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Н Новости

Рубрика: VPS на пределе возможностей. LLM на CPU с 8Gb RAM

По работе я привык, что если какая-то нейронка не влезает на GPU-сервер, то первое моё действие — проверить, нет ли модели с квантизацией побольше, либо запросить ещё больше VRAM. Однако не все работают на облачных провайдерах, кто-то у нас ещё и заказывает услуги. А тарифы на GPU-серверы порой заставляют серьёзно задуматься о том, так ли они нужны, особенно когда нет потребности в нейронках на сотни миллиардов параметров. Что, если попробовать делать всё на обычном VPS-тарифе с бюджетом в 5000 рублей в месяц? Да и зачем ограничиваться одними лишь нейронками?

▍ В начале было слово — тариф

Начнём с настройки тарифа на сайте RUVDS в рамках максимальной экономии. Для начала берём NVMe SSD — да, дороже, но даёт простор для экспериментов с расширением SWAP. По скорости, конечно, и близко не как DDR3, но всяко быстрее SWAP на SATA-SSD и тем более HDD. Плюс, в целом скорость работы с файлами и системой будет выше, да и больше стартовых 30 ГБ нам не потребуется. Самые тяжёлые модели, с которыми мы будем работать, будут в пределах 12 миллиардов параметров. К тому же, с квантизацией до 4 бит, так что их вес в среднем вряд ли будет превышать 10 гигабайт.

Ядер берём 4, хотя хотелось бы и побольше. Впрочем, всего хотелось бы побольше, но тогда уже не поместимся в 5000 рублей в месяц. А вот оперативки не жалеем и берём на весь оставшийся бюджет 12 гигабайт. ОС берём, конечно, Linux. За неимением возможности поставить свой ISO-шник выбираю CentOS — RPM-дистрибутивы мне почему-то нравятся больше, чем Debian и его отпрыск Ubuntu.

Теперь ждём пару минут, пока сервер создастся и на почту упадёт логин с паролем для доступа через SSH.

▍ Настраиваем CentOS

Чудесно, сервер запущен. Дело за малым — подключимся к системе в консоли:

ssh root@IP-Адрес

И настроим немного систему:


dnf update
dnf install epel-release  # Включаем репозиторий с дополнительными пакетами
dnf install tar nano htop ncdu

Так как работать мы будем в этом посте с нейронками, нам потребуется инференс для их запуска. Воспользуемся для этого Ollama:


curl -fsSL https://ollama.com/install.sh | sh

И интереса ради проверим, сколько у нас осталось свободного места на диске через ncdu.

Как можно заметить, Ollama уже «отъела» 4.2 ГБ из доступных нам 30, хотя ncdu некорректно показывает доступное дисковое пространство, указывая на 128 ТБ. Что, скорее всего, является фактическим объёмом дискового накопителя на хостовой системе, где крутится наша скромная VPS-ка.

Если же мы посмотрим доступное нам дисковое пространство с помощью duf, который для начала надо скачать и установить:


curl -LO https://github.com/muesli/duf/releases/download/v0.6.2/duf_0.6.2_linux_amd64.rpm
dnf install duf_0.6.2_linux_amd64.rpm

То мы увидим уже реальное положение дел.

Совет на будущее: ollama rm "Название Модели" нормально их не удаляет; скачанные модели остаются по расположению /root/.ollama/models/blobs, и удалять их придётся вручную через rm. Что не так важно на локальной системе с терабайтами дискового пространства, но может устроить неприятный сюрприз в рамках ограниченных 30 ГБ.

▍ Запускаем Ollama

Для начала протестируем на чём-нибудь полегче — запустим вышедшую этой осенью LLaMA 3.2 на 3 миллиарда параметров без квантизации.

Введём в консоли:


ollama run llama3.2:3b-text-fp16

И вот после недолгого ожидания модель на 6.4 ГБ скачалась.

На мониторинге в htop наблюдаем следующую картину во время инференса введённого запроса.

