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Долой рандом, или ищем лучшие настройки для аугментации текстов

Всем привет. На связи Игорь Буянов, старший разработчик в MTS AI. Этот пост — текстовый вариант моего доклада, с которым я выступал в прошлую пятницу на Pycon 2024. Расскажу о том, как мы оптимизировали параметры аугментаций для текстовых данных и что из этого получилось. Текст рассчитан на широкий круг читателей, поэтому если вы слышите про аугментации впервые — не пугайтесь, разберемся.

Что такое аугментации и зачем они нужны?

Работа каждого ML-инженера — сделать свою модель лучше. Чтобы этого достичь, нужно либо работать над моделью, либо повышать качество и количество данных. Мы рассмотрим второй путь. Какие здесь могут быть проблемы? Иногда данные бывают настолько специфичными и редкими, что просто так достать новую порцию нельзя, или данные находятся на разметке, а улучшить модель нужно «вот прям щас». А может мы маленький стартап и денег на разметку просто нет. Что делать в таких случаях?

Мы можем взять существующий пример из датасет и немного изменить его, совсем чуть-чуть, чтобы его связь с классом не потерялась. Пусть изменения и небольшие, но по факту мы получаем уже другой пример, на котором можем обучаться. Вот это и называется аугментацией. Кто-то может спросить, а почему они вообще работают? Давайте посмотрим вот на эту картинку.

Готов спорить, что слева — типичная картинка из известных CV датасетов типа ImageNet. Она правильная, красивая, качественная, ее точно снимал фотограф в студии. Проблема появляется, когда модель, обученная на таких правильных картинках, начинает работать с фотографиями обычных пользователей. Завал горизонта, обрезанные фотографии, расфокусировка и прочие дефекты — вот с чем придется работать модели. Но если модель никогда не видела, что котик может быть представлен только «в половину», то она может сильно просесть в уверенности своего предсказания, а то и вовсе предсказать что-нибудь не то.

Мы можем это исправить, если сами, с помощью трансформации в одну строчку кода, наделаем таких «неправильных» фоток, как на картинке выше справа. Таким образом мы только за счёт компьюта сможем снизить влияние этого эффекта.

Если говорить в общем, то с помощью аугментаций, мы пытаемся расширить разнообразие нашего датасета и таким образом помогаем модели обобщить свои знания о природе данных, чтобы лучше справляться с задачей.

Какие есть аугментации для текста

Выше мы посмотрели на пример CV, поскольку он супер наглядный. Давайте теперь посмотрим, какие аугментации есть для текста. Я их разделил на две группы: алгоритмические и генеративные.

Алгоритмические аугментации

В эту группу попадают те аугментации, что пишем мы руками. Часто они совершают одно очень простое действие. К примерам таких аугментаций можно отнести так называемые простые дата аугментации (easy data augmentation, eda), про них речь пойдет далее в посте.

Еще примером могут быть опечатки. Идея чем-то похожа на пример с котиков. Если вы работаете с текстами, которые печатают люди, особенно на смартфонах, то логично ожидать, что они будут содержать опечатки. Для моделей слово с опечаткой — это совсем другое слово, поэтому не стоит удивляться, что она будет вести себя на них странно. Но мы можем сами сделать опечатки. Способов много: случайная замена символов, эмуляция qwerty-клавиатуры или даже имитация ошибок самих пользователей. Для последнего есть хорошая библиотека Sage.

Генеративные аугментации

Ко второй группе относятся всё, где используется любая генеративная модель. Обратный перевод, как ходовой пример. Его идея — перевести исходный текст на какой-нибудь другой язык, а затем с того языка перевести обратно. Смотрите как это работает на тексте классика:

«Я помню чудное мгновенье: передо мной явилась ты» → “I remember a wonderful moment: you appeared before me” → «Я помню замечательный момент: вы появились передо мной»

Как видите, смысл сохранен, но вот лексически тексты различаются. В эпоху до трансформеров была такая забава: прогнать текст цепочкой через 10 разных языков и вернуть обратно на русский. Иногда смысл терялся полностью, иногда частично, и порой это порождало смешных текстов. Сейчас у меня уже не получилось повторить также, переводчики всё-таки стали куда лучше, чем 10 лет назад. С другой стороны, я не долго пытался.

Конечно, в эту же категорию попадают вообще любые способы аугментации датасета с помощью ChatGPT. Особенность языковых моделей в том, что вы можете напрямую синтезировать целые датасеты, но нужно помнить, что это всё еще не решение всех проблем, но ведется много работы в эту сторону.

