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Как подружить PyTorch и старые видеокарты AMD с помощью pytorch_dlprim

Когда начинаешь изучать или использовать машинное обучение, то думаешь, как приспособить те устройства, которые есть в наличии, чтобы снизить свои траты на вход. И, в частности, обладатели довольно мощных старых карт AMD (типа AMD Fury), на которых легко идут довольно тяжёлые игры типа Cyberpunk 2077 или Atomic Heart, сталкиваются с тем, что эти GPU бесполезны для PyTorch и других фреймворков машинного обучения. Также есть редкие карты других брендов, типа Intel Arc или китайские, которые тоже можно прикрутить к PyTorch, но об этом мало кто знает.

В этой статье я приведу подход, который в некоторых случаях может помочь. Он сыроват, но других работающих вариантов под PyTorch я не нашёл. Итак, речь пойдёт о проекте израильского разработчика Артёма Бейлиса (Тонких) pytorch_dlprim.

Предыстория проекта pytorch_dlprim

Артём Бейлис — человек широко известный в узких кругах тем, что в своё время написал CMS для сайтов и шаблонизатор на чистом C++. Самый частый вопрос в FAQ этого проекта звучит так: «Вы сумасшедший или мазохист?»

Его, как и многих других, расстраивало то, что хорошее (но старое, до эпохи ROCm) железо AMD и других брендов нельзя использовать в современных фреймворках машинного обучения, хотя оно поддерживает вычисления общего назначения через OpenCL. К слову говоря, в какой-то степени это универсальная проблема. Которая касается и Nvidia, которая не выпускает новейшие версии CUDA для карт прошлых поколений.

AMD с появлением ROCm и ROCm HIP (аналог CUDA) тоже не решила проблему, так как каждая следующая версия ROCm отказывалась от поддержки какого-то предыдущего поколения видеокарт. В данный момент ROCm 6.2 поддерживает Radeon 7900, Radeon VII, ускорители MI100, MI210, MI250, MI300 и некоторые модели PRO-карт. Это очень и очень скудная поддержка.

Почему я тут вообще заговорил о ROCm? Потому что PyTorch с недавних пор начал работать с ROCm.

Но ROCm поддерживает очень мало видеокарт AMD. И только под Linux.

Суть проекта pytorch_dlprim

Так вот, возвращаемся к Артёму Бейлису. Этот титан мысли (без доли сарказма) задумал подружить все устройства с поддержкой OpenCL с фреймворками машинного обучения.

Идея такая: OpenCL — это очень похожая на CUDA вещь. Тот же Си-подобный синтаксис. Похожие цели. Поэтому Артём понял, что если устройство поддерживает OpenCL, то его можно использовать в машинном обучении. Неважно, что за устройство: FPGA, видеокарта, специализированная плата или процессор. Главное, чтобы для него был драйвер OpenCL.

История проекта

Вооружившись недюжинным фанатизмом, он с 2021 года несколько лет тянул этот Сизифов камень. Один. И сделал-таки библиотеку DLPrimitives. Что расшифровывается как «Deep Learning Primitives». Эта библиотека написана на C++ и реализует стандартные функции DL на C++ и OpenCL.

Потом Артём написал бэкенд для Pytorch под названием pytorch_dlprim. И ещё несколько других бэкендов: для Caffe и даже начальную поддержку TensorFlow.

Естественно, период такого фанатизма не может продолжаться вечно, предполагаю, что Артёму нужно как-то зарабатывать на жизнь, кормить семью. А, как я понял, руководство AMD не поняло, что им достаточно нанять одного чувака, чтобы решить кучу проблем с поддержкой старых карт. Поэтому сейчас Артём возвращается к этому проекту примерно раз в полгода.

Автор этой статьи, кстати, тоже отметился внесением большого патча в проект Артёма. Коммита которого мне пришлось ждать 4 месяца. Репозиторий Артёма. В конце статьи ещё дан мой репозиторий, на случай если Артём забросит разработку. Сейчас нужно использовать только его репозиторий, мой на текущий момент устарел.

Однако для многих ситуаций то, что уже Артёмом сделано, решает свои задачи. Иными словами, если не использовать редких функций PyTorch, то мы можем использовать старые карты AMD для обучения и тестирования нейронок в PyTorch.

Устанавливаем pytorch_dlprim под Windows

Естественно, драйвера OpenCL для вашей видеокарты уже должны быть установлены. Часто это происходит автоматически, и, как правило, специально их устанавливать не нужно.

Для того, чтобы избавить пользователей Windows от мук компиляции с недавних пор Артём запустил поддержку бинарных релизов в формате whl. Эти релизы работают, начиная с версии PyTorch 2.4.0.

