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Enbeddrus — обучение независящей от языка эмбеддинг-модели

Приветствую, хабровчане!

Сегодня я хочу рассказать вам историю о том, как я обучил простую и компактную независящую от языка (language agnostic) модель-эмбеддер, которая умеет работать с техническими текстами о PHP и способна извлекать схожие эмбеддинги для параллельных текстов на английском и русском языках.

Вот что предложила модель DALL-E в качестве иллюстрации к данной публикации

Основная причина, по которой я решил заняться этим проектом, заключается в том, что мои заметки, код и документация, накопленные за более чем десять лет практики, представляют собой солянку текстов о разных технологиях, языках программирования, пометки о настройке серверов Linux и т.д. на русском и английском языках. Поэтому мне захотелось сделать Retrieval-Augmented Generation (RAG) помогалку, которая сможет принимать запросы пользователя (меня) и эффективно находить информацию в столь разношерстой базе данных, независимо от того на каком языке я сделал запрос и на каком языке написана документация.

Для достижения этой цели как-раз и необходима независимая от языка модель-эмбеддер, которая будет одинаково хорошо работать с техническими текстами на русском и английском языках.

Кратко о том, как работает модель Enbeddrus

Ещё одним важным аспектом было то, чтобы модель потребляла как можно меньше ресурсов и, если возможно, чтобы её можно было преобразовать в формат GGUF.

Но прежде чем приступить к созданию своего собственного велосипеда, я решил поискать готовые решения, ведь подобная идея очевидна и, возможно, уже реализована другими.

Спойлер: идея не нова, и подобных решений уже достаточно много.

Обзор существующих решений

Для построения системы, которая может извлекать одинаковые эмбеддинги для схожих текстов на русском и английском языках, существует несколько решений, например...

Multilingual Universal Sentence Encoder (mUSE)

Ссылки: arxiv:1907.04307 , kaggle, github

Это проект разработан инженерами Google и поддерживает 16 языков.

Свойства: ~110m параметров, принимает на вход 128 токенов текста и извлекает из них 512-мерный эмбеддинг.

Плюс: поддерживает русский язык.

Минусы: модель основана на Tensorflow, а так же что с 2019го года не было обновлений.

Multilingual Unsupervised and Supervised Embeddings (MUSE)

Ссылки: arxiv:1710.04087, github

Это одна из первых попыток инженеров FB создать модель которая способна выполнять задачи по извлечению независящих от языка эмбеддингов.

Плюс: поддерживает русский язык.

Минусы: в наличии имеются веса для пар языков, навроде en-ru, en-de и т.д., весов нет на HuggingFace, ну и с 2018го года проект не развивается.

Language-Agnostic SEntence Representations (LASER)

Ссылки: arvix:2205.12654, github, pypi

Ещё одна модель разработана инженерами FB и, как сказано в ридми на GitHub, поддерживает более 200 языков (хотя если пройти по ссылочкам и посчитать то получится 147 языков).

Свойства: ~256m параметров, принимает 1024 токенов на вход и извлекает из них 1024-мерный эмбеддинг.

Плюсы: она основана на PyTorch и имеет логику переключения между языками которая явно перекочевала из NLLB (о которой я кстати рассказывал в публикации "Перевод на разные языки используя модель NLLB" у себя в блоге на Дзен).

Минусы: весов нет на HuggingFace, а модель несовместима с llama.cpp поэтому её не получится конвертировать в GGUF, чтобы можно было запускать на слабом железе (или же в паре с ollama).

Multilingual Sentence-BERT (SBERT)

Ссылки: arXiv:1908.10084, сайт

Модели Sentence-BERT представляют собой модифицированную версию предобученной BERT, специально адаптированную для генерации эмбеддингов предложений, multilingual версия позволяет извлекать эмбеддинги из текста на разных языках, а paraphrase модели позволяют извлекать похожие эмбеддинги парафраз на разных языков.

Вот пару примечательных моделей, обученных разными способами:

paraphrase-multilingual-MiniLM-L12-v2 имеет 118m параметров, принимает 256 токенов на вход и возвращает 384-мерный эмбеддинг.
paraphrase-multilingual-mpnet-base-v2 имеет 278m параметров, принимает на вход 512 токенов и возвращает 768-мерный эмбеддинг.

