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Работаем с PyTorch на CPU

В этой статье мы рассмотрим железо, настройки, подводные камни и неочевидные вещи, которые позволят выжать всё из вашего процессора для как можно более комфортной работы PyTorch на CPU. Даже если у вас есть видеокарта, поддерживаемая PyTorch, вы сможете увеличить продуктивность компа через распараллеливание нагрузки на CPU и видеокарту.

0. Зачем нужен PyTorch на CPU?
1. Железо
1.1 Процессор
1.2 Память
1.3 Детали о моей сборке (шум, материнская плата)
2. Софт
2.1 Pytorch и CPU
2.2 Как всё работает по умолчанию
2.3 DNN-библиотеки для AMD
2.4 DNN-библиотеки для Intel
2.5 Многопроцессность в Python
2.5.0 Fork или Spawn?
2.5.1 Загрузчики данных
2.5.2 Хитрости, без которых многопроцессность в PyTorch не работает или жутко глючит
2.5.3 Используем pool в PyTorch. Отличие map от imap()
3. Пара слов о быстродействии. Итоги

0. Зачем нужен PyTorch на CPU?

Если вы хотите прикоснуться к миру машинного обучения, то вам не нужна дискретная видеокарта. Достаточно того, что у вас есть итак — обычный CPU. А ещё лучше — многоядерный процессор, который имеет и массу других полезных применений.

Сейчас покупка мощной видеокарты Nvidia требует серьёзных денег и намерений. Топовые AMD-карты, которые поддерживает PyTorch, тоже весьма дорогие.

А если у вас есть видеокарта, подходящая для PyTorch, то вы сможете использовать инфу из этой статьи для ускорения даталоадеров или параллельно считать и на CPU, и на видеокарте.

Есть ещё пара неочевидных причин. Первая. Для некоторых больших LLM-моделей требуется огромное количество оперативной памяти, а видеокарты с таким объёмом памяти стоят совсем фантастических денег. А вот 256ГБ серверной памяти для ПК могут стоить всего, например, 44т.

Вторая. При обучении модели требуется памяти значительно больше, чем занимают её веса. Там требуется хранить градиенты (дельты изменения весов), и чем больше batch, тем больше требуется места. Батч — это набор данных из обучающей выборки, который за один раз пересылается в устройство, обучающее нейросеть. Чем он больше, тем более точно и быстро обучается нейросеть. Обычно используются батчи от 64 до 256. И многие даже считают, что больше и не нужно, так как есть мнение, что небольшие батчи «шумят» и этим улучшают генерализацию обучения.

Однако в случае, когда мы считаем на видеокарте, у нас просто может не хватить памяти, если мы решим использовать большие батчи, так как при увеличении размера батча также увеличивается набор градиентов, которые потом усредняются.

Например, батч размером 25000 немыслим для видеокарты с несколькими гигами при обучении модели уже с несколькими тысячами нейронов, хотя в некоторых задачах он будет оптимален. На CPU и при наличии RAM он будет посчитан без проблем.

1. Железо

Этот блок для тех, кто думает об апгрейде, эконом-апгрейде или имеет железо и хочет понять, сгодится ли оно. Я не буду тут рассматривать новейшие и дорогие варианты, только те, что лично я посчитал экономически выгодными для своей домашней лаборатории. Если у вас железо уже есть, и оно оптимизировано на полную, то смело пропускайте этот блок.

▍ 1.1 Процессор

Есть 3 главных принципа, по которым выбирается процессор для обучения нейросетей:

Цена.
Многоядерность.
Количество каналов памяти.

С ценой всё ясно. Чем дешевле в пересчёте на ядро и мегагерцы — тем лучше. Количество ядер приоритетнее мегагерцев.

С точки зрения максимального количества ядер и цены обращают на себя внимание процессоры от AMD серий Threadripper и Epyc, а также интересно подумать и о Xeon V3 и V4. Правда, сравнив производительность последних с эпиками второй серии, я понял, что это неоптимальный выбор. Эпики можно апгрейдить на том же сокете, а вот ксеоны только на свалку/барахолку.

Причём существенно выгоднее оказываются Epyc, чем Threadripper (да, на основе Epyc можно собрать домашний комп), так как когда серьёзные корпорации делают апгрейды, на барахолках эпики оказываются по очень разумным ценам в больших количествах.

