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Распределённый инференс llama.cpp через RPC

Приветствую, хабровчане!

Идея создания данной публикации крутилась в моей голове уже давно, дело в том, что одно из моих хобби связанно с распределёнными вычислениями, а другое хобби связанно с нейросетями и мне давно не давала покоя идея запустить инференс LLM на нескольких компьютерах, но так чтобы все они выполняли работу над одной и той же моделью параллельно.

Погуглив некоторое время узнал, что проект LocalAI уже относительно давно поддерживает такую возможность, недолго думая я раскатал на нескольких компьютерах данный проект, после чего выполнил все необходимые настройки связав все инстансы в единую систему и, мягко говоря, был разочарован, уж слишком "фатально-недостаточным" оказалось данное решение, Docker-образ собран неоптимально, он был огромный по весу и только под amd64, неотключаемый веб-интерфейс шел в комплекте с проектом, скупой выбор моделей, некоторые из доступных LLM не работали в режиме RPC, все эмбеддинговые модели тоже отказывались запускаться в таком режиме, и так далее и тому подобное.

Повозившись ещё немного, полез в исходники и обнаружил упоминание проекта llama.cpp, затем нашёл вызов бинарника rpc-server. И вот я оказался на странице llama.cpp/examples/rpc и всё заверте...

Краткий(?) обзор

Давайте для начала спросим GigaChat о том, что такое протокол RPC:

Протокол RPC (Remote Procedure Call) позволяет программам вызывать функции или процедуры в другом адресном пространстве, на удаленных узлах или в независимых системах на том же узле. Он включает в себя сетевой протокол для обмена данными в режиме клиент-сервер и язык сериализации объектов для кодирования данных при их передаче через сеть.
Существуют различные реализации RPC, включая SOA, CORBA и DCOM. Для транспортного уровня часто используются протоколы TCP и UDP, но также существуют реализации на основе HTTP. Примерами реализации RPC являются XML-RPC, который использует XML для кодирования сообщений и HTTP в качестве транспортного механизма, и gRPC, использующий HTTP/2 и Protocol Buffers для описания интерфейсов. RPC широко применяется в различных сетевых сервисах, включая NFS.

В проекте llama.cpp данный протокол реализован в формате клиент-сервер, при этом в роли RPC-клиентов выступают утилиты навроде llama-server, llama-cli, llama-embedding и так далее, а в роли RPC-серверов специализированные бинарники rpc-server.

Если очень кратко расписать как всё это работает получается следующее:

Некий RPC-клиент, скажем llama-server, в момент запуска получает через аргументы командной строки список RPC-серверов и модель;
RPC-клиент считывает модель затем "нарезает" её слои таким образом, чтобы они были равномерно распределены между всеми RPC-серверами;
Далее RPC-клиент разливает слои по серверам и запускает инференс.

В общих чертах вся эта схема будет выглядеть следующим образом:

Схема RPC системы

При этом rpc-server может быть собран под разные бэкенды, это могут быть разные архитектуры процессоров, с поддержкой тех или иных функций, скажем можно собрать один RPC-сервер под x86_64 с поддержкой CUDA, а второй - под x86_64 без CUDA, ну а третий - скажем под ARM64 чтобы на RepkaPi 3 запустить и... RPC-клиент сможет с ними всеми прекрасно работать и выполнять инференс.

Сборка бинарников

Внимательно изучив инструкцию по сборке как сервера так и клиентов пришёл к выводу, что для решения задачи понадобится минимум четыре бинарных файла:

llama-cli - утилита командной стройки, которая позволяет запускать инференс LLM;
llama-embedding - утилита командной стройки, которая позволяет запускать инференс эмбеддинговых моделей;
llama-server - это очень простой API-сервер который может работать как в режиме инференса LLM так и в режиме инференса эмбеддинговых моделей;
rpc-server - бинарник который будет запускаться на удалённых машинах и выполнять всю работу по инференсу.

Ну так вот, если очень кратко сборку llama.cpp можно выполнить в три простых шага.

Ставим пакеты необходимые для сборки:

apt install -fyq bash wget git make g++

Клонируем репозиторий к себе на хост и переходит в директорию с исходниками:

git clone https://github.com/ggerganov/llama.cpp.git
cd llama.cpp

Запускаем компиляцию (в инструкции приводится пример через cmake, но мне больше нравится make):

GGML_RPC=ON make llama-server llama-cli llama-embedding rpc-server libggml.so libllama.so

Важно перед перед make прописать переменную окружения GGML_RPC=ON (можно и через export, но мне удобнее в inline формате) данная переменная позволяет включить в инструкциях по сборке блоки кода добавляющие поддержку RPC.

