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Как работает генерация видео в open source проекте Wunjo CE

Генерация видео теперь open source? Наконец-то я нашёл время, чтобы добавить генерацию видео из текста и изображений в свой open source проект Wunjo CE. В этой статье мы рассмотрим, как это работает, сравним его с похожими решениями, изучим основы подхода и его альтернативы.

Что такое Wunjo CE?

Wunjo CE — это приложение (пет‑проект), которое можно установить одним кликом и во второй клик развернуть приложение как серверное, чтобы использовать его с мобильного устройства или планшета в локальной сети или интернете. Вам не нужно разбираться в тонкостях скачивания из GitHub и установки зависимостей (при этом никто не запрещает это сделать, открытый код и всё такое) — программа всё сделает за вас.

Ранее я писал о Wunjo CE на Хабре. Приложение позволяет изменять лицо, цвет кожи, пол на фото и видео, синхронизировать губы, делать рестайлинг видео с помощью текста, удалять объекты, клонировать голос для озвучки, разделять аудио. Вы можете проверить оригинальность контента в приложении, является ли изображение и видео дипфейком или аудио содержит клонированный голос из Wunjo.

И вот, генерация изображений и видео добавлены в функционал проекта. Я собираю всё, чем пользуюсь сам, и делаю это максимально простым и доступным. В том числе и на слабых устройствах.

Ознакомление с функционалом

Если вам интересно ознакомиться с полным функционалом, объяснением параметров и инструкциями по работе с приложением, я прикреплю видео в конце статьи. Также, если вам не хочется вникать в технические детали, в конце статьи будет видео, показывающее, как пользоваться генерацией видео и сравнение с Pika и Gen.

Анатоль Франс писал: «Учиться можно только весело... Чтобы переварить знания, надо поглощать их с аппетитом.»

Эти слова лучше всего описывают, что для каждого человека есть своё ценное в материале, и некоторые подробности можно упустить.

Характеристики для генерации видео

Видео может быть сгенерировано из текста и изображений с помощью моделей Stable Diffusion. Вы можете добавить кастомные модели версии 1.5, а также расширить до версии XL. Однако, на мой взгляд, это не имеет особого смысла, так как модель для генерации видео не передаст такое качество, какое можно получить моделями Stable Diffusion XL, а мощности потребуется больше.

Параметры генерации

FPS: Максимальное значение — 24 FPS, что позволяет получить 4 секунды видео. Уменьшая FPS, вы увеличиваете длительность видео.
VRAM: Генерация видео возможна на 8 ГБ VRAM.
Форматы: Доступны популярные соотношения сторон для генерации из текста: 16:9 (YouTube), 9:16 (Shorts), 1:1, 5:2, 4:5, 4:3. Сохраняется соотношение сторон для генерации из изображения.

Генерация видео из текста

Сначала генерируется изображение в выбранном вами формате. Вы можете видеть изображение, перегенерировать его или изменить детали перед созданием видео.

Генерация видео из изображения

Используется соотношение сторон исходного изображения, при этом вы можете доработать его элементы перед генерацией видео.

Что-то это мне напоминает

Настройка вручную

Если автоматическое скачивание необходимых репозиториев не удалось, вам потребуется около 85-90 Гб места на жестком диске. Место хранения моделей можно выбрать самостоятельно, подробнее об этом в документации.

Программа скачивает все репозитории и модели автоматически, но возможны проблемы со скачиванием с Hugging Face без VPN. В таком случае необходимо перейти в директорию .wunjo/all_models.

Скачивание вручную

Runwayml: Это репозиторий, включающий необходимые модели, такие как vae, safety_checker, text_encoder, unet и другие. Вам нужно создать директорию runwayml и скачать модели в соответствующие папки.

