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Н Новости

Мы потратили 320 тысяч рублей ради Nvlink для нейросетей. Но был ли в этом смысл?

Привет Хабр, с вами снова ServerFlow. И да, мы потратили 320 тысяч рублей, чтобы проверить, есть ли какой-то толк от Nvlink при развертывания нейросетей? Тесты мы провели на двух видеокартах Nvidia A5000 24GB, сначала объединённые NVLink, а после без него. Для наглядности теста нами была выбрана последняя языковая модель LLaMA 3.2 на 90 миллиардов параметров. Что у нас в итоге вышло – сможете узнать ниже в посте.

Тестовый стенд ServerFlow

Мотивацией проведения этого теста послужила позиция Nvidia в отношении NVLink. Компания представляет эту технологию как премиальную функцию, доступную только для избранных видеокарт. NVLink имеет два ключевых преимущества: во-первых, пропускная способность протокола значительно выше, чем у PCI, а во-вторых, чипы видеокарт связаны напрямую в обход процессора. Теоретически, эти особенности должны обеспечивать более высокую скорость выполнения задач.

Рост максимальной пропускной способности NVLink

На текущий момент на рынке доступен PCI 5.0 X16 и его пропускная способность составляет 63GB/s. Для сравнения, даже у первого поколения NVLink максимальная пропускная способность составляла 160GB/s – почти в 2.5 раза быстрее. В нашем случае с NVIDIA A5000 картина следующая: видеокарты используют шину PCIe 4.0 x16 с пропускной способностью 32GB/s, в то время как их NVLink обеспечивает скорость передачи данных 112GB/s – более чем в три раза быстрее.

Однако стоит отметить важный момент: даже такая впечатляющая скорость NVLink всё равно значительно уступает пропускной способности памяти самих GPU (в 6-7 раз медленнее). Тем не менее, главное преимущество NVLink остается неизменным – это не только более высокая скорость передачи данных по сравнению с PCIe, но и возможность работы в обход процессора, что теоретически должно повышать эффективность при определенных сценариях использования.

Однако возникает важный вопрос: насколько критична эта разница в скорости для работы с нейросетями? В теории более быстрое соединение между GPU должно давать преимущество, особенно при параллельной обработке данных. И хотя технические характеристики NVLink выглядят впечатляюще, реальная производительность в задачах машинного обучения может существенно отличаться от теоретической.

От теории к практике

Тестовый стенд в наших опытах остался неизменным. Для тех, кто пропустил наши прошлые эксперименты, а также чтобы освежить память постоянным читателям, напомню его характеристики.

Процессор: AMD EPYC™ 7502 (32 ядра / 64 потока, 2.5GHz-3.35GHz, 180W, 128MB L3)
Материнская плата: Supermicro H11SSL-I (Rev 2.0)
Система охлаждения: 4U башенного типа c TDP 240W
Оперативная память: 128GB (8 x 16GB, 3200 MHz, ECC REG)
Системный накопитель: Samsung PM9A1 1TB
Блок питания: Cougar BXM 1000 [CGR BX-1000]

Из изменений, как мы уже говорили в самом начале это две Nvidia A5000 24GB GDDR6 памяти и мостик NVLink, который будет участвовать в тестах.

С момента прошлого тестирования в Москве выпал снег, поэтому тестовый стенд запечатлен уже в зимней заснеженной локации

Подготовка к тестам с NVLink

В nvtop, отличий пока не особо заметно, не сказать бы что они и должны быть в простое, но этот излюбленный нами мониторинг видимо не умеет определять наличие NVLink.

Также стоит отметить, что с выхода мультимодальной большой языковой модели LLaMA 3.2 прошло уже достаточно много времени и её поддержка наконец-то появилась в популярном движке для инференса Ollama, а значит в этот раз нам не придётся писать скрипт для инференса на Python самостоятельно.