Процессоры Epyc интересны тем, что, фактически это SoC (система-на-чипе). Амд сделала так, что теоретически в плату из-под самого первого Epyc можно вставить эпик третьего поколения. То есть чипсет вмонтирован в сам процессор. Поэтому им нужен минимум драйверов.

Причём плата первого поколения стоит очень дёшево. Например, H11-SSLi. Она поддерживает 7xx1 и 7xx2 поколения (первое и второе). Но технически (при правильном биосе) могла бы поддерживать и третье.

Но жадные производители системных плат искусственно ограничивают работоспособность плат со следующими поколениями. Или не заявляют о такой возможности, или не обновляют биосы. Я не стал пытаться взломать систему и купил на барахолке H12-SSLi (за 33т в начале 2023 года). Она поддерживает второе и третье поколение. Третье поколение Epyc интересно тем, что поддерживает процессоры с 768МБ кеша.

По соображениям соотношения цены и производительности я купил на барахолке Epyc 7542 в декабре 2023 года за 33т.р. Это Epyc 2 поколения, 32 ядра и 64 потока, 8 каналов памяти ECC Reg до 3200MHz, 2.9 ГГц или до 3.4 ГГц в режиме Max Boost Clock.

В дальнейшем я хочу перейти на 64х-ядерный CPU серии 7xx3, а потом на 64 ядра + 768мб кеш.

Наличие развитой многоканальности (например, серверный Epyc имеет 8 каналов памяти против 2 у десктопного Ryzen) позволяет более эффективно использовать большое число ядер, расширяя бутылочное горло по доступу процессора к данным.

▍ 1.2 Память

С памятью обнаружилось 2 интересных момента:

Для максимального быстродействия нужно использовать все каналы. В моих экспериментах с PyTorch разница оказалась существенной. Около +20% в 8-канальном режиме против 4-канального режима.
Нужно использовать 2-ранговую память 2R, а не одноранговую память 1R. Дело в том, что на доставание данных из памяти тратится довольно много циклов, а контроллер памяти из двухранговой может параллельно доставать данные их 2 банков на одном канале. Считается, что такая память быстрее на 5%.

▍ 1.3 Детали о моей сборке (шум, материнская плата)

Серверная материнская плата H12-SSLi имеет ATX-формат, поэтому встанет во многие большие корпуса. Единственная сложность заключалась в том, что мне пришлось разделить проводок Power Led, так как рядом на гребёнке не нашлось GRD (земли). Рядом с гребёнкой нашлась земля в другом разъёме, куда я её и воткнул.

Я очень переживал, что Epyc в товер-корпусе будет страшно шуметь. Однако с выбранным мною кулером Epyc Arctic Freezer 4U SP3 (до 300W TDP) все беспокойства оказались совершенно напрасными. Даже с нагрузкой на все ядра комп довольно тихий. При частичной нагрузке до 70% вообще не слышно кулера. Сам кулер заказал через посредника из Средней Азии.

Windows 10 LTSC поддерживает на практике.

2. Софт

▍ 2.1 Pytorch и CPU

Со страницы загрузки можно скачать специальную версию PyTorch для CPU. Она будет весить значительно меньше, чем версия с поддержкой Cuda.

▍ 2.2 Как всё работает по умолчанию

Когда я запустил свою первую модель на CPU, то был удивлён, что в списке процессов вижу только экземпляры Python. Я ожидал, что Pytorch скомпилирует мой код в некий исполняемый файл, который я и увижу, набрав top (у меня Linux).

Однако я видел только множество экземпляров Python. Оказалось, что PyTorch компилирует код в разделяемые библиотеки, которые потом загружаются в пространство процессов Python.

Что мне не понравилось — загрузка процессора, как бы я ни старался, не доходила до 100%. Дело в том, что стандартный бэкенд для Python генерирует слишком универсальный код для всех возможных процессоров, и он неэффективный, даже если везде использовать функцию compile() из PyTorch.

▍ 2.3 Специализированные библиотеки для CPU

Поэтому я стал копать в сторону специализированных библиотек от производителей процессоров для нейросетей. Для AMD я нашёл библиотеку ZenDNN. И, да, она стоила того!

Загрузка процессора при обучении сразу подскочила до 100%, и PyTorch стал намного производительнее. AMD её позиционирует как библиотеку для Epyc 4-го поколения, но на практике гарантированно работает, начиная с поколения 7xx2. Я не удивлюсь, если заработает и с настольными процессорами Ryzen, начиная со второго поколения. Но сам не проверял. Абсолютно точно, что не работает с FX-процессорами AMD.

