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OLMo: (Миниатюрная) Открытая Языковая Модель

bfa437bfc6107c0cc3152f5e13e1a0cb.jpg

OLMo — моделька от AI2, разработанная учёными для учёных. Если вы занимаетесь экспериментами над нейронками, это идеальный вариант: весь код и данные, необходимые для тренировки, открыто лежат на GitHub. Более того, выложены даже промежуточные чекпоинты, с очень высокой гранулярностью. Это отличает ее от якобы "открытых" нейронок, которые обычно приходят к тебе монолитным финальным бинарём.

Эта статья — короткий гайд, по большей части взятый с GitHub создателей нейросети. Гайд проверен в боевых условиях и действительно работает.

Установка

Сначала установливаем Git, Python и PyTorch, следуя инструкциям для вашей операционной системы. Инструкции для PyTorch есть здесь.

Для обучения и дообучения рекомендуется установка из исходного кода:

git clone https://github.com/allenai/OLMo.git
cd OLMo
pip install -e .[all]

Также можно установить из PyPI:

pip install ai2-olmo

Shameless plug. Хотите свежего мяса и пейперов про нейронки? Телега @1red2black.

Предварительное обучение

Предварительное обучение OLMo проходит в два этапа. На первом этапе мы обучаем модель на больших объёмах данных, преимущественно из интернета: OLMo-mix-1124 На втором этапе мы обучаем на меньшем объёме высококачественных целевых данных: Dolmino-mix-1124

Вы можете найти все контрольные точки моделей, как минимум каждые 1000 шагов обучения, в форматах OLMo и Hugging Face:

Примечание: для варианта 32B использовались новые скрипты для тренинга, которые тоже открыто опубликованы. Если хотите пройти весь этот путь, для обучения или дообучения OLMo-2 32B посетите OLMo-core.

Шаги для воспроизведения

Чтобы воспроизвести любой из описанных ниже процессов обучения, выполните:

torchrun --nproc_per_node=8 scripts/train.py {путь_к_файлу_конфигурации}

Параметр --nproc_per_node , как и следует из названия — количество одновременных процессов PyTorch. Если у вас несколько GPU, то стоит установить значение, равное количеству GPU. При тренинге целиком на CPU, там должно быть разумное количество ядер процессора (не стоит на 16-ядерном процессоре занимать все 16 ядер).

Для настройки обучения, используйте любую из конфигураций, перечисленных ниже.

Если хотите переопределить какие-то настройки в конфигурации, без необходимости создавать новую конфигурацию каждый раз, можно сделать следующее:

torchrun --nproc_per_node=8 scripts/train.py {путь_к_файлу_конфигурации} \
  --настройка=значение \
  --настройка=значение \
  --настройка.поднастройка=значение

В конфигурации ниже, данные передаются в реальном времени по HTTP. Если нужно провести более полномасштабный эксперимент, рекомендуется загрузить файлы локально и изменить пути, чтобы они указывали на вашу локальную файловую систему.

Для запуска на устройствах Mac с процессорами Apple:

python scripts/train.py {путь_к_файлу_конфигурации}

Пример:

python scripts/train.py configs/tiny/OLMo-20M.yaml --save_overwrite

Примечание: Для запуска необходимо обновить PyTorch до версии 2.5.x.

Этап 1

Этап 1 — самый масштабный и дорогой этап, где нейронка обучается на 4-5 триллионах токенов. В таблице ниже приведены ссылки на файлы, которые нужно передавать для консольной команды pytorch:

Данные, в основном, загружаются из веба. Посмотрите, как выглядит раздел data.paths, и не забудьте пересохранить его в виде локальных файлов. В качестве лайфхака, можно локально развернуть веб-сервер и подменить домен olmo-data.org на 127.0.0.1. В общем, развлекайтесь, оптимизация — дело добровольное.

data:
  pad_direction: right
  # generate_doc_lengths: true
  num_workers: 32
  drop_last: true
  pin_memory: true
  prefetch_factor: 8
  persistent_workers: true
  memmap_dtype: uint32
  timeout: 0
  instance_filter:
    repetition_max_period: 13
    repetition_min_period: 1
    repetition_max_count: 32
  paths:
    # ProofPile 2: Algebraic Stack Data
    - http://olmo-data.org/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/allenai/dolma2-tokenizer/part-00-00000.npy
    - http://olmo-data.org/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/allenai/dolma2-tokenizer/part-01-00000.npy
    - http://olmo-data.org/preprocessed/proof-pile-2/v0_decontaminated/algebraic-stack/train/allenai/dolma2-tokenizer/part-02-00000.npy

Этап 2 для 1B

Для модели 1B можно сделать три прохода обучения, с разным порядком данных, на 50 миллиардах высококачественных токенов, а затем усреднили и сварили модельный суп.

