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[Перевод] Используем Hugging Face для обучения GPT-2 генерации музыки

Hugging Face имеет полнофункциональный набор инструментов, от функций создания датасетов до развёртывания демо моделей. В этом туториале мы воспользуемся такими инструментами, поэтому вам полезно будет знать экосистему Hugging Face. К концу туториала вы сможете обучить модель GPT-2 генерации музыки.

Демо проекта можно попробовать здесь.

Источником вдохновения и фундаментом этого туториала стала выдающаяся работа доктора Тристана Беренса.

Введение

Сегодня генеративный ИИ имеет большую популярность в сфере машинного обучения. Впечатляющие модели наподобие ChatGPT и Stable Diffusion благодаря своим потрясающим возможностям захватили внимание технологического сообщества и широкой публики. Крупные компании (Facebook, OpenAI и Stability AI) также присоединились к этому движению, выпустив впечатляющие инструменты для генерации музыки.

Обычно для создания генеративных музыкальных моделей используется два подхода:

Сырое аудио: при таком подходе для обучения модели используется сырое представление звука (.wav, .mp3) . Такую методику применяют для StableAudio и MusicGen.
Символическая музыка: вместо использования сырого представления звука можно использовать команды для генерации аудио. Например, вместо использования записи мелодии на флейте применяется считываемая музыкантом нотная запись. Команды для создания конкретного музыкального фрагмента хранятся в файлах MIDI или MusicXML. Компания OpenAI обучала MuseNet (уже недоступную) на символической музыке.

В этом туториале мы будем применять символические модели. В частности, мы реализуем хитрую идею: если получится преобразовать команды из файлов символической музыки (в туториале используются файлы MIDI) в слова, то мы сможем при обучении модели воспользоваться потрясающими достижениями в сфере NLP!

Сбор датасета и преобразование его в слова

Примечание: учитывая огромный размер необходимых файлов MIDI, я курировал уже готовый к применению датасет, выложенный на Hugging Face. Если же вы предпочитаете датасет меньшего размера, то можете воспользоваться для этого туториала датасетом JS Fake Chorales.

Сбор датасета и его подготовка к обучению — это самая сложная часть проекта. К счастью, в Интернете есть коллекции MIDI, которыми можно воспользоваться. Мы будем использовать одну из таких коллекций, курируемую Колином Рэффелом — Lakh MIDI dataset (LMD), включающую в себя 176581 уникальный файл MIDI. Из LDM мы возьмём подмножество Clean MIDI (14751 файл) с именами файлов, в которых указаны исполнитель и название.

Получаем жанры

Зная исполнителя и название каждой композиции, мы можем определить её жанр. Эту задачу можно решить множеством разных способов. Я воспользуюсь комбинированным: сначала при помощи Spotify API получу жанры по исполнителю, а потом применю ChatGPT для их группировки в готовый набор более-менее сбалансированных жанров.

# Фрагмент кода Spotify API
genres = {}
for i,artist in enumerate(artists):
    try:
        results = sp.search(q=artist, type='artist',limit=1)
        items = results['artists']['items']
        genre_list = items[0]['genres'] if len(items) else items['genres']
        genres[artist] = (genre_list[0]).replace(" ", "_")
        if i < 5:
            print("INFO: Preview {}/5".format(i + 1),
                  artist, genre_list[:5])
    except Exception as e:
        genres[artist] = "MISC"
        print("INFO: ", artist, "not included: ", e)

Результаты далеко неидеальны, но они достаточно близки, чтобы работать над контролем нашей модели. Готовый файл CSV с жанрами выложен на GitHub.

Зачем нам получать жанры? Как мы увидим ниже, их можно использовать для внедрения во входную последовательность токена "GENRE={NAME_OF_GENRE}", что пустит процесс генерации по направлению этого конкретного жанра.

Токенизация датасета

Токенизация музыкальных нот в текстовые токены.

На изображении выше показан один из способов преобразования музыкальных команд в токены, а это именно то, что нужно для обучения языковой модели! В этом разделе мы узнаем, как выполнить переход от файла MIDI в текстовый формат с использованием псевдослов (не относящихся к английскому лексикону) для обучения модели GPT-2.

Разбиение датасета на блоки

В этом туториале мы будем токенизировать каждый файл на восьмитактовые окна, где каждый «такт» (bar) — это сегмент, содержащий указанное количество долей. Вы можете поэкспериментировать с другими числами, например, с 4 или 16, и понаблюдать, как меняется результат. Можно сделать это множеством разных способов, но мы для простоты обойдём в цикле датасет и создадим новые файлы MIDI длиной восемь тактов. Для разбиения на блоки я воспользовался следующим кодом в Colab:

for i, midi_path in enumerate(tqdm(midi_paths, desc="CHUNKING MIDIS")):
    try:
        # Указываем выходную папку для этого файла
        relative_path = midi_path.relative_to(Path("path/to/dataset/lmd", dataset))
        output_dir = merged_out_dir / relative_path.parent
        output_dir.mkdir(parents=True, exist_ok=True)

        # Проверяем, существуют ли уже блоки
        chunk_paths = list(output_dir.glob(f"{midi_path.stem}_*.mid"))
        if len(chunk_paths) > 0:
            print(f"Chunks for {midi_path} already exist, skipping...")
            continue

        # Загружаем MIDI, объединяем и сохраняем его
        midi = MidiFile(midi_path)
        ticks_per_cut = MAX_NB_BAR * midi.ticks_per_beat * 4
        nb_cuts = ceil(midi.max_tick / ticks_per_cut)
        if nb_cuts < 2:
            continue
        print(f"Processing {midi_path}")
        midis = [deepcopy(midi) for _ in range(nb_cuts)]

        for j, track in enumerate(midi.instruments):  # сортируем ноты, потому что они не всегда отсортированы правильно
            track.notes.sort(key=lambda x: x.start)
            for midi_short in midis:  # очищаем ноты из укороченных MIDI
                midi_short.instruments[j].notes = []
            for note in track.notes:
                cut_id = note.start // ticks_per_cut
                note_copy = deepcopy(note)
                note_copy.start -= cut_id * ticks_per_cut
                note_copy.end -= cut_id * ticks_per_cut
                midis[cut_id].instruments[j].notes.append(note_copy)

        # Сохраняем MIDI
        for j, midi_short in enumerate(midis):
            if sum(len(track.notes) for track in midi_short.instruments) < MIN_NB_NOTES:
                continue
            midi_short.dump(output_dir / f"{midi_path.stem}_{j}.mid")

    except Exception as e:
        print(f"An error occurred while processing {midi_path}: {e}")

Выше показана упрощённая версия кода. Полный ноутбук можно посмотреть здесь.

Из команд MIDI в слова

Сегментировав каждую композицию в восьмитактовые файлы MIDI, мы можем преобразовать их в псевдослова. Исследователи предложили различные методики токенизации музыки. Вот одни из самых популярных:

Потрясающий обзор различных токенизаторов можно найти в документации MidiTok — мощного пакета Python для токенизации музыкальных файлов MIDI.

Токенизация	Темп	Тактовый размер	Аккорды	Паузы	Педаль удержания звука	Модуляция звука
						Таблица совместимости токенизаций и дополнительных токенов.
MIDILike	✅	✅	✅	✅	✅	✅
REMI	✅	✅	✅	✅	✅	✅
TSD	✅	✅	✅	✅	✅	✅
Structured	❌	❌	❌	❌	❌	❌
CPWord	✅	✅	✅	✅	❌	❌
Octuple	✅	✅	❌	❌	❌	❌
MuMIDI	✅	❌	✅	❌	❌	❌
MMM	✅	✅	✅	❌	❌	❌

В этом туториале я буду использовать MMM: методику токенизации Multi-Track Music Machine. MMM — это простая, но мощная методика преобразования файлов MIDI в псевдослова. Можете попробовать другие токенизаторы и сравнить результаты.

MMM: Multi-Track Music Machine

Джефф Энс и Филип Паске представили токенизатор MMM в научной статье MMM: Exploring Conditional Multi-Track Music Generation with the Transformer. Чтобы лучше понять эту методику, взгляните на иллюстрацию из статьи:

Описания MultiTrack и Bar Fill. Токены bar соответствуют полным тактам, а токены track соответствуют полным дорожкам.

В MMM числа обозначают высоту нот и инструменты в нотации MIDI. Например, на показанной выше схеме NOTE_ON=60 — это C4, а INST=30 означает гитару с овердрайвом (Overdriven Guitar). Можно использовать NOTE_ON/NOTE_OFF для обозначения того, где нота начинает и заканчивает звучать, и TIME_DELTA для перемещения временной шкалы. Ноты обёрнуты в токены <BAR_START> и <BAR_END>, которые добавлены внутрь псевдослов <TRACK_START> и <TRACK_END>, которые, в свою очередь, группируются внутри <PIECE_START> и <PIECE_END>, обозначающих начало и конец произведения.