Для начала установим Ollama, делается это крайне просто –

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

Следующий шаг — установка модели для тестирования эффективности NVLink. Благодаря увеличенному объему видеопамяти (как на каждой карте, так и суммарно) мы можем использовать действительно мощную модель — LLaMA 3.2 с 90 миллиардами параметров. Это серьезный шаг вперед по сравнению с нашими предыдущими тестами, где мы были ограничены в возможностях из-за меньшего объема доступной памяти.

В наших тестах мы используем версию модели с 4-битной квантизацией. Такой выбор не случаен: несмотря на внушительные 48 гигабайт суммарной видеопамяти наших карт, этого все равно недостаточно для работы с полноценной версией модели в формате FP16. Квантизация до 4 бит позволяет значительно уменьшить требования к памяти при сохранении приемлемого качества работы модели. Это оптимальный компромисс между производительностью и ресурсоемкостью для наших тестов.

ollama run llama3.2-vision:90b-instruct-q4_K_M

И запустим сервер Ollama

ollama serve

Плюс в этот раз мы будем тестировать не из консоли, а через Open Web UI, его поставим в виде Docker-контейера следующей командой –

docker run -d --network=host -v open-webui:/app/backend/data -e OLLAMA_BASE_U

RL=http://127.0.0.1:11434 --name open-webui --restart always ghcr.io/open-webui/open-webui:main

После того как контейнер запустится, сразу перейдём по следующему адресу – http://0.0.0.0:8080/admin/settings

В первый раз потребуется создать аккаунт, да странно, но все данные хранятся локально, а не привязаны к какому-то сервису. По идее можно вовсе это отключить, но в рамках наших тестов, пусть будет по умолчанию.

В настройках, в вкладке соединение указываем адрес до сервера Ollama – http://127.0.0.1:11434

Чтобы избежать ошибок, перед началом тестирования убедитесь, что в настройках выбрана правильная модель. В нашем случае это LLaMA 3.2 90B — именно она будет использоваться для всех последующих тестов производительности.

Тесты с NVLink

Для первого теста мы попросили модель создать примитивный лендинг на основе скриншота реального сайта. Результат оказался не очень впечатляющим, но сейчас нас интересует именно производительность. Сгенерированный код доступен во вкладке 'artifacts', которая по умолчанию отображается справа. Если вкладка скрыта, её можно открыть через меню (три точки в правом верхнем углу).

При тестировании с включенным NVLink скорость генерации составила 2.82 токена в секунду. Последующие тесты с распознаванием изображений показали схожие результаты. Интересно, что при работе с чисто текстовыми запросами модель работает заметно быстрее — в среднем 3.75 токенов в секунду.

Были подозрения, что даже квантизированная модель на 90 миллиардов параметров полностью не может разместиться в 48Gb видеопамяти и Ollama частично отгрузит её в оперативную память, однако этого не произошло и процессор с оперативной памятью по большей части простаивали.
А вот мониторинг видеоускорителей в nvtop оказался более интересным, обе A5000 в процессе инференса судя по графиками потребления видеопамяти и загрузке чипов, большую часть времени не нагружались в равной степени. Мониторинг отображал картину которая больше походила на то, что по какой-то причине в один момент времени была в большей степени загружена либо одна, либо другая видеокарта, хотя иногда нагрузка и была поровну.

Вот так странно LLAMA 3.2 90B потребляет рессурсы наших видеокарт

Тестирование без NVLink

Продолжаем тестировать наши две A5000, но уже без NVLink, для интерактивности попробуем дать LLaMA задание посложнее, пусть вместо лендинга попробует написать клеточный аппарат Конвея, он же “Игра жизнь”. Для конкретики, пусть реализация будет на HTML+CSS+JS.