Наш кейс и идея

Одна из моих задач — строить и улучшать классификаторы интентов. Именно эти модели понимают (ну должны, во всяком случае), что хочет пользователь. Интентов у нас сотни и в них наблюдается естественный дисбаланс данных — есть супер популярные интенты, а есть такие, что за месяц обращений будет, как кот наплакал. Мы называем такие интенты малыми или тонкими, для них граница — 100 примеров в обучающей выборке.

С ними вот какая проблема. Как правило, это специфичные просьбы более общих интентов, которые имеют большое количество данных. Грубо говоря, их различие может быть в какой-то фразе или даже слове. Модель же, просто потому что более общий интент видит значительно чаще, начинает все эти специфичные интенты также запихивать в общий. Подумалось, что если мы увеличить объём мелких интентов, то они смогут потеснить крупные интенты и не раствориться в градиентах.

Когда я обдумывал задачу, у меня в голове держались три мысли:

Аугментации обычно имеют два параметра: вероятность срабатывания и/или количество срабатываний.
Изменяя параметры аугментации, мы изменяем итоговые данные, а значит и качество модели.
Почему бы не выстраивать аугментации в последовательности, чтобы получить большее разнообразие?

Из них появился общий вопрос:

КАКИЕ НАСТРОЙКИ И ПОСЛЕДОВАТЕЛЬНОСТЬ АУГМЕНТАЦИЙ ДАДУТ МАКСИМАЛЬНО КАЧЕСТВЕННУЮ МОДЕЛЬ?

Тут рядом пробежала мысль, что у моделей есть свои параметры, которые мы тюним, чтобы добиться максимально возможного выхлопа. Они не обучаются во время тренировки модели, мы их задаем сами, поэтому мы называем их гиперпараметрами. Проведя параллели, в голову пришел ответ:

ПРЕДСТАВИМ АУГМЕНТАЦИЮ КАК ГИПЕРПАРАМЕТР

Далее встал вопрос, как будем эти гиперпараметры искать. На уме три способа:

поиск по сетке (grid search) — полный перебор всего пространства поиска. Надежно, но непозволительно долго;
случайный поиск (random search) — просто произвольно выбираем параметры и смотрим, что будет. Быстрее, чем по поиск по сетке, но непредсказуемо;
байесовским поиск (bayesian search) — поиск с использованием фреймворка байесовской оптимизации. Доверившись мат. аппарату, можно сказать, что это оптимальный вариант. Но, честно сказать, мне просто хотелось его пощупать.

Хорошо, с поиском решили, но у нас есть одна маленькая проблема. Наша тренировочная выборка настолько большая, что обучение одной модели занимает 6 часов на четырех GPU, а оптимизация требует десятки итераций, чтобы получить какой-то внятный результат. Мы бы дождались сильного ИИ, если бы использовали нашу продовую модель. Мы решили это обойти с помощью прокси-модели в виде логистической регрессии.

Итак, общий сетап у нас такой:

Прокси-модель для оценки качества — логистическая регрессия.
В качестве векторизатора используем корпоративный BERT.
Целевая функция для оптимизации — $1 - F1_{macro}$ . Такой странный вид нужен для фреймворка оптимизации, он работает только на поиск минимума. Макро используем, потому что оно проседает сильнее, чем micro и weighted.
Максимальное количество шагов — 100. Просто потому что 100.
Обучение проводится лишь на малых классах, а не на всём датасете. Тоже такой прокси-подход в угоду времени обученияю

Какие аугментации использовали

Теперь давайте поговорим про набор аугментаций, который мы использовали. Почти все они составляют набор EDA, кроме одной кастомной.

Удаление токена

Проходимся по токенам и крутим рандом-машину. Если рандом выдал число больше порога, то удаляем токен. Можем сделать так несколько раз. Пример:

«Как мне пополнить счет сим-карты» → «Как ___ пополнить счет сим-карты»

Перестановка токена

Случайно выбираем два токена и меняем местами. Можем сделать так несколько раз. Пример:

«Как мне пополнить счет сим-карты» → «Счет мне пополнить как сим-карты»

Замена синонима

Проходимся по словам в тексте и заменяем их на синоним. Можем сделать несколько раз. Для этой аугментации нужен внешний ресурс — словарь с наборами синонимов для каждого слова. Такие наборы называются тезаурусы. Для русского языка есть RuWordNet.