Давайте проиллюстрируем это конкретным примером, взятым из JS Fake Chorales:

PIECE_START STYLE=JSFAKES GENRE=JSFAKES TRACK_START INST=48 BAR_START NOTE_ON=68 TIME_DELTA=4 NOTE_OFF=68 NOTE_ON=67 TIME_DELTA=4 NOTE_OFF=67 NOTE_ON=65 TIME_DELTA=4 NOTE_OFF=65 NOTE_ON=63 TIME_DELTA=2 NOTE_OFF=63 NOTE_ON=65 TIME_DELTA=2 NOTE_OFF=65 BAR_END BAR_START NOTE_ON=67 TIME_DELTA=4 NOTE_OFF=67 NOTE_ON=65 TIME_DELTA=4 NOTE_OFF=65 NOTE_ON=58 TIME_DELTA=2 NOTE_OFF=58 NOTE_ON=60 TIME_DELTA=2 NOTE_OFF=60 NOTE_ON=62 TIME_DELTA=4 NOTE_OFF=62 BAR_END BAR_START NOTE_ON=62 TIME_DELTA=4 NOTE_OFF=62 NOTE_ON=63 TIME_DELTA=4 NOTE_OFF=63 NOTE_ON=63 TIME_DELTA=4 NOTE_OFF=63 NOTE_ON=63 TIME_DELTA=4 NOTE_OFF=63 BAR_END BAR_START NOTE_ON=63 TIME_DELTA=4 NOTE_OFF=63 NOTE_ON=63 TIME_DELTA=12 NOTE_OFF=63 BAR_END TRACK_END TRACK_START INST=0 BAR_START NOTE_ON=72 TIME_DELTA=4 NOTE_OFF=72 NOTE_ON=75 TIME_DELTA=4 NOTE_OFF=75 NOTE_ON=70 TIME_DELTA=4 NOTE_OFF=70 NOTE_ON=67 TIME_DELTA=4 NOTE_OFF=67 BAR_END BAR_START NOTE_ON=72 TIME_DELTA=2 NOTE_OFF=72 NOTE_ON=70 TIME_DELTA=2 NOTE_OFF=70 NOTE_ON=68 TIME_DELTA=4 NOTE_OFF=68 NOTE_ON=67 TIME_DELTA=4 NOTE_OFF=67 NOTE_ON=65 TIME_DELTA=4 NOTE_OFF=65 BAR_END BAR_START NOTE_ON=70 TIME_DELTA=4 NOTE_OFF=70 NOTE_ON=68 TIME_DELTA=4 NOTE_OFF=68 NOTE_ON=67 TIME_DELTA=4 NOTE_OFF=67 NOTE_ON=72 TIME_DELTA=4 NOTE_OFF=72 BAR_END BAR_START NOTE_ON=72 TIME_DELTA=4 NOTE_OFF=72 NOTE_ON=70 TIME_DELTA=12 NOTE_OFF=70 BAR_END TRACK_END TRACK_START INST=32 BAR_START NOTE_ON=53 TIME_DELTA=4 NOTE_OFF=53 NOTE_ON=48 TIME_DELTA=4 NOTE_OFF=48 NOTE_ON=50 TIME_DELTA=4 NOTE_OFF=50 NOTE_ON=51 TIME_DELTA=4 NOTE_OFF=51 BAR_END BAR_START NOTE_ON=48 TIME_DELTA=4 NOTE_OFF=48 NOTE_ON=53 TIME_DELTA=4 NOTE_OFF=53 NOTE_ON=55 TIME_DELTA=2 NOTE_OFF=55 NOTE_ON=57 TIME_DELTA=2 NOTE_OFF=57 NOTE_ON=58 TIME_DELTA=4 NOTE_OFF=58 BAR_END BAR_START NOTE_ON=55 TIME_DELTA=4 NOTE_OFF=55 NOTE_ON=48 TIME_DELTA=2 NOTE_OFF=48 NOTE_ON=50 TIME_DELTA=2 NOTE_OFF=50 NOTE_ON=51 TIME_DELTA=4 NOTE_OFF=51 NOTE_ON=44 TIME_DELTA=2 NOTE_OFF=44 NOTE_ON=46 TIME_DELTA=2 NOTE_OFF=46 BAR_END BAR_START NOTE_ON=48 TIME_DELTA=2 NOTE_OFF=48 NOTE_ON=50 TIME_DELTA=2 NOTE_OFF=50 NOTE_ON=51 TIME_DELTA=12 NOTE_OFF=51 BAR_END TRACK_END TRACK_START INST=24 BAR_START NOTE_ON=65 TIME_DELTA=4 NOTE_OFF=65 NOTE_ON=63 TIME_DELTA=4 NOTE_OFF=63 NOTE_ON=65 TIME_DELTA=2 NOTE_OFF=65 NOTE_ON=58 TIME_DELTA=2 NOTE_OFF=58 NOTE_ON=58 TIME_DELTA=4 NOTE_OFF=58 BAR_END BAR_START NOTE_ON=63 TIME_DELTA=2 NOTE_OFF=63 NOTE_ON=62 TIME_DELTA=2 NOTE_OFF=62 NOTE_ON=60 TIME_DELTA=2 NOTE_OFF=60 NOTE_ON=62 TIME_DELTA=2 NOTE_OFF=62 NOTE_ON=63 TIME_DELTA=4 NOTE_OFF=63 NOTE_ON=58 TIME_DELTA=4 NOTE_OFF=58 BAR_END BAR_START NOTE_ON=58 TIME_DELTA=4 NOTE_OFF=58 NOTE_ON=60 TIME_DELTA=4 NOTE_OFF=60 NOTE_ON=58 TIME_DELTA=4 NOTE_OFF=58 NOTE_ON=58 TIME_DELTA=4 NOTE_OFF=58 BAR_END BAR_START NOTE_ON=56 TIME_DELTA=4 NOTE_OFF=56 NOTE_ON=55 TIME_DELTA=12 NOTE_OFF=55 BAR_END TRACK_END PIECE_END

Надеюсь, этот краткий обзор объяснил вам, как работает MMM. А теперь самое интересное! Давайте возьмём датасет LMD Clean и преобразуем его в псевдослова.

Для токенизации датасета можно воспользоваться опенсорсными библиотеками, например, MidiTok (о которой говорилось выше) или Musicaiz. У обеих имеются замечательные возможности по настройке процесса токенизации. Однако в качестве начальной точки я решил взять репозиторий MMM-JSB и адаптировать его под Lakh Midi Dataset, потому что это позволит мне иметь больше контроля над процессом. Адаптированный репозиторий выложен здесь.

Из адаптированного репозитория удалены файлы со множественными тактовыми размерами и тактовыми размерами, отличающимися от 4/4. Кроме того, в нём добавлен токен GENRE= token , чтобы мы могли управлять в инференсе жанром, который должна генерировать модель. Наконец, я решил не дискретизировать ноты, чтобы звуки были менее роботоподобными.

Для токенизации датасета можно использовать этот ноутбук. Однако стоит помнить, то этот процесс может быть долгим и у вас могут возникать ошибки. При желании можно его пропустить: я выложил токенизированный датасет в Hub, и его можно сразу использовать! Hugging Face позволяет с лёгкостью загружать датасеты. В данном случае я создал кадр данных (data frame) для очистки и исследования данных, а затем загрузил кадр данных в Hub как датасет.

# Устанавливаем датасеты
!pip install datasets

# Собираем файлы из нужной папки
import glob
dataset_files = glob.glob("/path/to/tokenized/dataset/*.txt")

# Загружаем файлы как датасет HF
from datasets import load_dataset
dataset = load_dataset("text", data_files=dataset_files)

# Преобразуем датасет в кадр данных
ds = dataset["train"]
df = ds.to_pandas()

# Выполняем очистку и исследование данных...

from datasets import Dataset
# Пребразуем DataFrame в датасет Hugging Face
clean_dataset = Dataset.from_pandas(df)

# Выполняем вход в аккаунт Hugging Face
from huggingface_hub import notebook_login
notebook_login()

# Загружаем датасет в свой аккаунт, заменив juancopi81 на своё имя
clean_dataset.push_to_hub("juancopi81/mmm_track_lmd_8bars_nots")

Полный ноутбук можно изучить здесь.

Обучаем токенизатор и модель

На этом этапе наш датасет уже должен быть отформатирован в виде псевдослов. Помните, что можно создать его, воспользовавшись предыдущей частью туториала, или просто взять готовый из Hub. Если у вас мало ресурсов или вы хотите протестировать эту часть туториала, то можно взять датасет меньшего размера. Например, я рекомендую в качестве более простой альтернативы датасет js-fakes-4bars. В зависимости от выбранного датасета (LMD | JS Fake) я добавлю ссылки на соответствующие ноутбуки.