Достаточно скачать со страницы релизов файл whl для нужной версии python, а потом установить примерно такой командой:

pip install pytorch_ocl-0.1.0+torch2.4-cp312-none-win_amd64.whl

В самом коде достаточно сделать:

import pytorch_ocl
# Цифра после ocl может быть любой, но скорее всего 0 или 1. Зависит от числа поддерживаемых OpenCL-платформ
device=torch.device("ocl:1")

Для того, чтобы можно было приступить к экспериментам. Однако, если вы работаете с PyTorch 1.13, то компилировать всё-таки придётся.

Как я запустил под Linux PуTorch на AMD Radeon Fury и Radeon R9 280X

Вообще, дела у AMD с поддержкой OpenCL под Linux у старых карт обстоят плохо. Есть несколько вариантов OpenCL и большинство из них уже не поддерживаются или убраны из публичного доступа. Есть даже отдельный проект I-love-compute, который помогает разобраться в этом винегрете. Причём это касается как старых карт AMD, так и карт Nvidia.

Иногда получается с помощью I-love-compute включить поддержку OpenCL у старых карт на новых дистибутивах, а иногда нет.

Мне же помогла Mesa, это драйвера OpenCL с открытым исходным кодом. Дело в том, что Mesa использует LLVM для генерации кода на GPU. И с некоторых пор LLVM стал поддерживать бэкенд amdgpu для генерации кода для GPU от архитектуры r600 и GCN 1.0 и выше.

Как говорится, лучше поздно, чем никогда.

▍ Активируем поддержку rusticl в Mesa 3D

Поддержка OpenCL 3.0 для старых карт реализована в Mesa через модуль на языке Rust под названием rusticl. Иногда его требуется активировать. Если эта поддержка уже и так активна, то делать ничего не нужно. Проверяем так:

clinfo

Если в выводе мы видим что-то подобное:

Platform Name                                   rusticl
Number of devices                                 1
  Device Name                                     AMD Radeon R9 Fury Series (radeonsi, fiji, LLVM 17.0.6, DRM 3.57, 6.8.9-calculate)
  Device Vendor                                   AMD
  Device Vendor ID                                0x1002
  Device Version                                  OpenCL 3.0

То rusticl уже активен, тогда просто запоминаем номер платформы. У меня rusticl идёт второй платформой в выводе clinfo, нумерация начинается с нуля, так что номер rusticl — это 1.

Если же rusticl нет в выводе поддерживаемых платформ, то нужно экспортировать переменную

RUSTICL_ENABLE=radeonsi

В данном случае я привёл переменную для карт AMD семейства Southern Islands, для вашего семейства она может быть другой.

Проверку тогда делаем так:

RUSTICL_ENABLE=radeonsi clinfo

Если платформа rusticl появилась, то всё отлично. И эту переменную среды можно вписать в файл, который при загрузке компа будет её активировать.

У меня это файл radeonsi.sh, который лежит в /etc/profile.d.

export RUSTICL_ENABLE=radeonsi

▍ Компилируем pytorch_dlprim

В принципе сейчас это необязательная вещь, так как в проекте появились whl-файлы, но они всегда будут отставать от актуальной версии кода. Но если вы используте PyTorch 1.13, то без компиляции никак не обойтись.

Но в ней нет ничего сложного. Клонируем с github и компилируем. Мы должны находиться в виртуальном окружении питона.

Активируем окружение:

. your_path_ve/bin/activate

Компилируем:

# Проект dlprimitives вложен, поэтому ключ --recurse-submodules
git clone --recurse-submodules https://github.com/artyom-beilis/pytorch_dlprim.git
cd pytorch_dlprim
mkdir build
cd build
cmake -DCMAKE_PREFIX_PATH=$VIRTUAL_ENV/lib/python3.10/site-packages/torch/share/cmake/Torch ..
make

При компиляции возможны предупреждения. Игнорируем. Компиляция идёт несколько минут. Это нормально. C++ компилируется медленнее, чем С.

Для ускорения вместо make можем использовать:

# Если у нас 12 логических или физических ядер
make -j12

Если у нас PyTorch 1.13.1 получим библиотеку libpt_ocl.so. У меня она вышла 32 МБ весом. Её можно положить, например, в /usr/local/lib64.

Если же у нас PyTorch 2.4.*, то получим папку pytorch_ocl, а в ней библиотеку примерно на 50 МБ и питон-обвязку к ней. В случае виртуального окружения pytorch_ocl потом нужно скопировать в папку site-packages.

Далее можно подняться на уровень выше и запустить тесты mnist.py и test.py. Чтобы они заработали, в коде тестов или в командной строке нужно подставлять правильный номер платформы. Мне пришлось 0 заменять на 1.

python mnist.py --device ocl:1
# В коде менял privateuseone:0 на privateuseone:1 для PyTorch 1.13.1
python test.py

Скрипт mnist.py может вылететь с ошибкой, об этом нужно сказать Артёму. А вот test.py у меня нормально отрабатывает.