«Как мне пополнить счет сим-карты» → «Как мне обогатить счет сим-карты»

Вставка речевых пауз

А вот это как раз наша кастомная аугментация. Я работаю над голосовым чат-ботом, а значит мои тексты — распознанная речь. Речевые паузы — это всякие «ээ», «аа», «мм» и прочие звуки, которые люди вставляют, когда думают по ходу речи. Мы как-то заметили, что наличие такой паузы может сильно смутить модель, поэтому решили сделать это аугментацией. Работает так. Прыгаем по промежуткам между токенами и крутим рандом машину. Если число больше порога, то случайно выбираем паузу из набора «ээ», «аа», «мм» — они самые частые в данных — и вставляем. Можем сделать так несколько раз.

«Как мне пополнить счет сим-карты» → «ээ как мне пополнить счет мм сим-карты»

Удвоение токена

Такая же механика с рандом-машиной, но в этот раз прыгаем по токена и, если повезет, то просто удваиваем токен. Тоже можем сделать так несколько раз.

«Как мне пополнить счет сим-карты» → «как мне пополнить счет счет сим-карты»

Последовательности аугментаций

К сожалению, у меня не хватило времени закодить перебор последовательностей нормально, поэтому пришлось вручную выбрать три последовательности, которые мне показались разумными для перебора. Вот они на слайде ниже:

Очень забавно, что они почти выглядят так, будто их просто смещали на единицы вправо.

Инструменты

Немного расскажу про два инструмента, которые помогли всё это реализовать.

NePS

Это открытая библиотека перебора гиперпараметров. Ее я выбрал исключительно потому что встретил в одной из статей, когда изучал тему. Вы можете выбрать любой другой фреймворк, который вам знаком, например, Optuna. Вот снипет кода, который показывает основные компоненты для работы :

Мы должны определить функцию, внутри которой делаем всё необходимое для подсчёта функции оптимизации. Функция (питонячья) обязательно должна возвращать значение функции оптимизации. Далее идет словарь, в котором мы определяем пространство поиска гиперпараметров, и, наконец, сам запуск.

textfab

Это моя скромная открытая библиотечка, в которой я поначалу собирал всякие методы препроцессинга текста, потому что мне надоело однажды каждый раз писать эти функции заново. Кроме того, хотелось бы иметь способ логирования препроцессинга, поэтому все фабрики — объекты, которые выполняют препроцессинг — могут быть сериализованы в виде yaml файла, а дальше вы можете их сохранить в dvc, wandb, clearml и т. д. Позже я добавил еще и аугментации. Вот снипет кода для понимания:

Полный алгоритм

На слайде ниже показан весь алгоритм в сборке

А вот снипет кода, который этот алгоритм реализует:

Сверху объявляется банк аугментаций, затем в permutitions идут последовательности. Далее все просто: собирается фабрика, через нее прогоняется весь тренировочный датасет, который потом полностью соединяется с исходным. Наконец, обучается модель и результат подсчитывается на валидационной выборке.

Результаты работы

На выходе от NePS нас ждет табличка, где в каждой строчке указаны параметры, которые были выбраны, время работы и функция потерь (сортировку выполнил я).

Итоговая конфигурация получилась такой:

Примечательно, что это последовательность, в которой нет удаления токенов. Чтобы как-то глазами оценить, как выглядят тексты после этой аугментации, вот вам несколько примеров:

Теперь самое интересное — результаты самой модели.

Мы сравнили по F1 macro варианты прокси-модели (логистическая регрессия и BERT как энкодер) в трех случаях обучения:

На чистых данных малых классов. Ррезульта — 0.902;
На худшем варианте аугментации малых классов. Результат — 0.887 (-0.01);
На лучшем варианте аугментации малых классов. Результат — 0.933 (+0.03).

О чем нам это говорит? Во-первых, у нас есть вероятность навредить аугментациями, это очень важно. Во-вторых, нам удалось найти аугментацию, которая дала прирост аж на 3 пункта. Тут ремарку сделаю, что вообще говоря, чем ближе мы к единице по качеству, тем сложнее улучшить модель. На таких значениях F1 три пункта — это очень много. И всё это за счёт компьюта и относительно небольшого количества времени. Да, здесь речь идет о прокси-модели, но если представить, что эта модель у нас целевая, то прям вау.

На продовой же модели после прогона мелких классов через лучшую аугментацию мы получили прирост в два пункта, что тоже немало.

Давайте посмотрим на статистику результатов оптимизации:

Что мы можем сказать:

Чтобы получить отрицательный результат, вам должно очень не повезти.
Если бы вы рандомно выбрали аугментации, то скорее всего получили бы прирост в 2 пункта (здесь речь про прокси-модель, напоминаю).
Кажется, что поиск гиперпараметров себя оправдал, потому что лучший результат тоже на везунчика.