Так как теперь у нас есть датасет псевдослов, то следующая часть будет очень похожа на обучение языковой модели, но язык будет состоять из музыкальных слов. Эта часть туториала во многом повторяет курс по NLP Hugging Face, в котором после получения датасета нужно обучить токенизатор.

Примечание: если вы незнакомы с токенизацией или обучением моделей, то рекомендую для лучшего понимания нашего туториала просмотреть курс.

Токенизатор

Colab для этой части туториала: LMD | JS Fake

В этом туториале мы будем обучать модель GPT-2. Эта модель имеет превосходные возможности обучения, она опенсорсная и к тому же Hugging Face существенно облегчил её обучение и использование. Однако GPT-2 не обучена на музыкальный язык, поэтому её нужно обучить заново, начав с токенизатора.

Чтобы проиллюстрировать предыдущий абзац, токенизируем несколько слов из нашего датасета при помощи стандартного токенизатора GPT-2:

# Берём выборку из датасета
sample_10 = raw_datasets["train"]["text"][10]
sample = sample_10[:242]
sample

PIECE_START  GENRE=POP TRACK_START INST=35 DENSITY=1 BAR_START TIME_DELTA=6.0 NOTE_ON=40 TIME_DELTA=4.0 NOTE_ON=32 TIME_DELTA=0.10833333333333428 NOTE_OFF=40 TIME_DELTA=5.533333333333331 NOTE_OFF=32 BAR_END BAR_START NOTE_ON=31 TIME_DELTA=6.0

# Стандартный токенизатор GPT-2, применённый к нашему датасету
from transformers import AutoTokenizer

tokenizer = AutoTokenizer.from_pretrained("gpt2")
print(tokenizer(sample).tokens())

['PI', 'EC', 'E', '', 'ST', 'ART', 'Ġ', 'ĠGEN', 'RE', '=', 'P', 'OP', 'ĠTR', 'ACK', '', 'ST', 'ART', 'ĠINST', '=', '35', 'ĠD', 'ENS', 'ITY', '=', '1', 'ĠBAR', '', 'ST', 'ART', 'ĠTIME', '', 'D', 'EL', 'TA', '=', '6', '.', '0', 'ĠNOTE', '', 'ON', '=', '40', 'ĠTIME', '', 'D', 'EL', 'TA', '=', '4', '.', '0', 'ĠNOTE', '', 'ON', '=', '32', 'ĠTIME', '', 'D', 'EL', 'TA', '=', '0', '.', '108', '3333', '3333', '33', '34', '28', 'ĠNOTE', '', 'OFF', '=', '40', 'ĠTIME', '', 'D', 'EL', 'TA', '=', '5', '.', '5', '3333', '3333', '3333', '31', 'ĠNOTE', '', 'OFF', '=', '32', 'ĠBAR', '', 'END', 'ĠBAR', '', 'ST', 'ART', 'ĠNOTE', '', 'ON', '=', '31', 'ĠTIME', '_', 'D', 'EL', 'TA', '=', '6', '.', '0']

Как видите, стандартный токенизатор GPT-2 испытывает трудности с музыкальными токенами. Для улучшения результатов нужен индивидуальный подход.

При обучении токенизатора обычно начинают с нормализации слов. В этот шаг включается удаление ненужных пробелов, перевод слов в нижний регистр и устранение знаков ударения. При работе с музыкальными токенами этот этап, необходимый для естественных языков, не нужен.

Следующий этап — это предварительная токенизация, разделение ввода на сущности меньшего размера, например, слова. В нашем случае достаточно разбивать ввод по пробелам:

from tokenizers import Tokenizer
from tokenizers.models import WordLevel

# Необходимо задать токен UNK
new_tokenizer = Tokenizer(model=WordLevel(unk_token="[UNK]"))

# Добавляем предварительный токенизатор
from tokenizers.pre_tokenizers import WhitespaceSplit

new_tokenizer.pre_tokenizer = WhitespaceSplit()

# Протестируем наш pre_tokenizer
new_tokenizer.pre_tokenizer.pre_tokenize_str(sample)

[('PIECE_START', (0, 11)),
('GENRE=POP', (13, 22)),
('TRACK_START', (23, 34)),
('INST=35', (35, 42)),
('DENSITY=1', (43, 52)),
('BAR_START', (53, 62)),
('TIME_DELTA=6.0', (63, 77)),
('NOTE_ON=40', (78, 88)),
('TIME_DELTA=4.0', (89, 103)),
('NOTE_ON=32', (104, 114)),
('TIME_DELTA=0.10833333333333428', (115, 145)),
('NOTE_OFF=40', (146, 157)),
('TIME_DELTA=5.533333333333331', (158, 186)),
('NOTE_OFF=32', (187, 198)),
('BAR_END', (199, 206)),
('BAR_START', (207, 216)),
('NOTE_ON=31', (217, 227)),
('TIME_DELTA=6.0', (228, 242))]

Наконец, мы обучаем токенизатор, выполняем необходимую постобработку и (необязательно, но крайне рекомендуемо) загружаем его в Hub.

# Получаем батчи по 1000 текстов
def get_training_corpus():
  dataset = raw_datasets["train"]
  for i in range(0, len(dataset), 1000):
    yield dataset[i : i + 1000]["text"]

from tokenizers.trainers import WordLevelTrainer

# Добавляем специальные токены
trainer = WordLevelTrainer(
    special_tokens=["[UNK]", "[CLS]", "[SEP]", "[PAD]", "[MASK]"]
)

# Выполняем постобработку и загружаем его в Hub
from transformers import PreTrainedTokenizerFast

new_tokenizer.save("tokenizer.json")

new_tokenizer = PreTrainedTokenizerFast(tokenizer_file="tokenizer.json")
new_tokenizer.add_special_tokens({'pad_token': '[PAD]'})

new_tokenizer.push_to_hub("lmd_8bars_tokenizer")

Давайте посмотрим, как наш токенизатор работает после обучения:

['PIECE_START', 'GENRE=POP', 'TRACK_START', 'INST=35', 'DENSITY=1', 'BAR_START', 'TIME_DELTA=6.0', 'NOTE_ON=40', 'TIME_DELTA=4.0', 'NOTE_ON=32', 'TIME_DELTA=0.10833333333333428', 'NOTE_OFF=40', 'TIME_DELTA=5.533333333333331', 'NOTE_OFF=32', 'BAR_END', 'BAR_START', 'NOTE_ON=31', 'TIME_DELTA=6.0']

Именно то, что мы и хотели! Отличная работа! Теперь у нас есть токенизатор в Hub для обучения модели GPT-2.

Модель

Colab для этой части туториала: LMD | JS Fake

Теперь, когда датасет и токенизатор готовы, настало время обучать модель. В этой части туториала мы выполним следующее:

Подготовим датасет для модели.
Выберем конфигурацию модели.
Обучим модель при помощи специального тренера. Специальный тренер позволит нам логировать результаты модели в процессе обучения в Weights and Biases (для этого нужен аккаунт W&B).

Подготовка датасета

Самое сложное мы уже сделали, так что подготовка датасета будет простым процессом. Нужно взять датасет с Hugging Face и воспользоваться новым токенизатором для создания токенизированного датасета. Именно эту токенизированную версию датасета GPT-2 ожидает в качестве входных данных.

# Импорт библиотек
from datasets import load_dataset
from transformers import AutoTokenizer

# Скачивание датасета, можно заменить на собственный датасет
ds = load_dataset("juancopi81/mmm_track_lmd_8bars_nots", split="train")
# У нас в ds есть только "train", поэтому мы создаём разбиение test и train
raw_datasets = ds.train_test_split(test_size=0.1, shuffle=True)
# Меняем на соответствующий токенизатор
tokenizer = AutoTokenizer.from_pretrained("juancopi81/lmd_8bars_tokenizer")
raw_datasets

raw_datasets теперь содержит train и test.

DatasetDict({
    train: Dataset({
        features: ['text'],
        num_rows: 159810
    })
    test: Dataset({
        features: ['text'],
        num_rows: 17757
    })
})

Теперь токенизируем весь датасет. Это можно сделать множеством способов. В этом туториале мы будем обрезать все тексты (композиции) длиннее заданного context_length. В моделях трансформеров context_length представляет максимальную длину последовательности (токенов), которую может обрабатывать модель. Эта длина часто ограничена из-за памяти или архитектуры модели.

