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Н Новости

Квантовать или не квантовать LLM?

Многие онлайн-сервисы предлагают доступ к проприетарным LLM. Однако по различным причинам может возникнуть необходимость использовать эти модели на своем оборудовании. Аренда серверов, особенно с GPU, может быть дорогой и зависит от требований к RAM/VRAM. Квантование моделей помогает снизить эти требования.

Итак, в этой статье мы:

Расскажем о квантовании и как оно помогает в выборе оборудования
Рассмотрим основные типы квантов в llama.cpp
Проведем ряд экспериментов на русскоязычном тексте
Сравним качество и скорость обработки и генерации текста (инференса)

LLM

В статье мы используем фреймворк llama.cpp, позволяющий запускать LLM практически на любом оборудовании и популярных ОС (включая Android). llama.cpp работает с моделями в формате gguf, которые можно получить, преобразовав torch-модели с помощью python-скриптов из репозитория llama.cpp или скачав уже квантованные модели, например, с Hugging Face.

Разнообразие вариантов квантования различных моделей. Источник

Мы видим, что разные файлы занимают разный объем памяти. Каждый файл на скриншоте представляет собой модель нейросети. "Meta-Llama-3.1-8B-Instruct" — это название модели, а то, что следует за ним, например IQ2_M, обозначает тип квантования. Но что же такое квантование?

Квантование

Традиционно при обучении моделей их веса хранятся в формате чисел с плавающей точкой (floating point FP).

Число в форме десятичной дроби и в экспоненциальной форме. Источник

От количества двоичных разрядов, выделенных на число, зависит точность. Обычно, когда речь идет о числах с плавающей точкой в LLM, подразумеваются форматы FP16 или BF16. Такая точность требует много памяти (16 бит на вес). Процесс квантования большой языковой модели заключается в конвертации весов и активаций, например, в восьмибитные целочисленные значения, уменьшая таким образом размер модели вдвое.

Llama.cpp поддерживает различные варианты квантования (1, 2, 3, 4, 5, 6 и 8 бит), позволяя значительно уменьшить размер модели, занимаемый на диске и в оперативной памяти.

Инференс больших языковых моделей часто ограничен объемом и пропускной способностью памяти. Поэтому при применении квантования скорость инференса может значительно вырасти. Однако уменьшение точности весов может негативно сказаться на качестве модели.

К-кванты

K-кванты — это линейная квантизация весов. Работает за счет того, что модели обучаются с layernorm. Теоретически могут быть проблемы с весами, значения которых далеки от средних.

I-кванты

В I-квантах строится importance-матрица, которая позволяет находить “важные” веса и особым образом квантовать. Веса, которые имеют большее влияние на выход модели, квантуются с меньшим количеством бит (агрессивнее), а менее важные веса — с большим количеством бит. Звучит хорошо, но на каких данных строится importance-матрица?

Сравнение качества

Для количественного анализа потенциального снижения качества генерации токенов при квантовании весов можно использовать метрику перплексии (perplexity или PPL). Перплексия определяется как экспонента от кросс-энтропии и может быть выражена следующей формулой:

где X = (x1, x2, …, xt) — это сгенерированная последовательность.

Низкие значения перплексии говорят о более высокой уверенности модели в предсказании следующего токена.

Примечание: использовать эту метрику для сравнения разных моделей (например, Llama3 с Mistral) будет неуместным из-за влияния на вероятности множества факторов, включая перечень задач, для решения которых натренированы модели, использованные для этого данные, размер словаря и т. д. В идеале мы хотим оценить, насколько хорошо модель решает поставленную задачу до и после квантования по более сложным метрикам (например, качество написанного кода или математические способности).

Практика

Постановка эксперимента

Итак, мы видим, что есть 2 разных подхода к квантованию и способ оценки качества. Скорость будем проверять через llama_bench, а качество — через llama_perplexity. Мы проведем эксперименты на модели llama3.1 8B и узнаем, какое квантование лучше.

Установим llama.cpp для запуска LLM на CPU в linux:

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

Утилита llama-quantize позволяет квантовать во множество форматов (см. спойлер).