AMD уже приготовила версию ZenDNN, которая включает в себя PyTorch, поэтому имеет смысл ставить сразу ZenDNN в голое виртуальное окружение.

Чтобы PyTorch использовал эту библиотеку, ничего специально делать не нужно. Однако если потребуется в редких случаях изменить какую-то редкую специфичную настройку, то делается это так:

#Используем фиксированный seed
torch.backends.zendnn.deterministics = True

Что интересно: даже предыдущая версия ZenDnn, которая поддерживала только PyTorch 1.3 и Python 3.10, была примерно на 40% быстрее, чем связка из PyTorch 2 + Python 3.11 + обычный бэкенд для CPU. Это несмотря на то, что в PyTorch 2.x появилась функция compile().

В мае 2024 года произошёл релиз новой версии ZenDNN, которая поддерживает PyTorch 2.1 и Python 3.11.

▍ 2.4 DNN-библиотеки для Intel

Intel имеет собственный набор библиотек для PyTorch. Как для CPU, так и для GPU.

Вот для CPU.

▍ 2.5 Многопроцессность в Python

Несмотря на то что, как правило, DNN-библиотеки умеют правильно использовать многоядерные процессоры, в некоторых случаях улучшить производительность помогает многопроцессность в Python.

В принципе Python умеет поддерживать и многотредовость, но это на порядок более глючно, чем многопроцессность. Так как написать thread-save-приложение значительно сложнее, чем однопроцессное или даже чем многопроцессное.

Это может ускорить подготовку/генерацию данных, но есть ряд хитростей, чтобы это вообще заработало.

▍ 2.5.0 Fork или Spawn?

В Линукс есть уникальный системный вызов fork(), который клонирует процесс, а его данные делает общими по схеме copy-on-write. Это классная штука, и если у вас Линукс, проще всего использовать её. И fork быстрее spawn.

Обычно метод запуска fork используется по умолчанию. Но мы можем сами назначать метод создания воркеров.

from torch import multiprocessing as mp
import torch

mp.set_start_method('fork')

При методе запуска процесса Spawn запускается отдельная копия Python, в неё передаётся текущий интерпретируемый файл. В Windows доступен только Spawn. В коде нужно как-то отличать главный файл от таких же, но побочных, запущенных только для параллелизации и ускорения вычислений. Обычно это делается так:

# всякие функции и объекты
if __name__ == '__main__':
  # это главная ветка программы
  # ... инициализируем и запускаем модели
  exit()
else:
  # это spawn-ветка
  # тут ничего не происходит
  # так как вызываемые функции находятся в самом верху файла

▍ 2.5.1 Загрузчики данных

В PyTorch есть класс DataLoader, наследуя от которого можно сделать свои загрузчики.

DataLoader(dataset, batch_size=1, shuffle=False, sampler=None,
           batch_sampler=None, num_workers=0, collate_fn=None,
           pin_memory=False, drop_last=False, timeout=0,
           worker_init_fn=None, *, prefetch_factor=2,
           persistent_workers=False)

Поскольку загрузчики, как правило, пишутся на Python, то работают они медленно, поэтому, если структура данных позволяет, лучше использовать многопоточные загрузчики.

Нас интересуют параметры num_workers — число потоков загрузчика, worker_init_fn — функция инициализации загрузчика в отдельном потоке, persistent_workers — оставлять ли воркеры в памяти. В большинстве случаев достаточно указать только num_workers, и загрузка данных в модель ускорится, если ваш не заточен под однопроцессность.

▍ 2.5.2 Хитрости, без которых многопроцессность не работает или жутко глючит

Самая главная хитрость — это предварять любой многопроцессный код командой отключения многопоточности. Скомпилированный код PyTorch, который Python загружает в своё пространство, по умолчанию активно использует многопоточность и в сочетании с многопроцессностью всё начинает активно глючить.

torch.set_num_threads(1)
.... многопроцессный код
torch.set_num_threads(PROCESS_NUM)

▍ 2.5.3 Используем pool в PyTorch. Отличие map от imap()

Самый простой способ ускорить Python-код в PyTorch — это распараллелить его. А самый простой способ распараллелить — это использовать pool() из модуля multiprocessing от PyTorch.