Можно было бы сказать, что заморачиваться так ради одного пункта не стоило. Но по факту заморочиться надо один раз — написать логику перебора. Дальше можно ставить на ночь считаться эксперименты, а затем забрать лучший результат. Как я писал выше, на таких уровнях качества разница в 1 пункт — это много.

В какую сторону можно двигаться:

Самое простое, что бросается в глаза — перебор последовательностей. Это не долго, но мне времени не хватило.
Провести верификацию переноса результатов с прокси-модели на реальную — то, что мы получили прирост в 2 пункта на продовой модели еще не говорит о том, что нам не просто повезло. В идеале надо прогнать десяток экспериментов с разными аугментациями и посмотреть на корреляцию между качеством продовой модели и прокси-модели.
Или вовсе включить в работу реальную модель, но в упрощенном варианте. Например, можно заморозить энкодер или использовать дистилированную версию Берта. Да, это всё еще не сама продовая модели, но приближение явно лучше, чем логистическая регрессия.
Можно также расширять аугментации по вкусу. Мы использовали алгоритмические из-за их простоты, но никто не мешает использовать генеративные.
Для нашего домена RuWordNet не очень подходящий тезаурус, поэтому можно попытаться собрать свой, пусть он даже будет не очень чистый.
Еще можно поработать с ключевыми словами, чтобы их случайно не удалить или не исказить слишком сильно, иначе модель не сможет ни на что опереться.

Я могу предсказать пару вопросов, которые могли возникнуть у вас:

«Так че там с малыми классами?» — этот вопрос я получал во время моих тестовых прогонов, но к сожалению, детальные метрики потерялись.
«А сколько можно добавлять аугментаций?» — действительно, я писал, что я просто прогнал весь набор текстов с тонкими классами, но оптимально ли это? Вообще, на этот вопрос нельзя так просто ответить, есть целые работы, которые этому посвящены. Но вам никто не мешает представить этот вопрос как поиск гиперпараметров.

На этом у меня всё. Хочу сказать большое спасибо коллегам из MTS AI, которые помогали мне с подготовкой к выступлению, и организаторам Pycon за крутую конфу.

Да-да, теперь ссылка на мой тг-канал, в котором я пишу почаще, чем здесь.

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29 июл. 2024 г.