# Значение 2048 неплохо подходит, но при желании его можно заменить
context_length = 2048

# Функция для токенизации датасета
def tokenize(element):
  outputs = tokenizer(
      element["text"],
      truncation=True, #Удаление элемента длиннее, чем размер контекста, не влияет на JSB
      max_length=context_length,
      padding=False
  )
  return {"input_ids": outputs["input_ids"]}

# Создаём tokenized_dataset. Мы используем map для передачи каждого элемента датасета для токенизации и удаления ненужных столбцов.
tokenized_datasets = raw_datasets.map(
    tokenize, batched=True, remove_columns=raw_datasets["train"].column_names
)

tokenized_datasets

DatasetDict({
    train: Dataset({
        features: ['input_ids'],
        num_rows: 159810
    })
    test: Dataset({
        features: ['input_ids'],
        num_rows: 17757
    })
})

tokenized_dataset содержит input_ids, необходимые для обучения модели.

Выбор конфигурации модели

В этом туториале мы будем обучать модель GPT-2. При подготовке модели критически важно конфигурирование размеров модели GPT-2. Я добавил в ноутбук код для определения размера модели при помощи результатов законов масштабирования из научной статьи по Chinchilla (исследования, анализирующего взаимосвязи между размером модели, данными и показателями). Я адаптировал эту часть ноутбука из реализации Карпати.

Примечание: я пока совершенствую эту часть туториала, поэтому работа не завершена. При внесении изменений я соответствующим образом буду дополнять ноутбук. С удовольствием прочитаю ваши отзывы!

Для этого туториала мы используем небольшую версию (с малым количеством параметров), которая позволит нам обучить модель в условиях ограниченных ресурсов, а после обучения генерировать музыку быстрее. Как вы видели, демо из начала туториала не использует GPU и создаёт музыку за разумное время.

# Можно менять это в зависимости от размера данных
n_layer=6 # Количество слоёв трансформера
n_head=8 # Количество multi-head attention heads
n_emb=512 # Размер эмбеддингов

from transformers import AutoConfig, GPT2LMHeadModel

config = AutoConfig.from_pretrained(
    "gpt2",
    vocab_size=len(tokenizer),
    n_positions=context_length,
    n_layer=n_layer,
    n_head=n_head,
    pad_token_id=tokenizer.pad_token_id,
    bos_token_id=tokenizer.bos_token_id,
    eos_token_id=tokenizer.eos_token_id,
    n_embd=n_emb
)

model = GPT2LMHeadModel(config)

Data Collator

Перед тем как начинать обучение, нужно создать батчи для модели. Кроме того, следует вспомнить, что входные данные используются как метки в каузальной языковой модели (Causal Language Model) (со сдвигом на один элемент), поэтому это тоже нужно учитывать. Но не беспокойтесь, всё это сделает за нас data collator Hugging Face, это определённо облегчит нашу жизнь!

from transformers import DataCollatorForLanguageModeling
# Он поддерживает и masked language modeling (MLM), и causal language modeling (CLM)
# Для CLM необходимо задать mlm=False
data_collator = DataCollatorForLanguageModeling(tokenizer, mlm=False)

Обучение модели

Мы собрали всё вместе, и настал момент истины: обучение модели! В процессе обучения модели не следует действовать слепо, так что всегда стоит по ходу дела тестировать некоторые поколения. Эта часть работы доставляет удовольствие: вы будете слышать, как ваша ИИ-музыка будет эволюционировать со сменой эпох.

Для этого вам потребуется аккаунт Weights and Biases и настройка тренера так, чтобы он логировал музыку в eval_loop. Подробности можно посмотреть в ноутбуке, а здесь я приведу самый важный фрагмент:

from transformers import Trainer, TrainingArguments

# сначала создаём собственный тренер для логирования распределения прогнозов
SAMPLE_RATE=44100
class CustomTrainer(Trainer):
    def __init__(self, *args, **kwargs):
        super().__init__(*args, **kwargs)

    def evaluation_loop(
        self,
        dataloader,
        description,
        prediction_loss_only=None,
        ignore_keys=None,
        metric_key_prefix="eval",
    ):
        # вызываем метод класса super, чтобы получить вывод eval
        eval_output = super().evaluation_loop(
            dataloader,
            description,
            prediction_loss_only,
            ignore_keys,
            metric_key_prefix,
        )

        # логируем распределение прогнозов при помощи метода `wandb.Histogram`.
        if wandb.run is not None:
            input_ids = tokenizer.encode("PIECE_START STYLE=JSFAKES GENRE=JSFAKES TRACK_START", return_tensors="pt").cuda()
            # Генерируем новые токены.
            voice1_generated_ids = model.generate(
                input_ids,
                max_length=512,
                do_sample=True,
                temperature=0.75,
                eos_token_id=tokenizer.encode("TRACK_END")[0]
            )
            voice2_generated_ids = model.generate(
                voice1_generated_ids,
                max_length=512,
                do_sample=True,
                temperature=0.75,
                eos_token_id=tokenizer.encode("TRACK_END")[0]
            )
            voice3_generated_ids = model.generate(
                voice2_generated_ids,
                max_length=512,
                do_sample=True,
                temperature=0.75,
                eos_token_id=tokenizer.encode("TRACK_END")[0]
            )
            voice4_generated_ids = model.generate(
                voice3_generated_ids,
                max_length=512,
                do_sample=True,
                temperature=0.75,
                eos_token_id=tokenizer.encode("TRACK_END")[0]
            )
            token_sequence = tokenizer.decode(voice4_generated_ids[0])
            note_sequence = token_sequence_to_note_sequence(token_sequence)
            synth = note_seq.fluidsynth
            array_of_floats = synth(note_sequence, sample_rate=SAMPLE_RATE)
            int16_data = note_seq.audio_io.float_samples_to_int16(array_of_floats)
            wandb.log({"Generated_audio": wandb.Audio(int16_data, SAMPLE_RATE)})


        return eval_output

Создав собственный тренер, можно начать обучение модели. Для начала я использовал следующие параметры:

# Создаём аргументы для нашего тренера
from argparse import Namespace

# Получаем выходную папку с меткой времени
output_path = "output"
steps = 5000
# Закомментированные параметры
config = {"output_dir": output_path,
          "num_train_epochs": 1,
          "per_device_train_batch_size": 8,
          "per_device_eval_batch_size": 4,
          "evaluation_strategy": "steps",
          "save_strategy": "steps",
          "eval_steps": steps,
          "logging_steps":steps,
          "logging_first_step": True,
          "save_total_limit": 5,
          "save_steps": steps,
          "lr_scheduler_type": "cosine",
          "learning_rate":5e-4,
          "warmup_ratio": 0.01,
          "weight_decay": 0.01,
          "seed": 1,
          "load_best_model_at_end": True,
          "report_to": "wandb"}

args = Namespace(**config)

Давайте используем их в нашем CustomTrainer:

train_args = TrainingArguments(**config)

# Используем созданный выше CustomTrainer
trainer = CustomTrainer(
    model=model,
    tokenizer=tokenizer,
    args=train_args,
    data_collator=data_collator,
    train_dataset=tokenized_datasets["train"],
    eval_dataset=tokenized_datasets["test"],
)

И запускаем обучение:

# Обучаем модель
trainer.train()

Используем Sweep для поиска улучшенных гиперпараметров

В предыдущем разделе мы обучили модель генерации музыки. И это отлично! А теперь давайте найдём для нашей модели более качественные гиперпараметры. Для этого существуют разные способы; я решил реализовать «sweep» из Weights and Biases из-за его пользовательского интерфейса и простоты использования.

Для задания sweep в W&B нужно сначала упорядочить код. На этом этапе мы разобьём предыдущий ноутбук на последовательность функций, которые можно вsзывать с различными аргументами. Примеры того, как это можно сделать, показаны по следующим ссылкам:

LMD: ноутбук | GitHub
JS Fake: ноутбук | GitHub

После упорядочивания кода можно задать конфигурацию sweep в файле YAML или в словаре Python. Эта конфигурация объяснит W&B стратегию исследования гиперпараметров, которую вы хотите реализовать. Давайте изучим этот файл:

# Исполняемая программа
program: train.py

# Метод может быть grid, random или bayes
method: random

# Проект, частью которого является этот sweep
project: mlops-001-lmdGPT

# Оптимизируемая метрика
metric:
  name: eval/loss
  goal: minimize

# Пространство параметров для поиска
parameters:
  learning_rate:
    distribution: log_uniform_values
    min: 5e-4
    max: 3e-3
  gradient_accumulation_steps:
    values: [1, 2, 4]

В этом туториале файл YAML конфигурируется под исследование гиперпараметров для learning_rate и gradient_accumulation_steps — двух самых важных значений для результатов процесса обучения. Можете поэкспериментировать с ними!

