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Какой трансформер в океане плавает быстрее всех? Тестируем скорость нейросетей для видео-энкодеров

Одно из направлений работы нашей команды компьютерного зрения Vision RnD в SberDevices — распознавание жестового языка. Об этой задаче и о том, как мы ее решаем, мы уже писали на Хабре тут и тут (а еще тут и тут). Некоторое время назад перед нами встал вопрос выбора архитектуры нейросети для быстрой и качественной обработки изображений (видео-энкодера). Хотя сама задача распознавания жестового языка предполагает обработку видео, в качестве первого этапа нужна нейросеть, обрабатывающая изображения на отдельных кадрах. Причем делающая это достаточно быстро, чтобы обеспечить работу всей конструкции в реальном времени. Безусловно, за последний десяток лет человечеству стало известно немало архитектур нейросетей для обработки изображений. Однако, сопоставить их по критерию ~~цена-качество~~ точность-производительность и выбрать лидера не так просто. Мы решили собрать несколько популярных решений-претендентов на звание чемпиона и провести ~~состязание в славном городе Гамбурге~~ тестирование в идентичных условиях. Результатами этого исследования делимся под катом.

О том, как мы работаем над распознаванием жестового языка, мы уже писали, и не раз. В частности, мы

— собрали и опубликовали датасет русского жестового языка Slovo, о чем рассказывали в статье «‎‎Slovo и русский жестовый язык»,

— получили SOTA результаты на датасете американского жестового языка WLASL-2000, результатами делились в статье «Русский жестовый язык: первое место в американском бенчмарке»,

— в статье «GigaChat и русский жестовый язык» рассказали о реализации прототипа общения с генеративной языковой моделью GigaChat,

— в статье «Распознавание и перевод жестовых языков: обзор подходов» рассказали о путях решения задачи распознавания жестовых языков в целом.

Итак, при распознавании жестового языка на видео в качестве первого и, часто, самого ресурсоемкого этапа стоит обработка поступающих кадров нейросетью, которая кодирует каждый кадр в виде вектора признаков, — видео-энкодером. Для того, чтобы обеспечить работу всей системы в реальном времени, нам понадобилось выбрать архитектуру видео-энкодера, оптимальную с точки зрения баланса скорости работы и качества.

Почему это вообще оказалось необходимым? Разве авторы не публикуют показатели качества и производительности в сравнении с другими моделями?

Да, в соответствующих статьях приводятся сравнения предлагаемых архитектур с предшественниками. Однако:

часто авторы ограничиваются указанием очередного SOTA-результата по точности, и лишь косвенно указывают производительность;
там, где все же приводятся графики, показывающие положение предлагаемых архитектур на диаграмме точность-производительность, в качестве конкурентов приводятся существенно более старые архитектуры. По понятным причинам там нет сравнения с архитектурами, вышедшими почти одновременно с публикуемой работой;
данные по быстродействию из разных статей сравнивать проблематично, т. к. производительность в них оценена в разных условиях;
открытым остается вопрос, насколько опубликованным данным можно верить.

Список претендентов

Дисклеймер: список претендентов составлен закрыто, недемократично, субъективно и предвзято. И он такой, какой есть. Комментарии вида «Ну как можно было не включить такую замечательную BlaBlaBla Net!» с благодарностью принимаются (а вдруг мы и правда забыли про BlaBlaBla Net или вообще не слышали про такую, позор!), но ответить можем только «потому что так сложилось».