Возможные форматы

QUANT_OPTIONS = {
    { "Q4_0",     LLAMA_FTYPE_MOSTLY_Q4_0,     " 4.34G, +0.4685 ppl @ Llama-3-8B",  },
    { "Q4_1",     LLAMA_FTYPE_MOSTLY_Q4_1,     " 4.78G, +0.4511 ppl @ Llama-3-8B",  },
    { "Q5_0",     LLAMA_FTYPE_MOSTLY_Q5_0,     " 5.21G, +0.1316 ppl @ Llama-3-8B",  },
    { "Q5_1",     LLAMA_FTYPE_MOSTLY_Q5_1,     " 5.65G, +0.1062 ppl @ Llama-3-8B",  },
    { "IQ2_XXS",  LLAMA_FTYPE_MOSTLY_IQ2_XXS,  " 2.06 bpw quantization",            },
    { "IQ2_XS",   LLAMA_FTYPE_MOSTLY_IQ2_XS,   " 2.31 bpw quantization",            },
    { "IQ2_S",    LLAMA_FTYPE_MOSTLY_IQ2_S,    " 2.5  bpw quantization",            },
    { "IQ2_M",    LLAMA_FTYPE_MOSTLY_IQ2_M,    " 2.7  bpw quantization",            },
    { "IQ1_S",    LLAMA_FTYPE_MOSTLY_IQ1_S,    " 1.56 bpw quantization",            },
    { "IQ1_M",    LLAMA_FTYPE_MOSTLY_IQ1_M,    " 1.75 bpw quantization",            },
    { "Q2_K",     LLAMA_FTYPE_MOSTLY_Q2_K,     " 2.96G, +3.5199 ppl @ Llama-3-8B",  },
    { "Q2_K_S",   LLAMA_FTYPE_MOSTLY_Q2_K_S,   " 2.96G, +3.1836 ppl @ Llama-3-8B",  },
    { "IQ3_XXS",  LLAMA_FTYPE_MOSTLY_IQ3_XXS,  " 3.06 bpw quantization",            },
    { "IQ3_S",    LLAMA_FTYPE_MOSTLY_IQ3_S,    " 3.44 bpw quantization",            },
    { "IQ3_M",    LLAMA_FTYPE_MOSTLY_IQ3_M,    " 3.66 bpw quantization mix",        },
    { "Q3_K",     LLAMA_FTYPE_MOSTLY_Q3_K_M,   "alias for Q3_K_M"                   },
    { "IQ3_XS",   LLAMA_FTYPE_MOSTLY_IQ3_XS,   " 3.3 bpw quantization",             },
    { "Q3_K_S",   LLAMA_FTYPE_MOSTLY_Q3_K_S,   " 3.41G, +1.6321 ppl @ Llama-3-8B",  },
    { "Q3_K_M",   LLAMA_FTYPE_MOSTLY_Q3_K_M,   " 3.74G, +0.6569 ppl @ Llama-3-8B",  },
    { "Q3_K_L",   LLAMA_FTYPE_MOSTLY_Q3_K_L,   " 4.03G, +0.5562 ppl @ Llama-3-8B",  },
    { "IQ4_NL",   LLAMA_FTYPE_MOSTLY_IQ4_NL,   " 4.50 bpw non-linear quantization", },
    { "IQ4_XS",   LLAMA_FTYPE_MOSTLY_IQ4_XS,   " 4.25 bpw non-linear quantization", },
    { "Q4_K",     LLAMA_FTYPE_MOSTLY_Q4_K_M,   "alias for Q4_K_M",                  },
    { "Q4_K_S",   LLAMA_FTYPE_MOSTLY_Q4_K_S,   " 4.37G, +0.2689 ppl @ Llama-3-8B",  },
    { "Q4_K_M",   LLAMA_FTYPE_MOSTLY_Q4_K_M,   " 4.58G, +0.1754 ppl @ Llama-3-8B",  },
    { "Q5_K",     LLAMA_FTYPE_MOSTLY_Q5_K_M,   "alias for Q5_K_M",                  },
    { "Q5_K_S",   LLAMA_FTYPE_MOSTLY_Q5_K_S,   " 5.21G, +0.1049 ppl @ Llama-3-8B",  },
    { "Q5_K_M",   LLAMA_FTYPE_MOSTLY_Q5_K_M,   " 5.33G, +0.0569 ppl @ Llama-3-8B",  },
    { "Q6_K",     LLAMA_FTYPE_MOSTLY_Q6_K,     " 6.14G, +0.0217 ppl @ Llama-3-8B",  },
    { "Q8_0",     LLAMA_FTYPE_MOSTLY_Q8_0,     " 7.96G, +0.0026 ppl @ Llama-3-8B",  },
    { "Q4_0_4_4", LLAMA_FTYPE_MOSTLY_Q4_0_4_4, " 4.34G, +0.4685 ppl @ Llama-3-8B",  },
    { "Q4_0_4_8", LLAMA_FTYPE_MOSTLY_Q4_0_4_8, " 4.34G, +0.4685 ppl @ Llama-3-8B",  },
    { "Q4_0_8_8", LLAMA_FTYPE_MOSTLY_Q4_0_8_8, " 4.34G, +0.4685 ppl @ Llama-3-8B",  },
    { "F16",      LLAMA_FTYPE_MOSTLY_F16,      "14.00G, +0.0020 ppl @ Mistral-7B",  },
    { "BF16",     LLAMA_FTYPE_MOSTLY_BF16,     "14.00G, -0.0050 ppl @ Mistral-7B",  },
    { "F32",      LLAMA_FTYPE_ALL_F32,         "26.00G              @ 7B",          },
    // Note: Ensure COPY comes after F32 to avoid ftype 0 from matching.
    { "COPY",     LLAMA_FTYPE_ALL_F32,         "only copy tensors, no quantizing",  },
}