"суп"/"soup" — удобный термин, появившийся где-то в 2022-23 годах. Это метафора: когда варишь суп, нужно в кастрюлю сложить много ингридиентов. В данном случае, это модели, которые усредняются и склеиваются для достижения общего результата.

Контрольная точка

Конфигурация обучения

WandB

случайное зерно 42049

stage2-ingredient1-step23852-tokens50B

OLMo2-1B-stage2-seed42069.yaml

wandb.ai/OLMo2-1B

случайное зерно 666

stage2-ingredient2-step23852-tokens50B

OLMo2-1B-stage2-seed666.yaml

wandb.ai/OLMo2-1B

случайное зерно 42

stage2-ingredient3-step23852-tokens50B

OLMo2-1B-stage2-seed42.yaml

wandb.ai/OLMo2-1B

итоговая смешанная модель

main

нет конфигурации, просто усреднили веса в Python

Этап 2 для 7B

Для модели 7B проводилось три этапа обучения, с разным порядком данных, на 50 миллиардах высококачественных токенов, а затем всё усреднено в модельном супе.

Контрольная точка

Конфигурация обучения

WandB

случайное зерно 42

stage2-ingredient1-step11931-tokens50B

OLMo2-7B-stage2-seed42.yaml

wandb.ai/OLMo2-7B

случайное зерно 42069

stage2-ingredient2-step11931-tokens50B

OLMo2-7B-stage2-seed42069.yaml

wandb.ai/OLMo2-7B

случайное зерно 666

stage2-ingredient3-step11931-tokens50B

OLMo2-7B-stage2-seed666.yaml

wandb.ai/OLMo2-7B

итоговая смешанная модель

main

нет конфигурации, просто усреднили веса в Python

Указанные здесь конфигурации настроены для загрузки последней контрольной точки после этапа 1, чтобы обучение началось прямо с этого момента. Как всегда, можно подшаманить и что-нибудь оптимизировать.

Этап 2 для 13B

Для модели 13B проводилось три этапа обучения с разным порядком данных на 100 миллиардах высококачественных токенов и одно дополнительное обучение на 300 миллиардах высококачественных токенов. Как всегда, результаты сварили в супе.

Контрольная точка

Конфигурация обучения

WandB

случайное зерно 1110, 100B

stage2-ingredient1-step11931-tokens100B

OLMo2-13B-stage2-seed1110-100B.yaml

wandb.ai/OLMo2-13B

случайное зерно 2662, 100B

stage2-ingredient2-step11931-tokens100B

OLMo2-13B-stage2-seed2662-100B.yaml

wandb.ai/OLMo2-13B

случайное зерно 6209, 100B

stage2-ingredient3-step11931-tokens100B

OLMo2-13B-stage2-seed6209-100B.yaml

wandb.ai/OLMo2-13B

случайное зерно 2662, 300B

stage2-ingredient4-step11931-tokens300B

OLMo2-13B-stage2-seed2662-300B.yaml

wandb.ai/OLMo2-13B

итоговая смешанная модель

main

нет конфигурации, мы просто усреднили веса в Python

Так же как и на прошлом этапе, конфигурации настроены для загрузки последнего чекпоинта после этапа 1, чтобы обучение началось прямо с этого момента. Как всегда, можно подшаманить и что-нибудь оптимизировать.

Примечание: Всю информацию о модели 32B можно найти в репозитории OLMo-core.