Вы также можете воспользоваться консольной командой для автоматизации этого процесса.

git clone https://huggingface.co/runwayml/stable-diffusion-v1-5

Перед началом скачивания убедитесь, что у вас есть возможность скачивать крупные файлы.

git lfs install

Скачивание моделей Custom Stable Diffusion

В директорию .wunjo/all_models/diffusion вы можете скачать различные модели Stable Diffusion 1.5, которые будут использоваться при генерации изображений. Эти модели можно найти в открытом доступе, например, на Hugging Face или Civitai.

Настройка custom_diffusion.json

В файле .wunjo/all_models/custom_diffusion.json вы указываете пути до ваших моделей. Пример настройки:

[
	{
		"name": "Fantasy World", "model": "fantasyWorld_v10.safetensors", "img": "https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/2e321e71-c144-4ba6-8b55-3f62756fc0a1/width=1024,quality=90/01828-3669354034-giant%20pink%20balloon,cities%20floating%20on%20balloons,magnificent%20clouds,pink%20theme,.jpeg", "url": ""
	}
]

Если вы укажете url, тогда модель скачивается автоматически.

Этот шаг можно пропустить, так как по умолчанию включены две модели Stable Diffusion 1.5, которые достаточно для создания как реалистичного, так и рисованного контента.

Переход на библиотеку diffusers

Ранее код работал только с необходимыми частями генеративных моделей, что экономило время и уменьшало количество ненужного кода. Однако для расширения функционала я решил перейти на библиотеку diffusers. Конкретно репозиторий runwayml используется для генерации изображений.

Пример кода из проекта:

# Определяю компоненты модели runwayml
vae = AutoencoderKL.from_pretrained(sd_path, subfolder="vae", torch_dtype=torch.float16)
text_encoder = CLIPTextModel.from_pretrained(sd_path, subfolder="text_encoder", torch_dtype=torch.float16)
tokenizer = CLIPTokenizer.from_pretrained(sd_path, subfolder="tokenizer")
unet = UNet2DConditionModel.from_pretrained(sd_path, subfolder="unet", torch_dtype=torch.float16)
safety_checker = StableDiffusionSafetyChecker.from_pretrained(sd_path, subfolder="safety_checker", torch_dtype=torch.float16)  # to filter naked content
feature_extractor = CLIPImageProcessor.from_pretrained(sd_path, subfolder="feature_extractor")

# Если указана кастомная модель 1.5, подгружаю её веса.
if weights_path:
    weights = load_file(weights_path)  # weights_path
    unet.load_state_dict(weights, strict=False)

Вы можете изменить Stable Diffusion 1.5 на более мощную модель, так как используются pipelines из библиотеки diffusers. Для этого достаточно изменить sd_path и StableDiffusionPipeline.

pipe = StableDiffusionPipeline(
    vae=vae,
    text_encoder=text_encoder,
    tokenizer=tokenizer,
    unet=unet,
    scheduler=DDIMScheduler.from_pretrained(sd_path, subfolder="scheduler"),
    safety_checker=safety_checker,  # Значение None отключает цензуру модели SD
    requires_safety_checker=False,
    feature_extractor=feature_extractor,
).to(device)

И ссылки на документацию по Stable Diffusion XL и Turbo.

Использование ControlNet

Для изменения элементов изображения в приложении используется ControlNet и соответствующие pipelines. Пример настройки:

def make_canny_condition(image):
    image = np.array(image)
    image = cv2.Canny(image, 100, 200)
    image = image[:, :, None]
    image = np.concatenate([image, image, image], axis=2)
    image = Image.fromarray(image)
    return image

if controlnet_type == "canny":
    control_image = make_canny_condition(init_image)
else:
    control_image = init_image

controlnet = ControlNetModel.from_pretrained(controlnet_path, torch_dtype=torch.float16).to(device)

По умолчанию доступен метод canny, но вы можете расширить приложение, добавив различные методы ControlNet. Например, для XL моделей можно заменить controlnet на IP-Adapter или T2I-Adapter.