Для запуска sweep нужно выполнить следующие действия:

1. Инициализировать sweep:

wandb sweep sweep.yaml

2. Запустить агент(-ы) sweep: значение {wandb agent} можно взять из вывода предыдущего действия. {runs for this agent} обозначает максимальное количество попыток, которые должен предпринимать агент для поиска наилучших гиперпараметров:

wandb agent {wandb agent} --count {runs for this agent}

Я подготовил ноутбук для запуска агентов после упорядочивания кода в GitHub (LMD | JS Fake)

Чтобы сделать вывод из анализа, моно изучить результаты sweep в аккаунте W&B:

Пример того, как выглядит sweep в W&B.

Теперь можно запустить наш скрипт для обучения модели с наилучшими гиперпараметрами из анализа. Например:

python train.py --learning_rate=0.0005 --per_device_train_batch_size=8 --per_device_eval_batch_size=4 --num_train_epochs=10 --push_to_hub=True --eval_steps=4994 --logging_steps=4994 --save_steps=4994 --output_dir="lmd-8bars-2048-epochs10" --gradient_accumulation_steps=2

И на этом можно завершить часть обучения модели и токенизатора. Далее мы проверим показатели модели.

Демонстрация показателей модели в Hugging Face Space

После завершения обучения модели настало время её продемонстрировать! Можно создать пользовательский интерфейс (UI) модели и хостить своё приложение как Hugging Face Space. В этой части туториала мы просто сделаем это вместе. Помните, что для этого требуется аккаунт Hugging Face.

После создания нового space можно решить, какой SDK использовать. В этом туториале мы будем использовать Docker, чтобы иметь больше контроля над окружением нашего приложения. Ниже представлен Dockerfile, добавленный мной для демо ML:

FROM ubuntu:20.04

WORKDIR /code

# Чтобы пользователи могли делиться результатами с сообществом - настройте в соответствии со своими требованиями
ENV SYSTEM=spaces
ENV SPACE_ID=juancopi81/multitrack-midi-music-generator

COPY ./requirements.txt /code/requirements.txt

# Предварительная конфигурация tzdata
RUN DEBIAN_FRONTEND="noninteractive" apt-get -qq update && \
    DEBIAN_FRONTEND="noninteractive" apt-get install -y tzdata

# Важные пакеты для воспроизведения сгенерированной музыки
RUN apt-get update -qq && \
    apt-get install -qq python3-pip build-essential libasound2-dev libjack-dev wget cmake pkg-config libglib2.0-dev ffmpeg

# Скачиваем исходники libfluidsynth
RUN wget https://github.com/FluidSynth/fluidsynth/archive/refs/tags/v2.3.3.tar.gz && \
    tar xzf v2.3.3.tar.gz && \
    cd fluidsynth-2.3.3 && \
    mkdir build && \
    cd build && \
    cmake .. && \
    make && \
    make install && \
    cd ../../ && \
    rm -rf fluidsynth-2.3.3 v2.3.3.tar.gz

ENV LD_LIBRARY_PATH=/usr/local/lib:${LD_LIBRARY_PATH}
RUN ldconfig

RUN pip3 install --no-cache-dir --upgrade -r /code/requirements.txt

# Создаём нового пользователя "user"с user ID 1000
RUN useradd -m -u 1000 user

# Переключаемся на пользователя "user"
USER user

# Задаём в качестве home папку home пользователя user
ENV HOME=/home/user \
    PATH=/home/user/.local/bin:$PATH

# Задаем в качестве рабочей папки папку home пользователя user
WORKDIR $HOME/app

# Копируем текущее содержимое папки в контейнер в $HOME/app, делая владельцем user
COPY --chown=user . $HOME/app

CMD ["python3", "main.py"]

Мы настраиваем образ из Ubuntu и устанавливаем необходимые пакеты наподобие FluidSynth, который будем использовать для воспроизведения сгенерированной музыки. В файле requirements.txt есть и другие необходимые пакеты Python. Изучить его можно здесь.

Ещё одна критически важная часть приложения — переход от сгенерированных моделью токенов к музыкальным нотам. На протяжении туториала я скрывал эту функцию, а теперь давайте посмотрим, как она работает. По сути, эта функция использует библиотеку note_seq Magenta для создания note_sequence, которую можно использовать для преобразования в MIDI или для воспроизведения. Вот код для этого; его авторство полностью принадлежит доктору Тристану Беренсу.

from typing import Optional

from note_seq.protobuf.music_pb2 import NoteSequence
from note_seq.constants import STANDARD_PPQ


def token_sequence_to_note_sequence(
    token_sequence: str,
    qpm: float = 120.0,
    use_program: bool = True,
    use_drums: bool = True,
    instrument_mapper: Optional[dict] = None,
    only_piano: bool = False,
) -> NoteSequence:
    """
    Преобразует последовательность токенов в последовательность нот.
    Аргументы:
        token_sequence (str): последовательность преобразуемых токенов.
        qpm (float, optional): четвертных нот в минуту. По умолчанию 120.0.
        use_program (bool, optional): использовать ли программу. По умолчанию True.
        use_drums (bool, optional): использовать ли барабаны. По умолчанию True.
        instrument_mapper (Optional[dict], optional): распределитель инструментов. По умолчанию None.
        only_piano (bool, optional): использовать ли только пианино. По умолчанию False.
    Возвращает:
        NoteSequence: получившуюся последовательность нот.
    """
    if isinstance(token_sequence, str):
        token_sequence = token_sequence.split()

    note_sequence = empty_note_sequence(qpm)

    # Вычисление длительности нот и тактов на основании заданного QPM
    note_length_16th = 0.25 * 60 / qpm
    bar_length = 4.0 * 60 / qpm

    # Рендеринг всех нот.
    current_program = 1
    current_is_drum = False
    current_instrument = 0
    track_count = 0
    for _, token in enumerate(token_sequence):
        if token == "PIECE_START":
            pass
        elif token == "PIECE_END":
            break
        elif token == "TRACK_START":
            current_bar_index = 0
            track_count += 1
            pass
        elif token == "TRACK_END":
            pass
        elif token == "KEYS_START":
            pass
        elif token == "KEYS_END":
            pass
        elif token.startswith("KEY="):
            pass
        elif token.startswith("INST"):
            instrument = token.split("=")[-1]
            if instrument != "DRUMS" and use_program:
                if instrument_mapper is not None:
                    if instrument in instrument_mapper:
                        instrument = instrument_mapper[instrument]
                current_program = int(instrument)
                current_instrument = track_count
                current_is_drum = False
            if instrument == "DRUMS" and use_drums:
                current_instrument = 0
                current_program = 0
                current_is_drum = True
        elif token == "BAR_START":
            current_time = current_bar_index * bar_length
            current_notes = {}
        elif token == "BAR_END":
            current_bar_index += 1
            pass
        elif token.startswith("NOTE_ON"):
            pitch = int(token.split("=")[-1])
            note = note_sequence.notes.add()
            note.start_time = current_time
            note.end_time = current_time + 4 * note_length_16th
            note.pitch = pitch
            note.instrument = current_instrument
            note.program = current_program
            note.velocity = 80
            note.is_drum = current_is_drum
            current_notes[pitch] = note
        elif token.startswith("NOTE_OFF"):
            pitch = int(token.split("=")[-1])
            if pitch in current_notes:
                note = current_notes[pitch]
                note.end_time = current_time
        elif token.startswith("TIME_DELTA"):
            delta = float(token.split("=")[-1]) * note_length_16th
            current_time += delta
        elif token.startswith("DENSITY="):
            pass
        elif token == "[PAD]":
            pass
        else:
            pass

    # Делаем инструменты правильными.
    instruments_drums = []
    for note in note_sequence.notes:
        pair = [note.program, note.is_drum]
        if pair not in instruments_drums:
            instruments_drums += [pair]
        note.instrument = instruments_drums.index(pair)

    if only_piano:
        for note in note_sequence.notes:
            if not note.is_drum:
                note.instrument = 0
                note.program = 0

    return note_sequence


def empty_note_sequence(qpm: float = 120.0, total_time: float = 0.0) -> NoteSequence:
    """
    Создаёт пустую последовательность нот.
    Аргументы:
        qpm (float, optional): четвертных нот в минуту. По умолчанию 120.0.
        total_time (float, optional): общее время. По умолчанию 0.0.
    Возвращает:
        NoteSequence: пустую последовательность нот.
    """
    note_sequence = NoteSequence()
    note_sequence.tempos.add().qpm = qpm
    note_sequence.ticks_per_quarter = STANDARD_PPQ
    note_sequence.total_time = total_time
    return note_sequence

В файле utils.py есть функция, занимающаяся генерацией модели. Я решил генерировать по одному инструменту за раз, чтобы у пользователей было больше контроля над синтезом музыки:

def generate_new_instrument(seed: str, temp: float = 0.75) -> str:
    """
    Генерирует новую последовательность инструмента по заданному seed и температуре.
    Аргументы:
        seed (str): строка порождающего значения для генерации.
        temp (float, optional): температура для генерации, управляющая случайностью. По умолчанию 0.75.
    Возвращает:
        str: сгенерированную последовательность инструмента.
    """
    seed_length = len(tokenizer.encode(seed))

    while True:
        # Кодируем условные токены.
        input_ids = tokenizer.encode(seed, return_tensors="pt")

        # Переносим тензор input_ids на то же устройство, что и модель
        input_ids = input_ids.to(model.device)

        # Генерируем новые токены.
        eos_token_id = tokenizer.encode("TRACK_END")[0]
        generated_ids = model.generate(
            input_ids,
            max_new_tokens=2048,
            do_sample=True,
            temperature=temp,
            eos_token_id=eos_token_id,
        )
        generated_sequence = tokenizer.decode(generated_ids[0])

        # Проверяем, содержится ли в сгенерированной последовательности "NOTE_ON" за пределами seed
        new_generated_sequence = tokenizer.decode(generated_ids[0][seed_length:])
        if "NOTE_ON" in new_generated_sequence:
            # Если NOTE_ON, то выполняем возврат, потому что генерируем по одному инструменту за раз
            return generated_sequence

Этот файл utils также содержит, среди прочих процессов, код удаления, изменения и повторной генерации инструмента.