Итак, для состязания на ринг вызываются:

представители молодого (на самом деле, уже не очень) племени видео-трансформеров:

MViT-v2: статья (2021), реализация
EfficientVit: статья (2022), реализация
Next-ViT: статья (2022), реализация
EfficientFormer: статья (2022), реализация
EfficientFormerV2: статья (2022), реализация
FasterVit: статья (2023), реализация

и продолжатели дела хорошо зарекомендовавшей себя классики свёрточных сетей:

ConvNeXt: статья (2022), реализация
ConvNeXt-v2: статья (2023), реализация
FasterNet: статья (2023), реализация

Задача и окружение

В качестве задачи использовали классику жанра: классификацию изображений ImageNet (он же ILSVRC2012). Метрика качества — top-1 и top-5 accuracy. Как оказалось, относительные положения результатов на графиках top-1 и top-5 качественно почти совпадают, отличаются только значения. Поэтому картинки приводим только для top-1.

В качестве платформы использовался виртуальный облачный сервер, в который из физического сервера NVIDIA DGX-2 было выделено 3 ядра от процессора Intel Xeon Platinum 8168 2.7 GHz, 1 GPU Tesla V100 32 ГБ и 92 ГБ оперативной памяти. В основном опыты ставили на CUDA 11.8 и PyTorch 2.0.0. Также для сравнения попробовали некоторые проекты запустить на CUDA 11.1 + PyTorch 1.9.1, об этом ниже.

Оценка делалась для 4 вариантов запуска:

CPU, batch size = 1
1 карта GPU, batch size = 1
1 карта GPU, batch size = 128
1 карта GPU, batch size = 128, c AMP (Automatic Mixed Precision, см. ниже)

По поводу выбора платформы должен сделать такой же дисклеймер, как и в отношении выбора моделей для тестирования. Мне очень жаль, что мы не сделали тесты на другом железе: мобильные устройства, Mac и прочее. Но человеческая жизнь коротка. Ограничились тем, что требовалось в конкретный момент.

Важно, как считают. Или немного про технологию замера производительности

В статьях с описанием большинства тестируемых проектов приводятся данные о скорости работы на том или ином «железе». Но, за редким исключением, в исходном коде проектов нет готового скрипта, где бы эта производительность оценивалась. Поэтому данный код пришлось писать самим. Хочу тут привести небольшой ликбез. Прошу прощения, если для кого-то скажу очевидные вещи. Стандартный шаблон кода для оценки метрик качества упрощенно выглядит так:

for images, target in data_loader: output = model(images) metrics.update(output, target)

Поскольку нам нужно время работы собственно модели, естественным кажется замерить время выполнения соответствующей строки кода:

tic1 = time.time() output = model(images) execution_time = time.time() - tic1 metrics.update(output, target)

В результате такой оценки получается просто-таки замечательное время работы модели. Которое превосходит ожидаемое в несколько раз.

Дело в том, что вычисления на CUDA происходят асинхронно. Данные передаются на видеокарту, запускается расчет, а программа на python на CPU продолжает свою работу. Этому не препятствует даже то, что мы, вроде как, получили результат — находящийся на CUDA тензор output. Фактически, эта переменная просто хранит информацию, что где-то на CUDA будет результат вычислений, и позволяет его при необходимости оттуда получить. Но пока такая необходимость не настала, вычисления на GPU — сами по себе, на CPU — сами по себе. И только где-то внутри metrics.update(output, target), когда мы обратимся к output и попытаемся считать лежащие там значения, код будет вынужден дождаться завершения расчетов на GPU. Но это случится уже сильно после того, как мы замерили якобы потраченное моделью время.

Чтобы справиться с этой проблемой, в PyTorch существует функция torch.cuda.synchronize(), которая заставляет код дождаться завершения расчетов на CUDA, даже тех, которые еще не требуются. Если поместить ее вызов после вызова model(images), перед вычислением времени выполнения, замеренное время увеличивается в 2-3 раза. Это огорчает, зато честно!