Скачивание моделей ControlNet

В директорию .wunjo/all_models необходимо создать директорию controlnet_canny и скачать модели из репозитория sd controlnet canny.

git clone https://huggingface.co/lllyasviel/sd-controlnet-canny

Также создайте директорию controlnet_tile и скачайте модели из репозитория control_v11f1e_sd15_tile.

git clone https://huggingface.co/lllyasviel/control_v11f1e_sd15_tile

Зачем ControlNet Tile? Об этом позже.

Генерация видео

Для генерации видео я использую репозиторий stabilityai и соответствующий Pipeline. Возникает вопрос: если модель ограничена на изображения форматом 576x1024 и генерирует не более 25 кадров, как использовать любой формат в модели и получать 4 секунды видео при 24 FPS?

# Определяем компоненты 
vae = AutoencoderKLTemporalDecoder.from_pretrained(sd_path, subfolder="vae", torch_dtype=torch.float16)
image_encoder = CLIPVisionModelWithProjection.from_pretrained(sd_path, subfolder="image_encoder", torch_dtype=torch.float16)
scheduler = EulerDiscreteScheduler.from_pretrained(sd_path, subfolder="scheduler")
unet = UNetSpatioTemporalConditionModel.from_pretrained(sd_path, subfolder="unet", torch_dtype=torch.float16)
feature_extractor = CLIPImageProcessor.from_pretrained(sd_path, subfolder="feature_extractor")
# Инициализируем
pipe = StableVideoDiffusionPipeline(
    vae=vae,
    image_encoder=image_encoder,
    scheduler=scheduler,
    unet=unet,
    feature_extractor=feature_extractor
)
pipe.enable_model_cpu_offload()
pipe.unet.enable_forward_chunking()
pipe.enable_xformers_memory_efficient_attention()

Подготовка изображений

Перед подачей изображения в модель для генерации видео, я достраиваю его до формата 576x1024, не меняя содержание пользовательского кадра. После outpaint использую controlnet_tile с соответствующей маской для улучшения качества добавленных зон. Чем лучше качество достроенных зон, тем лучше анимация. Генерация лучше сосредоточена на движении объектов, а не на созданных зонах.

Итерации генерации

Видео нельзя генерировать до бесконечности, так как на каждый конечный кадр модель добавляет шум. После третьей итерации получается мессиво из пикселей. Поэтому я генерирую первые две итерации, делаю реверс, снова генерирую итерации и соединяю все, делая кадрирование под соотношение сторон для пользователя. Эти ухищрения расширяют возможности для stabilityai.

Улучшение качества генерации видео

Вы можете заменить репозиторий stable-video-diffusion-img2vid-xt на stable-video-diffusion-img2vid-xt-1-1 для получения лучшего качества видео, чем используемая мной модель.

Результаты и сравнение

Для вас я собрал в одном видео различные примеры генерации в сравнении с Pika и Gen-2. Я не включил модели Gen-3, Luma, Sora, так как open source модели не могут с ними конкурировать. Из всего списка мне удалось бесплатно воспользоваться только Luma, и то с ограничениями — например, не более 5 генераций в день. В этом сравнении я сосредоточился на подходах, которые дают приблизительно одинаковое время генерации. Важно понимать, что Wunjo CE — это полностью бесплатное и безлимитное open source решение.

Особенности моделей

По расположению результата на видео.

Pika: Модель не добавляет много движения, но сглаживает результат, иногда даже слишком. Может добавить звук в видео.
Wunjo CE: Сохраняет исходное качество картинки и добавляет интересные движения для некоторых объектов. Однако, направления этих движений могут случайно меняться в кадре и генерация одного видео занимает 15 минут на NVIDIA GeForce RTX 3070 8 Гб VRAM.
Gen-2: Добавляет больше реалистичности, но может создавать искажения для необычных объектов. Есть возможность увеличить длительность результата, но качество с каждой итерацией падает,

Примеры генерации

Промты были простыми, например, "кот сидит" или "собаки едут в машине". Я использовал только по одной генерации видео для каждого подхода, специально не подбирая и не улучшая результаты, чтобы продемонстрировать реальный потенциал моделей.