PyTorch имеет свою обёртку над питоновской стандартной библиотекой многопроцессности. Эта обёртка умеет передавать тензоры в другие потоки. Делается это через разделяемую память (shared mem) в Linux. Однако если вам известно, что тензор будет передаваться в другой поток, то лучше его перегнать в разделяемую память заранее, так заметно быстрее.

Пример многопроцессного кода, который генерирует датасет, который затем будет использоваться в загрузчике.

# мультипроцессинг для работы с тензорами
from torch import multiprocessing as mp
# мультипроцессинг для всего остального
import multiprocessing as mpPython
import torch

# заполняем кусок тензора в 1 потоке
def fill_mp_tensor(args):
  (tData, tVer, gSeed, min, max) = args
  
  for i in range(min, max):
    tData[i] = create_data_value(gSeed, i, device=tData.device)
    tVer[i] = create_verification_value(gSeed, i, device=tVer.device)

# создаём тензоры мультипоточным образом
def createTensorMP(tData, tVer, gSeed, INTERVAL, PROCESSES_NUM):
  
  if PROCESSES_NUM < INTERVAL:
    nTask = PROCESSES_NUM
  else:
    nTask = 1
  
  chunk = INTERVAL // nTask
  
  if chunk * nTask < INTERVAL:
    nTask += 1
  
  torch.set_num_threads(1)
  
  with mp.Pool(PROCESSES_NUM) as pool:
    pool.map(
      fill_mp_tensor,
      [(tData, tVer, gSeed, i*chunk, min((i+1)*chunk, INTERVAL)) for i in range(nTask)]
    )
    
  torch.set_num_threads(PROCESSES_NUM)

# Тут код определения сети, функции потерь, оптимайзера
# ......

# чтобы меньше занять shared mem, создаём вектора однобайтными
tData = torch.zeros(RND_DS_SIZE, 512, dtype=torch.uint8).share_memory_()
tVer = torch.zeros(RND_DS_SIZE, 2, dtype=torch.uint8).share_memory_()

# генерируем данные для датасета в мультипоточном режиме      
createATensorMP(tData, tVer, SEED_NUMBER, RND_DS_SIZE, PROCESSES_NUM)
# PyTorch умеет тренировать сетки в fp32
tData = tData.float()
tVer = tVer.float()

ds = TensorDataset(tData, tVer)
# загрузчик работает в мультипроцессном режиме и каждый раз перемешивает данные
dl = DataLoader(ds, batch_size=batch_size, shuffle=True, num_workers=LOADER_NUM)

# тренируем сеть, пока не достигнем нужных параметров аккуратности и потерь      
# повторная тренировка, если плохая точность
while fAccuracy*100 < 50.0 or fAvgLoss > 0.693:  
  fAccuracy, fAvgLoss = train(NN, dl, loss_fn, optimizer)

Теперь об отличии map() от imap(). Первый должен обработать всё множество и собрать в результаты в массив.

imap() запускает параллельную обработку, но как только воркер заканчивает работу над куском данных, он ждёт, пока этот кусок не будет обработан последующей командой, и только после этого берётся за следующий кусок. Он ленивее. При создании пула через .imap() создаётся итератор, и дальше данные получаются из него.

with mp.Pool(PROCESSES_NUM) as pool:
    iRes = pool.imap(
      mp_func,
      [(COUNT_BF, i, i*g) for i in range(nTask)]
      [(arg1, arg2, i*chunk, min((i+1)*chunk, INTERVAL)) for i in range(nTask)]
    )
    
    for (res1, res2, res3) in iRes:
      work(res1, res2, res3)

В моих проектах в большинстве случаев достаточно pool.map().

3. Пара слов о быстродействии. Итоги

На сравнительно малых и небольших моделях (тысячи нейронов) я получал примерно такое же быстродействие на моём процессоре (32 ядра), как и на ускорителе Tesla T4 GPU 16ГБ из Google Colab.

Работать на своём компьютере значительно удобнее, чем на Google Colab. По памяти и процессору нет практических ограничений. И скорость всего, что связано с процессором и мультипроцессностью, значительно выше на домашнем компьютере.

Когда же нужно было обучать нейросеть на разных кусках датасета, я считал как на CPU, так и на видеокарте. Это практически удваивало скорость.

Безусловно, всё зависит от задач. И на нейросетях с миллионами параметров по идее даже супермногоядерные процессоры должны сдуваться, но для образовательных задач в PyTorch и небольших проектов CPU вполне достаточно.

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2 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

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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]

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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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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

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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.