В llama.cpp реализовано большое число квантов. Рассмотрим все примеры из репозитория llama3.1 8B. Для автоматизации экспериментов пишем код на bash, а не на python, чтобы можно было запускать этот код без установки дополнительных зависимостей. Код доступен на github.

Скорость

Для оценки скорости обработки промпта и скорости генерации запускаем llama-bench на всех файлах. По умолчанию устанавливаются значения 512 для prompt processing (модель “прочитает” 512 токенов) и 128 для text generation (модель сгенерирует 128 токенов). Каждый эксперимент проводится 5 раз и высчитывается среднее значение. Код программы для выполнения эксперимента на всех моделях в папке:

#!/bin/bash


llama_bench_path="$HOME/llama.cpp/llama-bench"
results_file="llama_bench_raw_results.md"
output_csv="llama_bench_aggregated_output.csv"
model_dir="."
ngl=100


if [ ! -f "$llama_bench_path" ]; then
    echo "Error: llama-bench not found at $llama_bench_path"
    exit 1
fi
echo "model_name,size,pp512,tg128" > "$output_csv"
parse_and_append_to_csv() {
    local model_name="$1"
    local output="$2"
    local size="" pp512="" tg128=""
    while IFS= read -r line; do
        [[ $line =~ \|\ *llama.*\ *\|\ *([0-9.]+)\ GiB\ *\|\ *.*\ *\|\ *(pp512|tg128)\ *\|\ *([0-9.]+) ]] && {
            size="${BASH_REMATCH[1]}"
            [[ ${BASH_REMATCH[2]} == "pp512" ]] && pp512="${BASH_REMATCH[3]}" || tg128="${BASH_REMATCH[3]}"
        }
    done <<< "$output"
    echo "$model_name,$size,$pp512,$tg128" >> "$output_csv"
}
find "$model_dir" -name "*.gguf" -print0 | while IFS= read -r -d '' model; do
    model_name=$(basename "$model" .gguf)
    echo "Running llama-bench on $model_name..."
    output=$("$llama_bench_path" -m "$model" -ngl "$ngl")
   {
        echo -e "Results for $model_name:\n------------------------\n$output\n\n"
    } >> "$results_file"


    parse_and_append_to_csv "$model_name" "$output"
done


echo "All results have been combined into $results_file"
echo "CSV file has been created at $output_csv."

Данные сохраняются в CSV-файл, а если будут нужны подробности каждого запуска, то они сохраняются в llama_bench_raw_results.md

Качество

В роли тестового текста для измерения перплексии возьмем произведение “Пиковая дама” А.С. Пушкина. Код скрипта для оценки перплексии, который сохраняет имя модели и перплексию для каждого gguf файла в заданной папке в llama_perplexity_results.csv

#!/bin/bash


llama_perplexity="$HOME/llama.cpp/llama-perplexity"
test_file="pikovaya_dama.txt"
gguf_folder="."
ngl=100
output_file="llama_perplexity_results.csv"
> "$output_file"


for gguf_file in "$gguf_folder"/*.gguf; do
    file_name=$(basename "$gguf_file" .gguf)
    output=$(eval "$llama_perplexity -f $test_file -m $gguf_file -ngl $ngl")
    final_estimate=$(echo "$output" | grep -o 'Final estimate: PPL = [0-9.]*' | sed 's/Final estimate: PPL = //')
    echo "$file_name,$final_estimate" >> "$output_file"
done