▍ Подключаем pytorch_dlprim к PyTorch 1.13

Далее, в *.py файлах мы подключаем новый бэкенд так:

torch.ops.load_library("/usr/local/lib64/libpt_ocl.so")
# номер платформы может быть другим
device = torch.device("privateuseone:1")

▍ Подключаем pytorch_dlprim к PyTorch 2.4

import pytorch_ocl
# Цифра после ocl может быть любой, но скорее всего 0 или 1. Смотрим через clinfo. Детали выше в статье.
device=torch.device("ocl:1")

Смотрим загрузку GPU во время работы с нейросетями

Есть 2 утилиты: старая и новая. Старая — это radeontop, более новая — это amdgpu_top. Устанавливаем их через пакетный менеджер вашего дистрибутива или компилируем из исходников.

Вот так выглядит вывод amdgpu_top без нагрузки:

А вот я обучаю нейросеть:

Что может и что не может pytorch_dlprim

На странице проекта Артём пишет, что протестировал много нейросетей из PyTorch, и они по большей части успешно отработали.

Мне не нужны были стандартные тестовые сетки, и я столкнулся с тем, что при использовании базовых функций всё работало, но при создании хитрых конвееров средствами PyTorch — нет.

Например, такая штука не работала из-за отсутствия поддержки функций torch.index_select и torch.logical_xor:

# Ищем индекс с максимальным значением, если он совпадает, то засчитываем угадывание.
correct_curr =  torch.index_select(y, 1, torch.tensor(0).to(device)).squeeze(1).logical_xor(pred.argmax(1)).type(torch.int).sum().item()

Но когда я придумал более простой аналог, то pytorch_dlprim справился:

correct_curr = pred.argmax(1).eq(y.argmax(1)).int().sum()

Иными словами, если работать с базовыми функциями, то вполне можно извлечь пользу в DL от старых GPU в PyTorch.

Разные версии OpenCL

AMD за всё время сделала несколько версий OpenCl. И несмотря на то, что их не так-то просто использовать, в некоторых случаях они могут работать быстрее rusticl. Но намного капризнее. Так как возможны конфликты библиотек. И то, что работало ранее, может перестать работать после какого-то обновления. По-хорошему было бы прекрасно их как-то в докер-образы запаковать, а пока есть только проект I-love-compute.

У Mesa также есть более старый проект Clover для OpenCL. В каких-то случаях старого железа он может быть тоже актуален.

Прелесть проекта Артёма Бейлиса заключается в том, что устройство должно поддерживать OpenCL для интеграции с PyTorch, а что это будет за устройство — неважно. Он писал, что люди и с видеокартами Intel и даже FPGA использовали его проект.

Совместимые версии PyTorch

Я использовал pytorch_dlprim с версией PyTorch 1.13, так как с 2.2.1 было уж очень много предупреждений (warnings). Артём говорит, что с версией 2.4 уже работает нормально. С версиями 2.0-2.3 возможны проблемы.

Статус проекта

В данный момент проект активно развивается. Внедрены эпохальные изменения, упрощающие установку, поддерживается последняя версия PyTorch 2.4.0. Артём дорабатывает код, чтобы на pytorch_dlprim заработала нейросеть YOLO, предназначенная для онлайн-распознавания объектов и сегментации изображений. Также он купил видеокарту Intel Arc, чтобы улучшить поддержку этой платформы. Есть блог разработки (редкообновляемый).

Однако история показывает, что Артём может пропасть на несколько месяцев, и в это время вы не дождётесь ответа на ваш тикет. Сейчас у него как раз период активности. Поэтому прошу всех заинтересованных лиц потестировать его проект и прислать ему ошибки, пока у него опять есть запал.

Мне лично пришлось написать несколько патчей, чтобы использовать pytorch_dlprim в своём проекте. И если Артём опять пропадёт с радаров, то я на всякий случай оставлю ссылку на мой репозиторий, так как есть вероятность, что код в нём будет свежее, чем в его оригинальном. Как было последние 4 месяца, которые ему потребовались, чтобы принять мой большой пул-реквест (патч).

Проект pytorch_dlprim нуждается в помощи сообщества, так как многие простые функции до сих пор не написаны. Если вы хотя бы немного знаете OpenCL и средне С++, то можете принести пользу сообществу.

Пожалуйста, тестируйте и присоединяйтесь к разработке!

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20 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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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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27.08.24 12:50 James889900

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06.09.24 01:35 Celinagarcia

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06.09.24 01:44 Celinagarcia

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23.09.24 18:56 matthewshimself

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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.
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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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