На удивление, в этот раз модель справилась куда лучше, код даже запустился с первого раза внутри Open Web UI. Но вот скорость инференса пока что в районе погрешности в сравнение с тем когда был установлен NVLink – 3.68 токенов в секунду, что лишь на 0.07 токенов медленнее, чем с NVLink, что всего лишь на 1.86% медленнее. В новых чатах, дабы не было погрешности на увеличившееся контекстное окно, результат остается стабильным, в пределах погрешности с незначительным преимуществом в пользу NVLink.
Интереса ради вернёмся к чату с клеточным аппаратом и попросим добавить функционал, чтобы можно было самостоятельно добавлять клетки к уже случайно сгенерированным. Но это ему сделать уже почему-то не удалось, хотя случайно созданные клетки всё ещё работают. Получившийся код ниже –

Код игры

<!DOCTYPE html>

<head>

<title>Conway's Game of Life</title>

<style>

/* Simple styling for our grid */

.grid {

display: flex;

flex-wrap: wrap;

width: 400px; /* Adjust the size as needed */

}

.cell {

width: 10px; /* Cell size, adjust as needed */

height: 10px;

background-color: white;

border: 1px solid black;

}

.alive {

background-color: black;

}

</style>

</head>

<body>

<button onclick="startGame()">Start Game</button>

// Grid dimensions

const gridSize = 40; // Adjust as needed, must be a square number for simplicity

let grid = [];

let intervalId;

let isDrawing = false;

// Function to create the initial grid and draw it on the page

function createGrid() {

const gridElement = document.getElementById('grid');

gridElement.innerHTML = ''; // Clear any existing content

for (let i = 0; i < gridSize * gridSize; i++) {

const cell = document.createElement('div');

cell.classList.add('cell');

cell.addEventListener('click', handleCellClick);

gridElement.appendChild(cell);

}

// Initialize the grid state

grid = Array(gridSize).fill().map(() => Array(gridSize).fill(false));

}

// Function to draw the current state of the grid on the page

function drawGrid() {

const cells = document.querySelectorAll('.cell');

let index = 0;

for (let i = 0; i < gridSize; i++) {

for (let j = 0; j < gridSize; j++) {

if (grid[i][j]) {

cells[index].classList.add('alive');

} else {

cells[index].classList.remove('alive');

}

index++;

}

// Function to apply the rules of Conway's Game of Life

function nextGeneration() {

const newGrid = Array(gridSize).fill().map(() => Array(gridSize).fill(false));

for (let i = 0; i < gridSize; i++) {

for (let j = 0; j < gridSize; j++) {

let liveNeighbors = countLiveNeighbors(i, j);

if (grid[i][j] && (liveNeighbors === 2 || liveNeighbors === 3)) {

newGrid[i][j] = true;

} else if (!grid[i][j] && liveNeighbors === 3) {

newGrid[i][j] = true;

}

grid = newGrid;

}

// Function to count the number of live neighbors for a cell

function countLiveNeighbors(i, j) {

let count = 0;

const directions = [[-1,-1], [-1,0], [-1,1], [0,-1], [0,1], [1,-1], [1,0], [1,1]];

for (let k = 0; k < directions.length; k++) {

let ni = i + directions[k][0];

let nj = j + directions[k][1];

if (ni >= 0 && ni < gridSize && nj >= 0 && nj < gridSize) {

count += grid[ni][nj] ? 1 : 0;

}

return count;

}

// Function to handle cell click event

function handleCellClick(event) {

if (isDrawing) {

const cell = event.target;

const cells = document.querySelectorAll('.cell');

const index = Array.prototype.indexOf.call(cells, cell);

const i = Math.floor(index / gridSize);

const j = index % gridSize;

grid[i][j] = !grid[i][j];

drawGrid();

}

// Function to start the game

function startGame() {

isDrawing = false;

createGrid();

initializeRandomCells();

intervalId = setInterval(() => {

nextGeneration();

drawGrid();

}, 100);

}

// Function to initialize random cells

function initializeRandomCells() {

for (let i = 0; i < gridSize; i++) {

for (let j = 0; j < gridSize; j++) {

if (Math.random() < 0.2) {

grid[i][j] = true;