Любопытно, что в двух исследованных проектах, в которых код для замера производительности присутствует (FasterNet и NextVit), этот код выглядит примерно так:

tic1 = time.time() for i in range(iter): model(images) torch.cuda.synchronize() execution_time = (time.time() - tic1)/iter

Как видим, torch.cuda.synchronize() здесь используется, но не на каждой итерации, а для всех итераций вместе. Впрочем, в отличие от примера выше, здесь это не дает заметной ошибки, т. к. в этом цикле просто нет моментов, когда CUDA могла бы продолжать свои вычисления, а затраченное на это время не учитывалось бы. И все же можно предположить, что для каких-то моделей результат может оказаться не вполне корректным, т. к. такой код позволяет оптимизировать работу CUDA в пределах обработки нескольких батчей. Что отличается от честного хронометража обработки каждого отдельного батча заданного размера.

В наших расчетах мы использовали во всех проектах шаблон кода:

execution_time = 0 for n in range(num_repeats): t0 = time.time() output = model(inputs) torch.cuda.synchronize() execution_time += time.time() - t0 throughput = num_repeats * batch_size / execution_time # кадров/сек.

Вот что AMP животворящий делает!

Еще немного комментариев от Капитана Очевидность! Как известно, на современных графических ускорителях, которые поддерживают вычисления с половинной точностью, уменьшение разрядности вычислений с float32 на float16 дает заметную прибавку к производительности. При этом в некоторых из исследованных моделей работа с половинной точностью была реализована, в некоторых — нет, и для корректного сравнения пришлось ее добавить. Благо, PyTorch включает технологию Automatic Mixed Precision (AMP), которая позволяет это сделать автоматически добавлением одной строчки кода:

with torch.cuda.amp.autocast(use_amp): ...

Мы оценили, насколько заметную прибавку к скорости дает использование AMP. Оказалось — более чем, достигается ускорение до 3.5 раз. Отметим, что прибавка к скорости более существенна для более сложных моделей. Однако эффект есть только при достаточно большом batch size. При batch size = 1 никакого ускорения использование AMP не дает, иногда даже приводит к небольшой деградации скорости.

Подробнее результаты для batch size = 128 приведены в таблице 1 и диаграмме.

Таблица 1. Ускорение за счет использования AMP (PyTorch 2.0.0, batch size = 128)

Модель	top-1 accuracy	Params (M)	скорость без AMP, img/s	скорость с AMP, img/s	ускорение при использовании AMP
Next-ViT small	82.5	31.7	800	1820	x 2.3
Next-ViT large	83.6	57.8	450	1060	x 2.4
FasterVit v0	82.1	31.4	1540	3150	x 2.0
FasterVit v5	85.6	975.5	73	255	x 3.5
FasterNet t0	71.9	3.9	5500	11200	x 2.0
FasterNet L	83.5	93.4	400	1100	x 2.8
MViT-v2 T	82.3	24	640	1050	x 1.6
MViT-v2 L	85.3	218	93	167	x 1.8
EfficientFormerV2 s0	76.15	3.6	900	1140	x 1.3
EfficientFormerV2 L	83.51	26.1	310	375	x 1.2
EfficientVit B1	79.05	9.1	2250	2860	x 1.3
EfficientVit L3	85.80	246	230	600	x 2.6
ConvNeXt-V2 A	76.65	3.7	2230	2400	x 1.1
ConvNeXt-V2 L	85.76	198	130	250	x 1.9

Также мы оценили для 2 моделей (FasterVit, NextVit) изменение производительности при замене версии PyTorch с 1.9.1 на 2.0.0. Разработчики PyTorch обещали, что версия 2.0 «is faster», но было интересно узнать, насколько «faster». Оказалось, что без AMP эффект если и есть, то незначительный (см. Таблицу 2). Но при работе с AMP во второй версии PyTorch скорость может быть выше почти в 1.5 раза (Таблица 3).