Полученные результаты, мягко говоря, не впечатляют. Если себя так показывает не квантизированная 3B, то смысла тестировать квантизированные версии и 1B достаточно мало. Разве что есть подозрения, что по умолчанию базовая LLaMA крайне сырая, и чудесами дообучения и донастройки из неё можно сделать конфетку даже в квантизированном виде. По крайней мере, мой активный опыт по работе до этого с генеративными нейронками, производными от Stable Diffusion, заставляет меня верить в подобный сценарий. Спустя 2 года с выхода Stable Diffusion 1.5 она стабильно продолжает выдавать результат лучше и быстрее, но в комбинации с дообучением, LoRA, апскейлерами, заточенными под конкретный стиль, и прочими модификациями.

▍ Open Web UI

К слову о Stable Diffusion. Пусть цель цикла этих статей заключается в том, чтобы попробовать с имеющимися ресурсами сделать приближённые к реальности демо-прототипы реальных коммерческих сервисов и применений как нейронок, так и всего остального, что потянет наша VPS. Это не значит, что нельзя это делать с комфортом, а исключительно минималистично в консоли. Та же Stable Diffusion стала доступной для ряда не сильно технически подкованных пользователей благодаря разнообразию и простоте её графических интерфейсов — от легендарного A1111 до комбайна, я бы даже сказал блендера, ComfyUI. Так что для дальнейшей работы с нейронками я предлагаю установить на локальной Linux-машине веб-интерфейсы для взаимодействия с Ollama — Open Web UI.

На моей домашней системе через pip в venv ставиться он не захотел, ругаясь на то, что у меня слишком свежая версия Python. Ишь, какой важный! Делать ему venv с персональной для него версией Python я, конечно же, не буду.

Так что ставить его будем через Docker. На моей локальной системе он уже давно стоит, но если у вас также ОС на основе Arch Linux и он не установлен, то делается это следующим образом:


sudo pacman -S docker
sudo systemctl start docker.service
sudo systemctl enable docker.service

И чтобы каждый раз не писать sudo вместе с docker:


sudo usermod -aG docker $USER
newgrp docker

Теперь установим Open Web UI с помощью следующей команды:


docker run -d --network=host -v open-webui:/app/backend/data -e OLLAMA_BASE_URL=http://127.0.0.1:11434 --name open-webui --restart always ghcr.io/open-webui/open-webui:main

Проверим на docker ps, что всё запустилось, а также через docker logs open-web-ui. Там мы должны увидеть соответствующие логи.

Переходим по ссылке http://0.0.0.0:8080, и нас наконец-то встречает заветный веб-интерфейс. Жмём в нём на стрелочку Get started.

И далее, в лучших заветах разработчиков WordPress, с какого-то перепугу в self-host сервисе видим преграду в виде полей, требующих от нас ввода имени, почты и пароля. Как утверждают разработчики Open Web UI, это нужно для удобства, хранится всё локально и при желании отключается. Но одобрять такое я всё равно не буду, однако продолжим.

После этого открываем ещё одну консоль и подключаемся по SSH с пробросом локальных портов:


ssh -L 11434:127.0.0.1:11434 root@IP_Адрес

Эти же порты использует Ollama, когда мы запускаем её сервер на команду ollama serve.

Далее возвращаемся обратно в Open Web UI, нажимаем на профиль, открываем Настройки администратора и в Ollama API вводим тот же адрес, для которого мы пробрасывали порты.

Нажимаем на кнопку синхронизации, и если высветилось зелёное «Соединение с сервером проверено», то значит всё прошло успешно. И теперь в выборе модели наконец-то должна быть доступна наша LLaMA 3.2B, которую мы, впрочем, скоро удалим.

Дадим ей второй шанс и посмотрим, будет ли разниться обработка запроса через консоль и через Open Web UI.

И… впечатления не очень, словно я веду разговор с генератором рандомных фраз, который очень, очень косвенно отталкивается от запрошенного. Я не смог получить от 3B ни хотя бы просто Hello World, ни банально приветствие.

Но зато 3B по необъяснимой причине очень любит городить гигантские простыни текста, и пример, на который она потратила почти 4 минуты, даже не самый длинный. Что интересно, ведёт она себя также и просто в консоли, без Web UI.