Кот сидит

Собаки едут в машине

Эта генерация меня рассмешила: модель так интересно сгенерировала кадры, что кажется, будто девочка ругается на жизнь по каким-то своим причинам.

Lofi girl

Для подробного объяснения параметров генерации видео и использования приложения я снял туториал, в котором мы получаем следующие результаты:

Видео-пример

Посмотрите само видео, чтобы увидеть все результаты генерации.

Дополнительный функционал

Про остальной функционал Wunjo CE можно узнать из видео в плейлисте. Там есть обзоры на основной функционал, инструкции по установке из кода и установщика, а также как использовать API для ваших проектов.

Поддержка проекта

Если хотите поддержать проект, переходите на GitHub, сохраняйте в закладки, чтобы не потерять и не пропустить обновления. В планах — добавление генерации аудио для видео и анимации говорящей головы из изображения. Скачать установщики можно с официального сайта wunjo.online и из Boosty. На Boosty можно голосовать за то, какой код функционала будет открыт и доступен на GitHub. Всё зависит от вашего интереса.

Альтернативы

Как и в любой статье про генерацию видео, нельзя не упомянуть альтернативы. Один из интересных open source проектов — ToonCrafter, который генерирует рисованные анимации. Он создает движения только между первым и последним кадром, а не из текста или одного изображения. Разрешение довольно низкое — 320x512, и я не проверял, сколько требуется видеопамяти для запуска этого решения. Однако это хорошая альтернатива с потенциалом для улучшения. Модель ToonCrafter добавляет движения для анимации, что мне очень нравится. Все интересные решения по видео, клонированию голоса, итд., я собираю здесь.

Ваши предложения

Обязательно пишите в комментариях свои альтернативы open source для генерации видео. Это поможет улучшить текущий подход и собрать базу знаний про это новое и захватывающее направление.

Немного философии

Генерация видео из текста и изображений — это не просто технологическое достижение, а новая форма творчества и самовыражения. Благодаря open source и коммерческим проектам создается новая форма выражения мыслей, когда одним текстом можно создать ролик с тем, что даже трудно и затратно снять технологически.

Звучит интересно и то, что одним запросом можно будет адаптировать один ролик для различных стран и регионов, меняя цвет кожи, лица, объекты и надписи, добавляя новые элементы и видео. Будущее обещает ещё более реалистичные и детализированные модели. Генерация видео становится не просто инструментом, а новой философией в творчестве, объединяющей технологии, простоту и искусство.

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16 июл. 2024 г.

07.09.23 16:24 CherryTeam

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

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

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26.06.24 18:46 Jacobethannn098

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

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04.07.24 04:49 ZionNaomi

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13.07.24 21:13 michaelharrell825

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17.07.24 02:26 thompsonrickey

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18.07.24 20:13 austinagastya

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27.08.24 12:50 James889900

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27.08.24 13:06 James889900

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02.09.24 20:24 [email protected]

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06.09.24 01:35 Celinagarcia

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06.09.24 01:44 Celinagarcia

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

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16.09.24 00:11 marcusaustin

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23.09.24 18:56 matthewshimself

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

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02.10.24 22:27 Emily Hunter

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

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31.10.24 00:13 ytre89

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

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12.11.24 00:50 TERESA

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17.11.24 09:31 Vivianlocke223

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19.11.24 03:06 [email protected]

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19.11.24 03:07 [email protected]

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

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

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

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

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22.11.24 23:43 teresaborja

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

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

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25.11.24 02:20 briankennedy

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26.11.24 21:59 [email protected]

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

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26.11.24 23:12 rickrobinson8

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00:39 [email protected]

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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.