Таблица 2. Прирост производительности при переходе с PyTorch 1.9.1 на PyTorch 2.0.0, batch size = 128, без AMP

Модель	скорость v1.9.1, img/s	скорость v2.0.0, img/s	ускорение при обновлении PyTorch, %
Next-ViT small	800	800	0
Next-ViT large	450	450	0
FasterVit v0	1400	1540	10%

Таблица 3. Прирост производительности при переходе с PyTorch 1.9.1 на PyTorch 2.0.0, batch size = 128, с использованием AMP

Модель	скорость v1.9.1, img/s	скорость v2.0.0, img/s	ускорение при обновлении PyTorch, %
Next-ViT small	1440	1820	26%
Next-ViT large	840	1060	26%
FasterVit v0	2200	3150	43%

Результаты тестов

Ниже приводим получившиеся графики «точность (top-1 accuracy) — производительность (изображений/сек)» для каждой из трех заявленных дисциплин. Для каждой архитектуры тестировалось несколько конфигураций, для которых авторами были выложены предобученные на ImageNet веса.

Таблица 4. Конфигурации моделей, участвовавшие в тестировании

Модель	Конфигурации
MViT-v2	T, S, B, L
EfficientVit	B1, B2, B3, L1, L2, L3
Next-ViT	small, base, large
EfficientFormer	v1_L7
EfficientFormerV2	s0, s1, s2, L
FasterVit	v0, v1, v2, v3, v4, v5
ConvNeXt	T, S, B, L
ConvNeXt-v2	A, P, N, B, L
FasterNet	t0, t1, t2, S, M, L

Часть результатов приведена выше в Таблице 1. Полную таблицу с результатами для экономии места не приводим, представим только графики.

Конфигурации каждая модели представлены на графиках точками определенного вида. Для каждой модели конфигурации упорядочены в порядке увеличения сложности и, соответственно, точности. Поэтому сопоставить точки на графиках с конфигурациями не представляет труда. Отмечу, что в большинстве случаев увеличению точности и сложности соответствует уменьшение производительности, но в некоторых тестах это правило может немного нарушаться.

1. Работа на CPU, batch size = 1

В этом режиме большинство рассмотренных архитектур показывает весьма синхронную зависимость точности и быстродействия. Впрочем, на левом фланге (среди относительно тяжёлых сетей) можно в качестве лидеров выделить EfficientViT и ConvNeXt-v2, а на правом, среди быстрых сетей с качеством пониже — NextViT и FasterViT. Еще один трансформер, MViT-v2, работает неплохо и там, и там. Нишу совсем быстрых сетей занимают легкие модификации свёрточных FasterNet и ConvNeXt-v2, но качество работы у них падает очень существенно.

2. Работа на GPU, batch size = 1

В этом режиме заметно, что сетки на основе трансформеров работают хорошо в вариантах с большим количеством параметров (медленно, но качественно), но для более простых моделей скорость работы растет медленнее, а качество падает намного быстрее, чем для свёрточных архитектур, поэтому в зачете «скорость важнее качества» FasterNet и ConvNeXt уверенно оставляют трансформеры позади.

3. Работа на GPU, batch size = 128, AMP

Самый типичный случай применения для обработки больших массивов данных. Но не всегда применимый для решения практических задач. Здесь в качестве лидеров можно отметить FasterVit и, для более «тяжёлых» архитектур, EfficientVit. Есть еще самая легкая модификация FasterNet с совсем большой скоростью работы, но низким качеством, просто ни одна другая архитектура не претендует на работу в этой области баланса скорости и точности.

Выводы

Приведу в сжатом виде наблюдения, которые мы сделали в ходе этого небольшого исследования.

Технологические выводы:

1.1. Важно не забывать корректно использовать torch.cuda.synchronize() при хронометрировании работы модели.

1.2. Использование AMP (Automatic Mixed Precision) не дает эффекта или даже немного ухудшает производительность при batch size=1.

1.3. При большом batch size (равном 128) AMP дает очень существенный выигрыш производительности — до 3.5 раз.