07.09.23 16:24 CherryTeam

Cherry Team atlyginimų skaičiavimo programa yra labai naudingas įrankis įmonėms, kai reikia efektyviai valdyti ir skaičiuoti darbuotojų atlyginimus. Ši programinė įranga, turinti išsamias funkcijas ir patogią naudotojo sąsają, suteikia daug privalumų, kurie padeda supaprastinti darbo užmokesčio skaičiavimo procesus ir pagerinti finansų valdymą. Štai keletas pagrindinių priežasčių, kodėl Cherry Team atlyginimų skaičiavimo programa yra naudinga įmonėms: Automatizuoti ir tikslūs skaičiavimai: Atlyginimų skaičiavimai rankiniu būdu gali būti klaidingi ir reikalauti daug laiko. Programinė įranga Cherry Team automatizuoja visą atlyginimų skaičiavimo procesą, todėl nebereikia atlikti skaičiavimų rankiniu būdu ir sumažėja klaidų rizika. Tiksliai apskaičiuodama atlyginimus, įskaitant tokius veiksnius, kaip pagrindinis atlyginimas, viršvalandžiai, premijos, išskaitos ir mokesčiai, programa užtikrina tikslius ir be klaidų darbo užmokesčio skaičiavimo rezultatus. Sutaupoma laiko ir išlaidų: Darbo užmokesčio valdymas gali būti daug darbo jėgos reikalaujanti užduotis, reikalaujanti daug laiko ir išteklių. Programa Cherry Team supaprastina ir pagreitina darbo užmokesčio skaičiavimo procesą, nes automatizuoja skaičiavimus, generuoja darbo užmokesčio žiniaraščius ir tvarko išskaičiuojamus mokesčius. Šis automatizavimas padeda įmonėms sutaupyti daug laiko ir pastangų, todėl žmogiškųjų išteklių ir finansų komandos gali sutelkti dėmesį į strategiškai svarbesnę veiklą. Be to, racionalizuodamos darbo užmokesčio operacijas, įmonės gali sumažinti administracines išlaidas, susijusias su rankiniu darbo užmokesčio tvarkymu. Mokesčių ir darbo teisės aktų laikymasis: Įmonėms labai svarbu laikytis mokesčių ir darbo teisės aktų, kad išvengtų baudų ir teisinių problemų. Programinė įranga Cherry Team seka besikeičiančius mokesčių įstatymus ir darbo reglamentus, užtikrindama tikslius skaičiavimus ir teisinių reikalavimų laikymąsi. Programa gali dirbti su sudėtingais mokesčių scenarijais, pavyzdžiui, keliomis mokesčių grupėmis ir įvairių rūšių atskaitymais, todėl užtikrina atitiktį reikalavimams ir kartu sumažina klaidų riziką. Ataskaitų rengimas ir analizė: Programa Cherry Team siūlo patikimas ataskaitų teikimo ir analizės galimybes, suteikiančias įmonėms vertingų įžvalgų apie darbo užmokesčio duomenis. Ji gali generuoti ataskaitas apie įvairius aspektus, pavyzdžiui, darbo užmokesčio paskirstymą, išskaičiuojamus mokesčius ir darbo sąnaudas. Šios ataskaitos leidžia įmonėms analizuoti darbo užmokesčio tendencijas, nustatyti tobulintinas sritis ir priimti pagrįstus finansinius sprendimus. Pasinaudodamos duomenimis pagrįstomis įžvalgomis, įmonės gali optimizuoti savo darbo užmokesčio strategijas ir veiksmingai kontroliuoti išlaidas. Integracija su kitomis sistemomis: Cherry Team programinė įranga dažnai sklandžiai integruojama su kitomis personalo ir apskaitos sistemomis. Tokia integracija leidžia automatiškai perkelti atitinkamus duomenis, pavyzdžiui, informaciją apie darbuotojus ir finansinius įrašus, todėl nebereikia dubliuoti duomenų. Supaprastintas duomenų srautas tarp sistemų padidina bendrą efektyvumą ir sumažina duomenų klaidų ar neatitikimų riziką. Cherry Team atlyginimų apskaičiavimo programa įmonėms teikia didelę naudą - automatiniai ir tikslūs skaičiavimai, laiko ir sąnaudų taupymas, atitiktis mokesčių ir darbo teisės aktų reikalavimams, ataskaitų teikimo ir analizės galimybės bei integracija su kitomis sistemomis. Naudodamos šią programinę įrangą įmonės gali supaprastinti darbo užmokesčio skaičiavimo procesus, užtikrinti tikslumą ir atitiktį reikalavimams, padidinti darbuotojų pasitenkinimą ir gauti vertingų įžvalgų apie savo finansinius duomenis. Programa Cherry Team pasirodo esanti nepakeičiamas įrankis įmonėms, siekiančioms efektyviai ir veiksmingai valdyti darbo užmokestį. https://cherryteam.lt/lt/
08.10.23 01:30 davec8080

The "Shibarium for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH. The Plot Thickens. Someone posted the actual transactions!!!! https://bscscan.com/tx/0xa846ea0367c89c3f0bbfcc221cceea4c90d8f56ead2eb479d4cee41c75e02c97 It seems the article is true!!!! And it's also FUD. Let me explain. Check this link: https://bscscan.com/token/0x5a752c9fe3520522ea88f37a41c3ddd97c022c2f So there really is a "Shibarium" token. And somebody did a rug pull with it. CONFIRMED. But the "Shibarium" token for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH.
24.06.24 04:31 tashandiarisha

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26.06.24 18:46 Jacobethannn098

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

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04.07.24 04:49 ZionNaomi

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13.07.24 21:13 michaelharrell825

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17.07.24 02:26 thompsonrickey

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18.07.24 20:13 austinagastya

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27.08.24 12:50 James889900

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27.08.24 13:06 James889900

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02.09.24 20:24 [email protected]

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06.09.24 01:35 Celinagarcia

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06.09.24 01:44 Celinagarcia

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

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16.09.24 00:11 marcusaustin

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23.09.24 18:56 matthewshimself

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

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02.10.24 22:27 Emily Hunter

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

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31.10.24 00:13 ytre89

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

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12.11.24 00:50 TERESA

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17.11.24 09:31 Vivianlocke223

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19.11.24 03:06 [email protected]

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19.11.24 03:07 [email protected]

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

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

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

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

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22.11.24 23:43 teresaborja

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

I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
25.11.24 02:19 briankennedy

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25.11.24 02:20 briankennedy

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26.11.24 21:59 [email protected]

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

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26.11.24 23:12 rickrobinson8

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00:39 [email protected]

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