Наконец, в файле main.py мы добавляем кнопки, которые пользователи могут использовать для взаимодействия с моделью.

# Фрагмент кода нажимаемых кнопок
def run():
    with demo:
        gr.HTML(DESCRIPTION)
        gr.DuplicateButton(value="Duplicate Space for private use")
        with gr.Row():
            with gr.Column():
                temp = gr.Slider(
                    minimum=0, maximum=1, step=0.05, value=0.85, label="Temperature"
                )
                genre = gr.Dropdown(
                    choices=genres, value="POP", label="Select the genre"
                )
                with gr.Row():
                    btn_from_scratch = gr.Button("🧹 Start from scratch")
                    btn_continue = gr.Button("➡️ Continue Generation")
                    btn_remove_last = gr.Button("↩️ Remove last instrument")
                    btn_regenerate_last = gr.Button("🔄 Regenerate last instrument")
            with gr.Column():
                with gr.Box():
                    audio_output = gr.Video(show_share_button=True)
                    midi_file = gr.File()
                    with gr.Row():
                        qpm = gr.Slider(
                            minimum=60, maximum=140, step=10, value=120, label="Tempo"
                        )
                        btn_qpm = gr.Button("Change Tempo")
        with gr.Row():
            with gr.Column():
                plot_output = gr.Plot()
            with gr.Column():
                instruments_output = gr.Markdown("# List of generated instruments")
        with gr.Row():
            text_sequence = gr.Text()
            empty_sequence = gr.Text(visible=False)
        with gr.Row():
            num_tokens = gr.Text(visible=False)
        btn_from_scratch.click(
            fn=generate_song,
            inputs=[genre, temp, empty_sequence, qpm],
            outputs=[
                audio_output,
                midi_file,
                plot_output,
                instruments_output,
                text_sequence,
                num_tokens,
            ],
        )
        btn_continue.click(
            fn=generate_song,
            inputs=[genre, temp, text_sequence, qpm],
            outputs=[
                audio_output,
                midi_file,
                plot_output,
                instruments_output,
                text_sequence,
                num_tokens,
            ],
        )
        btn_remove_last.click(
            fn=remove_last_instrument,
            inputs=[text_sequence, qpm],
            outputs=[
                audio_output,
                midi_file,
                plot_output,
                instruments_output,
                text_sequence,
                num_tokens,
            ],
        )
        btn_regenerate_last.click(
            fn=regenerate_last_instrument,
            inputs=[text_sequence, qpm],
            outputs=[
                audio_output,
                midi_file,
                plot_output,
                instruments_output,
                text_sequence,
                num_tokens,
            ],
        )
        btn_qpm.click(
            fn=change_tempo,
            inputs=[text_sequence, qpm],
            outputs=[
                audio_output,
                midi_file,
                plot_output,
                instruments_output,
                text_sequence,
                num_tokens,
            ],
        )

    demo.launch(server_name="0.0.0.0", server_port=7860)

Давайте посмотрим, как кнопки выглядят в интерфейсе:

Пользовательский интерфейс с кнопками для взаимодействия с моделью генерации музыки.

И теперь вы можете показать свою модель кому угодно. Разумеется, это здорово, но стоит подумать и о её влиянии. Давайте сделаем это вместе в следующем разделе.

Этические аспекты

Во-первых, хочу поблагодарить вас за то, что вы читаете этот туториал, он длинный и, возможно, немного пугает. Я максимально стремлюсь обеспечить его точность и качество, но признаю, что его можно улучшить и в нём, вероятно, есть ошибки. Я постоянно учусь и развиваюсь, поэтому буду признателен за любые отзывы и рекомендации по улучшению контента.

С другой стороны, после начала составления туториала я решил добавить в него размышления об этических аспектах. Я не специалист в этой теме, поэтому рекомендую читать мнения и мысли специалистов. Тем не менее, я бы хотел поделиться своим пониманием и опасениями.

В процессе генерации музыки при помощи ИИ нужно учесть множество аспектов:

Какова роль системы в творческом процессе?
Какое влияние могут оказать эти модели на рынок труда музыкантов?
Соблюдаем ли мы права исполнителей и композиторов, создавших музыку, которая используется для обучения моделей?
Кто становится владельцем сгенерированной музыки?

И этот список можно продолжить. На все эти вопросы ответить невозможно, поэтому мне бы хотелось сосредоточиться на одном особенно волнующем меня аспекте: цифровом барьере.

Цифровой барьер (digital divide) — «это неравный доступ к цифровым технологиям» (источник: Wikipedia), создающий опасный мост между теми, кто имеет доступ к информации и ресурсам, и теми, кто его не имеет.

Как насчёт цифрового барьера в мире музыки?

«Музыка — универсальный язык человечества», — Генри Лонгфеллоу

Музыка — универсальный язык, выходящий за рамки границ, культур и эпох. Она существует во всех цивилизациях. Однако живые традиции затмеваются или даже забываются в угоду мейнстримной музыки, в том числе и потому, что отдельные группы имеют больший доступ к цифровым платформам, инструментам создания и распространения музыки.

Машинное обучение, особенно при его демократизации, может быть инструментом сохранения и интеграции недостаточно представленной музыки. При наличии подходящих датасетов модели машинного обучения могут анализировать, генерировать и классифицировать непопулярную музыку. Но также они могут усиливать и поддерживать искажения, поскольку сегодня большинство из нас обучает модели для генерации рока, джаза или классической европейской музыки. Сообщество даже придумало термин «кран Баха», так как многие модели теперь могут синтезировать музыку, почти идентичную музыке Баха: «Кран Баха — это ситуация, при которой генеративная система создаёт бесконечный поток контента на уровне или выше уровня какого-то культурно ценимого оригинала, но из-за бесконечности потока он перестаёт быть редким, а значит, становится менее ценным» (из Twitter).

Кроме того, внедрение других художественных традиций лишь улучшит готовые модели и обогатит музыкальные творения. Исполнители-новаторы демонстрируют этот потенциал, например, Hexorsismos или Yaboi Hanoi, выигравший 2022 AI Song Contest с мелодиями и саунд-дизайном, вдохновлёнными тайской культурой.

yaboihanoi · อสุระเทวะชุมนุม - Enter Demons & Gods

С более разнообразным представлением музыки в ИИ возникает множество сложностей, в том числе, доступность данных, инвестиции, образование и многие другие. Опенсорс-сообщество имеет уникальные возможности по решению некоторых из этих проблем благодаря совместной работе над созданием более разнообразных датасетов, разработке инклюзивных моделей, обмену свободными туториалами и в целом проектированию инструментов, отдающих должное более широкому спектру традиций.

Машинное обучение формирует совершенно новую реальность — как сказал профессор Эндрю Ын, это новое электричество. Возможно, мы приближаемся к революции ИИ, которая изменит наш мир, и все мы должны иметь право голоса и участвовать в этом развитии, вне зависимости от языка, культуры, национальности, уровня образования и этнической принадлежности. Представьте, какие опасности могут таиться в мощном инструменте, контролируемом несколькими влиятельными людьми или группами.

Я призываю вас активно участвовать в прогрессе более инклюзивного ИИ. Например, вы можете вступить в опенсорс-сообщество, какой бы уровень опыта вы ни имели. Ценен любой вклад, а объединённые усилия мотивированных людей способны творить чудеса. Вы можете найти возможности сотрудничества с любым уровнем знаний в Discord Hugging Face. Кроме того, я родился в Колумбии и хотел бы создать в Hugging Face качественный датасет (MIDI или аудио) с недостаточно широко представленной музыкой Латинской Америки. Напишите мне, если хотите присоединиться.

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16 окт. 2023 г.