1.4. Выигрыш от использования AMP больше для сложных моделей и меньше для простых

1.5. Более новая версия PyTorch (2.0.0 против 1.9.1) дает заметный выигрыш в производительности при использовании AMP и большого batch size (ускорение до 1.5 раз). В остальных случаях (CPU, GPU без AMP или с batch size = 1) улучшение если есть, то в пределах 10%.

Выводы относительно скорости работы исследованных моделей:

2.1. При тестировании на CPU все модели показывают достаточно синхронную зависимость производительности и точности. Т. е. разброс точности работы для конфигураций, работающих с одинаковой скоростью, существенно меньше, чем в других условиях тестирования.

2.2. При работе на GPU с batch size = 1 в номинации «медленно, но качественно» наилучшие результаты показывают сети на основе трансформеров. Но при уменьшении сложности (и, соответственно, точности) скорость работы таких архитектур оказывается хуже, чем у дающих ту же точность свёрточных сетей. Поэтому в случаях, когда скорость работы важнее качества, в фаворитах оказывается старая добрая классика CNN.

2.3. При работе на GPU с большим batch size сети на основе CNN уступают трансформерам, причем в случаях, когда скорость важнее качества, отставание становится особенно заметным. Т. е. соотношение противоположно тому, которое наблюдается при batch size = 1.

2.4. При тестах в разных режимах и для разных положений на шкале качество-скорость лидирующее положение занимают различные архитектуры. Поэтому выбор оптимальной архитектуры и ее конфигурации надо делать, исходя из требуемого режима работы. В этом могут помочь приведенные в статье графики.

В завершение хочется сказать банальное «нельзя объять необъятное». Жаль, что не хватило времени протестировать некоторые другие архитектуры. Еще более жаль, что мы не сделали тесты на других платформах. Но, надеюсь, представленные результаты принесут читателям пользу.

Также хочу поблагодарить коллег из команды Vision RnD SberDevices Карину Кванчиани и Александра Капитанова за помощь в подготовке статьи.

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16 июл. 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

HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.
06.09.24 01:44 Celinagarcia

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

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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

I lost about $876k few months ago trading on a fake binary option investment websites. I didn't knew they were fake until I tried to withdraw. Immediately, I realized these guys were fake. I contacted Sinew Claudia world recovery, my friend who has such experience before and was able to recover them, recommended me to contact them. I'm a living testimony of a successful recovery now. You can contact the legitimate recovery company below for help and assistance. [email protected] [email protected] WhatsApp: 6262645164
02.10.24 22:27 Emily Hunter

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

The growth of WIN44 in Brazil is very interesting! If you're looking for more options for online betting and casino games, I recommend checking out Casinos in Brazil. It's a reliable platform that offers a wide variety of games and provides a safe and enjoyable experience for users. It's worth checking out! https://win44.vip
31.10.24 00:13 ytre89

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

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12.11.24 00:50 TERESA

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17.11.24 09:31 Vivianlocke223

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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
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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

After countless hours of research and desperate attempts to find a solution, I stumbled upon FASTFUND RECOVERY. It was like finding an oasis in the middle of a desert. Their website promised to help victims of scams reclaim what was rightfully theirs, and I instantly knew I had to give them a shot. Before diving headfirst into the recovery process, I wanted to make sure that FASTFUND RECOVERY was the real deal. So, I did my due diligence and looked into their expertise and reputation. To my relief, I found that they had an impeccable track record, successfully assisting countless individuals in recovering their lost funds. Their team consisted of experts in cybersecurity and financial fraud, armed with the knowledge and tools needed to tackle even the most intricate scams. With their reputation preceding them, I felt a renewed sense of hope. FASTFUND RECOVERY successfully came to my aid and got back the amount I lost to these scammers and for this, I am sending this article for clarification. The info of FASTFUND RECOVERY is email: Fastfundrecovery8 (@)Gmail (.) com. Web fastfundrecovery(.)com. (W/A 1 807/500/7554)
26.11.24 21:59 [email protected]