По завершению компиляции в директории появятся перечисленные после make исполняемые бинарные файлы.

Сборка Docker-образов

Возможность компилировать бинарники под разные архитектуры конечно штука полезная, но что делать если у нас имеется скажем десяток компьютеров и виртуальных машин или скажем кластер в Kubernetes, не будем же мы на каждом узле запускать компиляцию? Конечно нет! Вместо этого мы воспользуемся DevOps практиками и соберём бинарники в Docker-образы.

В качестве базового образа с целью унификации была выбрана библиотечная Ubuntu 22.04 LTS, так как она же используется в базовых контейнерах nvidia/cuda.

Для реализации проекта решил использовать multi-stage сборку разделённую на два этапа.

На первом этапе пусть выполняется загрузка всего необходимого для компиляции и собественно сама компиляция:

FROM ubuntu:22.04 AS builder
WORKDIR /app

ARG LLAMACPP_REPO="https://github.com/ggerganov/llama.cpp.git"
ARG LLAMACPP_VERSION="master"

# Install dependencies
RUN apt update -q \
 && apt install -fyq bash wget git make g++ \
 && apt clean

# Clone repo
RUN git clone --branch "$LLAMACPP_VERSION" --depth 1 "$LLAMACPP_REPO"

# Build binaries
WORKDIR /app/llama.cpp
RUN GGML_RPC=ON make -j$(nproc) llama-server llama-cli llama-embedding rpc-server libggml.so libllama.so

А на втором этапе пусть копируются собранные бинарные файлы в чистый базовый образ:

FROM ubuntu:22.04
WORKDIR /app

# Install basic dependencies
RUN apt update -q \
 && apt install -fyq libgomp1 \
 && apt clean

# Create folders
RUN mkdir -pv /app/models

# Copy compiled tools  
COPY --from=builder /app/llama.cpp/libllama.so /usr/lib/x86_64-linux-gnu
COPY --from=builder /app/llama.cpp/libggml.so /usr/lib/x86_64-linux-gnu
COPY --from=builder /app/llama.cpp/rpc-server .
COPY --from=builder /app/llama.cpp/llama-cli .
COPY --from=builder /app/llama.cpp/llama-embedding .
COPY --from=builder /app/llama.cpp/llama-server .

# Init entrypoint  
ADD entrypoint.sh .  
ENTRYPOINT ["/app/entrypoint.sh"]

Полный код Dockerfile в репозитории на GitHub.

Сборка Docker-образов с поддержкой CUDA

Принципиальный отличий от Dockerfile основанном на библиотечной ubuntu нет, разве что на первом этапе сборки используется контейнер nvidia/cuda:devel:

# Stage 1
FROM nvidia/cuda:12.5.1-devel-ubuntu22.04 AS builder

Ну а команда сборки бинарников с поддержкой CUDA выглядит следующим образом:

GGML_CUDA=ON GGML_RPC=ON make llama-server llama-cli llama-embedding rpc-server libggml.so libllama.so

Как видно помимо GGML_RPC добавлена ещё и переменная GGML_CUDA.

На втором этапе используется nvidia/cuda:runtime:

# Stage 2
FROM nvidia/cuda:12.5.1-runtime-ubuntu22.04

Полный код Dockerfile.cuda в репозитории на GitHub.

Про entrypoint.sh

Поскольку мне хотелось собрать универсальный контейнер который можно использовать в различных режимах потребовалось реализовать специальный entrypoint.sh скрипт, который будет выполнять каждый раз при запуске контейнера.

По плану контейнер будет работать в следующих режимах:

backend
Режим в котором запускается rpc-server, команда его запуска сервера выглядит следующим образом:

rpc-server --host "0.0.0.0" --port "50052" --mem "1024"

Тут видно, что есть некая странная опция --mem она позволяет указать какое количество оперативной памяти (в Мегабайтах) может использовать данный RPC-сервер, если rpc-server собран под CUDA то этот параметр отвечает за количество VRAM (видепамяти), если без поддержки CUDA то за количество RAM (системной оперативной памяти).

server
Режим в котором запускается llama-server, представляющий из себя простейший API-сервер предоставляющий возможность интерактивного взаимодействия с большими (и малыми) языковыми и эмбеддинговыми моделями, команда запуска выглядит следующим образом:

llama-server --host "0.0.0.0" --port "8080" --model "/app/models/TinyLlama-1.1B-q4_0.gguf" --gpu-layers 99 --rpc backend01:50052,backend02:50052

Тут важно обратить внимание на опцию --gpu-layers при обычных обстаятельствах она указывает на то сколько слоёв максимум можно выгрузить в память видеокарты, однако, в случае если указана опция --rpc, её поведение меняется и она указывает сколько слоёв можно выгрузить на RPC-серверы.