▍ LLaMA 3.2 Vision 11B

Ну чтож, перейдём тогда к чему-то более серьёзному — к мультимодальной LLaMA 3.2 на 11 миллиардов параметров. Мультимодальность заключается в том, что к ней прикрутили обработку визуальной информации. Что, впрочем, делало и сообщество в многочисленных форках LLaMA до выхода версии 3.2. И вот теперь посмотрим, насколько она будет хороша на практике, надеюсь, хотя бы чуть меньшим недоразумением, чем 3B. Однако, в силу наших ограничений, 11B мы уже возьмём квантизированную.

И перед этим не забудем удалить 3B:


rm -rf /root/.ollama/models/blobs/*

Запускаем:


ollama run llama3.2-vision:11b-instruct-q4_K_M

▍ ZRAM

Пусть и квантизированной до 4-битной точности, но мультимодальной и 11-миллиардной LLaMA на удивление потребовалось даже меньше места на диске, чем не квантизированной версии.

А теперь попробуем её запустить ииии… ничего. Памяти слишком мало. Точнее, её было слишком мало, как можно было заметить ранее в htop, у сервера 13 ГБ SWAP. Из них 1 ГБ — это физический SWAP по умолчанию, выделенный при создании VPS, а остальные 12 ГБ — заслуга ZRAM. Это модуль ядра Linux, позволяющий создавать виртуальный SWAP в самой оперативной памяти за счёт сжатия и разжатия информации прямо в ней, с платой в виде использования ресурсов процессора на это, но куда большей скоростью, чем SWAP, размещаемый даже на самом быстром NVMe-накопителе.

Подключить ZRAM достаточно просто. Можно либо с помощью дополнительного пакета zram-generator, либо полностью вручную, что я и сделал.

Создаём файл для загрузки модуля ZRAM в ядре:


sudo nano /etc/modules-load.d/zram.conf

И вставляем туда:


zram

Файл для настройки модуля ZRAM:


sudo nano /etc/modprobe.d/zram.conf

Содержимое:

options zram num_devices=1

Задаём размер раздела:


sudo nano /etc/udev/rules.d/99-zram.rules

Содержимое:

KERNEL=="zram0", ATTR{disksize}="12G", TAG+="systemd"

Создаём файл для процесса в systemd:


 nano /etc/systemd/system/zram.service

Содержимое:

[Unit]
Description=Swap with zram
After=multi-user.target

[Service]
Type=oneshot
RemainAfterExit=true
ExecStartPre=/sbin/mkswap /dev/zram0
ExecStart=/sbin/swapon /dev/zram0
ExecStop=/sbin/swapoff /dev/zram0

[Install]
WantedBy=multi-user.target

Включаем процесс:


systemctl enable zram

Далее перезапускаем сервер.

Проверяем командой zramctl — у вас должен быть аналогичный вывод в консоли.

▍ Запускаем LLaMA 3.2 Vision 11B

Ну что ж, поехали! Смотрим для начала в htop — результаты удивляющие, модель даже не залезла в SWAP, ей хватило всего 8.5 ГБ. Но как же так? Я же только недавно говорил, что памяти не хватило и я нагородил всю эту историю с ZRAM. Всё так и было, но это осталось за кадром, когда я экспериментировал с иной конфигурацией VPS, где было 90 ГБ NVMe, так как хотел сразу установить ряд нейронок, которые собирался протестировать в этом и последующих постах. И не хотелось их удалять и устанавливать по новой, но в итоге всё-таки было принято решение в рамках бюджета 5000 рублей на месяц пожертвовать накопителем и набрать ещё +4 ГБ оперативки вместо изначальных 8 ГБ + 8 ГБ ZRAM.

И 11B Vision порадовала. Ответ, конечно, не идеальный, но на несколько порядков лучше бреда, который несла 3B без квантизации. Да, оперативной памяти ей надо побольше, но в рамках 12 ГБ, из которых она воспользовалась всего 8.5 ГБ, работала довольно шустро. Плюсом ко всему ZRAM не отъедал процессорное время, которое у нас за неимением GPU используется для инференса.