In a world brimming with enticing investment opportunities, it is crucial to tread carefully. The rise of digital currencies has attracted many eager investors, but along with this excitement lurk deceitful characters ready to exploit the unsuspecting. I learned this lesson the hard way, and I want to share my story in the hopes that it can save someone from making the same mistakes I did. It all began innocently enough when I came across an engaging individual on Facebook. Lured in by promises of high returns in the cryptocurrency market, I felt the electric thrill of potential wealth coursing through me. Initial investments returned some profits, and that exhilarating taste of success fueled my ambition. Encouraged by a meager withdrawal, I decided to commit even more funds. This was the moment I let my guard down, blinded by greed. As time went on, the red flags started to multiply. The moment I tried to withdraw my earnings, a cascade of unreasonable fees appeared like a thick mist, obscuring the truth. “Just a little more,” they said, “Just until the next phase.” I watched my hard-earned money slip through my fingers as I scraped together every last cent to pay those relentless fees. My trust had become my downfall. In the end, I lost not just a significant amount of cash, but my peace of mind about $1.1 million vanished into the abyss of false promises and hollow guarantees. But despair birthed hope. After a cascade of letdowns, I enlisted the help of KAY-NINE CYBER SERVICES, a team that specializes in reclaiming lost funds from scams. Amazingly, they worked tirelessly to piece together what had been ripped away, providing me with honest guidance when I felt utterly defeated. Their expertise in navigating the treacherous waters of crypto recovery was a lifeline I desperately needed. To anyone reading this, please let my story serve as a warning. High returns often come wrapped in the guise of deception. Protect your investments, scrutinize every opportunity, and trust your instincts. Remember, the allure of quick riches can lead you straight to heartbreak, but with cautious determination and support, it is possible to begin healing from such devastating loss. Stay informed, stay vigilant, and may you choose your investment paths wisely. Email: kaynine @ cyberservices . com
26.11.24 23:12 rickrobinson8

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26.11.24 23:12 rickrobinson8

Although recovering from the terrible effects of investment fraud can seem like an impossible task, it is possible to regain financial stability and go on with the correct assistance and tools. In my own experience with Wizard Web Recovery, a specialized company that assisted me in navigating the difficulties of recouping my losses following my fall prey to a sophisticated online fraud, that was undoubtedly the case. My life money had disappeared in an instant, leaving me in a state of shock when I first contacted Spartan Tech Group Retrieval through this Email: spartantechretrieval (@) g r o u p m a i l .c o m The compassionate and knowledgeable team there quickly put my mind at ease, outlining a clear and comprehensive plan of action. They painstakingly examined every aspect of my case, using their broad business contacts and knowledge to track the movement of my pilfered money. They empowered me to make knowledgeable decisions regarding the rehabilitation process by keeping me updated and involved at every stage. But what I valued most was their unrelenting commitment and perseverance; they persisted in trying every option until a sizable amount of my lost money had been successfully restored. It was a long and arduous journey, filled with ups and downs, but having Spartan Tech Group Retrieval in my corner made all the difference. Thanks to their tireless efforts, I was eventually able to rebuild my financial foundation and reclaim a sense of security and control over my life. While the emotional scars of investment fraud may never fully heal, working with this remarkable organization played a crucial role in my ability to move forward and recover. For proper talks, contact on WhatsApp:+1 (971) 4 8 7 - 3 5 3 8 and Telegram:+1 (581) 2 8 6 - 8 0 9 2 Thank you for your time reading as it will be of help.
00:39 [email protected]

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09:10 Michal Novotny

The biggest issue with cryptocurrency is that it is unregulated, wh ich is why different people can come up with different fake stories all the time, and it is unfortunate that platforms like Facebook and others only care about the money they make from them through ads. I saw an ad on Facebook for Cointiger and fell into the scam, losing over $30,000. I reported it to Facebook, but they did nothing until I discovered deftrecoup . c o m from a crypto community; they retrieved approximately 95% of the total amount I lost.