С опцией --rpc в ней мы через запятую перечисляем хосты и порты RPC-серверов, к которым RPC-клиент будет подключаться.

none
Специальный режим, который запускает команду sleep inf, чтобы можно было подключиться к контейнеру и вручную запустить llama-cli или скажем llama-embedding.

Если собрать всё это в рамках одного скрипта то получится универсальный entrypoint.sh.

Кросс-платформенная сборка Docker-образов

Одна из любопытных особенностей библиотечного образа ubuntu является то, что она он поддерживает множество процессорных архитектур, но мне в первую очередь было важно amd64, arm64 и arm/v7, первая понятно почему, а вот последние две мне нужны чтобы иметь возможность запускать RPC-сервер на микрокомпьютерах, а вот контейнер nvidia/cuda поставляется только под архитектуры amd64 и arm64.

Сама же сборка будет выполняться при помощи docker buildx специального плагина, расширяющего базовый функционал Docker, в нашем же случае интересно только лишь возможность кросс-компиляции контейнеров, так как сборку под ARM64 планируется выполнять на x86_64 процессоре.

И так, для начала создадим сборщик buildx, назовём его скажем my_builder.

docker buildx create --name my_builder --driver=docker-container

Далее, предположим что файл Dockerfile и entrypoint.sh находятся в директории под названием llama.cpp:

docker buildx build --builder=my_builder --platform=linux/amd64,linux/arm64,linux/arm/v7 --build-arg LLAMACPP_VERSION=master ./llama.cpp/

Тут видим, что сборка происходит под три архитектуры, в качестве версии используется HEAD из master ветки репозитория llama.cpp.

Добавив опции --tag=${owner}/${repo}:${tag} и --push мы сможем тегировать образы и выгружать их в регистри.

Полный пример сборки и публикации контейнеров при помощи GitHub Actions.

Запускаем через Docker Compose

И так, предположим мы собрали несколько контейнеров, запушили их на Docker Hub и теперь хотим запустить всё это добро на своём железе, предположим у нас имеется два сервера, на одном мы можем использовать видеокарту, но при этом только 1Гб VRAM, а на втором у нас нет видеокарты и можно использовать только 2Гб RAM. Мы планируем запустить на них модель TinyLlama 1.1B таким образом чтобы пользователь взаимодействовал с API-сервером.

В общем виде такая схема будет выглядеть следующим образом:

Схема из двух RPC-серверов и одного RPC-клиента

В результате у нас получится следующего вида docker-compose.yml

version: "3.9"

services:

  main:
    image: evilfreelancer/llama.cpp-rpc:latest
    restart: unless-stopped
    volumes:
      - ./models:/app/models
    environment:
      APP_MODE: server
      APP_MODEL: /app/models/TinyLlama-1.1B-q4_0.gguf
      APP_RPC_BACKENDS: backend-cuda:50052,backend-cpu:50052
    ports:
      - "127.0.0.1:8080:8080"

  backend-cpu:
    image: evilfreelancer/llama.cpp-rpc:latest
    restart: unless-stopped
    environment:
      APP_MODE: backend
      APP_MEM: 2048

  backend-cuda:
    image: evilfreelancer/llama.cpp-rpc:latest-cuda
    restart: "unless-stopped"
    environment:
      APP_MODE: backend
      APP_MEM: 1024
    deploy:
      resources:
        reservations:
          devices:
            - driver: nvidia
              count: 1
              capabilities: [ gpu ]

Далее потребуется рядом с docker-compose.yml создать директорию models и скачать в неё файл TinyLlama-1.1B-q4_0.gguf.

Запускаем композицию командой:

docker compose up -d

Далее ждём некоторое время и после того как композиция запустится можем попробовать через curl выполнить инференс:

curl \
    --request POST \
    --url http://localhost:8080/completion \
    --header "Content-Type: application/json" \
    --data '{"prompt": "Building a website can be done in 10 simple steps:"}'

В ответе будет что-то вроде этого:

Ответ сервера llama.cpp

Что дальше?