Обе эти модели обучены на комбинации из датасетов:

SNLI о котором говорится в публикации "A large annotated corpus for learning natural language inference" (570k примеров)
Multi-Genre NLI, подробнее в работе "A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference" (433k примера)

Плюсы: поддерживает русский язык, можно конвентировать в GGUF.

Минусы: модели не очень хорошо понимают технический текст (особенно русский технический жаргон) так как , нет версии в формате GGUF, и к числу фатальных недостатков могу отнести, что эти модели обучил не я ;)

Про выбор модели

Пришёл к выводу, что тему про обучение подобных модей-эмбеддеров уже достаточно протоптанная тропа и что можно без особых сложностей реализовать мою задумку.

В качестве базовой модели решил взять модель google-bert/bert-base-multilingual-uncased, потому что:

У этой крохи всего 168m параметров, что чуть больше чем у paraphrase-multilingual-MiniLM-L12-v2, но меньше чем у paraphrase-multilingual-mpnet-base-v2;
На вход она принимает 512 токенов, а на выходе возвращает 768-мерный эмбеддинг, столько же у paraphrase-multilingual-mpnet-base-v2;
Модель обучена на датасете wikipedia представляющем из себя Text Corpora, а там, сами понимаете, примеров текста больше, чем SNLI и Multi-Genre NLI вместе взятые;
Модель uncased, то есть обучение происходило на регистронезависимых текстах (сиречь всё переводилось в lowercase).

С моделью определились, теперь перейдём к вопросу выбора датасета...

Готовим датасет

Изначально я хотел собрать больше датасетов, но, собирая датасет по PHP, я понял, какой это трудоёмкий процесс, и решил уменьшить свои амбиции.

Итак, после поиска в интернете я нашёл только один подходящий датасет: OPUS PHP v1 на 2k примеров, содержащий пары текстов на русском и английском языках, по теме PHP.

Из указанного датасеста я использовал только английский корпус (так как русский корпус был очень низкого качества), далее задействовал инстанс LibreTranslate для перевода английских текстов на русский и очистил данные от аномалий и шума (сценарий dataset_php_build.ipynb). Затем вручную перевёл кривые места с помощью Google и Yandex Translate и экспортировал результат в CSV формат. Данные отсортировал и удалил дубликаты (сценарий dataset_php_undup.py) после чего осталось 1.6k примеров.

В финале попросил ChatGPT сгенерировать 100 примеров пар технического текста о PHP на русском и английском языках для сплита eval, а очищенные данные использовал для сплита train.

Результат выгрузил (сценарий dataset_php_publish.ipynb) на HuggingFace: evilfreelancer/opus-php-en-ru-cleaned .

Скрипт обучения на Domain Adaptation

Для создания эффективного эмбеддера, способного работать с техническими текстами о PHP на русском и английском языке, я решил провести обучение модели в два этапа, сначала выполнить Domain Adaptation, чтобы модель могла работать с техническими текстами на английском языке, а после этого обучить её на Parallel Corpora из русских и английских текстов.

Для Domain Adaptation я использовал метод Generative Pseudo Labeling (GPL) (arXiv:2112.07577), данный метод позволяет проводить обучение модели на основе неразмеченных данных, генерируя псевдометки и улучшая качество работы модели для специфических доменов.

Библиотека gpl имеет захардкоженный формат входного датасета и читает данные по определённым путям, поэтому пришлось слегка конвертировать тренировочный датасет и положить результат в директорию datasets (сценарий: dataset_php_convert.py).

Для адаптации модели bert-base-multilingual-uncased к домену английских текстов про PHP я использовал в качестве шаблона скрипт, предложенный авторами проекта GPL на их странице на GitHub, получился следующего вида код:

Полный скрипт тренировки train_domain.py можно найти в репозитории проекта на GitHub.

import gpl

model_name = 'bert-base-multilingual-uncased'
batch_size = 64
gpl_steps = 140000
output_dir = './output/enbeddrus_domain'
evaluation_output = f"{output_dir}_evaluation"

gpl.train(
    path_to_generated_data=f"generated/embeddrus",
    base_ckpt=model_name,
    gpl_score_function="dot",
    batch_size_gpl=batch_size,
    gpl_steps=gpl_steps,
    new_size=-1,
    queries_per_passage=25,
    output_dir=output_dir,
    evaluation_data=f"./datasets",
    evaluation_output=evaluation_output,
    generator="BeIR/query-gen-msmarco-t5-base-v1",
    retrievers=["msmarco-distilbert-base-v3", "msmarco-MiniLM-L-6-v3"],
    retriever_score_functions=["cos_sim", "cos_sim"],
    cross_encoder="cross-encoder/ms-marco-MiniLM-L-6-v2",
    qgen_prefix="qgen",
    do_evaluation=True,
)