К слову, что интересно, в интернете нигде нет внятных тестов, сколько именно и в какой пропорции ZRAM отъедает от процессора. Хотя модуль по умолчанию включён во многих дистрибутивах, а также по умолчанию работает на всех устройствах с Android, но, видимо, многомиллиардные мегакорпорации в который раз решили забить на бенчмарки и жить по принципу «Ладно! И так сойдёт!».

А теперь проверим, сможет ли с нашими ресурсами 11B Vision справиться с распознанием изображения. В оставшихся за кадром тестах на 8 ГБ RAM + 8 ГБ ZRAM переварить это она, к сожалению, не смогла.

Тут же наблюдается, что реальная RAM полностью занята и пришлось одолжить ей 4 ГБ у ZRAM, то есть будь тут 16 ГБ реальной RAM, в SWAP система, скорее всего, бы не полезла.

С поправкой на то, что часть оперативной памяти нужна ещё и самой ОС, для сравнения при запуске на GPU от NVIDIA квантованная до 4-битной точности LLaMA у меня занимала всего лишь 9 ГБ VRAM во время инференса.

Что же получилось в этот раз? Эм, ну… как бы модель и ответила, и даже в этот раз не упала, пытаясь всё это дело переварить, но описание вообще никак не связано с данной картинкой. Что крайне странно, так как во время инференса на GPU модель достаточно точно определила текст, обстановку, ещё и с японского на русский перевела. Ну что ж, такие результаты всё равно говорят о непригодности использования в рамках демо, которое хотя бы отдалённо было приближено к чему-то коммерческому, даже в самом зачатке. Девять с половиной минут на инференс изображения — это за гранью добра и зла. Хотя результат чисто текстового инференса получился достаточно неплохим.

▍ LLaVA

Ну что ж, попробуем что-нибудь ещё. Не будем отходить слишком далеко от семейства LLaMA и проверим на эффективность один из популярных мультимодальных форков — LLaVA.

Запускаем:

ollama run llava:7b

Пока что радует достаточно скромное потребление оперативной памяти во время инференса текстового запроса — всего лишь чуть больше 5 ГБ.

И ответ наконец-то тоже порадовал — после стольких неудачных попыток языковая модель передала нормальный привет, как и запрашивалось! Ура! Надеюсь, она также порадует и в распознавании изображения… Стоп, почему ты продолжаешь генерировать… Ладно, видимо штраф за частоту для этой модели нужно будет ставить выше, чем по умолчанию. Впрочем, с её скоростью генерации и точностью такое пока прощается.

При запросе описать изображение изменений на мониторинге в htop пока что подозрительно мало, потребление оперативной памяти возросло совсем незначительно.

Хм, результат кривоватый, но уже неплохо. Интересно теперь перескочить сразу на 13B и посмотреть, что она покажет. Хотя почти 2 минуты на описание картинки — это тоже, ну такое. Впрочем, вокруг этого уже что-то можно придумать.

▍ LLaVA 13B Q2

Но дабы было интереснее и полезнее в рамках условий теста, запустим совсем «кроху», весящую скромные 5 ГБ, квантизированную до 2-битной точности:

ollama run llava:13b-v1.6-vicuna-q2_K

Перейдём с места в карьер и посмотрим на мониторинг при попытке анализа изображения — заметно, что больше потребляется оперативной памяти, уже 7 ГБ.

А вот итоговый результат оказался разочаровывающим, так ещё и по времени занял больше, чем у модели на 7 миллиардов параметров. Видимо, в данном случае квантизация до 2-битной точности всё-таки была перебором. Но не проверишь — не узнаешь, особенно с учётом всего многообразия нейронок в свободном и закрытом доступе, а также их форков, альтернативных фронтендов для них и т. д. В бенчмарках по типу AI-арены и то не всех, и не все форки, не все виды квантизации, так что полезную конкретно для вашего случая модель крайне легко упустить, если вы вообще обратите на неё внимание.