В принципе проектом уже можно пользоваться, в нём есть всё необходимое, а чего нет можно без особых усилий добавить в будущем.

Из любопытного на что я обратил бы ваше внимание это вот этот небольшой PR в проект ollama (который на момент публикации данной статьи ещё висел в несмердженных) и вот это обсуждение, всё там же, в тикетах проекта ollama. Если кратко, то разработчики хотят добавить возможность выполнять распределённый инференс на RPC-бэкендах по типу того, что был продемонстрирован в данной публикации. Так что в дальнейшем я планирую попробовать подружить ollama с моими Docker-контейнерами.

Ещё я планирую использовать данные контейнеры в Kubernetes, поэтому скорее всего в ближайшем будущем подготовлю k8s operator или просто deployment в формате Helm-чарта дабы упростить процедуру развёртывания серверов по нодам.

А ещё у меня на антрисолях есть немало микрокомпьютеров, а также две специальные материнские платы под названием TuringPi v1 для кластеризации RaspberryPi CM3, на них я тоже планирую проводить эксперименты в будущем и именно поэтому среди всех перечисленных архитектур контейнеров ниличествует arm/v7.

В общем планов грамодьё, было бы время...

За сим откланиваюсь, спасибо что дочитали статью до конца, если вас заинтересовало будущее данного проекта приглашаю ко мне на канал @evilfreelancer в Телеграме.

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14 сент. 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

In 2020, amidst the economic fallout of the pandemic, I found myself unexpectedly unemployed and turned to Forex trading in hopes of stabilizing my finances. Like many, I was drawn in by the promise of quick returns offered by various Forex robots, signals, and trading advisers. However, most of these products turned out to be disappointing, with claims that were far from reality. Looking back, I realize I should have been more cautious, but the allure of financial security clouded my judgment during those uncertain times. Amidst these disappointments, Profit Forex emerged as a standout. Not only did they provide reliable service, but they also delivered tangible results—a rarity in an industry often plagued by exaggerated claims. The positive reviews from other users validated my own experience, highlighting their commitment to delivering genuine outcomes and emphasizing sound financial practices. My journey with Profit Forex led to a net profit of $11,500, a significant achievement given the challenges I faced. However, my optimism was short-lived when I encountered obstacles trying to withdraw funds from my trading account. Despite repeated attempts, I found myself unable to access my money, leaving me frustrated and uncertain about my financial future. Fortunately, my fortunes changed when I discovered PRO WIZARD GIlBERT RECOVERY. Their reputation for recovering funds from fraudulent schemes gave me hope in reclaiming what was rightfully mine. With a mixture of desperation and cautious optimism, I reached out to them for assistance. PRO WIZARD GIlBERT RECOVERY impressed me from the start with their professionalism and deep understanding of financial disputes. They took a methodical approach, using advanced techniques to track down the scammers responsible for withholding my funds. Throughout the process, their communication was clear and reassuring, providing much-needed support during a stressful period. Thanks to PRO WIZARD GIlBERT RECOVERY's expertise and unwavering dedication, I finally achieved a resolution to my ordeal. They successfully traced and retrieved my funds, restoring a sense of justice and relief. Their intervention not only recovered my money but also renewed my faith in ethical financial services. Reflecting on my experience, I've learned invaluable lessons about the importance of due diligence and discernment in navigating the Forex market. While setbacks are inevitable, partnering with reputable recovery specialists like PRO WIZARD GIlBERT RECOVERY can make a profound difference. Their integrity and effectiveness have left an indelible mark on me, guiding my future decisions and reinforcing the value of trustworthy partnerships in achieving financial goals. I wholeheartedly recommend PRO WIZARD GIlBERT RECOVERY to anyone grappling with financial fraud or disputes. Their expertise and commitment to client satisfaction are unparalleled, offering a beacon of hope in challenging times. Thank you, PRO WIZARD GIlBERT RECOVERY, for your invaluable assistance in reclaiming what was rightfully mine. Your service not only recovered my funds but also restored my confidence in navigating the complexities of financial markets with greater caution and awareness. Email: prowizardgilbertrecovery(@)engineer.com Homepage: https://prowizardgilbertrecovery.xyz WhatsApp: +1 (516) 347‑9592
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

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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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