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09.08.25 09:39 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
09.08.25 14:24 lisa111

Recovering lost money from scams calls for cooperation. Recovery professionals locate stolen funds by applying their expertise. Experts in law offer advice on the best course of action. This helps you recoup your investment. Scams teach us to be aware of the warning indications. Promises of large, rapid riches with minimal risk should be avoided. They may want you to make an investment right away. Get advice from Marie on how to prevent frauds in the future. She can help you recover your missing bitcoin as well. You can reach her at [email protected] or @Marie_consultancy on Telegram. Additionally, you can utilize WhatsApp at +1 7127594675.
09.08.25 16:31 vallatjosette

My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
09.08.25 16:43 meghanmarkle1998

I was scammed out $ 180,000 in BTC, but Spikes Assets Recovery came to my rescue. When my cryptocurrency investment fell into the wrong hands, I lost $115,330 in Bitcoin and was defrauded of my hard-earned money. I was on the verge of giving up after learning that the funds seemed unrecoverable, but then I came across a Google post about a legitimate recovery service called Spikes Assets Recovery, a firm specializing in stolen fund and crypto recovery. To my astonishment, after working with them, they successfully recovered the full $115,330 I had lost in BTC. I'm incredibly grateful and relieved that I was able to recover all of my missing Bitcoin. For inquiries or assistance with recovering your lost assets, you can contact Spikes Assets Recovery using the following details: Email: [email protected] Yahoo: [email protected]
09.08.25 17:24 Sophie Pugh

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10.08.25 03:53 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:53 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:54 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 03:55 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram user name (@RoseCyberHives) and email rosecryptoinvestment11@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram user name (@RoseCyberHives) rosecryptoinvestment11@ gmail. com
10.08.25 04:55 lisared

I thought losing £85,000 in Doge was the end until Agent Jasmine Lopez proved me wrong. With unmatched skill and persistence, she traced my stolen money, tracked down the scammers, and recovered a huge portion of my funds. If you’ve been scammed, don’t wait reach out to her at (recoveryfundprovider@gmail. com) WhatsApp at +{44 736-644-5035}. She could be the reason you get your money back.
10.08.25 12:57 Marthaamahle

My name is Martha, and I never thought I’d be the victim of a crypto scam, but life has a way of humbling you. A few months ago, I invested a huge chunk of my savings, decades of hard-earned money into what seemed like a promising crypto platform. The slick website, glowing testimonials, and a charming advisor convinced me to transfer 15 Bitcoin, into their wallet. Days later, the platform vanished, my funds were gone, and I was left with nothing but regret. Desperate, I turned to the internet, scouring forums and posts on X for help. That’s when I stumbled across Alpha Spy Nest, a shadowy group of cyber-recovery experts specializing in crypto fraud. Their reputation was murky but promising whispers of successful recoveries and a no-nonsense approach. I reached out through their encrypted portal, half-expecting a scam. Within hours, they responded, asking for details: transaction IDs, wallet addresses, and screenshots of my interactions with the scammers. Alpha Spy Nest operated in the dark corners of the web, using a mix of blockchain forensics, social engineering, and unconventional methods to track lost crypto. They traced my Bitcoin to a series of obfuscated wallets, likely controlled by an offshore syndicate. The team deployed advanced chain-analysis tools to follow the funds, pinpointing a weak link in the scammers’ network, a poorly secured exchange account in Eastern Europe.Over weeks, Alpha Spy Nest worked tirelessly, infiltrating the scammers’ digital trails. And then i received a message, we’ve got a lead. They’d recovered 12 of my 15 Bitcoin, transferred to a secure wallet they set up for me. The rest, they said, was likely gone forever, but I was overjoyed. My savings were partially restored, and I felt a weight lift. I never met them, but they gave me back hope and a lesson, the crypto world is a jungle, but sometimes, even in the dark, there are allies. Contact them via: website: www.alphaspynest.org, whatsapp: ‪+15132924878‬ , telegram: https://t.me/Alphaspynest
10.08.25 14:33 tomcooper0147

Losing €256,000 On trading was one of the worst moments of my life. I felt sick, helpless, and convinced I’d never see that money again. Every day that passed made the loss feel heavier. Then I found Agent Jasmine Lopez and everything changed. With relentless determination, she traced the stolen funds, tracked down the scammers, and recovered a huge portion of my losses in the space of a few days. Her skill and persistence gave me hope when I had none. Time is everything contact her now: [email protected] Whats//App at +{44 736-644-5035}.
10.08.25 17:06 kevin

I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery AT gmailc0 m ) if you need help on recovering what you lost to scammers.
10.08.25 18:13 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
10.08.25 18:13 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
10.08.25 20:35 Bartlevi

Sylvester demonstrated truly exceptional skill. He successfully recovered over $610,000 in USDT. This was a momentous personal triumph. His support extended far beyond this initial success. He diligently assisted in reclaiming additional lost funds. Throughout this complex process, he maintained consistent contact. He kept me fully updated at every turn. The entire undertaking was conducted with utmost honesty. There were no concealed charges or dubious methods. My funds were directly returned to my crypto wallet. The transaction proceeded smoothly and without any issues. I can confidently state Sylvester Bryant is the most reliable recovery agent I have ever encountered. I strongly urge anyone facing a similar situation to contact him without delay. You may reach Sylvester by email at yt7cracker@gmail. com. You can also contact him on WhatsApp at +1 (512) 577-7957. Do not surrender to despair. Sylvester possesses the ability and commitment to retrieve your stolen funds. He can achieve this for you, as he did for me. Your financial recovery is attainable. Sylvester Bryant is your path to recovering your money.
10.08.25 23:28 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
10.08.25 23:29 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
11.08.25 10:33 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:33 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:34 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:34 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 11:35 Dennisblaq

Hi everyone, I'm an entrepreneur, and when I learned about cryptocurrencies and how they potentially triple my income, I was excited to invest. I hope this message finds the correct audience. On the internet, I came across someone who assured me of exceptionally significant returns on my investment. I was readily persuaded by this man's seeming wisdom. I quickly discovered that this cryptocurrency was a hoax and that I was unable to withdraw my money after making a substantial investment. My business was in tatters, and I owed money.Fortunately for me, a pop-up regarding cryptocurrency recovery and cybersecurity specialists that could help me get all of my money back appeared when seeking for help on the internet. This organization, WIZARD JAMES RECOVERY, is a cyber security and cryptocurrency recovery firm that helped me get my investment money back. I sincerely appreciate their assistance and heartily endorse them to anyone in need of cryptocurrency recovery. The following is their contact information: E - M A I L: [email protected] W H A T S A P P: (+ 44 741 836 7204)
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 17:49 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
11.08.25 17:49 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
11.08.25 17:49 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
11.08.25 19:46 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com
11.08.25 20:06 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com
12.08.25 02:43 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.08.25 02:43 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.08.25 02:43 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.08.25 16:48 ahmed11

It takes a team to recover lost money from scams. Recovery professionals locate stolen money by using their expertise. The best course of action is advised by legal professionals. This helps you get your money back. Identifying warning indicators is a crucial lesson learned from frauds. Promises of large, fast, risk-free profits should be avoided. They may put pressure on you to make an investment right away. For assistance avoiding frauds in the future, get in touch with Marie. She can also help you retrieve your misplaced Bitcoin. You can reach her on Telegram at @Marie_consultancy or via email at [email protected]. Also, you can use WhatsApp at +1 7127594675.
12.08.25 17:13 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
12.08.25 17:13 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
12.08.25 18:44 edinavida027

CRYPTO TRACING AND RECOVERY: HIRE A LEGITIMATE RECOVERY EXPERT" CONTACT RAPID DIGITAL RECOVERY
12.08.25 18:44 edinavida027