▍ Подводим итоги

Результаты получились неоднозначные. Может показаться, что я разочарован, однако это не так, а ровно наоборот. Хоть я ещё когда только появилась llama.cpp видел, как её запускают и на смартфонах, и на Raspberry Pi, всё равно удивляет, что на обычной VPS-ке могут крутиться даже свежие, мультимодальные нейронки, пусть и с переменным успехом. Порадовал ещё и ZRAM, доказав свою полезность в таких экстремально ограниченных условиях.

Что дальше? Вместо того чтобы растягивать эту серию постов на ещё с десяток обзоров, как нейронки разных семейств моделей и разных квантизаций отвечают на 1–2 предложения и пытаются переваривать изображения, подход будет иной. Вне зависимости от того, как хороша или плоха нейронка, буду пытаться придумать, как в рамках условий VPS обернуть её в какое-то полноценное приложение/сервис/внутрикорпоративную службу и на основе этого уже делать выводы. Впрочем, постов выйдет в любом случае немало, так как в процессе создания этой статьи наткнулся на ряд забытых за ненадобностью, но бывших интересных мне проектов, а также нашёл ряд новых.

Буду рад, если поделитесь в комментариях советами и пожеланиями, что стоило бы изменить в статье и что затронуть в новых. Отдельно также будет интересно обсудить, как можно было бы точно замерить и сформулировать бенчмарк о влиянии ZRAM на загрузку процессора.

Всем спасибо за прочтение, до встречи!

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12 нояб. 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

Web-site. https://trustgeekshackexpert.com/ Tele-Gram, trustgeekshackexpert During the pandemic, I ventured into the world of cryptocurrency trading. My father loaned me $10,000, which I used to purchase my first bitcoins. With diligent research and some luck, I managed to grow my investment to over $350,000 in just a couple of years. I was thrilled with my success, but my excitement was short-lived when I decided to switch brokers and inadvertently fell victim to a phishing attack. While creating a new account, I received what seemed like a legitimate email requesting verification. Without second-guessing, I provided my information, only to realize later that I had lost access to my email and cryptocurrency wallets. Panic set in as I watched my hard-earned assets disappear before my eyes. Desperate to recover my funds, I scoured the internet for solutions. That's when I stumbled upon the Trust Geeks Hack Expert on the Internet. The service claimed to specialize in recovering lost crypto assets, and I decided to take a chance. Upon contacting them, the team swung into action immediately. They guided me through the entire recovery process with professionalism and efficiency. The advantages of using the Trust Geeks Hack Expert Tool became apparent from the start. Their team was knowledgeable and empathetic, understanding the urgency and stress of my situation. They employed advanced security measures to ensure my information was handled safely and securely. One of the key benefits of the Trust Geeks Hack Expert Tool was its user-friendly interface, which made a complex process much more manageable for someone like me, who isn't particularly tech-savvy. They also offered 24/7 support, so I never felt alone during recovery. Their transparent communication and regular updates kept me informed and reassured throughout. The Trust Geeks Hack Expert Tool is the best solution for anyone facing similar issues. Their swift response, expertise, and customer-centric approach set them apart from other recovery services. Thanks to their efforts, I regained access to my accounts and my substantial crypto assets. The experience taught me a valuable lesson about online security and showed me the incredible potential of the Trust Geeks Hack Expert Tool. Email:: trustgeekshackexpert{@}fastservice{.}com WhatsApp + 1.7.1.9.4.9.2.2.6.9.3
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

