal, understanding my fragility and sense of violation. My tense nerves were calmed by their comforting presence and kind comments, which served as a reminder that I wasn't alone in this struggle. With their help, I was able to reestablish my sense of security and control, which enabled me to return my attention to the significant areas of my life that had been upended. Ultimately, TRUST GEEKS HACK EXPERT all-encompassing strategy not only recovered my online accounts but also my general peace of mind, which is a priceless result for which I am incredibly appreciative of their knowledge and kindness. Make the approach and send a message to TRUST GEEKS HACK EXPERT Via Web site <> www://trustgeekshackexpert.com/-- E>mail: Trustgeekshackexpert(At)fastservice..com -- TeleGram,<> Trustgeekshackexpert
21.11.24 04:14 ronaldandre617

Being a parent is great until your toddler figures out how to use your devices. One afternoon, I left my phone unattended for just a few minutes rookie mistake of the century. I thought I’d take a quick break, but little did I know that my curious little genius was about to embark on a digital adventure. By the time I came back, I was greeted by two shocking revelations: my toddler had somehow managed to buy a $5 dinosaur toy online and, even more alarmingly, had locked me out of my cryptocurrency wallet holding a hefty $75,000. Yes, you heard that right a dinosaur toy was the least of my worries! At first, I laughed it off. I mean, what toddler doesn’t have a penchant for expensive toys? But then reality set in. I stared at my phone in disbelief, desperately trying to guess whatever random string of gibberish my toddler had typed as a new password. Was it “dinosaur”? Or perhaps “sippy cup”? I felt like I was in a bizarre game of Password Gone Wrong. Every attempt led to failure, and soon the laughter faded, replaced by sheer panic. I was in way over my head, and my heart raced as the countdown of time ticked away. That’s when I decided to take action and turned to Digital Tech Guard Recovery, hoping they could solve the mystery that was my toddler’s handiwork. I explained my predicament, half-expecting them to chuckle at my misfortune, but they were incredibly professional and empathetic. Their confidence put me at ease, and I knew I was in good hands. Contact With WhatsApp: +1 (443) 859 - 2886 Email digital tech guard . com Telegram: digital tech guard recovery . com website link :: https : // digital tech guard . com Their team took on the challenge like pros, employing their advanced techniques to unlock my wallet with a level of skill I can only describe as magical. As I paced around, anxiously waiting for updates, I imagined my toddler inadvertently locking away my life savings forever. But lo and behold, it didn’t take long for Digital Tech Guard Recovery to work their magic. Not only did they recover the $75,000, but they also gave me invaluable tips on securing my wallet better like not leaving it accessible to tiny fingers! Who knew parenting could lead to such dramatic situations? Crisis averted, and I learned my lesson: always keep my devices out of reach of little explorers. If you ever find yourself in a similar predicament whether it’s tech-savvy toddlers or other digital disasters don’t hesitate to reach out to Digital Tech Guard Recovery. They saved my funds and my sanity, proving that no challenge is too great, even when it involves a toddler’s mischievous fingers!
21.11.24 08:02 Emily Hunter

If I hadn't found a review online and filed a complaint via email to support@deftrecoup. com , the people behind this unregulated scheme would have gotten away with leaving me in financial ruins. It was truly the most difficult period of my life.
22.11.24 04:41 [email protected]

I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
22.11.24 15:26 cliftonhandyman

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22.11.24 23:43 teresaborja

all thanks to Tech Cyber Force Recovery expert assistance. As a novice in cryptocurrency, I had been carefully accumulating a modest amount of Bitcoin, meticulously safeguarding my digital wallet and private keys. However, as the adage goes, the best-laid plans can often go awry, and that's precisely what happened to me. Due to a series of technical mishaps and human errors, I found myself locked out of my Bitcoin wallet, unable to access the fruits of my digital labors. Panic set in as I frantically searched for a solution, scouring the internet for any glimmer of hope. That's when I stumbled upon the Tech Cyber Force Recovery team, a group of seasoned cryptocurrency specialists who had built a reputation for their ability to recover lost or inaccessible digital assets. Skeptical at first, I reached out, desperate for a miracle. To my utter amazement, the Tech Cyber Force Recovery experts quickly assessed my situation and devised a meticulous plan of attack. Through their deep technical knowledge, unwavering determination, and a keen eye for detail, they were able to navigate the complex labyrinth of blockchain technology, ultimately recovering my entire Bitcoin portfolio. What had once seemed like a hopeless endeavor was now a reality, and I found myself once again in possession of my digital wealth, all thanks to the incredible efforts of the Tech Cyber Force Recovery team. This experience has not only restored my faith in the cryptocurrency ecosystem. Still, it has also instilled in me a profound appreciation for the critical role that expert recovery services can play in safeguarding one's digital assets. ENAIL < Tech cybers force recovery @ cyber services. com > WEBSITE < ht tps : // tech cyber force recovery. info > TEXT < +1. 561. 726. 3697 >
24.11.24 02:21 [email protected]

I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
25.11.24 02:19 briankennedy

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25.11.24 02:20 briankennedy

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