Варианты с инструкциями

По ссылкам доступен полный набор instruct моделей:

Примечание: эти модели специально тренируются, чтобвы выполнять инструкции. Если базовые модели натренированы только на предсказание следующего токена и отлично подходит как база для чего-то большего, то OLMo2 Instruct лучше подходит для ответов на вопросы, суммаризации текстов и так далее. Во флагманских моделях компаний типа Anthropic подразумевается тренировка на соответствие человеческим ценностям, но конкретно в OLMo2 Instruct этим особо не заморачивались. Поэтому, если вы собираетесь использовать модельку в продакшен среде, подумайте что будете делать, когда она ответит пользователю какую-нибудь невероятную дичь.

Инференс

Вы можете использовать интеграцию с Hugging Face для запуска инференса на контрольных точках OLMo Transformers:

from transformers import AutoModelForCausalLM, AutoTokenizer
olmo = AutoModelForCausalLM.from_pretrained("allenai/OLMo-2-0425-1B")
tokenizer = AutoTokenizer.from_pretrained("allenai/OLMo-2-0425-1B")
message = ["Сшит колпак не по колпаковски. Что с колпаком станет, коли колпак переколпаковать?"]
inputs = tokenizer(message, return_tensors='pt', return_token_type_ids=False)
# необязательная проверка cuda
# inputs = {k: v.to('cuda') for k,v in inputs.items()}
# olmo = olmo.to('cuda')
response = olmo.generate(**inputs, max_new_tokens=100, do_sample=True, top_k=50, top_p=0.95)
print(tokenizer.batch_decode(response, skip_special_tokens=True)[0])

Альтернатива — абстракция pipeline от Hugging Face:

from transformers import pipeline
olmo_pipe = pipeline("text-generation", model="allenai/OLMo-2-0425-1B")
print(olmo_pipe("Ехал Грека через реку, видит Грека — в реке что?"))

Квантизация

olmo = AutoModelForCausalLM.from_pretrained("allenai/OLMo-2-0425-1B", torch_dtype=torch.float16, load_in_8bit=True)  # требуется bitsandbytes

Квантизированная модель чувствительна к типам входных данных и обработке CUDA. Чтобы избежать потенциальных проблем, рекомендуется явно преобразовывать входные идентификаторы в CUDA, используя: inputs.input_ids.to('cuda')

Оценка

Дополнительные инструменты для оценки моделей OLMo доступны в репозиториях OLMo Eval и olmes.

Хостинг на Modal.com

Modal - довольно популярный зарубежный хостинг для моделей, который используют разработчики OLMo. Купить его карточкой МИР, конечно, нельзя — кроме хостинга типа Cloud.ru у нас не так много опций. Но вот турецкой карточкой — уже можно попробовать.

a7e3a0f6ebcf58a48a3ca0c9745c59f5.png

Пример скрипта для размещения модели OLMo 2 на Modal.com с использованием OpenAI API предоставлен в ./scripts/olmo2_modal_openai.py. Для его запуска:

  1. Следуйте инструкциям в разделе "Getting Started" в руководстве Modal.com, чтобы установить библиотеку Modal и необходимые консольные утилиты.

  2. Следуйте инструкциям в разделе Secrets руководства Modal.com, чтобы создать секрет Modal с именем "example-secret-token", который определяет значение переменной MODAL_TOKEN для вашего сервера.

  3. Затем выполните:

modal deploy ./scripts/olmo2_modal_openai.py

Эндпоинт можно проверить с помощью curl:

curl -X POST \
  -H "Authorization: Bearer [секретный токен из предыдущего шага]" \
  -H "Content-Type: application/json" \
  -d @body.json \
  https://[домен эндпоинта из предыдущей команды]/v1/chat/completions

где body.json имеет формат:

{
    "model": "OLMo-2-1124-13B-Instruct",
    "messages": [
        {
            "role": "user",
            "content": "Что общего у письменного стола и Дональда Трампа?"
        }
      ],
    "max_tokens": 100,
    "temperature": 0.9,
    "stream": true
}

Выводы

Миниатюрная (доступная не только арабским шейхам), качественная, полностью открытая кодовая база, бесплатно. Идеальная штука, чтобы ставить эксперименты и тренироваться в алгоритмах. Лицензия Apache 2.0. Идеалити.

Разработчики не собираются останавливаться на достигнутом, следите за обновлениями их странички на Hugging Face.

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    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 09.10.25 11:05 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 11.10.25 04:41 luciajessy3

    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 01:12 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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