In the vast and often treacherous realm of online investments, I was entangled in a web of deceit that cost me nearly $45,000. It all started innocuously enough with an enticing Instagram profile promising lucrative returns through cryptocurrency investment. Initially, everything seemed promising—communications were smooth, and assurances were plentiful. However, as time passed, my optimism turned to suspicion. Withdrawal requests were met with delays and excuses. The once-responsive "investor" vanished into thin air, leaving me stranded with dwindling hopes and a sinking feeling in my gut. It became painfully clear that I had been duped by a sophisticated scheme designed to exploit trust and naivety. Desperate to recover my funds, I turned to online forums where I discovered numerous testimonials advocating for Muyern Trust Hacker. With nothing to lose, I contacted them, recounting my ordeal with a mixture of skepticism and hope. Their swift response and professional demeanor immediately reassured me that I had found a lifeline amidst the chaos. Muyern Trust Hacker wasted no time in taking action. They meticulously gathered evidence, navigated legal complexities, and deployed their expertise to expedite recovery. In what felt like a whirlwind of activity, although the passage of time was a blur amidst my anxiety, they achieved the seemingly impossible—my stolen funds were returned. The relief I felt was overwhelming. Muyern Trust Hacker not only restored my financial losses but also restored my faith in justice. Their commitment to integrity and their relentless pursuit of resolution were nothing short of remarkable. They proved themselves as recovery specialists and guardians against digital fraud, offering hope to victims like me who had been ensnared by deception. My gratitude knows no bounds for Muyern Trust Hacker. Reach them at muyerntrusted @ m a i l - m e . c o m AND Tele gram @ muyerntrusthackertech
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

Bitcoin Recovery Services: Restoring Lost Cryptocurrency If you've lost access to your cryptocurrency and unable to make a withdrawal, I highly recommend iBolt Cyber Hacker Bitcoin Recovery Services. Their team is skilled, professional, and efficient in recovering lost Bitcoin. They provide clear communication, maintain high security standards, and work quickly to resolve issues. Facing the stress of lost cryptocurrency, iBolt Cyber Hacker is a trusted service that will help you regain access to your funds securely and reliably. Highly recommended! Email: S u p p o r t @ ibolt cyber hack . com Cont/Whtp + 3. .9 .3. .5..0. .9. 2. 9. .0 .3. 1 .8. Website: h t t p s : / / ibolt cyber hack . com /
16.09.24 00:11 marcusaustin

Bitcoin Recovery Services: Restoring Lost Cryptocurrency If you've lost access to your cryptocurrency and unable to make a withdrawal, I highly recommend iBolt Cyber Hacker Bitcoin Recovery Services. Their team is skilled, professional, and efficient in recovering lost Bitcoin. They provide clear communication, maintain high security standards, and work quickly to resolve issues. Facing the stress of lost cryptocurrency, iBolt Cyber Hacker is a trusted service that will help you regain access to your funds securely and reliably. Highly recommended! Email: S u p p o r t @ ibolt cyber hack . com Cont/Whtp + 3. .9 .3. .5..0. .9. 2. 9. .0 .3. 1 .8. Website: h t t p s : / / ibolt cyber hack . com /
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

In the world of Bitcoin recovery, Pro Wizard Gilbert truly represents the gold standard. My experience with Gilbert revealed just how exceptional his methods are and why he stands out as the premier authority in this critical field. When I first encountered the complexities of Bitcoin recovery, I was daunted by the technical challenges and potential risks. Gilbert’s approach immediately distinguished itself through its precision and effectiveness. His methods are meticulously designed, combining cutting-edge techniques with an in-depth understanding of the Bitcoin ecosystem. He tackled the recovery process with a level of expertise and thoroughness that was both impressive and reassuring. What sets Gilbert’s methods apart is not just their technical sophistication but also their strategic depth. He conducts a comprehensive analysis of each case, tailoring his approach to address the unique aspects of the situation. This personalized strategy ensures that every recovery effort is optimized for success. Gilbert’s transparent communication throughout the process was invaluable, providing clarity and confidence during each stage of the recovery. The results I achieved with Pro Wizard Gilbert’s methods were remarkable. His gold standard approach not only recovered my Bitcoin but did so with an efficiency and reliability that exceeded my expectations. His deep knowledge, innovative techniques, and unwavering commitment make him the definitive expert in Bitcoin recovery. For anyone seeking a benchmark in Bitcoin recovery solutions, Pro Wizard Gilbert’s methods are the epitome of excellence. His ability to blend technical prowess with strategic insight truly sets him apart in the industry. Call: for help. You may get in touch with them at ; Email: (prowizardgilbertrecovery(@)engineer.com) Telegram ; https://t.me/Pro_Wizard_Gilbert_Recovery Homepage ; https://prowizardgilbertrecovery.info
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]

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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.
04:41 [email protected]

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15:26 cliftonhandyman

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