Процесс обучения включает в себя несколько этапов:

Используется генератор запросов, такой как BeIR/query-gen-msmarco-t5-base-v1, для создания синтетических запросов на основе текстов из корпуса;
С помощью ретриверов, таких как msmarco-distilbert-base-v3 и msmarco-MiniLM-L-6-v3, которые работают с косинусным сходством, извлекаются наиболее релевантные документы для сгенерированных запросов;
Кросс-энкодер, такой как cross-encoder/ms-marco-MiniLM-L-6-v2, используется для создания псевдометок, присваивая оценочные метки соответствия между запросами и документами;
Модель обучается с использованием MarginMSELoss, которая позволяет модели лучше адаптироваться к новому домену.

И так, наша модель обучена работать с новым доменом, поэтому переходим к следующему шагу.

Скрипт обучения на Parallel Corpora

Для обучения модели на параллельных корпусах я использовал метод обучения моделей на разных языках, описанный в примере на сайте Sentence Transformers. Этот метод позволяет обучать мультиязычные модели, используя параллельные тексты на разных языках (заготовка скрипта make_multilingual.py).

Для оценки качества модели я написал юпитер-блокнот, который загружает базовую и дообученную модель, прогоняет пары из eval сплита датасета evilfreelancer/opus-php-en-ru-cleaned и анализирует разницу между эмбеддингами, построенными для текстов на разных языках. Результаты визуализируются в виде графиков. Скрипт можно найти здесь.

TSNE распределение эмбеддингов базовой мультиязыковой модели

На графике видно, что базовая модель bert-base-multilingual-uncased распределяет русские и английские тексты в изолированные кластеры точек, ну а наша задача сделать так, чтобы эти точки были расположены как можно ближе друг к другу.

Подобную задачу позволяет решать MSELoss, так как она минимизирует разницу между эмбеддингом, сгенерированным моделью-учителем (на английском языке) и эмбеддингом, сгенерированным моделью-учеником (на русском языке).

Используемые датасеты

Теперь пару слов про датасеты, решил остановиться на следующем наборе:

evilfreelancer/opus-php-en-ru-cleaned (1.6k) - ранее созданный датасет параллельных текстов на английском и русском языках;
Helsinki-NLP/opus_books (17.5k) - датасет OPUS параллельных текстов из книг.

Выбрал я их потому, что мои первые эксперименты с обучением модели на только PHP датасете показали, что у модели происходит overfitting в результате чего падала общее качество работы модели, поэтому самым логичным решением было добавить ещё один Parallel Corpora общего назначения.

Помимо этого в скрипт обучения я хотел сразу заложить возможность обучать на множестве разных датасетов (имеющих разные форматы данных), в результате чего получилась функция:

def read_datasets():  
    data = []  
  
    # Read cleaned OPUS PHP v1 en&ru dataset  
    docsphp_dataset = load_dataset("evilfreelancer/opus-php-en-ru-cleaned")  
    for item in docsphp_dataset['train']:  
        src_text = item["English"].strip()  
        trg_text = item["Russian"].strip()  
        if src_text and trg_text:  
            data.append((src_text, trg_text))  
  
    # Read OPUS Books v1 en&ru dataset  
    opus_dataset = load_dataset("Helsinki-NLP/opus_books", "en-ru")  
    for item in opus_dataset['train']:  
        src_text = item['translation']['en'].strip()  
        trg_text = item['translation']['ru'].strip()  
        if src_text and trg_text:  
            data.append((src_text, trg_text))  
  
    return data

В дальнейшем планирую добавить в неё больше датасетов на разные технические темы, но на этапе прототипирования того что есть более чем достаточно.

Двигаемся дальше.