Результаты

Все результаты мы собрали в одну таблицу:

Модель	Размер модели (GiB)	Скорость tg128 на CPU (t/s)	Скорость pp512 на CPU (t/s)	PPL
Meta-Llama-3.1-8B-Instruct-f32	29.92	5.5	129.24	10.0608
Meta-Llama-3.1-8B-Instruct-Q8_0	7.95	18.25	445.93	10.0614
Meta-Llama-3.1-8B-Instruct-Q6_K	6.14	20.92	539.37	10.098
Meta-Llama-3.1-8B-Instruct-Q6_K_L	6.37	20.84	546.71	10.0982
Meta-Llama-3.1-8B-Instruct-Q5_K_L	5.63	22.23	622.19	10.1468
Meta-Llama-3.1-8B-Instruct-Q5_K_M	5.33	22.74	777.02	10.1508
Meta-Llama-3.1-8B-Instruct-Q5_K_S	5.21	23.23	759.19	10.1614
Meta-Llama-3.1-8B-Instruct-Q4_K_L	4.94	25.35	716.21	10.3221
Meta-Llama-3.1-8B-Instruct-Q4_K_M	4.58	25.68	712.83	10.365
Meta-Llama-3.1-8B-Instruct-Q4_K_S	4.36	26.09	948.55	10.398
Meta-Llama-3.1-8B-Instruct-IQ4_XS	4.13	26.24	776.49	10.4468
Meta-Llama-3.1-8B-Instruct-Q3_K_XL	4.45	26.39	979.99	10.7521
Meta-Llama-3.1-8B-Instruct-Q3_K_L	4.02	27.45	782.53	10.8216
Meta-Llama-3.1-8B-Instruct-Q3_K_M	3.74	29.29	1006.48	11.0046
Meta-Llama-3.1-8B-Instruct-IQ3_M	3.52	26.61	890.29	11.3089
Meta-Llama-3.1-8B-Instruct-IQ3_XS	3.27	28.47	926.26	11.6679
Meta-Llama-3.1-8B-Instruct-Q3_K_S	3.41	29.44	1114.8	12.4374
Meta-Llama-3.1-8B-Instruct-Q2_K	2.95	33.29	1137.28	15.0171
Meta-Llama-3.1-8B-Instruct-IQ2_M	2.74	31.68	1316.96	15.6223
Meta-Llama-3.1-8B-Instruct-Q2_K_L	3.43	34.04	965.15	16.0856

Как и ожидалось, перплексия увеличивается при уменьшении точности весов. По графику видно, что Q5_K_S версия квантования показывает очень хороший результат. При незначительном увеличении перплексии вес модели уменьшился в 6 (!) раз. Это значит, что требуется в 6 раз меньше оперативной памяти для работы модели при использовании этого метода квантования. Далее рассмотрим Q5_K_S поближе.

Скорость обработки промпта модели Q5_K_S увеличивалась почти так же в 6 раз (759 t/s по сравнению с 129 t/s у неквантованной модели). Хоть эта модель и не самая быстрая, не нужно забывать о перплексии (см. таблицу).

В случае со скоростью генерации версия Q5_K_S выдает 23 токенов в секунду при 5,5 токенах в секунду у неквантованной модели, что также выделяет ее среди версий с незначительной потерей в показателе PPL.

Вывод

При аренде оборудования имеет смысл рассмотреть квантованные модели, так как LLM занимают большой объем RAM и требовательны к ее производительности. При квантовании моделей получится уменьшить требования к объему RAM/VRAM и ускорить работу LLM за счет снижения качества генерации/обработки промпта. Это снижение качества может быть незначительным, особенно при использовании Q5* и Q6*.

Для большей уверенности имеет смысл проверить и на других бенчмарках, релевантных для конкретных задач. В следующей статье рассмотрим изменение производительности на GPU (результаты вас удивят).

P.S. напишите в комментариях, как бы вы выбрали оптимальный способ квантования алгоритмически?

Что ещё почитать:

An Empirical Study of LLaMA3 Quantization: From LLMs to MLLMs https://arxiv.org/pdf/2404.14047

Автор: Кононова Валентина, ML инженер

НЛО прилетело и оставило здесь промокод для читателей нашего блога:
–15% на заказ любого VDS (кроме тарифа Прогрев) — HABRFIRSTVDS

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10 окт. 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

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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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