}

drawGrid();

}

// Add event listener to start drawing

document.addEventListener('keydown', (event) => {

if (event.key === 'd') {

isDrawing = !isDrawing;

}

});

createGrid();

</script>

</body>

</html>

Теперь проверим как быстро без NVLink модель справится с распознанием текста на скриншоте, для примера попросим описать содержание страницы на нашем сайте в разделе видеокарты для серверов –

И тут что называется, Остапа понесло, суть то страницы была распознана верно, но вот текст, один лишь заголовок. А скорость генерации – 3.14 токенов в секунду, что заметно быстрее, чем 2.82 с NVLink.

На английском результат вышел не сильно лучше, а по скорости, почему-то также быстрее, чем с NVLink – 3.03 токена в секунду.

Подводим итоги

Что же мы имеем в сухом остатке? NVLink, который по всем законам физики и маркетинга должен был дать существенный прирост в скорости обработки нейросетевых задач, показал себя довольно неоднозначно. В чистых текстовых запросах разница оказалась минимальной, а в задачах с распознаванием изображений система без NVLink и вовсе показала себя быстрее.

Однако важно понимать, что NVLink — это не универсальное решение для всех задач. Его реальная ценность проявляется в специфических сценариях, особенно при работе с моделями, которые слишком велики для размещения на одном GPU. Но даже здесь для получения значимого преимущества требуется тщательная оптимизация и специальная настройка под конкретную задачу. Это не та технология, которую можно просто подключить и сразу получить прирост производительности "из коробки".

Для тех, кто только начинает работу с нейросетями и планирует использовать несколько видеокарт, рекомендация простая: начните с базовой конфигурации двух карт без NVLink. Этого будет достаточно для большинства задач инференса и базового обучения. А вот энтузиастам, готовым глубоко погрузиться в оптимизацию и настройку моделей под свои специфические задачи, NVLink может предоставить дополнительные возможности для экспериментов.

Что касается наших Nvidia A5000 — несмотря на неоднозначные результаты с NVLink, сами видеокарты имеют крайне большой потенциал для интеграции в GPU сервера как по отдельности, так и в связке. Они достаточно современные чтобы поддерживать большую часть современных технологий, в особенности различные виды вычислений с плавающей запятой, а также имеют большое количество видеопамяти и самое главное для серверов – стандартизированные габариты и турбинная система охлаждения. В сегменте обычных потребителей за схожую цену можно взять к примеру RTX 4090, которая будет несколько мощнее в силу своей новизны, но из-за её габаритов и расположения разъёмов питания, в большую часть серверов её банально не получится разместить.

А что думаете вы? Есть ли у вас опыт использования NVLink в других сценариях? Особенно интересно услышать истории тех, кто работал над оптимизацией моделей специально под NVLink — в каких случаях удалось раскрыть потенциал этой технологии? Делитесь своими историями в комментариях.

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25 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

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26.06.24 18:46 Jacobethannn098

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

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04.07.24 04:49 ZionNaomi

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13.07.24 21:13 michaelharrell825

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17.07.24 02:26 thompsonrickey

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18.07.24 20:13 austinagastya

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27.08.24 12:50 James889900

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27.08.24 13:06 James889900

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02.09.24 20:24 [email protected]

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06.09.24 01:35 Celinagarcia

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06.09.24 01:44 Celinagarcia

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

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16.09.24 00:11 marcusaustin

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23.09.24 18:56 matthewshimself

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

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02.10.24 22:27 Emily Hunter

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

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31.10.24 00:13 ytre89

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

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12.11.24 00:50 TERESA

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17.11.24 09:31 Vivianlocke223

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19.11.24 03:06 [email protected]

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

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

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

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

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

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22.11.24 23:43 teresaborja

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

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

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02:20 briankennedy

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