Обучение модели после Domain Adaptation

Полный скрипт тренировки train_parallel.py можно найти в репозитории проекта на GitHub, в качестве модели-учителя возьмём google-bert/bert-base-multilingual-uncased, а в качестве модели-ученика ту, что мы обучили ранее на шаге Domain Adaptation.

teacher_model_name = 'bert-base-multilingual-uncased'
student_model_name = './output/enbeddrus_domain'

Обучение происходит в несколько этапов:

Сначала мы загружаем датасеты (функция read_datasets);
Далее выполняем их преобразование в нужный формат, после чего сохраняем на диске (функциия prepare_datasets)
Инициализируем модель-учитель и модель-ученик (тут)
Инициализируем MSELoss, передав ей на вход указатель на модель-ученика (тут)
Запускаем обучение модели-ученика

По завершению обучению давайте попробуем протестировать модель и понять стала ли на лучше извлекать эмбеддинги.

Графики TSNE и косинусного расстояния модели Domain Adaptation + Parallel Corpora

Как видно на графике эмбеддинги извлечённые из русских и английских текстов где-то наложились друг на друга, точность похожести поднялась с 0.83 до 0.94, при этом модель также хорошо разделяет фразы различающиеся по смыслу.

Веса обученной модели доступны тут: evilfreelancer/enbeddrus-v0.1-domain

Обучение модели только на Parallel Corpora

Посмотрел я на этот графи и пришла в голову мысль, а что если попробовать обучить базовую модель сразу на Parallel Corpora, пропустив шаг с Domain Adaptation?

Правим скрипт тренировки, меняем модель-ученика, получается вот так:

teacher_model_name = 'bert-base-multilingual-uncased'
student_model_name = 'bert-base-multilingual-uncased'

Опять запускаем тренировку и ждём некоторое время, по завершению прогоняем тесты и смотрим что получилось.

Графики TSNE и косинусного расстояния модели Parallel Corpora

Как видно на графиках если обучать сразу на Parallel Corpora модель быстрее, так как не нужно выполнять Domain Adaptation, и лучше обучается извлекать эмбеддинги из параллельных текстов, ведь косинусное расстояние в таком случае между близкими по смыслу фразами на разных языках в среднем в районе 0.97, что выше чем у модели изначально обученной на домене текстов про PHP.

Веса обученной модели доступны тут: evilfreelancer/enbeddrus-v0.1

Отсюда можно сделать вывод, что дообучение мультиязыковой модели bert-base-multilingual-cased через Domain Adaptation с последующем обучением на Parallel Corpora не имеет особого смысла и проще сразу дообучать её на Parallel Corpora.

Финальный штрих

Осталось выполнить самую малость, для начала я хочу конвертировать модель в формат GGUF, чтобы можно было использовать обученные модели через llama.cpp, но на этом моменте сильно не будем заострять внимание, сошлюсь на мою публикацию "Как конвертировать модель BERT в формат GGUF?" в моём блоге и PR который я создал в проекте llama.cpp.

Но если кратко команды конвертации нужно выполнять и корня проекта llama.cpp и выглядят они следующим образом:

# Конвертируем модель Domain Adaptation + Parallel Corpora
python convert-hf-to-gguf.py \
	../enbeddrus/output/enbeddrus-en-ru-2024-05-19_18-46-49 \
	--outfile ../enbeddrus/models/enbeddrus-v0.1-domain-f16.gguf \
	--outtype f16

# Конвертируем модель Parallel Corpora
python convert-hf-to-gguf.py \
	../enbeddrus/output/enbeddrus-en-ru-2024-05-20_11-30-48 \
	--outfile ../enbeddrus/models/enbeddrus-v0.1-f16.gguf \
	--outtype f16

По её завершению в директории models появятся файлы: enbeddrus-v0.1-f16.gguf и enbeddrus-v0.1-domain-f16.gguf.

# Тегаем и публикуем Parallel Corpora
ollama create -f Modelfile.pc evilfreelancer/enbeddrus:latest
ollama push evilfreelancer/enbeddrus:latest
ollama create -f Modelfile.pc evilfreelancer/enbeddrus:v0.1
ollama push evilfreelancer/enbeddrus:v0.1
ollama create -f Modelfile.pc evilfreelancer/enbeddrus:v0.1-fp16
ollama push evilfreelancer/enbeddrus:v0.1-fp16

Полученные модели я выгрузил на серверы Ollama следующим образом:

# Тегаем и публикуем Domain Adaptation + Parallel Corpora
ollama create -f Modelfile.dpc evilfreelancer/enbeddrus:v0.1-domain
ollama push evilfreelancer/enbeddrus:v0.1-domain
ollama create -f Modelfile.dpc evilfreelancer/enbeddrus:v0.1-domain-fp16
ollama push evilfreelancer/enbeddrus:v0.1-domain-fp16

Выгруженные модели находятся тут и скачать их можно следующей командой:

ollama pull evilfreelancer/enbeddrus

Содержимое Modelfile'ов можно найти в директории models проекта на GitHub.