A recruiter named Emma Zhang reached out to me on LinkedIn regarding an intriguing job opportunity that piqued my interest. She presented a position for a Crypto Security Specialist with a Coinbase-certified firm. Her profile appeared legitimate, boasting over 1200 connections and numerous endorsements from industry professionals that seemed authentic. The offer was enticing: a salary of $180,000 plus bonuses, all disbursed in Bitcoin. The recruiter promptly sent me an email from a seemingly official domain , which closely resembled Coinbase's actual email addresses. It felt like an incredible opportunity. However, there was a stipulation: to qualify for the position, I needed to confirm that I possessed at least 4 BTC. This requirement struck me as peculiar but not entirely implausible, given the nature of the role. At that moment, I had sufficient BTC to meet the demand, so I decided to proceed. The HR representative directed me to a portal that closely mimicked Coinbase's official interface. It was convincing enough that I didn’t hesitate to log in and complete the necessary steps. Unfortunately, that was where everything began to unravel. I was instructed to send a verification deposit of 1 BTC to confirm my ownership. Since everything appeared legitimate, I complied without hesitation. However, the moment I transferred the BTC, an unsettling feeling washed over me. The following day, I noticed that the remaining 3 BTC in my wallet began to vanish. My heart sank as I realized something was terribly amiss. I immediately attempted to reach out to both the HR representative and the company, but my efforts were met with silence. Upon checking the LinkedIn profiles of Emma Zhang and her team, I discovered they had mysteriously vanished. I was left with nothing no job offer, no recruiter, and no Bitcoin. I turned to the internet in search of solutions. That’s when I stumbled upon RAPID DIGITAL RECOVERY, a company specializing in Bitcoin recovery. I contacted them, and they assured me they could assist in recovering my lost funds. After a tense and arduous process, they successfully retrieved my stolen BTC. The relief I felt was indescribable, and I am profoundly grateful to RAPID DIGITAL RECOVERY for their expertise and unwavering support. CONTACT INFO BELOW Email: rapid digital recovery (@) execs. com Telegram: htt ps: // t. me/ Rapid digital recovery519 WhatSapp: +1 4 1 4 8 0 7 1 4 8 5
12.08.25 19:15 vallatjosette

Fortunately, my luck changed when I encountered Wizard Hilton Cyber Tech. Their expertise and dedication to helping victims of cryptocurrency scams are truly remarkable. They worked tirelessly to track down the scammers and recover my lost crypto coins.Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com
12.08.25 23:07 babatunde162

I recommend Marie when it comes to recovering lost/stolen usdt/bitcoin or any kind of cryptocurrencies' from fake investment platforms because they're well specialized in that area and you'll get your money back in full. I can boldly say this right now based on my prior deal i had with them; she was the only one who was able to recover my lost money $52,760 dollars back to my account, Only • ([email protected] and telegram:@Marie_consultancy or whatsapp +1 7127594675) she was successful in recovering my money. They are the only one who can fully restore your lost funds to your account without any deductions, I really value their work and am recommending her to you today. THANK ME LATER
13.08.25 06:11 tyler231

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13.08.25 07:01 Morris Jason

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13.08.25 07:01 Morris Jason

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13.08.25 07:01 Morris Jason

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13.08.25 08:26 Morris Jason

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13.08.25 08:27 Morris Jason

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13.08.25 08:27 Morris Jason

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13.08.25 10:37 babatunde162

Since Marie is an expert in recovering lost or stolen USDT, bitcoin, or any other cryptocurrency from fraudulent investment platforms, I suggest them for this task. You will receive your money back in full. I can confidently state this at this time because of my previous transaction with them: she was the only one who successfully returned $52,760 of my lost funds to my account. Her contact information is [email protected], and her telegram handle is @Marie_consultancy or +1 7127594675. Because they are the only ones that can completely return your lost money to your account without taking any money out, I truly appreciate what they do and am suggesting her to you today. Afterward, thank you.
13.08.25 13:15 Bartlevi

Sylvester showcased remarkable talent. He brought back over $610,000 in crypto. This felt like a massive win. His help went beyond this first success. He worked hard to get back more lost money. He stayed in touch all the time. He kept me in the loop. The whole process was very honest. There were no hidden fees or tricky ways. My money went straight to my crypto account. The transfer was easy. Sylvester Bryant is the most honest recovery agent I know. If you're in a similar spot, contact him now. You can email Sylvester at yt7cracker@gmail. com. Or reach him on WhatsApp at +1 (512) 577-7957. Don't give up hope. Sylvester can find your stolen money. He did it for me. You can get your money back. Sylvester Bryant will help you recover your funds.
13.08.25 14:23 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 14:23 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 19:46 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
13.08.25 19:46 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
13.08.25 19:46 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
13.08.25 19:50 babatunde162

When it comes to recovering lost or stolen bitcoin, USDT, or any other cryptocurrency from fraudulent investment platforms, I suggest Marie because they are highly skilled in the field and will return all of your money. Based on my previous transaction with them, I can state with confidence that she was the only one who successfully returned $52,760 of my lost funds to my account. Her email address is [email protected], and her telegram handle is @Marie_consultancy, or her WhatsApp number is +1 7127594675. I truly appreciate their work and am suggesting her to you today because they are the only ones who can completely return your missing money to your account without any deductions.
14.08.25 00:20 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
14.08.25 00:20 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
14.08.25 17:47 Joanne Ruth

The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets. A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery. For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])
14.08.25 18:27 lisared

Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact her at recoveryfundprovider [AT] gmail [DOT] com Whats//App at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you
14.08.25 19:23 Joanne Ruth

The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets. A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery. For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])
14.08.25 21:49 Rickbayford

If you need to recover cryptocurrency that has been lost to wallet hackers, internet scammers, or BTC transferred to the wrong address, I suggest Wizard James Recovery, a very trustworthy recovery organization. Just by sending my case to the Expert and supplying the necessary data, Wizard James Recovery was able to help me recover my Bitcoin. I'm glad I was able to recover this much after losing even more to the fraudulent broker I initially put my belief in. Errors are unavoidable, thus we can never be careful enough. If you have lost money to cryptocurrency scams, I strongly advise getting in touch with Wizard James Recovery. Mail: ([email protected])
15.08.25 03:10 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram (@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram (@RoseCyberHives) rosecryptorecovery@gmail. com
15.08.25 04:59 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
15.08.25 04:59 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
15.08.25 04:59 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
15.08.25 04:59 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
15.08.25 09:13 eva117

Recovery experts and legal experts work together to get back stolen money. They use special skills to find and retrieve assets. This teamwork improves your chances of success. Learning to spot scam warnings is key. Look out for promises of big returns with no risk. Be wary of pressure to invest fast. Contact Marie at [email protected], Telegram @Marie_consultancy, or WhatsApp +1 7127594675. She can help you avoid future scams and recover lost bitcoin
15.08.25 13:27 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.08.25 13:27 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.08.25 20:26 caitlinfedex

After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p +1 7 1 9 4 9 2 2 6 9 3
15.08.25 20:27 caitlinfedex

After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p +1 7 1 9 4 9 2 2 6 9 3
15.08.25 21:04 vallatjosette

My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
16.08.25 06:53 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.08.25 06:53 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.08.25 06:53 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.08.25 07:01 lisared

Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact Recoveryfundprovider@gmail. com WhatsApp at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you.
16.08.25 17:05 mark

I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery @ gmail c0 m ) if you need help on recovering what you lost to scammers.
17.08.25 03:33 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 03:33 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 05:22 aveasley4

I’m a California resident who was contacted by someone named “Lin” on WhatsApp. Our conversation eventually turned to cryptocurrency investments. Lin introduced me to a trading platform called CBOTBIT (https://cbotbit.com), walked me through setting up an account, and guided me on transferring funds. Under Lin’s direction, I began trading and was led to believe that my account was growing significantly. However, when I attempted to withdraw my funds, I was unable to do so — and shortly after, the website went offline entirely. I had invested over $340,000 in Bitcoin, planning to use it for my retirement. The experience was devastating, and I was at a loss for what to do next. Eventually, I came across [email protected] and decided to reach out. I followed their instructions, and within a few days, I was able to recover my original investment. I'm incredibly relieved and grateful for their assistance, and I recommend contacting them if you’re in a similar situation and need help recovering lost funds.
17.08.25 17:49 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
17.08.25 17:49 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
17.08.25 17:49 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
21:10 Connorhelms

I can honestly say losing my bitcoin savings was one of the darkest moments of my life. I had put everything I could into that investment, believing it would secure my future, only to wake up one day and realize the platform had vanished with all my funds. The feeling was indescribable, fear, shame, and helplessness all at once. I thought I’d never see that money again. Then I came across Alpha Spy Nest. At first, I was hesitant, I had already been deceived once, and the thought of trusting anyone else terrified me. But something about their professionalism and the way they patiently explained things gave me a little hope. For the first time in weeks, I felt like I wasn’t completely alone in the fight. They listened to my story without judgment, broke down the technical side in a way I could understand, and reassured me that there was still a chance. Watching them work was incredible. They traced every transaction, uncovered where my bitcoin had been moved, and kept me updated through every stage. It felt like they cared as much about my recovery as I did. The day they told me they had successfully recovered my lost savings, I actually cried. Seeing those funds back in my wallet felt unreal, it was like a huge weight had been lifted off my shoulders. Beyond just recovering my bitcoin, Alpha Spy Nest gave me back my peace of mind and restored a trust I thought I had lost forever. I’m forever grateful to them. If I hadn’t found Alpha Spy Nest, I’d still be stuck in regret and despair. Instead, I now share my story as proof that recovery is possible. You can also reach out to them via: Email: [email protected], WhatsApp: +15132924878‬, Telegram: https://t.me/Alphaspynest, Website: www.alphaspynest.org
22:17 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22:17 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1