Ссылки

Завершение

Благодаря работе над проектом enbeddrus были достигнуты следующие цели:

Удалось разобрался с тем как подобные модели устроены и как они работают, а так же с тем как их можно обучать;
Был собран датасет с Parallel Corpora тематических текстов о PHP на русском и английском;
Удалось разобраться с методами оценки моделей, а также с тем как эту оценку красиво визуализировать;
Была обучена модель, которая эффективно работает с текстами на двух языках и может быть использована в RAG-системе для поиска и анализа информации.

Полученные результаты подтверждают, что обучение мультиязычных эмбеддеров на основе параллельных корпусов является эффективным подходом для создания моделей, способных работать с текстами на разных языках.

Спасибо за внимание и за что дочитал публикацию до конца! Если у вас есть вопросы или вы хотите связаться со мной, ссылки на мои контакты в социальных сетях можно найти в моём профиле на Хабре.

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2 июн. 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

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

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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

After countless hours of research and desperate attempts to find a solution, I stumbled upon FASTFUND RECOVERY. It was like finding an oasis in the middle of a desert. Their website promised to help victims of scams reclaim what was rightfully theirs, and I instantly knew I had to give them a shot. Before diving headfirst into the recovery process, I wanted to make sure that FASTFUND RECOVERY was the real deal. So, I did my due diligence and looked into their expertise and reputation. To my relief, I found that they had an impeccable track record, successfully assisting countless individuals in recovering their lost funds. Their team consisted of experts in cybersecurity and financial fraud, armed with the knowledge and tools needed to tackle even the most intricate scams. With their reputation preceding them, I felt a renewed sense of hope. FASTFUND RECOVERY successfully came to my aid and got back the amount I lost to these scammers and for this, I am sending this article for clarification. The info of FASTFUND RECOVERY is email: Fastfundrecovery8 (@)Gmail (.) com. Web fastfundrecovery(.)com. (W/A 1 807/500/7554)
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

Although recovering from the terrible effects of investment fraud can seem like an impossible task, it is possible to regain financial stability and go on with the correct assistance and tools. In my own experience with Wizard Web Recovery, a specialized company that assisted me in navigating the difficulties of recouping my losses following my fall prey to a sophisticated online fraud, that was undoubtedly the case. My life money had disappeared in an instant, leaving me in a state of shock when I first contacted Spartan Tech Group Retrieval through this Email: spartantechretrieval (@) g r o u p m a i l .c o m The compassionate and knowledgeable team there quickly put my mind at ease, outlining a clear and comprehensive plan of action. They painstakingly examined every aspect of my case, using their broad business contacts and knowledge to track the movement of my pilfered money. They empowered me to make knowledgeable decisions regarding the rehabilitation process by keeping me updated and involved at every stage. But what I valued most was their unrelenting commitment and perseverance; they persisted in trying every option until a sizable amount of my lost money had been successfully restored. It was a long and arduous journey, filled with ups and downs, but having Spartan Tech Group Retrieval in my corner made all the difference. Thanks to their tireless efforts, I was eventually able to rebuild my financial foundation and reclaim a sense of security and control over my life. While the emotional scars of investment fraud may never fully heal, working with this remarkable organization played a crucial role in my ability to move forward and recover. For proper talks, contact on WhatsApp:+1 (971) 4 8 7 - 3 5 3 8 and Telegram:+1 (581) 2 8 6 - 8 0 9 2 Thank you for your time reading as it will be of help.
27.11.24 00:39 [email protected]

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27.11.24 09:10 Michal Novotny

The biggest issue with cryptocurrency is that it is unregulated, wh ich is why different people can come up with different fake stories all the time, and it is unfortunate that platforms like Facebook and others only care about the money they make from them through ads. I saw an ad on Facebook for Cointiger and fell into the scam, losing over $30,000. I reported it to Facebook, but they did nothing until I discovered deftrecoup . c o m from a crypto community; they retrieved approximately 95% of the total amount I lost.